diff --git "a/mask2former_flash_internimage_s_640_160k_ade20k_ss.log" "b/mask2former_flash_internimage_s_640_160k_ade20k_ss.log" new file mode 100644--- /dev/null +++ "b/mask2former_flash_internimage_s_640_160k_ade20k_ss.log" @@ -0,0 +1,12953 @@ +2023-11-06 14:11:12,028 - mmseg - INFO - Multi-processing start method is `None` +2023-11-06 14:11:12,038 - mmseg - INFO - OpenCV num_threads is `128 +2023-11-06 14:11:12,038 - mmseg - INFO - OMP num threads is 1 +2023-11-06 14:11:12,156 - mmseg - INFO - Environment info: +------------------------------------------------------------ +sys.platform: linux +Python: 3.8.17 (default, Jul 5 2023, 21:04:15) [GCC 11.2.0] +CUDA available: True +GPU 0,1,2,3,4,5,6,7: NVIDIA A100-SXM4-80GB +CUDA_HOME: /mnt/petrelfs/share/cuda-11.3 +NVCC: Cuda compilation tools, release 11.3, V11.3.109 +GCC: gcc (GCC) 7.5.0 +PyTorch: 1.12.0 +PyTorch compiling details: PyTorch built with: + - GCC 9.3 + - C++ Version: 201402 + - Intel(R) oneAPI Math Kernel Library Version 2023.1-Product Build 20230303 for Intel(R) 64 architecture applications + - Intel(R) MKL-DNN v2.6.0 (Git Hash 52b5f107dd9cf10910aaa19cb47f3abf9b349815) + - OpenMP 201511 (a.k.a. OpenMP 4.5) + - LAPACK is enabled (usually provided by MKL) + - NNPACK is enabled + - CPU capability usage: AVX2 + - CUDA Runtime 11.3 + - NVCC architecture flags: -gencode;arch=compute_37,code=sm_37;-gencode;arch=compute_50,code=sm_50;-gencode;arch=compute_60,code=sm_60;-gencode;arch=compute_61,code=sm_61;-gencode;arch=compute_70,code=sm_70;-gencode;arch=compute_75,code=sm_75;-gencode;arch=compute_80,code=sm_80;-gencode;arch=compute_86,code=sm_86;-gencode;arch=compute_37,code=compute_37 + - CuDNN 8.3.2 (built against CUDA 11.5) + - Magma 2.5.2 + - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.3, CUDNN_VERSION=8.3.2, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -Wno-deprecated -fvisibility-inlines-hidden -DUSE_PTHREADPOOL -fopenmp -DNDEBUG -DUSE_KINETO -DUSE_FBGEMM -DUSE_QNNPACK -DUSE_PYTORCH_QNNPACK -DUSE_XNNPACK -DSYMBOLICATE_MOBILE_DEBUG_HANDLE -DEDGE_PROFILER_USE_KINETO -O2 -fPIC -Wno-narrowing -Wall -Wextra -Werror=return-type -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -Wno-unused-local-typedefs -Wno-strict-overflow -Wno-strict-aliasing -Wno-error=deprecated-declarations -Wno-stringop-overflow -Wno-psabi -Wno-error=pedantic -Wno-error=redundant-decls -Wno-error=old-style-cast -fdiagnostics-color=always -faligned-new -Wno-unused-but-set-variable -Wno-maybe-uninitialized -fno-math-errno -fno-trapping-math -Werror=format -Werror=cast-function-type -Wno-stringop-overflow, LAPACK_INFO=mkl, PERF_WITH_AVX=1, PERF_WITH_AVX2=1, PERF_WITH_AVX512=1, TORCH_VERSION=1.12.0, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=OFF, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, + +TorchVision: 0.13.0 +OpenCV: 4.8.0 +MMCV: 1.5.0 +MMCV Compiler: GCC 7.5 +MMCV CUDA Compiler: 11.3 +MMSegmentation: 0.27.0+a85a748 +------------------------------------------------------------ + +2023-11-06 14:11:12,156 - mmseg - INFO - Distributed training: True +2023-11-06 14:11:13,128 - mmseg - INFO - Config: +num_things_classes = 100 +num_stuff_classes = 50 +num_classes = 150 +norm_cfg = dict(type='SyncBN', requires_grad=True) +model = dict( + type='EncoderDecoderMask2Former', + pretrained=None, + backbone=dict( + type='Flash_InternImage_nsmx', + core_op='FlashDCNv3', + channels=80, + depths=[4, 4, 21, 4], + groups=[5, 10, 20, 40], + mlp_ratio=4.0, + drop_path_rate=0.3, + norm_layer='LN', + layer_scale=1.0, + offset_scale=1.0, + post_norm=True, + with_cp=False, + out_indices=(0, 1, 2, 3), + init_cfg=dict( + type='Pretrained', + checkpoint= + '/mnt/petrelfs/share_data/xiongyuwen/checkpoint/flash_internimage_s_1k_224_nosmx_dw/ckpt_epoch_ema_best.pth' + )), + decode_head=dict( + type='Mask2FormerHead', + in_channels=[80, 160, 320, 640], + feat_channels=256, + out_channels=256, + in_index=[0, 1, 2, 3], + num_things_classes=100, + num_stuff_classes=50, + num_queries=200, + num_transformer_feat_level=3, + pixel_decoder=dict( + type='MSDeformAttnPixelDecoder', + num_outs=3, + norm_cfg=dict(type='GN', num_groups=32), + act_cfg=dict(type='ReLU'), + encoder=dict( + type='DetrTransformerEncoder', + num_layers=6, + transformerlayers=dict( + type='BaseTransformerLayer', + attn_cfgs=dict( + type='MultiScaleDeformableAttention', + embed_dims=256, + num_heads=8, + num_levels=3, + num_points=4, + im2col_step=64, + dropout=0.0, + batch_first=False, + norm_cfg=None, + init_cfg=None), + ffn_cfgs=dict( + type='FFN', + embed_dims=256, + feedforward_channels=2048, + num_fcs=2, + ffn_drop=0.0, + act_cfg=dict(type='ReLU', inplace=True), + with_cp=False), + operation_order=('self_attn', 'norm', 'ffn', 'norm')), + init_cfg=None), + positional_encoding=dict( + type='SinePositionalEncoding', num_feats=128, normalize=True), + init_cfg=None), + enforce_decoder_input_project=False, + positional_encoding=dict( + type='SinePositionalEncoding', num_feats=128, normalize=True), + transformer_decoder=dict( + type='DetrTransformerDecoder', + return_intermediate=True, + num_layers=9, + transformerlayers=dict( + type='DetrTransformerDecoderLayer', + attn_cfgs=dict( + type='MultiheadAttention', + embed_dims=256, + num_heads=8, + attn_drop=0.0, + proj_drop=0.0, + dropout_layer=None, + batch_first=False), + ffn_cfgs=dict( + embed_dims=256, + feedforward_channels=2048, + num_fcs=2, + act_cfg=dict(type='ReLU', inplace=True), + ffn_drop=0.0, + dropout_layer=None, + add_identity=True, + with_cp=False), + feedforward_channels=2048, + operation_order=('cross_attn', 'norm', 'self_attn', 'norm', + 'ffn', 'norm')), + init_cfg=None), + loss_cls=dict( + type='CrossEntropyLoss', + use_sigmoid=False, + loss_weight=2.0, + reduction='mean', + class_weight=[ + 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, + 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, + 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, + 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, + 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, + 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, + 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, + 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, + 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, + 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, + 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, + 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, + 1.0, 1.0, 1.0, 1.0, 1.0, 1.0, 0.1 + ]), + loss_mask=dict( + type='CrossEntropyLoss', + use_sigmoid=True, + reduction='mean', + loss_weight=5.0), + loss_dice=dict( + type='DiceLoss', + use_sigmoid=True, + activate=True, + reduction='mean', + naive_dice=True, + eps=1.0, + loss_weight=5.0), + num_classes=150), + train_cfg=dict( + num_points=12544, + oversample_ratio=3.0, + importance_sample_ratio=0.75, + assigner=dict( + type='MaskHungarianAssigner', + cls_cost=dict(type='ClassificationCost', weight=2.0), + mask_cost=dict( + type='CrossEntropyLossCost', weight=5.0, use_sigmoid=True), + dice_cost=dict( + type='DiceCost', weight=5.0, pred_act=True, eps=1.0)), + sampler=dict(type='MaskPseudoSampler')), + test_cfg=dict( + panoptic_on=True, + semantic_on=False, + instance_on=True, + max_per_image=100, + iou_thr=0.8, + filter_low_score=True, + mode='whole'), + init_cfg=None) +dataset_type = 'ADE20KDataset' +data_root = 'data/ADEChallengeData2016' +img_norm_cfg = dict( + mean=[123.675, 116.28, 103.53], std=[58.395, 57.12, 57.375], to_rgb=True) +crop_size = (640, 640) +train_pipeline = [ + dict(type='LoadImageFromFile'), + dict(type='LoadAnnotations', reduce_zero_label=True), + dict(type='Resize', img_scale=(2560, 640), ratio_range=(0.5, 2.0)), + dict(type='RandomCrop', crop_size=(640, 640), cat_max_ratio=0.75), + dict(type='RandomFlip', prob=0.5), + dict(type='PhotoMetricDistortion'), + dict( + type='Normalize', + mean=[123.675, 116.28, 103.53], + std=[58.395, 57.12, 57.375], + to_rgb=True), + dict(type='Pad', size=(640, 640), pad_val=0, seg_pad_val=255), + dict(type='ToMask'), + dict(type='DefaultFormatBundle'), + dict( + type='Collect', + keys=['img', 'gt_semantic_seg', 'gt_masks', 'gt_labels']) +] +test_pipeline = [ + dict(type='LoadImageFromFile'), + dict( + type='MultiScaleFlipAug', + img_scale=(2560, 640), + flip=False, + transforms=[ + dict(type='Resize', keep_ratio=True), + dict(type='ResizeToMultiple', size_divisor=32), + dict(type='RandomFlip'), + dict( + type='Normalize', + mean=[123.675, 116.28, 103.53], + std=[58.395, 57.12, 57.375], + to_rgb=True), + dict(type='ImageToTensor', keys=['img']), + dict(type='Collect', keys=['img']) + ]) +] +data = dict( + samples_per_gpu=2, + workers_per_gpu=4, + train=dict( + type='ADE20KDataset', + data_root='data/ADEChallengeData2016', + img_dir='images/training', + ann_dir='annotations/training', + pipeline=[ + dict(type='LoadImageFromFile'), + dict(type='LoadAnnotations', reduce_zero_label=True), + dict(type='Resize', img_scale=(2560, 640), ratio_range=(0.5, 2.0)), + dict(type='RandomCrop', crop_size=(640, 640), cat_max_ratio=0.75), + dict(type='RandomFlip', prob=0.5), + dict(type='PhotoMetricDistortion'), + dict( + type='Normalize', + mean=[123.675, 116.28, 103.53], + std=[58.395, 57.12, 57.375], + to_rgb=True), + dict(type='Pad', size=(640, 640), pad_val=0, seg_pad_val=255), + dict(type='ToMask'), + dict(type='DefaultFormatBundle'), + dict( + type='Collect', + keys=['img', 'gt_semantic_seg', 'gt_masks', 'gt_labels']) + ]), + val=dict( + type='ADE20KDataset', + data_root='data/ADEChallengeData2016', + img_dir='images/validation', + ann_dir='annotations/validation', + pipeline=[ + dict(type='LoadImageFromFile'), + dict( + type='MultiScaleFlipAug', + img_scale=(2560, 640), + flip=False, + transforms=[ + dict(type='Resize', keep_ratio=True), + dict(type='ResizeToMultiple', size_divisor=32), + dict(type='RandomFlip'), + dict( + type='Normalize', + mean=[123.675, 116.28, 103.53], + std=[58.395, 57.12, 57.375], + to_rgb=True), + dict(type='ImageToTensor', keys=['img']), + dict(type='Collect', keys=['img']) + ]) + ]), + test=dict( + type='ADE20KDataset', + data_root='data/ADEChallengeData2016', + img_dir='images/validation', + ann_dir='annotations/validation', + pipeline=[ + dict(type='LoadImageFromFile'), + dict( + type='MultiScaleFlipAug', + img_scale=(2560, 640), + flip=False, + transforms=[ + dict(type='Resize', keep_ratio=True), + dict(type='ResizeToMultiple', size_divisor=32), + dict(type='RandomFlip'), + dict( + type='Normalize', + mean=[123.675, 116.28, 103.53], + std=[58.395, 57.12, 57.375], + to_rgb=True), + dict(type='ImageToTensor', keys=['img']), + dict(type='Collect', keys=['img']) + ]) + ])) +log_config = dict( + interval=50, hooks=[dict(type='TextLoggerHook', by_epoch=False)]) +dist_params = dict(backend='nccl') +log_level = 'INFO' +load_from = None +resume_from = None +workflow = [('train', 1)] +cudnn_benchmark = True +optimizer = dict( + type='AdamW', + lr=0.0001, + betas=(0.9, 0.999), + weight_decay=0.05, + constructor='CustomLayerDecayOptimizerConstructor', + paramwise_cfg=dict( + num_layers=33, layer_decay_rate=1.0, depths=[4, 4, 21, 4])) +optimizer_config = dict(grad_clip=dict(max_norm=0.1, norm_type=2)) +lr_config = dict( + policy='poly', + warmup='linear', + warmup_iters=1500, + warmup_ratio=1e-06, + power=1.0, + min_lr=0.0, + by_epoch=False) +runner = dict(type='IterBasedRunner', max_iters=160000) +checkpoint_config = dict(by_epoch=False, interval=5000, max_keep_ckpts=1) +evaluation = dict( + interval=5000, metric='mIoU', pre_eval=True, save_best='mIoU') +pretrained = '/mnt/petrelfs/share_data/xiongyuwen/checkpoint/flash_internimage_s_1k_224_nosmx_dw/ckpt_epoch_ema_best.pth' +work_dir = './work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss' +gpu_ids = range(0, 8) +auto_resume = False + +2023-11-06 14:11:17,640 - mmseg - INFO - Set random seed to 593544449, deterministic: False +2023-11-06 14:11:17,640 - mmseg - INFO - using core type: FlashDCNv3 +2023-11-06 14:11:17,641 - mmseg - INFO - using activation layer: GELU +2023-11-06 14:11:17,641 - mmseg - INFO - using main norm layer: LN +2023-11-06 14:11:17,641 - mmseg - INFO - using dpr: linear, 0.3 +2023-11-06 14:11:17,641 - mmseg - INFO - level2_post_norm: False +2023-11-06 14:11:17,641 - mmseg - INFO - level2_post_norm_block_ids: None +2023-11-06 14:11:17,641 - mmseg - INFO - res_post_norm: False +2023-11-06 14:11:18,668 - mmseg - INFO - load checkpoint from local path: /mnt/petrelfs/share_data/xiongyuwen/checkpoint/flash_internimage_s_1k_224_nosmx_dw/ckpt_epoch_ema_best.pth +2023-11-06 14:11:20,501 - mmseg - INFO - _IncompatibleKeys(missing_keys=[], unexpected_keys=['conv_head.0.weight', 'conv_head.1.0.weight', 'conv_head.1.0.bias', 'conv_head.1.0.running_mean', 'conv_head.1.0.running_var', 'conv_head.1.0.num_batches_tracked', 'head.weight', 'head.bias']) 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torch.Size([80, 80]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.2.norm2.0.weight - torch.Size([80]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.2.norm2.0.bias - torch.Size([80]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.2.mlp.fc1.weight - torch.Size([320, 80]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.2.mlp.fc1.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.2.mlp.fc2.weight - torch.Size([80, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.3.gamma1 - torch.Size([80]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.3.gamma2 - torch.Size([80]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.3.norm1.0.weight - torch.Size([80]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.3.norm1.0.bias - torch.Size([80]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.3.dcn.offset_mask_dw.weight - torch.Size([80, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.3.dcn.offset_mask_dw.bias - torch.Size([80]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.3.dcn.offset_mask.weight - torch.Size([135, 80]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.3.dcn.offset_mask.bias - torch.Size([135]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.3.dcn.value_proj.weight - torch.Size([80, 80]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.3.dcn.value_proj.bias - torch.Size([80]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.3.dcn.output_proj.weight - torch.Size([80, 80]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.3.norm2.0.weight - torch.Size([80]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.3.norm2.0.bias - torch.Size([80]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.3.mlp.fc1.weight - torch.Size([320, 80]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.3.mlp.fc1.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.blocks.3.mlp.fc2.weight - torch.Size([80, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.downsample.conv.weight - torch.Size([160, 80, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.downsample.norm.1.weight - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.0.downsample.norm.1.bias - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.0.gamma1 - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.0.gamma2 - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.0.norm1.0.weight - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.0.norm1.0.bias - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.0.dcn.offset_mask_dw.weight - torch.Size([160, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.0.dcn.offset_mask_dw.bias - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.0.dcn.offset_mask.weight - torch.Size([270, 160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.0.dcn.offset_mask.bias - torch.Size([270]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.0.dcn.value_proj.weight - torch.Size([160, 160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.0.dcn.value_proj.bias - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.0.dcn.output_proj.weight - torch.Size([160, 160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.0.norm2.0.weight - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.0.norm2.0.bias - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.0.mlp.fc1.weight - torch.Size([640, 160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.0.mlp.fc1.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.0.mlp.fc2.weight - torch.Size([160, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.1.gamma1 - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.1.gamma2 - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.1.norm1.0.weight - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.1.norm1.0.bias - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.1.dcn.offset_mask_dw.weight - torch.Size([160, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.1.dcn.offset_mask_dw.bias - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.1.dcn.offset_mask.weight - torch.Size([270, 160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.1.dcn.offset_mask.bias - torch.Size([270]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.1.dcn.value_proj.weight - torch.Size([160, 160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.1.dcn.value_proj.bias - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.1.dcn.output_proj.weight - torch.Size([160, 160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.1.norm2.0.weight - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.1.norm2.0.bias - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.1.mlp.fc1.weight - torch.Size([640, 160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.1.mlp.fc1.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.1.mlp.fc2.weight - torch.Size([160, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.2.gamma1 - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.2.gamma2 - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.2.norm1.0.weight - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.2.norm1.0.bias - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.2.dcn.offset_mask_dw.weight - torch.Size([160, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.2.dcn.offset_mask_dw.bias - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.2.dcn.offset_mask.weight - torch.Size([270, 160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.2.dcn.offset_mask.bias - torch.Size([270]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.2.dcn.value_proj.weight - torch.Size([160, 160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.2.dcn.value_proj.bias - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.2.dcn.output_proj.weight - torch.Size([160, 160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.2.norm2.0.weight - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.2.norm2.0.bias - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.2.mlp.fc1.weight - torch.Size([640, 160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.2.mlp.fc1.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.2.mlp.fc2.weight - torch.Size([160, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.3.gamma1 - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.3.gamma2 - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.3.norm1.0.weight - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.3.norm1.0.bias - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.3.dcn.offset_mask_dw.weight - torch.Size([160, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.3.dcn.offset_mask_dw.bias - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.3.dcn.offset_mask.weight - torch.Size([270, 160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.3.dcn.offset_mask.bias - torch.Size([270]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.3.dcn.value_proj.weight - torch.Size([160, 160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.3.dcn.value_proj.bias - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.3.dcn.output_proj.weight - torch.Size([160, 160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.3.norm2.0.weight - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.3.norm2.0.bias - torch.Size([160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.3.mlp.fc1.weight - torch.Size([640, 160]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.3.mlp.fc1.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.blocks.3.mlp.fc2.weight - torch.Size([160, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.downsample.conv.weight - torch.Size([320, 160, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.downsample.norm.1.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.1.downsample.norm.1.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.0.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.0.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.0.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.0.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.0.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.0.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.0.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.0.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.0.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.0.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.0.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.0.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.0.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.0.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.0.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.0.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.1.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.1.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.1.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.1.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.1.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.1.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.1.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.1.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.1.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.1.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.1.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.1.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.1.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.1.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.1.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.1.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.2.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.2.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.2.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.2.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.2.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.2.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.2.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.2.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.2.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.2.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.2.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.2.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.2.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.2.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.2.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.2.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.3.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.3.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.3.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.3.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.3.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.3.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.3.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.3.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.3.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.3.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.3.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.3.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.3.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.3.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.3.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.3.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.4.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.4.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.4.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.4.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.4.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.4.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.4.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.4.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.4.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.4.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.4.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.4.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.4.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.4.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.4.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.4.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.5.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.5.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.5.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.5.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.5.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.5.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.5.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.5.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.5.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.5.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.5.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.5.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.5.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.5.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.5.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.5.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.6.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.6.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.6.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.6.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.6.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.6.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.6.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.6.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.6.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.6.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.6.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.6.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.6.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.6.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.6.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.6.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.7.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.7.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.7.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.7.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.7.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.7.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.7.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.7.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.7.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.7.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.7.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.7.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.7.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.7.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.7.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.7.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.8.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.8.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.8.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.8.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.8.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.8.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.8.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.8.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.8.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.8.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.8.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.8.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.8.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.8.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.8.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.8.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.9.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.9.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.9.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.9.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.9.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.9.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.9.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.9.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.9.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.9.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.9.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.9.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.9.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.9.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.9.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.9.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.10.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.10.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.10.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.10.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.10.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.10.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.10.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.10.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.10.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.10.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.10.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.10.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.10.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.10.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.10.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.10.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.11.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.11.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.11.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.11.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.11.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.11.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.11.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.11.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.11.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.11.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.11.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.11.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.11.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.11.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.11.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.11.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.12.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.12.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.12.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.12.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.12.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.12.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.12.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.12.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.12.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.12.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.12.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.12.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.12.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.12.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.12.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.12.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.13.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.13.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.13.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.13.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.13.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.13.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.13.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.13.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.13.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.13.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.13.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.13.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.13.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.13.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.13.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.13.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.14.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.14.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.14.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.14.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.14.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.14.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.14.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.14.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.14.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.14.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.14.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.14.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.14.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.14.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.14.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.14.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.15.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.15.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.15.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.15.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.15.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.15.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.15.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.15.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.15.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.15.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.15.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.15.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.15.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.15.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.15.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.15.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.16.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.16.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.16.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.16.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.16.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.16.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.16.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.16.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.16.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.16.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.16.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.16.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.16.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.16.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.16.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.16.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.17.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.17.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.17.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.17.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.17.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.17.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.17.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.17.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.17.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.17.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.17.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.17.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.17.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.17.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.17.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.17.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.18.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.18.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.18.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.18.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.18.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.18.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.18.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.18.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.18.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.18.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.18.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.18.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.18.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.18.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.18.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.18.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.19.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.19.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.19.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.19.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.19.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.19.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.19.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.19.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.19.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.19.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.19.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.19.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.19.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.19.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.19.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.19.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.20.gamma1 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.20.gamma2 - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.20.norm1.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.20.norm1.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.20.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.20.dcn.offset_mask_dw.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.20.dcn.offset_mask.weight - torch.Size([540, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.20.dcn.offset_mask.bias - torch.Size([540]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.20.dcn.value_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.20.dcn.value_proj.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.20.dcn.output_proj.weight - torch.Size([320, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.20.norm2.0.weight - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.20.norm2.0.bias - torch.Size([320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.20.mlp.fc1.weight - torch.Size([1280, 320]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.20.mlp.fc1.bias - torch.Size([1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.blocks.20.mlp.fc2.weight - torch.Size([320, 1280]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.downsample.conv.weight - torch.Size([640, 320, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.downsample.norm.1.weight - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.2.downsample.norm.1.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.0.gamma1 - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.0.gamma2 - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.0.norm1.0.weight - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.0.norm1.0.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.0.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.0.dcn.offset_mask_dw.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.0.dcn.offset_mask.weight - torch.Size([1080, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.0.dcn.offset_mask.bias - torch.Size([1080]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.0.dcn.value_proj.weight - torch.Size([640, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.0.dcn.value_proj.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.0.dcn.output_proj.weight - torch.Size([640, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.0.norm2.0.weight - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.0.norm2.0.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.0.mlp.fc1.weight - torch.Size([2560, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.0.mlp.fc1.bias - torch.Size([2560]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.0.mlp.fc2.weight - torch.Size([640, 2560]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.1.gamma1 - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.1.gamma2 - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.1.norm1.0.weight - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.1.norm1.0.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.1.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.1.dcn.offset_mask_dw.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.1.dcn.offset_mask.weight - torch.Size([1080, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.1.dcn.offset_mask.bias - torch.Size([1080]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.1.dcn.value_proj.weight - torch.Size([640, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.1.dcn.value_proj.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.1.dcn.output_proj.weight - torch.Size([640, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.1.norm2.0.weight - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.1.norm2.0.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.1.mlp.fc1.weight - torch.Size([2560, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.1.mlp.fc1.bias - torch.Size([2560]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.1.mlp.fc2.weight - torch.Size([640, 2560]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.2.gamma1 - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.2.gamma2 - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.2.norm1.0.weight - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.2.norm1.0.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.2.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.2.dcn.offset_mask_dw.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.2.dcn.offset_mask.weight - torch.Size([1080, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.2.dcn.offset_mask.bias - torch.Size([1080]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.2.dcn.value_proj.weight - torch.Size([640, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.2.dcn.value_proj.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.2.dcn.output_proj.weight - torch.Size([640, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.2.norm2.0.weight - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.2.norm2.0.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.2.mlp.fc1.weight - torch.Size([2560, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.2.mlp.fc1.bias - torch.Size([2560]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.2.mlp.fc2.weight - torch.Size([640, 2560]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.3.gamma1 - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.3.gamma2 - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.3.norm1.0.weight - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.3.norm1.0.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.3.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.3.dcn.offset_mask_dw.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.3.dcn.offset_mask.weight - torch.Size([1080, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.3.dcn.offset_mask.bias - torch.Size([1080]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.3.dcn.value_proj.weight - torch.Size([640, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.3.dcn.value_proj.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.3.dcn.output_proj.weight - torch.Size([640, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.3.norm2.0.weight - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.3.norm2.0.bias - torch.Size([640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.3.mlp.fc1.weight - torch.Size([2560, 640]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.3.mlp.fc1.bias - torch.Size([2560]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +backbone.levels.3.blocks.3.mlp.fc2.weight - torch.Size([640, 2560]): +Initialized by user-defined `init_weights` in Flash_InternImage_nsmx + +decode_head.pixel_decoder.input_convs.0.conv.weight - torch.Size([256, 640, 1, 1]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.input_convs.0.conv.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.input_convs.0.gn.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.input_convs.0.gn.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.input_convs.1.conv.weight - torch.Size([256, 320, 1, 1]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.input_convs.1.conv.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.input_convs.1.gn.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.input_convs.1.gn.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.input_convs.2.conv.weight - torch.Size([256, 160, 1, 1]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.input_convs.2.conv.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.input_convs.2.gn.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.input_convs.2.gn.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.0.attentions.0.sampling_offsets.weight - torch.Size([192, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.0.attentions.0.sampling_offsets.bias - torch.Size([192]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.0.attentions.0.attention_weights.weight - torch.Size([96, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.0.attentions.0.attention_weights.bias - torch.Size([96]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.0.attentions.0.value_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.0.attentions.0.value_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.0.attentions.0.output_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.0.attentions.0.output_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.0.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.0.ffns.0.layers.0.0.bias - torch.Size([2048]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.0.ffns.0.layers.1.weight - torch.Size([256, 2048]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.0.ffns.0.layers.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.0.norms.0.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.0.norms.0.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.0.norms.1.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.0.norms.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.1.attentions.0.sampling_offsets.weight - torch.Size([192, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.1.attentions.0.sampling_offsets.bias - torch.Size([192]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.1.attentions.0.attention_weights.weight - torch.Size([96, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.1.attentions.0.attention_weights.bias - torch.Size([96]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.1.attentions.0.value_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.1.attentions.0.value_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.1.attentions.0.output_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.1.attentions.0.output_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.1.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.1.ffns.0.layers.0.0.bias - torch.Size([2048]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.1.ffns.0.layers.1.weight - torch.Size([256, 2048]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.1.ffns.0.layers.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.1.norms.0.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.1.norms.0.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.1.norms.1.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.1.norms.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.2.attentions.0.sampling_offsets.weight - torch.Size([192, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.2.attentions.0.sampling_offsets.bias - torch.Size([192]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.2.attentions.0.attention_weights.weight - torch.Size([96, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.2.attentions.0.attention_weights.bias - torch.Size([96]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.2.attentions.0.value_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.2.attentions.0.value_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.2.attentions.0.output_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.2.attentions.0.output_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.2.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.2.ffns.0.layers.0.0.bias - torch.Size([2048]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.2.ffns.0.layers.1.weight - torch.Size([256, 2048]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.2.ffns.0.layers.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.2.norms.0.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.2.norms.0.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.2.norms.1.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.2.norms.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.3.attentions.0.sampling_offsets.weight - torch.Size([192, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.3.attentions.0.sampling_offsets.bias - torch.Size([192]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.3.attentions.0.attention_weights.weight - torch.Size([96, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.3.attentions.0.attention_weights.bias - torch.Size([96]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.3.attentions.0.value_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.3.attentions.0.value_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.3.attentions.0.output_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.3.attentions.0.output_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.3.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.3.ffns.0.layers.0.0.bias - torch.Size([2048]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.3.ffns.0.layers.1.weight - torch.Size([256, 2048]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.3.ffns.0.layers.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.3.norms.0.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.3.norms.0.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.3.norms.1.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.3.norms.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.4.attentions.0.sampling_offsets.weight - torch.Size([192, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.4.attentions.0.sampling_offsets.bias - torch.Size([192]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.4.attentions.0.attention_weights.weight - torch.Size([96, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.4.attentions.0.attention_weights.bias - torch.Size([96]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.4.attentions.0.value_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.4.attentions.0.value_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.4.attentions.0.output_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.4.attentions.0.output_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.4.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.4.ffns.0.layers.0.0.bias - torch.Size([2048]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.4.ffns.0.layers.1.weight - torch.Size([256, 2048]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.4.ffns.0.layers.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.4.norms.0.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.4.norms.0.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.4.norms.1.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.4.norms.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.5.attentions.0.sampling_offsets.weight - torch.Size([192, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.5.attentions.0.sampling_offsets.bias - torch.Size([192]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.5.attentions.0.attention_weights.weight - torch.Size([96, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.5.attentions.0.attention_weights.bias - torch.Size([96]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.5.attentions.0.value_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.5.attentions.0.value_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.5.attentions.0.output_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.5.attentions.0.output_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.5.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.5.ffns.0.layers.0.0.bias - torch.Size([2048]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.5.ffns.0.layers.1.weight - torch.Size([256, 2048]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.encoder.layers.5.ffns.0.layers.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.5.norms.0.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.5.norms.0.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.5.norms.1.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.encoder.layers.5.norms.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.level_encoding.weight - torch.Size([3, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.lateral_convs.0.conv.weight - torch.Size([256, 80, 1, 1]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.lateral_convs.0.gn.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.lateral_convs.0.gn.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.output_convs.0.conv.weight - torch.Size([256, 256, 3, 3]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.output_convs.0.gn.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.output_convs.0.gn.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.pixel_decoder.mask_feature.weight - torch.Size([256, 256, 1, 1]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.pixel_decoder.mask_feature.bias - torch.Size([256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.0.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.0.attentions.0.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.0.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.0.attentions.0.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.0.attentions.1.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.0.attentions.1.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.0.attentions.1.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.0.attentions.1.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.0.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.0.ffns.0.layers.0.0.bias - torch.Size([2048]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.0.ffns.0.layers.1.weight - torch.Size([256, 2048]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.0.ffns.0.layers.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.0.norms.0.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.0.norms.0.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.0.norms.1.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.0.norms.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.0.norms.2.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.0.norms.2.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.1.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.1.attentions.0.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.1.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.1.attentions.0.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.1.attentions.1.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.1.attentions.1.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.1.attentions.1.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.1.attentions.1.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.1.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.1.ffns.0.layers.0.0.bias - torch.Size([2048]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.1.ffns.0.layers.1.weight - torch.Size([256, 2048]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.1.ffns.0.layers.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.1.norms.0.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.1.norms.0.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.1.norms.1.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.1.norms.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.1.norms.2.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.1.norms.2.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.2.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.2.attentions.0.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.2.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.2.attentions.0.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.2.attentions.1.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.2.attentions.1.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.2.attentions.1.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.2.attentions.1.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.2.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.2.ffns.0.layers.0.0.bias - torch.Size([2048]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.2.ffns.0.layers.1.weight - torch.Size([256, 2048]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.2.ffns.0.layers.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.2.norms.0.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.2.norms.0.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.2.norms.1.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.2.norms.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.2.norms.2.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.2.norms.2.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.3.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.3.attentions.0.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.3.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.3.attentions.0.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.3.attentions.1.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.3.attentions.1.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.3.attentions.1.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.3.attentions.1.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.3.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.3.ffns.0.layers.0.0.bias - torch.Size([2048]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.3.ffns.0.layers.1.weight - torch.Size([256, 2048]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.3.ffns.0.layers.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.3.norms.0.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.3.norms.0.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.3.norms.1.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.3.norms.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.3.norms.2.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.3.norms.2.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.4.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.4.attentions.0.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.4.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.4.attentions.0.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.4.attentions.1.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.4.attentions.1.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.4.attentions.1.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.4.attentions.1.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.4.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.4.ffns.0.layers.0.0.bias - torch.Size([2048]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.4.ffns.0.layers.1.weight - torch.Size([256, 2048]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.4.ffns.0.layers.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.4.norms.0.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.4.norms.0.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.4.norms.1.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.4.norms.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.4.norms.2.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.4.norms.2.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.5.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.5.attentions.0.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.5.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.5.attentions.0.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.5.attentions.1.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.5.attentions.1.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.5.attentions.1.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.5.attentions.1.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.5.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.5.ffns.0.layers.0.0.bias - torch.Size([2048]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.5.ffns.0.layers.1.weight - torch.Size([256, 2048]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.5.ffns.0.layers.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.5.norms.0.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.5.norms.0.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.5.norms.1.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.5.norms.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.5.norms.2.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.5.norms.2.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.6.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.6.attentions.0.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.6.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.6.attentions.0.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.6.attentions.1.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.6.attentions.1.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.6.attentions.1.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.6.attentions.1.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.6.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.6.ffns.0.layers.0.0.bias - torch.Size([2048]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.6.ffns.0.layers.1.weight - torch.Size([256, 2048]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.6.ffns.0.layers.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.6.norms.0.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.6.norms.0.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.6.norms.1.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.6.norms.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.6.norms.2.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.6.norms.2.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.7.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.7.attentions.0.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.7.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.7.attentions.0.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.7.attentions.1.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.7.attentions.1.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.7.attentions.1.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.7.attentions.1.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.7.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.7.ffns.0.layers.0.0.bias - torch.Size([2048]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.7.ffns.0.layers.1.weight - torch.Size([256, 2048]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.7.ffns.0.layers.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.7.norms.0.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.7.norms.0.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.7.norms.1.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.7.norms.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.7.norms.2.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.7.norms.2.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.8.attentions.0.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.8.attentions.0.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.8.attentions.0.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.8.attentions.0.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.8.attentions.1.attn.in_proj_weight - torch.Size([768, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.8.attentions.1.attn.in_proj_bias - torch.Size([768]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.8.attentions.1.attn.out_proj.weight - torch.Size([256, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.8.attentions.1.attn.out_proj.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.8.ffns.0.layers.0.0.weight - torch.Size([2048, 256]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.8.ffns.0.layers.0.0.bias - torch.Size([2048]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.8.ffns.0.layers.1.weight - torch.Size([256, 2048]): +Initialized by user-defined `init_weights` in Mask2FormerHead + +decode_head.transformer_decoder.layers.8.ffns.0.layers.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.8.norms.0.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.8.norms.0.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.8.norms.1.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.8.norms.1.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.8.norms.2.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.layers.8.norms.2.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.post_norm.weight - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.transformer_decoder.post_norm.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.query_embed.weight - torch.Size([200, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.query_feat.weight - torch.Size([200, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.level_embed.weight - torch.Size([3, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.cls_embed.weight - torch.Size([151, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.cls_embed.bias - torch.Size([151]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.mask_embed.0.weight - torch.Size([256, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.mask_embed.0.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.mask_embed.2.weight - torch.Size([256, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.mask_embed.2.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.mask_embed.4.weight - torch.Size([256, 256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former + +decode_head.mask_embed.4.bias - torch.Size([256]): +The value is the same before and after calling `init_weights` of EncoderDecoderMask2Former +2023-11-06 14:11:21,660 - mmseg - INFO - Loaded 20210 images +2023-11-06 14:11:22,881 - mmseg - INFO - {'num_layers': 33, 'layer_decay_rate': 1.0, 'depths': [4, 4, 21, 4]} +2023-11-06 14:11:22,881 - mmseg - INFO - Build CustomLayerDecayOptimizerConstructor 1.000000 - 35 +2023-11-06 14:11:22,886 - mmseg - INFO - Param groups = { + "layer_0_decay": { + "param_names": [ + "backbone.patch_embed.conv1.weight", + "backbone.patch_embed.conv2.weight", + "decode_head.query_embed.weight", + "decode_head.query_feat.weight", + "decode_head.level_embed.weight", + "decode_head.cls_embed.weight", + "decode_head.mask_embed.0.weight", + "decode_head.mask_embed.2.weight", + "decode_head.mask_embed.4.weight" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.05 + }, + "layer_0_no_decay": { + "param_names": [ + "backbone.patch_embed.conv1.bias", + "backbone.patch_embed.norm1.1.weight", + "backbone.patch_embed.norm1.1.bias", + "backbone.patch_embed.conv2.bias", + "backbone.patch_embed.norm2.1.weight", + "backbone.patch_embed.norm2.1.bias", + "decode_head.cls_embed.bias", + "decode_head.mask_embed.0.bias", + "decode_head.mask_embed.2.bias", + "decode_head.mask_embed.4.bias" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.0 + }, + "layer_1_no_decay": { + "param_names": [ + "backbone.levels.0.blocks.0.gamma1", + "backbone.levels.0.blocks.0.gamma2", + "backbone.levels.0.blocks.0.norm1.0.weight", + "backbone.levels.0.blocks.0.norm1.0.bias", + "backbone.levels.0.blocks.0.dcn.offset_mask_dw.bias", + "backbone.levels.0.blocks.0.dcn.offset_mask.bias", + "backbone.levels.0.blocks.0.dcn.value_proj.bias", + "backbone.levels.0.blocks.0.norm2.0.weight", + "backbone.levels.0.blocks.0.norm2.0.bias", + "backbone.levels.0.blocks.0.mlp.fc1.bias" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.0 + }, + "layer_1_decay": { + "param_names": [ + "backbone.levels.0.blocks.0.dcn.offset_mask_dw.weight", + "backbone.levels.0.blocks.0.dcn.offset_mask.weight", + "backbone.levels.0.blocks.0.dcn.value_proj.weight", + "backbone.levels.0.blocks.0.dcn.output_proj.weight", + "backbone.levels.0.blocks.0.mlp.fc1.weight", + "backbone.levels.0.blocks.0.mlp.fc2.weight" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.05 + }, + "layer_2_no_decay": { + "param_names": [ + "backbone.levels.0.blocks.1.gamma1", + "backbone.levels.0.blocks.1.gamma2", + "backbone.levels.0.blocks.1.norm1.0.weight", + "backbone.levels.0.blocks.1.norm1.0.bias", + "backbone.levels.0.blocks.1.dcn.offset_mask_dw.bias", + "backbone.levels.0.blocks.1.dcn.offset_mask.bias", + "backbone.levels.0.blocks.1.dcn.value_proj.bias", + "backbone.levels.0.blocks.1.norm2.0.weight", + "backbone.levels.0.blocks.1.norm2.0.bias", + "backbone.levels.0.blocks.1.mlp.fc1.bias" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.0 + }, + "layer_2_decay": { + "param_names": [ + "backbone.levels.0.blocks.1.dcn.offset_mask_dw.weight", + "backbone.levels.0.blocks.1.dcn.offset_mask.weight", + "backbone.levels.0.blocks.1.dcn.value_proj.weight", + "backbone.levels.0.blocks.1.dcn.output_proj.weight", + "backbone.levels.0.blocks.1.mlp.fc1.weight", + "backbone.levels.0.blocks.1.mlp.fc2.weight" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.05 + }, + "layer_3_no_decay": { + "param_names": [ + "backbone.levels.0.blocks.2.gamma1", + "backbone.levels.0.blocks.2.gamma2", + "backbone.levels.0.blocks.2.norm1.0.weight", + "backbone.levels.0.blocks.2.norm1.0.bias", + "backbone.levels.0.blocks.2.dcn.offset_mask_dw.bias", + "backbone.levels.0.blocks.2.dcn.offset_mask.bias", + "backbone.levels.0.blocks.2.dcn.value_proj.bias", + "backbone.levels.0.blocks.2.norm2.0.weight", + "backbone.levels.0.blocks.2.norm2.0.bias", + "backbone.levels.0.blocks.2.mlp.fc1.bias" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.0 + }, + "layer_3_decay": { + "param_names": [ + "backbone.levels.0.blocks.2.dcn.offset_mask_dw.weight", + "backbone.levels.0.blocks.2.dcn.offset_mask.weight", + "backbone.levels.0.blocks.2.dcn.value_proj.weight", + "backbone.levels.0.blocks.2.dcn.output_proj.weight", + "backbone.levels.0.blocks.2.mlp.fc1.weight", + "backbone.levels.0.blocks.2.mlp.fc2.weight" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.05 + }, + "layer_4_no_decay": { + "param_names": [ + "backbone.levels.0.blocks.3.gamma1", + "backbone.levels.0.blocks.3.gamma2", + "backbone.levels.0.blocks.3.norm1.0.weight", + "backbone.levels.0.blocks.3.norm1.0.bias", + "backbone.levels.0.blocks.3.dcn.offset_mask_dw.bias", + "backbone.levels.0.blocks.3.dcn.offset_mask.bias", + "backbone.levels.0.blocks.3.dcn.value_proj.bias", + "backbone.levels.0.blocks.3.norm2.0.weight", + "backbone.levels.0.blocks.3.norm2.0.bias", + "backbone.levels.0.blocks.3.mlp.fc1.bias" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.0 + }, + "layer_4_decay": { + "param_names": [ + "backbone.levels.0.blocks.3.dcn.offset_mask_dw.weight", + "backbone.levels.0.blocks.3.dcn.offset_mask.weight", + "backbone.levels.0.blocks.3.dcn.value_proj.weight", + "backbone.levels.0.blocks.3.dcn.output_proj.weight", + "backbone.levels.0.blocks.3.mlp.fc1.weight", + "backbone.levels.0.blocks.3.mlp.fc2.weight" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.05 + }, + "layer_5_decay": { + "param_names": [ + "backbone.levels.0.downsample.conv.weight", + "backbone.levels.1.blocks.0.dcn.offset_mask_dw.weight", + "backbone.levels.1.blocks.0.dcn.offset_mask.weight", + "backbone.levels.1.blocks.0.dcn.value_proj.weight", + "backbone.levels.1.blocks.0.dcn.output_proj.weight", + "backbone.levels.1.blocks.0.mlp.fc1.weight", + "backbone.levels.1.blocks.0.mlp.fc2.weight" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.05 + }, + "layer_5_no_decay": { + "param_names": [ + "backbone.levels.0.downsample.norm.1.weight", + "backbone.levels.0.downsample.norm.1.bias", + "backbone.levels.1.blocks.0.gamma1", + "backbone.levels.1.blocks.0.gamma2", + "backbone.levels.1.blocks.0.norm1.0.weight", + "backbone.levels.1.blocks.0.norm1.0.bias", + "backbone.levels.1.blocks.0.dcn.offset_mask_dw.bias", + "backbone.levels.1.blocks.0.dcn.offset_mask.bias", + "backbone.levels.1.blocks.0.dcn.value_proj.bias", + "backbone.levels.1.blocks.0.norm2.0.weight", + "backbone.levels.1.blocks.0.norm2.0.bias", + "backbone.levels.1.blocks.0.mlp.fc1.bias" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.0 + }, + "layer_6_no_decay": { + "param_names": [ + "backbone.levels.1.blocks.1.gamma1", + "backbone.levels.1.blocks.1.gamma2", + "backbone.levels.1.blocks.1.norm1.0.weight", + "backbone.levels.1.blocks.1.norm1.0.bias", + "backbone.levels.1.blocks.1.dcn.offset_mask_dw.bias", + "backbone.levels.1.blocks.1.dcn.offset_mask.bias", + "backbone.levels.1.blocks.1.dcn.value_proj.bias", + "backbone.levels.1.blocks.1.norm2.0.weight", + "backbone.levels.1.blocks.1.norm2.0.bias", + "backbone.levels.1.blocks.1.mlp.fc1.bias" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.0 + }, + "layer_6_decay": { + "param_names": [ + "backbone.levels.1.blocks.1.dcn.offset_mask_dw.weight", + "backbone.levels.1.blocks.1.dcn.offset_mask.weight", + "backbone.levels.1.blocks.1.dcn.value_proj.weight", + "backbone.levels.1.blocks.1.dcn.output_proj.weight", + "backbone.levels.1.blocks.1.mlp.fc1.weight", + "backbone.levels.1.blocks.1.mlp.fc2.weight" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.05 + }, + "layer_7_no_decay": { + "param_names": [ + "backbone.levels.1.blocks.2.gamma1", + "backbone.levels.1.blocks.2.gamma2", + "backbone.levels.1.blocks.2.norm1.0.weight", + "backbone.levels.1.blocks.2.norm1.0.bias", + "backbone.levels.1.blocks.2.dcn.offset_mask_dw.bias", + "backbone.levels.1.blocks.2.dcn.offset_mask.bias", + "backbone.levels.1.blocks.2.dcn.value_proj.bias", + "backbone.levels.1.blocks.2.norm2.0.weight", + "backbone.levels.1.blocks.2.norm2.0.bias", + "backbone.levels.1.blocks.2.mlp.fc1.bias" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.0 + }, + "layer_7_decay": { + "param_names": [ + "backbone.levels.1.blocks.2.dcn.offset_mask_dw.weight", + "backbone.levels.1.blocks.2.dcn.offset_mask.weight", + "backbone.levels.1.blocks.2.dcn.value_proj.weight", + "backbone.levels.1.blocks.2.dcn.output_proj.weight", + "backbone.levels.1.blocks.2.mlp.fc1.weight", + "backbone.levels.1.blocks.2.mlp.fc2.weight" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.05 + }, + "layer_8_no_decay": { + "param_names": [ + "backbone.levels.1.blocks.3.gamma1", + "backbone.levels.1.blocks.3.gamma2", + "backbone.levels.1.blocks.3.norm1.0.weight", + "backbone.levels.1.blocks.3.norm1.0.bias", + "backbone.levels.1.blocks.3.dcn.offset_mask_dw.bias", + "backbone.levels.1.blocks.3.dcn.offset_mask.bias", + "backbone.levels.1.blocks.3.dcn.value_proj.bias", + "backbone.levels.1.blocks.3.norm2.0.weight", + "backbone.levels.1.blocks.3.norm2.0.bias", + "backbone.levels.1.blocks.3.mlp.fc1.bias" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.0 + }, + "layer_8_decay": { + "param_names": [ + "backbone.levels.1.blocks.3.dcn.offset_mask_dw.weight", + "backbone.levels.1.blocks.3.dcn.offset_mask.weight", + "backbone.levels.1.blocks.3.dcn.value_proj.weight", + "backbone.levels.1.blocks.3.dcn.output_proj.weight", + "backbone.levels.1.blocks.3.mlp.fc1.weight", + "backbone.levels.1.blocks.3.mlp.fc2.weight" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.05 + }, + "layer_9_decay": { + "param_names": [ + "backbone.levels.1.downsample.conv.weight", + "backbone.levels.2.blocks.0.dcn.offset_mask_dw.weight", + "backbone.levels.2.blocks.0.dcn.offset_mask.weight", + "backbone.levels.2.blocks.0.dcn.value_proj.weight", + "backbone.levels.2.blocks.0.dcn.output_proj.weight", + "backbone.levels.2.blocks.0.mlp.fc1.weight", + "backbone.levels.2.blocks.0.mlp.fc2.weight" + ], + "lr_scale": 1.0, + "lr": 0.0001, + "weight_decay": 0.05 + }, + "layer_9_no_decay": { + "param_names": [ + "backbone.levels.1.downsample.norm.1.weight", + "backbone.levels.1.downsample.norm.1.bias", + 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INFO - Start running, host: lizhiqi@SH-IDC1-10-140-37-130, work_dir: /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss +2023-11-06 14:11:22,991 - mmseg - INFO - Hooks will be executed in the following order: +before_run: +(VERY_HIGH ) PolyLrUpdaterHook +(NORMAL ) CheckpointHook +(LOW ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_epoch: +(VERY_HIGH ) PolyLrUpdaterHook +(LOW ) IterTimerHook +(LOW ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_train_iter: +(VERY_HIGH ) PolyLrUpdaterHook +(LOW ) IterTimerHook +(LOW ) DistEvalHook + -------------------- +after_train_iter: +(ABOVE_NORMAL) OptimizerHook +(NORMAL ) CheckpointHook +(LOW ) IterTimerHook +(LOW ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +after_train_epoch: +(NORMAL ) CheckpointHook +(LOW ) DistEvalHook +(VERY_LOW ) TextLoggerHook + -------------------- +before_val_epoch: +(LOW ) IterTimerHook 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10.2904, decode.d2.loss_mask: 2.3900, decode.d2.loss_dice: 4.1920, decode.d3.loss_cls: 9.7085, decode.d3.loss_mask: 2.7745, decode.d3.loss_dice: 4.2662, decode.d4.loss_cls: 8.7915, decode.d4.loss_mask: 2.9969, decode.d4.loss_dice: 4.2457, decode.d5.loss_cls: 8.9544, decode.d5.loss_mask: 2.9173, decode.d5.loss_dice: 4.2697, decode.d6.loss_cls: 8.4382, decode.d6.loss_mask: 2.5524, decode.d6.loss_dice: 4.3610, decode.d7.loss_cls: 8.8807, decode.d7.loss_mask: 2.6607, decode.d7.loss_dice: 4.2962, decode.d8.loss_cls: 8.8532, decode.d8.loss_mask: 2.8664, decode.d8.loss_dice: 4.3054, loss: 165.9361, grad_norm: 524.9289 +2023-11-06 14:12:55,006 - mmseg - INFO - Iter [100/160000] lr: 6.596e-06, eta: 1 day, 0:48:17, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 5.2474, decode.loss_mask: 1.9767, decode.loss_dice: 4.3984, decode.d0.loss_cls: 10.3255, decode.d0.loss_mask: 1.7557, decode.d0.loss_dice: 4.0202, decode.d1.loss_cls: 7.1028, decode.d1.loss_mask: 1.7394, decode.d1.loss_dice: 4.1016, decode.d2.loss_cls: 5.6134, decode.d2.loss_mask: 1.7522, decode.d2.loss_dice: 4.1912, decode.d3.loss_cls: 5.0286, decode.d3.loss_mask: 1.7971, decode.d3.loss_dice: 4.2649, decode.d4.loss_cls: 4.3733, decode.d4.loss_mask: 1.8797, decode.d4.loss_dice: 4.3095, decode.d5.loss_cls: 4.3381, decode.d5.loss_mask: 1.9166, decode.d5.loss_dice: 4.3609, decode.d6.loss_cls: 4.3356, decode.d6.loss_mask: 1.9126, decode.d6.loss_dice: 4.3962, decode.d7.loss_cls: 4.4529, decode.d7.loss_mask: 1.9152, decode.d7.loss_dice: 4.4071, decode.d8.loss_cls: 4.4476, decode.d8.loss_mask: 1.9591, decode.d8.loss_dice: 4.4238, loss: 116.7430, grad_norm: 116.8382 +2023-11-06 14:13:17,887 - mmseg - INFO - Iter [150/160000] lr: 9.924e-06, eta: 23:18:16, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 3.5879, decode.loss_mask: 1.7727, decode.loss_dice: 4.3079, decode.d0.loss_cls: 10.3255, decode.d0.loss_mask: 1.7170, decode.d0.loss_dice: 3.9922, decode.d1.loss_cls: 4.0802, decode.d1.loss_mask: 1.7306, decode.d1.loss_dice: 4.0243, decode.d2.loss_cls: 3.7244, decode.d2.loss_mask: 1.7025, decode.d2.loss_dice: 4.0658, decode.d3.loss_cls: 3.6847, decode.d3.loss_mask: 1.6579, decode.d3.loss_dice: 4.1070, decode.d4.loss_cls: 3.6409, decode.d4.loss_mask: 1.6822, decode.d4.loss_dice: 4.1492, decode.d5.loss_cls: 3.5938, decode.d5.loss_mask: 1.6754, decode.d5.loss_dice: 4.1862, decode.d6.loss_cls: 3.6194, decode.d6.loss_mask: 1.6910, decode.d6.loss_dice: 4.2261, decode.d7.loss_cls: 3.6018, decode.d7.loss_mask: 1.7120, decode.d7.loss_dice: 4.2523, decode.d8.loss_cls: 3.6061, decode.d8.loss_mask: 1.7422, decode.d8.loss_dice: 4.2777, loss: 102.1371, grad_norm: 72.8536 +2023-11-06 14:13:41,542 - mmseg - INFO - Iter [200/160000] lr: 1.325e-05, eta: 22:43:22, time: 0.473, data_time: 0.014, memory: 39436, decode.loss_cls: 3.3817, decode.loss_mask: 1.6636, decode.loss_dice: 3.9987, decode.d0.loss_cls: 10.3206, decode.d0.loss_mask: 1.7143, decode.d0.loss_dice: 3.8507, decode.d1.loss_cls: 3.6835, decode.d1.loss_mask: 1.7128, decode.d1.loss_dice: 3.8538, decode.d2.loss_cls: 3.4971, decode.d2.loss_mask: 1.7014, decode.d2.loss_dice: 3.8538, decode.d3.loss_cls: 3.4754, decode.d3.loss_mask: 1.6706, decode.d3.loss_dice: 3.8430, decode.d4.loss_cls: 3.3967, decode.d4.loss_mask: 1.6761, decode.d4.loss_dice: 3.8870, decode.d5.loss_cls: 3.3625, decode.d5.loss_mask: 1.6658, decode.d5.loss_dice: 3.8925, decode.d6.loss_cls: 3.4140, decode.d6.loss_mask: 1.6625, decode.d6.loss_dice: 3.9042, decode.d7.loss_cls: 3.3860, decode.d7.loss_mask: 1.6567, decode.d7.loss_dice: 3.9305, decode.d8.loss_cls: 3.3938, decode.d8.loss_mask: 1.6528, decode.d8.loss_dice: 3.9273, loss: 97.0295, grad_norm: 95.0408 +2023-11-06 14:14:04,803 - mmseg - INFO - Iter [250/160000] lr: 1.657e-05, eta: 22:18:05, time: 0.465, data_time: 0.014, memory: 39436, decode.loss_cls: 3.2972, decode.loss_mask: 1.6672, decode.loss_dice: 3.5664, decode.d0.loss_cls: 10.3084, decode.d0.loss_mask: 1.6621, decode.d0.loss_dice: 3.6322, decode.d1.loss_cls: 3.5785, decode.d1.loss_mask: 1.6689, decode.d1.loss_dice: 3.5493, decode.d2.loss_cls: 3.3994, decode.d2.loss_mask: 1.6671, decode.d2.loss_dice: 3.5295, decode.d3.loss_cls: 3.3717, decode.d3.loss_mask: 1.6545, decode.d3.loss_dice: 3.4761, decode.d4.loss_cls: 3.3299, decode.d4.loss_mask: 1.6490, decode.d4.loss_dice: 3.4938, decode.d5.loss_cls: 3.2968, decode.d5.loss_mask: 1.6449, decode.d5.loss_dice: 3.4775, decode.d6.loss_cls: 3.3322, decode.d6.loss_mask: 1.6476, decode.d6.loss_dice: 3.4861, decode.d7.loss_cls: 3.3046, decode.d7.loss_mask: 1.6511, decode.d7.loss_dice: 3.5017, decode.d8.loss_cls: 3.3363, decode.d8.loss_mask: 1.6652, decode.d8.loss_dice: 3.5178, loss: 92.3632, grad_norm: 87.8900 +2023-11-06 14:14:31,872 - mmseg - INFO - Iter [300/160000] lr: 1.990e-05, eta: 22:34:52, time: 0.541, data_time: 0.014, memory: 39436, decode.loss_cls: 3.1897, decode.loss_mask: 1.5907, decode.loss_dice: 3.3092, decode.d0.loss_cls: 10.2948, decode.d0.loss_mask: 1.6342, decode.d0.loss_dice: 3.4530, decode.d1.loss_cls: 3.4909, decode.d1.loss_mask: 1.6191, decode.d1.loss_dice: 3.3659, decode.d2.loss_cls: 3.2974, decode.d2.loss_mask: 1.6020, decode.d2.loss_dice: 3.3034, decode.d3.loss_cls: 3.2267, decode.d3.loss_mask: 1.6000, decode.d3.loss_dice: 3.2707, decode.d4.loss_cls: 3.1896, decode.d4.loss_mask: 1.5895, decode.d4.loss_dice: 3.2764, decode.d5.loss_cls: 3.1738, decode.d5.loss_mask: 1.5868, decode.d5.loss_dice: 3.2611, decode.d6.loss_cls: 3.2053, decode.d6.loss_mask: 1.5824, decode.d6.loss_dice: 3.2709, decode.d7.loss_cls: 3.1951, decode.d7.loss_mask: 1.5855, decode.d7.loss_dice: 3.2680, decode.d8.loss_cls: 3.2152, decode.d8.loss_mask: 1.5954, decode.d8.loss_dice: 3.2952, loss: 88.5379, grad_norm: 100.1702 +2023-11-06 14:14:56,327 - mmseg - INFO - Iter [350/160000] lr: 2.322e-05, eta: 22:26:52, time: 0.489, data_time: 0.014, memory: 39436, decode.loss_cls: 3.0737, decode.loss_mask: 1.5662, decode.loss_dice: 3.1036, decode.d0.loss_cls: 10.2777, decode.d0.loss_mask: 1.6104, decode.d0.loss_dice: 3.3188, decode.d1.loss_cls: 3.3383, decode.d1.loss_mask: 1.5854, decode.d1.loss_dice: 3.1998, decode.d2.loss_cls: 3.1362, decode.d2.loss_mask: 1.5613, decode.d2.loss_dice: 3.1242, decode.d3.loss_cls: 3.0758, decode.d3.loss_mask: 1.5523, decode.d3.loss_dice: 3.0858, decode.d4.loss_cls: 3.0564, decode.d4.loss_mask: 1.5498, decode.d4.loss_dice: 3.0773, decode.d5.loss_cls: 3.0529, decode.d5.loss_mask: 1.5554, decode.d5.loss_dice: 3.0607, decode.d6.loss_cls: 3.0802, decode.d6.loss_mask: 1.5560, decode.d6.loss_dice: 3.0634, decode.d7.loss_cls: 3.0688, decode.d7.loss_mask: 1.5548, decode.d7.loss_dice: 3.0693, decode.d8.loss_cls: 3.0839, decode.d8.loss_mask: 1.5638, decode.d8.loss_dice: 3.0887, loss: 85.0907, grad_norm: 114.2850 +2023-11-06 14:15:19,554 - mmseg - INFO - Iter [400/160000] lr: 2.653e-05, eta: 22:12:36, time: 0.465, data_time: 0.014, memory: 39436, decode.loss_cls: 3.0263, decode.loss_mask: 1.4944, decode.loss_dice: 2.9530, decode.d0.loss_cls: 10.2492, decode.d0.loss_mask: 1.5377, decode.d0.loss_dice: 3.2094, decode.d1.loss_cls: 3.2814, decode.d1.loss_mask: 1.5053, decode.d1.loss_dice: 3.0586, decode.d2.loss_cls: 3.0754, decode.d2.loss_mask: 1.5009, decode.d2.loss_dice: 2.9899, decode.d3.loss_cls: 3.0400, decode.d3.loss_mask: 1.4863, decode.d3.loss_dice: 2.9349, decode.d4.loss_cls: 3.0339, decode.d4.loss_mask: 1.4882, decode.d4.loss_dice: 2.9296, decode.d5.loss_cls: 3.0183, decode.d5.loss_mask: 1.4920, decode.d5.loss_dice: 2.9219, decode.d6.loss_cls: 3.0195, decode.d6.loss_mask: 1.4916, decode.d6.loss_dice: 2.9221, decode.d7.loss_cls: 3.0215, decode.d7.loss_mask: 1.4908, decode.d7.loss_dice: 2.9176, decode.d8.loss_cls: 3.0242, decode.d8.loss_mask: 1.4934, decode.d8.loss_dice: 2.9269, loss: 82.5343, grad_norm: 105.6354 +2023-11-06 14:15:42,836 - mmseg - INFO - Iter [450/160000] lr: 2.985e-05, eta: 22:01:44, time: 0.466, data_time: 0.014, memory: 39436, decode.loss_cls: 2.9252, decode.loss_mask: 1.4540, decode.loss_dice: 2.7955, decode.d0.loss_cls: 10.2291, decode.d0.loss_mask: 1.4831, decode.d0.loss_dice: 3.0961, decode.d1.loss_cls: 3.1900, decode.d1.loss_mask: 1.4542, decode.d1.loss_dice: 2.9013, decode.d2.loss_cls: 2.9942, decode.d2.loss_mask: 1.4477, decode.d2.loss_dice: 2.8248, decode.d3.loss_cls: 2.9820, decode.d3.loss_mask: 1.4409, decode.d3.loss_dice: 2.7762, decode.d4.loss_cls: 2.9669, decode.d4.loss_mask: 1.4452, decode.d4.loss_dice: 2.7643, decode.d5.loss_cls: 2.9370, decode.d5.loss_mask: 1.4392, decode.d5.loss_dice: 2.7606, decode.d6.loss_cls: 2.9269, decode.d6.loss_mask: 1.4410, decode.d6.loss_dice: 2.7650, decode.d7.loss_cls: 2.9184, decode.d7.loss_mask: 1.4427, decode.d7.loss_dice: 2.7772, decode.d8.loss_cls: 2.9151, decode.d8.loss_mask: 1.4531, decode.d8.loss_dice: 2.7774, loss: 79.7237, grad_norm: 111.0826 +2023-11-06 14:16:06,036 - mmseg - INFO - Iter [500/160000] lr: 3.316e-05, eta: 21:52:32, time: 0.464, data_time: 0.015, memory: 39436, decode.loss_cls: 2.9398, decode.loss_mask: 1.4301, decode.loss_dice: 2.7005, decode.d0.loss_cls: 10.1874, decode.d0.loss_mask: 1.4398, decode.d0.loss_dice: 3.0063, decode.d1.loss_cls: 3.2216, decode.d1.loss_mask: 1.4200, decode.d1.loss_dice: 2.7974, decode.d2.loss_cls: 3.0274, decode.d2.loss_mask: 1.4225, decode.d2.loss_dice: 2.7308, decode.d3.loss_cls: 3.0093, decode.d3.loss_mask: 1.4190, decode.d3.loss_dice: 2.6804, decode.d4.loss_cls: 2.9829, decode.d4.loss_mask: 1.4285, decode.d4.loss_dice: 2.6676, decode.d5.loss_cls: 2.9427, decode.d5.loss_mask: 1.4356, decode.d5.loss_dice: 2.6661, decode.d6.loss_cls: 2.9279, decode.d6.loss_mask: 1.4323, decode.d6.loss_dice: 2.6730, decode.d7.loss_cls: 2.9312, decode.d7.loss_mask: 1.4265, decode.d7.loss_dice: 2.6789, decode.d8.loss_cls: 2.9291, decode.d8.loss_mask: 1.4412, decode.d8.loss_dice: 2.6842, loss: 78.6799, grad_norm: 107.5265 +2023-11-06 14:16:29,217 - mmseg - INFO - Iter [550/160000] lr: 3.647e-05, eta: 21:44:51, time: 0.464, data_time: 0.014, memory: 39436, decode.loss_cls: 2.7719, decode.loss_mask: 1.4215, decode.loss_dice: 2.5949, decode.d0.loss_cls: 10.1442, decode.d0.loss_mask: 1.4172, decode.d0.loss_dice: 2.8971, decode.d1.loss_cls: 3.0657, decode.d1.loss_mask: 1.4094, decode.d1.loss_dice: 2.6719, decode.d2.loss_cls: 2.9085, decode.d2.loss_mask: 1.4056, decode.d2.loss_dice: 2.5940, decode.d3.loss_cls: 2.8670, decode.d3.loss_mask: 1.4077, decode.d3.loss_dice: 2.5659, decode.d4.loss_cls: 2.8234, decode.d4.loss_mask: 1.4175, decode.d4.loss_dice: 2.5649, decode.d5.loss_cls: 2.7837, decode.d5.loss_mask: 1.4230, decode.d5.loss_dice: 2.5631, decode.d6.loss_cls: 2.7628, decode.d6.loss_mask: 1.4239, decode.d6.loss_dice: 2.5619, decode.d7.loss_cls: 2.7605, decode.d7.loss_mask: 1.4326, decode.d7.loss_dice: 2.5685, decode.d8.loss_cls: 2.7600, decode.d8.loss_mask: 1.4385, decode.d8.loss_dice: 2.5753, loss: 76.0021, grad_norm: 109.6375 +2023-11-06 14:16:52,247 - mmseg - INFO - Iter [600/160000] lr: 3.978e-05, eta: 21:37:41, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 2.6961, decode.loss_mask: 1.3705, decode.loss_dice: 2.4459, decode.d0.loss_cls: 10.1021, decode.d0.loss_mask: 1.3707, decode.d0.loss_dice: 2.7920, decode.d1.loss_cls: 2.9983, decode.d1.loss_mask: 1.3482, decode.d1.loss_dice: 2.5576, decode.d2.loss_cls: 2.8532, decode.d2.loss_mask: 1.3511, decode.d2.loss_dice: 2.4825, decode.d3.loss_cls: 2.7894, decode.d3.loss_mask: 1.3497, decode.d3.loss_dice: 2.4518, decode.d4.loss_cls: 2.7377, decode.d4.loss_mask: 1.3687, decode.d4.loss_dice: 2.4406, decode.d5.loss_cls: 2.7043, decode.d5.loss_mask: 1.3631, decode.d5.loss_dice: 2.4297, decode.d6.loss_cls: 2.6896, decode.d6.loss_mask: 1.3698, decode.d6.loss_dice: 2.4193, decode.d7.loss_cls: 2.6862, decode.d7.loss_mask: 1.3730, decode.d7.loss_dice: 2.4306, decode.d8.loss_cls: 2.6831, decode.d8.loss_mask: 1.3811, decode.d8.loss_dice: 2.4398, loss: 73.4753, grad_norm: 100.8613 +2023-11-06 14:17:15,439 - mmseg - INFO - Iter [650/160000] lr: 4.309e-05, eta: 21:32:16, time: 0.464, data_time: 0.014, memory: 39436, decode.loss_cls: 2.5959, decode.loss_mask: 1.3955, decode.loss_dice: 2.3707, decode.d0.loss_cls: 10.0588, decode.d0.loss_mask: 1.3614, decode.d0.loss_dice: 2.7193, decode.d1.loss_cls: 2.9290, decode.d1.loss_mask: 1.3564, decode.d1.loss_dice: 2.4677, decode.d2.loss_cls: 2.7716, decode.d2.loss_mask: 1.3630, decode.d2.loss_dice: 2.3921, decode.d3.loss_cls: 2.6853, decode.d3.loss_mask: 1.3666, decode.d3.loss_dice: 2.3711, decode.d4.loss_cls: 2.6345, decode.d4.loss_mask: 1.3826, decode.d4.loss_dice: 2.3679, decode.d5.loss_cls: 2.5957, decode.d5.loss_mask: 1.3891, decode.d5.loss_dice: 2.3694, decode.d6.loss_cls: 2.5852, decode.d6.loss_mask: 1.3907, decode.d6.loss_dice: 2.3485, decode.d7.loss_cls: 2.5855, decode.d7.loss_mask: 1.3813, decode.d7.loss_dice: 2.3617, decode.d8.loss_cls: 2.5772, decode.d8.loss_mask: 1.4024, decode.d8.loss_dice: 2.3653, loss: 71.9417, grad_norm: 126.8665 +2023-11-06 14:17:38,465 - mmseg - INFO - Iter [700/160000] lr: 4.640e-05, eta: 21:26:55, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 2.4367, decode.loss_mask: 1.3416, decode.loss_dice: 2.1935, decode.d0.loss_cls: 10.0075, decode.d0.loss_mask: 1.3387, decode.d0.loss_dice: 2.5673, decode.d1.loss_cls: 2.7480, decode.d1.loss_mask: 1.3271, decode.d1.loss_dice: 2.3062, decode.d2.loss_cls: 2.5908, decode.d2.loss_mask: 1.3145, decode.d2.loss_dice: 2.2125, decode.d3.loss_cls: 2.5124, decode.d3.loss_mask: 1.3300, decode.d3.loss_dice: 2.1928, decode.d4.loss_cls: 2.4662, decode.d4.loss_mask: 1.3274, decode.d4.loss_dice: 2.1852, decode.d5.loss_cls: 2.4413, decode.d5.loss_mask: 1.3259, decode.d5.loss_dice: 2.1765, decode.d6.loss_cls: 2.4146, decode.d6.loss_mask: 1.3416, decode.d6.loss_dice: 2.1763, decode.d7.loss_cls: 2.4332, decode.d7.loss_mask: 1.3366, decode.d7.loss_dice: 2.1859, decode.d8.loss_cls: 2.4136, decode.d8.loss_mask: 1.3474, decode.d8.loss_dice: 2.1859, loss: 68.1770, grad_norm: 104.8232 +2023-11-06 14:18:01,585 - mmseg - INFO - Iter [750/160000] lr: 4.970e-05, eta: 21:22:33, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 2.4499, decode.loss_mask: 1.3246, decode.loss_dice: 2.1647, decode.d0.loss_cls: 9.9253, decode.d0.loss_mask: 1.3013, decode.d0.loss_dice: 2.5308, decode.d1.loss_cls: 2.7697, decode.d1.loss_mask: 1.2899, decode.d1.loss_dice: 2.2642, decode.d2.loss_cls: 2.5968, decode.d2.loss_mask: 1.3064, decode.d2.loss_dice: 2.1809, decode.d3.loss_cls: 2.5226, decode.d3.loss_mask: 1.2968, decode.d3.loss_dice: 2.1477, decode.d4.loss_cls: 2.4763, decode.d4.loss_mask: 1.3042, decode.d4.loss_dice: 2.1507, decode.d5.loss_cls: 2.4493, decode.d5.loss_mask: 1.3133, decode.d5.loss_dice: 2.1519, decode.d6.loss_cls: 2.4322, decode.d6.loss_mask: 1.3214, decode.d6.loss_dice: 2.1501, decode.d7.loss_cls: 2.4465, decode.d7.loss_mask: 1.3216, decode.d7.loss_dice: 2.1594, decode.d8.loss_cls: 2.4349, decode.d8.loss_mask: 1.3380, decode.d8.loss_dice: 2.1514, loss: 67.6728, grad_norm: 104.4819 +2023-11-06 14:18:24,599 - mmseg - INFO - Iter [800/160000] lr: 5.300e-05, eta: 21:18:21, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 2.3722, decode.loss_mask: 1.2619, decode.loss_dice: 2.0678, decode.d0.loss_cls: 9.8548, decode.d0.loss_mask: 1.2312, decode.d0.loss_dice: 2.4300, decode.d1.loss_cls: 2.6944, decode.d1.loss_mask: 1.2225, decode.d1.loss_dice: 2.1610, decode.d2.loss_cls: 2.5181, decode.d2.loss_mask: 1.2387, decode.d2.loss_dice: 2.0734, decode.d3.loss_cls: 2.4531, decode.d3.loss_mask: 1.2385, decode.d3.loss_dice: 2.0502, decode.d4.loss_cls: 2.4086, decode.d4.loss_mask: 1.2385, decode.d4.loss_dice: 2.0458, decode.d5.loss_cls: 2.3804, decode.d5.loss_mask: 1.2380, decode.d5.loss_dice: 2.0386, decode.d6.loss_cls: 2.3595, decode.d6.loss_mask: 1.2473, decode.d6.loss_dice: 2.0431, decode.d7.loss_cls: 2.3619, decode.d7.loss_mask: 1.2440, decode.d7.loss_dice: 2.0480, decode.d8.loss_cls: 2.3651, decode.d8.loss_mask: 1.2552, decode.d8.loss_dice: 2.0533, loss: 65.1951, grad_norm: 105.6342 +2023-11-06 14:18:47,844 - mmseg - INFO - Iter [850/160000] lr: 5.630e-05, eta: 21:15:19, time: 0.465, data_time: 0.014, memory: 39436, decode.loss_cls: 2.3069, decode.loss_mask: 1.2348, decode.loss_dice: 2.0605, decode.d0.loss_cls: 9.8010, decode.d0.loss_mask: 1.2085, decode.d0.loss_dice: 2.4178, decode.d1.loss_cls: 2.6224, decode.d1.loss_mask: 1.2044, decode.d1.loss_dice: 2.1471, decode.d2.loss_cls: 2.4513, decode.d2.loss_mask: 1.2219, decode.d2.loss_dice: 2.0684, decode.d3.loss_cls: 2.3661, decode.d3.loss_mask: 1.2278, decode.d3.loss_dice: 2.0444, decode.d4.loss_cls: 2.3303, decode.d4.loss_mask: 1.2246, decode.d4.loss_dice: 2.0437, decode.d5.loss_cls: 2.2955, decode.d5.loss_mask: 1.2167, decode.d5.loss_dice: 2.0380, decode.d6.loss_cls: 2.2807, decode.d6.loss_mask: 1.2356, decode.d6.loss_dice: 2.0360, decode.d7.loss_cls: 2.2894, decode.d7.loss_mask: 1.2299, decode.d7.loss_dice: 2.0448, decode.d8.loss_cls: 2.2923, decode.d8.loss_mask: 1.2293, decode.d8.loss_dice: 2.0560, loss: 64.2259, grad_norm: 112.2440 +2023-11-06 14:19:11,046 - mmseg - INFO - Iter [900/160000] lr: 5.960e-05, eta: 21:12:26, time: 0.464, data_time: 0.014, memory: 39436, decode.loss_cls: 2.2865, decode.loss_mask: 1.1997, decode.loss_dice: 1.9996, decode.d0.loss_cls: 9.7085, decode.d0.loss_mask: 1.1952, decode.d0.loss_dice: 2.3733, decode.d1.loss_cls: 2.6136, decode.d1.loss_mask: 1.1887, decode.d1.loss_dice: 2.1004, decode.d2.loss_cls: 2.4219, decode.d2.loss_mask: 1.1996, decode.d2.loss_dice: 2.0155, decode.d3.loss_cls: 2.3415, decode.d3.loss_mask: 1.1961, decode.d3.loss_dice: 1.9898, decode.d4.loss_cls: 2.3050, decode.d4.loss_mask: 1.1956, decode.d4.loss_dice: 1.9949, decode.d5.loss_cls: 2.2861, decode.d5.loss_mask: 1.1957, decode.d5.loss_dice: 1.9925, decode.d6.loss_cls: 2.2739, decode.d6.loss_mask: 1.1959, decode.d6.loss_dice: 1.9895, decode.d7.loss_cls: 2.2834, decode.d7.loss_mask: 1.1903, decode.d7.loss_dice: 1.9968, decode.d8.loss_cls: 2.2816, decode.d8.loss_mask: 1.1998, decode.d8.loss_dice: 1.9957, loss: 63.2066, grad_norm: 101.4384 +2023-11-06 14:19:34,064 - mmseg - INFO - Iter [950/160000] lr: 6.289e-05, eta: 21:09:19, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 2.2399, decode.loss_mask: 1.1913, decode.loss_dice: 1.9421, decode.d0.loss_cls: 9.6320, decode.d0.loss_mask: 1.1803, decode.d0.loss_dice: 2.3026, decode.d1.loss_cls: 2.5248, decode.d1.loss_mask: 1.1903, decode.d1.loss_dice: 2.0332, decode.d2.loss_cls: 2.3167, decode.d2.loss_mask: 1.1960, decode.d2.loss_dice: 1.9539, decode.d3.loss_cls: 2.2473, decode.d3.loss_mask: 1.1853, decode.d3.loss_dice: 1.9274, decode.d4.loss_cls: 2.2310, decode.d4.loss_mask: 1.1853, decode.d4.loss_dice: 1.9352, decode.d5.loss_cls: 2.2149, decode.d5.loss_mask: 1.1919, decode.d5.loss_dice: 1.9217, decode.d6.loss_cls: 2.2040, decode.d6.loss_mask: 1.1955, decode.d6.loss_dice: 1.9200, decode.d7.loss_cls: 2.2191, decode.d7.loss_mask: 1.1943, decode.d7.loss_dice: 1.9216, decode.d8.loss_cls: 2.2221, decode.d8.loss_mask: 1.1828, decode.d8.loss_dice: 1.9269, loss: 61.7292, grad_norm: 106.4262 +2023-11-06 14:19:57,248 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 14:19:57,249 - mmseg - INFO - Iter [1000/160000] lr: 6.618e-05, eta: 21:06:54, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 2.1096, decode.loss_mask: 1.1794, decode.loss_dice: 1.8753, decode.d0.loss_cls: 9.5265, decode.d0.loss_mask: 1.1746, decode.d0.loss_dice: 2.2384, decode.d1.loss_cls: 2.4128, decode.d1.loss_mask: 1.1618, decode.d1.loss_dice: 1.9536, decode.d2.loss_cls: 2.2284, decode.d2.loss_mask: 1.1668, decode.d2.loss_dice: 1.8847, decode.d3.loss_cls: 2.1408, decode.d3.loss_mask: 1.1649, decode.d3.loss_dice: 1.8746, decode.d4.loss_cls: 2.1338, decode.d4.loss_mask: 1.1540, decode.d4.loss_dice: 1.8742, decode.d5.loss_cls: 2.1181, decode.d5.loss_mask: 1.1603, decode.d5.loss_dice: 1.8697, decode.d6.loss_cls: 2.0970, decode.d6.loss_mask: 1.1654, decode.d6.loss_dice: 1.8664, decode.d7.loss_cls: 2.1053, decode.d7.loss_mask: 1.1692, decode.d7.loss_dice: 1.8715, decode.d8.loss_cls: 2.1073, decode.d8.loss_mask: 1.1705, decode.d8.loss_dice: 1.8736, loss: 59.8286, grad_norm: 99.5268 +2023-11-06 14:20:20,337 - mmseg - INFO - Iter [1050/160000] lr: 6.947e-05, eta: 21:04:27, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 2.1609, decode.loss_mask: 1.1189, decode.loss_dice: 1.8833, decode.d0.loss_cls: 9.4232, decode.d0.loss_mask: 1.1175, decode.d0.loss_dice: 2.2526, decode.d1.loss_cls: 2.4626, decode.d1.loss_mask: 1.1056, decode.d1.loss_dice: 1.9594, decode.d2.loss_cls: 2.2580, decode.d2.loss_mask: 1.1117, decode.d2.loss_dice: 1.8883, decode.d3.loss_cls: 2.1756, decode.d3.loss_mask: 1.1175, decode.d3.loss_dice: 1.8797, decode.d4.loss_cls: 2.1546, decode.d4.loss_mask: 1.1188, decode.d4.loss_dice: 1.8825, decode.d5.loss_cls: 2.1381, decode.d5.loss_mask: 1.1200, decode.d5.loss_dice: 1.8741, decode.d6.loss_cls: 2.1450, decode.d6.loss_mask: 1.1185, decode.d6.loss_dice: 1.8712, decode.d7.loss_cls: 2.1524, decode.d7.loss_mask: 1.1184, decode.d7.loss_dice: 1.8792, decode.d8.loss_cls: 2.1527, decode.d8.loss_mask: 1.1207, decode.d8.loss_dice: 1.8846, loss: 59.6456, grad_norm: 94.4781 +2023-11-06 14:20:43,478 - mmseg - INFO - Iter [1100/160000] lr: 7.276e-05, eta: 21:02:19, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 2.0491, decode.loss_mask: 1.1239, decode.loss_dice: 1.8068, decode.d0.loss_cls: 9.3030, decode.d0.loss_mask: 1.1467, decode.d0.loss_dice: 2.1755, decode.d1.loss_cls: 2.3178, decode.d1.loss_mask: 1.1357, decode.d1.loss_dice: 1.8933, decode.d2.loss_cls: 2.1268, decode.d2.loss_mask: 1.1339, decode.d2.loss_dice: 1.8175, decode.d3.loss_cls: 2.0681, decode.d3.loss_mask: 1.1297, decode.d3.loss_dice: 1.8058, decode.d4.loss_cls: 2.0610, decode.d4.loss_mask: 1.1262, decode.d4.loss_dice: 1.8067, decode.d5.loss_cls: 2.0519, decode.d5.loss_mask: 1.1192, decode.d5.loss_dice: 1.7888, decode.d6.loss_cls: 2.0367, decode.d6.loss_mask: 1.1258, decode.d6.loss_dice: 1.7858, decode.d7.loss_cls: 2.0453, decode.d7.loss_mask: 1.1318, decode.d7.loss_dice: 1.8041, decode.d8.loss_cls: 2.0396, decode.d8.loss_mask: 1.1314, decode.d8.loss_dice: 1.8011, loss: 57.8889, grad_norm: 101.9142 +2023-11-06 14:21:06,546 - mmseg - INFO - Iter [1150/160000] lr: 7.605e-05, eta: 21:00:09, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 2.0120, decode.loss_mask: 1.1608, decode.loss_dice: 1.7915, decode.d0.loss_cls: 9.1874, decode.d0.loss_mask: 1.1725, decode.d0.loss_dice: 2.1283, decode.d1.loss_cls: 2.2657, decode.d1.loss_mask: 1.1588, decode.d1.loss_dice: 1.8612, decode.d2.loss_cls: 2.0859, decode.d2.loss_mask: 1.1679, decode.d2.loss_dice: 1.7988, decode.d3.loss_cls: 2.0285, decode.d3.loss_mask: 1.1647, decode.d3.loss_dice: 1.7839, decode.d4.loss_cls: 2.0255, decode.d4.loss_mask: 1.1642, decode.d4.loss_dice: 1.7888, decode.d5.loss_cls: 1.9981, decode.d5.loss_mask: 1.1628, decode.d5.loss_dice: 1.7842, decode.d6.loss_cls: 2.0037, decode.d6.loss_mask: 1.1678, decode.d6.loss_dice: 1.7768, decode.d7.loss_cls: 2.0059, decode.d7.loss_mask: 1.1645, decode.d7.loss_dice: 1.7880, decode.d8.loss_cls: 2.0182, decode.d8.loss_mask: 1.1536, decode.d8.loss_dice: 1.7872, loss: 57.5573, grad_norm: 109.8505 +2023-11-06 14:21:29,629 - mmseg - INFO - Iter [1200/160000] lr: 7.933e-05, eta: 20:58:11, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 2.0277, decode.loss_mask: 1.1642, decode.loss_dice: 1.7783, decode.d0.loss_cls: 9.0757, decode.d0.loss_mask: 1.1678, decode.d0.loss_dice: 2.1344, decode.d1.loss_cls: 2.2771, decode.d1.loss_mask: 1.1438, decode.d1.loss_dice: 1.8637, decode.d2.loss_cls: 2.0953, decode.d2.loss_mask: 1.1487, decode.d2.loss_dice: 1.8055, decode.d3.loss_cls: 2.0284, decode.d3.loss_mask: 1.1587, decode.d3.loss_dice: 1.7818, decode.d4.loss_cls: 2.0221, decode.d4.loss_mask: 1.1602, decode.d4.loss_dice: 1.7788, decode.d5.loss_cls: 2.0060, decode.d5.loss_mask: 1.1640, decode.d5.loss_dice: 1.7770, decode.d6.loss_cls: 2.0097, decode.d6.loss_mask: 1.1603, decode.d6.loss_dice: 1.7658, decode.d7.loss_cls: 2.0189, decode.d7.loss_mask: 1.1626, decode.d7.loss_dice: 1.7782, decode.d8.loss_cls: 2.0226, decode.d8.loss_mask: 1.1617, decode.d8.loss_dice: 1.7755, loss: 57.4142, grad_norm: 104.3265 +2023-11-06 14:21:52,875 - mmseg - INFO - Iter [1250/160000] lr: 8.262e-05, eta: 20:56:30, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 1.9454, decode.loss_mask: 1.1299, decode.loss_dice: 1.7641, decode.d0.loss_cls: 8.9257, decode.d0.loss_mask: 1.1264, decode.d0.loss_dice: 2.1000, decode.d1.loss_cls: 2.2122, decode.d1.loss_mask: 1.1270, decode.d1.loss_dice: 1.8361, decode.d2.loss_cls: 2.0330, decode.d2.loss_mask: 1.1245, decode.d2.loss_dice: 1.7734, decode.d3.loss_cls: 1.9743, decode.d3.loss_mask: 1.1267, decode.d3.loss_dice: 1.7521, decode.d4.loss_cls: 1.9591, decode.d4.loss_mask: 1.1196, decode.d4.loss_dice: 1.7552, decode.d5.loss_cls: 1.9374, decode.d5.loss_mask: 1.1207, decode.d5.loss_dice: 1.7548, decode.d6.loss_cls: 1.9285, decode.d6.loss_mask: 1.1262, decode.d6.loss_dice: 1.7502, decode.d7.loss_cls: 1.9371, decode.d7.loss_mask: 1.1263, decode.d7.loss_dice: 1.7531, decode.d8.loss_cls: 1.9326, decode.d8.loss_mask: 1.1254, decode.d8.loss_dice: 1.7479, loss: 56.0249, grad_norm: 101.6108 +2023-11-06 14:22:18,447 - mmseg - INFO - Iter [1300/160000] lr: 8.590e-05, eta: 20:59:59, time: 0.513, data_time: 0.061, memory: 39436, decode.loss_cls: 1.8964, decode.loss_mask: 1.0923, decode.loss_dice: 1.7170, decode.d0.loss_cls: 8.7738, decode.d0.loss_mask: 1.0880, decode.d0.loss_dice: 2.0458, decode.d1.loss_cls: 2.1480, decode.d1.loss_mask: 1.0781, decode.d1.loss_dice: 1.7949, decode.d2.loss_cls: 1.9831, decode.d2.loss_mask: 1.0818, decode.d2.loss_dice: 1.7291, decode.d3.loss_cls: 1.9203, decode.d3.loss_mask: 1.0845, decode.d3.loss_dice: 1.7050, decode.d4.loss_cls: 1.9108, decode.d4.loss_mask: 1.0845, decode.d4.loss_dice: 1.7131, decode.d5.loss_cls: 1.8969, decode.d5.loss_mask: 1.0860, decode.d5.loss_dice: 1.7094, decode.d6.loss_cls: 1.8952, decode.d6.loss_mask: 1.0854, decode.d6.loss_dice: 1.7001, decode.d7.loss_cls: 1.9042, decode.d7.loss_mask: 1.0856, decode.d7.loss_dice: 1.7050, decode.d8.loss_cls: 1.8955, decode.d8.loss_mask: 1.0921, decode.d8.loss_dice: 1.7146, loss: 54.6164, grad_norm: 97.3050 +2023-11-06 14:22:41,494 - mmseg - INFO - Iter [1350/160000] lr: 8.918e-05, eta: 20:58:05, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 1.8855, decode.loss_mask: 1.1157, decode.loss_dice: 1.6906, decode.d0.loss_cls: 8.6264, decode.d0.loss_mask: 1.1165, decode.d0.loss_dice: 2.0264, decode.d1.loss_cls: 2.0910, decode.d1.loss_mask: 1.1049, decode.d1.loss_dice: 1.7683, decode.d2.loss_cls: 1.9547, decode.d2.loss_mask: 1.1023, decode.d2.loss_dice: 1.6956, decode.d3.loss_cls: 1.8968, decode.d3.loss_mask: 1.1002, decode.d3.loss_dice: 1.6717, decode.d4.loss_cls: 1.8875, decode.d4.loss_mask: 1.1071, decode.d4.loss_dice: 1.6769, decode.d5.loss_cls: 1.8767, decode.d5.loss_mask: 1.1080, decode.d5.loss_dice: 1.6793, decode.d6.loss_cls: 1.8742, decode.d6.loss_mask: 1.1030, decode.d6.loss_dice: 1.6783, decode.d7.loss_cls: 1.8642, decode.d7.loss_mask: 1.1105, decode.d7.loss_dice: 1.6846, decode.d8.loss_cls: 1.8667, decode.d8.loss_mask: 1.1212, decode.d8.loss_dice: 1.6872, loss: 54.1720, grad_norm: 93.5505 +2023-11-06 14:23:04,526 - mmseg - INFO - Iter [1400/160000] lr: 9.245e-05, eta: 20:56:15, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 1.8293, decode.loss_mask: 1.0799, decode.loss_dice: 1.7030, decode.d0.loss_cls: 8.4220, decode.d0.loss_mask: 1.0794, decode.d0.loss_dice: 2.0190, decode.d1.loss_cls: 2.0552, decode.d1.loss_mask: 1.0805, decode.d1.loss_dice: 1.7842, decode.d2.loss_cls: 1.8962, decode.d2.loss_mask: 1.0840, decode.d2.loss_dice: 1.7081, decode.d3.loss_cls: 1.8413, decode.d3.loss_mask: 1.0824, decode.d3.loss_dice: 1.6856, decode.d4.loss_cls: 1.8379, decode.d4.loss_mask: 1.0742, decode.d4.loss_dice: 1.6903, decode.d5.loss_cls: 1.8291, decode.d5.loss_mask: 1.0830, decode.d5.loss_dice: 1.6823, decode.d6.loss_cls: 1.8374, decode.d6.loss_mask: 1.0761, decode.d6.loss_dice: 1.6762, decode.d7.loss_cls: 1.8324, decode.d7.loss_mask: 1.0834, decode.d7.loss_dice: 1.6864, decode.d8.loss_cls: 1.8279, decode.d8.loss_mask: 1.0812, decode.d8.loss_dice: 1.6876, loss: 53.3356, grad_norm: 93.5794 +2023-11-06 14:23:27,555 - mmseg - INFO - Iter [1450/160000] lr: 9.573e-05, eta: 20:54:31, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 1.8286, decode.loss_mask: 1.0847, decode.loss_dice: 1.6720, decode.d0.loss_cls: 8.2473, decode.d0.loss_mask: 1.0893, decode.d0.loss_dice: 2.0217, decode.d1.loss_cls: 2.0771, decode.d1.loss_mask: 1.0781, decode.d1.loss_dice: 1.7634, decode.d2.loss_cls: 1.9169, decode.d2.loss_mask: 1.0674, decode.d2.loss_dice: 1.6887, decode.d3.loss_cls: 1.8641, decode.d3.loss_mask: 1.0733, decode.d3.loss_dice: 1.6609, decode.d4.loss_cls: 1.8483, decode.d4.loss_mask: 1.0736, decode.d4.loss_dice: 1.6738, decode.d5.loss_cls: 1.8375, decode.d5.loss_mask: 1.0719, decode.d5.loss_dice: 1.6619, decode.d6.loss_cls: 1.8321, decode.d6.loss_mask: 1.0623, decode.d6.loss_dice: 1.6552, decode.d7.loss_cls: 1.8257, decode.d7.loss_mask: 1.0731, decode.d7.loss_dice: 1.6627, decode.d8.loss_cls: 1.8189, decode.d8.loss_mask: 1.0792, decode.d8.loss_dice: 1.6646, loss: 52.9743, grad_norm: 104.1767 +2023-11-06 14:23:50,537 - mmseg - INFO - Iter [1500/160000] lr: 9.900e-05, eta: 20:52:47, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 1.8155, decode.loss_mask: 1.0484, decode.loss_dice: 1.6129, decode.d0.loss_cls: 8.0625, decode.d0.loss_mask: 1.0587, decode.d0.loss_dice: 1.9766, decode.d1.loss_cls: 2.0545, decode.d1.loss_mask: 1.0509, decode.d1.loss_dice: 1.7124, decode.d2.loss_cls: 1.8954, decode.d2.loss_mask: 1.0453, decode.d2.loss_dice: 1.6343, decode.d3.loss_cls: 1.8467, decode.d3.loss_mask: 1.0373, decode.d3.loss_dice: 1.6083, decode.d4.loss_cls: 1.8428, decode.d4.loss_mask: 1.0433, decode.d4.loss_dice: 1.6125, decode.d5.loss_cls: 1.8267, decode.d5.loss_mask: 1.0439, decode.d5.loss_dice: 1.6065, decode.d6.loss_cls: 1.8201, decode.d6.loss_mask: 1.0427, decode.d6.loss_dice: 1.5985, decode.d7.loss_cls: 1.8186, decode.d7.loss_mask: 1.0456, decode.d7.loss_dice: 1.6148, decode.d8.loss_cls: 1.8191, decode.d8.loss_mask: 1.0494, decode.d8.loss_dice: 1.6124, loss: 51.8564, grad_norm: 95.1766 +2023-11-06 14:24:13,569 - mmseg - INFO - Iter [1550/160000] lr: 9.903e-05, eta: 20:51:14, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 1.7518, decode.loss_mask: 1.0517, decode.loss_dice: 1.6311, decode.d0.loss_cls: 7.8210, decode.d0.loss_mask: 1.0668, decode.d0.loss_dice: 1.9641, decode.d1.loss_cls: 1.9655, decode.d1.loss_mask: 1.0695, decode.d1.loss_dice: 1.7154, decode.d2.loss_cls: 1.8173, decode.d2.loss_mask: 1.0564, decode.d2.loss_dice: 1.6380, decode.d3.loss_cls: 1.7709, decode.d3.loss_mask: 1.0397, decode.d3.loss_dice: 1.6068, decode.d4.loss_cls: 1.7574, decode.d4.loss_mask: 1.0432, decode.d4.loss_dice: 1.6133, decode.d5.loss_cls: 1.7591, decode.d5.loss_mask: 1.0433, decode.d5.loss_dice: 1.6073, decode.d6.loss_cls: 1.7601, decode.d6.loss_mask: 1.0459, decode.d6.loss_dice: 1.6073, decode.d7.loss_cls: 1.7509, decode.d7.loss_mask: 1.0492, decode.d7.loss_dice: 1.6234, decode.d8.loss_cls: 1.7517, decode.d8.loss_mask: 1.0496, decode.d8.loss_dice: 1.6269, loss: 51.0547, grad_norm: 88.2008 +2023-11-06 14:24:36,596 - mmseg - INFO - Iter [1600/160000] lr: 9.900e-05, eta: 20:49:44, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 1.7283, decode.loss_mask: 1.0490, decode.loss_dice: 1.6042, decode.d0.loss_cls: 7.6038, decode.d0.loss_mask: 1.0746, decode.d0.loss_dice: 1.9262, decode.d1.loss_cls: 1.9411, decode.d1.loss_mask: 1.0684, decode.d1.loss_dice: 1.6792, decode.d2.loss_cls: 1.7885, decode.d2.loss_mask: 1.0475, decode.d2.loss_dice: 1.6105, decode.d3.loss_cls: 1.7373, decode.d3.loss_mask: 1.0504, decode.d3.loss_dice: 1.5846, decode.d4.loss_cls: 1.7350, decode.d4.loss_mask: 1.0490, decode.d4.loss_dice: 1.5846, decode.d5.loss_cls: 1.7294, decode.d5.loss_mask: 1.0385, decode.d5.loss_dice: 1.5743, decode.d6.loss_cls: 1.7285, decode.d6.loss_mask: 1.0445, decode.d6.loss_dice: 1.5764, decode.d7.loss_cls: 1.7211, decode.d7.loss_mask: 1.0416, decode.d7.loss_dice: 1.5919, decode.d8.loss_cls: 1.7292, decode.d8.loss_mask: 1.0396, decode.d8.loss_dice: 1.5932, loss: 50.2704, grad_norm: 91.9012 +2023-11-06 14:24:59,627 - mmseg - INFO - Iter [1650/160000] lr: 9.897e-05, eta: 20:48:20, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 1.6801, decode.loss_mask: 1.0686, decode.loss_dice: 1.5712, decode.d0.loss_cls: 7.3586, decode.d0.loss_mask: 1.0877, decode.d0.loss_dice: 1.8806, decode.d1.loss_cls: 1.8908, decode.d1.loss_mask: 1.0772, decode.d1.loss_dice: 1.6495, decode.d2.loss_cls: 1.7458, decode.d2.loss_mask: 1.0647, decode.d2.loss_dice: 1.5786, decode.d3.loss_cls: 1.7021, decode.d3.loss_mask: 1.0647, decode.d3.loss_dice: 1.5639, decode.d4.loss_cls: 1.6972, decode.d4.loss_mask: 1.0632, decode.d4.loss_dice: 1.5698, decode.d5.loss_cls: 1.6836, decode.d5.loss_mask: 1.0625, decode.d5.loss_dice: 1.5533, decode.d6.loss_cls: 1.6776, decode.d6.loss_mask: 1.0648, decode.d6.loss_dice: 1.5486, decode.d7.loss_cls: 1.6813, decode.d7.loss_mask: 1.0667, decode.d7.loss_dice: 1.5672, decode.d8.loss_cls: 1.6699, decode.d8.loss_mask: 1.0771, decode.d8.loss_dice: 1.5676, loss: 49.5346, grad_norm: 101.3100 +2023-11-06 14:25:23,145 - mmseg - INFO - Iter [1700/160000] lr: 9.894e-05, eta: 20:47:44, time: 0.470, data_time: 0.013, memory: 39436, decode.loss_cls: 1.6879, decode.loss_mask: 1.0574, decode.loss_dice: 1.5876, decode.d0.loss_cls: 7.1421, decode.d0.loss_mask: 1.0690, decode.d0.loss_dice: 1.9181, decode.d1.loss_cls: 1.8996, decode.d1.loss_mask: 1.0486, decode.d1.loss_dice: 1.6642, decode.d2.loss_cls: 1.7453, decode.d2.loss_mask: 1.0435, decode.d2.loss_dice: 1.5917, decode.d3.loss_cls: 1.7039, decode.d3.loss_mask: 1.0349, decode.d3.loss_dice: 1.5588, decode.d4.loss_cls: 1.7017, decode.d4.loss_mask: 1.0409, decode.d4.loss_dice: 1.5679, decode.d5.loss_cls: 1.6887, decode.d5.loss_mask: 1.0435, decode.d5.loss_dice: 1.5710, decode.d6.loss_cls: 1.6826, decode.d6.loss_mask: 1.0405, decode.d6.loss_dice: 1.5613, decode.d7.loss_cls: 1.6823, decode.d7.loss_mask: 1.0388, decode.d7.loss_dice: 1.5692, decode.d8.loss_cls: 1.6830, decode.d8.loss_mask: 1.0514, decode.d8.loss_dice: 1.5797, loss: 49.2550, grad_norm: 91.3463 +2023-11-06 14:25:46,147 - mmseg - INFO - Iter [1750/160000] lr: 9.891e-05, eta: 20:46:22, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 1.6417, decode.loss_mask: 1.0247, decode.loss_dice: 1.5524, decode.d0.loss_cls: 6.8803, decode.d0.loss_mask: 1.0455, decode.d0.loss_dice: 1.8909, decode.d1.loss_cls: 1.8416, decode.d1.loss_mask: 1.0388, decode.d1.loss_dice: 1.6325, decode.d2.loss_cls: 1.6860, decode.d2.loss_mask: 1.0440, decode.d2.loss_dice: 1.5626, decode.d3.loss_cls: 1.6496, decode.d3.loss_mask: 1.0402, decode.d3.loss_dice: 1.5390, decode.d4.loss_cls: 1.6507, decode.d4.loss_mask: 1.0326, decode.d4.loss_dice: 1.5540, decode.d5.loss_cls: 1.6432, decode.d5.loss_mask: 1.0237, decode.d5.loss_dice: 1.5444, decode.d6.loss_cls: 1.6404, decode.d6.loss_mask: 1.0318, decode.d6.loss_dice: 1.5346, decode.d7.loss_cls: 1.6364, decode.d7.loss_mask: 1.0350, decode.d7.loss_dice: 1.5563, decode.d8.loss_cls: 1.6369, decode.d8.loss_mask: 1.0259, decode.d8.loss_dice: 1.5466, loss: 48.1623, grad_norm: 96.6272 +2023-11-06 14:26:09,167 - mmseg - INFO - Iter [1800/160000] lr: 9.888e-05, eta: 20:45:04, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 1.6649, decode.loss_mask: 1.0563, decode.loss_dice: 1.5836, decode.d0.loss_cls: 6.6485, decode.d0.loss_mask: 1.0782, decode.d0.loss_dice: 1.9214, decode.d1.loss_cls: 1.8692, decode.d1.loss_mask: 1.0590, decode.d1.loss_dice: 1.6596, decode.d2.loss_cls: 1.7177, decode.d2.loss_mask: 1.0509, decode.d2.loss_dice: 1.5928, decode.d3.loss_cls: 1.6831, decode.d3.loss_mask: 1.0492, decode.d3.loss_dice: 1.5773, decode.d4.loss_cls: 1.6886, decode.d4.loss_mask: 1.0453, decode.d4.loss_dice: 1.5754, decode.d5.loss_cls: 1.6700, decode.d5.loss_mask: 1.0445, decode.d5.loss_dice: 1.5702, decode.d6.loss_cls: 1.6708, decode.d6.loss_mask: 1.0523, decode.d6.loss_dice: 1.5615, decode.d7.loss_cls: 1.6708, decode.d7.loss_mask: 1.0554, decode.d7.loss_dice: 1.5843, decode.d8.loss_cls: 1.6707, decode.d8.loss_mask: 1.0597, decode.d8.loss_dice: 1.5855, loss: 48.7166, grad_norm: 92.5420 +2023-11-06 14:26:32,316 - mmseg - INFO - Iter [1850/160000] lr: 9.884e-05, eta: 20:44:02, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 1.6831, decode.loss_mask: 1.0345, decode.loss_dice: 1.6019, decode.d0.loss_cls: 6.4057, decode.d0.loss_mask: 1.0659, decode.d0.loss_dice: 1.9321, decode.d1.loss_cls: 1.8839, decode.d1.loss_mask: 1.0475, decode.d1.loss_dice: 1.6842, decode.d2.loss_cls: 1.7379, decode.d2.loss_mask: 1.0326, decode.d2.loss_dice: 1.6052, decode.d3.loss_cls: 1.6980, decode.d3.loss_mask: 1.0381, decode.d3.loss_dice: 1.5813, decode.d4.loss_cls: 1.6966, decode.d4.loss_mask: 1.0381, decode.d4.loss_dice: 1.5923, decode.d5.loss_cls: 1.6909, decode.d5.loss_mask: 1.0310, decode.d5.loss_dice: 1.5887, decode.d6.loss_cls: 1.6866, decode.d6.loss_mask: 1.0339, decode.d6.loss_dice: 1.5928, decode.d7.loss_cls: 1.6923, decode.d7.loss_mask: 1.0357, decode.d7.loss_dice: 1.6011, decode.d8.loss_cls: 1.6876, decode.d8.loss_mask: 1.0324, decode.d8.loss_dice: 1.6013, loss: 48.6333, grad_norm: 95.6625 +2023-11-06 14:26:55,250 - mmseg - INFO - Iter [1900/160000] lr: 9.881e-05, eta: 20:42:43, time: 0.459, data_time: 0.014, memory: 39436, decode.loss_cls: 1.5616, decode.loss_mask: 1.0199, decode.loss_dice: 1.5378, decode.d0.loss_cls: 6.1026, decode.d0.loss_mask: 1.0360, decode.d0.loss_dice: 1.8570, decode.d1.loss_cls: 1.7763, decode.d1.loss_mask: 1.0227, decode.d1.loss_dice: 1.6175, decode.d2.loss_cls: 1.6176, decode.d2.loss_mask: 1.0191, decode.d2.loss_dice: 1.5529, decode.d3.loss_cls: 1.5797, decode.d3.loss_mask: 1.0198, decode.d3.loss_dice: 1.5387, decode.d4.loss_cls: 1.5789, decode.d4.loss_mask: 1.0145, decode.d4.loss_dice: 1.5384, decode.d5.loss_cls: 1.5749, decode.d5.loss_mask: 1.0097, decode.d5.loss_dice: 1.5262, decode.d6.loss_cls: 1.5665, decode.d6.loss_mask: 1.0117, decode.d6.loss_dice: 1.5206, decode.d7.loss_cls: 1.5761, decode.d7.loss_mask: 1.0024, decode.d7.loss_dice: 1.5393, decode.d8.loss_cls: 1.5618, decode.d8.loss_mask: 1.0168, decode.d8.loss_dice: 1.5381, loss: 46.4351, grad_norm: 87.7043 +2023-11-06 14:27:18,401 - mmseg - INFO - Iter [1950/160000] lr: 9.878e-05, eta: 20:41:44, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 1.5915, decode.loss_mask: 1.0791, decode.loss_dice: 1.5536, decode.d0.loss_cls: 5.8432, decode.d0.loss_mask: 1.1125, decode.d0.loss_dice: 1.8774, decode.d1.loss_cls: 1.7808, decode.d1.loss_mask: 1.0795, decode.d1.loss_dice: 1.6344, decode.d2.loss_cls: 1.6444, decode.d2.loss_mask: 1.0592, decode.d2.loss_dice: 1.5640, decode.d3.loss_cls: 1.5951, decode.d3.loss_mask: 1.0674, decode.d3.loss_dice: 1.5442, decode.d4.loss_cls: 1.5951, decode.d4.loss_mask: 1.0642, decode.d4.loss_dice: 1.5536, decode.d5.loss_cls: 1.5902, decode.d5.loss_mask: 1.0539, decode.d5.loss_dice: 1.5501, decode.d6.loss_cls: 1.5870, decode.d6.loss_mask: 1.0589, decode.d6.loss_dice: 1.5418, decode.d7.loss_cls: 1.5790, decode.d7.loss_mask: 1.0702, decode.d7.loss_dice: 1.5522, decode.d8.loss_cls: 1.5763, decode.d8.loss_mask: 1.0803, decode.d8.loss_dice: 1.5533, loss: 47.0326, grad_norm: 92.7717 +2023-11-06 14:27:41,709 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 14:27:41,709 - mmseg - INFO - Iter [2000/160000] lr: 9.875e-05, eta: 20:41:00, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 1.5965, decode.loss_mask: 0.9957, decode.loss_dice: 1.5330, decode.d0.loss_cls: 5.6037, decode.d0.loss_mask: 1.0270, decode.d0.loss_dice: 1.8912, decode.d1.loss_cls: 1.8076, decode.d1.loss_mask: 1.0115, decode.d1.loss_dice: 1.6268, decode.d2.loss_cls: 1.6544, decode.d2.loss_mask: 0.9978, decode.d2.loss_dice: 1.5520, decode.d3.loss_cls: 1.6138, decode.d3.loss_mask: 0.9865, decode.d3.loss_dice: 1.5274, decode.d4.loss_cls: 1.6068, decode.d4.loss_mask: 0.9886, decode.d4.loss_dice: 1.5345, decode.d5.loss_cls: 1.6015, decode.d5.loss_mask: 0.9909, decode.d5.loss_dice: 1.5239, decode.d6.loss_cls: 1.5937, decode.d6.loss_mask: 0.9967, decode.d6.loss_dice: 1.5218, decode.d7.loss_cls: 1.6002, decode.d7.loss_mask: 0.9911, decode.d7.loss_dice: 1.5368, decode.d8.loss_cls: 1.5957, decode.d8.loss_mask: 0.9910, decode.d8.loss_dice: 1.5312, loss: 46.0293, grad_norm: 90.2780 +2023-11-06 14:28:04,628 - mmseg - INFO - Iter [2050/160000] lr: 9.872e-05, eta: 20:39:47, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 1.5296, decode.loss_mask: 0.9961, decode.loss_dice: 1.4943, decode.d0.loss_cls: 5.2881, decode.d0.loss_mask: 1.0358, decode.d0.loss_dice: 1.8115, decode.d1.loss_cls: 1.7233, decode.d1.loss_mask: 1.0099, decode.d1.loss_dice: 1.5659, decode.d2.loss_cls: 1.5803, decode.d2.loss_mask: 0.9938, decode.d2.loss_dice: 1.4952, decode.d3.loss_cls: 1.5493, decode.d3.loss_mask: 0.9799, decode.d3.loss_dice: 1.4681, decode.d4.loss_cls: 1.5505, decode.d4.loss_mask: 0.9864, decode.d4.loss_dice: 1.4913, decode.d5.loss_cls: 1.5388, decode.d5.loss_mask: 0.9809, decode.d5.loss_dice: 1.4846, decode.d6.loss_cls: 1.5290, decode.d6.loss_mask: 0.9883, decode.d6.loss_dice: 1.4706, decode.d7.loss_cls: 1.5319, decode.d7.loss_mask: 0.9865, decode.d7.loss_dice: 1.4844, decode.d8.loss_cls: 1.5256, decode.d8.loss_mask: 0.9888, decode.d8.loss_dice: 1.4874, loss: 44.5458, grad_norm: 83.8751 +2023-11-06 14:28:28,142 - mmseg - INFO - Iter [2100/160000] lr: 9.869e-05, eta: 20:39:21, time: 0.470, data_time: 0.014, memory: 39436, decode.loss_cls: 1.5101, decode.loss_mask: 0.9795, decode.loss_dice: 1.4686, decode.d0.loss_cls: 5.0269, decode.d0.loss_mask: 1.0243, decode.d0.loss_dice: 1.7963, decode.d1.loss_cls: 1.7130, decode.d1.loss_mask: 0.9935, decode.d1.loss_dice: 1.5628, decode.d2.loss_cls: 1.5662, decode.d2.loss_mask: 0.9786, decode.d2.loss_dice: 1.4831, decode.d3.loss_cls: 1.5159, decode.d3.loss_mask: 0.9752, decode.d3.loss_dice: 1.4589, decode.d4.loss_cls: 1.5163, decode.d4.loss_mask: 0.9790, decode.d4.loss_dice: 1.4649, decode.d5.loss_cls: 1.5083, decode.d5.loss_mask: 0.9784, decode.d5.loss_dice: 1.4608, decode.d6.loss_cls: 1.4993, decode.d6.loss_mask: 0.9763, decode.d6.loss_dice: 1.4606, decode.d7.loss_cls: 1.4952, decode.d7.loss_mask: 0.9831, decode.d7.loss_dice: 1.4736, decode.d8.loss_cls: 1.5106, decode.d8.loss_mask: 0.9784, decode.d8.loss_dice: 1.4702, loss: 43.8077, grad_norm: 81.8706 +2023-11-06 14:28:51,759 - mmseg - INFO - Iter [2150/160000] lr: 9.866e-05, eta: 20:39:02, time: 0.472, data_time: 0.013, memory: 39436, decode.loss_cls: 1.5461, decode.loss_mask: 1.0046, decode.loss_dice: 1.4834, decode.d0.loss_cls: 4.7801, decode.d0.loss_mask: 1.0561, decode.d0.loss_dice: 1.8010, decode.d1.loss_cls: 1.7518, decode.d1.loss_mask: 1.0249, decode.d1.loss_dice: 1.5798, decode.d2.loss_cls: 1.6139, decode.d2.loss_mask: 1.0052, decode.d2.loss_dice: 1.4957, decode.d3.loss_cls: 1.5798, decode.d3.loss_mask: 1.0073, decode.d3.loss_dice: 1.4762, decode.d4.loss_cls: 1.5756, decode.d4.loss_mask: 1.0026, decode.d4.loss_dice: 1.4863, decode.d5.loss_cls: 1.5755, decode.d5.loss_mask: 1.0026, decode.d5.loss_dice: 1.4693, decode.d6.loss_cls: 1.5517, decode.d6.loss_mask: 0.9999, decode.d6.loss_dice: 1.4644, decode.d7.loss_cls: 1.5425, decode.d7.loss_mask: 1.0094, decode.d7.loss_dice: 1.4854, decode.d8.loss_cls: 1.5422, decode.d8.loss_mask: 1.0046, decode.d8.loss_dice: 1.4774, loss: 44.3954, grad_norm: 92.1462 +2023-11-06 14:29:15,123 - mmseg - INFO - Iter [2200/160000] lr: 9.863e-05, eta: 20:38:25, time: 0.467, data_time: 0.012, memory: 39436, decode.loss_cls: 1.5016, decode.loss_mask: 0.9800, decode.loss_dice: 1.4679, decode.d0.loss_cls: 4.4983, decode.d0.loss_mask: 1.0303, decode.d0.loss_dice: 1.7986, decode.d1.loss_cls: 1.6867, decode.d1.loss_mask: 1.0073, decode.d1.loss_dice: 1.5510, decode.d2.loss_cls: 1.5428, decode.d2.loss_mask: 0.9866, decode.d2.loss_dice: 1.4785, decode.d3.loss_cls: 1.5110, decode.d3.loss_mask: 0.9817, decode.d3.loss_dice: 1.4579, decode.d4.loss_cls: 1.5010, decode.d4.loss_mask: 0.9852, decode.d4.loss_dice: 1.4701, decode.d5.loss_cls: 1.5072, decode.d5.loss_mask: 0.9745, decode.d5.loss_dice: 1.4616, decode.d6.loss_cls: 1.4951, decode.d6.loss_mask: 0.9765, decode.d6.loss_dice: 1.4633, decode.d7.loss_cls: 1.4966, decode.d7.loss_mask: 0.9812, decode.d7.loss_dice: 1.4693, decode.d8.loss_cls: 1.4938, decode.d8.loss_mask: 0.9843, decode.d8.loss_dice: 1.4622, loss: 43.2022, grad_norm: 87.8466 +2023-11-06 14:29:39,041 - mmseg - INFO - Iter [2250/160000] lr: 9.859e-05, eta: 20:38:28, time: 0.478, data_time: 0.013, memory: 39436, decode.loss_cls: 1.4809, decode.loss_mask: 0.9947, decode.loss_dice: 1.4924, decode.d0.loss_cls: 4.2524, decode.d0.loss_mask: 1.0337, decode.d0.loss_dice: 1.7916, decode.d1.loss_cls: 1.6662, decode.d1.loss_mask: 1.0222, decode.d1.loss_dice: 1.5748, decode.d2.loss_cls: 1.5206, decode.d2.loss_mask: 0.9972, decode.d2.loss_dice: 1.5064, decode.d3.loss_cls: 1.4995, decode.d3.loss_mask: 0.9952, decode.d3.loss_dice: 1.4815, decode.d4.loss_cls: 1.4879, decode.d4.loss_mask: 0.9907, decode.d4.loss_dice: 1.4943, decode.d5.loss_cls: 1.4870, decode.d5.loss_mask: 0.9870, decode.d5.loss_dice: 1.4826, decode.d6.loss_cls: 1.4823, decode.d6.loss_mask: 0.9933, decode.d6.loss_dice: 1.4696, decode.d7.loss_cls: 1.4776, decode.d7.loss_mask: 0.9902, decode.d7.loss_dice: 1.4835, decode.d8.loss_cls: 1.4731, decode.d8.loss_mask: 0.9994, decode.d8.loss_dice: 1.4906, loss: 43.0984, grad_norm: 88.3731 +2023-11-06 14:30:02,626 - mmseg - INFO - Iter [2300/160000] lr: 9.856e-05, eta: 20:38:07, time: 0.472, data_time: 0.013, memory: 39436, decode.loss_cls: 1.5013, decode.loss_mask: 1.0089, decode.loss_dice: 1.4773, decode.d0.loss_cls: 4.0513, decode.d0.loss_mask: 1.0699, decode.d0.loss_dice: 1.7971, decode.d1.loss_cls: 1.6785, decode.d1.loss_mask: 1.0384, decode.d1.loss_dice: 1.5636, decode.d2.loss_cls: 1.5508, decode.d2.loss_mask: 1.0274, decode.d2.loss_dice: 1.5059, decode.d3.loss_cls: 1.5180, decode.d3.loss_mask: 1.0162, decode.d3.loss_dice: 1.4892, decode.d4.loss_cls: 1.5041, decode.d4.loss_mask: 1.0256, decode.d4.loss_dice: 1.4921, decode.d5.loss_cls: 1.5018, decode.d5.loss_mask: 1.0170, decode.d5.loss_dice: 1.4771, decode.d6.loss_cls: 1.4997, decode.d6.loss_mask: 1.0196, decode.d6.loss_dice: 1.4756, decode.d7.loss_cls: 1.4960, decode.d7.loss_mask: 1.0197, decode.d7.loss_dice: 1.4892, decode.d8.loss_cls: 1.4938, decode.d8.loss_mask: 1.0181, decode.d8.loss_dice: 1.4822, loss: 43.3052, grad_norm: 88.8491 +2023-11-06 14:30:25,876 - mmseg - INFO - Iter [2350/160000] lr: 9.853e-05, eta: 20:37:23, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 1.4886, decode.loss_mask: 1.0235, decode.loss_dice: 1.4884, decode.d0.loss_cls: 3.8626, decode.d0.loss_mask: 1.0648, decode.d0.loss_dice: 1.8124, decode.d1.loss_cls: 1.6983, decode.d1.loss_mask: 1.0262, decode.d1.loss_dice: 1.5733, decode.d2.loss_cls: 1.5520, decode.d2.loss_mask: 1.0177, decode.d2.loss_dice: 1.5080, decode.d3.loss_cls: 1.5303, decode.d3.loss_mask: 1.0151, decode.d3.loss_dice: 1.4810, decode.d4.loss_cls: 1.5123, decode.d4.loss_mask: 1.0136, decode.d4.loss_dice: 1.4965, decode.d5.loss_cls: 1.5001, decode.d5.loss_mask: 1.0157, decode.d5.loss_dice: 1.4928, decode.d6.loss_cls: 1.4970, decode.d6.loss_mask: 1.0161, decode.d6.loss_dice: 1.4809, decode.d7.loss_cls: 1.4924, decode.d7.loss_mask: 1.0229, decode.d7.loss_dice: 1.4850, decode.d8.loss_cls: 1.4831, decode.d8.loss_mask: 1.0284, decode.d8.loss_dice: 1.4853, loss: 43.1640, grad_norm: 87.1129 +2023-11-06 14:30:49,107 - mmseg - INFO - Iter [2400/160000] lr: 9.850e-05, eta: 20:36:38, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 1.4585, decode.loss_mask: 0.9543, decode.loss_dice: 1.4683, decode.d0.loss_cls: 3.6625, decode.d0.loss_mask: 0.9995, decode.d0.loss_dice: 1.7907, decode.d1.loss_cls: 1.6447, decode.d1.loss_mask: 0.9798, decode.d1.loss_dice: 1.5490, decode.d2.loss_cls: 1.5005, decode.d2.loss_mask: 0.9640, decode.d2.loss_dice: 1.4910, decode.d3.loss_cls: 1.4787, decode.d3.loss_mask: 0.9546, decode.d3.loss_dice: 1.4701, decode.d4.loss_cls: 1.4716, decode.d4.loss_mask: 0.9532, decode.d4.loss_dice: 1.4719, decode.d5.loss_cls: 1.4625, decode.d5.loss_mask: 0.9523, decode.d5.loss_dice: 1.4686, decode.d6.loss_cls: 1.4602, decode.d6.loss_mask: 0.9548, decode.d6.loss_dice: 1.4626, decode.d7.loss_cls: 1.4560, decode.d7.loss_mask: 0.9531, decode.d7.loss_dice: 1.4714, decode.d8.loss_cls: 1.4580, decode.d8.loss_mask: 0.9545, decode.d8.loss_dice: 1.4781, loss: 41.7949, grad_norm: 93.4234 +2023-11-06 14:31:12,365 - mmseg - INFO - Iter [2450/160000] lr: 9.847e-05, eta: 20:35:57, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 1.5073, decode.loss_mask: 1.0115, decode.loss_dice: 1.5076, decode.d0.loss_cls: 3.5463, decode.d0.loss_mask: 1.0515, decode.d0.loss_dice: 1.8134, decode.d1.loss_cls: 1.7009, decode.d1.loss_mask: 1.0204, decode.d1.loss_dice: 1.5852, decode.d2.loss_cls: 1.5603, decode.d2.loss_mask: 1.0033, decode.d2.loss_dice: 1.5184, decode.d3.loss_cls: 1.5364, decode.d3.loss_mask: 0.9990, decode.d3.loss_dice: 1.4957, decode.d4.loss_cls: 1.5172, decode.d4.loss_mask: 1.0114, decode.d4.loss_dice: 1.5016, decode.d5.loss_cls: 1.5019, decode.d5.loss_mask: 1.0098, decode.d5.loss_dice: 1.5068, decode.d6.loss_cls: 1.4928, decode.d6.loss_mask: 1.0065, decode.d6.loss_dice: 1.5004, decode.d7.loss_cls: 1.5000, decode.d7.loss_mask: 1.0079, decode.d7.loss_dice: 1.5059, decode.d8.loss_cls: 1.4980, decode.d8.loss_mask: 1.0127, decode.d8.loss_dice: 1.5102, loss: 42.9402, grad_norm: 86.4682 +2023-11-06 14:31:35,815 - mmseg - INFO - Iter [2500/160000] lr: 9.844e-05, eta: 20:35:28, time: 0.469, data_time: 0.014, memory: 39436, decode.loss_cls: 1.4448, decode.loss_mask: 0.9829, decode.loss_dice: 1.4466, decode.d0.loss_cls: 3.3598, decode.d0.loss_mask: 1.0204, decode.d0.loss_dice: 1.7619, decode.d1.loss_cls: 1.6395, decode.d1.loss_mask: 0.9930, decode.d1.loss_dice: 1.5284, decode.d2.loss_cls: 1.4946, decode.d2.loss_mask: 0.9734, decode.d2.loss_dice: 1.4544, decode.d3.loss_cls: 1.4682, decode.d3.loss_mask: 0.9674, decode.d3.loss_dice: 1.4414, decode.d4.loss_cls: 1.4596, decode.d4.loss_mask: 0.9756, decode.d4.loss_dice: 1.4411, decode.d5.loss_cls: 1.4610, decode.d5.loss_mask: 0.9702, decode.d5.loss_dice: 1.4345, decode.d6.loss_cls: 1.4594, decode.d6.loss_mask: 0.9654, decode.d6.loss_dice: 1.4316, decode.d7.loss_cls: 1.4486, decode.d7.loss_mask: 0.9697, decode.d7.loss_dice: 1.4423, decode.d8.loss_cls: 1.4508, decode.d8.loss_mask: 0.9759, decode.d8.loss_dice: 1.4462, loss: 41.3088, grad_norm: 88.2005 +2023-11-06 14:32:01,184 - mmseg - INFO - Iter [2550/160000] lr: 9.841e-05, eta: 20:36:58, time: 0.507, data_time: 0.059, memory: 39436, decode.loss_cls: 1.4444, decode.loss_mask: 0.9691, decode.loss_dice: 1.4551, decode.d0.loss_cls: 3.2291, decode.d0.loss_mask: 1.0160, decode.d0.loss_dice: 1.7657, decode.d1.loss_cls: 1.6453, decode.d1.loss_mask: 0.9855, decode.d1.loss_dice: 1.5384, decode.d2.loss_cls: 1.4944, decode.d2.loss_mask: 0.9675, decode.d2.loss_dice: 1.4747, decode.d3.loss_cls: 1.4645, decode.d3.loss_mask: 0.9686, decode.d3.loss_dice: 1.4457, decode.d4.loss_cls: 1.4448, decode.d4.loss_mask: 0.9684, decode.d4.loss_dice: 1.4591, decode.d5.loss_cls: 1.4457, decode.d5.loss_mask: 0.9632, decode.d5.loss_dice: 1.4461, decode.d6.loss_cls: 1.4481, decode.d6.loss_mask: 0.9570, decode.d6.loss_dice: 1.4374, decode.d7.loss_cls: 1.4368, decode.d7.loss_mask: 0.9670, decode.d7.loss_dice: 1.4486, decode.d8.loss_cls: 1.4403, decode.d8.loss_mask: 0.9720, decode.d8.loss_dice: 1.4387, loss: 41.1373, grad_norm: 85.7228 +2023-11-06 14:32:24,150 - mmseg - INFO - Iter [2600/160000] lr: 9.838e-05, eta: 20:35:57, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 1.3894, decode.loss_mask: 0.9769, decode.loss_dice: 1.4040, decode.d0.loss_cls: 3.0534, decode.d0.loss_mask: 1.0264, decode.d0.loss_dice: 1.6979, decode.d1.loss_cls: 1.5687, decode.d1.loss_mask: 1.0036, decode.d1.loss_dice: 1.4912, decode.d2.loss_cls: 1.4367, decode.d2.loss_mask: 0.9882, decode.d2.loss_dice: 1.4287, decode.d3.loss_cls: 1.4039, decode.d3.loss_mask: 0.9820, decode.d3.loss_dice: 1.4138, decode.d4.loss_cls: 1.3980, decode.d4.loss_mask: 0.9869, decode.d4.loss_dice: 1.4173, decode.d5.loss_cls: 1.3855, decode.d5.loss_mask: 0.9793, decode.d5.loss_dice: 1.4043, decode.d6.loss_cls: 1.3855, decode.d6.loss_mask: 0.9738, decode.d6.loss_dice: 1.3927, decode.d7.loss_cls: 1.3815, decode.d7.loss_mask: 0.9790, decode.d7.loss_dice: 1.4068, decode.d8.loss_cls: 1.3746, decode.d8.loss_mask: 0.9741, decode.d8.loss_dice: 1.4076, loss: 40.1116, grad_norm: 89.0190 +2023-11-06 14:32:47,269 - mmseg - INFO - Iter [2650/160000] lr: 9.834e-05, eta: 20:35:08, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 1.3819, decode.loss_mask: 0.9858, decode.loss_dice: 1.4170, decode.d0.loss_cls: 2.9859, decode.d0.loss_mask: 1.0302, decode.d0.loss_dice: 1.7149, decode.d1.loss_cls: 1.5845, decode.d1.loss_mask: 1.0062, decode.d1.loss_dice: 1.5082, decode.d2.loss_cls: 1.4363, decode.d2.loss_mask: 0.9875, decode.d2.loss_dice: 1.4382, decode.d3.loss_cls: 1.4176, decode.d3.loss_mask: 0.9761, decode.d3.loss_dice: 1.4177, decode.d4.loss_cls: 1.4119, decode.d4.loss_mask: 0.9812, decode.d4.loss_dice: 1.4240, decode.d5.loss_cls: 1.3965, decode.d5.loss_mask: 0.9820, decode.d5.loss_dice: 1.4094, decode.d6.loss_cls: 1.3990, decode.d6.loss_mask: 0.9811, decode.d6.loss_dice: 1.4051, decode.d7.loss_cls: 1.3838, decode.d7.loss_mask: 0.9798, decode.d7.loss_dice: 1.4249, decode.d8.loss_cls: 1.3876, decode.d8.loss_mask: 0.9799, decode.d8.loss_dice: 1.4161, loss: 40.2506, grad_norm: 89.2671 +2023-11-06 14:33:10,486 - mmseg - INFO - Iter [2700/160000] lr: 9.831e-05, eta: 20:34:25, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 1.3939, decode.loss_mask: 0.9646, decode.loss_dice: 1.4438, decode.d0.loss_cls: 2.9020, decode.d0.loss_mask: 1.0067, decode.d0.loss_dice: 1.7192, decode.d1.loss_cls: 1.5728, decode.d1.loss_mask: 0.9910, decode.d1.loss_dice: 1.5154, decode.d2.loss_cls: 1.4307, decode.d2.loss_mask: 0.9674, decode.d2.loss_dice: 1.4616, decode.d3.loss_cls: 1.3975, decode.d3.loss_mask: 0.9671, decode.d3.loss_dice: 1.4392, decode.d4.loss_cls: 1.3894, decode.d4.loss_mask: 0.9638, decode.d4.loss_dice: 1.4423, decode.d5.loss_cls: 1.3827, decode.d5.loss_mask: 0.9620, decode.d5.loss_dice: 1.4385, decode.d6.loss_cls: 1.3895, decode.d6.loss_mask: 0.9599, decode.d6.loss_dice: 1.4313, decode.d7.loss_cls: 1.3850, decode.d7.loss_mask: 0.9643, decode.d7.loss_dice: 1.4463, decode.d8.loss_cls: 1.3932, decode.d8.loss_mask: 0.9643, decode.d8.loss_dice: 1.4364, loss: 40.1218, grad_norm: 85.8089 +2023-11-06 14:33:33,469 - mmseg - INFO - Iter [2750/160000] lr: 9.828e-05, eta: 20:33:29, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 1.3540, decode.loss_mask: 0.9600, decode.loss_dice: 1.4203, decode.d0.loss_cls: 2.7617, decode.d0.loss_mask: 0.9989, decode.d0.loss_dice: 1.6956, decode.d1.loss_cls: 1.5330, decode.d1.loss_mask: 0.9747, decode.d1.loss_dice: 1.4850, decode.d2.loss_cls: 1.4102, decode.d2.loss_mask: 0.9560, decode.d2.loss_dice: 1.4239, decode.d3.loss_cls: 1.3829, decode.d3.loss_mask: 0.9503, decode.d3.loss_dice: 1.3985, decode.d4.loss_cls: 1.3728, decode.d4.loss_mask: 0.9457, decode.d4.loss_dice: 1.4029, decode.d5.loss_cls: 1.3663, decode.d5.loss_mask: 0.9392, decode.d5.loss_dice: 1.4114, decode.d6.loss_cls: 1.3562, decode.d6.loss_mask: 0.9474, decode.d6.loss_dice: 1.4032, decode.d7.loss_cls: 1.3501, decode.d7.loss_mask: 0.9514, decode.d7.loss_dice: 1.4138, decode.d8.loss_cls: 1.3517, decode.d8.loss_mask: 0.9580, decode.d8.loss_dice: 1.4145, loss: 39.2896, grad_norm: 82.5384 +2023-11-06 14:33:57,145 - mmseg - INFO - Iter [2800/160000] lr: 9.825e-05, eta: 20:33:14, time: 0.474, data_time: 0.013, memory: 39436, decode.loss_cls: 1.3636, decode.loss_mask: 0.9381, decode.loss_dice: 1.4219, decode.d0.loss_cls: 2.7479, decode.d0.loss_mask: 0.9829, decode.d0.loss_dice: 1.6985, decode.d1.loss_cls: 1.5524, decode.d1.loss_mask: 0.9639, decode.d1.loss_dice: 1.4835, decode.d2.loss_cls: 1.4144, decode.d2.loss_mask: 0.9496, decode.d2.loss_dice: 1.4201, decode.d3.loss_cls: 1.3889, decode.d3.loss_mask: 0.9354, decode.d3.loss_dice: 1.4057, decode.d4.loss_cls: 1.3798, decode.d4.loss_mask: 0.9342, decode.d4.loss_dice: 1.4111, decode.d5.loss_cls: 1.3736, decode.d5.loss_mask: 0.9370, decode.d5.loss_dice: 1.4111, decode.d6.loss_cls: 1.3659, decode.d6.loss_mask: 0.9413, decode.d6.loss_dice: 1.4007, decode.d7.loss_cls: 1.3563, decode.d7.loss_mask: 0.9380, decode.d7.loss_dice: 1.4173, decode.d8.loss_cls: 1.3606, decode.d8.loss_mask: 0.9402, decode.d8.loss_dice: 1.4141, loss: 39.2481, grad_norm: 82.3296 +2023-11-06 14:34:20,392 - mmseg - INFO - Iter [2850/160000] lr: 9.822e-05, eta: 20:32:35, time: 0.465, data_time: 0.012, memory: 39436, decode.loss_cls: 1.3598, decode.loss_mask: 0.9369, decode.loss_dice: 1.4326, decode.d0.loss_cls: 2.6725, decode.d0.loss_mask: 0.9785, decode.d0.loss_dice: 1.7141, decode.d1.loss_cls: 1.5442, decode.d1.loss_mask: 0.9486, decode.d1.loss_dice: 1.4884, decode.d2.loss_cls: 1.4074, decode.d2.loss_mask: 0.9335, decode.d2.loss_dice: 1.4438, decode.d3.loss_cls: 1.3699, decode.d3.loss_mask: 0.9328, decode.d3.loss_dice: 1.4236, decode.d4.loss_cls: 1.3624, decode.d4.loss_mask: 0.9364, decode.d4.loss_dice: 1.4241, decode.d5.loss_cls: 1.3571, decode.d5.loss_mask: 0.9279, decode.d5.loss_dice: 1.4225, decode.d6.loss_cls: 1.3484, decode.d6.loss_mask: 0.9311, decode.d6.loss_dice: 1.4208, decode.d7.loss_cls: 1.3457, decode.d7.loss_mask: 0.9391, decode.d7.loss_dice: 1.4306, decode.d8.loss_cls: 1.3597, decode.d8.loss_mask: 0.9349, decode.d8.loss_dice: 1.4207, loss: 39.1478, grad_norm: 82.5070 +2023-11-06 14:34:43,732 - mmseg - INFO - Iter [2900/160000] lr: 9.819e-05, eta: 20:32:01, time: 0.467, data_time: 0.014, memory: 39436, decode.loss_cls: 1.3227, decode.loss_mask: 0.9494, decode.loss_dice: 1.4121, decode.d0.loss_cls: 2.5733, decode.d0.loss_mask: 0.9913, decode.d0.loss_dice: 1.6878, decode.d1.loss_cls: 1.5055, decode.d1.loss_mask: 0.9763, decode.d1.loss_dice: 1.4948, decode.d2.loss_cls: 1.3797, decode.d2.loss_mask: 0.9537, decode.d2.loss_dice: 1.4349, decode.d3.loss_cls: 1.3468, decode.d3.loss_mask: 0.9567, decode.d3.loss_dice: 1.4105, decode.d4.loss_cls: 1.3322, decode.d4.loss_mask: 0.9563, decode.d4.loss_dice: 1.4222, decode.d5.loss_cls: 1.3314, decode.d5.loss_mask: 0.9615, decode.d5.loss_dice: 1.4140, decode.d6.loss_cls: 1.3230, decode.d6.loss_mask: 0.9618, decode.d6.loss_dice: 1.4039, decode.d7.loss_cls: 1.3188, decode.d7.loss_mask: 0.9601, decode.d7.loss_dice: 1.4172, decode.d8.loss_cls: 1.3231, decode.d8.loss_mask: 0.9535, decode.d8.loss_dice: 1.4148, loss: 38.8894, grad_norm: 92.7939 +2023-11-06 14:35:06,842 - mmseg - INFO - Iter [2950/160000] lr: 9.816e-05, eta: 20:31:15, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 1.3843, decode.loss_mask: 0.9759, decode.loss_dice: 1.4572, decode.d0.loss_cls: 2.6038, decode.d0.loss_mask: 1.0116, decode.d0.loss_dice: 1.7542, decode.d1.loss_cls: 1.5914, decode.d1.loss_mask: 0.9886, decode.d1.loss_dice: 1.5377, decode.d2.loss_cls: 1.4507, decode.d2.loss_mask: 0.9680, decode.d2.loss_dice: 1.4698, decode.d3.loss_cls: 1.4096, decode.d3.loss_mask: 0.9688, decode.d3.loss_dice: 1.4595, decode.d4.loss_cls: 1.4073, decode.d4.loss_mask: 0.9633, decode.d4.loss_dice: 1.4690, decode.d5.loss_cls: 1.3959, decode.d5.loss_mask: 0.9599, decode.d5.loss_dice: 1.4628, decode.d6.loss_cls: 1.3846, decode.d6.loss_mask: 0.9683, decode.d6.loss_dice: 1.4568, decode.d7.loss_cls: 1.3820, decode.d7.loss_mask: 0.9705, decode.d7.loss_dice: 1.4614, decode.d8.loss_cls: 1.3813, decode.d8.loss_mask: 0.9742, decode.d8.loss_dice: 1.4566, loss: 40.1250, grad_norm: 85.1017 +2023-11-06 14:35:29,774 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 14:35:29,774 - mmseg - INFO - Iter [3000/160000] lr: 9.813e-05, eta: 20:30:21, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 1.2975, decode.loss_mask: 0.9377, decode.loss_dice: 1.3960, decode.d0.loss_cls: 2.5019, decode.d0.loss_mask: 0.9702, decode.d0.loss_dice: 1.6715, decode.d1.loss_cls: 1.4962, decode.d1.loss_mask: 0.9437, decode.d1.loss_dice: 1.4640, decode.d2.loss_cls: 1.3630, decode.d2.loss_mask: 0.9337, decode.d2.loss_dice: 1.4000, decode.d3.loss_cls: 1.3385, decode.d3.loss_mask: 0.9274, decode.d3.loss_dice: 1.3877, decode.d4.loss_cls: 1.3276, decode.d4.loss_mask: 0.9254, decode.d4.loss_dice: 1.3846, decode.d5.loss_cls: 1.3161, decode.d5.loss_mask: 0.9316, decode.d5.loss_dice: 1.3856, decode.d6.loss_cls: 1.3056, decode.d6.loss_mask: 0.9225, decode.d6.loss_dice: 1.3837, decode.d7.loss_cls: 1.3005, decode.d7.loss_mask: 0.9360, decode.d7.loss_dice: 1.3916, decode.d8.loss_cls: 1.2932, decode.d8.loss_mask: 0.9365, decode.d8.loss_dice: 1.3904, loss: 38.1602, grad_norm: 85.0200 +2023-11-06 14:35:52,738 - mmseg - INFO - Iter [3050/160000] lr: 9.809e-05, eta: 20:29:29, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 1.3218, decode.loss_mask: 0.9580, decode.loss_dice: 1.4125, decode.d0.loss_cls: 2.4673, decode.d0.loss_mask: 0.9923, decode.d0.loss_dice: 1.6702, decode.d1.loss_cls: 1.5087, decode.d1.loss_mask: 0.9752, decode.d1.loss_dice: 1.4742, decode.d2.loss_cls: 1.3748, decode.d2.loss_mask: 0.9505, decode.d2.loss_dice: 1.4191, decode.d3.loss_cls: 1.3376, decode.d3.loss_mask: 0.9525, decode.d3.loss_dice: 1.3986, decode.d4.loss_cls: 1.3273, decode.d4.loss_mask: 0.9498, decode.d4.loss_dice: 1.4030, decode.d5.loss_cls: 1.3262, decode.d5.loss_mask: 0.9507, decode.d5.loss_dice: 1.3939, decode.d6.loss_cls: 1.3260, decode.d6.loss_mask: 0.9433, decode.d6.loss_dice: 1.3856, decode.d7.loss_cls: 1.3203, decode.d7.loss_mask: 0.9479, decode.d7.loss_dice: 1.3943, decode.d8.loss_cls: 1.3137, decode.d8.loss_mask: 0.9594, decode.d8.loss_dice: 1.4051, loss: 38.5600, grad_norm: 82.7661 +2023-11-06 14:36:15,851 - mmseg - INFO - Iter [3100/160000] lr: 9.806e-05, eta: 20:28:46, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 1.2994, decode.loss_mask: 0.9335, decode.loss_dice: 1.4059, decode.d0.loss_cls: 2.4093, decode.d0.loss_mask: 0.9758, decode.d0.loss_dice: 1.6761, decode.d1.loss_cls: 1.4890, decode.d1.loss_mask: 0.9489, decode.d1.loss_dice: 1.4742, decode.d2.loss_cls: 1.3527, decode.d2.loss_mask: 0.9418, decode.d2.loss_dice: 1.4182, decode.d3.loss_cls: 1.3205, decode.d3.loss_mask: 0.9316, decode.d3.loss_dice: 1.3974, decode.d4.loss_cls: 1.3136, decode.d4.loss_mask: 0.9348, decode.d4.loss_dice: 1.4073, decode.d5.loss_cls: 1.3033, decode.d5.loss_mask: 0.9347, decode.d5.loss_dice: 1.3967, decode.d6.loss_cls: 1.2925, decode.d6.loss_mask: 0.9367, decode.d6.loss_dice: 1.3873, decode.d7.loss_cls: 1.2944, decode.d7.loss_mask: 0.9330, decode.d7.loss_dice: 1.4046, decode.d8.loss_cls: 1.2987, decode.d8.loss_mask: 0.9357, decode.d8.loss_dice: 1.4106, loss: 38.1581, grad_norm: 81.2236 +2023-11-06 14:36:38,825 - mmseg - INFO - Iter [3150/160000] lr: 9.803e-05, eta: 20:27:57, time: 0.459, data_time: 0.014, memory: 39436, decode.loss_cls: 1.2709, decode.loss_mask: 0.9325, decode.loss_dice: 1.3838, decode.d0.loss_cls: 2.3727, decode.d0.loss_mask: 0.9752, decode.d0.loss_dice: 1.6446, decode.d1.loss_cls: 1.4567, decode.d1.loss_mask: 0.9450, decode.d1.loss_dice: 1.4604, decode.d2.loss_cls: 1.3215, decode.d2.loss_mask: 0.9237, decode.d2.loss_dice: 1.3939, decode.d3.loss_cls: 1.2915, decode.d3.loss_mask: 0.9321, decode.d3.loss_dice: 1.3745, decode.d4.loss_cls: 1.2776, decode.d4.loss_mask: 0.9294, decode.d4.loss_dice: 1.3826, decode.d5.loss_cls: 1.2695, decode.d5.loss_mask: 0.9349, decode.d5.loss_dice: 1.3848, decode.d6.loss_cls: 1.2699, decode.d6.loss_mask: 0.9296, decode.d6.loss_dice: 1.3801, decode.d7.loss_cls: 1.2692, decode.d7.loss_mask: 0.9244, decode.d7.loss_dice: 1.3910, decode.d8.loss_cls: 1.2730, decode.d8.loss_mask: 0.9264, decode.d8.loss_dice: 1.3906, loss: 37.6117, grad_norm: 84.2632 +2023-11-06 14:37:01,917 - mmseg - INFO - Iter [3200/160000] lr: 9.800e-05, eta: 20:27:14, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 1.3219, decode.loss_mask: 0.9217, decode.loss_dice: 1.3992, decode.d0.loss_cls: 2.4065, decode.d0.loss_mask: 0.9599, decode.d0.loss_dice: 1.6830, decode.d1.loss_cls: 1.5090, decode.d1.loss_mask: 0.9440, decode.d1.loss_dice: 1.4756, decode.d2.loss_cls: 1.3657, decode.d2.loss_mask: 0.9251, decode.d2.loss_dice: 1.4249, decode.d3.loss_cls: 1.3319, decode.d3.loss_mask: 0.9264, decode.d3.loss_dice: 1.3976, decode.d4.loss_cls: 1.3265, decode.d4.loss_mask: 0.9245, decode.d4.loss_dice: 1.4036, decode.d5.loss_cls: 1.3199, decode.d5.loss_mask: 0.9187, decode.d5.loss_dice: 1.3927, decode.d6.loss_cls: 1.3238, decode.d6.loss_mask: 0.9286, decode.d6.loss_dice: 1.3948, decode.d7.loss_cls: 1.3276, decode.d7.loss_mask: 0.9287, decode.d7.loss_dice: 1.3976, decode.d8.loss_cls: 1.3218, decode.d8.loss_mask: 0.9212, decode.d8.loss_dice: 1.3963, loss: 38.2190, grad_norm: 79.3395 +2023-11-06 14:37:25,051 - mmseg - INFO - Iter [3250/160000] lr: 9.797e-05, eta: 20:26:33, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 1.2491, decode.loss_mask: 0.9682, decode.loss_dice: 1.4217, decode.d0.loss_cls: 2.3188, decode.d0.loss_mask: 0.9992, decode.d0.loss_dice: 1.6789, decode.d1.loss_cls: 1.4440, decode.d1.loss_mask: 0.9732, decode.d1.loss_dice: 1.4938, decode.d2.loss_cls: 1.3065, decode.d2.loss_mask: 0.9534, decode.d2.loss_dice: 1.4288, decode.d3.loss_cls: 1.2740, decode.d3.loss_mask: 0.9548, decode.d3.loss_dice: 1.4119, decode.d4.loss_cls: 1.2681, decode.d4.loss_mask: 0.9504, decode.d4.loss_dice: 1.4223, decode.d5.loss_cls: 1.2620, decode.d5.loss_mask: 0.9525, decode.d5.loss_dice: 1.4241, decode.d6.loss_cls: 1.2555, decode.d6.loss_mask: 0.9553, decode.d6.loss_dice: 1.4139, decode.d7.loss_cls: 1.2476, decode.d7.loss_mask: 0.9596, decode.d7.loss_dice: 1.4299, decode.d8.loss_cls: 1.2525, decode.d8.loss_mask: 0.9623, decode.d8.loss_dice: 1.4248, loss: 38.0572, grad_norm: 85.6814 +2023-11-06 14:37:48,773 - mmseg - INFO - Iter [3300/160000] lr: 9.794e-05, eta: 20:26:22, time: 0.474, data_time: 0.013, memory: 39436, decode.loss_cls: 1.2593, decode.loss_mask: 0.9191, decode.loss_dice: 1.3564, decode.d0.loss_cls: 2.2833, decode.d0.loss_mask: 0.9658, decode.d0.loss_dice: 1.6110, decode.d1.loss_cls: 1.4390, decode.d1.loss_mask: 0.9516, decode.d1.loss_dice: 1.4297, decode.d2.loss_cls: 1.3126, decode.d2.loss_mask: 0.9296, decode.d2.loss_dice: 1.3798, decode.d3.loss_cls: 1.2763, decode.d3.loss_mask: 0.9302, decode.d3.loss_dice: 1.3618, decode.d4.loss_cls: 1.2690, decode.d4.loss_mask: 0.9312, decode.d4.loss_dice: 1.3584, decode.d5.loss_cls: 1.2618, decode.d5.loss_mask: 0.9215, decode.d5.loss_dice: 1.3562, decode.d6.loss_cls: 1.2624, decode.d6.loss_mask: 0.9193, decode.d6.loss_dice: 1.3437, decode.d7.loss_cls: 1.2608, decode.d7.loss_mask: 0.9215, decode.d7.loss_dice: 1.3512, decode.d8.loss_cls: 1.2558, decode.d8.loss_mask: 0.9237, decode.d8.loss_dice: 1.3521, loss: 37.0941, grad_norm: 89.8350 +2023-11-06 14:38:13,091 - mmseg - INFO - Iter [3350/160000] lr: 9.791e-05, eta: 20:26:37, time: 0.486, data_time: 0.014, memory: 39436, decode.loss_cls: 1.2702, decode.loss_mask: 0.9420, decode.loss_dice: 1.4059, decode.d0.loss_cls: 2.3176, decode.d0.loss_mask: 0.9995, decode.d0.loss_dice: 1.6820, decode.d1.loss_cls: 1.4505, decode.d1.loss_mask: 0.9871, decode.d1.loss_dice: 1.4887, decode.d2.loss_cls: 1.3266, decode.d2.loss_mask: 0.9547, decode.d2.loss_dice: 1.4274, decode.d3.loss_cls: 1.2889, decode.d3.loss_mask: 0.9503, decode.d3.loss_dice: 1.4140, decode.d4.loss_cls: 1.2912, decode.d4.loss_mask: 0.9466, decode.d4.loss_dice: 1.4149, decode.d5.loss_cls: 1.2712, decode.d5.loss_mask: 0.9450, decode.d5.loss_dice: 1.4179, decode.d6.loss_cls: 1.2712, decode.d6.loss_mask: 0.9548, decode.d6.loss_dice: 1.4070, decode.d7.loss_cls: 1.2575, decode.d7.loss_mask: 0.9591, decode.d7.loss_dice: 1.4148, decode.d8.loss_cls: 1.2643, decode.d8.loss_mask: 0.9469, decode.d8.loss_dice: 1.4174, loss: 38.0852, grad_norm: 82.9444 +2023-11-06 14:38:40,715 - mmseg - INFO - Iter [3400/160000] lr: 9.788e-05, eta: 20:29:24, time: 0.552, data_time: 0.013, memory: 39436, decode.loss_cls: 1.3046, decode.loss_mask: 0.9309, decode.loss_dice: 1.4040, decode.d0.loss_cls: 2.3133, decode.d0.loss_mask: 0.9708, decode.d0.loss_dice: 1.6723, decode.d1.loss_cls: 1.4901, decode.d1.loss_mask: 0.9521, decode.d1.loss_dice: 1.4981, decode.d2.loss_cls: 1.3550, decode.d2.loss_mask: 0.9399, decode.d2.loss_dice: 1.4350, decode.d3.loss_cls: 1.3213, decode.d3.loss_mask: 0.9333, decode.d3.loss_dice: 1.4128, decode.d4.loss_cls: 1.3151, decode.d4.loss_mask: 0.9318, decode.d4.loss_dice: 1.4146, decode.d5.loss_cls: 1.2989, decode.d5.loss_mask: 0.9317, decode.d5.loss_dice: 1.4126, decode.d6.loss_cls: 1.2968, decode.d6.loss_mask: 0.9252, decode.d6.loss_dice: 1.4007, decode.d7.loss_cls: 1.2850, decode.d7.loss_mask: 0.9292, decode.d7.loss_dice: 1.4042, decode.d8.loss_cls: 1.3002, decode.d8.loss_mask: 0.9335, decode.d8.loss_dice: 1.4131, loss: 38.1262, grad_norm: 85.4707 +2023-11-06 14:39:03,832 - mmseg - INFO - Iter [3450/160000] lr: 9.784e-05, eta: 20:28:41, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 1.2840, decode.loss_mask: 0.9528, decode.loss_dice: 1.4070, decode.d0.loss_cls: 2.2643, decode.d0.loss_mask: 0.9885, decode.d0.loss_dice: 1.6590, decode.d1.loss_cls: 1.4818, decode.d1.loss_mask: 0.9688, decode.d1.loss_dice: 1.4735, decode.d2.loss_cls: 1.3379, decode.d2.loss_mask: 0.9532, decode.d2.loss_dice: 1.4123, decode.d3.loss_cls: 1.3123, decode.d3.loss_mask: 0.9406, decode.d3.loss_dice: 1.3959, decode.d4.loss_cls: 1.3035, decode.d4.loss_mask: 0.9425, decode.d4.loss_dice: 1.4011, decode.d5.loss_cls: 1.2941, decode.d5.loss_mask: 0.9407, decode.d5.loss_dice: 1.4099, decode.d6.loss_cls: 1.2835, decode.d6.loss_mask: 0.9477, decode.d6.loss_dice: 1.4047, decode.d7.loss_cls: 1.2811, decode.d7.loss_mask: 0.9453, decode.d7.loss_dice: 1.4142, decode.d8.loss_cls: 1.2794, decode.d8.loss_mask: 0.9490, decode.d8.loss_dice: 1.4127, loss: 38.0412, grad_norm: 84.1806 +2023-11-06 14:39:27,134 - mmseg - INFO - Iter [3500/160000] lr: 9.781e-05, eta: 20:28:07, time: 0.466, data_time: 0.014, memory: 39436, decode.loss_cls: 1.2431, decode.loss_mask: 0.9333, decode.loss_dice: 1.3962, decode.d0.loss_cls: 2.2610, decode.d0.loss_mask: 0.9731, decode.d0.loss_dice: 1.6445, decode.d1.loss_cls: 1.4314, decode.d1.loss_mask: 0.9542, decode.d1.loss_dice: 1.4719, decode.d2.loss_cls: 1.3055, decode.d2.loss_mask: 0.9255, decode.d2.loss_dice: 1.4076, decode.d3.loss_cls: 1.2739, decode.d3.loss_mask: 0.9249, decode.d3.loss_dice: 1.3815, decode.d4.loss_cls: 1.2642, decode.d4.loss_mask: 0.9290, decode.d4.loss_dice: 1.3953, decode.d5.loss_cls: 1.2560, decode.d5.loss_mask: 0.9266, decode.d5.loss_dice: 1.3876, decode.d6.loss_cls: 1.2536, decode.d6.loss_mask: 0.9339, decode.d6.loss_dice: 1.3848, decode.d7.loss_cls: 1.2501, decode.d7.loss_mask: 0.9282, decode.d7.loss_dice: 1.3969, decode.d8.loss_cls: 1.2522, decode.d8.loss_mask: 0.9321, decode.d8.loss_dice: 1.3909, loss: 37.4090, grad_norm: 80.9711 +2023-11-06 14:39:50,333 - mmseg - INFO - Iter [3550/160000] lr: 9.778e-05, eta: 20:27:28, time: 0.464, data_time: 0.014, memory: 39436, decode.loss_cls: 1.2412, decode.loss_mask: 0.9150, decode.loss_dice: 1.3759, decode.d0.loss_cls: 2.2236, decode.d0.loss_mask: 0.9595, decode.d0.loss_dice: 1.6169, decode.d1.loss_cls: 1.4199, decode.d1.loss_mask: 0.9347, decode.d1.loss_dice: 1.4508, decode.d2.loss_cls: 1.2793, decode.d2.loss_mask: 0.9200, decode.d2.loss_dice: 1.3858, decode.d3.loss_cls: 1.2474, decode.d3.loss_mask: 0.9132, decode.d3.loss_dice: 1.3734, decode.d4.loss_cls: 1.2415, decode.d4.loss_mask: 0.9117, decode.d4.loss_dice: 1.3771, decode.d5.loss_cls: 1.2352, decode.d5.loss_mask: 0.9168, decode.d5.loss_dice: 1.3745, decode.d6.loss_cls: 1.2378, decode.d6.loss_mask: 0.9125, decode.d6.loss_dice: 1.3663, decode.d7.loss_cls: 1.2387, decode.d7.loss_mask: 0.9199, decode.d7.loss_dice: 1.3750, decode.d8.loss_cls: 1.2381, decode.d8.loss_mask: 0.9177, decode.d8.loss_dice: 1.3749, loss: 36.8942, grad_norm: 78.6163 +2023-11-06 14:40:13,416 - mmseg - INFO - Iter [3600/160000] lr: 9.775e-05, eta: 20:26:45, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 1.2297, decode.loss_mask: 0.9017, decode.loss_dice: 1.3744, decode.d0.loss_cls: 2.1862, decode.d0.loss_mask: 0.9534, decode.d0.loss_dice: 1.6181, decode.d1.loss_cls: 1.4086, decode.d1.loss_mask: 0.9203, decode.d1.loss_dice: 1.4483, decode.d2.loss_cls: 1.2782, decode.d2.loss_mask: 0.9133, decode.d2.loss_dice: 1.3917, decode.d3.loss_cls: 1.2604, decode.d3.loss_mask: 0.9053, decode.d3.loss_dice: 1.3813, decode.d4.loss_cls: 1.2450, decode.d4.loss_mask: 0.9124, decode.d4.loss_dice: 1.3896, decode.d5.loss_cls: 1.2321, decode.d5.loss_mask: 0.9071, decode.d5.loss_dice: 1.3837, decode.d6.loss_cls: 1.2313, decode.d6.loss_mask: 0.8972, decode.d6.loss_dice: 1.3679, decode.d7.loss_cls: 1.2243, decode.d7.loss_mask: 0.8971, decode.d7.loss_dice: 1.3774, decode.d8.loss_cls: 1.2241, decode.d8.loss_mask: 0.9017, decode.d8.loss_dice: 1.3732, loss: 36.7351, grad_norm: 79.0070 +2023-11-06 14:40:36,449 - mmseg - INFO - Iter [3650/160000] lr: 9.772e-05, eta: 20:26:00, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 1.2729, decode.loss_mask: 0.9515, decode.loss_dice: 1.3921, decode.d0.loss_cls: 2.2212, decode.d0.loss_mask: 0.9935, decode.d0.loss_dice: 1.6552, decode.d1.loss_cls: 1.4664, decode.d1.loss_mask: 0.9666, decode.d1.loss_dice: 1.4757, decode.d2.loss_cls: 1.3393, decode.d2.loss_mask: 0.9530, decode.d2.loss_dice: 1.4173, decode.d3.loss_cls: 1.3070, decode.d3.loss_mask: 0.9483, decode.d3.loss_dice: 1.3971, decode.d4.loss_cls: 1.2884, decode.d4.loss_mask: 0.9521, decode.d4.loss_dice: 1.4009, decode.d5.loss_cls: 1.2855, decode.d5.loss_mask: 0.9453, decode.d5.loss_dice: 1.3981, decode.d6.loss_cls: 1.2861, decode.d6.loss_mask: 0.9489, decode.d6.loss_dice: 1.3916, decode.d7.loss_cls: 1.2896, decode.d7.loss_mask: 0.9491, decode.d7.loss_dice: 1.4044, decode.d8.loss_cls: 1.2754, decode.d8.loss_mask: 0.9501, decode.d8.loss_dice: 1.3992, loss: 37.9219, grad_norm: 89.4937 +2023-11-06 14:40:59,797 - mmseg - INFO - Iter [3700/160000] lr: 9.769e-05, eta: 20:25:29, time: 0.467, data_time: 0.014, memory: 39436, decode.loss_cls: 1.2164, decode.loss_mask: 0.9187, decode.loss_dice: 1.3602, decode.d0.loss_cls: 2.1747, decode.d0.loss_mask: 0.9646, decode.d0.loss_dice: 1.6012, decode.d1.loss_cls: 1.3971, decode.d1.loss_mask: 0.9386, decode.d1.loss_dice: 1.4197, decode.d2.loss_cls: 1.2608, decode.d2.loss_mask: 0.9156, decode.d2.loss_dice: 1.3701, decode.d3.loss_cls: 1.2400, decode.d3.loss_mask: 0.9089, decode.d3.loss_dice: 1.3438, decode.d4.loss_cls: 1.2319, decode.d4.loss_mask: 0.9070, decode.d4.loss_dice: 1.3496, decode.d5.loss_cls: 1.2346, decode.d5.loss_mask: 0.9049, decode.d5.loss_dice: 1.3538, decode.d6.loss_cls: 1.2212, decode.d6.loss_mask: 0.9110, decode.d6.loss_dice: 1.3426, decode.d7.loss_cls: 1.2208, decode.d7.loss_mask: 0.9145, decode.d7.loss_dice: 1.3508, decode.d8.loss_cls: 1.2173, decode.d8.loss_mask: 0.9179, decode.d8.loss_dice: 1.3613, loss: 36.4693, grad_norm: 79.8673 +2023-11-06 14:41:23,193 - mmseg - INFO - Iter [3750/160000] lr: 9.766e-05, eta: 20:25:00, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 1.2103, decode.loss_mask: 0.9284, decode.loss_dice: 1.3603, decode.d0.loss_cls: 2.1625, decode.d0.loss_mask: 0.9601, decode.d0.loss_dice: 1.5994, decode.d1.loss_cls: 1.4017, decode.d1.loss_mask: 0.9512, decode.d1.loss_dice: 1.4448, decode.d2.loss_cls: 1.2673, decode.d2.loss_mask: 0.9346, decode.d2.loss_dice: 1.3806, decode.d3.loss_cls: 1.2322, decode.d3.loss_mask: 0.9230, decode.d3.loss_dice: 1.3517, decode.d4.loss_cls: 1.2326, decode.d4.loss_mask: 0.9215, decode.d4.loss_dice: 1.3510, decode.d5.loss_cls: 1.2295, decode.d5.loss_mask: 0.9164, decode.d5.loss_dice: 1.3513, decode.d6.loss_cls: 1.2193, decode.d6.loss_mask: 0.9219, decode.d6.loss_dice: 1.3392, decode.d7.loss_cls: 1.2167, decode.d7.loss_mask: 0.9178, decode.d7.loss_dice: 1.3510, decode.d8.loss_cls: 1.2185, decode.d8.loss_mask: 0.9266, decode.d8.loss_dice: 1.3523, loss: 36.5737, grad_norm: 82.7278 +2023-11-06 14:41:48,563 - mmseg - INFO - Iter [3800/160000] lr: 9.763e-05, eta: 20:25:52, time: 0.507, data_time: 0.059, memory: 39436, decode.loss_cls: 1.1731, decode.loss_mask: 0.9173, decode.loss_dice: 1.3719, decode.d0.loss_cls: 2.0899, decode.d0.loss_mask: 0.9653, decode.d0.loss_dice: 1.6213, decode.d1.loss_cls: 1.3492, decode.d1.loss_mask: 0.9338, decode.d1.loss_dice: 1.4590, decode.d2.loss_cls: 1.2099, decode.d2.loss_mask: 0.9204, decode.d2.loss_dice: 1.4031, decode.d3.loss_cls: 1.1902, decode.d3.loss_mask: 0.9105, decode.d3.loss_dice: 1.3765, decode.d4.loss_cls: 1.1862, decode.d4.loss_mask: 0.9144, decode.d4.loss_dice: 1.3842, decode.d5.loss_cls: 1.1880, decode.d5.loss_mask: 0.9124, decode.d5.loss_dice: 1.3761, decode.d6.loss_cls: 1.1734, decode.d6.loss_mask: 0.9079, decode.d6.loss_dice: 1.3670, decode.d7.loss_cls: 1.1708, decode.d7.loss_mask: 0.9171, decode.d7.loss_dice: 1.3801, decode.d8.loss_cls: 1.1764, decode.d8.loss_mask: 0.9162, decode.d8.loss_dice: 1.3717, loss: 36.2335, grad_norm: 84.3108 +2023-11-06 14:42:11,694 - mmseg - INFO - Iter [3850/160000] lr: 9.759e-05, eta: 20:25:12, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 1.1898, decode.loss_mask: 0.8942, decode.loss_dice: 1.3158, decode.d0.loss_cls: 2.1170, decode.d0.loss_mask: 0.9446, decode.d0.loss_dice: 1.5743, decode.d1.loss_cls: 1.3579, decode.d1.loss_mask: 0.9317, decode.d1.loss_dice: 1.4145, decode.d2.loss_cls: 1.2398, decode.d2.loss_mask: 0.9035, decode.d2.loss_dice: 1.3345, decode.d3.loss_cls: 1.2005, decode.d3.loss_mask: 0.9056, decode.d3.loss_dice: 1.3115, decode.d4.loss_cls: 1.1985, decode.d4.loss_mask: 0.9027, decode.d4.loss_dice: 1.3136, decode.d5.loss_cls: 1.1892, decode.d5.loss_mask: 0.9050, decode.d5.loss_dice: 1.3160, decode.d6.loss_cls: 1.1821, decode.d6.loss_mask: 0.9019, decode.d6.loss_dice: 1.3190, decode.d7.loss_cls: 1.1845, decode.d7.loss_mask: 0.9003, decode.d7.loss_dice: 1.3222, decode.d8.loss_cls: 1.1823, decode.d8.loss_mask: 0.9011, decode.d8.loss_dice: 1.3184, loss: 35.6723, grad_norm: 82.0454 +2023-11-06 14:42:34,790 - mmseg - INFO - Iter [3900/160000] lr: 9.756e-05, eta: 20:24:31, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 1.2075, decode.loss_mask: 0.8912, decode.loss_dice: 1.3240, decode.d0.loss_cls: 2.1335, decode.d0.loss_mask: 0.9346, decode.d0.loss_dice: 1.5743, decode.d1.loss_cls: 1.3796, decode.d1.loss_mask: 0.9184, decode.d1.loss_dice: 1.4118, decode.d2.loss_cls: 1.2568, decode.d2.loss_mask: 0.8994, decode.d2.loss_dice: 1.3414, decode.d3.loss_cls: 1.2194, decode.d3.loss_mask: 0.8989, decode.d3.loss_dice: 1.3358, decode.d4.loss_cls: 1.2084, decode.d4.loss_mask: 0.8969, decode.d4.loss_dice: 1.3397, decode.d5.loss_cls: 1.2022, decode.d5.loss_mask: 0.8994, decode.d5.loss_dice: 1.3275, decode.d6.loss_cls: 1.1960, decode.d6.loss_mask: 0.8951, decode.d6.loss_dice: 1.3237, decode.d7.loss_cls: 1.1966, decode.d7.loss_mask: 0.8927, decode.d7.loss_dice: 1.3290, decode.d8.loss_cls: 1.1964, decode.d8.loss_mask: 0.8917, decode.d8.loss_dice: 1.3246, loss: 35.8463, grad_norm: 78.8118 +2023-11-06 14:42:57,853 - mmseg - INFO - Iter [3950/160000] lr: 9.753e-05, eta: 20:23:49, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 1.1745, decode.loss_mask: 0.8838, decode.loss_dice: 1.2953, decode.d0.loss_cls: 2.0875, decode.d0.loss_mask: 0.9386, decode.d0.loss_dice: 1.5566, decode.d1.loss_cls: 1.3534, decode.d1.loss_mask: 0.9106, decode.d1.loss_dice: 1.3883, decode.d2.loss_cls: 1.2190, decode.d2.loss_mask: 0.8899, decode.d2.loss_dice: 1.3271, decode.d3.loss_cls: 1.1928, decode.d3.loss_mask: 0.8896, decode.d3.loss_dice: 1.3038, decode.d4.loss_cls: 1.1811, decode.d4.loss_mask: 0.8875, decode.d4.loss_dice: 1.3038, decode.d5.loss_cls: 1.1686, decode.d5.loss_mask: 0.8825, decode.d5.loss_dice: 1.3041, decode.d6.loss_cls: 1.1693, decode.d6.loss_mask: 0.8846, decode.d6.loss_dice: 1.2962, decode.d7.loss_cls: 1.1624, decode.d7.loss_mask: 0.8824, decode.d7.loss_dice: 1.2982, decode.d8.loss_cls: 1.1674, decode.d8.loss_mask: 0.8864, decode.d8.loss_dice: 1.2954, loss: 35.1807, grad_norm: 84.2775 +2023-11-06 14:43:20,840 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 14:43:20,840 - mmseg - INFO - Iter [4000/160000] lr: 9.750e-05, eta: 20:23:04, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 1.1674, decode.loss_mask: 0.9331, decode.loss_dice: 1.3567, decode.d0.loss_cls: 2.0876, decode.d0.loss_mask: 0.9689, decode.d0.loss_dice: 1.6009, decode.d1.loss_cls: 1.3593, decode.d1.loss_mask: 0.9484, decode.d1.loss_dice: 1.4375, decode.d2.loss_cls: 1.2320, decode.d2.loss_mask: 0.9223, decode.d2.loss_dice: 1.3681, decode.d3.loss_cls: 1.1978, decode.d3.loss_mask: 0.9227, decode.d3.loss_dice: 1.3474, decode.d4.loss_cls: 1.1954, decode.d4.loss_mask: 0.9163, decode.d4.loss_dice: 1.3590, decode.d5.loss_cls: 1.1880, decode.d5.loss_mask: 0.9201, decode.d5.loss_dice: 1.3658, decode.d6.loss_cls: 1.1864, decode.d6.loss_mask: 0.9268, decode.d6.loss_dice: 1.3553, decode.d7.loss_cls: 1.1777, decode.d7.loss_mask: 0.9299, decode.d7.loss_dice: 1.3678, decode.d8.loss_cls: 1.1757, decode.d8.loss_mask: 0.9370, decode.d8.loss_dice: 1.3667, loss: 36.2180, grad_norm: 85.7333 +2023-11-06 14:43:44,057 - mmseg - INFO - Iter [4050/160000] lr: 9.747e-05, eta: 20:22:29, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 1.1577, decode.loss_mask: 0.8853, decode.loss_dice: 1.2880, decode.d0.loss_cls: 2.0797, decode.d0.loss_mask: 0.9239, decode.d0.loss_dice: 1.5250, decode.d1.loss_cls: 1.3288, decode.d1.loss_mask: 0.9046, decode.d1.loss_dice: 1.3576, decode.d2.loss_cls: 1.2147, decode.d2.loss_mask: 0.8869, decode.d2.loss_dice: 1.2997, decode.d3.loss_cls: 1.1861, decode.d3.loss_mask: 0.8824, decode.d3.loss_dice: 1.2816, decode.d4.loss_cls: 1.1713, decode.d4.loss_mask: 0.8841, decode.d4.loss_dice: 1.2899, decode.d5.loss_cls: 1.1563, decode.d5.loss_mask: 0.8832, decode.d5.loss_dice: 1.2907, decode.d6.loss_cls: 1.1553, decode.d6.loss_mask: 0.8866, decode.d6.loss_dice: 1.2802, decode.d7.loss_cls: 1.1555, decode.d7.loss_mask: 0.8838, decode.d7.loss_dice: 1.2866, decode.d8.loss_cls: 1.1593, decode.d8.loss_mask: 0.8887, decode.d8.loss_dice: 1.2909, loss: 34.8644, grad_norm: 77.3153 +2023-11-06 14:44:07,432 - mmseg - INFO - Iter [4100/160000] lr: 9.744e-05, eta: 20:22:00, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 1.1319, decode.loss_mask: 0.9078, decode.loss_dice: 1.3172, decode.d0.loss_cls: 2.0636, decode.d0.loss_mask: 0.9554, decode.d0.loss_dice: 1.5471, decode.d1.loss_cls: 1.3104, decode.d1.loss_mask: 0.9193, decode.d1.loss_dice: 1.3787, decode.d2.loss_cls: 1.1715, decode.d2.loss_mask: 0.9082, decode.d2.loss_dice: 1.3175, decode.d3.loss_cls: 1.1479, decode.d3.loss_mask: 0.9054, decode.d3.loss_dice: 1.3062, decode.d4.loss_cls: 1.1393, decode.d4.loss_mask: 0.9123, decode.d4.loss_dice: 1.3107, decode.d5.loss_cls: 1.1445, decode.d5.loss_mask: 0.9138, decode.d5.loss_dice: 1.3093, decode.d6.loss_cls: 1.1352, decode.d6.loss_mask: 0.9148, decode.d6.loss_dice: 1.3066, decode.d7.loss_cls: 1.1358, decode.d7.loss_mask: 0.9090, decode.d7.loss_dice: 1.3085, decode.d8.loss_cls: 1.1324, decode.d8.loss_mask: 0.9107, decode.d8.loss_dice: 1.3086, loss: 35.0794, grad_norm: 82.6017 +2023-11-06 14:44:30,886 - mmseg - INFO - Iter [4150/160000] lr: 9.741e-05, eta: 20:21:34, time: 0.469, data_time: 0.014, memory: 39436, decode.loss_cls: 1.1575, decode.loss_mask: 0.8887, decode.loss_dice: 1.3329, decode.d0.loss_cls: 2.0685, decode.d0.loss_mask: 0.9318, decode.d0.loss_dice: 1.5790, decode.d1.loss_cls: 1.3448, decode.d1.loss_mask: 0.9050, decode.d1.loss_dice: 1.4184, decode.d2.loss_cls: 1.2088, decode.d2.loss_mask: 0.8890, decode.d2.loss_dice: 1.3500, decode.d3.loss_cls: 1.1707, decode.d3.loss_mask: 0.8871, decode.d3.loss_dice: 1.3419, decode.d4.loss_cls: 1.1704, decode.d4.loss_mask: 0.8871, decode.d4.loss_dice: 1.3387, decode.d5.loss_cls: 1.1641, decode.d5.loss_mask: 0.8869, decode.d5.loss_dice: 1.3300, decode.d6.loss_cls: 1.1599, decode.d6.loss_mask: 0.8908, decode.d6.loss_dice: 1.3223, decode.d7.loss_cls: 1.1521, decode.d7.loss_mask: 0.8911, decode.d7.loss_dice: 1.3351, decode.d8.loss_cls: 1.1626, decode.d8.loss_mask: 0.8876, decode.d8.loss_dice: 1.3306, loss: 35.3832, grad_norm: 85.3350 +2023-11-06 14:44:53,961 - mmseg - INFO - Iter [4200/160000] lr: 9.738e-05, eta: 20:20:54, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 1.1534, decode.loss_mask: 0.9083, decode.loss_dice: 1.3018, decode.d0.loss_cls: 2.0465, decode.d0.loss_mask: 0.9542, decode.d0.loss_dice: 1.5593, decode.d1.loss_cls: 1.3230, decode.d1.loss_mask: 0.9327, decode.d1.loss_dice: 1.3822, decode.d2.loss_cls: 1.1940, decode.d2.loss_mask: 0.9160, decode.d2.loss_dice: 1.3369, decode.d3.loss_cls: 1.1546, decode.d3.loss_mask: 0.9183, decode.d3.loss_dice: 1.3188, decode.d4.loss_cls: 1.1537, decode.d4.loss_mask: 0.9193, decode.d4.loss_dice: 1.3185, decode.d5.loss_cls: 1.1582, decode.d5.loss_mask: 0.9153, decode.d5.loss_dice: 1.3124, decode.d6.loss_cls: 1.1451, decode.d6.loss_mask: 0.9098, decode.d6.loss_dice: 1.3036, decode.d7.loss_cls: 1.1378, decode.d7.loss_mask: 0.9145, decode.d7.loss_dice: 1.3146, decode.d8.loss_cls: 1.1414, decode.d8.loss_mask: 0.9147, decode.d8.loss_dice: 1.3156, loss: 35.2744, grad_norm: 79.6201 +2023-11-06 14:45:17,322 - mmseg - INFO - Iter [4250/160000] lr: 9.734e-05, eta: 20:20:25, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 1.1685, decode.loss_mask: 0.9142, decode.loss_dice: 1.3425, decode.d0.loss_cls: 2.0711, decode.d0.loss_mask: 0.9566, decode.d0.loss_dice: 1.5892, decode.d1.loss_cls: 1.3346, decode.d1.loss_mask: 0.9402, decode.d1.loss_dice: 1.4217, decode.d2.loss_cls: 1.2004, decode.d2.loss_mask: 0.9207, decode.d2.loss_dice: 1.3684, decode.d3.loss_cls: 1.1756, decode.d3.loss_mask: 0.9159, decode.d3.loss_dice: 1.3441, decode.d4.loss_cls: 1.1691, decode.d4.loss_mask: 0.9158, decode.d4.loss_dice: 1.3538, decode.d5.loss_cls: 1.1533, decode.d5.loss_mask: 0.9210, decode.d5.loss_dice: 1.3545, decode.d6.loss_cls: 1.1567, decode.d6.loss_mask: 0.9156, decode.d6.loss_dice: 1.3397, decode.d7.loss_cls: 1.1617, decode.d7.loss_mask: 0.9164, decode.d7.loss_dice: 1.3445, decode.d8.loss_cls: 1.1640, decode.d8.loss_mask: 0.9169, decode.d8.loss_dice: 1.3452, loss: 35.7918, grad_norm: 80.5558 +2023-11-06 14:45:40,962 - mmseg - INFO - Iter [4300/160000] lr: 9.731e-05, eta: 20:20:06, time: 0.473, data_time: 0.013, memory: 39436, decode.loss_cls: 1.1368, decode.loss_mask: 0.8839, decode.loss_dice: 1.3355, decode.d0.loss_cls: 2.0385, decode.d0.loss_mask: 0.9242, decode.d0.loss_dice: 1.5694, decode.d1.loss_cls: 1.3243, decode.d1.loss_mask: 0.8973, decode.d1.loss_dice: 1.4142, decode.d2.loss_cls: 1.1869, decode.d2.loss_mask: 0.8830, decode.d2.loss_dice: 1.3484, decode.d3.loss_cls: 1.1469, decode.d3.loss_mask: 0.8854, decode.d3.loss_dice: 1.3371, decode.d4.loss_cls: 1.1469, decode.d4.loss_mask: 0.8833, decode.d4.loss_dice: 1.3366, decode.d5.loss_cls: 1.1452, decode.d5.loss_mask: 0.8858, decode.d5.loss_dice: 1.3354, decode.d6.loss_cls: 1.1348, decode.d6.loss_mask: 0.8827, decode.d6.loss_dice: 1.3250, decode.d7.loss_cls: 1.1319, decode.d7.loss_mask: 0.8905, decode.d7.loss_dice: 1.3330, decode.d8.loss_cls: 1.1369, decode.d8.loss_mask: 0.8884, decode.d8.loss_dice: 1.3358, loss: 35.1041, grad_norm: 79.3446 +2023-11-06 14:46:04,308 - mmseg - INFO - Iter [4350/160000] lr: 9.728e-05, eta: 20:19:37, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 1.1642, decode.loss_mask: 0.9173, decode.loss_dice: 1.3346, decode.d0.loss_cls: 2.0742, decode.d0.loss_mask: 0.9564, decode.d0.loss_dice: 1.5872, decode.d1.loss_cls: 1.3695, decode.d1.loss_mask: 0.9258, decode.d1.loss_dice: 1.4203, decode.d2.loss_cls: 1.2182, decode.d2.loss_mask: 0.9184, decode.d2.loss_dice: 1.3631, decode.d3.loss_cls: 1.1880, decode.d3.loss_mask: 0.9042, decode.d3.loss_dice: 1.3432, decode.d4.loss_cls: 1.1857, decode.d4.loss_mask: 0.9049, decode.d4.loss_dice: 1.3474, decode.d5.loss_cls: 1.1780, decode.d5.loss_mask: 0.9136, decode.d5.loss_dice: 1.3390, decode.d6.loss_cls: 1.1681, decode.d6.loss_mask: 0.9073, decode.d6.loss_dice: 1.3391, decode.d7.loss_cls: 1.1636, decode.d7.loss_mask: 0.9114, decode.d7.loss_dice: 1.3426, decode.d8.loss_cls: 1.1683, decode.d8.loss_mask: 0.9123, decode.d8.loss_dice: 1.3460, loss: 35.8120, grad_norm: 76.3941 +2023-11-06 14:46:29,592 - mmseg - INFO - Iter [4400/160000] lr: 9.725e-05, eta: 20:20:17, time: 0.506, data_time: 0.013, memory: 39436, decode.loss_cls: 1.1372, decode.loss_mask: 0.9220, decode.loss_dice: 1.3392, decode.d0.loss_cls: 1.9987, decode.d0.loss_mask: 0.9723, decode.d0.loss_dice: 1.5714, decode.d1.loss_cls: 1.3012, decode.d1.loss_mask: 0.9463, decode.d1.loss_dice: 1.4151, decode.d2.loss_cls: 1.1705, decode.d2.loss_mask: 0.9265, decode.d2.loss_dice: 1.3663, decode.d3.loss_cls: 1.1449, decode.d3.loss_mask: 0.9264, decode.d3.loss_dice: 1.3380, decode.d4.loss_cls: 1.1433, decode.d4.loss_mask: 0.9204, decode.d4.loss_dice: 1.3517, decode.d5.loss_cls: 1.1363, decode.d5.loss_mask: 0.9317, decode.d5.loss_dice: 1.3471, decode.d6.loss_cls: 1.1352, decode.d6.loss_mask: 0.9228, decode.d6.loss_dice: 1.3261, decode.d7.loss_cls: 1.1338, decode.d7.loss_mask: 0.9210, decode.d7.loss_dice: 1.3405, decode.d8.loss_cls: 1.1337, decode.d8.loss_mask: 0.9248, decode.d8.loss_dice: 1.3387, loss: 35.4832, grad_norm: 84.1917 +2023-11-06 14:46:52,765 - mmseg - INFO - Iter [4450/160000] lr: 9.722e-05, eta: 20:19:41, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 1.1420, decode.loss_mask: 0.8938, decode.loss_dice: 1.2874, decode.d0.loss_cls: 2.0276, decode.d0.loss_mask: 0.9426, decode.d0.loss_dice: 1.5564, decode.d1.loss_cls: 1.3096, decode.d1.loss_mask: 0.9159, decode.d1.loss_dice: 1.3702, decode.d2.loss_cls: 1.1763, decode.d2.loss_mask: 0.8947, decode.d2.loss_dice: 1.3350, decode.d3.loss_cls: 1.1478, decode.d3.loss_mask: 0.8943, decode.d3.loss_dice: 1.2998, decode.d4.loss_cls: 1.1496, decode.d4.loss_mask: 0.8942, decode.d4.loss_dice: 1.2957, decode.d5.loss_cls: 1.1450, decode.d5.loss_mask: 0.8933, decode.d5.loss_dice: 1.2923, decode.d6.loss_cls: 1.1389, decode.d6.loss_mask: 0.8918, decode.d6.loss_dice: 1.2803, decode.d7.loss_cls: 1.1376, decode.d7.loss_mask: 0.8939, decode.d7.loss_dice: 1.2872, decode.d8.loss_cls: 1.1342, decode.d8.loss_mask: 0.8897, decode.d8.loss_dice: 1.2846, loss: 34.8017, grad_norm: 75.4286 +2023-11-06 14:47:16,069 - mmseg - INFO - Iter [4500/160000] lr: 9.719e-05, eta: 20:19:10, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 1.1668, decode.loss_mask: 0.8966, decode.loss_dice: 1.3474, decode.d0.loss_cls: 2.0262, decode.d0.loss_mask: 0.9413, decode.d0.loss_dice: 1.5786, decode.d1.loss_cls: 1.3151, decode.d1.loss_mask: 0.9197, decode.d1.loss_dice: 1.4281, decode.d2.loss_cls: 1.2047, decode.d2.loss_mask: 0.9079, decode.d2.loss_dice: 1.3641, decode.d3.loss_cls: 1.1822, decode.d3.loss_mask: 0.8994, decode.d3.loss_dice: 1.3477, decode.d4.loss_cls: 1.1726, decode.d4.loss_mask: 0.8981, decode.d4.loss_dice: 1.3492, decode.d5.loss_cls: 1.1678, decode.d5.loss_mask: 0.8958, decode.d5.loss_dice: 1.3459, decode.d6.loss_cls: 1.1601, decode.d6.loss_mask: 0.8946, decode.d6.loss_dice: 1.3360, decode.d7.loss_cls: 1.1576, decode.d7.loss_mask: 0.8994, decode.d7.loss_dice: 1.3493, decode.d8.loss_cls: 1.1601, decode.d8.loss_mask: 0.9024, decode.d8.loss_dice: 1.3489, loss: 35.5632, grad_norm: 81.7469 +2023-11-06 14:47:39,503 - mmseg - INFO - Iter [4550/160000] lr: 9.716e-05, eta: 20:18:43, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 1.1703, decode.loss_mask: 0.9060, decode.loss_dice: 1.3379, decode.d0.loss_cls: 2.0563, decode.d0.loss_mask: 0.9553, decode.d0.loss_dice: 1.5720, decode.d1.loss_cls: 1.3341, decode.d1.loss_mask: 0.9398, decode.d1.loss_dice: 1.4160, decode.d2.loss_cls: 1.1987, decode.d2.loss_mask: 0.9194, decode.d2.loss_dice: 1.3662, decode.d3.loss_cls: 1.1793, decode.d3.loss_mask: 0.9149, decode.d3.loss_dice: 1.3398, decode.d4.loss_cls: 1.1822, decode.d4.loss_mask: 0.9103, decode.d4.loss_dice: 1.3356, decode.d5.loss_cls: 1.1773, decode.d5.loss_mask: 0.9044, decode.d5.loss_dice: 1.3319, decode.d6.loss_cls: 1.1770, decode.d6.loss_mask: 0.9020, decode.d6.loss_dice: 1.3297, decode.d7.loss_cls: 1.1679, decode.d7.loss_mask: 0.9099, decode.d7.loss_dice: 1.3350, decode.d8.loss_cls: 1.1622, decode.d8.loss_mask: 0.9053, decode.d8.loss_dice: 1.3319, loss: 35.6686, grad_norm: 79.5399 +2023-11-06 14:48:02,846 - mmseg - INFO - Iter [4600/160000] lr: 9.713e-05, eta: 20:18:13, time: 0.467, data_time: 0.014, memory: 39436, decode.loss_cls: 1.1634, decode.loss_mask: 0.8595, decode.loss_dice: 1.2977, decode.d0.loss_cls: 2.0238, decode.d0.loss_mask: 0.9162, decode.d0.loss_dice: 1.5526, decode.d1.loss_cls: 1.3204, decode.d1.loss_mask: 0.8995, decode.d1.loss_dice: 1.3939, decode.d2.loss_cls: 1.2025, decode.d2.loss_mask: 0.8816, decode.d2.loss_dice: 1.3214, decode.d3.loss_cls: 1.1762, decode.d3.loss_mask: 0.8669, decode.d3.loss_dice: 1.3077, decode.d4.loss_cls: 1.1758, decode.d4.loss_mask: 0.8664, decode.d4.loss_dice: 1.3093, decode.d5.loss_cls: 1.1709, decode.d5.loss_mask: 0.8633, decode.d5.loss_dice: 1.2972, decode.d6.loss_cls: 1.1656, decode.d6.loss_mask: 0.8637, decode.d6.loss_dice: 1.2950, decode.d7.loss_cls: 1.1649, decode.d7.loss_mask: 0.8637, decode.d7.loss_dice: 1.2984, decode.d8.loss_cls: 1.1683, decode.d8.loss_mask: 0.8651, decode.d8.loss_dice: 1.2971, loss: 34.8479, grad_norm: 75.8155 +2023-11-06 14:48:26,375 - mmseg - INFO - Iter [4650/160000] lr: 9.709e-05, eta: 20:17:50, time: 0.471, data_time: 0.014, memory: 39436, decode.loss_cls: 1.1339, decode.loss_mask: 0.8834, decode.loss_dice: 1.3128, decode.d0.loss_cls: 2.0037, decode.d0.loss_mask: 0.9266, decode.d0.loss_dice: 1.5516, decode.d1.loss_cls: 1.2920, decode.d1.loss_mask: 0.9068, decode.d1.loss_dice: 1.3900, decode.d2.loss_cls: 1.1552, decode.d2.loss_mask: 0.8935, decode.d2.loss_dice: 1.3411, decode.d3.loss_cls: 1.1302, decode.d3.loss_mask: 0.8950, decode.d3.loss_dice: 1.3170, decode.d4.loss_cls: 1.1283, decode.d4.loss_mask: 0.8889, decode.d4.loss_dice: 1.3263, decode.d5.loss_cls: 1.1316, decode.d5.loss_mask: 0.8830, decode.d5.loss_dice: 1.3196, decode.d6.loss_cls: 1.1258, decode.d6.loss_mask: 0.8875, decode.d6.loss_dice: 1.3146, decode.d7.loss_cls: 1.1333, decode.d7.loss_mask: 0.8832, decode.d7.loss_dice: 1.3123, decode.d8.loss_cls: 1.1320, decode.d8.loss_mask: 0.8907, decode.d8.loss_dice: 1.3192, loss: 34.8092, grad_norm: 74.8571 +2023-11-06 14:48:49,504 - mmseg - INFO - Iter [4700/160000] lr: 9.706e-05, eta: 20:17:14, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 1.1239, decode.loss_mask: 0.8995, decode.loss_dice: 1.3333, decode.d0.loss_cls: 2.0117, decode.d0.loss_mask: 0.9540, decode.d0.loss_dice: 1.5416, decode.d1.loss_cls: 1.3000, decode.d1.loss_mask: 0.9283, decode.d1.loss_dice: 1.4003, decode.d2.loss_cls: 1.1748, decode.d2.loss_mask: 0.9053, decode.d2.loss_dice: 1.3495, decode.d3.loss_cls: 1.1546, decode.d3.loss_mask: 0.9005, decode.d3.loss_dice: 1.3279, decode.d4.loss_cls: 1.1482, decode.d4.loss_mask: 0.9024, decode.d4.loss_dice: 1.3339, decode.d5.loss_cls: 1.1456, decode.d5.loss_mask: 0.8942, decode.d5.loss_dice: 1.3328, decode.d6.loss_cls: 1.1301, decode.d6.loss_mask: 0.9037, decode.d6.loss_dice: 1.3263, decode.d7.loss_cls: 1.1321, decode.d7.loss_mask: 0.8996, decode.d7.loss_dice: 1.3369, decode.d8.loss_cls: 1.1234, decode.d8.loss_mask: 0.9081, decode.d8.loss_dice: 1.3360, loss: 35.1585, grad_norm: 79.6494 +2023-11-06 14:49:12,510 - mmseg - INFO - Iter [4750/160000] lr: 9.703e-05, eta: 20:16:34, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 1.1220, decode.loss_mask: 0.8814, decode.loss_dice: 1.3116, decode.d0.loss_cls: 2.0010, decode.d0.loss_mask: 0.9214, decode.d0.loss_dice: 1.5416, decode.d1.loss_cls: 1.2852, decode.d1.loss_mask: 0.8927, decode.d1.loss_dice: 1.3919, decode.d2.loss_cls: 1.1568, decode.d2.loss_mask: 0.8879, decode.d2.loss_dice: 1.3342, decode.d3.loss_cls: 1.1321, decode.d3.loss_mask: 0.8813, decode.d3.loss_dice: 1.3073, decode.d4.loss_cls: 1.1309, decode.d4.loss_mask: 0.8792, decode.d4.loss_dice: 1.3125, decode.d5.loss_cls: 1.1260, decode.d5.loss_mask: 0.8826, decode.d5.loss_dice: 1.3064, decode.d6.loss_cls: 1.1215, decode.d6.loss_mask: 0.8780, decode.d6.loss_dice: 1.3024, decode.d7.loss_cls: 1.1204, decode.d7.loss_mask: 0.8798, decode.d7.loss_dice: 1.3073, decode.d8.loss_cls: 1.1126, decode.d8.loss_mask: 0.8849, decode.d8.loss_dice: 1.3109, loss: 34.6038, grad_norm: 75.8328 +2023-11-06 14:49:35,595 - mmseg - INFO - Iter [4800/160000] lr: 9.700e-05, eta: 20:15:57, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0877, decode.loss_mask: 0.8959, decode.loss_dice: 1.2684, decode.d0.loss_cls: 1.9723, decode.d0.loss_mask: 0.9354, decode.d0.loss_dice: 1.5007, decode.d1.loss_cls: 1.2532, decode.d1.loss_mask: 0.9049, decode.d1.loss_dice: 1.3505, decode.d2.loss_cls: 1.1241, decode.d2.loss_mask: 0.8992, decode.d2.loss_dice: 1.2960, decode.d3.loss_cls: 1.0974, decode.d3.loss_mask: 0.8982, decode.d3.loss_dice: 1.2743, decode.d4.loss_cls: 1.0925, decode.d4.loss_mask: 0.9017, decode.d4.loss_dice: 1.2786, decode.d5.loss_cls: 1.0933, decode.d5.loss_mask: 0.8970, decode.d5.loss_dice: 1.2790, decode.d6.loss_cls: 1.0925, decode.d6.loss_mask: 0.8893, decode.d6.loss_dice: 1.2731, decode.d7.loss_cls: 1.0996, decode.d7.loss_mask: 0.8970, decode.d7.loss_dice: 1.2705, decode.d8.loss_cls: 1.0944, decode.d8.loss_mask: 0.8946, decode.d8.loss_dice: 1.2738, loss: 34.0851, grad_norm: 76.8246 +2023-11-06 14:49:58,675 - mmseg - INFO - Iter [4850/160000] lr: 9.697e-05, eta: 20:15:20, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 1.1046, decode.loss_mask: 0.9106, decode.loss_dice: 1.3032, decode.d0.loss_cls: 1.9410, decode.d0.loss_mask: 0.9626, decode.d0.loss_dice: 1.5467, decode.d1.loss_cls: 1.2476, decode.d1.loss_mask: 0.9431, decode.d1.loss_dice: 1.3817, decode.d2.loss_cls: 1.1252, decode.d2.loss_mask: 0.9346, decode.d2.loss_dice: 1.3350, decode.d3.loss_cls: 1.0972, decode.d3.loss_mask: 0.9230, decode.d3.loss_dice: 1.3155, decode.d4.loss_cls: 1.0978, decode.d4.loss_mask: 0.9260, decode.d4.loss_dice: 1.3107, decode.d5.loss_cls: 1.0914, decode.d5.loss_mask: 0.9155, decode.d5.loss_dice: 1.3102, decode.d6.loss_cls: 1.0964, decode.d6.loss_mask: 0.9118, decode.d6.loss_dice: 1.2970, decode.d7.loss_cls: 1.0990, decode.d7.loss_mask: 0.9120, decode.d7.loss_dice: 1.3025, decode.d8.loss_cls: 1.0996, decode.d8.loss_mask: 0.9075, decode.d8.loss_dice: 1.3012, loss: 34.6502, grad_norm: 91.6323 +2023-11-06 14:50:21,979 - mmseg - INFO - Iter [4900/160000] lr: 9.694e-05, eta: 20:14:50, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 1.1527, decode.loss_mask: 0.8728, decode.loss_dice: 1.3151, decode.d0.loss_cls: 2.0392, decode.d0.loss_mask: 0.9112, decode.d0.loss_dice: 1.5564, decode.d1.loss_cls: 1.3217, decode.d1.loss_mask: 0.8944, decode.d1.loss_dice: 1.4031, decode.d2.loss_cls: 1.1953, decode.d2.loss_mask: 0.8694, decode.d2.loss_dice: 1.3446, decode.d3.loss_cls: 1.1640, decode.d3.loss_mask: 0.8682, decode.d3.loss_dice: 1.3242, decode.d4.loss_cls: 1.1570, decode.d4.loss_mask: 0.8712, decode.d4.loss_dice: 1.3213, decode.d5.loss_cls: 1.1623, decode.d5.loss_mask: 0.8670, decode.d5.loss_dice: 1.3046, decode.d6.loss_cls: 1.1458, decode.d6.loss_mask: 0.8639, decode.d6.loss_dice: 1.2937, decode.d7.loss_cls: 1.1486, decode.d7.loss_mask: 0.8641, decode.d7.loss_dice: 1.3130, decode.d8.loss_cls: 1.1477, decode.d8.loss_mask: 0.8703, decode.d8.loss_dice: 1.3067, loss: 34.8697, grad_norm: 85.6594 +2023-11-06 14:50:45,322 - mmseg - INFO - Iter [4950/160000] lr: 9.691e-05, eta: 20:14:21, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0622, decode.loss_mask: 0.9015, decode.loss_dice: 1.2933, decode.d0.loss_cls: 1.9241, decode.d0.loss_mask: 0.9441, decode.d0.loss_dice: 1.5166, decode.d1.loss_cls: 1.2183, decode.d1.loss_mask: 0.9264, decode.d1.loss_dice: 1.3768, decode.d2.loss_cls: 1.1005, decode.d2.loss_mask: 0.9085, decode.d2.loss_dice: 1.3216, decode.d3.loss_cls: 1.0761, decode.d3.loss_mask: 0.8987, decode.d3.loss_dice: 1.3077, decode.d4.loss_cls: 1.0685, decode.d4.loss_mask: 0.9002, decode.d4.loss_dice: 1.3047, decode.d5.loss_cls: 1.0603, decode.d5.loss_mask: 0.8993, decode.d5.loss_dice: 1.3039, decode.d6.loss_cls: 1.0566, decode.d6.loss_mask: 0.8988, decode.d6.loss_dice: 1.2921, decode.d7.loss_cls: 1.0554, decode.d7.loss_mask: 0.8987, decode.d7.loss_dice: 1.3052, decode.d8.loss_cls: 1.0561, decode.d8.loss_mask: 0.9020, decode.d8.loss_dice: 1.2994, loss: 34.0774, grad_norm: 79.5800 +2023-11-06 14:51:08,514 - mmseg - INFO - Saving checkpoint at 5000 iterations +2023-11-06 14:51:10,740 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 14:51:10,741 - mmseg - INFO - Iter [5000/160000] lr: 9.688e-05, eta: 20:14:57, time: 0.508, data_time: 0.014, memory: 39436, decode.loss_cls: 1.1340, decode.loss_mask: 0.8695, decode.loss_dice: 1.2882, decode.d0.loss_cls: 2.0133, decode.d0.loss_mask: 0.9231, decode.d0.loss_dice: 1.5418, decode.d1.loss_cls: 1.2913, decode.d1.loss_mask: 0.9021, decode.d1.loss_dice: 1.3887, decode.d2.loss_cls: 1.1685, decode.d2.loss_mask: 0.8846, decode.d2.loss_dice: 1.3292, decode.d3.loss_cls: 1.1487, decode.d3.loss_mask: 0.8824, decode.d3.loss_dice: 1.3024, decode.d4.loss_cls: 1.1467, decode.d4.loss_mask: 0.8848, decode.d4.loss_dice: 1.3104, decode.d5.loss_cls: 1.1413, decode.d5.loss_mask: 0.8839, decode.d5.loss_dice: 1.3042, decode.d6.loss_cls: 1.1382, decode.d6.loss_mask: 0.8814, decode.d6.loss_dice: 1.2879, decode.d7.loss_cls: 1.1373, decode.d7.loss_mask: 0.8793, decode.d7.loss_dice: 1.2911, decode.d8.loss_cls: 1.1392, decode.d8.loss_mask: 0.8735, decode.d8.loss_dice: 1.2926, loss: 34.6596, grad_norm: 77.9111 +2023-11-06 14:52:56,109 - mmseg - INFO - per class results: +2023-11-06 14:52:56,115 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 73.95 | 84.13 | +| building | 78.05 | 89.79 | +| sky | 94.36 | 96.98 | +| floor | 78.78 | 86.42 | +| tree | 73.83 | 84.85 | +| ceiling | 81.8 | 90.51 | +| road | 74.65 | 87.73 | +| bed | 83.26 | 94.38 | +| windowpane | 55.97 | 76.06 | +| grass | 64.36 | 74.87 | +| cabinet | 51.73 | 76.2 | +| sidewalk | 59.1 | 80.34 | +| person | 81.38 | 90.37 | +| earth | 35.94 | 53.78 | +| door | 35.04 | 51.38 | +| table | 42.9 | 70.0 | +| mountain | 55.71 | 68.28 | +| plant | 53.21 | 69.87 | +| curtain | 65.26 | 83.71 | +| chair | 52.14 | 72.17 | +| car | 83.67 | 90.81 | +| water | 49.11 | 64.31 | +| painting | 65.77 | 82.52 | +| sofa | 52.64 | 87.79 | +| shelf | 32.41 | 70.34 | +| house | 21.95 | 38.04 | +| sea | 52.11 | 88.01 | +| mirror | 42.1 | 56.22 | +| rug | 56.82 | 83.84 | +| field | 22.84 | 50.74 | +| armchair | 17.44 | 22.65 | +| seat | 34.49 | 62.3 | +| fence | 30.32 | 48.42 | +| desk | 21.02 | 37.68 | +| rock | 28.88 | 56.63 | +| wardrobe | 21.67 | 26.24 | +| lamp | 52.71 | 81.55 | +| bathtub | 55.38 | 85.19 | +| railing | 26.41 | 47.81 | +| cushion | 51.48 | 68.57 | +| base | 5.78 | 8.26 | +| box | 12.15 | 15.61 | +| column | 44.33 | 54.89 | +| signboard | 34.15 | 52.47 | +| chest of drawers | 38.26 | 47.89 | +| counter | 0.38 | 0.41 | +| sand | 14.84 | 17.08 | +| sink | 64.48 | 80.92 | +| skyscraper | 51.53 | 61.16 | +| fireplace | 49.18 | 77.53 | +| refrigerator | 56.42 | 83.11 | +| grandstand | 0.0 | 0.0 | +| path | 7.35 | 9.31 | +| stairs | 20.08 | 33.61 | +| runway | 0.0 | 0.0 | +| case | 0.01 | 0.01 | +| pool table | 79.66 | 96.22 | +| pillow | 51.65 | 63.9 | +| screen door | 21.3 | 21.35 | +| stairway | 8.19 | 15.59 | +| river | 0.0 | 0.0 | +| bridge | 15.35 | 24.14 | +| bookcase | 25.66 | 29.34 | +| blind | 13.59 | 15.0 | +| coffee table | 40.56 | 70.21 | +| toilet | 81.63 | 90.7 | +| flower | 35.87 | 44.66 | +| book | 43.58 | 63.09 | +| hill | 0.0 | 0.0 | +| bench | 10.5 | 14.32 | +| countertop | 43.18 | 56.96 | +| stove | 48.22 | 82.86 | +| palm | 48.09 | 65.03 | +| kitchen island | 12.69 | 18.18 | +| computer | 64.81 | 77.0 | +| swivel chair | 8.42 | 9.48 | +| boat | 37.7 | 44.15 | +| bar | 0.0 | 0.0 | +| arcade machine | 7.03 | 7.05 | +| hovel | 0.0 | 0.0 | +| bus | 73.06 | 86.46 | +| towel | 41.59 | 67.21 | +| light | 43.8 | 76.59 | +| truck | 8.49 | 9.22 | +| tower | 0.34 | 0.34 | +| chandelier | 34.39 | 39.33 | +| awning | 15.88 | 49.79 | +| streetlight | 28.34 | 45.54 | +| booth | 0.0 | 0.0 | +| television receiver | 42.89 | 84.17 | +| airplane | 52.66 | 64.37 | +| dirt track | 0.0 | 0.0 | +| apparel | 21.47 | 32.17 | +| pole | 25.35 | 62.42 | +| land | 0.0 | 0.0 | +| bannister | 1.9 | 1.99 | +| escalator | 0.0 | 0.0 | +| ottoman | 45.5 | 55.62 | +| bottle | 19.97 | 30.94 | +| buffet | 0.0 | 0.0 | +| poster | 1.69 | 3.07 | +| stage | 0.0 | 0.0 | +| van | 30.91 | 42.46 | +| ship | 0.0 | 0.0 | +| fountain | 0.0 | 0.0 | +| conveyer belt | 0.0 | 0.0 | +| canopy | 0.0 | 0.0 | +| washer | 30.38 | 40.44 | +| plaything | 10.69 | 11.65 | +| swimming pool | 0.0 | 0.0 | +| stool | 9.78 | 11.41 | +| barrel | 0.0 | 0.0 | +| basket | 17.72 | 27.35 | +| waterfall | 68.41 | 73.94 | +| tent | 61.45 | 88.63 | +| bag | 4.89 | 5.22 | +| minibike | 26.12 | 31.09 | +| cradle | 34.6 | 35.89 | +| oven | 11.52 | 14.26 | +| ball | 10.46 | 11.22 | +| food | 47.02 | 52.08 | +| step | 0.0 | 0.0 | +| tank | 0.0 | 0.0 | +| trade name | 19.3 | 22.84 | +| microwave | 35.52 | 44.22 | +| pot | 28.19 | 33.83 | +| animal | 15.34 | 15.47 | +| bicycle | 36.26 | 82.77 | +| lake | 0.0 | 0.0 | +| dishwasher | 33.17 | 71.29 | +| screen | 36.56 | 36.59 | +| blanket | 0.0 | 0.0 | +| sculpture | 13.14 | 16.45 | +| hood | 20.39 | 48.96 | +| sconce | 15.02 | 20.26 | +| vase | 26.75 | 63.97 | +| traffic light | 24.54 | 38.83 | +| tray | 1.4 | 1.48 | +| ashcan | 29.43 | 51.57 | +| fan | 21.02 | 25.3 | +| pier | 0.56 | 0.57 | +| crt screen | 0.0 | 0.0 | +| plate | 41.18 | 72.12 | +| monitor | 0.0 | 0.0 | +| bulletin board | 0.0 | 0.0 | +| shower | 0.0 | 0.0 | +| radiator | 4.57 | 4.57 | +| glass | 7.88 | 8.31 | +| clock | 22.68 | 30.68 | +| flag | 28.63 | 34.51 | ++---------------------+-------+-------+ +2023-11-06 14:52:56,115 - mmseg - INFO - Summary: +2023-11-06 14:52:56,115 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 77.87 | 29.93 | 41.08 | ++-------+-------+-------+ +2023-11-06 14:52:58,285 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_5000.pth. +2023-11-06 14:52:58,285 - mmseg - INFO - Best mIoU is 0.2993 at 5000 iter. +2023-11-06 14:52:58,285 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 14:52:58,286 - mmseg - INFO - Iter(val) [250] aAcc: 0.7787, mIoU: 0.2993, mAcc: 0.4108, IoU.wall: 0.7395, IoU.building: 0.7805, IoU.sky: 0.9436, IoU.floor: 0.7878, IoU.tree: 0.7383, IoU.ceiling: 0.8180, IoU.road: 0.7465, IoU.bed : 0.8326, IoU.windowpane: 0.5597, IoU.grass: 0.6436, IoU.cabinet: 0.5173, IoU.sidewalk: 0.5910, IoU.person: 0.8138, IoU.earth: 0.3594, IoU.door: 0.3504, IoU.table: 0.4290, IoU.mountain: 0.5571, IoU.plant: 0.5321, IoU.curtain: 0.6526, IoU.chair: 0.5214, IoU.car: 0.8367, IoU.water: 0.4911, IoU.painting: 0.6577, IoU.sofa: 0.5264, IoU.shelf: 0.3241, IoU.house: 0.2195, IoU.sea: 0.5211, IoU.mirror: 0.4210, IoU.rug: 0.5682, IoU.field: 0.2284, IoU.armchair: 0.1744, IoU.seat: 0.3449, IoU.fence: 0.3032, IoU.desk: 0.2102, IoU.rock: 0.2888, IoU.wardrobe: 0.2167, IoU.lamp: 0.5271, IoU.bathtub: 0.5538, IoU.railing: 0.2641, IoU.cushion: 0.5148, IoU.base: 0.0578, IoU.box: 0.1215, IoU.column: 0.4433, IoU.signboard: 0.3415, IoU.chest of drawers: 0.3826, IoU.counter: 0.0038, IoU.sand: 0.1484, IoU.sink: 0.6448, IoU.skyscraper: 0.5153, IoU.fireplace: 0.4918, IoU.refrigerator: 0.5642, IoU.grandstand: 0.0000, IoU.path: 0.0735, IoU.stairs: 0.2008, IoU.runway: 0.0000, IoU.case: 0.0001, IoU.pool table: 0.7966, IoU.pillow: 0.5165, IoU.screen door: 0.2130, IoU.stairway: 0.0819, IoU.river: 0.0000, IoU.bridge: 0.1535, IoU.bookcase: 0.2566, IoU.blind: 0.1359, IoU.coffee table: 0.4056, IoU.toilet: 0.8163, IoU.flower: 0.3587, IoU.book: 0.4358, IoU.hill: 0.0000, IoU.bench: 0.1050, IoU.countertop: 0.4318, IoU.stove: 0.4822, IoU.palm: 0.4809, IoU.kitchen island: 0.1269, IoU.computer: 0.6481, IoU.swivel chair: 0.0842, IoU.boat: 0.3770, IoU.bar: 0.0000, IoU.arcade machine: 0.0703, IoU.hovel: 0.0000, IoU.bus: 0.7306, IoU.towel: 0.4159, IoU.light: 0.4380, IoU.truck: 0.0849, IoU.tower: 0.0034, IoU.chandelier: 0.3439, IoU.awning: 0.1588, IoU.streetlight: 0.2834, IoU.booth: 0.0000, IoU.television receiver: 0.4289, IoU.airplane: 0.5266, IoU.dirt track: 0.0000, IoU.apparel: 0.2147, IoU.pole: 0.2535, IoU.land: 0.0000, IoU.bannister: 0.0190, IoU.escalator: 0.0000, IoU.ottoman: 0.4550, IoU.bottle: 0.1997, IoU.buffet: 0.0000, IoU.poster: 0.0169, IoU.stage: 0.0000, IoU.van: 0.3091, IoU.ship: 0.0000, IoU.fountain: 0.0000, IoU.conveyer belt: 0.0000, IoU.canopy: 0.0000, IoU.washer: 0.3038, IoU.plaything: 0.1069, IoU.swimming pool: 0.0000, IoU.stool: 0.0978, IoU.barrel: 0.0000, IoU.basket: 0.1772, IoU.waterfall: 0.6841, IoU.tent: 0.6145, IoU.bag: 0.0489, IoU.minibike: 0.2612, IoU.cradle: 0.3460, IoU.oven: 0.1152, IoU.ball: 0.1046, IoU.food: 0.4702, IoU.step: 0.0000, IoU.tank: 0.0000, IoU.trade name: 0.1930, IoU.microwave: 0.3552, IoU.pot: 0.2819, IoU.animal: 0.1534, IoU.bicycle: 0.3626, IoU.lake: 0.0000, IoU.dishwasher: 0.3317, IoU.screen: 0.3656, IoU.blanket: 0.0000, IoU.sculpture: 0.1314, IoU.hood: 0.2039, IoU.sconce: 0.1502, IoU.vase: 0.2675, IoU.traffic light: 0.2454, IoU.tray: 0.0140, IoU.ashcan: 0.2943, IoU.fan: 0.2102, IoU.pier: 0.0056, IoU.crt screen: 0.0000, IoU.plate: 0.4118, IoU.monitor: 0.0000, IoU.bulletin board: 0.0000, IoU.shower: 0.0000, IoU.radiator: 0.0457, IoU.glass: 0.0788, IoU.clock: 0.2268, IoU.flag: 0.2863, Acc.wall: 0.8413, Acc.building: 0.8979, Acc.sky: 0.9698, Acc.floor: 0.8642, Acc.tree: 0.8485, Acc.ceiling: 0.9051, Acc.road: 0.8773, Acc.bed : 0.9438, Acc.windowpane: 0.7606, Acc.grass: 0.7487, Acc.cabinet: 0.7620, Acc.sidewalk: 0.8034, Acc.person: 0.9037, Acc.earth: 0.5378, Acc.door: 0.5138, Acc.table: 0.7000, Acc.mountain: 0.6828, Acc.plant: 0.6987, Acc.curtain: 0.8371, Acc.chair: 0.7217, Acc.car: 0.9081, Acc.water: 0.6431, Acc.painting: 0.8252, Acc.sofa: 0.8779, Acc.shelf: 0.7034, Acc.house: 0.3804, Acc.sea: 0.8801, Acc.mirror: 0.5622, Acc.rug: 0.8384, Acc.field: 0.5074, Acc.armchair: 0.2265, Acc.seat: 0.6230, Acc.fence: 0.4842, Acc.desk: 0.3768, Acc.rock: 0.5663, Acc.wardrobe: 0.2624, Acc.lamp: 0.8155, Acc.bathtub: 0.8519, Acc.railing: 0.4781, Acc.cushion: 0.6857, Acc.base: 0.0826, Acc.box: 0.1561, Acc.column: 0.5489, Acc.signboard: 0.5247, Acc.chest of drawers: 0.4789, Acc.counter: 0.0041, Acc.sand: 0.1708, Acc.sink: 0.8092, Acc.skyscraper: 0.6116, Acc.fireplace: 0.7753, Acc.refrigerator: 0.8311, Acc.grandstand: 0.0000, Acc.path: 0.0931, Acc.stairs: 0.3361, Acc.runway: 0.0000, Acc.case: 0.0001, Acc.pool table: 0.9622, Acc.pillow: 0.6390, Acc.screen door: 0.2135, Acc.stairway: 0.1559, Acc.river: 0.0000, Acc.bridge: 0.2414, Acc.bookcase: 0.2934, Acc.blind: 0.1500, Acc.coffee table: 0.7021, Acc.toilet: 0.9070, Acc.flower: 0.4466, Acc.book: 0.6309, Acc.hill: 0.0000, Acc.bench: 0.1432, Acc.countertop: 0.5696, Acc.stove: 0.8286, Acc.palm: 0.6503, Acc.kitchen island: 0.1818, Acc.computer: 0.7700, Acc.swivel chair: 0.0948, Acc.boat: 0.4415, Acc.bar: 0.0000, Acc.arcade machine: 0.0705, Acc.hovel: 0.0000, Acc.bus: 0.8646, Acc.towel: 0.6721, Acc.light: 0.7659, Acc.truck: 0.0922, Acc.tower: 0.0034, Acc.chandelier: 0.3933, Acc.awning: 0.4979, Acc.streetlight: 0.4554, Acc.booth: 0.0000, Acc.television receiver: 0.8417, Acc.airplane: 0.6437, Acc.dirt track: 0.0000, Acc.apparel: 0.3217, Acc.pole: 0.6242, Acc.land: 0.0000, Acc.bannister: 0.0199, Acc.escalator: 0.0000, Acc.ottoman: 0.5562, Acc.bottle: 0.3094, Acc.buffet: 0.0000, Acc.poster: 0.0307, Acc.stage: 0.0000, Acc.van: 0.4246, Acc.ship: 0.0000, Acc.fountain: 0.0000, Acc.conveyer belt: 0.0000, Acc.canopy: 0.0000, Acc.washer: 0.4044, Acc.plaything: 0.1165, Acc.swimming pool: 0.0000, Acc.stool: 0.1141, Acc.barrel: 0.0000, Acc.basket: 0.2735, Acc.waterfall: 0.7394, Acc.tent: 0.8863, Acc.bag: 0.0522, Acc.minibike: 0.3109, Acc.cradle: 0.3589, Acc.oven: 0.1426, Acc.ball: 0.1122, Acc.food: 0.5208, Acc.step: 0.0000, Acc.tank: 0.0000, Acc.trade name: 0.2284, Acc.microwave: 0.4422, Acc.pot: 0.3383, Acc.animal: 0.1547, Acc.bicycle: 0.8277, Acc.lake: 0.0000, Acc.dishwasher: 0.7129, Acc.screen: 0.3659, Acc.blanket: 0.0000, Acc.sculpture: 0.1645, Acc.hood: 0.4896, Acc.sconce: 0.2026, Acc.vase: 0.6397, Acc.traffic light: 0.3883, Acc.tray: 0.0148, Acc.ashcan: 0.5157, Acc.fan: 0.2530, Acc.pier: 0.0057, Acc.crt screen: 0.0000, Acc.plate: 0.7212, Acc.monitor: 0.0000, Acc.bulletin board: 0.0000, Acc.shower: 0.0000, Acc.radiator: 0.0457, Acc.glass: 0.0831, Acc.clock: 0.3068, Acc.flag: 0.3451 +2023-11-06 14:53:21,897 - mmseg - INFO - Iter [5050/160000] lr: 9.684e-05, eta: 21:09:37, time: 2.623, data_time: 2.164, memory: 39436, decode.loss_cls: 1.1030, decode.loss_mask: 0.9122, decode.loss_dice: 1.2909, decode.d0.loss_cls: 1.9802, decode.d0.loss_mask: 0.9520, decode.d0.loss_dice: 1.5284, decode.d1.loss_cls: 1.2617, decode.d1.loss_mask: 0.9252, decode.d1.loss_dice: 1.3828, decode.d2.loss_cls: 1.1433, decode.d2.loss_mask: 0.9118, decode.d2.loss_dice: 1.3359, decode.d3.loss_cls: 1.1128, decode.d3.loss_mask: 0.9126, decode.d3.loss_dice: 1.2984, decode.d4.loss_cls: 1.1124, decode.d4.loss_mask: 0.9104, decode.d4.loss_dice: 1.3081, decode.d5.loss_cls: 1.1015, decode.d5.loss_mask: 0.9070, decode.d5.loss_dice: 1.3147, decode.d6.loss_cls: 1.0900, decode.d6.loss_mask: 0.9145, decode.d6.loss_dice: 1.2997, decode.d7.loss_cls: 1.1009, decode.d7.loss_mask: 0.9162, decode.d7.loss_dice: 1.3036, decode.d8.loss_cls: 1.0975, decode.d8.loss_mask: 0.9125, decode.d8.loss_dice: 1.2959, loss: 34.6360, grad_norm: 79.3607 +2023-11-06 14:53:47,347 - mmseg - INFO - Iter [5100/160000] lr: 9.681e-05, eta: 21:09:39, time: 0.509, data_time: 0.060, memory: 39436, decode.loss_cls: 1.0506, decode.loss_mask: 0.8913, decode.loss_dice: 1.2666, decode.d0.loss_cls: 1.9484, decode.d0.loss_mask: 0.9131, decode.d0.loss_dice: 1.4876, decode.d1.loss_cls: 1.2207, decode.d1.loss_mask: 0.9109, decode.d1.loss_dice: 1.3428, decode.d2.loss_cls: 1.1018, decode.d2.loss_mask: 0.8906, decode.d2.loss_dice: 1.2959, decode.d3.loss_cls: 1.0787, decode.d3.loss_mask: 0.8866, decode.d3.loss_dice: 1.2793, decode.d4.loss_cls: 1.0759, decode.d4.loss_mask: 0.8811, decode.d4.loss_dice: 1.2725, decode.d5.loss_cls: 1.0711, decode.d5.loss_mask: 0.8829, decode.d5.loss_dice: 1.2707, decode.d6.loss_cls: 1.0621, decode.d6.loss_mask: 0.8845, decode.d6.loss_dice: 1.2640, decode.d7.loss_cls: 1.0591, decode.d7.loss_mask: 0.8778, decode.d7.loss_dice: 1.2676, decode.d8.loss_cls: 1.0568, decode.d8.loss_mask: 0.8884, decode.d8.loss_dice: 1.2724, loss: 33.6520, grad_norm: 84.4071 +2023-11-06 14:54:10,416 - mmseg - INFO - Iter [5150/160000] lr: 9.678e-05, eta: 21:08:28, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0801, decode.loss_mask: 0.8852, decode.loss_dice: 1.2839, decode.d0.loss_cls: 1.9801, decode.d0.loss_mask: 0.9164, decode.d0.loss_dice: 1.4996, decode.d1.loss_cls: 1.2368, decode.d1.loss_mask: 0.9083, decode.d1.loss_dice: 1.3651, decode.d2.loss_cls: 1.1214, decode.d2.loss_mask: 0.8867, decode.d2.loss_dice: 1.3041, decode.d3.loss_cls: 1.0970, decode.d3.loss_mask: 0.8776, decode.d3.loss_dice: 1.2887, decode.d4.loss_cls: 1.0903, decode.d4.loss_mask: 0.8834, decode.d4.loss_dice: 1.2997, decode.d5.loss_cls: 1.0920, decode.d5.loss_mask: 0.8739, decode.d5.loss_dice: 1.2874, decode.d6.loss_cls: 1.0809, decode.d6.loss_mask: 0.8756, decode.d6.loss_dice: 1.2761, decode.d7.loss_cls: 1.0729, decode.d7.loss_mask: 0.8746, decode.d7.loss_dice: 1.2801, decode.d8.loss_cls: 1.0832, decode.d8.loss_mask: 0.8823, decode.d8.loss_dice: 1.2848, loss: 33.9683, grad_norm: 79.6659 +2023-11-06 14:54:33,449 - mmseg - INFO - Iter [5200/160000] lr: 9.675e-05, eta: 21:07:18, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 1.1203, decode.loss_mask: 0.8743, decode.loss_dice: 1.2940, decode.d0.loss_cls: 2.0476, decode.d0.loss_mask: 0.9089, decode.d0.loss_dice: 1.5273, decode.d1.loss_cls: 1.2902, decode.d1.loss_mask: 0.8836, decode.d1.loss_dice: 1.3912, decode.d2.loss_cls: 1.1592, decode.d2.loss_mask: 0.8772, decode.d2.loss_dice: 1.3200, decode.d3.loss_cls: 1.1253, decode.d3.loss_mask: 0.8710, decode.d3.loss_dice: 1.2961, decode.d4.loss_cls: 1.1266, decode.d4.loss_mask: 0.8694, decode.d4.loss_dice: 1.3079, decode.d5.loss_cls: 1.1204, decode.d5.loss_mask: 0.8707, decode.d5.loss_dice: 1.3021, decode.d6.loss_cls: 1.1260, decode.d6.loss_mask: 0.8709, decode.d6.loss_dice: 1.2924, decode.d7.loss_cls: 1.1287, decode.d7.loss_mask: 0.8707, decode.d7.loss_dice: 1.2898, decode.d8.loss_cls: 1.1210, decode.d8.loss_mask: 0.8689, decode.d8.loss_dice: 1.3010, loss: 34.4524, grad_norm: 72.6689 +2023-11-06 14:54:56,584 - mmseg - INFO - Iter [5250/160000] lr: 9.672e-05, eta: 21:06:11, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 1.1026, decode.loss_mask: 0.8696, decode.loss_dice: 1.3196, decode.d0.loss_cls: 2.0240, decode.d0.loss_mask: 0.8971, decode.d0.loss_dice: 1.5346, decode.d1.loss_cls: 1.2722, decode.d1.loss_mask: 0.8754, decode.d1.loss_dice: 1.3921, decode.d2.loss_cls: 1.1461, decode.d2.loss_mask: 0.8652, decode.d2.loss_dice: 1.3297, decode.d3.loss_cls: 1.1153, decode.d3.loss_mask: 0.8615, decode.d3.loss_dice: 1.3126, decode.d4.loss_cls: 1.1220, decode.d4.loss_mask: 0.8678, decode.d4.loss_dice: 1.3210, decode.d5.loss_cls: 1.1199, decode.d5.loss_mask: 0.8599, decode.d5.loss_dice: 1.3183, decode.d6.loss_cls: 1.1027, decode.d6.loss_mask: 0.8664, decode.d6.loss_dice: 1.3141, decode.d7.loss_cls: 1.1128, decode.d7.loss_mask: 0.8630, decode.d7.loss_dice: 1.3124, decode.d8.loss_cls: 1.1118, decode.d8.loss_mask: 0.8659, decode.d8.loss_dice: 1.3094, loss: 34.3850, grad_norm: 74.1972 +2023-11-06 14:55:20,083 - mmseg - INFO - Iter [5300/160000] lr: 9.669e-05, eta: 21:05:16, time: 0.470, data_time: 0.012, memory: 39436, decode.loss_cls: 0.9992, decode.loss_mask: 0.8907, decode.loss_dice: 1.2683, decode.d0.loss_cls: 1.8719, decode.d0.loss_mask: 0.9370, decode.d0.loss_dice: 1.4623, decode.d1.loss_cls: 1.1717, decode.d1.loss_mask: 0.9200, decode.d1.loss_dice: 1.3243, decode.d2.loss_cls: 1.0502, decode.d2.loss_mask: 0.8966, decode.d2.loss_dice: 1.3025, decode.d3.loss_cls: 1.0229, decode.d3.loss_mask: 0.9038, decode.d3.loss_dice: 1.2761, decode.d4.loss_cls: 1.0153, decode.d4.loss_mask: 0.9031, decode.d4.loss_dice: 1.2789, decode.d5.loss_cls: 1.0037, decode.d5.loss_mask: 0.9029, decode.d5.loss_dice: 1.2774, decode.d6.loss_cls: 1.0059, decode.d6.loss_mask: 0.8974, decode.d6.loss_dice: 1.2558, decode.d7.loss_cls: 1.0070, decode.d7.loss_mask: 0.8943, decode.d7.loss_dice: 1.2613, decode.d8.loss_cls: 0.9967, decode.d8.loss_mask: 0.8906, decode.d8.loss_dice: 1.2676, loss: 33.1554, grad_norm: 77.1660 +2023-11-06 14:55:43,116 - mmseg - INFO - Iter [5350/160000] lr: 9.666e-05, eta: 21:04:08, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0457, decode.loss_mask: 0.8677, decode.loss_dice: 1.2572, decode.d0.loss_cls: 1.9344, decode.d0.loss_mask: 0.8994, decode.d0.loss_dice: 1.4637, decode.d1.loss_cls: 1.2095, decode.d1.loss_mask: 0.8856, decode.d1.loss_dice: 1.3203, decode.d2.loss_cls: 1.0918, decode.d2.loss_mask: 0.8716, decode.d2.loss_dice: 1.2796, decode.d3.loss_cls: 1.0640, decode.d3.loss_mask: 0.8608, decode.d3.loss_dice: 1.2544, decode.d4.loss_cls: 1.0599, decode.d4.loss_mask: 0.8663, decode.d4.loss_dice: 1.2694, decode.d5.loss_cls: 1.0552, decode.d5.loss_mask: 0.8612, decode.d5.loss_dice: 1.2611, decode.d6.loss_cls: 1.0453, decode.d6.loss_mask: 0.8646, decode.d6.loss_dice: 1.2591, decode.d7.loss_cls: 1.0416, decode.d7.loss_mask: 0.8655, decode.d7.loss_dice: 1.2508, decode.d8.loss_cls: 1.0448, decode.d8.loss_mask: 0.8705, decode.d8.loss_dice: 1.2506, loss: 33.1717, grad_norm: 72.8006 +2023-11-06 14:56:06,173 - mmseg - INFO - Iter [5400/160000] lr: 9.663e-05, eta: 21:03:02, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0558, decode.loss_mask: 0.8449, decode.loss_dice: 1.2639, decode.d0.loss_cls: 1.9194, decode.d0.loss_mask: 0.8938, decode.d0.loss_dice: 1.4935, decode.d1.loss_cls: 1.1985, decode.d1.loss_mask: 0.8700, decode.d1.loss_dice: 1.3540, decode.d2.loss_cls: 1.0803, decode.d2.loss_mask: 0.8554, decode.d2.loss_dice: 1.2957, decode.d3.loss_cls: 1.0605, decode.d3.loss_mask: 0.8466, decode.d3.loss_dice: 1.2706, decode.d4.loss_cls: 1.0601, decode.d4.loss_mask: 0.8527, decode.d4.loss_dice: 1.2716, decode.d5.loss_cls: 1.0538, decode.d5.loss_mask: 0.8488, decode.d5.loss_dice: 1.2640, decode.d6.loss_cls: 1.0502, decode.d6.loss_mask: 0.8449, decode.d6.loss_dice: 1.2551, decode.d7.loss_cls: 1.0495, decode.d7.loss_mask: 0.8479, decode.d7.loss_dice: 1.2642, decode.d8.loss_cls: 1.0477, decode.d8.loss_mask: 0.8471, decode.d8.loss_dice: 1.2707, loss: 33.1311, grad_norm: 72.2306 +2023-11-06 14:56:29,167 - mmseg - INFO - Iter [5450/160000] lr: 9.659e-05, eta: 21:01:54, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0515, decode.loss_mask: 0.8234, decode.loss_dice: 1.2313, decode.d0.loss_cls: 1.9605, decode.d0.loss_mask: 0.8696, decode.d0.loss_dice: 1.4742, decode.d1.loss_cls: 1.2094, decode.d1.loss_mask: 0.8594, decode.d1.loss_dice: 1.3269, decode.d2.loss_cls: 1.0766, decode.d2.loss_mask: 0.8433, decode.d2.loss_dice: 1.2714, decode.d3.loss_cls: 1.0588, decode.d3.loss_mask: 0.8360, decode.d3.loss_dice: 1.2426, decode.d4.loss_cls: 1.0561, decode.d4.loss_mask: 0.8349, decode.d4.loss_dice: 1.2473, decode.d5.loss_cls: 1.0519, decode.d5.loss_mask: 0.8339, decode.d5.loss_dice: 1.2388, decode.d6.loss_cls: 1.0423, decode.d6.loss_mask: 0.8258, decode.d6.loss_dice: 1.2362, decode.d7.loss_cls: 1.0438, decode.d7.loss_mask: 0.8254, decode.d7.loss_dice: 1.2347, decode.d8.loss_cls: 1.0401, decode.d8.loss_mask: 0.8290, decode.d8.loss_dice: 1.2343, loss: 32.7094, grad_norm: 74.5133 +2023-11-06 14:56:52,244 - mmseg - INFO - Iter [5500/160000] lr: 9.656e-05, eta: 21:00:50, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 1.0650, decode.loss_mask: 0.8506, decode.loss_dice: 1.2802, decode.d0.loss_cls: 2.0076, decode.d0.loss_mask: 0.9009, decode.d0.loss_dice: 1.5143, decode.d1.loss_cls: 1.2428, decode.d1.loss_mask: 0.8759, decode.d1.loss_dice: 1.3643, decode.d2.loss_cls: 1.1035, decode.d2.loss_mask: 0.8635, decode.d2.loss_dice: 1.3133, decode.d3.loss_cls: 1.0898, decode.d3.loss_mask: 0.8550, decode.d3.loss_dice: 1.2903, decode.d4.loss_cls: 1.0843, decode.d4.loss_mask: 0.8530, decode.d4.loss_dice: 1.2960, decode.d5.loss_cls: 1.0781, decode.d5.loss_mask: 0.8548, decode.d5.loss_dice: 1.2897, decode.d6.loss_cls: 1.0745, decode.d6.loss_mask: 0.8516, decode.d6.loss_dice: 1.2860, decode.d7.loss_cls: 1.0763, decode.d7.loss_mask: 0.8529, decode.d7.loss_dice: 1.2847, decode.d8.loss_cls: 1.0707, decode.d8.loss_mask: 0.8520, decode.d8.loss_dice: 1.2912, loss: 33.7127, grad_norm: 68.4402 +2023-11-06 14:57:15,057 - mmseg - INFO - Iter [5550/160000] lr: 9.653e-05, eta: 20:59:39, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0165, decode.loss_mask: 0.8612, decode.loss_dice: 1.2273, decode.d0.loss_cls: 1.8990, decode.d0.loss_mask: 0.9121, decode.d0.loss_dice: 1.4491, decode.d1.loss_cls: 1.1743, decode.d1.loss_mask: 0.8932, decode.d1.loss_dice: 1.3040, decode.d2.loss_cls: 1.0621, decode.d2.loss_mask: 0.8624, decode.d2.loss_dice: 1.2571, decode.d3.loss_cls: 1.0314, decode.d3.loss_mask: 0.8700, decode.d3.loss_dice: 1.2286, decode.d4.loss_cls: 1.0348, decode.d4.loss_mask: 0.8648, decode.d4.loss_dice: 1.2313, decode.d5.loss_cls: 1.0259, decode.d5.loss_mask: 0.8686, decode.d5.loss_dice: 1.2285, decode.d6.loss_cls: 1.0221, decode.d6.loss_mask: 0.8616, decode.d6.loss_dice: 1.2145, decode.d7.loss_cls: 1.0167, decode.d7.loss_mask: 0.8680, decode.d7.loss_dice: 1.2265, decode.d8.loss_cls: 1.0263, decode.d8.loss_mask: 0.8612, decode.d8.loss_dice: 1.2204, loss: 32.6195, grad_norm: 77.6399 +2023-11-06 14:57:38,144 - mmseg - INFO - Iter [5600/160000] lr: 9.650e-05, eta: 20:58:36, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 1.1015, decode.loss_mask: 0.8421, decode.loss_dice: 1.2840, decode.d0.loss_cls: 2.0249, decode.d0.loss_mask: 0.8841, decode.d0.loss_dice: 1.5086, decode.d1.loss_cls: 1.2600, decode.d1.loss_mask: 0.8735, decode.d1.loss_dice: 1.3798, decode.d2.loss_cls: 1.1439, decode.d2.loss_mask: 0.8508, decode.d2.loss_dice: 1.3147, decode.d3.loss_cls: 1.1178, decode.d3.loss_mask: 0.8499, decode.d3.loss_dice: 1.2926, decode.d4.loss_cls: 1.1134, decode.d4.loss_mask: 0.8469, decode.d4.loss_dice: 1.2956, decode.d5.loss_cls: 1.1008, decode.d5.loss_mask: 0.8510, decode.d5.loss_dice: 1.2951, decode.d6.loss_cls: 1.1024, decode.d6.loss_mask: 0.8504, decode.d6.loss_dice: 1.2818, decode.d7.loss_cls: 1.1012, decode.d7.loss_mask: 0.8477, decode.d7.loss_dice: 1.2907, decode.d8.loss_cls: 1.1015, decode.d8.loss_mask: 0.8455, decode.d8.loss_dice: 1.2784, loss: 33.9307, grad_norm: 77.5368 +2023-11-06 14:58:01,179 - mmseg - INFO - Iter [5650/160000] lr: 9.647e-05, eta: 20:57:33, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.9835, decode.loss_mask: 0.8818, decode.loss_dice: 1.2506, decode.d0.loss_cls: 1.8829, decode.d0.loss_mask: 0.9083, decode.d0.loss_dice: 1.4592, decode.d1.loss_cls: 1.1583, decode.d1.loss_mask: 0.8968, decode.d1.loss_dice: 1.3290, decode.d2.loss_cls: 1.0279, decode.d2.loss_mask: 0.8786, decode.d2.loss_dice: 1.2944, decode.d3.loss_cls: 1.0092, decode.d3.loss_mask: 0.8722, decode.d3.loss_dice: 1.2621, decode.d4.loss_cls: 0.9975, decode.d4.loss_mask: 0.8769, decode.d4.loss_dice: 1.2528, decode.d5.loss_cls: 1.0009, decode.d5.loss_mask: 0.8742, decode.d5.loss_dice: 1.2492, decode.d6.loss_cls: 0.9878, decode.d6.loss_mask: 0.8854, decode.d6.loss_dice: 1.2513, decode.d7.loss_cls: 0.9833, decode.d7.loss_mask: 0.8841, decode.d7.loss_dice: 1.2531, decode.d8.loss_cls: 0.9917, decode.d8.loss_mask: 0.8788, decode.d8.loss_dice: 1.2531, loss: 32.7150, grad_norm: 77.2440 +2023-11-06 14:58:24,464 - mmseg - INFO - Iter [5700/160000] lr: 9.644e-05, eta: 20:56:37, time: 0.466, data_time: 0.014, memory: 39436, decode.loss_cls: 1.0091, decode.loss_mask: 0.8556, decode.loss_dice: 1.2626, decode.d0.loss_cls: 1.8921, decode.d0.loss_mask: 0.9019, decode.d0.loss_dice: 1.4872, decode.d1.loss_cls: 1.1544, decode.d1.loss_mask: 0.8938, decode.d1.loss_dice: 1.3621, decode.d2.loss_cls: 1.0508, decode.d2.loss_mask: 0.8639, decode.d2.loss_dice: 1.2977, decode.d3.loss_cls: 1.0226, decode.d3.loss_mask: 0.8591, decode.d3.loss_dice: 1.2773, decode.d4.loss_cls: 1.0161, decode.d4.loss_mask: 0.8680, decode.d4.loss_dice: 1.2765, decode.d5.loss_cls: 1.0096, decode.d5.loss_mask: 0.8636, decode.d5.loss_dice: 1.2785, decode.d6.loss_cls: 1.0104, decode.d6.loss_mask: 0.8598, decode.d6.loss_dice: 1.2674, decode.d7.loss_cls: 1.0108, decode.d7.loss_mask: 0.8582, decode.d7.loss_dice: 1.2715, decode.d8.loss_cls: 1.0052, decode.d8.loss_mask: 0.8585, decode.d8.loss_dice: 1.2656, loss: 32.9100, grad_norm: 73.6960 +2023-11-06 14:58:47,656 - mmseg - INFO - Iter [5750/160000] lr: 9.641e-05, eta: 20:55:39, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0128, decode.loss_mask: 0.8699, decode.loss_dice: 1.2624, decode.d0.loss_cls: 1.8766, decode.d0.loss_mask: 0.9154, decode.d0.loss_dice: 1.4750, decode.d1.loss_cls: 1.1624, decode.d1.loss_mask: 0.9025, decode.d1.loss_dice: 1.3427, decode.d2.loss_cls: 1.0446, decode.d2.loss_mask: 0.8859, decode.d2.loss_dice: 1.2894, decode.d3.loss_cls: 1.0201, decode.d3.loss_mask: 0.8764, decode.d3.loss_dice: 1.2707, decode.d4.loss_cls: 1.0235, decode.d4.loss_mask: 0.8767, decode.d4.loss_dice: 1.2664, decode.d5.loss_cls: 1.0158, decode.d5.loss_mask: 0.8776, decode.d5.loss_dice: 1.2715, decode.d6.loss_cls: 1.0165, decode.d6.loss_mask: 0.8667, decode.d6.loss_dice: 1.2606, decode.d7.loss_cls: 1.0173, decode.d7.loss_mask: 0.8684, decode.d7.loss_dice: 1.2624, decode.d8.loss_cls: 1.0044, decode.d8.loss_mask: 0.8708, decode.d8.loss_dice: 1.2565, loss: 32.9618, grad_norm: 77.4926 +2023-11-06 14:59:10,670 - mmseg - INFO - Iter [5800/160000] lr: 9.638e-05, eta: 20:54:38, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0548, decode.loss_mask: 0.8793, decode.loss_dice: 1.2867, decode.d0.loss_cls: 1.9225, decode.d0.loss_mask: 0.9283, decode.d0.loss_dice: 1.4987, decode.d1.loss_cls: 1.2045, decode.d1.loss_mask: 0.9061, decode.d1.loss_dice: 1.3695, decode.d2.loss_cls: 1.0958, decode.d2.loss_mask: 0.8840, decode.d2.loss_dice: 1.2949, decode.d3.loss_cls: 1.0751, decode.d3.loss_mask: 0.8787, decode.d3.loss_dice: 1.2864, decode.d4.loss_cls: 1.0629, decode.d4.loss_mask: 0.8798, decode.d4.loss_dice: 1.2854, decode.d5.loss_cls: 1.0495, decode.d5.loss_mask: 0.8821, decode.d5.loss_dice: 1.2848, decode.d6.loss_cls: 1.0535, decode.d6.loss_mask: 0.8794, decode.d6.loss_dice: 1.2736, decode.d7.loss_cls: 1.0442, decode.d7.loss_mask: 0.8883, decode.d7.loss_dice: 1.2752, decode.d8.loss_cls: 1.0509, decode.d8.loss_mask: 0.8842, decode.d8.loss_dice: 1.2885, loss: 33.6475, grad_norm: 73.9117 +2023-11-06 14:59:33,755 - mmseg - INFO - Iter [5850/160000] lr: 9.634e-05, eta: 20:53:38, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0463, decode.loss_mask: 0.8598, decode.loss_dice: 1.2469, decode.d0.loss_cls: 1.9334, decode.d0.loss_mask: 0.8980, decode.d0.loss_dice: 1.4737, decode.d1.loss_cls: 1.2038, decode.d1.loss_mask: 0.8846, decode.d1.loss_dice: 1.3353, decode.d2.loss_cls: 1.0977, decode.d2.loss_mask: 0.8668, decode.d2.loss_dice: 1.2796, decode.d3.loss_cls: 1.0679, decode.d3.loss_mask: 0.8601, decode.d3.loss_dice: 1.2565, decode.d4.loss_cls: 1.0622, decode.d4.loss_mask: 0.8570, decode.d4.loss_dice: 1.2559, decode.d5.loss_cls: 1.0568, decode.d5.loss_mask: 0.8604, decode.d5.loss_dice: 1.2616, decode.d6.loss_cls: 1.0481, decode.d6.loss_mask: 0.8592, decode.d6.loss_dice: 1.2473, decode.d7.loss_cls: 1.0478, decode.d7.loss_mask: 0.8552, decode.d7.loss_dice: 1.2554, decode.d8.loss_cls: 1.0508, decode.d8.loss_mask: 0.8576, decode.d8.loss_dice: 1.2478, loss: 33.1335, grad_norm: 76.1407 +2023-11-06 14:59:56,909 - mmseg - INFO - Iter [5900/160000] lr: 9.631e-05, eta: 20:52:41, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0335, decode.loss_mask: 0.8778, decode.loss_dice: 1.2871, decode.d0.loss_cls: 1.9367, decode.d0.loss_mask: 0.9259, decode.d0.loss_dice: 1.4958, decode.d1.loss_cls: 1.1823, decode.d1.loss_mask: 0.8933, decode.d1.loss_dice: 1.3675, decode.d2.loss_cls: 1.0678, decode.d2.loss_mask: 0.8878, decode.d2.loss_dice: 1.3061, decode.d3.loss_cls: 1.0492, decode.d3.loss_mask: 0.8772, decode.d3.loss_dice: 1.2798, decode.d4.loss_cls: 1.0504, decode.d4.loss_mask: 0.8804, decode.d4.loss_dice: 1.2820, decode.d5.loss_cls: 1.0345, decode.d5.loss_mask: 0.8836, decode.d5.loss_dice: 1.2827, decode.d6.loss_cls: 1.0286, decode.d6.loss_mask: 0.8777, decode.d6.loss_dice: 1.2850, decode.d7.loss_cls: 1.0325, decode.d7.loss_mask: 0.8824, decode.d7.loss_dice: 1.2833, decode.d8.loss_cls: 1.0365, decode.d8.loss_mask: 0.8787, decode.d8.loss_dice: 1.2807, loss: 33.4669, grad_norm: 75.9379 +2023-11-06 15:00:20,091 - mmseg - INFO - Iter [5950/160000] lr: 9.628e-05, eta: 20:51:46, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0503, decode.loss_mask: 0.8737, decode.loss_dice: 1.2989, decode.d0.loss_cls: 1.9315, decode.d0.loss_mask: 0.9223, decode.d0.loss_dice: 1.5240, decode.d1.loss_cls: 1.1897, decode.d1.loss_mask: 0.9012, decode.d1.loss_dice: 1.3822, decode.d2.loss_cls: 1.0885, decode.d2.loss_mask: 0.8747, decode.d2.loss_dice: 1.3199, decode.d3.loss_cls: 1.0625, decode.d3.loss_mask: 0.8734, decode.d3.loss_dice: 1.3033, decode.d4.loss_cls: 1.0532, decode.d4.loss_mask: 0.8758, decode.d4.loss_dice: 1.3059, decode.d5.loss_cls: 1.0528, decode.d5.loss_mask: 0.8740, decode.d5.loss_dice: 1.3070, decode.d6.loss_cls: 1.0471, decode.d6.loss_mask: 0.8699, decode.d6.loss_dice: 1.2947, decode.d7.loss_cls: 1.0383, decode.d7.loss_mask: 0.8803, decode.d7.loss_dice: 1.3020, decode.d8.loss_cls: 1.0436, decode.d8.loss_mask: 0.8730, decode.d8.loss_dice: 1.3109, loss: 33.7248, grad_norm: 87.6095 +2023-11-06 15:00:43,326 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 15:00:43,326 - mmseg - INFO - Iter [6000/160000] lr: 9.625e-05, eta: 20:50:52, time: 0.465, data_time: 0.014, memory: 39436, decode.loss_cls: 1.0355, decode.loss_mask: 0.8781, decode.loss_dice: 1.3007, decode.d0.loss_cls: 1.9514, decode.d0.loss_mask: 0.9250, decode.d0.loss_dice: 1.5273, decode.d1.loss_cls: 1.1779, decode.d1.loss_mask: 0.9043, decode.d1.loss_dice: 1.3803, decode.d2.loss_cls: 1.0663, decode.d2.loss_mask: 0.8885, decode.d2.loss_dice: 1.3261, decode.d3.loss_cls: 1.0447, decode.d3.loss_mask: 0.8775, decode.d3.loss_dice: 1.3019, decode.d4.loss_cls: 1.0425, decode.d4.loss_mask: 0.8751, decode.d4.loss_dice: 1.3041, decode.d5.loss_cls: 1.0310, decode.d5.loss_mask: 0.8771, decode.d5.loss_dice: 1.3010, decode.d6.loss_cls: 1.0265, decode.d6.loss_mask: 0.8796, decode.d6.loss_dice: 1.2932, decode.d7.loss_cls: 1.0310, decode.d7.loss_mask: 0.8802, decode.d7.loss_dice: 1.2998, decode.d8.loss_cls: 1.0311, decode.d8.loss_mask: 0.8790, decode.d8.loss_dice: 1.3069, loss: 33.6435, grad_norm: 79.4459 +2023-11-06 15:01:12,577 - mmseg - INFO - Iter [6050/160000] lr: 9.622e-05, eta: 20:52:32, time: 0.585, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0451, decode.loss_mask: 0.8453, decode.loss_dice: 1.2363, decode.d0.loss_cls: 1.9202, decode.d0.loss_mask: 0.8814, decode.d0.loss_dice: 1.4599, decode.d1.loss_cls: 1.1921, decode.d1.loss_mask: 0.8765, decode.d1.loss_dice: 1.3299, decode.d2.loss_cls: 1.0726, decode.d2.loss_mask: 0.8573, decode.d2.loss_dice: 1.2734, decode.d3.loss_cls: 1.0593, decode.d3.loss_mask: 0.8410, decode.d3.loss_dice: 1.2431, decode.d4.loss_cls: 1.0442, decode.d4.loss_mask: 0.8488, decode.d4.loss_dice: 1.2491, decode.d5.loss_cls: 1.0388, decode.d5.loss_mask: 0.8455, decode.d5.loss_dice: 1.2530, decode.d6.loss_cls: 1.0414, decode.d6.loss_mask: 0.8438, decode.d6.loss_dice: 1.2536, decode.d7.loss_cls: 1.0426, decode.d7.loss_mask: 0.8459, decode.d7.loss_dice: 1.2478, decode.d8.loss_cls: 1.0442, decode.d8.loss_mask: 0.8484, decode.d8.loss_dice: 1.2515, loss: 32.8320, grad_norm: 71.1392 +2023-11-06 15:01:35,927 - mmseg - INFO - Iter [6100/160000] lr: 9.619e-05, eta: 20:51:39, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0431, decode.loss_mask: 0.8878, decode.loss_dice: 1.2697, decode.d0.loss_cls: 1.9062, decode.d0.loss_mask: 0.9314, decode.d0.loss_dice: 1.4769, decode.d1.loss_cls: 1.1851, decode.d1.loss_mask: 0.9091, decode.d1.loss_dice: 1.3500, decode.d2.loss_cls: 1.0830, decode.d2.loss_mask: 0.9007, decode.d2.loss_dice: 1.2966, decode.d3.loss_cls: 1.0552, decode.d3.loss_mask: 0.8920, decode.d3.loss_dice: 1.2719, decode.d4.loss_cls: 1.0659, decode.d4.loss_mask: 0.8835, decode.d4.loss_dice: 1.2817, decode.d5.loss_cls: 1.0563, decode.d5.loss_mask: 0.8903, decode.d5.loss_dice: 1.2754, decode.d6.loss_cls: 1.0387, decode.d6.loss_mask: 0.8856, decode.d6.loss_dice: 1.2664, decode.d7.loss_cls: 1.0413, decode.d7.loss_mask: 0.8844, decode.d7.loss_dice: 1.2650, decode.d8.loss_cls: 1.0415, decode.d8.loss_mask: 0.8828, decode.d8.loss_dice: 1.2643, loss: 33.4819, grad_norm: 74.9422 +2023-11-06 15:01:59,114 - mmseg - INFO - Iter [6150/160000] lr: 9.616e-05, eta: 20:50:46, time: 0.466, data_time: 0.015, memory: 39436, decode.loss_cls: 1.0311, decode.loss_mask: 0.8534, decode.loss_dice: 1.2411, decode.d0.loss_cls: 1.9273, decode.d0.loss_mask: 0.9021, decode.d0.loss_dice: 1.4664, decode.d1.loss_cls: 1.1636, decode.d1.loss_mask: 0.8960, decode.d1.loss_dice: 1.3201, decode.d2.loss_cls: 1.0562, decode.d2.loss_mask: 0.8713, decode.d2.loss_dice: 1.2664, decode.d3.loss_cls: 1.0357, decode.d3.loss_mask: 0.8677, decode.d3.loss_dice: 1.2461, decode.d4.loss_cls: 1.0325, decode.d4.loss_mask: 0.8655, decode.d4.loss_dice: 1.2464, decode.d5.loss_cls: 1.0325, decode.d5.loss_mask: 0.8654, decode.d5.loss_dice: 1.2484, decode.d6.loss_cls: 1.0245, decode.d6.loss_mask: 0.8632, decode.d6.loss_dice: 1.2319, decode.d7.loss_cls: 1.0320, decode.d7.loss_mask: 0.8644, decode.d7.loss_dice: 1.2362, decode.d8.loss_cls: 1.0362, decode.d8.loss_mask: 0.8588, decode.d8.loss_dice: 1.2417, loss: 32.8238, grad_norm: 77.4115 +2023-11-06 15:02:22,510 - mmseg - INFO - Iter [6200/160000] lr: 9.613e-05, eta: 20:49:57, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0431, decode.loss_mask: 0.8500, decode.loss_dice: 1.2560, decode.d0.loss_cls: 1.9512, decode.d0.loss_mask: 0.8933, decode.d0.loss_dice: 1.4663, decode.d1.loss_cls: 1.1781, decode.d1.loss_mask: 0.8766, decode.d1.loss_dice: 1.3346, decode.d2.loss_cls: 1.0707, decode.d2.loss_mask: 0.8558, decode.d2.loss_dice: 1.2793, decode.d3.loss_cls: 1.0556, decode.d3.loss_mask: 0.8497, decode.d3.loss_dice: 1.2558, decode.d4.loss_cls: 1.0536, decode.d4.loss_mask: 0.8476, decode.d4.loss_dice: 1.2547, decode.d5.loss_cls: 1.0477, decode.d5.loss_mask: 0.8518, decode.d5.loss_dice: 1.2566, decode.d6.loss_cls: 1.0389, decode.d6.loss_mask: 0.8502, decode.d6.loss_dice: 1.2460, decode.d7.loss_cls: 1.0344, decode.d7.loss_mask: 0.8442, decode.d7.loss_dice: 1.2582, decode.d8.loss_cls: 1.0439, decode.d8.loss_mask: 0.8487, decode.d8.loss_dice: 1.2535, loss: 32.9462, grad_norm: 74.8234 +2023-11-06 15:02:45,670 - mmseg - INFO - Iter [6250/160000] lr: 9.609e-05, eta: 20:49:03, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9681, decode.loss_mask: 0.8823, decode.loss_dice: 1.2697, decode.d0.loss_cls: 1.8663, decode.d0.loss_mask: 0.9384, decode.d0.loss_dice: 1.4795, decode.d1.loss_cls: 1.1027, decode.d1.loss_mask: 0.9159, decode.d1.loss_dice: 1.3536, decode.d2.loss_cls: 1.0052, decode.d2.loss_mask: 0.8972, decode.d2.loss_dice: 1.2912, decode.d3.loss_cls: 0.9854, decode.d3.loss_mask: 0.8873, decode.d3.loss_dice: 1.2758, decode.d4.loss_cls: 0.9852, decode.d4.loss_mask: 0.8848, decode.d4.loss_dice: 1.2741, decode.d5.loss_cls: 0.9719, decode.d5.loss_mask: 0.8822, decode.d5.loss_dice: 1.2818, decode.d6.loss_cls: 0.9675, decode.d6.loss_mask: 0.8795, decode.d6.loss_dice: 1.2627, decode.d7.loss_cls: 0.9634, decode.d7.loss_mask: 0.8830, decode.d7.loss_dice: 1.2729, decode.d8.loss_cls: 0.9686, decode.d8.loss_mask: 0.8740, decode.d8.loss_dice: 1.2715, loss: 32.7418, grad_norm: 80.8891 +2023-11-06 15:03:08,690 - mmseg - INFO - Iter [6300/160000] lr: 9.606e-05, eta: 20:48:05, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 1.0524, decode.loss_mask: 0.8497, decode.loss_dice: 1.2449, decode.d0.loss_cls: 1.9617, decode.d0.loss_mask: 0.8803, decode.d0.loss_dice: 1.4701, decode.d1.loss_cls: 1.2010, decode.d1.loss_mask: 0.8707, decode.d1.loss_dice: 1.3418, decode.d2.loss_cls: 1.0894, decode.d2.loss_mask: 0.8561, decode.d2.loss_dice: 1.2882, decode.d3.loss_cls: 1.0857, decode.d3.loss_mask: 0.8406, decode.d3.loss_dice: 1.2551, decode.d4.loss_cls: 1.0733, decode.d4.loss_mask: 0.8394, decode.d4.loss_dice: 1.2556, decode.d5.loss_cls: 1.0643, decode.d5.loss_mask: 0.8471, decode.d5.loss_dice: 1.2537, decode.d6.loss_cls: 1.0583, decode.d6.loss_mask: 0.8411, decode.d6.loss_dice: 1.2472, decode.d7.loss_cls: 1.0541, decode.d7.loss_mask: 0.8385, decode.d7.loss_dice: 1.2542, decode.d8.loss_cls: 1.0605, decode.d8.loss_mask: 0.8403, decode.d8.loss_dice: 1.2487, loss: 33.0641, grad_norm: 73.0186 +2023-11-06 15:03:33,974 - mmseg - INFO - Iter [6350/160000] lr: 9.603e-05, eta: 20:48:03, time: 0.506, data_time: 0.060, memory: 39436, decode.loss_cls: 0.9671, decode.loss_mask: 0.8558, decode.loss_dice: 1.2466, decode.d0.loss_cls: 1.8526, decode.d0.loss_mask: 0.8897, decode.d0.loss_dice: 1.4422, decode.d1.loss_cls: 1.1234, decode.d1.loss_mask: 0.8824, decode.d1.loss_dice: 1.3256, decode.d2.loss_cls: 1.0139, decode.d2.loss_mask: 0.8674, decode.d2.loss_dice: 1.2722, decode.d3.loss_cls: 0.9880, decode.d3.loss_mask: 0.8578, decode.d3.loss_dice: 1.2526, decode.d4.loss_cls: 0.9843, decode.d4.loss_mask: 0.8518, decode.d4.loss_dice: 1.2563, decode.d5.loss_cls: 0.9766, decode.d5.loss_mask: 0.8535, decode.d5.loss_dice: 1.2407, decode.d6.loss_cls: 0.9627, decode.d6.loss_mask: 0.8575, decode.d6.loss_dice: 1.2425, decode.d7.loss_cls: 0.9597, decode.d7.loss_mask: 0.8547, decode.d7.loss_dice: 1.2450, decode.d8.loss_cls: 0.9655, decode.d8.loss_mask: 0.8558, decode.d8.loss_dice: 1.2434, loss: 32.1875, grad_norm: 77.6267 +2023-11-06 15:03:57,358 - mmseg - INFO - Iter [6400/160000] lr: 9.600e-05, eta: 20:47:15, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0039, decode.loss_mask: 0.8415, decode.loss_dice: 1.2504, decode.d0.loss_cls: 1.9302, decode.d0.loss_mask: 0.8798, decode.d0.loss_dice: 1.4533, decode.d1.loss_cls: 1.1485, decode.d1.loss_mask: 0.8737, decode.d1.loss_dice: 1.3298, decode.d2.loss_cls: 1.0465, decode.d2.loss_mask: 0.8533, decode.d2.loss_dice: 1.2691, decode.d3.loss_cls: 1.0197, decode.d3.loss_mask: 0.8455, decode.d3.loss_dice: 1.2543, decode.d4.loss_cls: 1.0199, decode.d4.loss_mask: 0.8466, decode.d4.loss_dice: 1.2512, decode.d5.loss_cls: 1.0138, decode.d5.loss_mask: 0.8427, decode.d5.loss_dice: 1.2605, decode.d6.loss_cls: 1.0124, decode.d6.loss_mask: 0.8432, decode.d6.loss_dice: 1.2434, decode.d7.loss_cls: 1.0069, decode.d7.loss_mask: 0.8442, decode.d7.loss_dice: 1.2475, decode.d8.loss_cls: 1.0057, decode.d8.loss_mask: 0.8411, decode.d8.loss_dice: 1.2463, loss: 32.5246, grad_norm: 70.7134 +2023-11-06 15:04:21,169 - mmseg - INFO - Iter [6450/160000] lr: 9.597e-05, eta: 20:46:38, time: 0.476, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0304, decode.loss_mask: 0.8302, decode.loss_dice: 1.2308, decode.d0.loss_cls: 1.9611, decode.d0.loss_mask: 0.8716, decode.d0.loss_dice: 1.4459, decode.d1.loss_cls: 1.1753, decode.d1.loss_mask: 0.8609, decode.d1.loss_dice: 1.3101, decode.d2.loss_cls: 1.0699, decode.d2.loss_mask: 0.8433, decode.d2.loss_dice: 1.2693, decode.d3.loss_cls: 1.0484, decode.d3.loss_mask: 0.8360, decode.d3.loss_dice: 1.2362, decode.d4.loss_cls: 1.0444, decode.d4.loss_mask: 0.8352, decode.d4.loss_dice: 1.2351, decode.d5.loss_cls: 1.0373, decode.d5.loss_mask: 0.8389, decode.d5.loss_dice: 1.2344, decode.d6.loss_cls: 1.0332, decode.d6.loss_mask: 0.8302, decode.d6.loss_dice: 1.2324, decode.d7.loss_cls: 1.0291, decode.d7.loss_mask: 0.8391, decode.d7.loss_dice: 1.2350, decode.d8.loss_cls: 1.0303, decode.d8.loss_mask: 0.8341, decode.d8.loss_dice: 1.2373, loss: 32.5454, grad_norm: 75.8329 +2023-11-06 15:04:45,220 - mmseg - INFO - Iter [6500/160000] lr: 9.594e-05, eta: 20:46:06, time: 0.481, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9962, decode.loss_mask: 0.8356, decode.loss_dice: 1.2152, decode.d0.loss_cls: 1.9075, decode.d0.loss_mask: 0.8848, decode.d0.loss_dice: 1.4324, decode.d1.loss_cls: 1.1481, decode.d1.loss_mask: 0.8636, decode.d1.loss_dice: 1.2934, decode.d2.loss_cls: 1.0399, decode.d2.loss_mask: 0.8437, decode.d2.loss_dice: 1.2349, decode.d3.loss_cls: 1.0201, decode.d3.loss_mask: 0.8348, decode.d3.loss_dice: 1.2092, decode.d4.loss_cls: 1.0161, decode.d4.loss_mask: 0.8311, decode.d4.loss_dice: 1.2114, decode.d5.loss_cls: 1.0020, decode.d5.loss_mask: 0.8363, decode.d5.loss_dice: 1.2242, decode.d6.loss_cls: 1.0020, decode.d6.loss_mask: 0.8356, decode.d6.loss_dice: 1.2068, decode.d7.loss_cls: 0.9906, decode.d7.loss_mask: 0.8404, decode.d7.loss_dice: 1.2158, decode.d8.loss_cls: 0.9916, decode.d8.loss_mask: 0.8370, decode.d8.loss_dice: 1.2120, loss: 32.0124, grad_norm: 74.9836 +2023-11-06 15:05:12,335 - mmseg - INFO - Iter [6550/160000] lr: 9.591e-05, eta: 20:46:47, time: 0.542, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9517, decode.loss_mask: 0.8706, decode.loss_dice: 1.1949, decode.d0.loss_cls: 1.8464, decode.d0.loss_mask: 0.9117, decode.d0.loss_dice: 1.3730, decode.d1.loss_cls: 1.0940, decode.d1.loss_mask: 0.8925, decode.d1.loss_dice: 1.2623, decode.d2.loss_cls: 0.9936, decode.d2.loss_mask: 0.8763, decode.d2.loss_dice: 1.2140, decode.d3.loss_cls: 0.9718, decode.d3.loss_mask: 0.8660, decode.d3.loss_dice: 1.1985, decode.d4.loss_cls: 0.9704, decode.d4.loss_mask: 0.8647, decode.d4.loss_dice: 1.1984, decode.d5.loss_cls: 0.9587, decode.d5.loss_mask: 0.8643, decode.d5.loss_dice: 1.1949, decode.d6.loss_cls: 0.9480, decode.d6.loss_mask: 0.8605, decode.d6.loss_dice: 1.1872, decode.d7.loss_cls: 0.9492, decode.d7.loss_mask: 0.8643, decode.d7.loss_dice: 1.1961, decode.d8.loss_cls: 0.9511, decode.d8.loss_mask: 0.8699, decode.d8.loss_dice: 1.1927, loss: 31.5877, grad_norm: 79.3393 +2023-11-06 15:05:37,961 - mmseg - INFO - Iter [6600/160000] lr: 9.588e-05, eta: 20:46:51, time: 0.513, data_time: 0.012, memory: 39436, decode.loss_cls: 0.9710, decode.loss_mask: 0.8535, decode.loss_dice: 1.2021, decode.d0.loss_cls: 1.8583, decode.d0.loss_mask: 0.8938, decode.d0.loss_dice: 1.4022, decode.d1.loss_cls: 1.1158, decode.d1.loss_mask: 0.8863, decode.d1.loss_dice: 1.2823, decode.d2.loss_cls: 1.0167, decode.d2.loss_mask: 0.8582, decode.d2.loss_dice: 1.2421, decode.d3.loss_cls: 1.0024, decode.d3.loss_mask: 0.8540, decode.d3.loss_dice: 1.2159, decode.d4.loss_cls: 0.9950, decode.d4.loss_mask: 0.8564, decode.d4.loss_dice: 1.2233, decode.d5.loss_cls: 0.9873, decode.d5.loss_mask: 0.8538, decode.d5.loss_dice: 1.2155, decode.d6.loss_cls: 0.9737, decode.d6.loss_mask: 0.8476, decode.d6.loss_dice: 1.2076, decode.d7.loss_cls: 0.9745, decode.d7.loss_mask: 0.8485, decode.d7.loss_dice: 1.2133, decode.d8.loss_cls: 0.9683, decode.d8.loss_mask: 0.8579, decode.d8.loss_dice: 1.2071, loss: 31.8846, grad_norm: 74.9833 +2023-11-06 15:06:01,726 - mmseg - INFO - Iter [6650/160000] lr: 9.584e-05, eta: 20:46:13, time: 0.475, data_time: 0.014, memory: 39436, decode.loss_cls: 1.0131, decode.loss_mask: 0.8521, decode.loss_dice: 1.2704, decode.d0.loss_cls: 1.9774, decode.d0.loss_mask: 0.8921, decode.d0.loss_dice: 1.4721, decode.d1.loss_cls: 1.1503, decode.d1.loss_mask: 0.8761, decode.d1.loss_dice: 1.3475, decode.d2.loss_cls: 1.0621, decode.d2.loss_mask: 0.8531, decode.d2.loss_dice: 1.2969, decode.d3.loss_cls: 1.0325, decode.d3.loss_mask: 0.8474, decode.d3.loss_dice: 1.2783, decode.d4.loss_cls: 1.0259, decode.d4.loss_mask: 0.8505, decode.d4.loss_dice: 1.2873, decode.d5.loss_cls: 1.0132, decode.d5.loss_mask: 0.8566, decode.d5.loss_dice: 1.2850, decode.d6.loss_cls: 1.0110, decode.d6.loss_mask: 0.8474, decode.d6.loss_dice: 1.2754, decode.d7.loss_cls: 1.0100, decode.d7.loss_mask: 0.8525, decode.d7.loss_dice: 1.2736, decode.d8.loss_cls: 1.0072, decode.d8.loss_mask: 0.8498, decode.d8.loss_dice: 1.2789, loss: 32.9459, grad_norm: 74.9467 +2023-11-06 15:06:24,974 - mmseg - INFO - Iter [6700/160000] lr: 9.581e-05, eta: 20:45:22, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9758, decode.loss_mask: 0.8665, decode.loss_dice: 1.2235, decode.d0.loss_cls: 1.9094, decode.d0.loss_mask: 0.9012, decode.d0.loss_dice: 1.4388, decode.d1.loss_cls: 1.1132, decode.d1.loss_mask: 0.8929, decode.d1.loss_dice: 1.3085, decode.d2.loss_cls: 1.0167, decode.d2.loss_mask: 0.8763, decode.d2.loss_dice: 1.2636, decode.d3.loss_cls: 0.9939, decode.d3.loss_mask: 0.8621, decode.d3.loss_dice: 1.2350, decode.d4.loss_cls: 0.9922, decode.d4.loss_mask: 0.8680, decode.d4.loss_dice: 1.2333, decode.d5.loss_cls: 0.9903, decode.d5.loss_mask: 0.8741, decode.d5.loss_dice: 1.2351, decode.d6.loss_cls: 0.9761, decode.d6.loss_mask: 0.8707, decode.d6.loss_dice: 1.2338, decode.d7.loss_cls: 0.9793, decode.d7.loss_mask: 0.8677, decode.d7.loss_dice: 1.2325, decode.d8.loss_cls: 0.9836, decode.d8.loss_mask: 0.8627, decode.d8.loss_dice: 1.2314, loss: 32.3084, grad_norm: 83.4947 +2023-11-06 15:06:48,054 - mmseg - INFO - Iter [6750/160000] lr: 9.578e-05, eta: 20:44:29, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 0.9882, decode.loss_mask: 0.8198, decode.loss_dice: 1.2472, decode.d0.loss_cls: 1.9157, decode.d0.loss_mask: 0.8541, decode.d0.loss_dice: 1.4432, decode.d1.loss_cls: 1.1098, decode.d1.loss_mask: 0.8470, decode.d1.loss_dice: 1.3275, decode.d2.loss_cls: 1.0181, decode.d2.loss_mask: 0.8258, decode.d2.loss_dice: 1.2810, decode.d3.loss_cls: 0.9899, decode.d3.loss_mask: 0.8237, decode.d3.loss_dice: 1.2531, decode.d4.loss_cls: 0.9821, decode.d4.loss_mask: 0.8230, decode.d4.loss_dice: 1.2543, decode.d5.loss_cls: 0.9792, decode.d5.loss_mask: 0.8283, decode.d5.loss_dice: 1.2490, decode.d6.loss_cls: 0.9805, decode.d6.loss_mask: 0.8202, decode.d6.loss_dice: 1.2348, decode.d7.loss_cls: 0.9765, decode.d7.loss_mask: 0.8253, decode.d7.loss_dice: 1.2450, decode.d8.loss_cls: 0.9741, decode.d8.loss_mask: 0.8220, decode.d8.loss_dice: 1.2429, loss: 31.9814, grad_norm: 76.5686 +2023-11-06 15:07:11,102 - mmseg - INFO - Iter [6800/160000] lr: 9.575e-05, eta: 20:43:35, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9829, decode.loss_mask: 0.8526, decode.loss_dice: 1.2493, decode.d0.loss_cls: 1.8881, decode.d0.loss_mask: 0.8985, decode.d0.loss_dice: 1.4622, decode.d1.loss_cls: 1.1184, decode.d1.loss_mask: 0.8917, decode.d1.loss_dice: 1.3340, decode.d2.loss_cls: 1.0297, decode.d2.loss_mask: 0.8691, decode.d2.loss_dice: 1.2865, decode.d3.loss_cls: 1.0028, decode.d3.loss_mask: 0.8649, decode.d3.loss_dice: 1.2645, decode.d4.loss_cls: 1.0019, decode.d4.loss_mask: 0.8587, decode.d4.loss_dice: 1.2621, decode.d5.loss_cls: 0.9939, decode.d5.loss_mask: 0.8608, decode.d5.loss_dice: 1.2700, decode.d6.loss_cls: 0.9903, decode.d6.loss_mask: 0.8576, decode.d6.loss_dice: 1.2604, decode.d7.loss_cls: 0.9838, decode.d7.loss_mask: 0.8567, decode.d7.loss_dice: 1.2612, decode.d8.loss_cls: 0.9877, decode.d8.loss_mask: 0.8579, decode.d8.loss_dice: 1.2516, loss: 32.5498, grad_norm: 76.4618 +2023-11-06 15:07:34,234 - mmseg - INFO - Iter [6850/160000] lr: 9.572e-05, eta: 20:42:43, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 1.0045, decode.loss_mask: 0.8398, decode.loss_dice: 1.2328, decode.d0.loss_cls: 1.9415, decode.d0.loss_mask: 0.8899, decode.d0.loss_dice: 1.4369, decode.d1.loss_cls: 1.1360, decode.d1.loss_mask: 0.8743, decode.d1.loss_dice: 1.3216, decode.d2.loss_cls: 1.0367, decode.d2.loss_mask: 0.8534, decode.d2.loss_dice: 1.2704, decode.d3.loss_cls: 1.0160, decode.d3.loss_mask: 0.8472, decode.d3.loss_dice: 1.2502, decode.d4.loss_cls: 1.0121, decode.d4.loss_mask: 0.8487, decode.d4.loss_dice: 1.2472, decode.d5.loss_cls: 1.0054, decode.d5.loss_mask: 0.8491, decode.d5.loss_dice: 1.2377, decode.d6.loss_cls: 1.0008, decode.d6.loss_mask: 0.8430, decode.d6.loss_dice: 1.2232, decode.d7.loss_cls: 0.9874, decode.d7.loss_mask: 0.8517, decode.d7.loss_dice: 1.2254, decode.d8.loss_cls: 0.9963, decode.d8.loss_mask: 0.8410, decode.d8.loss_dice: 1.2326, loss: 32.3527, grad_norm: 77.9113 +2023-11-06 15:07:57,382 - mmseg - INFO - Iter [6900/160000] lr: 9.569e-05, eta: 20:41:52, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9599, decode.loss_mask: 0.8387, decode.loss_dice: 1.2196, decode.d0.loss_cls: 1.8709, decode.d0.loss_mask: 0.8800, decode.d0.loss_dice: 1.4222, decode.d1.loss_cls: 1.1125, decode.d1.loss_mask: 0.8699, decode.d1.loss_dice: 1.2926, decode.d2.loss_cls: 1.0222, decode.d2.loss_mask: 0.8438, decode.d2.loss_dice: 1.2525, decode.d3.loss_cls: 0.9943, decode.d3.loss_mask: 0.8419, decode.d3.loss_dice: 1.2335, decode.d4.loss_cls: 0.9920, decode.d4.loss_mask: 0.8416, decode.d4.loss_dice: 1.2315, decode.d5.loss_cls: 0.9841, decode.d5.loss_mask: 0.8409, decode.d5.loss_dice: 1.2294, decode.d6.loss_cls: 0.9721, decode.d6.loss_mask: 0.8369, decode.d6.loss_dice: 1.2204, decode.d7.loss_cls: 0.9652, decode.d7.loss_mask: 0.8435, decode.d7.loss_dice: 1.2266, decode.d8.loss_cls: 0.9694, decode.d8.loss_mask: 0.8400, decode.d8.loss_dice: 1.2280, loss: 31.8762, grad_norm: 70.2815 +2023-11-06 15:08:20,729 - mmseg - INFO - Iter [6950/160000] lr: 9.566e-05, eta: 20:41:06, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9839, decode.loss_mask: 0.8173, decode.loss_dice: 1.1925, decode.d0.loss_cls: 1.8946, decode.d0.loss_mask: 0.8579, decode.d0.loss_dice: 1.4128, decode.d1.loss_cls: 1.1067, decode.d1.loss_mask: 0.8443, decode.d1.loss_dice: 1.2752, decode.d2.loss_cls: 1.0106, decode.d2.loss_mask: 0.8232, decode.d2.loss_dice: 1.2259, decode.d3.loss_cls: 0.9937, decode.d3.loss_mask: 0.8188, decode.d3.loss_dice: 1.1984, decode.d4.loss_cls: 0.9901, decode.d4.loss_mask: 0.8189, decode.d4.loss_dice: 1.2099, decode.d5.loss_cls: 0.9845, decode.d5.loss_mask: 0.8171, decode.d5.loss_dice: 1.2020, decode.d6.loss_cls: 0.9755, decode.d6.loss_mask: 0.8119, decode.d6.loss_dice: 1.1994, decode.d7.loss_cls: 0.9803, decode.d7.loss_mask: 0.8090, decode.d7.loss_dice: 1.2052, decode.d8.loss_cls: 0.9772, decode.d8.loss_mask: 0.8120, decode.d8.loss_dice: 1.1962, loss: 31.4451, grad_norm: 75.5662 +2023-11-06 15:08:43,901 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 15:08:43,901 - mmseg - INFO - Iter [7000/160000] lr: 9.563e-05, eta: 20:40:16, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 0.9501, decode.loss_mask: 0.8495, decode.loss_dice: 1.2050, decode.d0.loss_cls: 1.8644, decode.d0.loss_mask: 0.8966, decode.d0.loss_dice: 1.4181, decode.d1.loss_cls: 1.0964, decode.d1.loss_mask: 0.8796, decode.d1.loss_dice: 1.3002, decode.d2.loss_cls: 0.9849, decode.d2.loss_mask: 0.8620, decode.d2.loss_dice: 1.2431, decode.d3.loss_cls: 0.9661, decode.d3.loss_mask: 0.8545, decode.d3.loss_dice: 1.2211, decode.d4.loss_cls: 0.9597, decode.d4.loss_mask: 0.8506, decode.d4.loss_dice: 1.2266, decode.d5.loss_cls: 0.9576, decode.d5.loss_mask: 0.8468, decode.d5.loss_dice: 1.2183, decode.d6.loss_cls: 0.9523, decode.d6.loss_mask: 0.8533, decode.d6.loss_dice: 1.2086, decode.d7.loss_cls: 0.9604, decode.d7.loss_mask: 0.8477, decode.d7.loss_dice: 1.2099, decode.d8.loss_cls: 0.9571, decode.d8.loss_mask: 0.8563, decode.d8.loss_dice: 1.2025, loss: 31.6992, grad_norm: 69.6620 +2023-11-06 15:09:07,028 - mmseg - INFO - Iter [7050/160000] lr: 9.559e-05, eta: 20:39:26, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9613, decode.loss_mask: 0.8367, decode.loss_dice: 1.2482, decode.d0.loss_cls: 1.8655, decode.d0.loss_mask: 0.8774, decode.d0.loss_dice: 1.4485, decode.d1.loss_cls: 1.0996, decode.d1.loss_mask: 0.8694, decode.d1.loss_dice: 1.3323, decode.d2.loss_cls: 0.9971, decode.d2.loss_mask: 0.8467, decode.d2.loss_dice: 1.2856, decode.d3.loss_cls: 0.9746, decode.d3.loss_mask: 0.8423, decode.d3.loss_dice: 1.2542, decode.d4.loss_cls: 0.9648, decode.d4.loss_mask: 0.8438, decode.d4.loss_dice: 1.2602, decode.d5.loss_cls: 0.9683, decode.d5.loss_mask: 0.8463, decode.d5.loss_dice: 1.2594, decode.d6.loss_cls: 0.9575, decode.d6.loss_mask: 0.8444, decode.d6.loss_dice: 1.2580, decode.d7.loss_cls: 0.9530, decode.d7.loss_mask: 0.8435, decode.d7.loss_dice: 1.2666, decode.d8.loss_cls: 0.9526, decode.d8.loss_mask: 0.8418, decode.d8.loss_dice: 1.2532, loss: 32.0530, grad_norm: 71.4186 +2023-11-06 15:09:30,064 - mmseg - INFO - Iter [7100/160000] lr: 9.556e-05, eta: 20:38:35, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9870, decode.loss_mask: 0.8457, decode.loss_dice: 1.2125, decode.d0.loss_cls: 1.8888, decode.d0.loss_mask: 0.8896, decode.d0.loss_dice: 1.4146, decode.d1.loss_cls: 1.1122, decode.d1.loss_mask: 0.8712, decode.d1.loss_dice: 1.3006, decode.d2.loss_cls: 1.0207, decode.d2.loss_mask: 0.8558, decode.d2.loss_dice: 1.2423, decode.d3.loss_cls: 0.9938, decode.d3.loss_mask: 0.8478, decode.d3.loss_dice: 1.2218, decode.d4.loss_cls: 0.9769, decode.d4.loss_mask: 0.8545, decode.d4.loss_dice: 1.2241, decode.d5.loss_cls: 0.9712, decode.d5.loss_mask: 0.8520, decode.d5.loss_dice: 1.2297, decode.d6.loss_cls: 0.9720, decode.d6.loss_mask: 0.8481, decode.d6.loss_dice: 1.2171, decode.d7.loss_cls: 0.9746, decode.d7.loss_mask: 0.8552, decode.d7.loss_dice: 1.2170, decode.d8.loss_cls: 0.9743, decode.d8.loss_mask: 0.8550, decode.d8.loss_dice: 1.2196, loss: 31.9460, grad_norm: 82.5686 +2023-11-06 15:09:53,329 - mmseg - INFO - Iter [7150/160000] lr: 9.553e-05, eta: 20:37:48, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9709, decode.loss_mask: 0.8425, decode.loss_dice: 1.2291, decode.d0.loss_cls: 1.8633, decode.d0.loss_mask: 0.8935, decode.d0.loss_dice: 1.4346, decode.d1.loss_cls: 1.0911, decode.d1.loss_mask: 0.8884, decode.d1.loss_dice: 1.3146, decode.d2.loss_cls: 1.0001, decode.d2.loss_mask: 0.8613, decode.d2.loss_dice: 1.2642, decode.d3.loss_cls: 0.9856, decode.d3.loss_mask: 0.8508, decode.d3.loss_dice: 1.2469, decode.d4.loss_cls: 0.9813, decode.d4.loss_mask: 0.8542, decode.d4.loss_dice: 1.2388, decode.d5.loss_cls: 0.9713, decode.d5.loss_mask: 0.8518, decode.d5.loss_dice: 1.2441, decode.d6.loss_cls: 0.9684, decode.d6.loss_mask: 0.8505, decode.d6.loss_dice: 1.2309, decode.d7.loss_cls: 0.9658, decode.d7.loss_mask: 0.8495, decode.d7.loss_dice: 1.2340, decode.d8.loss_cls: 0.9651, decode.d8.loss_mask: 0.8514, decode.d8.loss_dice: 1.2323, loss: 32.0260, grad_norm: 76.3480 +2023-11-06 15:10:16,618 - mmseg - INFO - Iter [7200/160000] lr: 9.550e-05, eta: 20:37:02, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9471, decode.loss_mask: 0.8487, decode.loss_dice: 1.2354, decode.d0.loss_cls: 1.8902, decode.d0.loss_mask: 0.8808, decode.d0.loss_dice: 1.4335, decode.d1.loss_cls: 1.0943, decode.d1.loss_mask: 0.8676, decode.d1.loss_dice: 1.3241, decode.d2.loss_cls: 0.9968, decode.d2.loss_mask: 0.8466, decode.d2.loss_dice: 1.2755, decode.d3.loss_cls: 0.9827, decode.d3.loss_mask: 0.8374, decode.d3.loss_dice: 1.2384, decode.d4.loss_cls: 0.9653, decode.d4.loss_mask: 0.8451, decode.d4.loss_dice: 1.2439, decode.d5.loss_cls: 0.9674, decode.d5.loss_mask: 0.8400, decode.d5.loss_dice: 1.2426, decode.d6.loss_cls: 0.9511, decode.d6.loss_mask: 0.8445, decode.d6.loss_dice: 1.2396, decode.d7.loss_cls: 0.9524, decode.d7.loss_mask: 0.8469, decode.d7.loss_dice: 1.2418, decode.d8.loss_cls: 0.9599, decode.d8.loss_mask: 0.8367, decode.d8.loss_dice: 1.2409, loss: 31.9173, grad_norm: 68.3207 +2023-11-06 15:10:39,838 - mmseg - INFO - Iter [7250/160000] lr: 9.547e-05, eta: 20:36:16, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9207, decode.loss_mask: 0.8280, decode.loss_dice: 1.1957, decode.d0.loss_cls: 1.8364, decode.d0.loss_mask: 0.8632, decode.d0.loss_dice: 1.3910, decode.d1.loss_cls: 1.0684, decode.d1.loss_mask: 0.8619, decode.d1.loss_dice: 1.2839, decode.d2.loss_cls: 0.9708, decode.d2.loss_mask: 0.8371, decode.d2.loss_dice: 1.2266, decode.d3.loss_cls: 0.9491, decode.d3.loss_mask: 0.8299, decode.d3.loss_dice: 1.1984, decode.d4.loss_cls: 0.9433, decode.d4.loss_mask: 0.8360, decode.d4.loss_dice: 1.2002, decode.d5.loss_cls: 0.9427, decode.d5.loss_mask: 0.8353, decode.d5.loss_dice: 1.1989, decode.d6.loss_cls: 0.9285, decode.d6.loss_mask: 0.8307, decode.d6.loss_dice: 1.1971, decode.d7.loss_cls: 0.9249, decode.d7.loss_mask: 0.8369, decode.d7.loss_dice: 1.2000, decode.d8.loss_cls: 0.9328, decode.d8.loss_mask: 0.8314, decode.d8.loss_dice: 1.1962, loss: 31.0961, grad_norm: 74.8272 +2023-11-06 15:11:03,087 - mmseg - INFO - Iter [7300/160000] lr: 9.544e-05, eta: 20:35:30, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9714, decode.loss_mask: 0.8665, decode.loss_dice: 1.2357, decode.d0.loss_cls: 1.8713, decode.d0.loss_mask: 0.9112, decode.d0.loss_dice: 1.4497, decode.d1.loss_cls: 1.1061, decode.d1.loss_mask: 0.8850, decode.d1.loss_dice: 1.3273, decode.d2.loss_cls: 1.0127, decode.d2.loss_mask: 0.8617, decode.d2.loss_dice: 1.2758, decode.d3.loss_cls: 0.9894, decode.d3.loss_mask: 0.8606, decode.d3.loss_dice: 1.2430, decode.d4.loss_cls: 0.9890, decode.d4.loss_mask: 0.8677, decode.d4.loss_dice: 1.2440, decode.d5.loss_cls: 0.9789, decode.d5.loss_mask: 0.8684, decode.d5.loss_dice: 1.2371, decode.d6.loss_cls: 0.9789, decode.d6.loss_mask: 0.8659, decode.d6.loss_dice: 1.2402, decode.d7.loss_cls: 0.9736, decode.d7.loss_mask: 0.8646, decode.d7.loss_dice: 1.2376, decode.d8.loss_cls: 0.9649, decode.d8.loss_mask: 0.8652, decode.d8.loss_dice: 1.2395, loss: 32.2829, grad_norm: 71.8316 +2023-11-06 15:11:26,509 - mmseg - INFO - Iter [7350/160000] lr: 9.541e-05, eta: 20:34:48, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9218, decode.loss_mask: 0.8437, decode.loss_dice: 1.2095, decode.d0.loss_cls: 1.8599, decode.d0.loss_mask: 0.8949, decode.d0.loss_dice: 1.4146, decode.d1.loss_cls: 1.0607, decode.d1.loss_mask: 0.8809, decode.d1.loss_dice: 1.2919, decode.d2.loss_cls: 0.9739, decode.d2.loss_mask: 0.8583, decode.d2.loss_dice: 1.2382, decode.d3.loss_cls: 0.9476, decode.d3.loss_mask: 0.8485, decode.d3.loss_dice: 1.2175, decode.d4.loss_cls: 0.9454, decode.d4.loss_mask: 0.8456, decode.d4.loss_dice: 1.2191, decode.d5.loss_cls: 0.9396, decode.d5.loss_mask: 0.8449, decode.d5.loss_dice: 1.2129, decode.d6.loss_cls: 0.9257, decode.d6.loss_mask: 0.8431, decode.d6.loss_dice: 1.2064, decode.d7.loss_cls: 0.9261, decode.d7.loss_mask: 0.8442, decode.d7.loss_dice: 1.2057, decode.d8.loss_cls: 0.9239, decode.d8.loss_mask: 0.8400, decode.d8.loss_dice: 1.2102, loss: 31.3946, grad_norm: 69.0943 +2023-11-06 15:11:49,679 - mmseg - INFO - Iter [7400/160000] lr: 9.538e-05, eta: 20:34:01, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9735, decode.loss_mask: 0.8578, decode.loss_dice: 1.2317, decode.d0.loss_cls: 1.8620, decode.d0.loss_mask: 0.9002, decode.d0.loss_dice: 1.4172, decode.d1.loss_cls: 1.1011, decode.d1.loss_mask: 0.8860, decode.d1.loss_dice: 1.3011, decode.d2.loss_cls: 1.0108, decode.d2.loss_mask: 0.8685, decode.d2.loss_dice: 1.2541, decode.d3.loss_cls: 0.9864, decode.d3.loss_mask: 0.8668, decode.d3.loss_dice: 1.2281, decode.d4.loss_cls: 0.9854, decode.d4.loss_mask: 0.8580, decode.d4.loss_dice: 1.2284, decode.d5.loss_cls: 0.9880, decode.d5.loss_mask: 0.8598, decode.d5.loss_dice: 1.2243, decode.d6.loss_cls: 0.9805, decode.d6.loss_mask: 0.8572, decode.d6.loss_dice: 1.2217, decode.d7.loss_cls: 0.9775, decode.d7.loss_mask: 0.8616, decode.d7.loss_dice: 1.2279, decode.d8.loss_cls: 0.9706, decode.d8.loss_mask: 0.8601, decode.d8.loss_dice: 1.2276, loss: 32.0736, grad_norm: 78.5566 +2023-11-06 15:12:13,048 - mmseg - INFO - Iter [7450/160000] lr: 9.534e-05, eta: 20:33:18, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9484, decode.loss_mask: 0.8475, decode.loss_dice: 1.2463, decode.d0.loss_cls: 1.8669, decode.d0.loss_mask: 0.8917, decode.d0.loss_dice: 1.4431, decode.d1.loss_cls: 1.0887, decode.d1.loss_mask: 0.8738, decode.d1.loss_dice: 1.3374, decode.d2.loss_cls: 0.9834, decode.d2.loss_mask: 0.8581, decode.d2.loss_dice: 1.2858, decode.d3.loss_cls: 0.9556, decode.d3.loss_mask: 0.8538, decode.d3.loss_dice: 1.2563, decode.d4.loss_cls: 0.9475, decode.d4.loss_mask: 0.8557, decode.d4.loss_dice: 1.2541, decode.d5.loss_cls: 0.9479, decode.d5.loss_mask: 0.8536, decode.d5.loss_dice: 1.2596, decode.d6.loss_cls: 0.9520, decode.d6.loss_mask: 0.8486, decode.d6.loss_dice: 1.2492, decode.d7.loss_cls: 0.9476, decode.d7.loss_mask: 0.8481, decode.d7.loss_dice: 1.2531, decode.d8.loss_cls: 0.9501, decode.d8.loss_mask: 0.8474, decode.d8.loss_dice: 1.2570, loss: 32.0082, grad_norm: 70.7890 +2023-11-06 15:12:36,243 - mmseg - INFO - Iter [7500/160000] lr: 9.531e-05, eta: 20:32:33, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9568, decode.loss_mask: 0.8664, decode.loss_dice: 1.2491, decode.d0.loss_cls: 1.8582, decode.d0.loss_mask: 0.9053, decode.d0.loss_dice: 1.4529, decode.d1.loss_cls: 1.0883, decode.d1.loss_mask: 0.8960, decode.d1.loss_dice: 1.3303, decode.d2.loss_cls: 0.9873, decode.d2.loss_mask: 0.8790, decode.d2.loss_dice: 1.2821, decode.d3.loss_cls: 0.9686, decode.d3.loss_mask: 0.8729, decode.d3.loss_dice: 1.2644, decode.d4.loss_cls: 0.9695, decode.d4.loss_mask: 0.8728, decode.d4.loss_dice: 1.2587, decode.d5.loss_cls: 0.9656, decode.d5.loss_mask: 0.8683, decode.d5.loss_dice: 1.2667, decode.d6.loss_cls: 0.9649, decode.d6.loss_mask: 0.8610, decode.d6.loss_dice: 1.2526, decode.d7.loss_cls: 0.9565, decode.d7.loss_mask: 0.8667, decode.d7.loss_dice: 1.2524, decode.d8.loss_cls: 0.9582, decode.d8.loss_mask: 0.8632, decode.d8.loss_dice: 1.2522, loss: 32.2872, grad_norm: 70.5307 +2023-11-06 15:12:59,376 - mmseg - INFO - Iter [7550/160000] lr: 9.528e-05, eta: 20:31:46, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.9459, decode.loss_mask: 0.8253, decode.loss_dice: 1.2283, decode.d0.loss_cls: 1.8780, decode.d0.loss_mask: 0.8651, decode.d0.loss_dice: 1.4192, decode.d1.loss_cls: 1.0992, decode.d1.loss_mask: 0.8567, decode.d1.loss_dice: 1.3142, decode.d2.loss_cls: 0.9951, decode.d2.loss_mask: 0.8379, decode.d2.loss_dice: 1.2697, decode.d3.loss_cls: 0.9807, decode.d3.loss_mask: 0.8318, decode.d3.loss_dice: 1.2405, decode.d4.loss_cls: 0.9704, decode.d4.loss_mask: 0.8298, decode.d4.loss_dice: 1.2318, decode.d5.loss_cls: 0.9586, decode.d5.loss_mask: 0.8344, decode.d5.loss_dice: 1.2459, decode.d6.loss_cls: 0.9581, decode.d6.loss_mask: 0.8321, decode.d6.loss_dice: 1.2381, decode.d7.loss_cls: 0.9564, decode.d7.loss_mask: 0.8325, decode.d7.loss_dice: 1.2414, decode.d8.loss_cls: 0.9561, decode.d8.loss_mask: 0.8261, decode.d8.loss_dice: 1.2420, loss: 31.7412, grad_norm: 68.1626 +2023-11-06 15:13:25,172 - mmseg - INFO - Iter [7600/160000] lr: 9.525e-05, eta: 20:31:53, time: 0.516, data_time: 0.060, memory: 39436, decode.loss_cls: 0.9639, decode.loss_mask: 0.8387, decode.loss_dice: 1.2027, decode.d0.loss_cls: 1.8360, decode.d0.loss_mask: 0.8826, decode.d0.loss_dice: 1.4102, decode.d1.loss_cls: 1.0781, decode.d1.loss_mask: 0.8640, decode.d1.loss_dice: 1.2934, decode.d2.loss_cls: 1.0007, decode.d2.loss_mask: 0.8487, decode.d2.loss_dice: 1.2445, decode.d3.loss_cls: 0.9826, decode.d3.loss_mask: 0.8456, decode.d3.loss_dice: 1.2209, decode.d4.loss_cls: 0.9791, decode.d4.loss_mask: 0.8445, decode.d4.loss_dice: 1.2189, decode.d5.loss_cls: 0.9782, decode.d5.loss_mask: 0.8451, decode.d5.loss_dice: 1.2086, decode.d6.loss_cls: 0.9643, decode.d6.loss_mask: 0.8455, decode.d6.loss_dice: 1.2044, decode.d7.loss_cls: 0.9582, decode.d7.loss_mask: 0.8446, decode.d7.loss_dice: 1.2118, decode.d8.loss_cls: 0.9569, decode.d8.loss_mask: 0.8492, decode.d8.loss_dice: 1.2058, loss: 31.6275, grad_norm: 71.1975 +2023-11-06 15:13:49,012 - mmseg - INFO - Iter [7650/160000] lr: 9.522e-05, eta: 20:31:20, time: 0.477, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9311, decode.loss_mask: 0.8083, decode.loss_dice: 1.1865, decode.d0.loss_cls: 1.8401, decode.d0.loss_mask: 0.8485, decode.d0.loss_dice: 1.3907, decode.d1.loss_cls: 1.0685, decode.d1.loss_mask: 0.8376, decode.d1.loss_dice: 1.2762, decode.d2.loss_cls: 0.9791, decode.d2.loss_mask: 0.8138, decode.d2.loss_dice: 1.2222, decode.d3.loss_cls: 0.9429, decode.d3.loss_mask: 0.8087, decode.d3.loss_dice: 1.2082, decode.d4.loss_cls: 0.9462, decode.d4.loss_mask: 0.8109, decode.d4.loss_dice: 1.2084, decode.d5.loss_cls: 0.9409, decode.d5.loss_mask: 0.8132, decode.d5.loss_dice: 1.1998, decode.d6.loss_cls: 0.9371, decode.d6.loss_mask: 0.8086, decode.d6.loss_dice: 1.1856, decode.d7.loss_cls: 0.9362, decode.d7.loss_mask: 0.8125, decode.d7.loss_dice: 1.1992, decode.d8.loss_cls: 0.9360, decode.d8.loss_mask: 0.8086, decode.d8.loss_dice: 1.1947, loss: 30.9003, grad_norm: 75.2078 +2023-11-06 15:14:12,380 - mmseg - INFO - Iter [7700/160000] lr: 9.519e-05, eta: 20:30:39, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9421, decode.loss_mask: 0.8437, decode.loss_dice: 1.1560, decode.d0.loss_cls: 1.8733, decode.d0.loss_mask: 0.8799, decode.d0.loss_dice: 1.3562, decode.d1.loss_cls: 1.0734, decode.d1.loss_mask: 0.8688, decode.d1.loss_dice: 1.2342, decode.d2.loss_cls: 0.9720, decode.d2.loss_mask: 0.8588, decode.d2.loss_dice: 1.1766, decode.d3.loss_cls: 0.9605, decode.d3.loss_mask: 0.8481, decode.d3.loss_dice: 1.1618, decode.d4.loss_cls: 0.9589, decode.d4.loss_mask: 0.8466, decode.d4.loss_dice: 1.1557, decode.d5.loss_cls: 0.9484, decode.d5.loss_mask: 0.8490, decode.d5.loss_dice: 1.1621, decode.d6.loss_cls: 0.9504, decode.d6.loss_mask: 0.8382, decode.d6.loss_dice: 1.1543, decode.d7.loss_cls: 0.9390, decode.d7.loss_mask: 0.8400, decode.d7.loss_dice: 1.1580, decode.d8.loss_cls: 0.9399, decode.d8.loss_mask: 0.8457, decode.d8.loss_dice: 1.1568, loss: 30.9485, grad_norm: 73.3595 +2023-11-06 15:14:35,757 - mmseg - INFO - Iter [7750/160000] lr: 9.516e-05, eta: 20:29:58, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9451, decode.loss_mask: 0.8012, decode.loss_dice: 1.1825, decode.d0.loss_cls: 1.8616, decode.d0.loss_mask: 0.8552, decode.d0.loss_dice: 1.3876, decode.d1.loss_cls: 1.0785, decode.d1.loss_mask: 0.8364, decode.d1.loss_dice: 1.2543, decode.d2.loss_cls: 0.9869, decode.d2.loss_mask: 0.8129, decode.d2.loss_dice: 1.2150, decode.d3.loss_cls: 0.9658, decode.d3.loss_mask: 0.8122, decode.d3.loss_dice: 1.1857, decode.d4.loss_cls: 0.9517, decode.d4.loss_mask: 0.8095, decode.d4.loss_dice: 1.1870, decode.d5.loss_cls: 0.9507, decode.d5.loss_mask: 0.8088, decode.d5.loss_dice: 1.1888, decode.d6.loss_cls: 0.9440, decode.d6.loss_mask: 0.8053, decode.d6.loss_dice: 1.1802, decode.d7.loss_cls: 0.9352, decode.d7.loss_mask: 0.8066, decode.d7.loss_dice: 1.1921, decode.d8.loss_cls: 0.9455, decode.d8.loss_mask: 0.7996, decode.d8.loss_dice: 1.1943, loss: 30.8804, grad_norm: 70.4491 +2023-11-06 15:14:59,081 - mmseg - INFO - Iter [7800/160000] lr: 9.513e-05, eta: 20:29:15, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8997, decode.loss_mask: 0.8190, decode.loss_dice: 1.1646, decode.d0.loss_cls: 1.8004, decode.d0.loss_mask: 0.8663, decode.d0.loss_dice: 1.3610, decode.d1.loss_cls: 1.0234, decode.d1.loss_mask: 0.8491, decode.d1.loss_dice: 1.2593, decode.d2.loss_cls: 0.9461, decode.d2.loss_mask: 0.8304, decode.d2.loss_dice: 1.2083, decode.d3.loss_cls: 0.9101, decode.d3.loss_mask: 0.8232, decode.d3.loss_dice: 1.1888, decode.d4.loss_cls: 0.9066, decode.d4.loss_mask: 0.8203, decode.d4.loss_dice: 1.1788, decode.d5.loss_cls: 0.9058, decode.d5.loss_mask: 0.8148, decode.d5.loss_dice: 1.1879, decode.d6.loss_cls: 0.8968, decode.d6.loss_mask: 0.8153, decode.d6.loss_dice: 1.1646, decode.d7.loss_cls: 0.8916, decode.d7.loss_mask: 0.8231, decode.d7.loss_dice: 1.1706, decode.d8.loss_cls: 0.8898, decode.d8.loss_mask: 0.8207, decode.d8.loss_dice: 1.1693, loss: 30.4059, grad_norm: 71.3184 +2023-11-06 15:15:22,395 - mmseg - INFO - Iter [7850/160000] lr: 9.509e-05, eta: 20:28:34, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.9166, decode.loss_mask: 0.8375, decode.loss_dice: 1.2173, decode.d0.loss_cls: 1.8010, decode.d0.loss_mask: 0.8644, decode.d0.loss_dice: 1.4074, decode.d1.loss_cls: 1.0518, decode.d1.loss_mask: 0.8565, decode.d1.loss_dice: 1.3068, decode.d2.loss_cls: 0.9628, decode.d2.loss_mask: 0.8345, decode.d2.loss_dice: 1.2573, decode.d3.loss_cls: 0.9390, decode.d3.loss_mask: 0.8309, decode.d3.loss_dice: 1.2281, decode.d4.loss_cls: 0.9272, decode.d4.loss_mask: 0.8313, decode.d4.loss_dice: 1.2254, decode.d5.loss_cls: 0.9237, decode.d5.loss_mask: 0.8349, decode.d5.loss_dice: 1.2252, decode.d6.loss_cls: 0.9215, decode.d6.loss_mask: 0.8308, decode.d6.loss_dice: 1.2146, decode.d7.loss_cls: 0.9128, decode.d7.loss_mask: 0.8348, decode.d7.loss_dice: 1.2235, decode.d8.loss_cls: 0.9028, decode.d8.loss_mask: 0.8390, decode.d8.loss_dice: 1.2293, loss: 31.1888, grad_norm: 69.3977 +2023-11-06 15:15:46,053 - mmseg - INFO - Iter [7900/160000] lr: 9.506e-05, eta: 20:27:58, time: 0.473, data_time: 0.014, memory: 39436, decode.loss_cls: 0.9387, decode.loss_mask: 0.8160, decode.loss_dice: 1.2267, decode.d0.loss_cls: 1.8731, decode.d0.loss_mask: 0.8526, decode.d0.loss_dice: 1.3993, decode.d1.loss_cls: 1.0682, decode.d1.loss_mask: 0.8407, decode.d1.loss_dice: 1.3146, decode.d2.loss_cls: 0.9884, decode.d2.loss_mask: 0.8298, decode.d2.loss_dice: 1.2547, decode.d3.loss_cls: 0.9608, decode.d3.loss_mask: 0.8240, decode.d3.loss_dice: 1.2358, decode.d4.loss_cls: 0.9571, decode.d4.loss_mask: 0.8179, decode.d4.loss_dice: 1.2282, decode.d5.loss_cls: 0.9310, decode.d5.loss_mask: 0.8202, decode.d5.loss_dice: 1.2424, decode.d6.loss_cls: 0.9291, decode.d6.loss_mask: 0.8151, decode.d6.loss_dice: 1.2336, decode.d7.loss_cls: 0.9339, decode.d7.loss_mask: 0.8223, decode.d7.loss_dice: 1.2378, decode.d8.loss_cls: 0.9312, decode.d8.loss_mask: 0.8163, decode.d8.loss_dice: 1.2275, loss: 31.3669, grad_norm: 67.1582 +2023-11-06 15:16:09,860 - mmseg - INFO - Iter [7950/160000] lr: 9.503e-05, eta: 20:27:26, time: 0.476, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9095, decode.loss_mask: 0.8072, decode.loss_dice: 1.1700, decode.d0.loss_cls: 1.8094, decode.d0.loss_mask: 0.8474, decode.d0.loss_dice: 1.3591, decode.d1.loss_cls: 1.0533, decode.d1.loss_mask: 0.8322, decode.d1.loss_dice: 1.2546, decode.d2.loss_cls: 0.9548, decode.d2.loss_mask: 0.8211, decode.d2.loss_dice: 1.1993, decode.d3.loss_cls: 0.9322, decode.d3.loss_mask: 0.8091, decode.d3.loss_dice: 1.1767, decode.d4.loss_cls: 0.9286, decode.d4.loss_mask: 0.8144, decode.d4.loss_dice: 1.1894, decode.d5.loss_cls: 0.9174, decode.d5.loss_mask: 0.8093, decode.d5.loss_dice: 1.1783, decode.d6.loss_cls: 0.9167, decode.d6.loss_mask: 0.8124, decode.d6.loss_dice: 1.1731, decode.d7.loss_cls: 0.9107, decode.d7.loss_mask: 0.8050, decode.d7.loss_dice: 1.1793, decode.d8.loss_cls: 0.9134, decode.d8.loss_mask: 0.8114, decode.d8.loss_dice: 1.1680, loss: 30.4632, grad_norm: 69.2647 +2023-11-06 15:16:33,464 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 15:16:33,465 - mmseg - INFO - Iter [8000/160000] lr: 9.500e-05, eta: 20:26:50, time: 0.472, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9588, decode.loss_mask: 0.8414, decode.loss_dice: 1.1855, decode.d0.loss_cls: 1.8306, decode.d0.loss_mask: 0.8900, decode.d0.loss_dice: 1.3899, decode.d1.loss_cls: 1.0720, decode.d1.loss_mask: 0.8627, decode.d1.loss_dice: 1.2833, decode.d2.loss_cls: 0.9882, decode.d2.loss_mask: 0.8482, decode.d2.loss_dice: 1.2311, decode.d3.loss_cls: 0.9690, decode.d3.loss_mask: 0.8430, decode.d3.loss_dice: 1.1987, decode.d4.loss_cls: 0.9648, decode.d4.loss_mask: 0.8451, decode.d4.loss_dice: 1.2075, decode.d5.loss_cls: 0.9563, decode.d5.loss_mask: 0.8454, decode.d5.loss_dice: 1.1957, decode.d6.loss_cls: 0.9470, decode.d6.loss_mask: 0.8423, decode.d6.loss_dice: 1.1942, decode.d7.loss_cls: 0.9569, decode.d7.loss_mask: 0.8397, decode.d7.loss_dice: 1.1909, decode.d8.loss_cls: 0.9591, decode.d8.loss_mask: 0.8429, decode.d8.loss_dice: 1.1863, loss: 31.3666, grad_norm: 73.8193 +2023-11-06 15:16:56,605 - mmseg - INFO - Iter [8050/160000] lr: 9.497e-05, eta: 20:26:06, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9221, decode.loss_mask: 0.8064, decode.loss_dice: 1.1784, decode.d0.loss_cls: 1.8569, decode.d0.loss_mask: 0.8524, decode.d0.loss_dice: 1.3713, decode.d1.loss_cls: 1.0526, decode.d1.loss_mask: 0.8425, decode.d1.loss_dice: 1.2656, decode.d2.loss_cls: 0.9672, decode.d2.loss_mask: 0.8212, decode.d2.loss_dice: 1.2180, decode.d3.loss_cls: 0.9380, decode.d3.loss_mask: 0.8092, decode.d3.loss_dice: 1.1948, decode.d4.loss_cls: 0.9303, decode.d4.loss_mask: 0.8053, decode.d4.loss_dice: 1.1971, decode.d5.loss_cls: 0.9254, decode.d5.loss_mask: 0.8156, decode.d5.loss_dice: 1.1892, decode.d6.loss_cls: 0.9311, decode.d6.loss_mask: 0.8091, decode.d6.loss_dice: 1.1791, decode.d7.loss_cls: 0.9201, decode.d7.loss_mask: 0.8140, decode.d7.loss_dice: 1.1845, decode.d8.loss_cls: 0.9152, decode.d8.loss_mask: 0.8044, decode.d8.loss_dice: 1.1766, loss: 30.6938, grad_norm: 69.6640 +2023-11-06 15:17:20,052 - mmseg - INFO - Iter [8100/160000] lr: 9.494e-05, eta: 20:25:27, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8982, decode.loss_mask: 0.8401, decode.loss_dice: 1.1954, decode.d0.loss_cls: 1.8362, decode.d0.loss_mask: 0.8771, decode.d0.loss_dice: 1.3962, decode.d1.loss_cls: 1.0276, decode.d1.loss_mask: 0.8665, decode.d1.loss_dice: 1.2917, decode.d2.loss_cls: 0.9327, decode.d2.loss_mask: 0.8492, decode.d2.loss_dice: 1.2310, decode.d3.loss_cls: 0.9222, decode.d3.loss_mask: 0.8426, decode.d3.loss_dice: 1.2080, decode.d4.loss_cls: 0.9154, decode.d4.loss_mask: 0.8384, decode.d4.loss_dice: 1.2081, decode.d5.loss_cls: 0.9167, decode.d5.loss_mask: 0.8394, decode.d5.loss_dice: 1.2093, decode.d6.loss_cls: 0.9025, decode.d6.loss_mask: 0.8426, decode.d6.loss_dice: 1.2039, decode.d7.loss_cls: 0.9002, decode.d7.loss_mask: 0.8363, decode.d7.loss_dice: 1.2053, decode.d8.loss_cls: 0.8987, decode.d8.loss_mask: 0.8451, decode.d8.loss_dice: 1.1990, loss: 30.9757, grad_norm: 73.5341 +2023-11-06 15:17:43,383 - mmseg - INFO - Iter [8150/160000] lr: 9.491e-05, eta: 20:24:47, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8766, decode.loss_mask: 0.8454, decode.loss_dice: 1.1927, decode.d0.loss_cls: 1.8329, decode.d0.loss_mask: 0.8672, decode.d0.loss_dice: 1.3757, decode.d1.loss_cls: 1.0075, decode.d1.loss_mask: 0.8703, decode.d1.loss_dice: 1.2750, decode.d2.loss_cls: 0.9130, decode.d2.loss_mask: 0.8515, decode.d2.loss_dice: 1.2243, decode.d3.loss_cls: 0.8927, decode.d3.loss_mask: 0.8506, decode.d3.loss_dice: 1.2047, decode.d4.loss_cls: 0.8956, decode.d4.loss_mask: 0.8432, decode.d4.loss_dice: 1.2007, decode.d5.loss_cls: 0.8941, decode.d5.loss_mask: 0.8420, decode.d5.loss_dice: 1.1914, decode.d6.loss_cls: 0.8809, decode.d6.loss_mask: 0.8424, decode.d6.loss_dice: 1.1889, decode.d7.loss_cls: 0.8779, decode.d7.loss_mask: 0.8444, decode.d7.loss_dice: 1.1922, decode.d8.loss_cls: 0.8848, decode.d8.loss_mask: 0.8397, decode.d8.loss_dice: 1.1883, loss: 30.6865, grad_norm: 77.7033 +2023-11-06 15:18:06,737 - mmseg - INFO - Iter [8200/160000] lr: 9.488e-05, eta: 20:24:07, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8965, decode.loss_mask: 0.8257, decode.loss_dice: 1.2093, decode.d0.loss_cls: 1.8239, decode.d0.loss_mask: 0.8563, decode.d0.loss_dice: 1.4028, decode.d1.loss_cls: 1.0249, decode.d1.loss_mask: 0.8487, decode.d1.loss_dice: 1.2965, decode.d2.loss_cls: 0.9343, decode.d2.loss_mask: 0.8389, decode.d2.loss_dice: 1.2525, decode.d3.loss_cls: 0.9217, decode.d3.loss_mask: 0.8280, decode.d3.loss_dice: 1.2178, decode.d4.loss_cls: 0.9162, decode.d4.loss_mask: 0.8224, decode.d4.loss_dice: 1.2218, decode.d5.loss_cls: 0.9048, decode.d5.loss_mask: 0.8255, decode.d5.loss_dice: 1.2161, decode.d6.loss_cls: 0.9063, decode.d6.loss_mask: 0.8213, decode.d6.loss_dice: 1.2116, decode.d7.loss_cls: 0.9030, decode.d7.loss_mask: 0.8262, decode.d7.loss_dice: 1.2181, decode.d8.loss_cls: 0.9026, decode.d8.loss_mask: 0.8247, decode.d8.loss_dice: 1.2171, loss: 30.9155, grad_norm: 75.9809 +2023-11-06 15:18:29,822 - mmseg - INFO - Iter [8250/160000] lr: 9.484e-05, eta: 20:23:23, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8930, decode.loss_mask: 0.8443, decode.loss_dice: 1.1752, decode.d0.loss_cls: 1.8456, decode.d0.loss_mask: 0.8734, decode.d0.loss_dice: 1.3553, decode.d1.loss_cls: 1.0102, decode.d1.loss_mask: 0.8732, decode.d1.loss_dice: 1.2611, decode.d2.loss_cls: 0.9284, decode.d2.loss_mask: 0.8522, decode.d2.loss_dice: 1.2082, decode.d3.loss_cls: 0.9134, decode.d3.loss_mask: 0.8445, decode.d3.loss_dice: 1.1768, decode.d4.loss_cls: 0.9175, decode.d4.loss_mask: 0.8373, decode.d4.loss_dice: 1.1817, decode.d5.loss_cls: 0.9107, decode.d5.loss_mask: 0.8429, decode.d5.loss_dice: 1.1757, decode.d6.loss_cls: 0.9099, decode.d6.loss_mask: 0.8381, decode.d6.loss_dice: 1.1658, decode.d7.loss_cls: 0.9027, decode.d7.loss_mask: 0.8354, decode.d7.loss_dice: 1.1750, decode.d8.loss_cls: 0.8937, decode.d8.loss_mask: 0.8371, decode.d8.loss_dice: 1.1746, loss: 30.6527, grad_norm: 78.2367 +2023-11-06 15:18:53,058 - mmseg - INFO - Iter [8300/160000] lr: 9.481e-05, eta: 20:22:41, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9311, decode.loss_mask: 0.8375, decode.loss_dice: 1.2106, decode.d0.loss_cls: 1.8492, decode.d0.loss_mask: 0.8702, decode.d0.loss_dice: 1.3995, decode.d1.loss_cls: 1.0691, decode.d1.loss_mask: 0.8677, decode.d1.loss_dice: 1.2995, decode.d2.loss_cls: 0.9708, decode.d2.loss_mask: 0.8448, decode.d2.loss_dice: 1.2451, decode.d3.loss_cls: 0.9513, decode.d3.loss_mask: 0.8289, decode.d3.loss_dice: 1.2153, decode.d4.loss_cls: 0.9465, decode.d4.loss_mask: 0.8339, decode.d4.loss_dice: 1.2105, decode.d5.loss_cls: 0.9414, decode.d5.loss_mask: 0.8334, decode.d5.loss_dice: 1.2201, decode.d6.loss_cls: 0.9400, decode.d6.loss_mask: 0.8320, decode.d6.loss_dice: 1.2071, decode.d7.loss_cls: 0.9335, decode.d7.loss_mask: 0.8375, decode.d7.loss_dice: 1.2129, decode.d8.loss_cls: 0.9320, decode.d8.loss_mask: 0.8416, decode.d8.loss_dice: 1.2112, loss: 31.3240, grad_norm: 74.2317 +2023-11-06 15:19:16,290 - mmseg - INFO - Iter [8350/160000] lr: 9.478e-05, eta: 20:22:00, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9089, decode.loss_mask: 0.8014, decode.loss_dice: 1.1871, decode.d0.loss_cls: 1.8487, decode.d0.loss_mask: 0.8339, decode.d0.loss_dice: 1.3874, decode.d1.loss_cls: 1.0270, decode.d1.loss_mask: 0.8249, decode.d1.loss_dice: 1.2754, decode.d2.loss_cls: 0.9469, decode.d2.loss_mask: 0.8064, decode.d2.loss_dice: 1.2215, decode.d3.loss_cls: 0.9236, decode.d3.loss_mask: 0.7983, decode.d3.loss_dice: 1.1990, decode.d4.loss_cls: 0.9084, decode.d4.loss_mask: 0.7985, decode.d4.loss_dice: 1.1918, decode.d5.loss_cls: 0.9000, decode.d5.loss_mask: 0.8059, decode.d5.loss_dice: 1.1930, decode.d6.loss_cls: 0.9039, decode.d6.loss_mask: 0.8017, decode.d6.loss_dice: 1.1894, decode.d7.loss_cls: 0.9033, decode.d7.loss_mask: 0.8007, decode.d7.loss_dice: 1.1945, decode.d8.loss_cls: 0.8983, decode.d8.loss_mask: 0.8022, decode.d8.loss_dice: 1.1932, loss: 30.4754, grad_norm: 75.1079 +2023-11-06 15:19:39,260 - mmseg - INFO - Iter [8400/160000] lr: 9.475e-05, eta: 20:21:14, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9153, decode.loss_mask: 0.8542, decode.loss_dice: 1.2330, decode.d0.loss_cls: 1.8595, decode.d0.loss_mask: 0.8925, decode.d0.loss_dice: 1.4094, decode.d1.loss_cls: 1.0524, decode.d1.loss_mask: 0.8721, decode.d1.loss_dice: 1.3055, decode.d2.loss_cls: 0.9729, decode.d2.loss_mask: 0.8541, decode.d2.loss_dice: 1.2514, decode.d3.loss_cls: 0.9476, decode.d3.loss_mask: 0.8432, decode.d3.loss_dice: 1.2376, decode.d4.loss_cls: 0.9406, decode.d4.loss_mask: 0.8503, decode.d4.loss_dice: 1.2330, decode.d5.loss_cls: 0.9389, decode.d5.loss_mask: 0.8534, decode.d5.loss_dice: 1.2354, decode.d6.loss_cls: 0.9309, decode.d6.loss_mask: 0.8453, decode.d6.loss_dice: 1.2274, decode.d7.loss_cls: 0.9312, decode.d7.loss_mask: 0.8540, decode.d7.loss_dice: 1.2260, decode.d8.loss_cls: 0.9267, decode.d8.loss_mask: 0.8501, decode.d8.loss_dice: 1.2295, loss: 31.5733, grad_norm: 73.5318 +2023-11-06 15:20:02,250 - mmseg - INFO - Iter [8450/160000] lr: 9.472e-05, eta: 20:20:28, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.9080, decode.loss_mask: 0.8422, decode.loss_dice: 1.2139, decode.d0.loss_cls: 1.8225, decode.d0.loss_mask: 0.8784, decode.d0.loss_dice: 1.3889, decode.d1.loss_cls: 1.0494, decode.d1.loss_mask: 0.8664, decode.d1.loss_dice: 1.2911, decode.d2.loss_cls: 0.9562, decode.d2.loss_mask: 0.8503, decode.d2.loss_dice: 1.2359, decode.d3.loss_cls: 0.9213, decode.d3.loss_mask: 0.8464, decode.d3.loss_dice: 1.2138, decode.d4.loss_cls: 0.9225, decode.d4.loss_mask: 0.8381, decode.d4.loss_dice: 1.2089, decode.d5.loss_cls: 0.9172, decode.d5.loss_mask: 0.8378, decode.d5.loss_dice: 1.2170, decode.d6.loss_cls: 0.9123, decode.d6.loss_mask: 0.8421, decode.d6.loss_dice: 1.2058, decode.d7.loss_cls: 0.9106, decode.d7.loss_mask: 0.8465, decode.d7.loss_dice: 1.2153, decode.d8.loss_cls: 0.9111, decode.d8.loss_mask: 0.8478, decode.d8.loss_dice: 1.2151, loss: 31.1324, grad_norm: 70.0414 +2023-11-06 15:20:25,406 - mmseg - INFO - Iter [8500/160000] lr: 9.469e-05, eta: 20:19:46, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.9185, decode.loss_mask: 0.8098, decode.loss_dice: 1.1958, decode.d0.loss_cls: 1.8421, decode.d0.loss_mask: 0.8414, decode.d0.loss_dice: 1.3841, decode.d1.loss_cls: 1.0598, decode.d1.loss_mask: 0.8438, decode.d1.loss_dice: 1.2887, decode.d2.loss_cls: 0.9649, decode.d2.loss_mask: 0.8210, decode.d2.loss_dice: 1.2394, decode.d3.loss_cls: 0.9405, decode.d3.loss_mask: 0.8129, decode.d3.loss_dice: 1.1951, decode.d4.loss_cls: 0.9400, decode.d4.loss_mask: 0.8088, decode.d4.loss_dice: 1.2028, decode.d5.loss_cls: 0.9347, decode.d5.loss_mask: 0.8129, decode.d5.loss_dice: 1.2043, decode.d6.loss_cls: 0.9263, decode.d6.loss_mask: 0.8051, decode.d6.loss_dice: 1.2062, decode.d7.loss_cls: 0.9256, decode.d7.loss_mask: 0.8093, decode.d7.loss_dice: 1.2057, decode.d8.loss_cls: 0.9227, decode.d8.loss_mask: 0.8092, decode.d8.loss_dice: 1.2005, loss: 30.8720, grad_norm: 72.8070 +2023-11-06 15:20:48,591 - mmseg - INFO - Iter [8550/160000] lr: 9.466e-05, eta: 20:19:05, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9199, decode.loss_mask: 0.7995, decode.loss_dice: 1.1696, decode.d0.loss_cls: 1.8554, decode.d0.loss_mask: 0.8492, decode.d0.loss_dice: 1.3741, decode.d1.loss_cls: 1.0404, decode.d1.loss_mask: 0.8354, decode.d1.loss_dice: 1.2657, decode.d2.loss_cls: 0.9538, decode.d2.loss_mask: 0.8199, decode.d2.loss_dice: 1.2094, decode.d3.loss_cls: 0.9422, decode.d3.loss_mask: 0.8013, decode.d3.loss_dice: 1.1815, decode.d4.loss_cls: 0.9303, decode.d4.loss_mask: 0.7989, decode.d4.loss_dice: 1.1823, decode.d5.loss_cls: 0.9205, decode.d5.loss_mask: 0.8009, decode.d5.loss_dice: 1.1888, decode.d6.loss_cls: 0.9241, decode.d6.loss_mask: 0.8038, decode.d6.loss_dice: 1.1681, decode.d7.loss_cls: 0.9244, decode.d7.loss_mask: 0.8010, decode.d7.loss_dice: 1.1690, decode.d8.loss_cls: 0.9153, decode.d8.loss_mask: 0.8053, decode.d8.loss_dice: 1.1741, loss: 30.5242, grad_norm: 73.3172 +2023-11-06 15:21:11,642 - mmseg - INFO - Iter [8600/160000] lr: 9.463e-05, eta: 20:18:22, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9307, decode.loss_mask: 0.8214, decode.loss_dice: 1.1849, decode.d0.loss_cls: 1.8347, decode.d0.loss_mask: 0.8629, decode.d0.loss_dice: 1.3715, decode.d1.loss_cls: 1.0523, decode.d1.loss_mask: 0.8475, decode.d1.loss_dice: 1.2659, decode.d2.loss_cls: 0.9748, decode.d2.loss_mask: 0.8349, decode.d2.loss_dice: 1.2171, decode.d3.loss_cls: 0.9529, decode.d3.loss_mask: 0.8253, decode.d3.loss_dice: 1.1912, decode.d4.loss_cls: 0.9436, decode.d4.loss_mask: 0.8202, decode.d4.loss_dice: 1.1962, decode.d5.loss_cls: 0.9309, decode.d5.loss_mask: 0.8235, decode.d5.loss_dice: 1.1968, decode.d6.loss_cls: 0.9317, decode.d6.loss_mask: 0.8207, decode.d6.loss_dice: 1.1878, decode.d7.loss_cls: 0.9270, decode.d7.loss_mask: 0.8232, decode.d7.loss_dice: 1.1839, decode.d8.loss_cls: 0.9261, decode.d8.loss_mask: 0.8199, decode.d8.loss_dice: 1.1846, loss: 30.8842, grad_norm: 69.3981 +2023-11-06 15:21:34,885 - mmseg - INFO - Iter [8650/160000] lr: 9.459e-05, eta: 20:17:42, time: 0.465, data_time: 0.014, memory: 39436, decode.loss_cls: 0.9560, decode.loss_mask: 0.8010, decode.loss_dice: 1.2187, decode.d0.loss_cls: 1.9027, decode.d0.loss_mask: 0.8491, decode.d0.loss_dice: 1.4142, decode.d1.loss_cls: 1.0977, decode.d1.loss_mask: 0.8285, decode.d1.loss_dice: 1.3026, decode.d2.loss_cls: 0.9947, decode.d2.loss_mask: 0.8100, decode.d2.loss_dice: 1.2486, decode.d3.loss_cls: 0.9773, decode.d3.loss_mask: 0.8058, decode.d3.loss_dice: 1.2206, decode.d4.loss_cls: 0.9634, decode.d4.loss_mask: 0.8046, decode.d4.loss_dice: 1.2205, decode.d5.loss_cls: 0.9589, decode.d5.loss_mask: 0.8057, decode.d5.loss_dice: 1.2270, decode.d6.loss_cls: 0.9514, decode.d6.loss_mask: 0.8064, decode.d6.loss_dice: 1.2226, decode.d7.loss_cls: 0.9541, decode.d7.loss_mask: 0.8068, decode.d7.loss_dice: 1.2219, decode.d8.loss_cls: 0.9530, decode.d8.loss_mask: 0.8042, decode.d8.loss_dice: 1.2218, loss: 31.3497, grad_norm: 72.6320 +2023-11-06 15:21:57,907 - mmseg - INFO - Iter [8700/160000] lr: 9.456e-05, eta: 20:16:58, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.9168, decode.loss_mask: 0.8236, decode.loss_dice: 1.1761, decode.d0.loss_cls: 1.8357, decode.d0.loss_mask: 0.8713, decode.d0.loss_dice: 1.3751, decode.d1.loss_cls: 1.0402, decode.d1.loss_mask: 0.8611, decode.d1.loss_dice: 1.2699, decode.d2.loss_cls: 0.9567, decode.d2.loss_mask: 0.8334, decode.d2.loss_dice: 1.2166, decode.d3.loss_cls: 0.9325, decode.d3.loss_mask: 0.8224, decode.d3.loss_dice: 1.1937, decode.d4.loss_cls: 0.9257, decode.d4.loss_mask: 0.8205, decode.d4.loss_dice: 1.1873, decode.d5.loss_cls: 0.9216, decode.d5.loss_mask: 0.8219, decode.d5.loss_dice: 1.1883, decode.d6.loss_cls: 0.9135, decode.d6.loss_mask: 0.8205, decode.d6.loss_dice: 1.1836, decode.d7.loss_cls: 0.9121, decode.d7.loss_mask: 0.8323, decode.d7.loss_dice: 1.1837, decode.d8.loss_cls: 0.9105, decode.d8.loss_mask: 0.8255, decode.d8.loss_dice: 1.1809, loss: 30.7532, grad_norm: 73.4313 +2023-11-06 15:22:20,957 - mmseg - INFO - Iter [8750/160000] lr: 9.453e-05, eta: 20:16:15, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8468, decode.loss_mask: 0.8202, decode.loss_dice: 1.1626, decode.d0.loss_cls: 1.7593, decode.d0.loss_mask: 0.8747, decode.d0.loss_dice: 1.3564, decode.d1.loss_cls: 0.9754, decode.d1.loss_mask: 0.8525, decode.d1.loss_dice: 1.2517, decode.d2.loss_cls: 0.8910, decode.d2.loss_mask: 0.8377, decode.d2.loss_dice: 1.2033, decode.d3.loss_cls: 0.8647, decode.d3.loss_mask: 0.8365, decode.d3.loss_dice: 1.1805, decode.d4.loss_cls: 0.8582, decode.d4.loss_mask: 0.8289, decode.d4.loss_dice: 1.1820, decode.d5.loss_cls: 0.8557, decode.d5.loss_mask: 0.8292, decode.d5.loss_dice: 1.1719, decode.d6.loss_cls: 0.8470, decode.d6.loss_mask: 0.8225, decode.d6.loss_dice: 1.1613, decode.d7.loss_cls: 0.8427, decode.d7.loss_mask: 0.8276, decode.d7.loss_dice: 1.1777, decode.d8.loss_cls: 0.8374, decode.d8.loss_mask: 0.8267, decode.d8.loss_dice: 1.1711, loss: 29.9532, grad_norm: 77.0404 +2023-11-06 15:22:43,792 - mmseg - INFO - Iter [8800/160000] lr: 9.450e-05, eta: 20:15:29, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.9354, decode.loss_mask: 0.8303, decode.loss_dice: 1.1834, decode.d0.loss_cls: 1.8663, decode.d0.loss_mask: 0.8677, decode.d0.loss_dice: 1.3896, decode.d1.loss_cls: 1.0608, decode.d1.loss_mask: 0.8502, decode.d1.loss_dice: 1.2799, decode.d2.loss_cls: 0.9670, decode.d2.loss_mask: 0.8377, decode.d2.loss_dice: 1.2250, decode.d3.loss_cls: 0.9570, decode.d3.loss_mask: 0.8284, decode.d3.loss_dice: 1.1981, decode.d4.loss_cls: 0.9580, decode.d4.loss_mask: 0.8276, decode.d4.loss_dice: 1.1999, decode.d5.loss_cls: 0.9454, decode.d5.loss_mask: 0.8235, decode.d5.loss_dice: 1.2082, decode.d6.loss_cls: 0.9395, decode.d6.loss_mask: 0.8295, decode.d6.loss_dice: 1.1905, decode.d7.loss_cls: 0.9297, decode.d7.loss_mask: 0.8278, decode.d7.loss_dice: 1.2065, decode.d8.loss_cls: 0.9418, decode.d8.loss_mask: 0.8310, decode.d8.loss_dice: 1.1973, loss: 31.1329, grad_norm: 73.7323 +2023-11-06 15:23:09,207 - mmseg - INFO - Iter [8850/160000] lr: 9.447e-05, eta: 20:15:27, time: 0.508, data_time: 0.057, memory: 39436, decode.loss_cls: 0.9028, decode.loss_mask: 0.8298, decode.loss_dice: 1.2012, decode.d0.loss_cls: 1.8185, decode.d0.loss_mask: 0.8754, decode.d0.loss_dice: 1.4026, decode.d1.loss_cls: 1.0327, decode.d1.loss_mask: 0.8554, decode.d1.loss_dice: 1.2987, decode.d2.loss_cls: 0.9421, decode.d2.loss_mask: 0.8353, decode.d2.loss_dice: 1.2395, decode.d3.loss_cls: 0.9185, decode.d3.loss_mask: 0.8331, decode.d3.loss_dice: 1.2196, decode.d4.loss_cls: 0.9137, decode.d4.loss_mask: 0.8293, decode.d4.loss_dice: 1.2205, decode.d5.loss_cls: 0.9083, decode.d5.loss_mask: 0.8346, decode.d5.loss_dice: 1.2159, decode.d6.loss_cls: 0.9059, decode.d6.loss_mask: 0.8332, decode.d6.loss_dice: 1.2075, decode.d7.loss_cls: 0.8951, decode.d7.loss_mask: 0.8328, decode.d7.loss_dice: 1.2159, decode.d8.loss_cls: 0.8980, decode.d8.loss_mask: 0.8354, decode.d8.loss_dice: 1.2108, loss: 30.9620, grad_norm: 74.9512 +2023-11-06 15:23:32,487 - mmseg - INFO - Iter [8900/160000] lr: 9.444e-05, eta: 20:14:49, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8904, decode.loss_mask: 0.7913, decode.loss_dice: 1.1703, decode.d0.loss_cls: 1.8416, decode.d0.loss_mask: 0.8357, decode.d0.loss_dice: 1.3572, decode.d1.loss_cls: 1.0286, decode.d1.loss_mask: 0.8240, decode.d1.loss_dice: 1.2476, decode.d2.loss_cls: 0.9436, decode.d2.loss_mask: 0.8028, decode.d2.loss_dice: 1.1909, decode.d3.loss_cls: 0.9119, decode.d3.loss_mask: 0.7969, decode.d3.loss_dice: 1.1732, decode.d4.loss_cls: 0.9121, decode.d4.loss_mask: 0.7904, decode.d4.loss_dice: 1.1665, decode.d5.loss_cls: 0.9013, decode.d5.loss_mask: 0.7885, decode.d5.loss_dice: 1.1703, decode.d6.loss_cls: 0.8958, decode.d6.loss_mask: 0.7902, decode.d6.loss_dice: 1.1698, decode.d7.loss_cls: 0.9001, decode.d7.loss_mask: 0.7940, decode.d7.loss_dice: 1.1705, decode.d8.loss_cls: 0.9012, decode.d8.loss_mask: 0.7900, decode.d8.loss_dice: 1.1648, loss: 30.1115, grad_norm: 68.0967 +2023-11-06 15:23:55,738 - mmseg - INFO - Iter [8950/160000] lr: 9.441e-05, eta: 20:14:10, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8723, decode.loss_mask: 0.8015, decode.loss_dice: 1.1342, decode.d0.loss_cls: 1.7931, decode.d0.loss_mask: 0.8489, decode.d0.loss_dice: 1.3073, decode.d1.loss_cls: 1.0044, decode.d1.loss_mask: 0.8319, decode.d1.loss_dice: 1.2181, decode.d2.loss_cls: 0.9148, decode.d2.loss_mask: 0.8159, decode.d2.loss_dice: 1.1608, decode.d3.loss_cls: 0.8883, decode.d3.loss_mask: 0.8062, decode.d3.loss_dice: 1.1397, decode.d4.loss_cls: 0.8908, decode.d4.loss_mask: 0.8007, decode.d4.loss_dice: 1.1313, decode.d5.loss_cls: 0.8797, decode.d5.loss_mask: 0.7994, decode.d5.loss_dice: 1.1396, decode.d6.loss_cls: 0.8724, decode.d6.loss_mask: 0.8006, decode.d6.loss_dice: 1.1335, decode.d7.loss_cls: 0.8647, decode.d7.loss_mask: 0.8050, decode.d7.loss_dice: 1.1402, decode.d8.loss_cls: 0.8646, decode.d8.loss_mask: 0.8044, decode.d8.loss_dice: 1.1366, loss: 29.6010, grad_norm: 65.6106 +2023-11-06 15:24:18,880 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 15:24:18,880 - mmseg - INFO - Iter [9000/160000] lr: 9.438e-05, eta: 20:13:29, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 0.8550, decode.loss_mask: 0.7998, decode.loss_dice: 1.1661, decode.d0.loss_cls: 1.7899, decode.d0.loss_mask: 0.8500, decode.d0.loss_dice: 1.3424, decode.d1.loss_cls: 0.9961, decode.d1.loss_mask: 0.8381, decode.d1.loss_dice: 1.2530, decode.d2.loss_cls: 0.8973, decode.d2.loss_mask: 0.8196, decode.d2.loss_dice: 1.1988, decode.d3.loss_cls: 0.8783, decode.d3.loss_mask: 0.8117, decode.d3.loss_dice: 1.1778, decode.d4.loss_cls: 0.8745, decode.d4.loss_mask: 0.8112, decode.d4.loss_dice: 1.1798, decode.d5.loss_cls: 0.8720, decode.d5.loss_mask: 0.8091, decode.d5.loss_dice: 1.1768, decode.d6.loss_cls: 0.8644, decode.d6.loss_mask: 0.8053, decode.d6.loss_dice: 1.1649, decode.d7.loss_cls: 0.8600, decode.d7.loss_mask: 0.8025, decode.d7.loss_dice: 1.1736, decode.d8.loss_cls: 0.8556, decode.d8.loss_mask: 0.8034, decode.d8.loss_dice: 1.1720, loss: 29.8991, grad_norm: 72.5007 +2023-11-06 15:24:41,982 - mmseg - INFO - Iter [9050/160000] lr: 9.434e-05, eta: 20:12:48, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 0.8858, decode.loss_mask: 0.8182, decode.loss_dice: 1.1704, decode.d0.loss_cls: 1.8166, decode.d0.loss_mask: 0.8592, decode.d0.loss_dice: 1.3563, decode.d1.loss_cls: 1.0144, decode.d1.loss_mask: 0.8447, decode.d1.loss_dice: 1.2410, decode.d2.loss_cls: 0.9267, decode.d2.loss_mask: 0.8257, decode.d2.loss_dice: 1.1960, decode.d3.loss_cls: 0.8959, decode.d3.loss_mask: 0.8188, decode.d3.loss_dice: 1.1838, decode.d4.loss_cls: 0.8936, decode.d4.loss_mask: 0.8175, decode.d4.loss_dice: 1.1784, decode.d5.loss_cls: 0.9008, decode.d5.loss_mask: 0.8204, decode.d5.loss_dice: 1.1802, decode.d6.loss_cls: 0.8882, decode.d6.loss_mask: 0.8171, decode.d6.loss_dice: 1.1706, decode.d7.loss_cls: 0.8810, decode.d7.loss_mask: 0.8201, decode.d7.loss_dice: 1.1742, decode.d8.loss_cls: 0.8830, decode.d8.loss_mask: 0.8181, decode.d8.loss_dice: 1.1723, loss: 30.2689, grad_norm: 69.2650 +2023-11-06 15:25:05,194 - mmseg - INFO - Iter [9100/160000] lr: 9.431e-05, eta: 20:12:10, time: 0.464, data_time: 0.014, memory: 39436, decode.loss_cls: 0.8712, decode.loss_mask: 0.8081, decode.loss_dice: 1.1670, decode.d0.loss_cls: 1.8058, decode.d0.loss_mask: 0.8631, decode.d0.loss_dice: 1.3724, decode.d1.loss_cls: 1.0068, decode.d1.loss_mask: 0.8405, decode.d1.loss_dice: 1.2612, decode.d2.loss_cls: 0.9246, decode.d2.loss_mask: 0.8190, decode.d2.loss_dice: 1.2088, decode.d3.loss_cls: 0.9013, decode.d3.loss_mask: 0.8128, decode.d3.loss_dice: 1.1897, decode.d4.loss_cls: 0.8934, decode.d4.loss_mask: 0.8153, decode.d4.loss_dice: 1.1900, decode.d5.loss_cls: 0.8868, decode.d5.loss_mask: 0.8132, decode.d5.loss_dice: 1.1868, decode.d6.loss_cls: 0.8835, decode.d6.loss_mask: 0.8110, decode.d6.loss_dice: 1.1712, decode.d7.loss_cls: 0.8702, decode.d7.loss_mask: 0.8138, decode.d7.loss_dice: 1.1729, decode.d8.loss_cls: 0.8764, decode.d8.loss_mask: 0.8097, decode.d8.loss_dice: 1.1715, loss: 30.2179, grad_norm: 67.3071 +2023-11-06 15:25:28,243 - mmseg - INFO - Iter [9150/160000] lr: 9.428e-05, eta: 20:11:28, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.8692, decode.loss_mask: 0.8256, decode.loss_dice: 1.1846, decode.d0.loss_cls: 1.7810, decode.d0.loss_mask: 0.8632, decode.d0.loss_dice: 1.3511, decode.d1.loss_cls: 0.9910, decode.d1.loss_mask: 0.8442, decode.d1.loss_dice: 1.2570, decode.d2.loss_cls: 0.9171, decode.d2.loss_mask: 0.8304, decode.d2.loss_dice: 1.2168, decode.d3.loss_cls: 0.8922, decode.d3.loss_mask: 0.8233, decode.d3.loss_dice: 1.1956, decode.d4.loss_cls: 0.8831, decode.d4.loss_mask: 0.8280, decode.d4.loss_dice: 1.1874, decode.d5.loss_cls: 0.8854, decode.d5.loss_mask: 0.8255, decode.d5.loss_dice: 1.1854, decode.d6.loss_cls: 0.8758, decode.d6.loss_mask: 0.8198, decode.d6.loss_dice: 1.1808, decode.d7.loss_cls: 0.8698, decode.d7.loss_mask: 0.8241, decode.d7.loss_dice: 1.1817, decode.d8.loss_cls: 0.8659, decode.d8.loss_mask: 0.8262, decode.d8.loss_dice: 1.1842, loss: 30.2651, grad_norm: 76.7858 +2023-11-06 15:25:51,368 - mmseg - INFO - Iter [9200/160000] lr: 9.425e-05, eta: 20:10:48, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8556, decode.loss_mask: 0.8323, decode.loss_dice: 1.1812, decode.d0.loss_cls: 1.7611, decode.d0.loss_mask: 0.8798, decode.d0.loss_dice: 1.3605, decode.d1.loss_cls: 0.9750, decode.d1.loss_mask: 0.8629, decode.d1.loss_dice: 1.2613, decode.d2.loss_cls: 0.8980, decode.d2.loss_mask: 0.8452, decode.d2.loss_dice: 1.2082, decode.d3.loss_cls: 0.8712, decode.d3.loss_mask: 0.8387, decode.d3.loss_dice: 1.1853, decode.d4.loss_cls: 0.8714, decode.d4.loss_mask: 0.8391, decode.d4.loss_dice: 1.1935, decode.d5.loss_cls: 0.8686, decode.d5.loss_mask: 0.8404, decode.d5.loss_dice: 1.1862, decode.d6.loss_cls: 0.8605, decode.d6.loss_mask: 0.8346, decode.d6.loss_dice: 1.1799, decode.d7.loss_cls: 0.8574, decode.d7.loss_mask: 0.8325, decode.d7.loss_dice: 1.1862, decode.d8.loss_cls: 0.8546, decode.d8.loss_mask: 0.8330, decode.d8.loss_dice: 1.1848, loss: 30.2390, grad_norm: 73.6117 +2023-11-06 15:26:14,530 - mmseg - INFO - Iter [9250/160000] lr: 9.422e-05, eta: 20:10:09, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8957, decode.loss_mask: 0.8163, decode.loss_dice: 1.1910, decode.d0.loss_cls: 1.8190, decode.d0.loss_mask: 0.8486, decode.d0.loss_dice: 1.3778, decode.d1.loss_cls: 1.0127, decode.d1.loss_mask: 0.8381, decode.d1.loss_dice: 1.2855, decode.d2.loss_cls: 0.9379, decode.d2.loss_mask: 0.8209, decode.d2.loss_dice: 1.2308, decode.d3.loss_cls: 0.9104, decode.d3.loss_mask: 0.8089, decode.d3.loss_dice: 1.1917, decode.d4.loss_cls: 0.9022, decode.d4.loss_mask: 0.8106, decode.d4.loss_dice: 1.2001, decode.d5.loss_cls: 0.9046, decode.d5.loss_mask: 0.8161, decode.d5.loss_dice: 1.2040, decode.d6.loss_cls: 0.8975, decode.d6.loss_mask: 0.8144, decode.d6.loss_dice: 1.1933, decode.d7.loss_cls: 0.8959, decode.d7.loss_mask: 0.8190, decode.d7.loss_dice: 1.1976, decode.d8.loss_cls: 0.8982, decode.d8.loss_mask: 0.8159, decode.d8.loss_dice: 1.2026, loss: 30.5570, grad_norm: 69.5007 +2023-11-06 15:26:37,823 - mmseg - INFO - Iter [9300/160000] lr: 9.419e-05, eta: 20:09:32, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8759, decode.loss_mask: 0.7975, decode.loss_dice: 1.1750, decode.d0.loss_cls: 1.8304, decode.d0.loss_mask: 0.8300, decode.d0.loss_dice: 1.3452, decode.d1.loss_cls: 1.0089, decode.d1.loss_mask: 0.8284, decode.d1.loss_dice: 1.2495, decode.d2.loss_cls: 0.9319, decode.d2.loss_mask: 0.8059, decode.d2.loss_dice: 1.2050, decode.d3.loss_cls: 0.9027, decode.d3.loss_mask: 0.7937, decode.d3.loss_dice: 1.1737, decode.d4.loss_cls: 0.8992, decode.d4.loss_mask: 0.7981, decode.d4.loss_dice: 1.1812, decode.d5.loss_cls: 0.8981, decode.d5.loss_mask: 0.8000, decode.d5.loss_dice: 1.1859, decode.d6.loss_cls: 0.8921, decode.d6.loss_mask: 0.7984, decode.d6.loss_dice: 1.1707, decode.d7.loss_cls: 0.8912, decode.d7.loss_mask: 0.8041, decode.d7.loss_dice: 1.1774, decode.d8.loss_cls: 0.8753, decode.d8.loss_mask: 0.7969, decode.d8.loss_dice: 1.1752, loss: 30.0976, grad_norm: 67.3789 +2023-11-06 15:27:01,187 - mmseg - INFO - Iter [9350/160000] lr: 9.416e-05, eta: 20:08:57, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8511, decode.loss_mask: 0.8335, decode.loss_dice: 1.1801, decode.d0.loss_cls: 1.7535, decode.d0.loss_mask: 0.8615, decode.d0.loss_dice: 1.3385, decode.d1.loss_cls: 0.9792, decode.d1.loss_mask: 0.8640, decode.d1.loss_dice: 1.2399, decode.d2.loss_cls: 0.8945, decode.d2.loss_mask: 0.8440, decode.d2.loss_dice: 1.1955, decode.d3.loss_cls: 0.8683, decode.d3.loss_mask: 0.8318, decode.d3.loss_dice: 1.1825, decode.d4.loss_cls: 0.8730, decode.d4.loss_mask: 0.8314, decode.d4.loss_dice: 1.1831, decode.d5.loss_cls: 0.8701, decode.d5.loss_mask: 0.8310, decode.d5.loss_dice: 1.1781, decode.d6.loss_cls: 0.8651, decode.d6.loss_mask: 0.8268, decode.d6.loss_dice: 1.1712, decode.d7.loss_cls: 0.8623, decode.d7.loss_mask: 0.8282, decode.d7.loss_dice: 1.1745, decode.d8.loss_cls: 0.8649, decode.d8.loss_mask: 0.8342, decode.d8.loss_dice: 1.1753, loss: 30.0871, grad_norm: 67.8196 +2023-11-06 15:27:24,365 - mmseg - INFO - Iter [9400/160000] lr: 9.413e-05, eta: 20:08:18, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8657, decode.loss_mask: 0.7974, decode.loss_dice: 1.1411, decode.d0.loss_cls: 1.8309, decode.d0.loss_mask: 0.8339, decode.d0.loss_dice: 1.3300, decode.d1.loss_cls: 0.9931, decode.d1.loss_mask: 0.8303, decode.d1.loss_dice: 1.2214, decode.d2.loss_cls: 0.9063, decode.d2.loss_mask: 0.8083, decode.d2.loss_dice: 1.1730, decode.d3.loss_cls: 0.8887, decode.d3.loss_mask: 0.7973, decode.d3.loss_dice: 1.1510, decode.d4.loss_cls: 0.8819, decode.d4.loss_mask: 0.8074, decode.d4.loss_dice: 1.1542, decode.d5.loss_cls: 0.8824, decode.d5.loss_mask: 0.8030, decode.d5.loss_dice: 1.1485, decode.d6.loss_cls: 0.8706, decode.d6.loss_mask: 0.7996, decode.d6.loss_dice: 1.1352, decode.d7.loss_cls: 0.8607, decode.d7.loss_mask: 0.7992, decode.d7.loss_dice: 1.1543, decode.d8.loss_cls: 0.8649, decode.d8.loss_mask: 0.7995, decode.d8.loss_dice: 1.1503, loss: 29.6799, grad_norm: 65.8815 +2023-11-06 15:27:47,384 - mmseg - INFO - Iter [9450/160000] lr: 9.409e-05, eta: 20:07:37, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.8764, decode.loss_mask: 0.8069, decode.loss_dice: 1.1654, decode.d0.loss_cls: 1.8091, decode.d0.loss_mask: 0.8404, decode.d0.loss_dice: 1.3423, decode.d1.loss_cls: 1.0006, decode.d1.loss_mask: 0.8321, decode.d1.loss_dice: 1.2411, decode.d2.loss_cls: 0.9112, decode.d2.loss_mask: 0.8124, decode.d2.loss_dice: 1.1907, decode.d3.loss_cls: 0.8959, decode.d3.loss_mask: 0.8009, decode.d3.loss_dice: 1.1648, decode.d4.loss_cls: 0.8883, decode.d4.loss_mask: 0.8099, decode.d4.loss_dice: 1.1625, decode.d5.loss_cls: 0.8907, decode.d5.loss_mask: 0.8021, decode.d5.loss_dice: 1.1774, decode.d6.loss_cls: 0.8739, decode.d6.loss_mask: 0.8042, decode.d6.loss_dice: 1.1634, decode.d7.loss_cls: 0.8783, decode.d7.loss_mask: 0.8052, decode.d7.loss_dice: 1.1643, decode.d8.loss_cls: 0.8753, decode.d8.loss_mask: 0.8047, decode.d8.loss_dice: 1.1624, loss: 29.9528, grad_norm: 70.2798 +2023-11-06 15:28:12,772 - mmseg - INFO - Iter [9500/160000] lr: 9.406e-05, eta: 20:07:34, time: 0.508, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8880, decode.loss_mask: 0.7678, decode.loss_dice: 1.1529, decode.d0.loss_cls: 1.8129, decode.d0.loss_mask: 0.7956, decode.d0.loss_dice: 1.3282, decode.d1.loss_cls: 1.0071, decode.d1.loss_mask: 0.7998, decode.d1.loss_dice: 1.2350, decode.d2.loss_cls: 0.9281, decode.d2.loss_mask: 0.7775, decode.d2.loss_dice: 1.1766, decode.d3.loss_cls: 0.8999, decode.d3.loss_mask: 0.7714, decode.d3.loss_dice: 1.1591, decode.d4.loss_cls: 0.8958, decode.d4.loss_mask: 0.7708, decode.d4.loss_dice: 1.1628, decode.d5.loss_cls: 0.8884, decode.d5.loss_mask: 0.7772, decode.d5.loss_dice: 1.1673, decode.d6.loss_cls: 0.8937, decode.d6.loss_mask: 0.7674, decode.d6.loss_dice: 1.1516, decode.d7.loss_cls: 0.8869, decode.d7.loss_mask: 0.7721, decode.d7.loss_dice: 1.1543, decode.d8.loss_cls: 0.8877, decode.d8.loss_mask: 0.7680, decode.d8.loss_dice: 1.1562, loss: 29.6001, grad_norm: 69.1992 +2023-11-06 15:28:42,579 - mmseg - INFO - Iter [9550/160000] lr: 9.403e-05, eta: 20:08:41, time: 0.596, data_time: 0.012, memory: 39436, decode.loss_cls: 0.8686, decode.loss_mask: 0.8356, decode.loss_dice: 1.1922, decode.d0.loss_cls: 1.7906, decode.d0.loss_mask: 0.8744, decode.d0.loss_dice: 1.3805, decode.d1.loss_cls: 0.9919, decode.d1.loss_mask: 0.8622, decode.d1.loss_dice: 1.2872, decode.d2.loss_cls: 0.9117, decode.d2.loss_mask: 0.8424, decode.d2.loss_dice: 1.2308, decode.d3.loss_cls: 0.8881, decode.d3.loss_mask: 0.8399, decode.d3.loss_dice: 1.1985, decode.d4.loss_cls: 0.8738, decode.d4.loss_mask: 0.8395, decode.d4.loss_dice: 1.2067, decode.d5.loss_cls: 0.8657, decode.d5.loss_mask: 0.8394, decode.d5.loss_dice: 1.2030, decode.d6.loss_cls: 0.8582, decode.d6.loss_mask: 0.8353, decode.d6.loss_dice: 1.1991, decode.d7.loss_cls: 0.8578, decode.d7.loss_mask: 0.8349, decode.d7.loss_dice: 1.2007, decode.d8.loss_cls: 0.8678, decode.d8.loss_mask: 0.8311, decode.d8.loss_dice: 1.1967, loss: 30.5045, grad_norm: 70.5889 +2023-11-06 15:29:05,968 - mmseg - INFO - Iter [9600/160000] lr: 9.400e-05, eta: 20:08:05, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8850, decode.loss_mask: 0.8149, decode.loss_dice: 1.1493, decode.d0.loss_cls: 1.8367, decode.d0.loss_mask: 0.8487, decode.d0.loss_dice: 1.3322, decode.d1.loss_cls: 1.0266, decode.d1.loss_mask: 0.8471, decode.d1.loss_dice: 1.2390, decode.d2.loss_cls: 0.9361, decode.d2.loss_mask: 0.8289, decode.d2.loss_dice: 1.1872, decode.d3.loss_cls: 0.9187, decode.d3.loss_mask: 0.8123, decode.d3.loss_dice: 1.1530, decode.d4.loss_cls: 0.9108, decode.d4.loss_mask: 0.8127, decode.d4.loss_dice: 1.1587, decode.d5.loss_cls: 0.9044, decode.d5.loss_mask: 0.8155, decode.d5.loss_dice: 1.1563, decode.d6.loss_cls: 0.8938, decode.d6.loss_mask: 0.8167, decode.d6.loss_dice: 1.1565, decode.d7.loss_cls: 0.8966, decode.d7.loss_mask: 0.8165, decode.d7.loss_dice: 1.1559, decode.d8.loss_cls: 0.8883, decode.d8.loss_mask: 0.8155, decode.d8.loss_dice: 1.1609, loss: 30.1749, grad_norm: 68.2549 +2023-11-06 15:29:29,142 - mmseg - INFO - Iter [9650/160000] lr: 9.397e-05, eta: 20:07:27, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8571, decode.loss_mask: 0.8088, decode.loss_dice: 1.1783, decode.d0.loss_cls: 1.8134, decode.d0.loss_mask: 0.8311, decode.d0.loss_dice: 1.3589, decode.d1.loss_cls: 1.0188, decode.d1.loss_mask: 0.8278, decode.d1.loss_dice: 1.2623, decode.d2.loss_cls: 0.9203, decode.d2.loss_mask: 0.8128, decode.d2.loss_dice: 1.2137, decode.d3.loss_cls: 0.8888, decode.d3.loss_mask: 0.8172, decode.d3.loss_dice: 1.1886, decode.d4.loss_cls: 0.8812, decode.d4.loss_mask: 0.8104, decode.d4.loss_dice: 1.1935, decode.d5.loss_cls: 0.8766, decode.d5.loss_mask: 0.8085, decode.d5.loss_dice: 1.1931, decode.d6.loss_cls: 0.8619, decode.d6.loss_mask: 0.8133, decode.d6.loss_dice: 1.1834, decode.d7.loss_cls: 0.8591, decode.d7.loss_mask: 0.8076, decode.d7.loss_dice: 1.1874, decode.d8.loss_cls: 0.8587, decode.d8.loss_mask: 0.8106, decode.d8.loss_dice: 1.1823, loss: 30.1257, grad_norm: 73.3479 +2023-11-06 15:29:52,435 - mmseg - INFO - Iter [9700/160000] lr: 9.394e-05, eta: 20:06:50, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8442, decode.loss_mask: 0.7985, decode.loss_dice: 1.1733, decode.d0.loss_cls: 1.8055, decode.d0.loss_mask: 0.8427, decode.d0.loss_dice: 1.3502, decode.d1.loss_cls: 0.9768, decode.d1.loss_mask: 0.8292, decode.d1.loss_dice: 1.2544, decode.d2.loss_cls: 0.8927, decode.d2.loss_mask: 0.8114, decode.d2.loss_dice: 1.2096, decode.d3.loss_cls: 0.8632, decode.d3.loss_mask: 0.8080, decode.d3.loss_dice: 1.1846, decode.d4.loss_cls: 0.8563, decode.d4.loss_mask: 0.8090, decode.d4.loss_dice: 1.1858, decode.d5.loss_cls: 0.8572, decode.d5.loss_mask: 0.8110, decode.d5.loss_dice: 1.1805, decode.d6.loss_cls: 0.8468, decode.d6.loss_mask: 0.8072, decode.d6.loss_dice: 1.1719, decode.d7.loss_cls: 0.8452, decode.d7.loss_mask: 0.8105, decode.d7.loss_dice: 1.1802, decode.d8.loss_cls: 0.8379, decode.d8.loss_mask: 0.8090, decode.d8.loss_dice: 1.1775, loss: 29.8303, grad_norm: 67.1437 +2023-11-06 15:30:16,408 - mmseg - INFO - Iter [9750/160000] lr: 9.391e-05, eta: 20:06:24, time: 0.479, data_time: 0.014, memory: 39436, decode.loss_cls: 0.8731, decode.loss_mask: 0.7928, decode.loss_dice: 1.1838, decode.d0.loss_cls: 1.8369, decode.d0.loss_mask: 0.8418, decode.d0.loss_dice: 1.3514, decode.d1.loss_cls: 1.0065, decode.d1.loss_mask: 0.8269, decode.d1.loss_dice: 1.2673, decode.d2.loss_cls: 0.9168, decode.d2.loss_mask: 0.8069, decode.d2.loss_dice: 1.2172, decode.d3.loss_cls: 0.8933, decode.d3.loss_mask: 0.7970, decode.d3.loss_dice: 1.1836, decode.d4.loss_cls: 0.8855, decode.d4.loss_mask: 0.7933, decode.d4.loss_dice: 1.1943, decode.d5.loss_cls: 0.8698, decode.d5.loss_mask: 0.8001, decode.d5.loss_dice: 1.2007, decode.d6.loss_cls: 0.8733, decode.d6.loss_mask: 0.7969, decode.d6.loss_dice: 1.1864, decode.d7.loss_cls: 0.8739, decode.d7.loss_mask: 0.7901, decode.d7.loss_dice: 1.1927, decode.d8.loss_cls: 0.8693, decode.d8.loss_mask: 0.7930, decode.d8.loss_dice: 1.1936, loss: 30.1081, grad_norm: 70.3681 +2023-11-06 15:30:39,963 - mmseg - INFO - Iter [9800/160000] lr: 9.388e-05, eta: 20:05:52, time: 0.471, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8801, decode.loss_mask: 0.7988, decode.loss_dice: 1.1531, decode.d0.loss_cls: 1.7895, decode.d0.loss_mask: 0.8298, decode.d0.loss_dice: 1.3410, decode.d1.loss_cls: 1.0184, decode.d1.loss_mask: 0.8295, decode.d1.loss_dice: 1.2440, decode.d2.loss_cls: 0.9204, decode.d2.loss_mask: 0.8110, decode.d2.loss_dice: 1.1932, decode.d3.loss_cls: 0.8907, decode.d3.loss_mask: 0.8052, decode.d3.loss_dice: 1.1684, decode.d4.loss_cls: 0.8939, decode.d4.loss_mask: 0.8021, decode.d4.loss_dice: 1.1675, decode.d5.loss_cls: 0.8875, decode.d5.loss_mask: 0.8086, decode.d5.loss_dice: 1.1687, decode.d6.loss_cls: 0.8794, decode.d6.loss_mask: 0.8023, decode.d6.loss_dice: 1.1602, decode.d7.loss_cls: 0.8803, decode.d7.loss_mask: 0.7984, decode.d7.loss_dice: 1.1650, decode.d8.loss_cls: 0.8788, decode.d8.loss_mask: 0.8000, decode.d8.loss_dice: 1.1582, loss: 29.9238, grad_norm: 73.2266 +2023-11-06 15:31:03,747 - mmseg - INFO - Iter [9850/160000] lr: 9.384e-05, eta: 20:05:23, time: 0.476, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8498, decode.loss_mask: 0.7929, decode.loss_dice: 1.1307, decode.d0.loss_cls: 1.7944, decode.d0.loss_mask: 0.8361, decode.d0.loss_dice: 1.3070, decode.d1.loss_cls: 0.9790, decode.d1.loss_mask: 0.8247, decode.d1.loss_dice: 1.2248, decode.d2.loss_cls: 0.9009, decode.d2.loss_mask: 0.8001, decode.d2.loss_dice: 1.1729, decode.d3.loss_cls: 0.8744, decode.d3.loss_mask: 0.7929, decode.d3.loss_dice: 1.1528, decode.d4.loss_cls: 0.8677, decode.d4.loss_mask: 0.7902, decode.d4.loss_dice: 1.1492, decode.d5.loss_cls: 0.8631, decode.d5.loss_mask: 0.7913, decode.d5.loss_dice: 1.1459, decode.d6.loss_cls: 0.8567, decode.d6.loss_mask: 0.7901, decode.d6.loss_dice: 1.1325, decode.d7.loss_cls: 0.8614, decode.d7.loss_mask: 0.7947, decode.d7.loss_dice: 1.1405, decode.d8.loss_cls: 0.8488, decode.d8.loss_mask: 0.7900, decode.d8.loss_dice: 1.1389, loss: 29.3945, grad_norm: 70.1917 +2023-11-06 15:31:27,395 - mmseg - INFO - Iter [9900/160000] lr: 9.381e-05, eta: 20:04:53, time: 0.473, data_time: 0.014, memory: 39436, decode.loss_cls: 0.8555, decode.loss_mask: 0.8044, decode.loss_dice: 1.1774, decode.d0.loss_cls: 1.8152, decode.d0.loss_mask: 0.8376, decode.d0.loss_dice: 1.3424, decode.d1.loss_cls: 0.9959, decode.d1.loss_mask: 0.8241, decode.d1.loss_dice: 1.2543, decode.d2.loss_cls: 0.9180, decode.d2.loss_mask: 0.8082, decode.d2.loss_dice: 1.2133, decode.d3.loss_cls: 0.8859, decode.d3.loss_mask: 0.8089, decode.d3.loss_dice: 1.1897, decode.d4.loss_cls: 0.8796, decode.d4.loss_mask: 0.8097, decode.d4.loss_dice: 1.1889, decode.d5.loss_cls: 0.8738, decode.d5.loss_mask: 0.8053, decode.d5.loss_dice: 1.1852, decode.d6.loss_cls: 0.8556, decode.d6.loss_mask: 0.8015, decode.d6.loss_dice: 1.1790, decode.d7.loss_cls: 0.8608, decode.d7.loss_mask: 0.8015, decode.d7.loss_dice: 1.1804, decode.d8.loss_cls: 0.8575, decode.d8.loss_mask: 0.8047, decode.d8.loss_dice: 1.1799, loss: 29.9942, grad_norm: 75.8689 +2023-11-06 15:31:50,750 - mmseg - INFO - Iter [9950/160000] lr: 9.378e-05, eta: 20:04:18, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8699, decode.loss_mask: 0.8169, decode.loss_dice: 1.1842, decode.d0.loss_cls: 1.8133, decode.d0.loss_mask: 0.8575, decode.d0.loss_dice: 1.3534, decode.d1.loss_cls: 1.0021, decode.d1.loss_mask: 0.8529, decode.d1.loss_dice: 1.2701, decode.d2.loss_cls: 0.9098, decode.d2.loss_mask: 0.8296, decode.d2.loss_dice: 1.2205, decode.d3.loss_cls: 0.8879, decode.d3.loss_mask: 0.8278, decode.d3.loss_dice: 1.1924, decode.d4.loss_cls: 0.8769, decode.d4.loss_mask: 0.8213, decode.d4.loss_dice: 1.1992, decode.d5.loss_cls: 0.8734, decode.d5.loss_mask: 0.8197, decode.d5.loss_dice: 1.1930, decode.d6.loss_cls: 0.8725, decode.d6.loss_mask: 0.8162, decode.d6.loss_dice: 1.1788, decode.d7.loss_cls: 0.8748, decode.d7.loss_mask: 0.8103, decode.d7.loss_dice: 1.1834, decode.d8.loss_cls: 0.8723, decode.d8.loss_mask: 0.8173, decode.d8.loss_dice: 1.1841, loss: 30.2818, grad_norm: 72.6396 +2023-11-06 15:32:14,070 - mmseg - INFO - Saving checkpoint at 10000 iterations +2023-11-06 15:32:16,467 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 15:32:16,467 - mmseg - INFO - Iter [10000/160000] lr: 9.375e-05, eta: 20:04:18, time: 0.514, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8655, decode.loss_mask: 0.7951, decode.loss_dice: 1.1673, decode.d0.loss_cls: 1.7987, decode.d0.loss_mask: 0.8412, decode.d0.loss_dice: 1.3495, decode.d1.loss_cls: 0.9834, decode.d1.loss_mask: 0.8293, decode.d1.loss_dice: 1.2686, decode.d2.loss_cls: 0.9056, decode.d2.loss_mask: 0.8054, decode.d2.loss_dice: 1.2051, decode.d3.loss_cls: 0.8817, decode.d3.loss_mask: 0.8046, decode.d3.loss_dice: 1.1795, decode.d4.loss_cls: 0.8753, decode.d4.loss_mask: 0.7993, decode.d4.loss_dice: 1.1820, decode.d5.loss_cls: 0.8689, decode.d5.loss_mask: 0.8025, decode.d5.loss_dice: 1.1794, decode.d6.loss_cls: 0.8679, decode.d6.loss_mask: 0.8053, decode.d6.loss_dice: 1.1693, decode.d7.loss_cls: 0.8614, decode.d7.loss_mask: 0.8073, decode.d7.loss_dice: 1.1692, decode.d8.loss_cls: 0.8556, decode.d8.loss_mask: 0.8063, decode.d8.loss_dice: 1.1701, loss: 29.9003, grad_norm: 68.8141 +2023-11-06 15:32:36,387 - mmseg - INFO - per class results: +2023-11-06 15:32:36,392 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 76.69 | 85.82 | +| building | 77.99 | 90.77 | +| sky | 94.45 | 96.2 | +| floor | 79.33 | 89.53 | +| tree | 73.54 | 88.1 | +| ceiling | 83.61 | 91.96 | +| road | 78.7 | 89.67 | +| bed | 87.58 | 94.58 | +| windowpane | 62.34 | 76.87 | +| grass | 68.53 | 90.3 | +| cabinet | 55.38 | 64.76 | +| sidewalk | 59.71 | 76.37 | +| person | 83.54 | 91.5 | +| earth | 36.79 | 47.82 | +| door | 43.19 | 56.55 | +| table | 56.44 | 75.19 | +| mountain | 59.15 | 72.88 | +| plant | 53.9 | 76.62 | +| curtain | 71.7 | 88.21 | +| chair | 50.69 | 64.62 | +| car | 83.37 | 90.72 | +| water | 51.84 | 69.58 | +| painting | 63.95 | 88.47 | +| sofa | 60.13 | 84.03 | +| shelf | 35.64 | 59.82 | +| house | 41.73 | 61.7 | +| sea | 55.92 | 76.79 | +| mirror | 59.05 | 76.11 | +| rug | 57.63 | 67.14 | +| field | 15.11 | 16.21 | +| armchair | 33.26 | 57.49 | +| seat | 52.36 | 67.15 | +| fence | 29.14 | 41.23 | +| desk | 39.48 | 57.95 | +| rock | 46.86 | 79.99 | +| wardrobe | 31.33 | 39.82 | +| lamp | 60.3 | 83.26 | +| bathtub | 73.3 | 79.17 | +| railing | 26.66 | 40.33 | +| cushion | 56.92 | 67.42 | +| base | 15.78 | 25.87 | +| box | 20.63 | 32.46 | +| column | 43.46 | 62.56 | +| signboard | 35.05 | 55.45 | +| chest of drawers | 26.87 | 35.46 | +| counter | 29.56 | 46.38 | +| sand | 37.45 | 42.16 | +| sink | 70.2 | 78.64 | +| skyscraper | 28.22 | 32.77 | +| fireplace | 54.12 | 75.08 | +| refrigerator | 73.16 | 84.34 | +| grandstand | 40.22 | 61.97 | +| path | 16.6 | 29.82 | +| stairs | 15.51 | 22.7 | +| runway | 34.67 | 40.08 | +| case | 41.5 | 63.69 | +| pool table | 91.7 | 94.24 | +| pillow | 59.32 | 73.59 | +| screen door | 60.44 | 85.71 | +| stairway | 19.05 | 46.48 | +| river | 15.01 | 22.01 | +| bridge | 58.3 | 71.91 | +| bookcase | 29.64 | 45.78 | +| blind | 45.27 | 55.53 | +| coffee table | 55.05 | 85.19 | +| toilet | 83.09 | 90.11 | +| flower | 38.48 | 48.31 | +| book | 49.64 | 68.37 | +| hill | 2.69 | 3.21 | +| bench | 33.96 | 50.45 | +| countertop | 52.35 | 77.4 | +| stove | 59.64 | 84.13 | +| palm | 50.7 | 75.11 | +| kitchen island | 26.68 | 69.29 | +| computer | 64.9 | 70.88 | +| swivel chair | 27.39 | 32.74 | +| boat | 48.01 | 56.74 | +| bar | 5.89 | 5.93 | +| arcade machine | 41.4 | 43.27 | +| hovel | 0.0 | 0.0 | +| bus | 86.13 | 90.24 | +| towel | 56.28 | 78.37 | +| light | 53.3 | 67.09 | +| truck | 35.84 | 45.37 | +| tower | 12.6 | 19.46 | +| chandelier | 56.9 | 76.72 | +| awning | 27.28 | 47.45 | +| streetlight | 31.43 | 56.68 | +| booth | 1.28 | 1.28 | +| television receiver | 58.52 | 80.46 | +| airplane | 54.26 | 67.55 | +| dirt track | 0.0 | 0.0 | +| apparel | 29.67 | 66.0 | +| pole | 31.23 | 50.65 | +| land | 7.72 | 8.05 | +| bannister | 14.15 | 21.45 | +| escalator | 0.0 | 0.0 | +| ottoman | 47.29 | 55.39 | +| bottle | 26.51 | 37.14 | +| buffet | 10.04 | 12.33 | +| poster | 10.1 | 13.94 | +| stage | 2.87 | 5.44 | +| van | 26.82 | 56.67 | +| ship | 0.04 | 0.06 | +| fountain | 2.48 | 3.41 | +| conveyer belt | 47.29 | 48.95 | +| canopy | 5.22 | 5.74 | +| washer | 64.38 | 67.98 | +| plaything | 12.66 | 28.06 | +| swimming pool | 26.82 | 35.9 | +| stool | 28.5 | 42.46 | +| barrel | 0.02 | 0.3 | +| basket | 39.68 | 47.83 | +| waterfall | 60.24 | 84.05 | +| tent | 80.21 | 98.21 | +| bag | 11.05 | 14.33 | +| minibike | 74.45 | 86.37 | +| cradle | 48.49 | 52.59 | +| oven | 9.19 | 19.22 | +| ball | 18.99 | 24.7 | +| food | 55.21 | 72.37 | +| step | 6.83 | 7.37 | +| tank | 23.42 | 23.54 | +| trade name | 23.56 | 27.62 | +| microwave | 40.45 | 44.38 | +| pot | 44.83 | 68.8 | +| animal | 45.79 | 47.36 | +| bicycle | 53.87 | 87.05 | +| lake | 0.0 | 0.0 | +| dishwasher | 61.49 | 81.28 | +| screen | 64.87 | 80.17 | +| blanket | 16.75 | 22.07 | +| sculpture | 51.87 | 84.22 | +| hood | 48.64 | 55.22 | +| sconce | 34.13 | 45.65 | +| vase | 42.27 | 64.84 | +| traffic light | 33.06 | 69.2 | +| tray | 9.53 | 20.22 | +| ashcan | 40.79 | 61.87 | +| fan | 60.07 | 79.24 | +| pier | 1.78 | 1.83 | +| crt screen | 11.4 | 17.05 | +| plate | 50.83 | 61.14 | +| monitor | 0.12 | 0.13 | +| bulletin board | 17.19 | 19.9 | +| shower | 5.05 | 7.8 | +| radiator | 59.83 | 66.88 | +| glass | 21.55 | 26.19 | +| clock | 33.86 | 49.12 | +| flag | 43.32 | 53.68 | ++---------------------+-------+-------+ +2023-11-06 15:32:36,392 - mmseg - INFO - Summary: +2023-11-06 15:32:36,392 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 80.78 | 40.94 | 53.48 | ++-------+-------+-------+ +2023-11-06 15:32:36,440 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_5000.pth was removed +2023-11-06 15:32:38,782 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_10000.pth. +2023-11-06 15:32:38,783 - mmseg - INFO - Best mIoU is 0.4094 at 10000 iter. +2023-11-06 15:32:38,783 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 15:32:38,783 - mmseg - INFO - Iter(val) [250] aAcc: 0.8078, mIoU: 0.4094, mAcc: 0.5348, IoU.wall: 0.7669, IoU.building: 0.7799, IoU.sky: 0.9445, IoU.floor: 0.7933, IoU.tree: 0.7354, IoU.ceiling: 0.8361, IoU.road: 0.7870, IoU.bed : 0.8758, IoU.windowpane: 0.6234, IoU.grass: 0.6853, IoU.cabinet: 0.5538, IoU.sidewalk: 0.5971, IoU.person: 0.8354, IoU.earth: 0.3679, IoU.door: 0.4319, IoU.table: 0.5644, IoU.mountain: 0.5915, IoU.plant: 0.5390, IoU.curtain: 0.7170, IoU.chair: 0.5069, IoU.car: 0.8337, IoU.water: 0.5184, IoU.painting: 0.6395, IoU.sofa: 0.6013, IoU.shelf: 0.3564, IoU.house: 0.4173, IoU.sea: 0.5592, IoU.mirror: 0.5905, IoU.rug: 0.5763, IoU.field: 0.1511, IoU.armchair: 0.3326, IoU.seat: 0.5236, IoU.fence: 0.2914, IoU.desk: 0.3948, IoU.rock: 0.4686, IoU.wardrobe: 0.3133, IoU.lamp: 0.6030, IoU.bathtub: 0.7330, IoU.railing: 0.2666, IoU.cushion: 0.5692, IoU.base: 0.1578, IoU.box: 0.2063, IoU.column: 0.4346, IoU.signboard: 0.3505, IoU.chest of drawers: 0.2687, IoU.counter: 0.2956, IoU.sand: 0.3745, IoU.sink: 0.7020, IoU.skyscraper: 0.2822, IoU.fireplace: 0.5412, IoU.refrigerator: 0.7316, IoU.grandstand: 0.4022, IoU.path: 0.1660, IoU.stairs: 0.1551, IoU.runway: 0.3467, IoU.case: 0.4150, IoU.pool table: 0.9170, IoU.pillow: 0.5932, IoU.screen door: 0.6044, IoU.stairway: 0.1905, IoU.river: 0.1501, IoU.bridge: 0.5830, IoU.bookcase: 0.2964, IoU.blind: 0.4527, IoU.coffee table: 0.5505, IoU.toilet: 0.8309, IoU.flower: 0.3848, IoU.book: 0.4964, IoU.hill: 0.0269, IoU.bench: 0.3396, IoU.countertop: 0.5235, IoU.stove: 0.5964, IoU.palm: 0.5070, IoU.kitchen island: 0.2668, IoU.computer: 0.6490, IoU.swivel chair: 0.2739, IoU.boat: 0.4801, IoU.bar: 0.0589, IoU.arcade machine: 0.4140, IoU.hovel: 0.0000, IoU.bus: 0.8613, IoU.towel: 0.5628, IoU.light: 0.5330, IoU.truck: 0.3584, IoU.tower: 0.1260, IoU.chandelier: 0.5690, IoU.awning: 0.2728, IoU.streetlight: 0.3143, IoU.booth: 0.0128, IoU.television receiver: 0.5852, IoU.airplane: 0.5426, IoU.dirt track: 0.0000, IoU.apparel: 0.2967, IoU.pole: 0.3123, IoU.land: 0.0772, IoU.bannister: 0.1415, IoU.escalator: 0.0000, IoU.ottoman: 0.4729, IoU.bottle: 0.2651, IoU.buffet: 0.1004, IoU.poster: 0.1010, IoU.stage: 0.0287, IoU.van: 0.2682, IoU.ship: 0.0004, IoU.fountain: 0.0248, IoU.conveyer belt: 0.4729, IoU.canopy: 0.0522, IoU.washer: 0.6438, IoU.plaything: 0.1266, IoU.swimming pool: 0.2682, IoU.stool: 0.2850, IoU.barrel: 0.0002, IoU.basket: 0.3968, IoU.waterfall: 0.6024, IoU.tent: 0.8021, IoU.bag: 0.1105, IoU.minibike: 0.7445, IoU.cradle: 0.4849, IoU.oven: 0.0919, IoU.ball: 0.1899, IoU.food: 0.5521, IoU.step: 0.0683, IoU.tank: 0.2342, IoU.trade name: 0.2356, IoU.microwave: 0.4045, IoU.pot: 0.4483, IoU.animal: 0.4579, IoU.bicycle: 0.5387, IoU.lake: 0.0000, IoU.dishwasher: 0.6149, IoU.screen: 0.6487, IoU.blanket: 0.1675, IoU.sculpture: 0.5187, IoU.hood: 0.4864, IoU.sconce: 0.3413, IoU.vase: 0.4227, IoU.traffic light: 0.3306, IoU.tray: 0.0953, IoU.ashcan: 0.4079, IoU.fan: 0.6007, IoU.pier: 0.0178, IoU.crt screen: 0.1140, IoU.plate: 0.5083, IoU.monitor: 0.0012, IoU.bulletin board: 0.1719, IoU.shower: 0.0505, IoU.radiator: 0.5983, IoU.glass: 0.2155, IoU.clock: 0.3386, IoU.flag: 0.4332, Acc.wall: 0.8582, Acc.building: 0.9077, Acc.sky: 0.9620, Acc.floor: 0.8953, Acc.tree: 0.8810, Acc.ceiling: 0.9196, Acc.road: 0.8967, Acc.bed : 0.9458, Acc.windowpane: 0.7687, Acc.grass: 0.9030, Acc.cabinet: 0.6476, Acc.sidewalk: 0.7637, Acc.person: 0.9150, Acc.earth: 0.4782, Acc.door: 0.5655, Acc.table: 0.7519, Acc.mountain: 0.7288, Acc.plant: 0.7662, Acc.curtain: 0.8821, Acc.chair: 0.6462, Acc.car: 0.9072, Acc.water: 0.6958, Acc.painting: 0.8847, Acc.sofa: 0.8403, Acc.shelf: 0.5982, Acc.house: 0.6170, Acc.sea: 0.7679, Acc.mirror: 0.7611, Acc.rug: 0.6714, Acc.field: 0.1621, Acc.armchair: 0.5749, Acc.seat: 0.6715, Acc.fence: 0.4123, Acc.desk: 0.5795, Acc.rock: 0.7999, Acc.wardrobe: 0.3982, Acc.lamp: 0.8326, Acc.bathtub: 0.7917, Acc.railing: 0.4033, Acc.cushion: 0.6742, Acc.base: 0.2587, Acc.box: 0.3246, Acc.column: 0.6256, Acc.signboard: 0.5545, Acc.chest of drawers: 0.3546, Acc.counter: 0.4638, Acc.sand: 0.4216, Acc.sink: 0.7864, Acc.skyscraper: 0.3277, Acc.fireplace: 0.7508, Acc.refrigerator: 0.8434, Acc.grandstand: 0.6197, Acc.path: 0.2982, Acc.stairs: 0.2270, Acc.runway: 0.4008, Acc.case: 0.6369, Acc.pool table: 0.9424, Acc.pillow: 0.7359, Acc.screen door: 0.8571, Acc.stairway: 0.4648, Acc.river: 0.2201, Acc.bridge: 0.7191, Acc.bookcase: 0.4578, Acc.blind: 0.5553, Acc.coffee table: 0.8519, Acc.toilet: 0.9011, Acc.flower: 0.4831, Acc.book: 0.6837, Acc.hill: 0.0321, Acc.bench: 0.5045, Acc.countertop: 0.7740, Acc.stove: 0.8413, Acc.palm: 0.7511, Acc.kitchen island: 0.6929, Acc.computer: 0.7088, Acc.swivel chair: 0.3274, Acc.boat: 0.5674, Acc.bar: 0.0593, Acc.arcade machine: 0.4327, Acc.hovel: 0.0000, Acc.bus: 0.9024, Acc.towel: 0.7837, Acc.light: 0.6709, Acc.truck: 0.4537, Acc.tower: 0.1946, Acc.chandelier: 0.7672, Acc.awning: 0.4745, Acc.streetlight: 0.5668, Acc.booth: 0.0128, Acc.television receiver: 0.8046, Acc.airplane: 0.6755, Acc.dirt track: 0.0000, Acc.apparel: 0.6600, Acc.pole: 0.5065, Acc.land: 0.0805, Acc.bannister: 0.2145, Acc.escalator: 0.0000, Acc.ottoman: 0.5539, Acc.bottle: 0.3714, Acc.buffet: 0.1233, Acc.poster: 0.1394, Acc.stage: 0.0544, Acc.van: 0.5667, Acc.ship: 0.0006, Acc.fountain: 0.0341, Acc.conveyer belt: 0.4895, Acc.canopy: 0.0574, Acc.washer: 0.6798, Acc.plaything: 0.2806, Acc.swimming pool: 0.3590, Acc.stool: 0.4246, Acc.barrel: 0.0030, Acc.basket: 0.4783, Acc.waterfall: 0.8405, Acc.tent: 0.9821, Acc.bag: 0.1433, Acc.minibike: 0.8637, Acc.cradle: 0.5259, Acc.oven: 0.1922, Acc.ball: 0.2470, Acc.food: 0.7237, Acc.step: 0.0737, Acc.tank: 0.2354, Acc.trade name: 0.2762, Acc.microwave: 0.4438, Acc.pot: 0.6880, Acc.animal: 0.4736, Acc.bicycle: 0.8705, Acc.lake: 0.0000, Acc.dishwasher: 0.8128, Acc.screen: 0.8017, Acc.blanket: 0.2207, Acc.sculpture: 0.8422, Acc.hood: 0.5522, Acc.sconce: 0.4565, Acc.vase: 0.6484, Acc.traffic light: 0.6920, Acc.tray: 0.2022, Acc.ashcan: 0.6187, Acc.fan: 0.7924, Acc.pier: 0.0183, Acc.crt screen: 0.1705, Acc.plate: 0.6114, Acc.monitor: 0.0013, Acc.bulletin board: 0.1990, Acc.shower: 0.0780, Acc.radiator: 0.6688, Acc.glass: 0.2619, Acc.clock: 0.4912, Acc.flag: 0.5368 +2023-11-06 15:33:02,078 - mmseg - INFO - Iter [10050/160000] lr: 9.372e-05, eta: 20:09:15, time: 0.912, data_time: 0.460, memory: 39436, decode.loss_cls: 0.8671, decode.loss_mask: 0.8078, decode.loss_dice: 1.1547, decode.d0.loss_cls: 1.8263, decode.d0.loss_mask: 0.8530, decode.d0.loss_dice: 1.3251, decode.d1.loss_cls: 0.9835, decode.d1.loss_mask: 0.8451, decode.d1.loss_dice: 1.2499, decode.d2.loss_cls: 0.9083, decode.d2.loss_mask: 0.8265, decode.d2.loss_dice: 1.1962, decode.d3.loss_cls: 0.8882, decode.d3.loss_mask: 0.8161, decode.d3.loss_dice: 1.1692, decode.d4.loss_cls: 0.8792, decode.d4.loss_mask: 0.8159, decode.d4.loss_dice: 1.1703, decode.d5.loss_cls: 0.8682, decode.d5.loss_mask: 0.8177, decode.d5.loss_dice: 1.1672, decode.d6.loss_cls: 0.8647, decode.d6.loss_mask: 0.8126, decode.d6.loss_dice: 1.1550, decode.d7.loss_cls: 0.8633, decode.d7.loss_mask: 0.8158, decode.d7.loss_dice: 1.1574, decode.d8.loss_cls: 0.8595, decode.d8.loss_mask: 0.8136, decode.d8.loss_dice: 1.1595, loss: 29.9369, grad_norm: 74.4318 +2023-11-06 15:33:25,396 - mmseg - INFO - Iter [10100/160000] lr: 9.369e-05, eta: 20:08:38, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8852, decode.loss_mask: 0.7714, decode.loss_dice: 1.1650, decode.d0.loss_cls: 1.8738, decode.d0.loss_mask: 0.8095, decode.d0.loss_dice: 1.3441, decode.d1.loss_cls: 1.0122, decode.d1.loss_mask: 0.8163, decode.d1.loss_dice: 1.2563, decode.d2.loss_cls: 0.9346, decode.d2.loss_mask: 0.7972, decode.d2.loss_dice: 1.2131, decode.d3.loss_cls: 0.9066, decode.d3.loss_mask: 0.7857, decode.d3.loss_dice: 1.1766, decode.d4.loss_cls: 0.8956, decode.d4.loss_mask: 0.7886, decode.d4.loss_dice: 1.1818, decode.d5.loss_cls: 0.8980, decode.d5.loss_mask: 0.7834, decode.d5.loss_dice: 1.1721, decode.d6.loss_cls: 0.8867, decode.d6.loss_mask: 0.7839, decode.d6.loss_dice: 1.1714, decode.d7.loss_cls: 0.8834, decode.d7.loss_mask: 0.7822, decode.d7.loss_dice: 1.1716, decode.d8.loss_cls: 0.8871, decode.d8.loss_mask: 0.7790, decode.d8.loss_dice: 1.1769, loss: 29.9892, grad_norm: 67.2795 +2023-11-06 15:33:50,949 - mmseg - INFO - Iter [10150/160000] lr: 9.366e-05, eta: 20:08:34, time: 0.511, data_time: 0.058, memory: 39436, decode.loss_cls: 0.8329, decode.loss_mask: 0.8085, decode.loss_dice: 1.1273, decode.d0.loss_cls: 1.7815, decode.d0.loss_mask: 0.8424, decode.d0.loss_dice: 1.2962, decode.d1.loss_cls: 0.9554, decode.d1.loss_mask: 0.8317, decode.d1.loss_dice: 1.2113, decode.d2.loss_cls: 0.8749, decode.d2.loss_mask: 0.8091, decode.d2.loss_dice: 1.1625, decode.d3.loss_cls: 0.8573, decode.d3.loss_mask: 0.8056, decode.d3.loss_dice: 1.1377, decode.d4.loss_cls: 0.8502, decode.d4.loss_mask: 0.8007, decode.d4.loss_dice: 1.1325, decode.d5.loss_cls: 0.8364, decode.d5.loss_mask: 0.8018, decode.d5.loss_dice: 1.1345, decode.d6.loss_cls: 0.8381, decode.d6.loss_mask: 0.8061, decode.d6.loss_dice: 1.1429, decode.d7.loss_cls: 0.8370, decode.d7.loss_mask: 0.8071, decode.d7.loss_dice: 1.1375, decode.d8.loss_cls: 0.8315, decode.d8.loss_mask: 0.8076, decode.d8.loss_dice: 1.1381, loss: 29.2361, grad_norm: 72.0832 +2023-11-06 15:34:14,286 - mmseg - INFO - Iter [10200/160000] lr: 9.363e-05, eta: 20:07:57, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8625, decode.loss_mask: 0.7808, decode.loss_dice: 1.1368, decode.d0.loss_cls: 1.8179, decode.d0.loss_mask: 0.8325, decode.d0.loss_dice: 1.3219, decode.d1.loss_cls: 0.9963, decode.d1.loss_mask: 0.8157, decode.d1.loss_dice: 1.2300, decode.d2.loss_cls: 0.9098, decode.d2.loss_mask: 0.7941, decode.d2.loss_dice: 1.1719, decode.d3.loss_cls: 0.8907, decode.d3.loss_mask: 0.7824, decode.d3.loss_dice: 1.1472, decode.d4.loss_cls: 0.8767, decode.d4.loss_mask: 0.7865, decode.d4.loss_dice: 1.1486, decode.d5.loss_cls: 0.8770, decode.d5.loss_mask: 0.7821, decode.d5.loss_dice: 1.1447, decode.d6.loss_cls: 0.8750, decode.d6.loss_mask: 0.7787, decode.d6.loss_dice: 1.1424, decode.d7.loss_cls: 0.8613, decode.d7.loss_mask: 0.7806, decode.d7.loss_dice: 1.1399, decode.d8.loss_cls: 0.8638, decode.d8.loss_mask: 0.7816, decode.d8.loss_dice: 1.1449, loss: 29.4741, grad_norm: 68.9706 +2023-11-06 15:34:37,486 - mmseg - INFO - Iter [10250/160000] lr: 9.359e-05, eta: 20:07:19, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8370, decode.loss_mask: 0.7911, decode.loss_dice: 1.1424, decode.d0.loss_cls: 1.8034, decode.d0.loss_mask: 0.8216, decode.d0.loss_dice: 1.3066, decode.d1.loss_cls: 0.9626, decode.d1.loss_mask: 0.8119, decode.d1.loss_dice: 1.2320, decode.d2.loss_cls: 0.8984, decode.d2.loss_mask: 0.7933, decode.d2.loss_dice: 1.1719, decode.d3.loss_cls: 0.8680, decode.d3.loss_mask: 0.7847, decode.d3.loss_dice: 1.1523, decode.d4.loss_cls: 0.8553, decode.d4.loss_mask: 0.7869, decode.d4.loss_dice: 1.1571, decode.d5.loss_cls: 0.8512, decode.d5.loss_mask: 0.7896, decode.d5.loss_dice: 1.1561, decode.d6.loss_cls: 0.8468, decode.d6.loss_mask: 0.7884, decode.d6.loss_dice: 1.1442, decode.d7.loss_cls: 0.8393, decode.d7.loss_mask: 0.7865, decode.d7.loss_dice: 1.1542, decode.d8.loss_cls: 0.8381, decode.d8.loss_mask: 0.7859, decode.d8.loss_dice: 1.1493, loss: 29.3062, grad_norm: 66.0860 +2023-11-06 15:35:00,789 - mmseg - INFO - Iter [10300/160000] lr: 9.356e-05, eta: 20:06:41, time: 0.466, data_time: 0.014, memory: 39436, decode.loss_cls: 0.8647, decode.loss_mask: 0.7953, decode.loss_dice: 1.1878, decode.d0.loss_cls: 1.8253, decode.d0.loss_mask: 0.8446, decode.d0.loss_dice: 1.3522, decode.d1.loss_cls: 0.9940, decode.d1.loss_mask: 0.8272, decode.d1.loss_dice: 1.2670, decode.d2.loss_cls: 0.9004, decode.d2.loss_mask: 0.8145, decode.d2.loss_dice: 1.2262, decode.d3.loss_cls: 0.8789, decode.d3.loss_mask: 0.8066, decode.d3.loss_dice: 1.1972, decode.d4.loss_cls: 0.8731, decode.d4.loss_mask: 0.7999, decode.d4.loss_dice: 1.1999, decode.d5.loss_cls: 0.8649, decode.d5.loss_mask: 0.8067, decode.d5.loss_dice: 1.1956, decode.d6.loss_cls: 0.8605, decode.d6.loss_mask: 0.7986, decode.d6.loss_dice: 1.1843, decode.d7.loss_cls: 0.8663, decode.d7.loss_mask: 0.7929, decode.d7.loss_dice: 1.1823, decode.d8.loss_cls: 0.8671, decode.d8.loss_mask: 0.7984, decode.d8.loss_dice: 1.1823, loss: 30.0549, grad_norm: 74.1140 +2023-11-06 15:35:24,024 - mmseg - INFO - Iter [10350/160000] lr: 9.353e-05, eta: 20:06:04, time: 0.465, data_time: 0.014, memory: 39436, decode.loss_cls: 0.8484, decode.loss_mask: 0.7904, decode.loss_dice: 1.1546, decode.d0.loss_cls: 1.8274, decode.d0.loss_mask: 0.8276, decode.d0.loss_dice: 1.3158, decode.d1.loss_cls: 0.9860, decode.d1.loss_mask: 0.8244, decode.d1.loss_dice: 1.2296, decode.d2.loss_cls: 0.9017, decode.d2.loss_mask: 0.8027, decode.d2.loss_dice: 1.1849, decode.d3.loss_cls: 0.8774, decode.d3.loss_mask: 0.7948, decode.d3.loss_dice: 1.1570, decode.d4.loss_cls: 0.8679, decode.d4.loss_mask: 0.7992, decode.d4.loss_dice: 1.1643, decode.d5.loss_cls: 0.8650, decode.d5.loss_mask: 0.7963, decode.d5.loss_dice: 1.1619, decode.d6.loss_cls: 0.8498, decode.d6.loss_mask: 0.7939, decode.d6.loss_dice: 1.1512, decode.d7.loss_cls: 0.8526, decode.d7.loss_mask: 0.7893, decode.d7.loss_dice: 1.1501, decode.d8.loss_cls: 0.8505, decode.d8.loss_mask: 0.7919, decode.d8.loss_dice: 1.1514, loss: 29.5580, grad_norm: 66.5096 +2023-11-06 15:35:47,203 - mmseg - INFO - Iter [10400/160000] lr: 9.350e-05, eta: 20:05:25, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8396, decode.loss_mask: 0.8001, decode.loss_dice: 1.1664, decode.d0.loss_cls: 1.7713, decode.d0.loss_mask: 0.8342, decode.d0.loss_dice: 1.3418, decode.d1.loss_cls: 0.9728, decode.d1.loss_mask: 0.8215, decode.d1.loss_dice: 1.2489, decode.d2.loss_cls: 0.8964, decode.d2.loss_mask: 0.8069, decode.d2.loss_dice: 1.2003, decode.d3.loss_cls: 0.8741, decode.d3.loss_mask: 0.8015, decode.d3.loss_dice: 1.1738, decode.d4.loss_cls: 0.8614, decode.d4.loss_mask: 0.7964, decode.d4.loss_dice: 1.1817, decode.d5.loss_cls: 0.8590, decode.d5.loss_mask: 0.8006, decode.d5.loss_dice: 1.1825, decode.d6.loss_cls: 0.8439, decode.d6.loss_mask: 0.8011, decode.d6.loss_dice: 1.1724, decode.d7.loss_cls: 0.8460, decode.d7.loss_mask: 0.7998, decode.d7.loss_dice: 1.1717, decode.d8.loss_cls: 0.8459, decode.d8.loss_mask: 0.8017, decode.d8.loss_dice: 1.1686, loss: 29.6819, grad_norm: 67.5909 +2023-11-06 15:36:10,335 - mmseg - INFO - Iter [10450/160000] lr: 9.347e-05, eta: 20:04:46, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 0.8263, decode.loss_mask: 0.7881, decode.loss_dice: 1.1715, decode.d0.loss_cls: 1.7746, decode.d0.loss_mask: 0.8286, decode.d0.loss_dice: 1.3364, decode.d1.loss_cls: 0.9609, decode.d1.loss_mask: 0.8175, decode.d1.loss_dice: 1.2432, decode.d2.loss_cls: 0.8779, decode.d2.loss_mask: 0.7918, decode.d2.loss_dice: 1.1966, decode.d3.loss_cls: 0.8514, decode.d3.loss_mask: 0.7908, decode.d3.loss_dice: 1.1781, decode.d4.loss_cls: 0.8475, decode.d4.loss_mask: 0.7924, decode.d4.loss_dice: 1.1850, decode.d5.loss_cls: 0.8382, decode.d5.loss_mask: 0.7930, decode.d5.loss_dice: 1.1774, decode.d6.loss_cls: 0.8316, decode.d6.loss_mask: 0.7872, decode.d6.loss_dice: 1.1748, decode.d7.loss_cls: 0.8338, decode.d7.loss_mask: 0.7911, decode.d7.loss_dice: 1.1659, decode.d8.loss_cls: 0.8306, decode.d8.loss_mask: 0.7784, decode.d8.loss_dice: 1.1639, loss: 29.4245, grad_norm: 75.0665 +2023-11-06 15:36:33,622 - mmseg - INFO - Iter [10500/160000] lr: 9.344e-05, eta: 20:04:09, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8736, decode.loss_mask: 0.7932, decode.loss_dice: 1.1466, decode.d0.loss_cls: 1.8247, decode.d0.loss_mask: 0.8358, decode.d0.loss_dice: 1.3347, decode.d1.loss_cls: 1.0071, decode.d1.loss_mask: 0.8223, decode.d1.loss_dice: 1.2424, decode.d2.loss_cls: 0.9227, decode.d2.loss_mask: 0.7999, decode.d2.loss_dice: 1.1915, decode.d3.loss_cls: 0.9022, decode.d3.loss_mask: 0.7943, decode.d3.loss_dice: 1.1523, decode.d4.loss_cls: 0.8895, decode.d4.loss_mask: 0.7949, decode.d4.loss_dice: 1.1593, decode.d5.loss_cls: 0.8905, decode.d5.loss_mask: 0.7975, decode.d5.loss_dice: 1.1539, decode.d6.loss_cls: 0.8774, decode.d6.loss_mask: 0.7972, decode.d6.loss_dice: 1.1450, decode.d7.loss_cls: 0.8715, decode.d7.loss_mask: 0.7898, decode.d7.loss_dice: 1.1545, decode.d8.loss_cls: 0.8704, decode.d8.loss_mask: 0.7883, decode.d8.loss_dice: 1.1474, loss: 29.7703, grad_norm: 65.1338 +2023-11-06 15:36:56,892 - mmseg - INFO - Iter [10550/160000] lr: 9.341e-05, eta: 20:03:32, time: 0.465, data_time: 0.014, memory: 39436, decode.loss_cls: 0.8327, decode.loss_mask: 0.7770, decode.loss_dice: 1.1745, decode.d0.loss_cls: 1.7346, decode.d0.loss_mask: 0.8196, decode.d0.loss_dice: 1.3364, decode.d1.loss_cls: 0.9604, decode.d1.loss_mask: 0.8115, decode.d1.loss_dice: 1.2526, decode.d2.loss_cls: 0.8719, decode.d2.loss_mask: 0.7839, decode.d2.loss_dice: 1.2059, decode.d3.loss_cls: 0.8595, decode.d3.loss_mask: 0.7748, decode.d3.loss_dice: 1.1792, decode.d4.loss_cls: 0.8541, decode.d4.loss_mask: 0.7745, decode.d4.loss_dice: 1.1871, decode.d5.loss_cls: 0.8520, decode.d5.loss_mask: 0.7790, decode.d5.loss_dice: 1.1812, decode.d6.loss_cls: 0.8416, decode.d6.loss_mask: 0.7723, decode.d6.loss_dice: 1.1671, decode.d7.loss_cls: 0.8372, decode.d7.loss_mask: 0.7811, decode.d7.loss_dice: 1.1771, decode.d8.loss_cls: 0.8365, decode.d8.loss_mask: 0.7773, decode.d8.loss_dice: 1.1692, loss: 29.3616, grad_norm: 67.4544 +2023-11-06 15:37:20,024 - mmseg - INFO - Iter [10600/160000] lr: 9.338e-05, eta: 20:02:54, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.8182, decode.loss_mask: 0.8113, decode.loss_dice: 1.1506, decode.d0.loss_cls: 1.7664, decode.d0.loss_mask: 0.8414, decode.d0.loss_dice: 1.3039, decode.d1.loss_cls: 0.9454, decode.d1.loss_mask: 0.8348, decode.d1.loss_dice: 1.2293, decode.d2.loss_cls: 0.8702, decode.d2.loss_mask: 0.8129, decode.d2.loss_dice: 1.1796, decode.d3.loss_cls: 0.8405, decode.d3.loss_mask: 0.8111, decode.d3.loss_dice: 1.1568, decode.d4.loss_cls: 0.8313, decode.d4.loss_mask: 0.8053, decode.d4.loss_dice: 1.1625, decode.d5.loss_cls: 0.8300, decode.d5.loss_mask: 0.8108, decode.d5.loss_dice: 1.1519, decode.d6.loss_cls: 0.8264, decode.d6.loss_mask: 0.8087, decode.d6.loss_dice: 1.1478, decode.d7.loss_cls: 0.8225, decode.d7.loss_mask: 0.8106, decode.d7.loss_dice: 1.1499, decode.d8.loss_cls: 0.8216, decode.d8.loss_mask: 0.8120, decode.d8.loss_dice: 1.1491, loss: 29.3128, grad_norm: 72.1911 +2023-11-06 15:37:43,159 - mmseg - INFO - Iter [10650/160000] lr: 9.334e-05, eta: 20:02:15, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8072, decode.loss_mask: 0.7651, decode.loss_dice: 1.1262, decode.d0.loss_cls: 1.7445, decode.d0.loss_mask: 0.8072, decode.d0.loss_dice: 1.3164, decode.d1.loss_cls: 0.9327, decode.d1.loss_mask: 0.7997, decode.d1.loss_dice: 1.2221, decode.d2.loss_cls: 0.8573, decode.d2.loss_mask: 0.7798, decode.d2.loss_dice: 1.1733, decode.d3.loss_cls: 0.8390, decode.d3.loss_mask: 0.7686, decode.d3.loss_dice: 1.1357, decode.d4.loss_cls: 0.8331, decode.d4.loss_mask: 0.7679, decode.d4.loss_dice: 1.1372, decode.d5.loss_cls: 0.8174, decode.d5.loss_mask: 0.7721, decode.d5.loss_dice: 1.1342, decode.d6.loss_cls: 0.8118, decode.d6.loss_mask: 0.7693, decode.d6.loss_dice: 1.1306, decode.d7.loss_cls: 0.8046, decode.d7.loss_mask: 0.7702, decode.d7.loss_dice: 1.1314, decode.d8.loss_cls: 0.8032, decode.d8.loss_mask: 0.7650, decode.d8.loss_dice: 1.1343, loss: 28.6572, grad_norm: 72.6897 +2023-11-06 15:38:06,549 - mmseg - INFO - Iter [10700/160000] lr: 9.331e-05, eta: 20:01:41, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8559, decode.loss_mask: 0.7753, decode.loss_dice: 1.1625, decode.d0.loss_cls: 1.7851, decode.d0.loss_mask: 0.8172, decode.d0.loss_dice: 1.3402, decode.d1.loss_cls: 0.9754, decode.d1.loss_mask: 0.8127, decode.d1.loss_dice: 1.2542, decode.d2.loss_cls: 0.8857, decode.d2.loss_mask: 0.7908, decode.d2.loss_dice: 1.1905, decode.d3.loss_cls: 0.8715, decode.d3.loss_mask: 0.7776, decode.d3.loss_dice: 1.1731, decode.d4.loss_cls: 0.8643, decode.d4.loss_mask: 0.7809, decode.d4.loss_dice: 1.1690, decode.d5.loss_cls: 0.8552, decode.d5.loss_mask: 0.7736, decode.d5.loss_dice: 1.1750, decode.d6.loss_cls: 0.8540, decode.d6.loss_mask: 0.7778, decode.d6.loss_dice: 1.1593, decode.d7.loss_cls: 0.8481, decode.d7.loss_mask: 0.7807, decode.d7.loss_dice: 1.1596, decode.d8.loss_cls: 0.8541, decode.d8.loss_mask: 0.7727, decode.d8.loss_dice: 1.1593, loss: 29.4514, grad_norm: 66.5690 +2023-11-06 15:38:29,639 - mmseg - INFO - Iter [10750/160000] lr: 9.328e-05, eta: 20:01:02, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.8609, decode.loss_mask: 0.7937, decode.loss_dice: 1.1868, decode.d0.loss_cls: 1.8021, decode.d0.loss_mask: 0.8344, decode.d0.loss_dice: 1.3671, decode.d1.loss_cls: 1.0027, decode.d1.loss_mask: 0.8303, decode.d1.loss_dice: 1.2601, decode.d2.loss_cls: 0.9130, decode.d2.loss_mask: 0.8091, decode.d2.loss_dice: 1.2116, decode.d3.loss_cls: 0.8870, decode.d3.loss_mask: 0.7980, decode.d3.loss_dice: 1.1871, decode.d4.loss_cls: 0.8733, decode.d4.loss_mask: 0.8010, decode.d4.loss_dice: 1.1900, decode.d5.loss_cls: 0.8720, decode.d5.loss_mask: 0.7982, decode.d5.loss_dice: 1.1935, decode.d6.loss_cls: 0.8644, decode.d6.loss_mask: 0.7965, decode.d6.loss_dice: 1.1916, decode.d7.loss_cls: 0.8631, decode.d7.loss_mask: 0.7963, decode.d7.loss_dice: 1.1891, decode.d8.loss_cls: 0.8648, decode.d8.loss_mask: 0.7948, decode.d8.loss_dice: 1.1831, loss: 30.0156, grad_norm: 75.2219 +2023-11-06 15:38:52,888 - mmseg - INFO - Iter [10800/160000] lr: 9.325e-05, eta: 20:00:25, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8404, decode.loss_mask: 0.8064, decode.loss_dice: 1.1577, decode.d0.loss_cls: 1.7794, decode.d0.loss_mask: 0.8410, decode.d0.loss_dice: 1.3263, decode.d1.loss_cls: 0.9494, decode.d1.loss_mask: 0.8290, decode.d1.loss_dice: 1.2396, decode.d2.loss_cls: 0.8745, decode.d2.loss_mask: 0.8144, decode.d2.loss_dice: 1.1908, decode.d3.loss_cls: 0.8577, decode.d3.loss_mask: 0.8056, decode.d3.loss_dice: 1.1763, decode.d4.loss_cls: 0.8490, decode.d4.loss_mask: 0.8090, decode.d4.loss_dice: 1.1654, decode.d5.loss_cls: 0.8526, decode.d5.loss_mask: 0.8080, decode.d5.loss_dice: 1.1607, decode.d6.loss_cls: 0.8331, decode.d6.loss_mask: 0.8114, decode.d6.loss_dice: 1.1628, decode.d7.loss_cls: 0.8364, decode.d7.loss_mask: 0.8113, decode.d7.loss_dice: 1.1661, decode.d8.loss_cls: 0.8398, decode.d8.loss_mask: 0.8097, decode.d8.loss_dice: 1.1566, loss: 29.5602, grad_norm: 75.4499 +2023-11-06 15:39:16,007 - mmseg - INFO - Iter [10850/160000] lr: 9.322e-05, eta: 19:59:47, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7525, decode.loss_mask: 0.7980, decode.loss_dice: 1.1070, decode.d0.loss_cls: 1.6988, decode.d0.loss_mask: 0.8411, decode.d0.loss_dice: 1.2716, decode.d1.loss_cls: 0.9078, decode.d1.loss_mask: 0.8234, decode.d1.loss_dice: 1.1974, decode.d2.loss_cls: 0.8233, decode.d2.loss_mask: 0.8053, decode.d2.loss_dice: 1.1497, decode.d3.loss_cls: 0.7970, decode.d3.loss_mask: 0.8010, decode.d3.loss_dice: 1.1064, decode.d4.loss_cls: 0.7854, decode.d4.loss_mask: 0.7956, decode.d4.loss_dice: 1.1156, decode.d5.loss_cls: 0.7762, decode.d5.loss_mask: 0.7929, decode.d5.loss_dice: 1.1164, decode.d6.loss_cls: 0.7703, decode.d6.loss_mask: 0.7882, decode.d6.loss_dice: 1.1076, decode.d7.loss_cls: 0.7578, decode.d7.loss_mask: 0.7938, decode.d7.loss_dice: 1.1129, decode.d8.loss_cls: 0.7652, decode.d8.loss_mask: 0.7958, decode.d8.loss_dice: 1.1003, loss: 28.2546, grad_norm: 70.9410 +2023-11-06 15:39:39,426 - mmseg - INFO - Iter [10900/160000] lr: 9.319e-05, eta: 19:59:13, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8090, decode.loss_mask: 0.7930, decode.loss_dice: 1.1337, decode.d0.loss_cls: 1.7883, decode.d0.loss_mask: 0.8353, decode.d0.loss_dice: 1.3077, decode.d1.loss_cls: 0.9426, decode.d1.loss_mask: 0.8267, decode.d1.loss_dice: 1.2248, decode.d2.loss_cls: 0.8661, decode.d2.loss_mask: 0.8015, decode.d2.loss_dice: 1.1791, decode.d3.loss_cls: 0.8338, decode.d3.loss_mask: 0.7971, decode.d3.loss_dice: 1.1509, decode.d4.loss_cls: 0.8340, decode.d4.loss_mask: 0.7983, decode.d4.loss_dice: 1.1496, decode.d5.loss_cls: 0.8237, decode.d5.loss_mask: 0.7923, decode.d5.loss_dice: 1.1444, decode.d6.loss_cls: 0.8137, decode.d6.loss_mask: 0.7923, decode.d6.loss_dice: 1.1381, decode.d7.loss_cls: 0.8114, decode.d7.loss_mask: 0.7925, decode.d7.loss_dice: 1.1385, decode.d8.loss_cls: 0.8093, decode.d8.loss_mask: 0.7953, decode.d8.loss_dice: 1.1361, loss: 29.0591, grad_norm: 68.4933 +2023-11-06 15:40:03,139 - mmseg - INFO - Iter [10950/160000] lr: 9.316e-05, eta: 19:58:43, time: 0.474, data_time: 0.012, memory: 39436, decode.loss_cls: 0.7829, decode.loss_mask: 0.7772, decode.loss_dice: 1.1392, decode.d0.loss_cls: 1.7323, decode.d0.loss_mask: 0.8168, decode.d0.loss_dice: 1.3158, decode.d1.loss_cls: 0.9141, decode.d1.loss_mask: 0.8059, decode.d1.loss_dice: 1.2272, decode.d2.loss_cls: 0.8361, decode.d2.loss_mask: 0.7877, decode.d2.loss_dice: 1.1665, decode.d3.loss_cls: 0.8075, decode.d3.loss_mask: 0.7809, decode.d3.loss_dice: 1.1446, decode.d4.loss_cls: 0.7981, decode.d4.loss_mask: 0.7779, decode.d4.loss_dice: 1.1481, decode.d5.loss_cls: 0.8016, decode.d5.loss_mask: 0.7793, decode.d5.loss_dice: 1.1445, decode.d6.loss_cls: 0.7963, decode.d6.loss_mask: 0.7736, decode.d6.loss_dice: 1.1385, decode.d7.loss_cls: 0.7889, decode.d7.loss_mask: 0.7820, decode.d7.loss_dice: 1.1437, decode.d8.loss_cls: 0.7830, decode.d8.loss_mask: 0.7749, decode.d8.loss_dice: 1.1405, loss: 28.6058, grad_norm: 74.3770 +2023-11-06 15:40:26,495 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 15:40:26,496 - mmseg - INFO - Iter [11000/160000] lr: 9.313e-05, eta: 19:58:09, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8405, decode.loss_mask: 0.7952, decode.loss_dice: 1.1408, decode.d0.loss_cls: 1.8230, decode.d0.loss_mask: 0.8262, decode.d0.loss_dice: 1.2999, decode.d1.loss_cls: 0.9642, decode.d1.loss_mask: 0.8201, decode.d1.loss_dice: 1.2390, decode.d2.loss_cls: 0.8925, decode.d2.loss_mask: 0.8003, decode.d2.loss_dice: 1.1851, decode.d3.loss_cls: 0.8715, decode.d3.loss_mask: 0.7907, decode.d3.loss_dice: 1.1452, decode.d4.loss_cls: 0.8635, decode.d4.loss_mask: 0.7840, decode.d4.loss_dice: 1.1603, decode.d5.loss_cls: 0.8545, decode.d5.loss_mask: 0.7912, decode.d5.loss_dice: 1.1592, decode.d6.loss_cls: 0.8517, decode.d6.loss_mask: 0.7947, decode.d6.loss_dice: 1.1444, decode.d7.loss_cls: 0.8438, decode.d7.loss_mask: 0.7971, decode.d7.loss_dice: 1.1508, decode.d8.loss_cls: 0.8473, decode.d8.loss_mask: 0.7974, decode.d8.loss_dice: 1.1467, loss: 29.4209, grad_norm: 70.0011 +2023-11-06 15:40:49,600 - mmseg - INFO - Iter [11050/160000] lr: 9.309e-05, eta: 19:57:31, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 0.8341, decode.loss_mask: 0.8243, decode.loss_dice: 1.1660, decode.d0.loss_cls: 1.7941, decode.d0.loss_mask: 0.8635, decode.d0.loss_dice: 1.3378, decode.d1.loss_cls: 0.9617, decode.d1.loss_mask: 0.8522, decode.d1.loss_dice: 1.2447, decode.d2.loss_cls: 0.8861, decode.d2.loss_mask: 0.8243, decode.d2.loss_dice: 1.1902, decode.d3.loss_cls: 0.8681, decode.d3.loss_mask: 0.8169, decode.d3.loss_dice: 1.1710, decode.d4.loss_cls: 0.8551, decode.d4.loss_mask: 0.8212, decode.d4.loss_dice: 1.1772, decode.d5.loss_cls: 0.8535, decode.d5.loss_mask: 0.8208, decode.d5.loss_dice: 1.1656, decode.d6.loss_cls: 0.8379, decode.d6.loss_mask: 0.8168, decode.d6.loss_dice: 1.1581, decode.d7.loss_cls: 0.8317, decode.d7.loss_mask: 0.8294, decode.d7.loss_dice: 1.1666, decode.d8.loss_cls: 0.8356, decode.d8.loss_mask: 0.8233, decode.d8.loss_dice: 1.1703, loss: 29.7981, grad_norm: 72.5545 +2023-11-06 15:41:12,540 - mmseg - INFO - Iter [11100/160000] lr: 9.306e-05, eta: 19:56:51, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8174, decode.loss_mask: 0.7820, decode.loss_dice: 1.1381, decode.d0.loss_cls: 1.7786, decode.d0.loss_mask: 0.8103, decode.d0.loss_dice: 1.3123, decode.d1.loss_cls: 0.9391, decode.d1.loss_mask: 0.8066, decode.d1.loss_dice: 1.2289, decode.d2.loss_cls: 0.8724, decode.d2.loss_mask: 0.7862, decode.d2.loss_dice: 1.1693, decode.d3.loss_cls: 0.8393, decode.d3.loss_mask: 0.7778, decode.d3.loss_dice: 1.1503, decode.d4.loss_cls: 0.8305, decode.d4.loss_mask: 0.7796, decode.d4.loss_dice: 1.1444, decode.d5.loss_cls: 0.8340, decode.d5.loss_mask: 0.7811, decode.d5.loss_dice: 1.1417, decode.d6.loss_cls: 0.8257, decode.d6.loss_mask: 0.7766, decode.d6.loss_dice: 1.1401, decode.d7.loss_cls: 0.8226, decode.d7.loss_mask: 0.7736, decode.d7.loss_dice: 1.1472, decode.d8.loss_cls: 0.8228, decode.d8.loss_mask: 0.7768, decode.d8.loss_dice: 1.1340, loss: 28.9393, grad_norm: 68.1547 +2023-11-06 15:41:35,674 - mmseg - INFO - Iter [11150/160000] lr: 9.303e-05, eta: 19:56:14, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8261, decode.loss_mask: 0.8088, decode.loss_dice: 1.1486, decode.d0.loss_cls: 1.7244, decode.d0.loss_mask: 0.8378, decode.d0.loss_dice: 1.3197, decode.d1.loss_cls: 0.9406, decode.d1.loss_mask: 0.8348, decode.d1.loss_dice: 1.2346, decode.d2.loss_cls: 0.8660, decode.d2.loss_mask: 0.8137, decode.d2.loss_dice: 1.1798, decode.d3.loss_cls: 0.8494, decode.d3.loss_mask: 0.8089, decode.d3.loss_dice: 1.1593, decode.d4.loss_cls: 0.8396, decode.d4.loss_mask: 0.8078, decode.d4.loss_dice: 1.1632, decode.d5.loss_cls: 0.8253, decode.d5.loss_mask: 0.8127, decode.d5.loss_dice: 1.1621, decode.d6.loss_cls: 0.8295, decode.d6.loss_mask: 0.8153, decode.d6.loss_dice: 1.1427, decode.d7.loss_cls: 0.8282, decode.d7.loss_mask: 0.8130, decode.d7.loss_dice: 1.1514, decode.d8.loss_cls: 0.8242, decode.d8.loss_mask: 0.8099, decode.d8.loss_dice: 1.1531, loss: 29.3308, grad_norm: 67.6391 +2023-11-06 15:41:58,617 - mmseg - INFO - Iter [11200/160000] lr: 9.300e-05, eta: 19:55:34, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7961, decode.loss_mask: 0.7913, decode.loss_dice: 1.1268, decode.d0.loss_cls: 1.7287, decode.d0.loss_mask: 0.8246, decode.d0.loss_dice: 1.2825, decode.d1.loss_cls: 0.9350, decode.d1.loss_mask: 0.8126, decode.d1.loss_dice: 1.1916, decode.d2.loss_cls: 0.8509, decode.d2.loss_mask: 0.7944, decode.d2.loss_dice: 1.1601, decode.d3.loss_cls: 0.8265, decode.d3.loss_mask: 0.7930, decode.d3.loss_dice: 1.1335, decode.d4.loss_cls: 0.8247, decode.d4.loss_mask: 0.7925, decode.d4.loss_dice: 1.1282, decode.d5.loss_cls: 0.8091, decode.d5.loss_mask: 0.7948, decode.d5.loss_dice: 1.1268, decode.d6.loss_cls: 0.8092, decode.d6.loss_mask: 0.7874, decode.d6.loss_dice: 1.1204, decode.d7.loss_cls: 0.7965, decode.d7.loss_mask: 0.7937, decode.d7.loss_dice: 1.1286, decode.d8.loss_cls: 0.7986, decode.d8.loss_mask: 0.7903, decode.d8.loss_dice: 1.1248, loss: 28.6731, grad_norm: 79.2200 +2023-11-06 15:42:21,810 - mmseg - INFO - Iter [11250/160000] lr: 9.297e-05, eta: 19:54:58, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8354, decode.loss_mask: 0.8041, decode.loss_dice: 1.1508, decode.d0.loss_cls: 1.7860, decode.d0.loss_mask: 0.8342, decode.d0.loss_dice: 1.3087, decode.d1.loss_cls: 0.9516, decode.d1.loss_mask: 0.8296, decode.d1.loss_dice: 1.2259, decode.d2.loss_cls: 0.8743, decode.d2.loss_mask: 0.8099, decode.d2.loss_dice: 1.1779, decode.d3.loss_cls: 0.8599, decode.d3.loss_mask: 0.8035, decode.d3.loss_dice: 1.1482, decode.d4.loss_cls: 0.8524, decode.d4.loss_mask: 0.8063, decode.d4.loss_dice: 1.1555, decode.d5.loss_cls: 0.8475, decode.d5.loss_mask: 0.8045, decode.d5.loss_dice: 1.1553, decode.d6.loss_cls: 0.8481, decode.d6.loss_mask: 0.8050, decode.d6.loss_dice: 1.1420, decode.d7.loss_cls: 0.8368, decode.d7.loss_mask: 0.8057, decode.d7.loss_dice: 1.1490, decode.d8.loss_cls: 0.8444, decode.d8.loss_mask: 0.8039, decode.d8.loss_dice: 1.1467, loss: 29.4030, grad_norm: 66.7154 +2023-11-06 15:42:45,313 - mmseg - INFO - Iter [11300/160000] lr: 9.294e-05, eta: 19:54:26, time: 0.470, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7929, decode.loss_mask: 0.7815, decode.loss_dice: 1.1242, decode.d0.loss_cls: 1.7412, decode.d0.loss_mask: 0.8200, decode.d0.loss_dice: 1.2846, decode.d1.loss_cls: 0.9357, decode.d1.loss_mask: 0.8128, decode.d1.loss_dice: 1.2150, decode.d2.loss_cls: 0.8647, decode.d2.loss_mask: 0.7938, decode.d2.loss_dice: 1.1631, decode.d3.loss_cls: 0.8335, decode.d3.loss_mask: 0.7846, decode.d3.loss_dice: 1.1283, decode.d4.loss_cls: 0.8201, decode.d4.loss_mask: 0.7843, decode.d4.loss_dice: 1.1415, decode.d5.loss_cls: 0.8122, decode.d5.loss_mask: 0.7858, decode.d5.loss_dice: 1.1391, decode.d6.loss_cls: 0.8018, decode.d6.loss_mask: 0.7809, decode.d6.loss_dice: 1.1329, decode.d7.loss_cls: 0.8060, decode.d7.loss_mask: 0.7853, decode.d7.loss_dice: 1.1353, decode.d8.loss_cls: 0.7959, decode.d8.loss_mask: 0.7860, decode.d8.loss_dice: 1.1317, loss: 28.7146, grad_norm: 69.5591 +2023-11-06 15:43:08,826 - mmseg - INFO - Iter [11350/160000] lr: 9.291e-05, eta: 19:53:54, time: 0.470, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8447, decode.loss_mask: 0.7914, decode.loss_dice: 1.1227, decode.d0.loss_cls: 1.7983, decode.d0.loss_mask: 0.8309, decode.d0.loss_dice: 1.3026, decode.d1.loss_cls: 0.9828, decode.d1.loss_mask: 0.8109, decode.d1.loss_dice: 1.2191, decode.d2.loss_cls: 0.8903, decode.d2.loss_mask: 0.8039, decode.d2.loss_dice: 1.1622, decode.d3.loss_cls: 0.8608, decode.d3.loss_mask: 0.7934, decode.d3.loss_dice: 1.1270, decode.d4.loss_cls: 0.8582, decode.d4.loss_mask: 0.7908, decode.d4.loss_dice: 1.1302, decode.d5.loss_cls: 0.8499, decode.d5.loss_mask: 0.7927, decode.d5.loss_dice: 1.1266, decode.d6.loss_cls: 0.8497, decode.d6.loss_mask: 0.7869, decode.d6.loss_dice: 1.1178, decode.d7.loss_cls: 0.8457, decode.d7.loss_mask: 0.7913, decode.d7.loss_dice: 1.1247, decode.d8.loss_cls: 0.8371, decode.d8.loss_mask: 0.7964, decode.d8.loss_dice: 1.1232, loss: 29.1624, grad_norm: 71.7890 +2023-11-06 15:43:34,368 - mmseg - INFO - Iter [11400/160000] lr: 9.288e-05, eta: 19:53:49, time: 0.511, data_time: 0.061, memory: 39436, decode.loss_cls: 0.7915, decode.loss_mask: 0.8248, decode.loss_dice: 1.1495, decode.d0.loss_cls: 1.7323, decode.d0.loss_mask: 0.8604, decode.d0.loss_dice: 1.3077, decode.d1.loss_cls: 0.9195, decode.d1.loss_mask: 0.8472, decode.d1.loss_dice: 1.2337, decode.d2.loss_cls: 0.8417, decode.d2.loss_mask: 0.8269, decode.d2.loss_dice: 1.1866, decode.d3.loss_cls: 0.8291, decode.d3.loss_mask: 0.8190, decode.d3.loss_dice: 1.1600, decode.d4.loss_cls: 0.8193, decode.d4.loss_mask: 0.8221, decode.d4.loss_dice: 1.1638, decode.d5.loss_cls: 0.8125, decode.d5.loss_mask: 0.8202, decode.d5.loss_dice: 1.1605, decode.d6.loss_cls: 0.7998, decode.d6.loss_mask: 0.8243, decode.d6.loss_dice: 1.1599, decode.d7.loss_cls: 0.7982, decode.d7.loss_mask: 0.8236, decode.d7.loss_dice: 1.1712, decode.d8.loss_cls: 0.7937, decode.d8.loss_mask: 0.8245, decode.d8.loss_dice: 1.1559, loss: 29.2798, grad_norm: 67.0713 +2023-11-06 15:43:57,572 - mmseg - INFO - Iter [11450/160000] lr: 9.284e-05, eta: 19:53:13, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8150, decode.loss_mask: 0.7974, decode.loss_dice: 1.1406, decode.d0.loss_cls: 1.7513, decode.d0.loss_mask: 0.8427, decode.d0.loss_dice: 1.3152, decode.d1.loss_cls: 0.9398, decode.d1.loss_mask: 0.8347, decode.d1.loss_dice: 1.2271, decode.d2.loss_cls: 0.8572, decode.d2.loss_mask: 0.8108, decode.d2.loss_dice: 1.1832, decode.d3.loss_cls: 0.8373, decode.d3.loss_mask: 0.8065, decode.d3.loss_dice: 1.1482, decode.d4.loss_cls: 0.8418, decode.d4.loss_mask: 0.8052, decode.d4.loss_dice: 1.1493, decode.d5.loss_cls: 0.8290, decode.d5.loss_mask: 0.8065, decode.d5.loss_dice: 1.1518, decode.d6.loss_cls: 0.8247, decode.d6.loss_mask: 0.8020, decode.d6.loss_dice: 1.1398, decode.d7.loss_cls: 0.8179, decode.d7.loss_mask: 0.8005, decode.d7.loss_dice: 1.1536, decode.d8.loss_cls: 0.8222, decode.d8.loss_mask: 0.7994, decode.d8.loss_dice: 1.1436, loss: 29.1943, grad_norm: 74.4587 +2023-11-06 15:44:20,743 - mmseg - INFO - Iter [11500/160000] lr: 9.281e-05, eta: 19:52:37, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8013, decode.loss_mask: 0.7620, decode.loss_dice: 1.1134, decode.d0.loss_cls: 1.7472, decode.d0.loss_mask: 0.8103, decode.d0.loss_dice: 1.3005, decode.d1.loss_cls: 0.9058, decode.d1.loss_mask: 0.8007, decode.d1.loss_dice: 1.2002, decode.d2.loss_cls: 0.8416, decode.d2.loss_mask: 0.7847, decode.d2.loss_dice: 1.1540, decode.d3.loss_cls: 0.8161, decode.d3.loss_mask: 0.7735, decode.d3.loss_dice: 1.1250, decode.d4.loss_cls: 0.8144, decode.d4.loss_mask: 0.7744, decode.d4.loss_dice: 1.1224, decode.d5.loss_cls: 0.8072, decode.d5.loss_mask: 0.7726, decode.d5.loss_dice: 1.1172, decode.d6.loss_cls: 0.7991, decode.d6.loss_mask: 0.7680, decode.d6.loss_dice: 1.1168, decode.d7.loss_cls: 0.7982, decode.d7.loss_mask: 0.7689, decode.d7.loss_dice: 1.1173, decode.d8.loss_cls: 0.8009, decode.d8.loss_mask: 0.7617, decode.d8.loss_dice: 1.1146, loss: 28.3900, grad_norm: 65.4793 +2023-11-06 15:44:44,036 - mmseg - INFO - Iter [11550/160000] lr: 9.278e-05, eta: 19:52:03, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7756, decode.loss_mask: 0.7620, decode.loss_dice: 1.1192, decode.d0.loss_cls: 1.7536, decode.d0.loss_mask: 0.8030, decode.d0.loss_dice: 1.2882, decode.d1.loss_cls: 0.9212, decode.d1.loss_mask: 0.7929, decode.d1.loss_dice: 1.2060, decode.d2.loss_cls: 0.8395, decode.d2.loss_mask: 0.7746, decode.d2.loss_dice: 1.1532, decode.d3.loss_cls: 0.8061, decode.d3.loss_mask: 0.7656, decode.d3.loss_dice: 1.1321, decode.d4.loss_cls: 0.7963, decode.d4.loss_mask: 0.7651, decode.d4.loss_dice: 1.1305, decode.d5.loss_cls: 0.7896, decode.d5.loss_mask: 0.7661, decode.d5.loss_dice: 1.1285, decode.d6.loss_cls: 0.7785, decode.d6.loss_mask: 0.7627, decode.d6.loss_dice: 1.1238, decode.d7.loss_cls: 0.7745, decode.d7.loss_mask: 0.7652, decode.d7.loss_dice: 1.1293, decode.d8.loss_cls: 0.7785, decode.d8.loss_mask: 0.7606, decode.d8.loss_dice: 1.1195, loss: 28.2611, grad_norm: 66.2017 +2023-11-06 15:45:07,271 - mmseg - INFO - Iter [11600/160000] lr: 9.275e-05, eta: 19:51:28, time: 0.465, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7937, decode.loss_mask: 0.8006, decode.loss_dice: 1.1369, decode.d0.loss_cls: 1.7693, decode.d0.loss_mask: 0.8221, decode.d0.loss_dice: 1.2970, decode.d1.loss_cls: 0.9198, decode.d1.loss_mask: 0.8205, decode.d1.loss_dice: 1.2207, decode.d2.loss_cls: 0.8498, decode.d2.loss_mask: 0.7993, decode.d2.loss_dice: 1.1681, decode.d3.loss_cls: 0.8221, decode.d3.loss_mask: 0.7927, decode.d3.loss_dice: 1.1398, decode.d4.loss_cls: 0.8124, decode.d4.loss_mask: 0.7890, decode.d4.loss_dice: 1.1475, decode.d5.loss_cls: 0.8057, decode.d5.loss_mask: 0.7960, decode.d5.loss_dice: 1.1445, decode.d6.loss_cls: 0.7957, decode.d6.loss_mask: 0.7949, decode.d6.loss_dice: 1.1373, decode.d7.loss_cls: 0.7963, decode.d7.loss_mask: 0.7957, decode.d7.loss_dice: 1.1395, decode.d8.loss_cls: 0.7957, decode.d8.loss_mask: 0.7966, decode.d8.loss_dice: 1.1369, loss: 28.8360, grad_norm: 70.9789 +2023-11-06 15:45:30,368 - mmseg - INFO - Iter [11650/160000] lr: 9.272e-05, eta: 19:50:51, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8074, decode.loss_mask: 0.7767, decode.loss_dice: 1.1373, decode.d0.loss_cls: 1.7903, decode.d0.loss_mask: 0.8014, decode.d0.loss_dice: 1.2946, decode.d1.loss_cls: 0.9336, decode.d1.loss_mask: 0.8014, decode.d1.loss_dice: 1.2232, decode.d2.loss_cls: 0.8605, decode.d2.loss_mask: 0.7855, decode.d2.loss_dice: 1.1675, decode.d3.loss_cls: 0.8296, decode.d3.loss_mask: 0.7761, decode.d3.loss_dice: 1.1411, decode.d4.loss_cls: 0.8266, decode.d4.loss_mask: 0.7754, decode.d4.loss_dice: 1.1460, decode.d5.loss_cls: 0.8262, decode.d5.loss_mask: 0.7722, decode.d5.loss_dice: 1.1412, decode.d6.loss_cls: 0.8115, decode.d6.loss_mask: 0.7739, decode.d6.loss_dice: 1.1352, decode.d7.loss_cls: 0.8113, decode.d7.loss_mask: 0.7747, decode.d7.loss_dice: 1.1368, decode.d8.loss_cls: 0.8090, decode.d8.loss_mask: 0.7777, decode.d8.loss_dice: 1.1498, loss: 28.7936, grad_norm: 64.9732 +2023-11-06 15:45:53,610 - mmseg - INFO - Iter [11700/160000] lr: 9.269e-05, eta: 19:50:16, time: 0.465, data_time: 0.012, memory: 39436, decode.loss_cls: 0.8063, decode.loss_mask: 0.7746, decode.loss_dice: 1.1248, decode.d0.loss_cls: 1.7341, decode.d0.loss_mask: 0.8199, decode.d0.loss_dice: 1.2789, decode.d1.loss_cls: 0.9164, decode.d1.loss_mask: 0.8058, decode.d1.loss_dice: 1.2160, decode.d2.loss_cls: 0.8374, decode.d2.loss_mask: 0.7863, decode.d2.loss_dice: 1.1648, decode.d3.loss_cls: 0.8265, decode.d3.loss_mask: 0.7868, decode.d3.loss_dice: 1.1359, decode.d4.loss_cls: 0.8136, decode.d4.loss_mask: 0.7803, decode.d4.loss_dice: 1.1382, decode.d5.loss_cls: 0.8082, decode.d5.loss_mask: 0.7857, decode.d5.loss_dice: 1.1381, decode.d6.loss_cls: 0.8138, decode.d6.loss_mask: 0.7828, decode.d6.loss_dice: 1.1306, decode.d7.loss_cls: 0.8091, decode.d7.loss_mask: 0.7806, decode.d7.loss_dice: 1.1299, decode.d8.loss_cls: 0.8032, decode.d8.loss_mask: 0.7746, decode.d8.loss_dice: 1.1293, loss: 28.6324, grad_norm: 77.7579 +2023-11-06 15:46:17,068 - mmseg - INFO - Iter [11750/160000] lr: 9.266e-05, eta: 19:49:45, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7942, decode.loss_mask: 0.7400, decode.loss_dice: 1.1091, decode.d0.loss_cls: 1.7709, decode.d0.loss_mask: 0.7854, decode.d0.loss_dice: 1.2726, decode.d1.loss_cls: 0.9288, decode.d1.loss_mask: 0.7799, decode.d1.loss_dice: 1.1962, decode.d2.loss_cls: 0.8369, decode.d2.loss_mask: 0.7552, decode.d2.loss_dice: 1.1471, decode.d3.loss_cls: 0.8214, decode.d3.loss_mask: 0.7438, decode.d3.loss_dice: 1.1215, decode.d4.loss_cls: 0.8082, decode.d4.loss_mask: 0.7484, decode.d4.loss_dice: 1.1149, decode.d5.loss_cls: 0.8061, decode.d5.loss_mask: 0.7425, decode.d5.loss_dice: 1.1173, decode.d6.loss_cls: 0.7962, decode.d6.loss_mask: 0.7460, decode.d6.loss_dice: 1.1139, decode.d7.loss_cls: 0.7909, decode.d7.loss_mask: 0.7483, decode.d7.loss_dice: 1.1190, decode.d8.loss_cls: 0.7912, decode.d8.loss_mask: 0.7451, decode.d8.loss_dice: 1.1206, loss: 28.1117, grad_norm: 66.8839 +2023-11-06 15:46:40,186 - mmseg - INFO - Iter [11800/160000] lr: 9.263e-05, eta: 19:49:08, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7778, decode.loss_mask: 0.7749, decode.loss_dice: 1.0979, decode.d0.loss_cls: 1.7359, decode.d0.loss_mask: 0.8104, decode.d0.loss_dice: 1.2688, decode.d1.loss_cls: 0.9001, decode.d1.loss_mask: 0.8026, decode.d1.loss_dice: 1.1884, decode.d2.loss_cls: 0.8303, decode.d2.loss_mask: 0.7859, decode.d2.loss_dice: 1.1358, decode.d3.loss_cls: 0.8080, decode.d3.loss_mask: 0.7766, decode.d3.loss_dice: 1.1027, decode.d4.loss_cls: 0.8063, decode.d4.loss_mask: 0.7760, decode.d4.loss_dice: 1.1048, decode.d5.loss_cls: 0.7978, decode.d5.loss_mask: 0.7771, decode.d5.loss_dice: 1.1064, decode.d6.loss_cls: 0.7945, decode.d6.loss_mask: 0.7799, decode.d6.loss_dice: 1.1019, decode.d7.loss_cls: 0.7898, decode.d7.loss_mask: 0.7746, decode.d7.loss_dice: 1.0988, decode.d8.loss_cls: 0.7827, decode.d8.loss_mask: 0.7800, decode.d8.loss_dice: 1.0986, loss: 28.1653, grad_norm: 70.4546 +2023-11-06 15:47:03,374 - mmseg - INFO - Iter [11850/160000] lr: 9.259e-05, eta: 19:48:33, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8026, decode.loss_mask: 0.7558, decode.loss_dice: 1.1120, decode.d0.loss_cls: 1.7653, decode.d0.loss_mask: 0.7853, decode.d0.loss_dice: 1.2793, decode.d1.loss_cls: 0.9484, decode.d1.loss_mask: 0.7768, decode.d1.loss_dice: 1.1938, decode.d2.loss_cls: 0.8617, decode.d2.loss_mask: 0.7610, decode.d2.loss_dice: 1.1420, decode.d3.loss_cls: 0.8333, decode.d3.loss_mask: 0.7523, decode.d3.loss_dice: 1.1168, decode.d4.loss_cls: 0.8206, decode.d4.loss_mask: 0.7581, decode.d4.loss_dice: 1.1245, decode.d5.loss_cls: 0.8136, decode.d5.loss_mask: 0.7586, decode.d5.loss_dice: 1.1235, decode.d6.loss_cls: 0.8067, decode.d6.loss_mask: 0.7585, decode.d6.loss_dice: 1.1106, decode.d7.loss_cls: 0.8042, decode.d7.loss_mask: 0.7590, decode.d7.loss_dice: 1.1118, decode.d8.loss_cls: 0.8054, decode.d8.loss_mask: 0.7532, decode.d8.loss_dice: 1.1139, loss: 28.3086, grad_norm: 68.6255 +2023-11-06 15:47:26,578 - mmseg - INFO - Iter [11900/160000] lr: 9.256e-05, eta: 19:47:58, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7957, decode.loss_mask: 0.8041, decode.loss_dice: 1.1433, decode.d0.loss_cls: 1.7210, decode.d0.loss_mask: 0.8455, decode.d0.loss_dice: 1.3091, decode.d1.loss_cls: 0.9211, decode.d1.loss_mask: 0.8260, decode.d1.loss_dice: 1.2335, decode.d2.loss_cls: 0.8347, decode.d2.loss_mask: 0.8154, decode.d2.loss_dice: 1.1869, decode.d3.loss_cls: 0.8231, decode.d3.loss_mask: 0.8047, decode.d3.loss_dice: 1.1585, decode.d4.loss_cls: 0.8171, decode.d4.loss_mask: 0.8042, decode.d4.loss_dice: 1.1631, decode.d5.loss_cls: 0.8078, decode.d5.loss_mask: 0.8106, decode.d5.loss_dice: 1.1680, decode.d6.loss_cls: 0.7990, decode.d6.loss_mask: 0.8069, decode.d6.loss_dice: 1.1548, decode.d7.loss_cls: 0.7965, decode.d7.loss_mask: 0.8080, decode.d7.loss_dice: 1.1508, decode.d8.loss_cls: 0.8040, decode.d8.loss_mask: 0.8020, decode.d8.loss_dice: 1.1465, loss: 29.0621, grad_norm: 72.0018 +2023-11-06 15:47:52,350 - mmseg - INFO - Iter [11950/160000] lr: 9.253e-05, eta: 19:47:56, time: 0.515, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8011, decode.loss_mask: 0.7911, decode.loss_dice: 1.1284, decode.d0.loss_cls: 1.7380, decode.d0.loss_mask: 0.8291, decode.d0.loss_dice: 1.3033, decode.d1.loss_cls: 0.9184, decode.d1.loss_mask: 0.8163, decode.d1.loss_dice: 1.2235, decode.d2.loss_cls: 0.8402, decode.d2.loss_mask: 0.8060, decode.d2.loss_dice: 1.1716, decode.d3.loss_cls: 0.8279, decode.d3.loss_mask: 0.7968, decode.d3.loss_dice: 1.1464, decode.d4.loss_cls: 0.8251, decode.d4.loss_mask: 0.7931, decode.d4.loss_dice: 1.1451, decode.d5.loss_cls: 0.8305, decode.d5.loss_mask: 0.7900, decode.d5.loss_dice: 1.1400, decode.d6.loss_cls: 0.8118, decode.d6.loss_mask: 0.7932, decode.d6.loss_dice: 1.1394, decode.d7.loss_cls: 0.8066, decode.d7.loss_mask: 0.7936, decode.d7.loss_dice: 1.1404, decode.d8.loss_cls: 0.8083, decode.d8.loss_mask: 0.7925, decode.d8.loss_dice: 1.1366, loss: 28.8844, grad_norm: 72.1878 +2023-11-06 15:48:15,429 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 15:48:15,429 - mmseg - INFO - Iter [12000/160000] lr: 9.250e-05, eta: 19:47:19, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7917, decode.loss_mask: 0.7940, decode.loss_dice: 1.1427, decode.d0.loss_cls: 1.7604, decode.d0.loss_mask: 0.8303, decode.d0.loss_dice: 1.2984, decode.d1.loss_cls: 0.9292, decode.d1.loss_mask: 0.8216, decode.d1.loss_dice: 1.2270, decode.d2.loss_cls: 0.8342, decode.d2.loss_mask: 0.8074, decode.d2.loss_dice: 1.1718, decode.d3.loss_cls: 0.8126, decode.d3.loss_mask: 0.8074, decode.d3.loss_dice: 1.1518, decode.d4.loss_cls: 0.8021, decode.d4.loss_mask: 0.8001, decode.d4.loss_dice: 1.1451, decode.d5.loss_cls: 0.8058, decode.d5.loss_mask: 0.7984, decode.d5.loss_dice: 1.1466, decode.d6.loss_cls: 0.7961, decode.d6.loss_mask: 0.7963, decode.d6.loss_dice: 1.1463, decode.d7.loss_cls: 0.7961, decode.d7.loss_mask: 0.7987, decode.d7.loss_dice: 1.1452, decode.d8.loss_cls: 0.7937, decode.d8.loss_mask: 0.8025, decode.d8.loss_dice: 1.1391, loss: 28.8923, grad_norm: 72.5810 +2023-11-06 15:48:38,687 - mmseg - INFO - Iter [12050/160000] lr: 9.247e-05, eta: 19:46:45, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7907, decode.loss_mask: 0.7559, decode.loss_dice: 1.0928, decode.d0.loss_cls: 1.7555, decode.d0.loss_mask: 0.7939, decode.d0.loss_dice: 1.2524, decode.d1.loss_cls: 0.9104, decode.d1.loss_mask: 0.7957, decode.d1.loss_dice: 1.1883, decode.d2.loss_cls: 0.8458, decode.d2.loss_mask: 0.7733, decode.d2.loss_dice: 1.1317, decode.d3.loss_cls: 0.8278, decode.d3.loss_mask: 0.7594, decode.d3.loss_dice: 1.1019, decode.d4.loss_cls: 0.8180, decode.d4.loss_mask: 0.7532, decode.d4.loss_dice: 1.0993, decode.d5.loss_cls: 0.8083, decode.d5.loss_mask: 0.7579, decode.d5.loss_dice: 1.0978, decode.d6.loss_cls: 0.7986, decode.d6.loss_mask: 0.7563, decode.d6.loss_dice: 1.0944, decode.d7.loss_cls: 0.7976, decode.d7.loss_mask: 0.7570, decode.d7.loss_dice: 1.0886, decode.d8.loss_cls: 0.7927, decode.d8.loss_mask: 0.7560, decode.d8.loss_dice: 1.0964, loss: 28.0474, grad_norm: 65.4705 +2023-11-06 15:49:02,322 - mmseg - INFO - Iter [12100/160000] lr: 9.244e-05, eta: 19:46:16, time: 0.473, data_time: 0.014, memory: 39436, decode.loss_cls: 0.8557, decode.loss_mask: 0.7770, decode.loss_dice: 1.1598, decode.d0.loss_cls: 1.8219, decode.d0.loss_mask: 0.8125, decode.d0.loss_dice: 1.3308, decode.d1.loss_cls: 0.9941, decode.d1.loss_mask: 0.7947, decode.d1.loss_dice: 1.2418, decode.d2.loss_cls: 0.9118, decode.d2.loss_mask: 0.7855, decode.d2.loss_dice: 1.2004, decode.d3.loss_cls: 0.8948, decode.d3.loss_mask: 0.7760, decode.d3.loss_dice: 1.1722, decode.d4.loss_cls: 0.8826, decode.d4.loss_mask: 0.7732, decode.d4.loss_dice: 1.1724, decode.d5.loss_cls: 0.8731, decode.d5.loss_mask: 0.7767, decode.d5.loss_dice: 1.1730, decode.d6.loss_cls: 0.8721, decode.d6.loss_mask: 0.7765, decode.d6.loss_dice: 1.1609, decode.d7.loss_cls: 0.8661, decode.d7.loss_mask: 0.7764, decode.d7.loss_dice: 1.1661, decode.d8.loss_cls: 0.8647, decode.d8.loss_mask: 0.7774, decode.d8.loss_dice: 1.1728, loss: 29.6130, grad_norm: 65.6102 +2023-11-06 15:49:25,919 - mmseg - INFO - Iter [12150/160000] lr: 9.241e-05, eta: 19:45:46, time: 0.472, data_time: 0.014, memory: 39436, decode.loss_cls: 0.8064, decode.loss_mask: 0.7574, decode.loss_dice: 1.1221, decode.d0.loss_cls: 1.7583, decode.d0.loss_mask: 0.8002, decode.d0.loss_dice: 1.2954, decode.d1.loss_cls: 0.9300, decode.d1.loss_mask: 0.7946, decode.d1.loss_dice: 1.2094, decode.d2.loss_cls: 0.8631, decode.d2.loss_mask: 0.7728, decode.d2.loss_dice: 1.1720, decode.d3.loss_cls: 0.8389, decode.d3.loss_mask: 0.7720, decode.d3.loss_dice: 1.1343, decode.d4.loss_cls: 0.8256, decode.d4.loss_mask: 0.7672, decode.d4.loss_dice: 1.1364, decode.d5.loss_cls: 0.8244, decode.d5.loss_mask: 0.7661, decode.d5.loss_dice: 1.1337, decode.d6.loss_cls: 0.8118, decode.d6.loss_mask: 0.7610, decode.d6.loss_dice: 1.1243, decode.d7.loss_cls: 0.8033, decode.d7.loss_mask: 0.7618, decode.d7.loss_dice: 1.1281, decode.d8.loss_cls: 0.8039, decode.d8.loss_mask: 0.7584, decode.d8.loss_dice: 1.1220, loss: 28.5547, grad_norm: 67.0051 +2023-11-06 15:49:49,307 - mmseg - INFO - Iter [12200/160000] lr: 9.238e-05, eta: 19:45:14, time: 0.468, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7585, decode.loss_mask: 0.7684, decode.loss_dice: 1.0755, decode.d0.loss_cls: 1.7519, decode.d0.loss_mask: 0.8003, decode.d0.loss_dice: 1.2453, decode.d1.loss_cls: 0.8899, decode.d1.loss_mask: 0.8059, decode.d1.loss_dice: 1.1642, decode.d2.loss_cls: 0.8174, decode.d2.loss_mask: 0.7811, decode.d2.loss_dice: 1.1083, decode.d3.loss_cls: 0.7881, decode.d3.loss_mask: 0.7681, decode.d3.loss_dice: 1.0832, decode.d4.loss_cls: 0.7778, decode.d4.loss_mask: 0.7752, decode.d4.loss_dice: 1.0894, decode.d5.loss_cls: 0.7876, decode.d5.loss_mask: 0.7726, decode.d5.loss_dice: 1.0935, decode.d6.loss_cls: 0.7746, decode.d6.loss_mask: 0.7738, decode.d6.loss_dice: 1.0784, decode.d7.loss_cls: 0.7639, decode.d7.loss_mask: 0.7732, decode.d7.loss_dice: 1.0791, decode.d8.loss_cls: 0.7648, decode.d8.loss_mask: 0.7689, decode.d8.loss_dice: 1.0854, loss: 27.7644, grad_norm: 67.0723 +2023-11-06 15:50:12,577 - mmseg - INFO - Iter [12250/160000] lr: 9.234e-05, eta: 19:44:40, time: 0.465, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7969, decode.loss_mask: 0.7813, decode.loss_dice: 1.1274, decode.d0.loss_cls: 1.7545, decode.d0.loss_mask: 0.8213, decode.d0.loss_dice: 1.2873, decode.d1.loss_cls: 0.9292, decode.d1.loss_mask: 0.8151, decode.d1.loss_dice: 1.2018, decode.d2.loss_cls: 0.8559, decode.d2.loss_mask: 0.7920, decode.d2.loss_dice: 1.1569, decode.d3.loss_cls: 0.8273, decode.d3.loss_mask: 0.7837, decode.d3.loss_dice: 1.1323, decode.d4.loss_cls: 0.8246, decode.d4.loss_mask: 0.7831, decode.d4.loss_dice: 1.1380, decode.d5.loss_cls: 0.8070, decode.d5.loss_mask: 0.7861, decode.d5.loss_dice: 1.1377, decode.d6.loss_cls: 0.8014, decode.d6.loss_mask: 0.7806, decode.d6.loss_dice: 1.1254, decode.d7.loss_cls: 0.7954, decode.d7.loss_mask: 0.7813, decode.d7.loss_dice: 1.1296, decode.d8.loss_cls: 0.7993, decode.d8.loss_mask: 0.7781, decode.d8.loss_dice: 1.1335, loss: 28.6642, grad_norm: 71.1132 +2023-11-06 15:50:35,801 - mmseg - INFO - Iter [12300/160000] lr: 9.231e-05, eta: 19:44:06, time: 0.464, data_time: 0.014, memory: 39436, decode.loss_cls: 0.8128, decode.loss_mask: 0.7702, decode.loss_dice: 1.1316, decode.d0.loss_cls: 1.7872, decode.d0.loss_mask: 0.8095, decode.d0.loss_dice: 1.2843, decode.d1.loss_cls: 0.9342, decode.d1.loss_mask: 0.8082, decode.d1.loss_dice: 1.2207, decode.d2.loss_cls: 0.8612, decode.d2.loss_mask: 0.7844, decode.d2.loss_dice: 1.1716, decode.d3.loss_cls: 0.8439, decode.d3.loss_mask: 0.7698, decode.d3.loss_dice: 1.1323, decode.d4.loss_cls: 0.8262, decode.d4.loss_mask: 0.7745, decode.d4.loss_dice: 1.1476, decode.d5.loss_cls: 0.8252, decode.d5.loss_mask: 0.7745, decode.d5.loss_dice: 1.1442, decode.d6.loss_cls: 0.8194, decode.d6.loss_mask: 0.7709, decode.d6.loss_dice: 1.1296, decode.d7.loss_cls: 0.8159, decode.d7.loss_mask: 0.7691, decode.d7.loss_dice: 1.1328, decode.d8.loss_cls: 0.8192, decode.d8.loss_mask: 0.7716, decode.d8.loss_dice: 1.1320, loss: 28.7744, grad_norm: 65.8161 +2023-11-06 15:51:01,998 - mmseg - INFO - Iter [12350/160000] lr: 9.228e-05, eta: 19:44:08, time: 0.524, data_time: 0.014, memory: 39436, decode.loss_cls: 0.8014, decode.loss_mask: 0.7955, decode.loss_dice: 1.1341, decode.d0.loss_cls: 1.7462, decode.d0.loss_mask: 0.8350, decode.d0.loss_dice: 1.2917, decode.d1.loss_cls: 0.9198, decode.d1.loss_mask: 0.8168, decode.d1.loss_dice: 1.2164, decode.d2.loss_cls: 0.8363, decode.d2.loss_mask: 0.7936, decode.d2.loss_dice: 1.1630, decode.d3.loss_cls: 0.8192, decode.d3.loss_mask: 0.7960, decode.d3.loss_dice: 1.1301, decode.d4.loss_cls: 0.8110, decode.d4.loss_mask: 0.7965, decode.d4.loss_dice: 1.1401, decode.d5.loss_cls: 0.8126, decode.d5.loss_mask: 0.7915, decode.d5.loss_dice: 1.1404, decode.d6.loss_cls: 0.7969, decode.d6.loss_mask: 0.8013, decode.d6.loss_dice: 1.1309, decode.d7.loss_cls: 0.7928, decode.d7.loss_mask: 0.8006, decode.d7.loss_dice: 1.1334, decode.d8.loss_cls: 0.7985, decode.d8.loss_mask: 0.7926, decode.d8.loss_dice: 1.1331, loss: 28.7670, grad_norm: 66.2723 +2023-11-06 15:51:25,151 - mmseg - INFO - Iter [12400/160000] lr: 9.225e-05, eta: 19:43:33, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 0.8059, decode.loss_mask: 0.7709, decode.loss_dice: 1.1250, decode.d0.loss_cls: 1.7621, decode.d0.loss_mask: 0.8202, decode.d0.loss_dice: 1.2896, decode.d1.loss_cls: 0.9262, decode.d1.loss_mask: 0.8049, decode.d1.loss_dice: 1.2166, decode.d2.loss_cls: 0.8523, decode.d2.loss_mask: 0.7823, decode.d2.loss_dice: 1.1625, decode.d3.loss_cls: 0.8319, decode.d3.loss_mask: 0.7713, decode.d3.loss_dice: 1.1264, decode.d4.loss_cls: 0.8107, decode.d4.loss_mask: 0.7707, decode.d4.loss_dice: 1.1361, decode.d5.loss_cls: 0.8084, decode.d5.loss_mask: 0.7750, decode.d5.loss_dice: 1.1398, decode.d6.loss_cls: 0.8036, decode.d6.loss_mask: 0.7746, decode.d6.loss_dice: 1.1381, decode.d7.loss_cls: 0.7949, decode.d7.loss_mask: 0.7746, decode.d7.loss_dice: 1.1396, decode.d8.loss_cls: 0.7975, decode.d8.loss_mask: 0.7725, decode.d8.loss_dice: 1.1342, loss: 28.6183, grad_norm: 66.0752 +2023-11-06 15:51:48,326 - mmseg - INFO - Iter [12450/160000] lr: 9.222e-05, eta: 19:42:59, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7802, decode.loss_mask: 0.7845, decode.loss_dice: 1.1387, decode.d0.loss_cls: 1.7364, decode.d0.loss_mask: 0.8180, decode.d0.loss_dice: 1.2886, decode.d1.loss_cls: 0.9061, decode.d1.loss_mask: 0.8109, decode.d1.loss_dice: 1.2294, decode.d2.loss_cls: 0.8335, decode.d2.loss_mask: 0.7894, decode.d2.loss_dice: 1.1785, decode.d3.loss_cls: 0.8157, decode.d3.loss_mask: 0.7783, decode.d3.loss_dice: 1.1404, decode.d4.loss_cls: 0.7969, decode.d4.loss_mask: 0.7814, decode.d4.loss_dice: 1.1526, decode.d5.loss_cls: 0.8002, decode.d5.loss_mask: 0.7816, decode.d5.loss_dice: 1.1455, decode.d6.loss_cls: 0.7888, decode.d6.loss_mask: 0.7852, decode.d6.loss_dice: 1.1437, decode.d7.loss_cls: 0.7881, decode.d7.loss_mask: 0.7845, decode.d7.loss_dice: 1.1468, decode.d8.loss_cls: 0.7809, decode.d8.loss_mask: 0.7812, decode.d8.loss_dice: 1.1409, loss: 28.6269, grad_norm: 63.9545 +2023-11-06 15:52:11,674 - mmseg - INFO - Iter [12500/160000] lr: 9.219e-05, eta: 19:42:26, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8233, decode.loss_mask: 0.7861, decode.loss_dice: 1.1485, decode.d0.loss_cls: 1.7791, decode.d0.loss_mask: 0.8357, decode.d0.loss_dice: 1.3191, decode.d1.loss_cls: 0.9473, decode.d1.loss_mask: 0.8181, decode.d1.loss_dice: 1.2314, decode.d2.loss_cls: 0.8561, decode.d2.loss_mask: 0.7988, decode.d2.loss_dice: 1.1866, decode.d3.loss_cls: 0.8379, decode.d3.loss_mask: 0.7844, decode.d3.loss_dice: 1.1566, decode.d4.loss_cls: 0.8376, decode.d4.loss_mask: 0.7835, decode.d4.loss_dice: 1.1593, decode.d5.loss_cls: 0.8216, decode.d5.loss_mask: 0.7879, decode.d5.loss_dice: 1.1539, decode.d6.loss_cls: 0.8121, decode.d6.loss_mask: 0.7873, decode.d6.loss_dice: 1.1528, decode.d7.loss_cls: 0.8221, decode.d7.loss_mask: 0.7866, decode.d7.loss_dice: 1.1536, decode.d8.loss_cls: 0.8124, decode.d8.loss_mask: 0.7881, decode.d8.loss_dice: 1.1485, loss: 29.1164, grad_norm: 63.5493 +2023-11-06 15:52:35,094 - mmseg - INFO - Iter [12550/160000] lr: 9.216e-05, eta: 19:41:54, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8359, decode.loss_mask: 0.8051, decode.loss_dice: 1.1778, decode.d0.loss_cls: 1.7636, decode.d0.loss_mask: 0.8526, decode.d0.loss_dice: 1.3319, decode.d1.loss_cls: 0.9423, decode.d1.loss_mask: 0.8402, decode.d1.loss_dice: 1.2672, decode.d2.loss_cls: 0.8662, decode.d2.loss_mask: 0.8243, decode.d2.loss_dice: 1.2154, decode.d3.loss_cls: 0.8544, decode.d3.loss_mask: 0.8141, decode.d3.loss_dice: 1.1801, decode.d4.loss_cls: 0.8436, decode.d4.loss_mask: 0.8118, decode.d4.loss_dice: 1.1776, decode.d5.loss_cls: 0.8423, decode.d5.loss_mask: 0.8121, decode.d5.loss_dice: 1.1882, decode.d6.loss_cls: 0.8291, decode.d6.loss_mask: 0.8074, decode.d6.loss_dice: 1.1751, decode.d7.loss_cls: 0.8407, decode.d7.loss_mask: 0.8068, decode.d7.loss_dice: 1.1744, decode.d8.loss_cls: 0.8338, decode.d8.loss_mask: 0.8130, decode.d8.loss_dice: 1.1726, loss: 29.6996, grad_norm: 75.9810 +2023-11-06 15:52:58,104 - mmseg - INFO - Iter [12600/160000] lr: 9.213e-05, eta: 19:41:19, time: 0.462, data_time: 0.015, memory: 39436, decode.loss_cls: 0.7953, decode.loss_mask: 0.7787, decode.loss_dice: 1.1332, decode.d0.loss_cls: 1.7364, decode.d0.loss_mask: 0.8294, decode.d0.loss_dice: 1.2939, decode.d1.loss_cls: 0.9097, decode.d1.loss_mask: 0.8169, decode.d1.loss_dice: 1.2107, decode.d2.loss_cls: 0.8324, decode.d2.loss_mask: 0.7965, decode.d2.loss_dice: 1.1679, decode.d3.loss_cls: 0.8171, decode.d3.loss_mask: 0.7869, decode.d3.loss_dice: 1.1404, decode.d4.loss_cls: 0.8103, decode.d4.loss_mask: 0.7855, decode.d4.loss_dice: 1.1313, decode.d5.loss_cls: 0.8072, decode.d5.loss_mask: 0.7821, decode.d5.loss_dice: 1.1331, decode.d6.loss_cls: 0.8023, decode.d6.loss_mask: 0.7742, decode.d6.loss_dice: 1.1209, decode.d7.loss_cls: 0.7986, decode.d7.loss_mask: 0.7766, decode.d7.loss_dice: 1.1238, decode.d8.loss_cls: 0.7995, decode.d8.loss_mask: 0.7761, decode.d8.loss_dice: 1.1287, loss: 28.5953, grad_norm: 66.1225 +2023-11-06 15:53:23,592 - mmseg - INFO - Iter [12650/160000] lr: 9.209e-05, eta: 19:41:11, time: 0.510, data_time: 0.062, memory: 39436, decode.loss_cls: 0.7754, decode.loss_mask: 0.7911, decode.loss_dice: 1.1400, decode.d0.loss_cls: 1.7471, decode.d0.loss_mask: 0.8271, decode.d0.loss_dice: 1.2824, decode.d1.loss_cls: 0.8985, decode.d1.loss_mask: 0.8265, decode.d1.loss_dice: 1.2141, decode.d2.loss_cls: 0.8102, decode.d2.loss_mask: 0.7960, decode.d2.loss_dice: 1.1646, decode.d3.loss_cls: 0.7836, decode.d3.loss_mask: 0.8011, decode.d3.loss_dice: 1.1469, decode.d4.loss_cls: 0.7785, decode.d4.loss_mask: 0.7963, decode.d4.loss_dice: 1.1433, decode.d5.loss_cls: 0.7760, decode.d5.loss_mask: 0.7962, decode.d5.loss_dice: 1.1396, decode.d6.loss_cls: 0.7791, decode.d6.loss_mask: 0.7922, decode.d6.loss_dice: 1.1316, decode.d7.loss_cls: 0.7725, decode.d7.loss_mask: 0.7952, decode.d7.loss_dice: 1.1366, decode.d8.loss_cls: 0.7677, decode.d8.loss_mask: 0.7949, decode.d8.loss_dice: 1.1414, loss: 28.5456, grad_norm: 66.2506 +2023-11-06 15:53:46,549 - mmseg - INFO - Iter [12700/160000] lr: 9.206e-05, eta: 19:40:35, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7660, decode.loss_mask: 0.7630, decode.loss_dice: 1.1197, decode.d0.loss_cls: 1.7394, decode.d0.loss_mask: 0.8072, decode.d0.loss_dice: 1.2790, decode.d1.loss_cls: 0.8945, decode.d1.loss_mask: 0.7971, decode.d1.loss_dice: 1.2051, decode.d2.loss_cls: 0.8190, decode.d2.loss_mask: 0.7775, decode.d2.loss_dice: 1.1615, decode.d3.loss_cls: 0.7854, decode.d3.loss_mask: 0.7747, decode.d3.loss_dice: 1.1265, decode.d4.loss_cls: 0.7838, decode.d4.loss_mask: 0.7706, decode.d4.loss_dice: 1.1274, decode.d5.loss_cls: 0.7803, decode.d5.loss_mask: 0.7725, decode.d5.loss_dice: 1.1339, decode.d6.loss_cls: 0.7737, decode.d6.loss_mask: 0.7658, decode.d6.loss_dice: 1.1184, decode.d7.loss_cls: 0.7687, decode.d7.loss_mask: 0.7668, decode.d7.loss_dice: 1.1255, decode.d8.loss_cls: 0.7695, decode.d8.loss_mask: 0.7651, decode.d8.loss_dice: 1.1204, loss: 28.1580, grad_norm: 65.5396 +2023-11-06 15:54:09,433 - mmseg - INFO - Iter [12750/160000] lr: 9.203e-05, eta: 19:39:57, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7791, decode.loss_mask: 0.7725, decode.loss_dice: 1.1254, decode.d0.loss_cls: 1.7405, decode.d0.loss_mask: 0.8066, decode.d0.loss_dice: 1.2831, decode.d1.loss_cls: 0.9022, decode.d1.loss_mask: 0.8057, decode.d1.loss_dice: 1.2253, decode.d2.loss_cls: 0.8293, decode.d2.loss_mask: 0.7879, decode.d2.loss_dice: 1.1706, decode.d3.loss_cls: 0.8064, decode.d3.loss_mask: 0.7783, decode.d3.loss_dice: 1.1397, decode.d4.loss_cls: 0.7986, decode.d4.loss_mask: 0.7763, decode.d4.loss_dice: 1.1350, decode.d5.loss_cls: 0.8078, decode.d5.loss_mask: 0.7754, decode.d5.loss_dice: 1.1300, decode.d6.loss_cls: 0.7884, decode.d6.loss_mask: 0.7725, decode.d6.loss_dice: 1.1281, decode.d7.loss_cls: 0.7878, decode.d7.loss_mask: 0.7712, decode.d7.loss_dice: 1.1351, decode.d8.loss_cls: 0.7814, decode.d8.loss_mask: 0.7760, decode.d8.loss_dice: 1.1264, loss: 28.4428, grad_norm: 67.8507 +2023-11-06 15:54:32,404 - mmseg - INFO - Iter [12800/160000] lr: 9.200e-05, eta: 19:39:21, time: 0.459, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7572, decode.loss_mask: 0.7369, decode.loss_dice: 1.1020, decode.d0.loss_cls: 1.7471, decode.d0.loss_mask: 0.7686, decode.d0.loss_dice: 1.2643, decode.d1.loss_cls: 0.8745, decode.d1.loss_mask: 0.7698, decode.d1.loss_dice: 1.1836, decode.d2.loss_cls: 0.7914, decode.d2.loss_mask: 0.7508, decode.d2.loss_dice: 1.1335, decode.d3.loss_cls: 0.7780, decode.d3.loss_mask: 0.7420, decode.d3.loss_dice: 1.1065, decode.d4.loss_cls: 0.7704, decode.d4.loss_mask: 0.7381, decode.d4.loss_dice: 1.1122, decode.d5.loss_cls: 0.7681, decode.d5.loss_mask: 0.7385, decode.d5.loss_dice: 1.1118, decode.d6.loss_cls: 0.7574, decode.d6.loss_mask: 0.7409, decode.d6.loss_dice: 1.1071, decode.d7.loss_cls: 0.7531, decode.d7.loss_mask: 0.7411, decode.d7.loss_dice: 1.1095, decode.d8.loss_cls: 0.7539, decode.d8.loss_mask: 0.7344, decode.d8.loss_dice: 1.1060, loss: 27.5488, grad_norm: 75.8365 +2023-11-06 15:54:55,167 - mmseg - INFO - Iter [12850/160000] lr: 9.197e-05, eta: 19:38:42, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7926, decode.loss_mask: 0.7516, decode.loss_dice: 1.1167, decode.d0.loss_cls: 1.7514, decode.d0.loss_mask: 0.7848, decode.d0.loss_dice: 1.2833, decode.d1.loss_cls: 0.9216, decode.d1.loss_mask: 0.7741, decode.d1.loss_dice: 1.2077, decode.d2.loss_cls: 0.8466, decode.d2.loss_mask: 0.7568, decode.d2.loss_dice: 1.1497, decode.d3.loss_cls: 0.8298, decode.d3.loss_mask: 0.7489, decode.d3.loss_dice: 1.1255, decode.d4.loss_cls: 0.8244, decode.d4.loss_mask: 0.7459, decode.d4.loss_dice: 1.1243, decode.d5.loss_cls: 0.8070, decode.d5.loss_mask: 0.7564, decode.d5.loss_dice: 1.1237, decode.d6.loss_cls: 0.7947, decode.d6.loss_mask: 0.7522, decode.d6.loss_dice: 1.1116, decode.d7.loss_cls: 0.7920, decode.d7.loss_mask: 0.7547, decode.d7.loss_dice: 1.1219, decode.d8.loss_cls: 0.7999, decode.d8.loss_mask: 0.7558, decode.d8.loss_dice: 1.1171, loss: 28.2230, grad_norm: 63.7473 +2023-11-06 15:55:18,610 - mmseg - INFO - Iter [12900/160000] lr: 9.194e-05, eta: 19:38:12, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.8111, decode.loss_mask: 0.7936, decode.loss_dice: 1.1228, decode.d0.loss_cls: 1.7762, decode.d0.loss_mask: 0.8398, decode.d0.loss_dice: 1.2973, decode.d1.loss_cls: 0.9491, decode.d1.loss_mask: 0.8218, decode.d1.loss_dice: 1.2159, decode.d2.loss_cls: 0.8552, decode.d2.loss_mask: 0.8059, decode.d2.loss_dice: 1.1632, decode.d3.loss_cls: 0.8365, decode.d3.loss_mask: 0.7894, decode.d3.loss_dice: 1.1409, decode.d4.loss_cls: 0.8241, decode.d4.loss_mask: 0.7878, decode.d4.loss_dice: 1.1417, decode.d5.loss_cls: 0.8236, decode.d5.loss_mask: 0.7885, decode.d5.loss_dice: 1.1383, decode.d6.loss_cls: 0.8207, decode.d6.loss_mask: 0.7836, decode.d6.loss_dice: 1.1354, decode.d7.loss_cls: 0.8197, decode.d7.loss_mask: 0.7855, decode.d7.loss_dice: 1.1362, decode.d8.loss_cls: 0.8134, decode.d8.loss_mask: 0.7877, decode.d8.loss_dice: 1.1300, loss: 28.9352, grad_norm: 84.7893 +2023-11-06 15:55:42,261 - mmseg - INFO - Iter [12950/160000] lr: 9.191e-05, eta: 19:37:43, time: 0.473, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7489, decode.loss_mask: 0.7684, decode.loss_dice: 1.0835, decode.d0.loss_cls: 1.7308, decode.d0.loss_mask: 0.8111, decode.d0.loss_dice: 1.2367, decode.d1.loss_cls: 0.8725, decode.d1.loss_mask: 0.7996, decode.d1.loss_dice: 1.1638, decode.d2.loss_cls: 0.8058, decode.d2.loss_mask: 0.7747, decode.d2.loss_dice: 1.1126, decode.d3.loss_cls: 0.7835, decode.d3.loss_mask: 0.7620, decode.d3.loss_dice: 1.0949, decode.d4.loss_cls: 0.7754, decode.d4.loss_mask: 0.7611, decode.d4.loss_dice: 1.0912, decode.d5.loss_cls: 0.7678, decode.d5.loss_mask: 0.7654, decode.d5.loss_dice: 1.0906, decode.d6.loss_cls: 0.7618, decode.d6.loss_mask: 0.7647, decode.d6.loss_dice: 1.0910, decode.d7.loss_cls: 0.7569, decode.d7.loss_mask: 0.7693, decode.d7.loss_dice: 1.0883, decode.d8.loss_cls: 0.7532, decode.d8.loss_mask: 0.7691, decode.d8.loss_dice: 1.0873, loss: 27.6420, grad_norm: 75.9921 +2023-11-06 15:56:10,909 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 15:56:10,909 - mmseg - INFO - Iter [13000/160000] lr: 9.188e-05, eta: 19:38:11, time: 0.573, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7698, decode.loss_mask: 0.7560, decode.loss_dice: 1.0929, decode.d0.loss_cls: 1.7660, decode.d0.loss_mask: 0.7964, decode.d0.loss_dice: 1.2563, decode.d1.loss_cls: 0.8991, decode.d1.loss_mask: 0.7812, decode.d1.loss_dice: 1.1809, decode.d2.loss_cls: 0.8193, decode.d2.loss_mask: 0.7652, decode.d2.loss_dice: 1.1379, decode.d3.loss_cls: 0.7958, decode.d3.loss_mask: 0.7603, decode.d3.loss_dice: 1.0988, decode.d4.loss_cls: 0.7913, decode.d4.loss_mask: 0.7618, decode.d4.loss_dice: 1.1034, decode.d5.loss_cls: 0.7791, decode.d5.loss_mask: 0.7604, decode.d5.loss_dice: 1.1020, decode.d6.loss_cls: 0.7880, decode.d6.loss_mask: 0.7523, decode.d6.loss_dice: 1.0946, decode.d7.loss_cls: 0.7744, decode.d7.loss_mask: 0.7577, decode.d7.loss_dice: 1.0908, decode.d8.loss_cls: 0.7693, decode.d8.loss_mask: 0.7594, decode.d8.loss_dice: 1.0961, loss: 27.8565, grad_norm: 64.9212 +2023-11-06 15:56:34,654 - mmseg - INFO - Iter [13050/160000] lr: 9.184e-05, eta: 19:37:44, time: 0.475, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7445, decode.loss_mask: 0.7526, decode.loss_dice: 1.1012, decode.d0.loss_cls: 1.7368, decode.d0.loss_mask: 0.7852, decode.d0.loss_dice: 1.2597, decode.d1.loss_cls: 0.8877, decode.d1.loss_mask: 0.7734, decode.d1.loss_dice: 1.1847, decode.d2.loss_cls: 0.8069, decode.d2.loss_mask: 0.7572, decode.d2.loss_dice: 1.1277, decode.d3.loss_cls: 0.7776, decode.d3.loss_mask: 0.7438, decode.d3.loss_dice: 1.1112, decode.d4.loss_cls: 0.7691, decode.d4.loss_mask: 0.7430, decode.d4.loss_dice: 1.1056, decode.d5.loss_cls: 0.7702, decode.d5.loss_mask: 0.7470, decode.d5.loss_dice: 1.1059, decode.d6.loss_cls: 0.7553, decode.d6.loss_mask: 0.7502, decode.d6.loss_dice: 1.1069, decode.d7.loss_cls: 0.7540, decode.d7.loss_mask: 0.7468, decode.d7.loss_dice: 1.1056, decode.d8.loss_cls: 0.7501, decode.d8.loss_mask: 0.7528, decode.d8.loss_dice: 1.1071, loss: 27.6196, grad_norm: 66.7966 +2023-11-06 15:56:58,104 - mmseg - INFO - Iter [13100/160000] lr: 9.181e-05, eta: 19:37:13, time: 0.469, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7997, decode.loss_mask: 0.7561, decode.loss_dice: 1.1224, decode.d0.loss_cls: 1.7825, decode.d0.loss_mask: 0.7913, decode.d0.loss_dice: 1.2827, decode.d1.loss_cls: 0.9314, decode.d1.loss_mask: 0.7901, decode.d1.loss_dice: 1.2023, decode.d2.loss_cls: 0.8506, decode.d2.loss_mask: 0.7694, decode.d2.loss_dice: 1.1595, decode.d3.loss_cls: 0.8327, decode.d3.loss_mask: 0.7584, decode.d3.loss_dice: 1.1238, decode.d4.loss_cls: 0.8164, decode.d4.loss_mask: 0.7631, decode.d4.loss_dice: 1.1265, decode.d5.loss_cls: 0.8158, decode.d5.loss_mask: 0.7564, decode.d5.loss_dice: 1.1294, decode.d6.loss_cls: 0.8135, decode.d6.loss_mask: 0.7540, decode.d6.loss_dice: 1.1188, decode.d7.loss_cls: 0.8085, decode.d7.loss_mask: 0.7545, decode.d7.loss_dice: 1.1159, decode.d8.loss_cls: 0.7984, decode.d8.loss_mask: 0.7553, decode.d8.loss_dice: 1.1219, loss: 28.4011, grad_norm: 67.0676 +2023-11-06 15:57:21,278 - mmseg - INFO - Iter [13150/160000] lr: 9.178e-05, eta: 19:36:40, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7518, decode.loss_mask: 0.7601, decode.loss_dice: 1.0921, decode.d0.loss_cls: 1.7124, decode.d0.loss_mask: 0.7943, decode.d0.loss_dice: 1.2393, decode.d1.loss_cls: 0.8806, decode.d1.loss_mask: 0.7829, decode.d1.loss_dice: 1.1791, decode.d2.loss_cls: 0.8022, decode.d2.loss_mask: 0.7673, decode.d2.loss_dice: 1.1223, decode.d3.loss_cls: 0.7720, decode.d3.loss_mask: 0.7607, decode.d3.loss_dice: 1.1070, decode.d4.loss_cls: 0.7653, decode.d4.loss_mask: 0.7565, decode.d4.loss_dice: 1.0990, decode.d5.loss_cls: 0.7661, decode.d5.loss_mask: 0.7562, decode.d5.loss_dice: 1.0962, decode.d6.loss_cls: 0.7531, decode.d6.loss_mask: 0.7575, decode.d6.loss_dice: 1.0926, decode.d7.loss_cls: 0.7559, decode.d7.loss_mask: 0.7571, decode.d7.loss_dice: 1.0997, decode.d8.loss_cls: 0.7510, decode.d8.loss_mask: 0.7591, decode.d8.loss_dice: 1.0980, loss: 27.5873, grad_norm: 62.1386 +2023-11-06 15:57:44,367 - mmseg - INFO - Iter [13200/160000] lr: 9.175e-05, eta: 19:36:05, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7436, decode.loss_mask: 0.8046, decode.loss_dice: 1.1309, decode.d0.loss_cls: 1.6911, decode.d0.loss_mask: 0.8408, decode.d0.loss_dice: 1.2719, decode.d1.loss_cls: 0.8700, decode.d1.loss_mask: 0.8323, decode.d1.loss_dice: 1.2059, decode.d2.loss_cls: 0.7952, decode.d2.loss_mask: 0.8070, decode.d2.loss_dice: 1.1476, decode.d3.loss_cls: 0.7824, decode.d3.loss_mask: 0.8051, decode.d3.loss_dice: 1.1246, decode.d4.loss_cls: 0.7562, decode.d4.loss_mask: 0.8091, decode.d4.loss_dice: 1.1257, decode.d5.loss_cls: 0.7525, decode.d5.loss_mask: 0.8067, decode.d5.loss_dice: 1.1274, decode.d6.loss_cls: 0.7458, decode.d6.loss_mask: 0.8063, decode.d6.loss_dice: 1.1309, decode.d7.loss_cls: 0.7451, decode.d7.loss_mask: 0.8075, decode.d7.loss_dice: 1.1279, decode.d8.loss_cls: 0.7461, decode.d8.loss_mask: 0.8022, decode.d8.loss_dice: 1.1260, loss: 28.2684, grad_norm: 71.2882 +2023-11-06 15:58:07,473 - mmseg - INFO - Iter [13250/160000] lr: 9.172e-05, eta: 19:35:31, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7501, decode.loss_mask: 0.7635, decode.loss_dice: 1.1008, decode.d0.loss_cls: 1.6820, decode.d0.loss_mask: 0.7988, decode.d0.loss_dice: 1.2454, decode.d1.loss_cls: 0.8891, decode.d1.loss_mask: 0.7872, decode.d1.loss_dice: 1.1779, decode.d2.loss_cls: 0.8033, decode.d2.loss_mask: 0.7696, decode.d2.loss_dice: 1.1381, decode.d3.loss_cls: 0.7850, decode.d3.loss_mask: 0.7604, decode.d3.loss_dice: 1.1036, decode.d4.loss_cls: 0.7647, decode.d4.loss_mask: 0.7645, decode.d4.loss_dice: 1.1118, decode.d5.loss_cls: 0.7594, decode.d5.loss_mask: 0.7650, decode.d5.loss_dice: 1.1097, decode.d6.loss_cls: 0.7538, decode.d6.loss_mask: 0.7651, decode.d6.loss_dice: 1.0983, decode.d7.loss_cls: 0.7506, decode.d7.loss_mask: 0.7626, decode.d7.loss_dice: 1.0996, decode.d8.loss_cls: 0.7561, decode.d8.loss_mask: 0.7582, decode.d8.loss_dice: 1.1024, loss: 27.6767, grad_norm: 73.4945 +2023-11-06 15:58:30,785 - mmseg - INFO - Iter [13300/160000] lr: 9.169e-05, eta: 19:34:59, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7691, decode.loss_mask: 0.7766, decode.loss_dice: 1.1016, decode.d0.loss_cls: 1.7257, decode.d0.loss_mask: 0.8214, decode.d0.loss_dice: 1.2688, decode.d1.loss_cls: 0.8956, decode.d1.loss_mask: 0.8130, decode.d1.loss_dice: 1.1966, decode.d2.loss_cls: 0.8223, decode.d2.loss_mask: 0.7907, decode.d2.loss_dice: 1.1382, decode.d3.loss_cls: 0.7945, decode.d3.loss_mask: 0.7839, decode.d3.loss_dice: 1.1137, decode.d4.loss_cls: 0.7846, decode.d4.loss_mask: 0.7802, decode.d4.loss_dice: 1.1230, decode.d5.loss_cls: 0.7745, decode.d5.loss_mask: 0.7808, decode.d5.loss_dice: 1.1186, decode.d6.loss_cls: 0.7697, decode.d6.loss_mask: 0.7747, decode.d6.loss_dice: 1.1079, decode.d7.loss_cls: 0.7710, decode.d7.loss_mask: 0.7745, decode.d7.loss_dice: 1.1120, decode.d8.loss_cls: 0.7734, decode.d8.loss_mask: 0.7787, decode.d8.loss_dice: 1.1064, loss: 28.1419, grad_norm: 69.4771 +2023-11-06 15:58:54,108 - mmseg - INFO - Iter [13350/160000] lr: 9.166e-05, eta: 19:34:27, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7665, decode.loss_mask: 0.7825, decode.loss_dice: 1.1348, decode.d0.loss_cls: 1.7255, decode.d0.loss_mask: 0.8212, decode.d0.loss_dice: 1.2828, decode.d1.loss_cls: 0.8888, decode.d1.loss_mask: 0.8123, decode.d1.loss_dice: 1.2124, decode.d2.loss_cls: 0.8236, decode.d2.loss_mask: 0.7946, decode.d2.loss_dice: 1.1675, decode.d3.loss_cls: 0.8030, decode.d3.loss_mask: 0.7843, decode.d3.loss_dice: 1.1426, decode.d4.loss_cls: 0.7912, decode.d4.loss_mask: 0.7869, decode.d4.loss_dice: 1.1401, decode.d5.loss_cls: 0.7842, decode.d5.loss_mask: 0.7868, decode.d5.loss_dice: 1.1402, decode.d6.loss_cls: 0.7798, decode.d6.loss_mask: 0.7784, decode.d6.loss_dice: 1.1299, decode.d7.loss_cls: 0.7770, decode.d7.loss_mask: 0.7804, decode.d7.loss_dice: 1.1369, decode.d8.loss_cls: 0.7704, decode.d8.loss_mask: 0.7825, decode.d8.loss_dice: 1.1365, loss: 28.4436, grad_norm: 63.1808 +2023-11-06 15:59:17,568 - mmseg - INFO - Iter [13400/160000] lr: 9.163e-05, eta: 19:33:57, time: 0.469, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7686, decode.loss_mask: 0.7722, decode.loss_dice: 1.1008, decode.d0.loss_cls: 1.7402, decode.d0.loss_mask: 0.8034, decode.d0.loss_dice: 1.2509, decode.d1.loss_cls: 0.8859, decode.d1.loss_mask: 0.8026, decode.d1.loss_dice: 1.1840, decode.d2.loss_cls: 0.8140, decode.d2.loss_mask: 0.7832, decode.d2.loss_dice: 1.1302, decode.d3.loss_cls: 0.7886, decode.d3.loss_mask: 0.7717, decode.d3.loss_dice: 1.1146, decode.d4.loss_cls: 0.7885, decode.d4.loss_mask: 0.7704, decode.d4.loss_dice: 1.1097, decode.d5.loss_cls: 0.7825, decode.d5.loss_mask: 0.7710, decode.d5.loss_dice: 1.1082, decode.d6.loss_cls: 0.7725, decode.d6.loss_mask: 0.7675, decode.d6.loss_dice: 1.0988, decode.d7.loss_cls: 0.7687, decode.d7.loss_mask: 0.7699, decode.d7.loss_dice: 1.1059, decode.d8.loss_cls: 0.7740, decode.d8.loss_mask: 0.7726, decode.d8.loss_dice: 1.1072, loss: 27.9783, grad_norm: 73.3042 +2023-11-06 15:59:40,848 - mmseg - INFO - Iter [13450/160000] lr: 9.159e-05, eta: 19:33:25, time: 0.466, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7222, decode.loss_mask: 0.7772, decode.loss_dice: 1.1161, decode.d0.loss_cls: 1.7155, decode.d0.loss_mask: 0.8125, decode.d0.loss_dice: 1.2586, decode.d1.loss_cls: 0.8485, decode.d1.loss_mask: 0.8055, decode.d1.loss_dice: 1.1952, decode.d2.loss_cls: 0.7727, decode.d2.loss_mask: 0.7831, decode.d2.loss_dice: 1.1448, decode.d3.loss_cls: 0.7584, decode.d3.loss_mask: 0.7763, decode.d3.loss_dice: 1.1191, decode.d4.loss_cls: 0.7503, decode.d4.loss_mask: 0.7736, decode.d4.loss_dice: 1.1211, decode.d5.loss_cls: 0.7420, decode.d5.loss_mask: 0.7770, decode.d5.loss_dice: 1.1234, decode.d6.loss_cls: 0.7361, decode.d6.loss_mask: 0.7779, decode.d6.loss_dice: 1.1131, decode.d7.loss_cls: 0.7300, decode.d7.loss_mask: 0.7798, decode.d7.loss_dice: 1.1159, decode.d8.loss_cls: 0.7248, decode.d8.loss_mask: 0.7768, decode.d8.loss_dice: 1.1198, loss: 27.7671, grad_norm: 67.5862 +2023-11-06 16:00:04,192 - mmseg - INFO - Iter [13500/160000] lr: 9.156e-05, eta: 19:32:53, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7842, decode.loss_mask: 0.7647, decode.loss_dice: 1.1046, decode.d0.loss_cls: 1.7644, decode.d0.loss_mask: 0.7987, decode.d0.loss_dice: 1.2566, decode.d1.loss_cls: 0.9118, decode.d1.loss_mask: 0.7973, decode.d1.loss_dice: 1.1966, decode.d2.loss_cls: 0.8398, decode.d2.loss_mask: 0.7736, decode.d2.loss_dice: 1.1357, decode.d3.loss_cls: 0.8174, decode.d3.loss_mask: 0.7708, decode.d3.loss_dice: 1.1072, decode.d4.loss_cls: 0.8036, decode.d4.loss_mask: 0.7679, decode.d4.loss_dice: 1.1112, decode.d5.loss_cls: 0.8004, decode.d5.loss_mask: 0.7654, decode.d5.loss_dice: 1.1074, decode.d6.loss_cls: 0.7979, decode.d6.loss_mask: 0.7647, decode.d6.loss_dice: 1.0957, decode.d7.loss_cls: 0.7909, decode.d7.loss_mask: 0.7642, decode.d7.loss_dice: 1.1038, decode.d8.loss_cls: 0.7916, decode.d8.loss_mask: 0.7645, decode.d8.loss_dice: 1.1014, loss: 28.1541, grad_norm: 68.4003 +2023-11-06 16:00:27,301 - mmseg - INFO - Iter [13550/160000] lr: 9.153e-05, eta: 19:32:19, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7505, decode.loss_mask: 0.7464, decode.loss_dice: 1.0791, decode.d0.loss_cls: 1.7723, decode.d0.loss_mask: 0.7852, decode.d0.loss_dice: 1.2461, decode.d1.loss_cls: 0.8925, decode.d1.loss_mask: 0.7780, decode.d1.loss_dice: 1.1579, decode.d2.loss_cls: 0.8077, decode.d2.loss_mask: 0.7587, decode.d2.loss_dice: 1.1140, decode.d3.loss_cls: 0.7794, decode.d3.loss_mask: 0.7568, decode.d3.loss_dice: 1.0837, decode.d4.loss_cls: 0.7671, decode.d4.loss_mask: 0.7530, decode.d4.loss_dice: 1.0892, decode.d5.loss_cls: 0.7613, decode.d5.loss_mask: 0.7511, decode.d5.loss_dice: 1.0884, decode.d6.loss_cls: 0.7598, decode.d6.loss_mask: 0.7475, decode.d6.loss_dice: 1.0785, decode.d7.loss_cls: 0.7604, decode.d7.loss_mask: 0.7475, decode.d7.loss_dice: 1.0820, decode.d8.loss_cls: 0.7550, decode.d8.loss_mask: 0.7486, decode.d8.loss_dice: 1.0804, loss: 27.4781, grad_norm: 67.9338 +2023-11-06 16:00:50,425 - mmseg - INFO - Iter [13600/160000] lr: 9.150e-05, eta: 19:31:46, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7814, decode.loss_mask: 0.7733, decode.loss_dice: 1.1131, decode.d0.loss_cls: 1.7105, decode.d0.loss_mask: 0.8182, decode.d0.loss_dice: 1.2726, decode.d1.loss_cls: 0.9005, decode.d1.loss_mask: 0.8041, decode.d1.loss_dice: 1.1951, decode.d2.loss_cls: 0.8300, decode.d2.loss_mask: 0.7845, decode.d2.loss_dice: 1.1544, decode.d3.loss_cls: 0.8086, decode.d3.loss_mask: 0.7706, decode.d3.loss_dice: 1.1190, decode.d4.loss_cls: 0.8002, decode.d4.loss_mask: 0.7761, decode.d4.loss_dice: 1.1170, decode.d5.loss_cls: 0.7961, decode.d5.loss_mask: 0.7742, decode.d5.loss_dice: 1.1197, decode.d6.loss_cls: 0.7976, decode.d6.loss_mask: 0.7779, decode.d6.loss_dice: 1.1095, decode.d7.loss_cls: 0.7875, decode.d7.loss_mask: 0.7717, decode.d7.loss_dice: 1.1082, decode.d8.loss_cls: 0.7852, decode.d8.loss_mask: 0.7702, decode.d8.loss_dice: 1.1166, loss: 28.2435, grad_norm: 64.8249 +2023-11-06 16:01:13,512 - mmseg - INFO - Iter [13650/160000] lr: 9.147e-05, eta: 19:31:12, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7904, decode.loss_mask: 0.7881, decode.loss_dice: 1.1524, decode.d0.loss_cls: 1.7559, decode.d0.loss_mask: 0.8267, decode.d0.loss_dice: 1.3013, decode.d1.loss_cls: 0.9045, decode.d1.loss_mask: 0.8198, decode.d1.loss_dice: 1.2316, decode.d2.loss_cls: 0.8319, decode.d2.loss_mask: 0.8021, decode.d2.loss_dice: 1.1828, decode.d3.loss_cls: 0.8122, decode.d3.loss_mask: 0.7912, decode.d3.loss_dice: 1.1528, decode.d4.loss_cls: 0.8039, decode.d4.loss_mask: 0.7864, decode.d4.loss_dice: 1.1639, decode.d5.loss_cls: 0.7967, decode.d5.loss_mask: 0.7898, decode.d5.loss_dice: 1.1606, decode.d6.loss_cls: 0.7967, decode.d6.loss_mask: 0.7856, decode.d6.loss_dice: 1.1477, decode.d7.loss_cls: 0.7981, decode.d7.loss_mask: 0.7905, decode.d7.loss_dice: 1.1496, decode.d8.loss_cls: 0.7975, decode.d8.loss_mask: 0.7883, decode.d8.loss_dice: 1.1516, loss: 28.8507, grad_norm: 65.3241 +2023-11-06 16:01:37,015 - mmseg - INFO - Iter [13700/160000] lr: 9.144e-05, eta: 19:30:42, time: 0.470, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7932, decode.loss_mask: 0.7682, decode.loss_dice: 1.1118, decode.d0.loss_cls: 1.7699, decode.d0.loss_mask: 0.8067, decode.d0.loss_dice: 1.2668, decode.d1.loss_cls: 0.9109, decode.d1.loss_mask: 0.8043, decode.d1.loss_dice: 1.1879, decode.d2.loss_cls: 0.8377, decode.d2.loss_mask: 0.7754, decode.d2.loss_dice: 1.1456, decode.d3.loss_cls: 0.8193, decode.d3.loss_mask: 0.7636, decode.d3.loss_dice: 1.1136, decode.d4.loss_cls: 0.8180, decode.d4.loss_mask: 0.7661, decode.d4.loss_dice: 1.1205, decode.d5.loss_cls: 0.8163, decode.d5.loss_mask: 0.7640, decode.d5.loss_dice: 1.1122, decode.d6.loss_cls: 0.8023, decode.d6.loss_mask: 0.7641, decode.d6.loss_dice: 1.1065, decode.d7.loss_cls: 0.7975, decode.d7.loss_mask: 0.7709, decode.d7.loss_dice: 1.1097, decode.d8.loss_cls: 0.7965, decode.d8.loss_mask: 0.7732, decode.d8.loss_dice: 1.1105, loss: 28.3034, grad_norm: 61.0174 +2023-11-06 16:02:00,615 - mmseg - INFO - Iter [13750/160000] lr: 9.141e-05, eta: 19:30:14, time: 0.472, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7306, decode.loss_mask: 0.7652, decode.loss_dice: 1.1166, decode.d0.loss_cls: 1.6829, decode.d0.loss_mask: 0.8001, decode.d0.loss_dice: 1.2684, decode.d1.loss_cls: 0.8602, decode.d1.loss_mask: 0.7865, decode.d1.loss_dice: 1.2056, decode.d2.loss_cls: 0.7850, decode.d2.loss_mask: 0.7746, decode.d2.loss_dice: 1.1463, decode.d3.loss_cls: 0.7639, decode.d3.loss_mask: 0.7624, decode.d3.loss_dice: 1.1183, decode.d4.loss_cls: 0.7453, decode.d4.loss_mask: 0.7631, decode.d4.loss_dice: 1.1239, decode.d5.loss_cls: 0.7442, decode.d5.loss_mask: 0.7662, decode.d5.loss_dice: 1.1228, decode.d6.loss_cls: 0.7410, decode.d6.loss_mask: 0.7636, decode.d6.loss_dice: 1.1165, decode.d7.loss_cls: 0.7413, decode.d7.loss_mask: 0.7662, decode.d7.loss_dice: 1.1191, decode.d8.loss_cls: 0.7312, decode.d8.loss_mask: 0.7651, decode.d8.loss_dice: 1.1203, loss: 27.6965, grad_norm: 69.4821 +2023-11-06 16:02:24,085 - mmseg - INFO - Iter [13800/160000] lr: 9.138e-05, eta: 19:29:44, time: 0.469, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7932, decode.loss_mask: 0.7694, decode.loss_dice: 1.1172, decode.d0.loss_cls: 1.7804, decode.d0.loss_mask: 0.8146, decode.d0.loss_dice: 1.2819, decode.d1.loss_cls: 0.9266, decode.d1.loss_mask: 0.7996, decode.d1.loss_dice: 1.2138, decode.d2.loss_cls: 0.8400, decode.d2.loss_mask: 0.7837, decode.d2.loss_dice: 1.1689, decode.d3.loss_cls: 0.8244, decode.d3.loss_mask: 0.7766, decode.d3.loss_dice: 1.1380, decode.d4.loss_cls: 0.8110, decode.d4.loss_mask: 0.7729, decode.d4.loss_dice: 1.1366, decode.d5.loss_cls: 0.8106, decode.d5.loss_mask: 0.7669, decode.d5.loss_dice: 1.1282, decode.d6.loss_cls: 0.8102, decode.d6.loss_mask: 0.7701, decode.d6.loss_dice: 1.1213, decode.d7.loss_cls: 0.8035, decode.d7.loss_mask: 0.7695, decode.d7.loss_dice: 1.1280, decode.d8.loss_cls: 0.7960, decode.d8.loss_mask: 0.7715, decode.d8.loss_dice: 1.1233, loss: 28.5480, grad_norm: 62.5679 +2023-11-06 16:02:55,270 - mmseg - INFO - Iter [13850/160000] lr: 9.134e-05, eta: 19:30:36, time: 0.624, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7540, decode.loss_mask: 0.7713, decode.loss_dice: 1.1210, decode.d0.loss_cls: 1.7245, decode.d0.loss_mask: 0.8108, decode.d0.loss_dice: 1.2751, decode.d1.loss_cls: 0.8859, decode.d1.loss_mask: 0.8038, decode.d1.loss_dice: 1.2119, decode.d2.loss_cls: 0.8029, decode.d2.loss_mask: 0.7879, decode.d2.loss_dice: 1.1571, decode.d3.loss_cls: 0.7881, decode.d3.loss_mask: 0.7820, decode.d3.loss_dice: 1.1317, decode.d4.loss_cls: 0.7760, decode.d4.loss_mask: 0.7750, decode.d4.loss_dice: 1.1340, decode.d5.loss_cls: 0.7741, decode.d5.loss_mask: 0.7755, decode.d5.loss_dice: 1.1331, decode.d6.loss_cls: 0.7605, decode.d6.loss_mask: 0.7793, decode.d6.loss_dice: 1.1309, decode.d7.loss_cls: 0.7597, decode.d7.loss_mask: 0.7757, decode.d7.loss_dice: 1.1336, decode.d8.loss_cls: 0.7596, decode.d8.loss_mask: 0.7747, decode.d8.loss_dice: 1.1300, loss: 28.1798, grad_norm: 64.5996 +2023-11-06 16:03:32,616 - mmseg - INFO - Iter [13900/160000] lr: 9.131e-05, eta: 19:32:32, time: 0.747, data_time: 0.062, memory: 39436, decode.loss_cls: 0.7426, decode.loss_mask: 0.7913, decode.loss_dice: 1.0894, decode.d0.loss_cls: 1.7169, decode.d0.loss_mask: 0.8300, decode.d0.loss_dice: 1.2455, decode.d1.loss_cls: 0.8711, decode.d1.loss_mask: 0.8160, decode.d1.loss_dice: 1.1610, decode.d2.loss_cls: 0.7901, decode.d2.loss_mask: 0.8001, decode.d2.loss_dice: 1.1296, decode.d3.loss_cls: 0.7727, decode.d3.loss_mask: 0.7937, decode.d3.loss_dice: 1.0982, decode.d4.loss_cls: 0.7664, decode.d4.loss_mask: 0.7915, decode.d4.loss_dice: 1.0971, decode.d5.loss_cls: 0.7566, decode.d5.loss_mask: 0.7926, decode.d5.loss_dice: 1.0922, decode.d6.loss_cls: 0.7472, decode.d6.loss_mask: 0.7846, decode.d6.loss_dice: 1.0927, decode.d7.loss_cls: 0.7383, decode.d7.loss_mask: 0.7902, decode.d7.loss_dice: 1.0949, decode.d8.loss_cls: 0.7425, decode.d8.loss_mask: 0.7858, decode.d8.loss_dice: 1.0923, loss: 27.8136, grad_norm: 64.9066 +2023-11-06 16:04:06,158 - mmseg - INFO - Iter [13950/160000] lr: 9.128e-05, eta: 19:33:47, time: 0.671, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7299, decode.loss_mask: 0.7797, decode.loss_dice: 1.0969, decode.d0.loss_cls: 1.6953, decode.d0.loss_mask: 0.8202, decode.d0.loss_dice: 1.2463, decode.d1.loss_cls: 0.8599, decode.d1.loss_mask: 0.8058, decode.d1.loss_dice: 1.1885, decode.d2.loss_cls: 0.7928, decode.d2.loss_mask: 0.7846, decode.d2.loss_dice: 1.1328, decode.d3.loss_cls: 0.7730, decode.d3.loss_mask: 0.7746, decode.d3.loss_dice: 1.1123, decode.d4.loss_cls: 0.7574, decode.d4.loss_mask: 0.7747, decode.d4.loss_dice: 1.1125, decode.d5.loss_cls: 0.7514, decode.d5.loss_mask: 0.7783, decode.d5.loss_dice: 1.1031, decode.d6.loss_cls: 0.7407, decode.d6.loss_mask: 0.7802, decode.d6.loss_dice: 1.1004, decode.d7.loss_cls: 0.7347, decode.d7.loss_mask: 0.7757, decode.d7.loss_dice: 1.1024, decode.d8.loss_cls: 0.7311, decode.d8.loss_mask: 0.7799, decode.d8.loss_dice: 1.1002, loss: 27.7152, grad_norm: 67.4941 +2023-11-06 16:04:36,862 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 16:04:36,863 - mmseg - INFO - Iter [14000/160000] lr: 9.125e-05, eta: 19:34:32, time: 0.614, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7647, decode.loss_mask: 0.7651, decode.loss_dice: 1.1146, decode.d0.loss_cls: 1.7483, decode.d0.loss_mask: 0.7943, decode.d0.loss_dice: 1.2524, decode.d1.loss_cls: 0.8918, decode.d1.loss_mask: 0.7914, decode.d1.loss_dice: 1.2036, decode.d2.loss_cls: 0.8178, decode.d2.loss_mask: 0.7713, decode.d2.loss_dice: 1.1446, decode.d3.loss_cls: 0.7905, decode.d3.loss_mask: 0.7637, decode.d3.loss_dice: 1.1153, decode.d4.loss_cls: 0.7820, decode.d4.loss_mask: 0.7620, decode.d4.loss_dice: 1.1200, decode.d5.loss_cls: 0.7754, decode.d5.loss_mask: 0.7606, decode.d5.loss_dice: 1.1209, decode.d6.loss_cls: 0.7693, decode.d6.loss_mask: 0.7597, decode.d6.loss_dice: 1.1127, decode.d7.loss_cls: 0.7715, decode.d7.loss_mask: 0.7641, decode.d7.loss_dice: 1.1106, decode.d8.loss_cls: 0.7650, decode.d8.loss_mask: 0.7635, decode.d8.loss_dice: 1.1185, loss: 27.9852, grad_norm: 68.4974 +2023-11-06 16:04:59,911 - mmseg - INFO - Iter [14050/160000] lr: 9.122e-05, eta: 19:33:56, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7821, decode.loss_mask: 0.7613, decode.loss_dice: 1.1121, decode.d0.loss_cls: 1.7748, decode.d0.loss_mask: 0.8096, decode.d0.loss_dice: 1.2684, decode.d1.loss_cls: 0.9063, decode.d1.loss_mask: 0.8003, decode.d1.loss_dice: 1.2032, decode.d2.loss_cls: 0.8225, decode.d2.loss_mask: 0.7760, decode.d2.loss_dice: 1.1594, decode.d3.loss_cls: 0.8062, decode.d3.loss_mask: 0.7710, decode.d3.loss_dice: 1.1275, decode.d4.loss_cls: 0.7928, decode.d4.loss_mask: 0.7642, decode.d4.loss_dice: 1.1264, decode.d5.loss_cls: 0.7885, decode.d5.loss_mask: 0.7666, decode.d5.loss_dice: 1.1244, decode.d6.loss_cls: 0.7824, decode.d6.loss_mask: 0.7664, decode.d6.loss_dice: 1.1120, decode.d7.loss_cls: 0.7826, decode.d7.loss_mask: 0.7569, decode.d7.loss_dice: 1.1119, decode.d8.loss_cls: 0.7753, decode.d8.loss_mask: 0.7617, decode.d8.loss_dice: 1.1202, loss: 28.2129, grad_norm: 66.8357 +2023-11-06 16:05:23,367 - mmseg - INFO - Iter [14100/160000] lr: 9.119e-05, eta: 19:33:25, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7160, decode.loss_mask: 0.7465, decode.loss_dice: 1.0686, decode.d0.loss_cls: 1.7106, decode.d0.loss_mask: 0.7812, decode.d0.loss_dice: 1.2170, decode.d1.loss_cls: 0.8559, decode.d1.loss_mask: 0.7776, decode.d1.loss_dice: 1.1428, decode.d2.loss_cls: 0.7747, decode.d2.loss_mask: 0.7580, decode.d2.loss_dice: 1.1079, decode.d3.loss_cls: 0.7488, decode.d3.loss_mask: 0.7485, decode.d3.loss_dice: 1.0789, decode.d4.loss_cls: 0.7428, decode.d4.loss_mask: 0.7466, decode.d4.loss_dice: 1.0769, decode.d5.loss_cls: 0.7359, decode.d5.loss_mask: 0.7470, decode.d5.loss_dice: 1.0752, decode.d6.loss_cls: 0.7313, decode.d6.loss_mask: 0.7443, decode.d6.loss_dice: 1.0685, decode.d7.loss_cls: 0.7225, decode.d7.loss_mask: 0.7422, decode.d7.loss_dice: 1.0722, decode.d8.loss_cls: 0.7229, decode.d8.loss_mask: 0.7442, decode.d8.loss_dice: 1.0754, loss: 26.9812, grad_norm: 66.6301 +2023-11-06 16:05:53,228 - mmseg - INFO - Iter [14150/160000] lr: 9.116e-05, eta: 19:34:00, time: 0.597, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7526, decode.loss_mask: 0.7482, decode.loss_dice: 1.0869, decode.d0.loss_cls: 1.7412, decode.d0.loss_mask: 0.7925, decode.d0.loss_dice: 1.2473, decode.d1.loss_cls: 0.8883, decode.d1.loss_mask: 0.7797, decode.d1.loss_dice: 1.1802, decode.d2.loss_cls: 0.8115, decode.d2.loss_mask: 0.7643, decode.d2.loss_dice: 1.1306, decode.d3.loss_cls: 0.7827, decode.d3.loss_mask: 0.7547, decode.d3.loss_dice: 1.0962, decode.d4.loss_cls: 0.7725, decode.d4.loss_mask: 0.7522, decode.d4.loss_dice: 1.0955, decode.d5.loss_cls: 0.7672, decode.d5.loss_mask: 0.7477, decode.d5.loss_dice: 1.0901, decode.d6.loss_cls: 0.7631, decode.d6.loss_mask: 0.7498, decode.d6.loss_dice: 1.0879, decode.d7.loss_cls: 0.7619, decode.d7.loss_mask: 0.7463, decode.d7.loss_dice: 1.0941, decode.d8.loss_cls: 0.7551, decode.d8.loss_mask: 0.7483, decode.d8.loss_dice: 1.0933, loss: 27.5821, grad_norm: 62.9363 +2023-11-06 16:06:29,587 - mmseg - INFO - Iter [14200/160000] lr: 9.113e-05, eta: 19:35:41, time: 0.727, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7618, decode.loss_mask: 0.7671, decode.loss_dice: 1.1088, decode.d0.loss_cls: 1.7489, decode.d0.loss_mask: 0.8057, decode.d0.loss_dice: 1.2659, decode.d1.loss_cls: 0.8870, decode.d1.loss_mask: 0.8052, decode.d1.loss_dice: 1.2015, decode.d2.loss_cls: 0.8107, decode.d2.loss_mask: 0.7777, decode.d2.loss_dice: 1.1468, decode.d3.loss_cls: 0.7846, decode.d3.loss_mask: 0.7699, decode.d3.loss_dice: 1.1202, decode.d4.loss_cls: 0.7798, decode.d4.loss_mask: 0.7701, decode.d4.loss_dice: 1.1195, decode.d5.loss_cls: 0.7697, decode.d5.loss_mask: 0.7714, decode.d5.loss_dice: 1.1162, decode.d6.loss_cls: 0.7701, decode.d6.loss_mask: 0.7681, decode.d6.loss_dice: 1.1099, decode.d7.loss_cls: 0.7649, decode.d7.loss_mask: 0.7650, decode.d7.loss_dice: 1.1097, decode.d8.loss_cls: 0.7666, decode.d8.loss_mask: 0.7727, decode.d8.loss_dice: 1.1121, loss: 28.0277, grad_norm: 72.3730 +2023-11-06 16:07:02,061 - mmseg - INFO - Iter [14250/160000] lr: 9.109e-05, eta: 19:36:42, time: 0.649, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7000, decode.loss_mask: 0.7679, decode.loss_dice: 1.0782, decode.d0.loss_cls: 1.6820, decode.d0.loss_mask: 0.8071, decode.d0.loss_dice: 1.2127, decode.d1.loss_cls: 0.8268, decode.d1.loss_mask: 0.7883, decode.d1.loss_dice: 1.1560, decode.d2.loss_cls: 0.7472, decode.d2.loss_mask: 0.7818, decode.d2.loss_dice: 1.1124, decode.d3.loss_cls: 0.7256, decode.d3.loss_mask: 0.7649, decode.d3.loss_dice: 1.0909, decode.d4.loss_cls: 0.7190, decode.d4.loss_mask: 0.7723, decode.d4.loss_dice: 1.0909, decode.d5.loss_cls: 0.7224, decode.d5.loss_mask: 0.7724, decode.d5.loss_dice: 1.0944, decode.d6.loss_cls: 0.7087, decode.d6.loss_mask: 0.7713, decode.d6.loss_dice: 1.0850, decode.d7.loss_cls: 0.7118, decode.d7.loss_mask: 0.7688, decode.d7.loss_dice: 1.0854, decode.d8.loss_cls: 0.7119, decode.d8.loss_mask: 0.7653, decode.d8.loss_dice: 1.0788, loss: 27.1002, grad_norm: 66.9330 +2023-11-06 16:07:35,813 - mmseg - INFO - Iter [14300/160000] lr: 9.106e-05, eta: 19:37:55, time: 0.675, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7400, decode.loss_mask: 0.7712, decode.loss_dice: 1.1010, decode.d0.loss_cls: 1.7151, decode.d0.loss_mask: 0.8201, decode.d0.loss_dice: 1.2545, decode.d1.loss_cls: 0.8751, decode.d1.loss_mask: 0.8019, decode.d1.loss_dice: 1.1709, decode.d2.loss_cls: 0.7944, decode.d2.loss_mask: 0.7777, decode.d2.loss_dice: 1.1280, decode.d3.loss_cls: 0.7676, decode.d3.loss_mask: 0.7780, decode.d3.loss_dice: 1.1024, decode.d4.loss_cls: 0.7536, decode.d4.loss_mask: 0.7766, decode.d4.loss_dice: 1.1040, decode.d5.loss_cls: 0.7477, decode.d5.loss_mask: 0.7814, decode.d5.loss_dice: 1.1106, decode.d6.loss_cls: 0.7438, decode.d6.loss_mask: 0.7764, decode.d6.loss_dice: 1.0974, decode.d7.loss_cls: 0.7405, decode.d7.loss_mask: 0.7743, decode.d7.loss_dice: 1.1000, decode.d8.loss_cls: 0.7409, decode.d8.loss_mask: 0.7730, decode.d8.loss_dice: 1.1034, loss: 27.7214, grad_norm: 70.9428 +2023-11-06 16:07:59,005 - mmseg - INFO - Iter [14350/160000] lr: 9.103e-05, eta: 19:37:20, time: 0.464, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7549, decode.loss_mask: 0.7659, decode.loss_dice: 1.0931, decode.d0.loss_cls: 1.7159, decode.d0.loss_mask: 0.8118, decode.d0.loss_dice: 1.2511, decode.d1.loss_cls: 0.8863, decode.d1.loss_mask: 0.7990, decode.d1.loss_dice: 1.1840, decode.d2.loss_cls: 0.8070, decode.d2.loss_mask: 0.7749, decode.d2.loss_dice: 1.1295, decode.d3.loss_cls: 0.7823, decode.d3.loss_mask: 0.7604, decode.d3.loss_dice: 1.0953, decode.d4.loss_cls: 0.7807, decode.d4.loss_mask: 0.7595, decode.d4.loss_dice: 1.0953, decode.d5.loss_cls: 0.7739, decode.d5.loss_mask: 0.7602, decode.d5.loss_dice: 1.0956, decode.d6.loss_cls: 0.7668, decode.d6.loss_mask: 0.7587, decode.d6.loss_dice: 1.0953, decode.d7.loss_cls: 0.7566, decode.d7.loss_mask: 0.7650, decode.d7.loss_dice: 1.0956, decode.d8.loss_cls: 0.7665, decode.d8.loss_mask: 0.7634, decode.d8.loss_dice: 1.0947, loss: 27.7393, grad_norm: 64.1769 +2023-11-06 16:08:22,383 - mmseg - INFO - Iter [14400/160000] lr: 9.100e-05, eta: 19:36:47, time: 0.468, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7492, decode.loss_mask: 0.7560, decode.loss_dice: 1.0917, decode.d0.loss_cls: 1.7180, decode.d0.loss_mask: 0.7982, decode.d0.loss_dice: 1.2479, decode.d1.loss_cls: 0.8729, decode.d1.loss_mask: 0.7850, decode.d1.loss_dice: 1.1772, decode.d2.loss_cls: 0.7917, decode.d2.loss_mask: 0.7632, decode.d2.loss_dice: 1.1216, decode.d3.loss_cls: 0.7716, decode.d3.loss_mask: 0.7655, decode.d3.loss_dice: 1.1011, decode.d4.loss_cls: 0.7653, decode.d4.loss_mask: 0.7560, decode.d4.loss_dice: 1.0977, decode.d5.loss_cls: 0.7622, decode.d5.loss_mask: 0.7582, decode.d5.loss_dice: 1.0875, decode.d6.loss_cls: 0.7580, decode.d6.loss_mask: 0.7604, decode.d6.loss_dice: 1.0893, decode.d7.loss_cls: 0.7569, decode.d7.loss_mask: 0.7560, decode.d7.loss_dice: 1.0864, decode.d8.loss_cls: 0.7498, decode.d8.loss_mask: 0.7542, decode.d8.loss_dice: 1.0952, loss: 27.5440, grad_norm: 72.5384 +2023-11-06 16:08:45,664 - mmseg - INFO - Iter [14450/160000] lr: 9.097e-05, eta: 19:36:13, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7752, decode.loss_mask: 0.7553, decode.loss_dice: 1.1224, decode.d0.loss_cls: 1.7018, decode.d0.loss_mask: 0.7946, decode.d0.loss_dice: 1.2801, decode.d1.loss_cls: 0.8966, decode.d1.loss_mask: 0.7801, decode.d1.loss_dice: 1.1981, decode.d2.loss_cls: 0.8205, decode.d2.loss_mask: 0.7602, decode.d2.loss_dice: 1.1525, decode.d3.loss_cls: 0.7971, decode.d3.loss_mask: 0.7525, decode.d3.loss_dice: 1.1298, decode.d4.loss_cls: 0.7901, decode.d4.loss_mask: 0.7511, decode.d4.loss_dice: 1.1309, decode.d5.loss_cls: 0.7801, decode.d5.loss_mask: 0.7544, decode.d5.loss_dice: 1.1255, decode.d6.loss_cls: 0.7773, decode.d6.loss_mask: 0.7511, decode.d6.loss_dice: 1.1216, decode.d7.loss_cls: 0.7758, decode.d7.loss_mask: 0.7519, decode.d7.loss_dice: 1.1241, decode.d8.loss_cls: 0.7750, decode.d8.loss_mask: 0.7528, decode.d8.loss_dice: 1.1204, loss: 27.9989, grad_norm: 62.0587 +2023-11-06 16:09:09,023 - mmseg - INFO - Iter [14500/160000] lr: 9.094e-05, eta: 19:35:39, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7504, decode.loss_mask: 0.7528, decode.loss_dice: 1.0476, decode.d0.loss_cls: 1.7097, decode.d0.loss_mask: 0.7919, decode.d0.loss_dice: 1.2006, decode.d1.loss_cls: 0.8639, decode.d1.loss_mask: 0.7817, decode.d1.loss_dice: 1.1362, decode.d2.loss_cls: 0.7873, decode.d2.loss_mask: 0.7674, decode.d2.loss_dice: 1.0844, decode.d3.loss_cls: 0.7671, decode.d3.loss_mask: 0.7614, decode.d3.loss_dice: 1.0559, decode.d4.loss_cls: 0.7563, decode.d4.loss_mask: 0.7558, decode.d4.loss_dice: 1.0623, decode.d5.loss_cls: 0.7469, decode.d5.loss_mask: 0.7581, decode.d5.loss_dice: 1.0570, decode.d6.loss_cls: 0.7486, decode.d6.loss_mask: 0.7596, decode.d6.loss_dice: 1.0544, decode.d7.loss_cls: 0.7449, decode.d7.loss_mask: 0.7542, decode.d7.loss_dice: 1.0541, decode.d8.loss_cls: 0.7451, decode.d8.loss_mask: 0.7547, decode.d8.loss_dice: 1.0525, loss: 27.0628, grad_norm: 71.0801 +2023-11-06 16:09:32,313 - mmseg - INFO - Iter [14550/160000] lr: 9.091e-05, eta: 19:35:06, time: 0.468, data_time: 0.015, memory: 39436, decode.loss_cls: 0.7208, decode.loss_mask: 0.7420, decode.loss_dice: 1.0812, decode.d0.loss_cls: 1.6717, decode.d0.loss_mask: 0.7799, decode.d0.loss_dice: 1.2315, decode.d1.loss_cls: 0.8450, decode.d1.loss_mask: 0.7687, decode.d1.loss_dice: 1.1631, decode.d2.loss_cls: 0.7705, decode.d2.loss_mask: 0.7553, decode.d2.loss_dice: 1.1196, decode.d3.loss_cls: 0.7451, decode.d3.loss_mask: 0.7458, decode.d3.loss_dice: 1.0959, decode.d4.loss_cls: 0.7407, decode.d4.loss_mask: 0.7472, decode.d4.loss_dice: 1.0878, decode.d5.loss_cls: 0.7389, decode.d5.loss_mask: 0.7416, decode.d5.loss_dice: 1.0849, decode.d6.loss_cls: 0.7244, decode.d6.loss_mask: 0.7451, decode.d6.loss_dice: 1.0801, decode.d7.loss_cls: 0.7227, decode.d7.loss_mask: 0.7426, decode.d7.loss_dice: 1.0771, decode.d8.loss_cls: 0.7246, decode.d8.loss_mask: 0.7467, decode.d8.loss_dice: 1.0813, loss: 27.0215, grad_norm: 68.5911 +2023-11-06 16:09:55,671 - mmseg - INFO - Iter [14600/160000] lr: 9.088e-05, eta: 19:34:33, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7023, decode.loss_mask: 0.7376, decode.loss_dice: 1.0633, decode.d0.loss_cls: 1.6708, decode.d0.loss_mask: 0.7842, decode.d0.loss_dice: 1.2074, decode.d1.loss_cls: 0.8297, decode.d1.loss_mask: 0.7655, decode.d1.loss_dice: 1.1438, decode.d2.loss_cls: 0.7569, decode.d2.loss_mask: 0.7461, decode.d2.loss_dice: 1.0925, decode.d3.loss_cls: 0.7344, decode.d3.loss_mask: 0.7423, decode.d3.loss_dice: 1.0737, decode.d4.loss_cls: 0.7191, decode.d4.loss_mask: 0.7441, decode.d4.loss_dice: 1.0744, decode.d5.loss_cls: 0.7188, decode.d5.loss_mask: 0.7429, decode.d5.loss_dice: 1.0727, decode.d6.loss_cls: 0.7093, decode.d6.loss_mask: 0.7407, decode.d6.loss_dice: 1.0650, decode.d7.loss_cls: 0.7074, decode.d7.loss_mask: 0.7405, decode.d7.loss_dice: 1.0683, decode.d8.loss_cls: 0.7053, decode.d8.loss_mask: 0.7376, decode.d8.loss_dice: 1.0731, loss: 26.6696, grad_norm: 61.2169 +2023-11-06 16:10:18,872 - mmseg - INFO - Iter [14650/160000] lr: 9.084e-05, eta: 19:33:58, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7871, decode.loss_mask: 0.7618, decode.loss_dice: 1.1265, decode.d0.loss_cls: 1.7553, decode.d0.loss_mask: 0.8036, decode.d0.loss_dice: 1.2743, decode.d1.loss_cls: 0.9157, decode.d1.loss_mask: 0.7982, decode.d1.loss_dice: 1.1976, decode.d2.loss_cls: 0.8353, decode.d2.loss_mask: 0.7770, decode.d2.loss_dice: 1.1670, decode.d3.loss_cls: 0.8155, decode.d3.loss_mask: 0.7690, decode.d3.loss_dice: 1.1388, decode.d4.loss_cls: 0.8063, decode.d4.loss_mask: 0.7642, decode.d4.loss_dice: 1.1363, decode.d5.loss_cls: 0.7958, decode.d5.loss_mask: 0.7666, decode.d5.loss_dice: 1.1329, decode.d6.loss_cls: 0.7974, decode.d6.loss_mask: 0.7642, decode.d6.loss_dice: 1.1351, decode.d7.loss_cls: 0.7863, decode.d7.loss_mask: 0.7645, decode.d7.loss_dice: 1.1375, decode.d8.loss_cls: 0.7869, decode.d8.loss_mask: 0.7653, decode.d8.loss_dice: 1.1311, loss: 28.3931, grad_norm: 71.4493 +2023-11-06 16:10:42,506 - mmseg - INFO - Iter [14700/160000] lr: 9.081e-05, eta: 19:33:28, time: 0.473, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7586, decode.loss_mask: 0.7485, decode.loss_dice: 1.1143, decode.d0.loss_cls: 1.7261, decode.d0.loss_mask: 0.7916, decode.d0.loss_dice: 1.2588, decode.d1.loss_cls: 0.8706, decode.d1.loss_mask: 0.7853, decode.d1.loss_dice: 1.2059, decode.d2.loss_cls: 0.8025, decode.d2.loss_mask: 0.7620, decode.d2.loss_dice: 1.1424, decode.d3.loss_cls: 0.7768, decode.d3.loss_mask: 0.7534, decode.d3.loss_dice: 1.1184, decode.d4.loss_cls: 0.7727, decode.d4.loss_mask: 0.7534, decode.d4.loss_dice: 1.1191, decode.d5.loss_cls: 0.7657, decode.d5.loss_mask: 0.7503, decode.d5.loss_dice: 1.1220, decode.d6.loss_cls: 0.7617, decode.d6.loss_mask: 0.7501, decode.d6.loss_dice: 1.1102, decode.d7.loss_cls: 0.7574, decode.d7.loss_mask: 0.7489, decode.d7.loss_dice: 1.1139, decode.d8.loss_cls: 0.7606, decode.d8.loss_mask: 0.7514, decode.d8.loss_dice: 1.1172, loss: 27.7697, grad_norm: 62.9750 +2023-11-06 16:11:09,595 - mmseg - INFO - Iter [14750/160000] lr: 9.078e-05, eta: 19:33:32, time: 0.542, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7743, decode.loss_mask: 0.7553, decode.loss_dice: 1.0921, decode.d0.loss_cls: 1.7215, decode.d0.loss_mask: 0.8051, decode.d0.loss_dice: 1.2517, decode.d1.loss_cls: 0.8929, decode.d1.loss_mask: 0.7901, decode.d1.loss_dice: 1.1823, decode.d2.loss_cls: 0.8257, decode.d2.loss_mask: 0.7674, decode.d2.loss_dice: 1.1238, decode.d3.loss_cls: 0.7944, decode.d3.loss_mask: 0.7596, decode.d3.loss_dice: 1.1075, decode.d4.loss_cls: 0.7882, decode.d4.loss_mask: 0.7609, decode.d4.loss_dice: 1.1058, decode.d5.loss_cls: 0.7806, decode.d5.loss_mask: 0.7651, decode.d5.loss_dice: 1.1062, decode.d6.loss_cls: 0.7739, decode.d6.loss_mask: 0.7643, decode.d6.loss_dice: 1.0982, decode.d7.loss_cls: 0.7702, decode.d7.loss_mask: 0.7647, decode.d7.loss_dice: 1.1021, decode.d8.loss_cls: 0.7712, decode.d8.loss_mask: 0.7558, decode.d8.loss_dice: 1.0963, loss: 27.8474, grad_norm: 69.8518 +2023-11-06 16:11:34,568 - mmseg - INFO - Iter [14800/160000] lr: 9.075e-05, eta: 19:33:15, time: 0.499, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7286, decode.loss_mask: 0.7526, decode.loss_dice: 1.0874, decode.d0.loss_cls: 1.6420, decode.d0.loss_mask: 0.7952, decode.d0.loss_dice: 1.2163, decode.d1.loss_cls: 0.8398, decode.d1.loss_mask: 0.7822, decode.d1.loss_dice: 1.1611, decode.d2.loss_cls: 0.7680, decode.d2.loss_mask: 0.7680, decode.d2.loss_dice: 1.1147, decode.d3.loss_cls: 0.7532, decode.d3.loss_mask: 0.7576, decode.d3.loss_dice: 1.0917, decode.d4.loss_cls: 0.7394, decode.d4.loss_mask: 0.7533, decode.d4.loss_dice: 1.0941, decode.d5.loss_cls: 0.7389, decode.d5.loss_mask: 0.7547, decode.d5.loss_dice: 1.0992, decode.d6.loss_cls: 0.7340, decode.d6.loss_mask: 0.7568, decode.d6.loss_dice: 1.0872, decode.d7.loss_cls: 0.7271, decode.d7.loss_mask: 0.7570, decode.d7.loss_dice: 1.0973, decode.d8.loss_cls: 0.7269, decode.d8.loss_mask: 0.7565, decode.d8.loss_dice: 1.0982, loss: 27.1790, grad_norm: 63.7126 +2023-11-06 16:11:58,239 - mmseg - INFO - Iter [14850/160000] lr: 9.072e-05, eta: 19:32:45, time: 0.473, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7322, decode.loss_mask: 0.7773, decode.loss_dice: 1.1043, decode.d0.loss_cls: 1.7033, decode.d0.loss_mask: 0.8236, decode.d0.loss_dice: 1.2577, decode.d1.loss_cls: 0.8511, decode.d1.loss_mask: 0.8099, decode.d1.loss_dice: 1.1924, decode.d2.loss_cls: 0.7892, decode.d2.loss_mask: 0.7813, decode.d2.loss_dice: 1.1358, decode.d3.loss_cls: 0.7619, decode.d3.loss_mask: 0.7769, decode.d3.loss_dice: 1.1004, decode.d4.loss_cls: 0.7504, decode.d4.loss_mask: 0.7738, decode.d4.loss_dice: 1.1039, decode.d5.loss_cls: 0.7389, decode.d5.loss_mask: 0.7826, decode.d5.loss_dice: 1.1147, decode.d6.loss_cls: 0.7434, decode.d6.loss_mask: 0.7761, decode.d6.loss_dice: 1.1014, decode.d7.loss_cls: 0.7400, decode.d7.loss_mask: 0.7822, decode.d7.loss_dice: 1.1024, decode.d8.loss_cls: 0.7327, decode.d8.loss_mask: 0.7810, decode.d8.loss_dice: 1.1048, loss: 27.7254, grad_norm: 68.7117 +2023-11-06 16:12:24,051 - mmseg - INFO - Iter [14900/160000] lr: 9.069e-05, eta: 19:32:36, time: 0.516, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7497, decode.loss_mask: 0.7573, decode.loss_dice: 1.1067, decode.d0.loss_cls: 1.7212, decode.d0.loss_mask: 0.7877, decode.d0.loss_dice: 1.2404, decode.d1.loss_cls: 0.8963, decode.d1.loss_mask: 0.7755, decode.d1.loss_dice: 1.1762, decode.d2.loss_cls: 0.8124, decode.d2.loss_mask: 0.7622, decode.d2.loss_dice: 1.1303, decode.d3.loss_cls: 0.7771, decode.d3.loss_mask: 0.7500, decode.d3.loss_dice: 1.1115, decode.d4.loss_cls: 0.7715, decode.d4.loss_mask: 0.7488, decode.d4.loss_dice: 1.1087, decode.d5.loss_cls: 0.7736, decode.d5.loss_mask: 0.7477, decode.d5.loss_dice: 1.1106, decode.d6.loss_cls: 0.7652, decode.d6.loss_mask: 0.7471, decode.d6.loss_dice: 1.1057, decode.d7.loss_cls: 0.7579, decode.d7.loss_mask: 0.7523, decode.d7.loss_dice: 1.1043, decode.d8.loss_cls: 0.7550, decode.d8.loss_mask: 0.7568, decode.d8.loss_dice: 1.1047, loss: 27.6643, grad_norm: 61.7506 +2023-11-06 16:12:49,678 - mmseg - INFO - Iter [14950/160000] lr: 9.066e-05, eta: 19:32:26, time: 0.513, data_time: 0.015, memory: 39436, decode.loss_cls: 0.7630, decode.loss_mask: 0.7444, decode.loss_dice: 1.1016, decode.d0.loss_cls: 1.7309, decode.d0.loss_mask: 0.7883, decode.d0.loss_dice: 1.2615, decode.d1.loss_cls: 0.8972, decode.d1.loss_mask: 0.7728, decode.d1.loss_dice: 1.1997, decode.d2.loss_cls: 0.8020, decode.d2.loss_mask: 0.7573, decode.d2.loss_dice: 1.1531, decode.d3.loss_cls: 0.7867, decode.d3.loss_mask: 0.7427, decode.d3.loss_dice: 1.1172, decode.d4.loss_cls: 0.7808, decode.d4.loss_mask: 0.7440, decode.d4.loss_dice: 1.1140, decode.d5.loss_cls: 0.7684, decode.d5.loss_mask: 0.7514, decode.d5.loss_dice: 1.1101, decode.d6.loss_cls: 0.7720, decode.d6.loss_mask: 0.7462, decode.d6.loss_dice: 1.1053, decode.d7.loss_cls: 0.7683, decode.d7.loss_mask: 0.7479, decode.d7.loss_dice: 1.1007, decode.d8.loss_cls: 0.7646, decode.d8.loss_mask: 0.7435, decode.d8.loss_dice: 1.1058, loss: 27.7413, grad_norm: 66.0711 +2023-11-06 16:13:15,534 - mmseg - INFO - Saving checkpoint at 15000 iterations +2023-11-06 16:13:17,809 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 16:13:17,809 - mmseg - INFO - Iter [15000/160000] lr: 9.063e-05, eta: 19:32:39, time: 0.563, data_time: 0.016, memory: 39436, decode.loss_cls: 0.7209, decode.loss_mask: 0.7524, decode.loss_dice: 1.0719, decode.d0.loss_cls: 1.7005, decode.d0.loss_mask: 0.7841, decode.d0.loss_dice: 1.2008, decode.d1.loss_cls: 0.8566, decode.d1.loss_mask: 0.7776, decode.d1.loss_dice: 1.1342, decode.d2.loss_cls: 0.7684, decode.d2.loss_mask: 0.7613, decode.d2.loss_dice: 1.0898, decode.d3.loss_cls: 0.7539, decode.d3.loss_mask: 0.7549, decode.d3.loss_dice: 1.0657, decode.d4.loss_cls: 0.7437, decode.d4.loss_mask: 0.7528, decode.d4.loss_dice: 1.0642, decode.d5.loss_cls: 0.7358, decode.d5.loss_mask: 0.7500, decode.d5.loss_dice: 1.0654, decode.d6.loss_cls: 0.7370, decode.d6.loss_mask: 0.7525, decode.d6.loss_dice: 1.0614, decode.d7.loss_cls: 0.7380, decode.d7.loss_mask: 0.7546, decode.d7.loss_dice: 1.0620, decode.d8.loss_cls: 0.7267, decode.d8.loss_mask: 0.7501, decode.d8.loss_dice: 1.0640, loss: 26.9512, grad_norm: 62.8303 +2023-11-06 16:13:41,367 - mmseg - INFO - per class results: +2023-11-06 16:13:41,376 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 77.09 | 84.94 | +| building | 79.69 | 92.17 | +| sky | 94.66 | 97.3 | +| floor | 78.2 | 84.92 | +| tree | 74.36 | 88.35 | +| ceiling | 84.24 | 92.27 | +| road | 81.39 | 89.05 | +| bed | 90.2 | 95.82 | +| windowpane | 60.61 | 80.71 | +| grass | 67.14 | 86.2 | +| cabinet | 57.83 | 71.18 | +| sidewalk | 65.92 | 79.16 | +| person | 83.61 | 90.17 | +| earth | 32.21 | 40.27 | +| door | 43.42 | 65.4 | +| table | 55.78 | 74.13 | +| mountain | 59.04 | 75.63 | +| plant | 54.27 | 68.68 | +| curtain | 73.27 | 82.31 | +| chair | 53.47 | 67.52 | +| car | 84.38 | 93.55 | +| water | 51.7 | 69.12 | +| painting | 62.42 | 89.7 | +| sofa | 63.53 | 83.33 | +| shelf | 42.42 | 61.05 | +| house | 11.63 | 13.28 | +| sea | 70.28 | 87.78 | +| mirror | 63.88 | 78.99 | +| rug | 46.53 | 78.26 | +| field | 28.34 | 45.27 | +| armchair | 36.93 | 62.01 | +| seat | 55.89 | 70.1 | +| fence | 45.36 | 63.07 | +| desk | 38.3 | 59.94 | +| rock | 35.54 | 52.46 | +| wardrobe | 39.37 | 49.98 | +| lamp | 65.73 | 77.05 | +| bathtub | 76.5 | 84.53 | +| railing | 35.6 | 56.96 | +| cushion | 57.84 | 74.64 | +| base | 25.94 | 38.64 | +| box | 25.79 | 44.25 | +| column | 52.22 | 64.28 | +| signboard | 39.76 | 58.38 | +| chest of drawers | 41.99 | 79.46 | +| counter | 26.29 | 35.38 | +| sand | 38.6 | 47.85 | +| sink | 70.4 | 83.65 | +| skyscraper | 42.22 | 56.74 | +| fireplace | 66.28 | 90.5 | +| refrigerator | 73.25 | 79.77 | +| grandstand | 48.92 | 70.91 | +| path | 26.73 | 47.29 | +| stairs | 23.06 | 28.09 | +| runway | 58.29 | 78.54 | +| case | 56.7 | 68.83 | +| pool table | 93.87 | 96.41 | +| pillow | 61.17 | 78.6 | +| screen door | 66.59 | 84.08 | +| stairway | 20.83 | 51.46 | +| river | 11.02 | 25.66 | +| bridge | 56.38 | 65.74 | +| bookcase | 26.22 | 38.69 | +| blind | 40.69 | 48.57 | +| coffee table | 55.53 | 82.26 | +| toilet | 84.94 | 91.79 | +| flower | 36.31 | 55.12 | +| book | 49.46 | 77.39 | +| hill | 5.51 | 13.15 | +| bench | 44.33 | 78.08 | +| countertop | 55.71 | 78.61 | +| stove | 76.29 | 87.43 | +| palm | 48.3 | 73.44 | +| kitchen island | 28.71 | 69.75 | +| computer | 56.6 | 59.41 | +| swivel chair | 39.75 | 67.24 | +| boat | 73.93 | 93.06 | +| bar | 15.24 | 16.08 | +| arcade machine | 64.29 | 71.86 | +| hovel | 5.9 | 7.23 | +| bus | 84.48 | 96.61 | +| towel | 59.34 | 84.74 | +| light | 53.01 | 76.53 | +| truck | 40.57 | 63.25 | +| tower | 16.11 | 19.94 | +| chandelier | 62.43 | 80.58 | +| awning | 32.85 | 48.12 | +| streetlight | 28.87 | 61.77 | +| booth | 0.0 | 0.0 | +| television receiver | 70.62 | 78.19 | +| airplane | 58.33 | 67.17 | +| dirt track | 0.0 | 0.0 | +| apparel | 21.76 | 45.11 | +| pole | 24.21 | 36.63 | +| land | 0.73 | 0.8 | +| bannister | 11.75 | 18.55 | +| escalator | 15.53 | 17.13 | +| ottoman | 44.83 | 59.74 | +| bottle | 27.82 | 37.25 | +| buffet | 26.71 | 34.81 | +| poster | 12.47 | 16.31 | +| stage | 10.69 | 23.27 | +| van | 40.27 | 44.89 | +| ship | 0.0 | 0.0 | +| fountain | 0.03 | 0.04 | +| conveyer belt | 31.88 | 32.0 | +| canopy | 20.14 | 28.03 | +| washer | 51.21 | 75.31 | +| plaything | 21.15 | 66.66 | +| swimming pool | 30.23 | 34.33 | +| stool | 42.02 | 57.26 | +| barrel | 12.77 | 64.81 | +| basket | 31.71 | 52.38 | +| waterfall | 50.27 | 92.0 | +| tent | 93.7 | 98.19 | +| bag | 20.91 | 28.37 | +| minibike | 72.37 | 88.27 | +| cradle | 81.94 | 98.15 | +| oven | 16.27 | 48.47 | +| ball | 39.47 | 66.35 | +| food | 60.21 | 69.35 | +| step | 7.46 | 8.26 | +| tank | 22.55 | 24.22 | +| trade name | 29.43 | 38.38 | +| microwave | 37.18 | 42.77 | +| pot | 38.96 | 45.41 | +| animal | 67.36 | 73.98 | +| bicycle | 62.64 | 86.39 | +| lake | 0.0 | 0.0 | +| dishwasher | 73.31 | 77.45 | +| screen | 51.23 | 73.26 | +| blanket | 28.49 | 39.54 | +| sculpture | 56.91 | 86.01 | +| hood | 58.57 | 68.02 | +| sconce | 47.05 | 71.6 | +| vase | 47.18 | 73.31 | +| traffic light | 36.61 | 62.15 | +| tray | 13.52 | 21.28 | +| ashcan | 46.0 | 62.74 | +| fan | 59.21 | 80.04 | +| pier | 0.13 | 0.13 | +| crt screen | 7.29 | 15.45 | +| plate | 57.02 | 68.28 | +| monitor | 0.0 | 0.0 | +| bulletin board | 40.86 | 51.13 | +| shower | 6.01 | 9.66 | +| radiator | 55.47 | 69.8 | +| glass | 23.18 | 26.53 | +| clock | 34.56 | 46.34 | +| flag | 48.02 | 55.4 | ++---------------------+-------+-------+ +2023-11-06 16:13:41,376 - mmseg - INFO - Summary: +2023-11-06 16:13:41,376 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 81.42 | 44.59 | 58.87 | ++-------+-------+-------+ +2023-11-06 16:13:41,423 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_10000.pth was removed +2023-11-06 16:13:43,631 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_15000.pth. +2023-11-06 16:13:43,631 - mmseg - INFO - Best mIoU is 0.4459 at 15000 iter. +2023-11-06 16:13:43,632 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 16:13:43,632 - mmseg - INFO - Iter(val) [250] aAcc: 0.8142, mIoU: 0.4459, mAcc: 0.5887, IoU.wall: 0.7709, IoU.building: 0.7969, IoU.sky: 0.9466, IoU.floor: 0.7820, IoU.tree: 0.7436, IoU.ceiling: 0.8424, IoU.road: 0.8139, IoU.bed : 0.9020, IoU.windowpane: 0.6061, IoU.grass: 0.6714, IoU.cabinet: 0.5783, IoU.sidewalk: 0.6592, IoU.person: 0.8361, IoU.earth: 0.3221, IoU.door: 0.4342, IoU.table: 0.5578, IoU.mountain: 0.5904, IoU.plant: 0.5427, IoU.curtain: 0.7327, IoU.chair: 0.5347, IoU.car: 0.8438, IoU.water: 0.5170, IoU.painting: 0.6242, IoU.sofa: 0.6353, IoU.shelf: 0.4242, IoU.house: 0.1163, IoU.sea: 0.7028, IoU.mirror: 0.6388, IoU.rug: 0.4653, IoU.field: 0.2834, IoU.armchair: 0.3693, IoU.seat: 0.5589, IoU.fence: 0.4536, IoU.desk: 0.3830, IoU.rock: 0.3554, IoU.wardrobe: 0.3937, IoU.lamp: 0.6573, IoU.bathtub: 0.7650, IoU.railing: 0.3560, IoU.cushion: 0.5784, IoU.base: 0.2594, IoU.box: 0.2579, IoU.column: 0.5222, IoU.signboard: 0.3976, IoU.chest of drawers: 0.4199, IoU.counter: 0.2629, IoU.sand: 0.3860, IoU.sink: 0.7040, IoU.skyscraper: 0.4222, IoU.fireplace: 0.6628, IoU.refrigerator: 0.7325, IoU.grandstand: 0.4892, IoU.path: 0.2673, IoU.stairs: 0.2306, IoU.runway: 0.5829, IoU.case: 0.5670, IoU.pool table: 0.9387, IoU.pillow: 0.6117, IoU.screen door: 0.6659, IoU.stairway: 0.2083, IoU.river: 0.1102, IoU.bridge: 0.5638, IoU.bookcase: 0.2622, IoU.blind: 0.4069, IoU.coffee table: 0.5553, IoU.toilet: 0.8494, IoU.flower: 0.3631, IoU.book: 0.4946, IoU.hill: 0.0551, IoU.bench: 0.4433, IoU.countertop: 0.5571, IoU.stove: 0.7629, IoU.palm: 0.4830, IoU.kitchen island: 0.2871, IoU.computer: 0.5660, IoU.swivel chair: 0.3975, IoU.boat: 0.7393, IoU.bar: 0.1524, IoU.arcade machine: 0.6429, IoU.hovel: 0.0590, IoU.bus: 0.8448, IoU.towel: 0.5934, IoU.light: 0.5301, IoU.truck: 0.4057, IoU.tower: 0.1611, IoU.chandelier: 0.6243, IoU.awning: 0.3285, IoU.streetlight: 0.2887, IoU.booth: 0.0000, IoU.television receiver: 0.7062, IoU.airplane: 0.5833, IoU.dirt track: 0.0000, IoU.apparel: 0.2176, IoU.pole: 0.2421, IoU.land: 0.0073, IoU.bannister: 0.1175, IoU.escalator: 0.1553, IoU.ottoman: 0.4483, IoU.bottle: 0.2782, IoU.buffet: 0.2671, IoU.poster: 0.1247, IoU.stage: 0.1069, IoU.van: 0.4027, IoU.ship: 0.0000, IoU.fountain: 0.0003, IoU.conveyer belt: 0.3188, IoU.canopy: 0.2014, IoU.washer: 0.5121, IoU.plaything: 0.2115, IoU.swimming pool: 0.3023, IoU.stool: 0.4202, IoU.barrel: 0.1277, IoU.basket: 0.3171, IoU.waterfall: 0.5027, IoU.tent: 0.9370, IoU.bag: 0.2091, IoU.minibike: 0.7237, IoU.cradle: 0.8194, IoU.oven: 0.1627, IoU.ball: 0.3947, IoU.food: 0.6021, IoU.step: 0.0746, IoU.tank: 0.2255, IoU.trade name: 0.2943, IoU.microwave: 0.3718, IoU.pot: 0.3896, IoU.animal: 0.6736, IoU.bicycle: 0.6264, IoU.lake: 0.0000, IoU.dishwasher: 0.7331, IoU.screen: 0.5123, IoU.blanket: 0.2849, IoU.sculpture: 0.5691, IoU.hood: 0.5857, IoU.sconce: 0.4705, IoU.vase: 0.4718, IoU.traffic light: 0.3661, IoU.tray: 0.1352, IoU.ashcan: 0.4600, IoU.fan: 0.5921, IoU.pier: 0.0013, IoU.crt screen: 0.0729, IoU.plate: 0.5702, IoU.monitor: 0.0000, IoU.bulletin board: 0.4086, IoU.shower: 0.0601, IoU.radiator: 0.5547, IoU.glass: 0.2318, IoU.clock: 0.3456, IoU.flag: 0.4802, Acc.wall: 0.8494, Acc.building: 0.9217, Acc.sky: 0.9730, Acc.floor: 0.8492, Acc.tree: 0.8835, Acc.ceiling: 0.9227, Acc.road: 0.8905, Acc.bed : 0.9582, Acc.windowpane: 0.8071, Acc.grass: 0.8620, Acc.cabinet: 0.7118, Acc.sidewalk: 0.7916, Acc.person: 0.9017, Acc.earth: 0.4027, Acc.door: 0.6540, Acc.table: 0.7413, Acc.mountain: 0.7563, Acc.plant: 0.6868, Acc.curtain: 0.8231, Acc.chair: 0.6752, Acc.car: 0.9355, Acc.water: 0.6912, Acc.painting: 0.8970, Acc.sofa: 0.8333, Acc.shelf: 0.6105, Acc.house: 0.1328, Acc.sea: 0.8778, Acc.mirror: 0.7899, Acc.rug: 0.7826, Acc.field: 0.4527, Acc.armchair: 0.6201, Acc.seat: 0.7010, Acc.fence: 0.6307, Acc.desk: 0.5994, Acc.rock: 0.5246, Acc.wardrobe: 0.4998, Acc.lamp: 0.7705, Acc.bathtub: 0.8453, Acc.railing: 0.5696, Acc.cushion: 0.7464, Acc.base: 0.3864, Acc.box: 0.4425, Acc.column: 0.6428, Acc.signboard: 0.5838, Acc.chest of drawers: 0.7946, Acc.counter: 0.3538, Acc.sand: 0.4785, Acc.sink: 0.8365, Acc.skyscraper: 0.5674, Acc.fireplace: 0.9050, Acc.refrigerator: 0.7977, Acc.grandstand: 0.7091, Acc.path: 0.4729, Acc.stairs: 0.2809, Acc.runway: 0.7854, Acc.case: 0.6883, Acc.pool table: 0.9641, Acc.pillow: 0.7860, Acc.screen door: 0.8408, Acc.stairway: 0.5146, Acc.river: 0.2566, Acc.bridge: 0.6574, Acc.bookcase: 0.3869, Acc.blind: 0.4857, Acc.coffee table: 0.8226, Acc.toilet: 0.9179, Acc.flower: 0.5512, Acc.book: 0.7739, Acc.hill: 0.1315, Acc.bench: 0.7808, Acc.countertop: 0.7861, Acc.stove: 0.8743, Acc.palm: 0.7344, Acc.kitchen island: 0.6975, Acc.computer: 0.5941, Acc.swivel chair: 0.6724, Acc.boat: 0.9306, Acc.bar: 0.1608, Acc.arcade machine: 0.7186, Acc.hovel: 0.0723, Acc.bus: 0.9661, Acc.towel: 0.8474, Acc.light: 0.7653, Acc.truck: 0.6325, Acc.tower: 0.1994, Acc.chandelier: 0.8058, Acc.awning: 0.4812, Acc.streetlight: 0.6177, Acc.booth: 0.0000, Acc.television receiver: 0.7819, Acc.airplane: 0.6717, Acc.dirt track: 0.0000, Acc.apparel: 0.4511, Acc.pole: 0.3663, Acc.land: 0.0080, Acc.bannister: 0.1855, Acc.escalator: 0.1713, Acc.ottoman: 0.5974, Acc.bottle: 0.3725, Acc.buffet: 0.3481, Acc.poster: 0.1631, Acc.stage: 0.2327, Acc.van: 0.4489, Acc.ship: 0.0000, Acc.fountain: 0.0004, Acc.conveyer belt: 0.3200, Acc.canopy: 0.2803, Acc.washer: 0.7531, Acc.plaything: 0.6666, Acc.swimming pool: 0.3433, Acc.stool: 0.5726, Acc.barrel: 0.6481, Acc.basket: 0.5238, Acc.waterfall: 0.9200, Acc.tent: 0.9819, Acc.bag: 0.2837, Acc.minibike: 0.8827, Acc.cradle: 0.9815, Acc.oven: 0.4847, Acc.ball: 0.6635, Acc.food: 0.6935, Acc.step: 0.0826, Acc.tank: 0.2422, Acc.trade name: 0.3838, Acc.microwave: 0.4277, Acc.pot: 0.4541, Acc.animal: 0.7398, Acc.bicycle: 0.8639, Acc.lake: 0.0000, Acc.dishwasher: 0.7745, Acc.screen: 0.7326, Acc.blanket: 0.3954, Acc.sculpture: 0.8601, Acc.hood: 0.6802, Acc.sconce: 0.7160, Acc.vase: 0.7331, Acc.traffic light: 0.6215, Acc.tray: 0.2128, Acc.ashcan: 0.6274, Acc.fan: 0.8004, Acc.pier: 0.0013, Acc.crt screen: 0.1545, Acc.plate: 0.6828, Acc.monitor: 0.0000, Acc.bulletin board: 0.5113, Acc.shower: 0.0966, Acc.radiator: 0.6980, Acc.glass: 0.2653, Acc.clock: 0.4634, Acc.flag: 0.5540 +2023-11-06 16:14:08,808 - mmseg - INFO - Iter [15050/160000] lr: 9.059e-05, eta: 19:36:32, time: 1.020, data_time: 0.529, memory: 39436, decode.loss_cls: 0.7596, decode.loss_mask: 0.7288, decode.loss_dice: 1.0728, decode.d0.loss_cls: 1.7400, decode.d0.loss_mask: 0.7682, decode.d0.loss_dice: 1.2152, decode.d1.loss_cls: 0.8777, decode.d1.loss_mask: 0.7726, decode.d1.loss_dice: 1.1526, decode.d2.loss_cls: 0.8007, decode.d2.loss_mask: 0.7484, decode.d2.loss_dice: 1.1145, decode.d3.loss_cls: 0.7889, decode.d3.loss_mask: 0.7386, decode.d3.loss_dice: 1.0864, decode.d4.loss_cls: 0.7775, decode.d4.loss_mask: 0.7316, decode.d4.loss_dice: 1.0784, decode.d5.loss_cls: 0.7790, decode.d5.loss_mask: 0.7312, decode.d5.loss_dice: 1.0775, decode.d6.loss_cls: 0.7703, decode.d6.loss_mask: 0.7213, decode.d6.loss_dice: 1.0721, decode.d7.loss_cls: 0.7665, decode.d7.loss_mask: 0.7249, decode.d7.loss_dice: 1.0752, decode.d8.loss_cls: 0.7599, decode.d8.loss_mask: 0.7247, decode.d8.loss_dice: 1.0739, loss: 27.2292, grad_norm: 64.7075 +2023-11-06 16:14:40,485 - mmseg - INFO - Iter [15100/160000] lr: 9.056e-05, eta: 19:37:18, time: 0.634, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7529, decode.loss_mask: 0.7346, decode.loss_dice: 1.0866, decode.d0.loss_cls: 1.7010, decode.d0.loss_mask: 0.7761, decode.d0.loss_dice: 1.2268, decode.d1.loss_cls: 0.8712, decode.d1.loss_mask: 0.7617, decode.d1.loss_dice: 1.1751, decode.d2.loss_cls: 0.8097, decode.d2.loss_mask: 0.7458, decode.d2.loss_dice: 1.1277, decode.d3.loss_cls: 0.7795, decode.d3.loss_mask: 0.7394, decode.d3.loss_dice: 1.1017, decode.d4.loss_cls: 0.7663, decode.d4.loss_mask: 0.7379, decode.d4.loss_dice: 1.1019, decode.d5.loss_cls: 0.7612, decode.d5.loss_mask: 0.7373, decode.d5.loss_dice: 1.0970, decode.d6.loss_cls: 0.7579, decode.d6.loss_mask: 0.7358, decode.d6.loss_dice: 1.0828, decode.d7.loss_cls: 0.7566, decode.d7.loss_mask: 0.7420, decode.d7.loss_dice: 1.0935, decode.d8.loss_cls: 0.7539, decode.d8.loss_mask: 0.7395, decode.d8.loss_dice: 1.0931, loss: 27.3463, grad_norm: 62.8514 +2023-11-06 16:15:12,816 - mmseg - INFO - Iter [15150/160000] lr: 9.053e-05, eta: 19:38:10, time: 0.647, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7554, decode.loss_mask: 0.7639, decode.loss_dice: 1.0974, decode.d0.loss_cls: 1.7316, decode.d0.loss_mask: 0.8051, decode.d0.loss_dice: 1.2516, decode.d1.loss_cls: 0.8849, decode.d1.loss_mask: 0.7868, decode.d1.loss_dice: 1.1733, decode.d2.loss_cls: 0.8040, decode.d2.loss_mask: 0.7659, decode.d2.loss_dice: 1.1325, decode.d3.loss_cls: 0.7835, decode.d3.loss_mask: 0.7601, decode.d3.loss_dice: 1.1112, decode.d4.loss_cls: 0.7818, decode.d4.loss_mask: 0.7621, decode.d4.loss_dice: 1.1018, decode.d5.loss_cls: 0.7724, decode.d5.loss_mask: 0.7573, decode.d5.loss_dice: 1.1015, decode.d6.loss_cls: 0.7706, decode.d6.loss_mask: 0.7552, decode.d6.loss_dice: 1.0948, decode.d7.loss_cls: 0.7694, decode.d7.loss_mask: 0.7562, decode.d7.loss_dice: 1.0992, decode.d8.loss_cls: 0.7572, decode.d8.loss_mask: 0.7536, decode.d8.loss_dice: 1.1041, loss: 27.7445, grad_norm: 66.1806 +2023-11-06 16:15:38,577 - mmseg - INFO - Iter [15200/160000] lr: 9.050e-05, eta: 19:37:58, time: 0.515, data_time: 0.060, memory: 39436, decode.loss_cls: 0.7034, decode.loss_mask: 0.7303, decode.loss_dice: 1.0800, decode.d0.loss_cls: 1.6794, decode.d0.loss_mask: 0.7671, decode.d0.loss_dice: 1.2136, decode.d1.loss_cls: 0.8366, decode.d1.loss_mask: 0.7521, decode.d1.loss_dice: 1.1676, decode.d2.loss_cls: 0.7533, decode.d2.loss_mask: 0.7426, decode.d2.loss_dice: 1.1086, decode.d3.loss_cls: 0.7381, decode.d3.loss_mask: 0.7343, decode.d3.loss_dice: 1.0885, decode.d4.loss_cls: 0.7400, decode.d4.loss_mask: 0.7300, decode.d4.loss_dice: 1.0934, decode.d5.loss_cls: 0.7215, decode.d5.loss_mask: 0.7357, decode.d5.loss_dice: 1.0904, decode.d6.loss_cls: 0.7169, decode.d6.loss_mask: 0.7300, decode.d6.loss_dice: 1.0709, decode.d7.loss_cls: 0.7160, decode.d7.loss_mask: 0.7276, decode.d7.loss_dice: 1.0756, decode.d8.loss_cls: 0.7185, decode.d8.loss_mask: 0.7264, decode.d8.loss_dice: 1.0798, loss: 26.7681, grad_norm: 60.5680 +2023-11-06 16:16:01,747 - mmseg - INFO - Iter [15250/160000] lr: 9.047e-05, eta: 19:37:22, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7088, decode.loss_mask: 0.7280, decode.loss_dice: 1.0577, decode.d0.loss_cls: 1.6397, decode.d0.loss_mask: 0.7762, decode.d0.loss_dice: 1.2049, decode.d1.loss_cls: 0.8205, decode.d1.loss_mask: 0.7666, decode.d1.loss_dice: 1.1319, decode.d2.loss_cls: 0.7526, decode.d2.loss_mask: 0.7432, decode.d2.loss_dice: 1.0872, decode.d3.loss_cls: 0.7271, decode.d3.loss_mask: 0.7358, decode.d3.loss_dice: 1.0717, decode.d4.loss_cls: 0.7297, decode.d4.loss_mask: 0.7325, decode.d4.loss_dice: 1.0698, decode.d5.loss_cls: 0.7262, decode.d5.loss_mask: 0.7358, decode.d5.loss_dice: 1.0642, decode.d6.loss_cls: 0.7100, decode.d6.loss_mask: 0.7298, decode.d6.loss_dice: 1.0561, decode.d7.loss_cls: 0.7083, decode.d7.loss_mask: 0.7336, decode.d7.loss_dice: 1.0570, decode.d8.loss_cls: 0.7136, decode.d8.loss_mask: 0.7325, decode.d8.loss_dice: 1.0589, loss: 26.5098, grad_norm: 63.1647 +2023-11-06 16:16:35,365 - mmseg - INFO - Iter [15300/160000] lr: 9.044e-05, eta: 19:38:25, time: 0.672, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7345, decode.loss_mask: 0.7360, decode.loss_dice: 1.0823, decode.d0.loss_cls: 1.6932, decode.d0.loss_mask: 0.7815, decode.d0.loss_dice: 1.2433, decode.d1.loss_cls: 0.8499, decode.d1.loss_mask: 0.7659, decode.d1.loss_dice: 1.1706, decode.d2.loss_cls: 0.7677, decode.d2.loss_mask: 0.7487, decode.d2.loss_dice: 1.1281, decode.d3.loss_cls: 0.7427, decode.d3.loss_mask: 0.7459, decode.d3.loss_dice: 1.1027, decode.d4.loss_cls: 0.7378, decode.d4.loss_mask: 0.7480, decode.d4.loss_dice: 1.0983, decode.d5.loss_cls: 0.7324, decode.d5.loss_mask: 0.7433, decode.d5.loss_dice: 1.0948, decode.d6.loss_cls: 0.7303, decode.d6.loss_mask: 0.7415, decode.d6.loss_dice: 1.0894, decode.d7.loss_cls: 0.7252, decode.d7.loss_mask: 0.7425, decode.d7.loss_dice: 1.0873, decode.d8.loss_cls: 0.7273, decode.d8.loss_mask: 0.7368, decode.d8.loss_dice: 1.0877, loss: 27.1156, grad_norm: 67.0844 +2023-11-06 16:17:03,828 - mmseg - INFO - Iter [15350/160000] lr: 9.041e-05, eta: 19:38:38, time: 0.569, data_time: 0.015, memory: 39436, decode.loss_cls: 0.7184, decode.loss_mask: 0.7305, decode.loss_dice: 1.0769, decode.d0.loss_cls: 1.6987, decode.d0.loss_mask: 0.7670, decode.d0.loss_dice: 1.2244, decode.d1.loss_cls: 0.8491, decode.d1.loss_mask: 0.7610, decode.d1.loss_dice: 1.1610, decode.d2.loss_cls: 0.7729, decode.d2.loss_mask: 0.7423, decode.d2.loss_dice: 1.1147, decode.d3.loss_cls: 0.7430, decode.d3.loss_mask: 0.7402, decode.d3.loss_dice: 1.0840, decode.d4.loss_cls: 0.7381, decode.d4.loss_mask: 0.7374, decode.d4.loss_dice: 1.0810, decode.d5.loss_cls: 0.7347, decode.d5.loss_mask: 0.7381, decode.d5.loss_dice: 1.0802, decode.d6.loss_cls: 0.7256, decode.d6.loss_mask: 0.7321, decode.d6.loss_dice: 1.0707, decode.d7.loss_cls: 0.7269, decode.d7.loss_mask: 0.7340, decode.d7.loss_dice: 1.0765, decode.d8.loss_cls: 0.7182, decode.d8.loss_mask: 0.7331, decode.d8.loss_dice: 1.0830, loss: 26.8936, grad_norm: 62.4206 +2023-11-06 16:17:37,286 - mmseg - INFO - Iter [15400/160000] lr: 9.038e-05, eta: 19:39:39, time: 0.669, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7249, decode.loss_mask: 0.7492, decode.loss_dice: 1.0826, decode.d0.loss_cls: 1.7038, decode.d0.loss_mask: 0.7933, decode.d0.loss_dice: 1.2190, decode.d1.loss_cls: 0.8552, decode.d1.loss_mask: 0.7839, decode.d1.loss_dice: 1.1514, decode.d2.loss_cls: 0.7807, decode.d2.loss_mask: 0.7602, decode.d2.loss_dice: 1.1082, decode.d3.loss_cls: 0.7510, decode.d3.loss_mask: 0.7566, decode.d3.loss_dice: 1.0821, decode.d4.loss_cls: 0.7413, decode.d4.loss_mask: 0.7537, decode.d4.loss_dice: 1.0929, decode.d5.loss_cls: 0.7375, decode.d5.loss_mask: 0.7520, decode.d5.loss_dice: 1.0915, decode.d6.loss_cls: 0.7292, decode.d6.loss_mask: 0.7546, decode.d6.loss_dice: 1.0776, decode.d7.loss_cls: 0.7211, decode.d7.loss_mask: 0.7588, decode.d7.loss_dice: 1.0891, decode.d8.loss_cls: 0.7216, decode.d8.loss_mask: 0.7524, decode.d8.loss_dice: 1.0880, loss: 27.1635, grad_norm: 68.3794 +2023-11-06 16:18:01,092 - mmseg - INFO - Iter [15450/160000] lr: 9.034e-05, eta: 19:39:08, time: 0.476, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7443, decode.loss_mask: 0.7516, decode.loss_dice: 1.0843, decode.d0.loss_cls: 1.6988, decode.d0.loss_mask: 0.7887, decode.d0.loss_dice: 1.2429, decode.d1.loss_cls: 0.8583, decode.d1.loss_mask: 0.7868, decode.d1.loss_dice: 1.1858, decode.d2.loss_cls: 0.7892, decode.d2.loss_mask: 0.7634, decode.d2.loss_dice: 1.1279, decode.d3.loss_cls: 0.7681, decode.d3.loss_mask: 0.7536, decode.d3.loss_dice: 1.1003, decode.d4.loss_cls: 0.7562, decode.d4.loss_mask: 0.7541, decode.d4.loss_dice: 1.0954, decode.d5.loss_cls: 0.7512, decode.d5.loss_mask: 0.7527, decode.d5.loss_dice: 1.0946, decode.d6.loss_cls: 0.7442, decode.d6.loss_mask: 0.7514, decode.d6.loss_dice: 1.0903, decode.d7.loss_cls: 0.7447, decode.d7.loss_mask: 0.7534, decode.d7.loss_dice: 1.0854, decode.d8.loss_cls: 0.7476, decode.d8.loss_mask: 0.7471, decode.d8.loss_dice: 1.0861, loss: 27.3984, grad_norm: 64.4173 +2023-11-06 16:18:24,232 - mmseg - INFO - Iter [15500/160000] lr: 9.031e-05, eta: 19:38:31, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7077, decode.loss_mask: 0.7326, decode.loss_dice: 1.0575, decode.d0.loss_cls: 1.6664, decode.d0.loss_mask: 0.7836, decode.d0.loss_dice: 1.2071, decode.d1.loss_cls: 0.8304, decode.d1.loss_mask: 0.7695, decode.d1.loss_dice: 1.1351, decode.d2.loss_cls: 0.7540, decode.d2.loss_mask: 0.7466, decode.d2.loss_dice: 1.0857, decode.d3.loss_cls: 0.7339, decode.d3.loss_mask: 0.7374, decode.d3.loss_dice: 1.0673, decode.d4.loss_cls: 0.7262, decode.d4.loss_mask: 0.7301, decode.d4.loss_dice: 1.0690, decode.d5.loss_cls: 0.7147, decode.d5.loss_mask: 0.7382, decode.d5.loss_dice: 1.0755, decode.d6.loss_cls: 0.7080, decode.d6.loss_mask: 0.7374, decode.d6.loss_dice: 1.0660, decode.d7.loss_cls: 0.7025, decode.d7.loss_mask: 0.7350, decode.d7.loss_dice: 1.0609, decode.d8.loss_cls: 0.7080, decode.d8.loss_mask: 0.7312, decode.d8.loss_dice: 1.0596, loss: 26.5769, grad_norm: 65.6027 +2023-11-06 16:18:47,354 - mmseg - INFO - Iter [15550/160000] lr: 9.028e-05, eta: 19:37:54, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7267, decode.loss_mask: 0.7526, decode.loss_dice: 1.1097, decode.d0.loss_cls: 1.6842, decode.d0.loss_mask: 0.7937, decode.d0.loss_dice: 1.2555, decode.d1.loss_cls: 0.8380, decode.d1.loss_mask: 0.7868, decode.d1.loss_dice: 1.1958, decode.d2.loss_cls: 0.7691, decode.d2.loss_mask: 0.7674, decode.d2.loss_dice: 1.1465, decode.d3.loss_cls: 0.7564, decode.d3.loss_mask: 0.7534, decode.d3.loss_dice: 1.1167, decode.d4.loss_cls: 0.7419, decode.d4.loss_mask: 0.7556, decode.d4.loss_dice: 1.1133, decode.d5.loss_cls: 0.7315, decode.d5.loss_mask: 0.7528, decode.d5.loss_dice: 1.1206, decode.d6.loss_cls: 0.7272, decode.d6.loss_mask: 0.7507, decode.d6.loss_dice: 1.1085, decode.d7.loss_cls: 0.7226, decode.d7.loss_mask: 0.7552, decode.d7.loss_dice: 1.1084, decode.d8.loss_cls: 0.7278, decode.d8.loss_mask: 0.7572, decode.d8.loss_dice: 1.1091, loss: 27.4347, grad_norm: 64.7317 +2023-11-06 16:19:10,437 - mmseg - INFO - Iter [15600/160000] lr: 9.025e-05, eta: 19:37:17, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7164, decode.loss_mask: 0.7390, decode.loss_dice: 1.0675, decode.d0.loss_cls: 1.6802, decode.d0.loss_mask: 0.7893, decode.d0.loss_dice: 1.2311, decode.d1.loss_cls: 0.8391, decode.d1.loss_mask: 0.7770, decode.d1.loss_dice: 1.1634, decode.d2.loss_cls: 0.7630, decode.d2.loss_mask: 0.7596, decode.d2.loss_dice: 1.1081, decode.d3.loss_cls: 0.7512, decode.d3.loss_mask: 0.7452, decode.d3.loss_dice: 1.0795, decode.d4.loss_cls: 0.7403, decode.d4.loss_mask: 0.7422, decode.d4.loss_dice: 1.0802, decode.d5.loss_cls: 0.7254, decode.d5.loss_mask: 0.7478, decode.d5.loss_dice: 1.0831, decode.d6.loss_cls: 0.7206, decode.d6.loss_mask: 0.7411, decode.d6.loss_dice: 1.0745, decode.d7.loss_cls: 0.7105, decode.d7.loss_mask: 0.7464, decode.d7.loss_dice: 1.0766, decode.d8.loss_cls: 0.7134, decode.d8.loss_mask: 0.7401, decode.d8.loss_dice: 1.0792, loss: 26.9311, grad_norm: 62.5494 +2023-11-06 16:19:36,550 - mmseg - INFO - Iter [15650/160000] lr: 9.022e-05, eta: 19:37:08, time: 0.522, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7632, decode.loss_mask: 0.7589, decode.loss_dice: 1.0894, decode.d0.loss_cls: 1.7434, decode.d0.loss_mask: 0.7984, decode.d0.loss_dice: 1.2287, decode.d1.loss_cls: 0.8877, decode.d1.loss_mask: 0.7870, decode.d1.loss_dice: 1.1694, decode.d2.loss_cls: 0.8164, decode.d2.loss_mask: 0.7681, decode.d2.loss_dice: 1.1204, decode.d3.loss_cls: 0.8045, decode.d3.loss_mask: 0.7616, decode.d3.loss_dice: 1.0989, decode.d4.loss_cls: 0.7884, decode.d4.loss_mask: 0.7615, decode.d4.loss_dice: 1.0986, decode.d5.loss_cls: 0.7772, decode.d5.loss_mask: 0.7598, decode.d5.loss_dice: 1.0971, decode.d6.loss_cls: 0.7822, decode.d6.loss_mask: 0.7539, decode.d6.loss_dice: 1.0973, decode.d7.loss_cls: 0.7768, decode.d7.loss_mask: 0.7597, decode.d7.loss_dice: 1.0955, decode.d8.loss_cls: 0.7707, decode.d8.loss_mask: 0.7597, decode.d8.loss_dice: 1.0936, loss: 27.7676, grad_norm: 76.5716 +2023-11-06 16:20:00,304 - mmseg - INFO - Iter [15700/160000] lr: 9.019e-05, eta: 19:36:37, time: 0.475, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7248, decode.loss_mask: 0.7581, decode.loss_dice: 1.0632, decode.d0.loss_cls: 1.7174, decode.d0.loss_mask: 0.8045, decode.d0.loss_dice: 1.2160, decode.d1.loss_cls: 0.8492, decode.d1.loss_mask: 0.7963, decode.d1.loss_dice: 1.1512, decode.d2.loss_cls: 0.7806, decode.d2.loss_mask: 0.7758, decode.d2.loss_dice: 1.0955, decode.d3.loss_cls: 0.7663, decode.d3.loss_mask: 0.7624, decode.d3.loss_dice: 1.0620, decode.d4.loss_cls: 0.7472, decode.d4.loss_mask: 0.7607, decode.d4.loss_dice: 1.0740, decode.d5.loss_cls: 0.7442, decode.d5.loss_mask: 0.7666, decode.d5.loss_dice: 1.0723, decode.d6.loss_cls: 0.7376, decode.d6.loss_mask: 0.7588, decode.d6.loss_dice: 1.0605, decode.d7.loss_cls: 0.7322, decode.d7.loss_mask: 0.7590, decode.d7.loss_dice: 1.0597, decode.d8.loss_cls: 0.7255, decode.d8.loss_mask: 0.7564, decode.d8.loss_dice: 1.0637, loss: 27.1417, grad_norm: 69.9021 +2023-11-06 16:20:24,460 - mmseg - INFO - Iter [15750/160000] lr: 9.016e-05, eta: 19:36:09, time: 0.483, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7212, decode.loss_mask: 0.7609, decode.loss_dice: 1.0862, decode.d0.loss_cls: 1.6855, decode.d0.loss_mask: 0.7931, decode.d0.loss_dice: 1.2442, decode.d1.loss_cls: 0.8478, decode.d1.loss_mask: 0.7872, decode.d1.loss_dice: 1.1650, decode.d2.loss_cls: 0.7689, decode.d2.loss_mask: 0.7659, decode.d2.loss_dice: 1.1294, decode.d3.loss_cls: 0.7552, decode.d3.loss_mask: 0.7657, decode.d3.loss_dice: 1.1055, decode.d4.loss_cls: 0.7366, decode.d4.loss_mask: 0.7672, decode.d4.loss_dice: 1.1110, decode.d5.loss_cls: 0.7420, decode.d5.loss_mask: 0.7615, decode.d5.loss_dice: 1.1023, decode.d6.loss_cls: 0.7376, decode.d6.loss_mask: 0.7610, decode.d6.loss_dice: 1.0901, decode.d7.loss_cls: 0.7247, decode.d7.loss_mask: 0.7616, decode.d7.loss_dice: 1.0944, decode.d8.loss_cls: 0.7281, decode.d8.loss_mask: 0.7569, decode.d8.loss_dice: 1.0921, loss: 27.3486, grad_norm: 66.1762 +2023-11-06 16:20:48,304 - mmseg - INFO - Iter [15800/160000] lr: 9.013e-05, eta: 19:35:39, time: 0.477, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7140, decode.loss_mask: 0.7746, decode.loss_dice: 1.0955, decode.d0.loss_cls: 1.7264, decode.d0.loss_mask: 0.8096, decode.d0.loss_dice: 1.2264, decode.d1.loss_cls: 0.8483, decode.d1.loss_mask: 0.7975, decode.d1.loss_dice: 1.1579, decode.d2.loss_cls: 0.7674, decode.d2.loss_mask: 0.7835, decode.d2.loss_dice: 1.1195, decode.d3.loss_cls: 0.7528, decode.d3.loss_mask: 0.7782, decode.d3.loss_dice: 1.1008, decode.d4.loss_cls: 0.7371, decode.d4.loss_mask: 0.7756, decode.d4.loss_dice: 1.1046, decode.d5.loss_cls: 0.7346, decode.d5.loss_mask: 0.7764, decode.d5.loss_dice: 1.1046, decode.d6.loss_cls: 0.7345, decode.d6.loss_mask: 0.7717, decode.d6.loss_dice: 1.0941, decode.d7.loss_cls: 0.7223, decode.d7.loss_mask: 0.7753, decode.d7.loss_dice: 1.0933, decode.d8.loss_cls: 0.7256, decode.d8.loss_mask: 0.7773, decode.d8.loss_dice: 1.0898, loss: 27.4690, grad_norm: 63.4957 +2023-11-06 16:21:12,144 - mmseg - INFO - Iter [15850/160000] lr: 9.009e-05, eta: 19:35:09, time: 0.477, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7335, decode.loss_mask: 0.7497, decode.loss_dice: 1.1019, decode.d0.loss_cls: 1.7058, decode.d0.loss_mask: 0.7869, decode.d0.loss_dice: 1.2373, decode.d1.loss_cls: 0.8626, decode.d1.loss_mask: 0.7788, decode.d1.loss_dice: 1.1846, decode.d2.loss_cls: 0.7852, decode.d2.loss_mask: 0.7615, decode.d2.loss_dice: 1.1382, decode.d3.loss_cls: 0.7559, decode.d3.loss_mask: 0.7545, decode.d3.loss_dice: 1.1180, decode.d4.loss_cls: 0.7526, decode.d4.loss_mask: 0.7554, decode.d4.loss_dice: 1.1168, decode.d5.loss_cls: 0.7456, decode.d5.loss_mask: 0.7495, decode.d5.loss_dice: 1.1095, decode.d6.loss_cls: 0.7414, decode.d6.loss_mask: 0.7492, decode.d6.loss_dice: 1.1071, decode.d7.loss_cls: 0.7327, decode.d7.loss_mask: 0.7525, decode.d7.loss_dice: 1.1086, decode.d8.loss_cls: 0.7389, decode.d8.loss_mask: 0.7499, decode.d8.loss_dice: 1.1004, loss: 27.4644, grad_norm: 69.2233 +2023-11-06 16:21:37,667 - mmseg - INFO - Iter [15900/160000] lr: 9.006e-05, eta: 19:34:54, time: 0.510, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7137, decode.loss_mask: 0.7665, decode.loss_dice: 1.0904, decode.d0.loss_cls: 1.6729, decode.d0.loss_mask: 0.8049, decode.d0.loss_dice: 1.2318, decode.d1.loss_cls: 0.8349, decode.d1.loss_mask: 0.7925, decode.d1.loss_dice: 1.1739, decode.d2.loss_cls: 0.7543, decode.d2.loss_mask: 0.7754, decode.d2.loss_dice: 1.1255, decode.d3.loss_cls: 0.7389, decode.d3.loss_mask: 0.7636, decode.d3.loss_dice: 1.1004, decode.d4.loss_cls: 0.7338, decode.d4.loss_mask: 0.7650, decode.d4.loss_dice: 1.0966, decode.d5.loss_cls: 0.7289, decode.d5.loss_mask: 0.7608, decode.d5.loss_dice: 1.0950, decode.d6.loss_cls: 0.7243, decode.d6.loss_mask: 0.7582, decode.d6.loss_dice: 1.0873, decode.d7.loss_cls: 0.7285, decode.d7.loss_mask: 0.7574, decode.d7.loss_dice: 1.0917, decode.d8.loss_cls: 0.7272, decode.d8.loss_mask: 0.7562, decode.d8.loss_dice: 1.0901, loss: 27.2410, grad_norm: 64.1311 +2023-11-06 16:22:03,333 - mmseg - INFO - Iter [15950/160000] lr: 9.003e-05, eta: 19:34:41, time: 0.513, data_time: 0.017, memory: 39436, decode.loss_cls: 0.7156, decode.loss_mask: 0.7637, decode.loss_dice: 1.0769, decode.d0.loss_cls: 1.6742, decode.d0.loss_mask: 0.7999, decode.d0.loss_dice: 1.2267, decode.d1.loss_cls: 0.8338, decode.d1.loss_mask: 0.7962, decode.d1.loss_dice: 1.1570, decode.d2.loss_cls: 0.7518, decode.d2.loss_mask: 0.7672, decode.d2.loss_dice: 1.1174, decode.d3.loss_cls: 0.7401, decode.d3.loss_mask: 0.7641, decode.d3.loss_dice: 1.0887, decode.d4.loss_cls: 0.7286, decode.d4.loss_mask: 0.7653, decode.d4.loss_dice: 1.0867, decode.d5.loss_cls: 0.7231, decode.d5.loss_mask: 0.7645, decode.d5.loss_dice: 1.0866, decode.d6.loss_cls: 0.7257, decode.d6.loss_mask: 0.7600, decode.d6.loss_dice: 1.0750, decode.d7.loss_cls: 0.7166, decode.d7.loss_mask: 0.7568, decode.d7.loss_dice: 1.0808, decode.d8.loss_cls: 0.7147, decode.d8.loss_mask: 0.7663, decode.d8.loss_dice: 1.0742, loss: 27.0983, grad_norm: 63.0724 +2023-11-06 16:22:29,051 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 16:22:29,051 - mmseg - INFO - Iter [16000/160000] lr: 9.000e-05, eta: 19:34:28, time: 0.515, data_time: 0.018, memory: 39436, decode.loss_cls: 0.7280, decode.loss_mask: 0.7477, decode.loss_dice: 1.0977, decode.d0.loss_cls: 1.6952, decode.d0.loss_mask: 0.7985, decode.d0.loss_dice: 1.2437, decode.d1.loss_cls: 0.8532, decode.d1.loss_mask: 0.7925, decode.d1.loss_dice: 1.1821, decode.d2.loss_cls: 0.7827, decode.d2.loss_mask: 0.7661, decode.d2.loss_dice: 1.1264, decode.d3.loss_cls: 0.7595, decode.d3.loss_mask: 0.7559, decode.d3.loss_dice: 1.1019, decode.d4.loss_cls: 0.7515, decode.d4.loss_mask: 0.7543, decode.d4.loss_dice: 1.0969, decode.d5.loss_cls: 0.7509, decode.d5.loss_mask: 0.7498, decode.d5.loss_dice: 1.0921, decode.d6.loss_cls: 0.7407, decode.d6.loss_mask: 0.7497, decode.d6.loss_dice: 1.0863, decode.d7.loss_cls: 0.7302, decode.d7.loss_mask: 0.7496, decode.d7.loss_dice: 1.0888, decode.d8.loss_cls: 0.7274, decode.d8.loss_mask: 0.7542, decode.d8.loss_dice: 1.0923, loss: 27.3457, grad_norm: 63.6578 +2023-11-06 16:22:54,888 - mmseg - INFO - Iter [16050/160000] lr: 8.997e-05, eta: 19:34:15, time: 0.517, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7077, decode.loss_mask: 0.7328, decode.loss_dice: 1.0654, decode.d0.loss_cls: 1.6916, decode.d0.loss_mask: 0.7738, decode.d0.loss_dice: 1.2315, decode.d1.loss_cls: 0.8304, decode.d1.loss_mask: 0.7676, decode.d1.loss_dice: 1.1528, decode.d2.loss_cls: 0.7614, decode.d2.loss_mask: 0.7485, decode.d2.loss_dice: 1.1124, decode.d3.loss_cls: 0.7392, decode.d3.loss_mask: 0.7408, decode.d3.loss_dice: 1.0866, decode.d4.loss_cls: 0.7356, decode.d4.loss_mask: 0.7359, decode.d4.loss_dice: 1.0781, decode.d5.loss_cls: 0.7306, decode.d5.loss_mask: 0.7340, decode.d5.loss_dice: 1.0729, decode.d6.loss_cls: 0.7231, decode.d6.loss_mask: 0.7352, decode.d6.loss_dice: 1.0694, decode.d7.loss_cls: 0.7174, decode.d7.loss_mask: 0.7343, decode.d7.loss_dice: 1.0664, decode.d8.loss_cls: 0.7150, decode.d8.loss_mask: 0.7328, decode.d8.loss_dice: 1.0682, loss: 26.7915, grad_norm: 67.2082 +2023-11-06 16:23:20,821 - mmseg - INFO - Iter [16100/160000] lr: 8.994e-05, eta: 19:34:04, time: 0.519, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7583, decode.loss_mask: 0.7465, decode.loss_dice: 1.0737, decode.d0.loss_cls: 1.7203, decode.d0.loss_mask: 0.7947, decode.d0.loss_dice: 1.2501, decode.d1.loss_cls: 0.8664, decode.d1.loss_mask: 0.7828, decode.d1.loss_dice: 1.1711, decode.d2.loss_cls: 0.8046, decode.d2.loss_mask: 0.7651, decode.d2.loss_dice: 1.1171, decode.d3.loss_cls: 0.7728, decode.d3.loss_mask: 0.7549, decode.d3.loss_dice: 1.0919, decode.d4.loss_cls: 0.7634, decode.d4.loss_mask: 0.7547, decode.d4.loss_dice: 1.0904, decode.d5.loss_cls: 0.7558, decode.d5.loss_mask: 0.7535, decode.d5.loss_dice: 1.0914, decode.d6.loss_cls: 0.7600, decode.d6.loss_mask: 0.7536, decode.d6.loss_dice: 1.0723, decode.d7.loss_cls: 0.7589, decode.d7.loss_mask: 0.7448, decode.d7.loss_dice: 1.0872, decode.d8.loss_cls: 0.7584, decode.d8.loss_mask: 0.7477, decode.d8.loss_dice: 1.0821, loss: 27.4446, grad_norm: 63.1855 +2023-11-06 16:23:45,998 - mmseg - INFO - Iter [16150/160000] lr: 8.991e-05, eta: 19:33:46, time: 0.504, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7016, decode.loss_mask: 0.7414, decode.loss_dice: 1.0705, decode.d0.loss_cls: 1.6500, decode.d0.loss_mask: 0.7823, decode.d0.loss_dice: 1.2126, decode.d1.loss_cls: 0.8048, decode.d1.loss_mask: 0.7682, decode.d1.loss_dice: 1.1497, decode.d2.loss_cls: 0.7376, decode.d2.loss_mask: 0.7553, decode.d2.loss_dice: 1.1121, decode.d3.loss_cls: 0.7220, decode.d3.loss_mask: 0.7439, decode.d3.loss_dice: 1.0799, decode.d4.loss_cls: 0.7146, decode.d4.loss_mask: 0.7425, decode.d4.loss_dice: 1.0797, decode.d5.loss_cls: 0.7157, decode.d5.loss_mask: 0.7369, decode.d5.loss_dice: 1.0814, decode.d6.loss_cls: 0.7100, decode.d6.loss_mask: 0.7401, decode.d6.loss_dice: 1.0706, decode.d7.loss_cls: 0.7062, decode.d7.loss_mask: 0.7418, decode.d7.loss_dice: 1.0712, decode.d8.loss_cls: 0.6954, decode.d8.loss_mask: 0.7416, decode.d8.loss_dice: 1.0763, loss: 26.6558, grad_norm: 69.1574 +2023-11-06 16:24:10,553 - mmseg - INFO - Iter [16200/160000] lr: 8.988e-05, eta: 19:33:22, time: 0.491, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6925, decode.loss_mask: 0.7066, decode.loss_dice: 1.0436, decode.d0.loss_cls: 1.6456, decode.d0.loss_mask: 0.7544, decode.d0.loss_dice: 1.1850, decode.d1.loss_cls: 0.7956, decode.d1.loss_mask: 0.7394, decode.d1.loss_dice: 1.1250, decode.d2.loss_cls: 0.7255, decode.d2.loss_mask: 0.7195, decode.d2.loss_dice: 1.0827, decode.d3.loss_cls: 0.7133, decode.d3.loss_mask: 0.7076, decode.d3.loss_dice: 1.0515, decode.d4.loss_cls: 0.7037, decode.d4.loss_mask: 0.7099, decode.d4.loss_dice: 1.0502, decode.d5.loss_cls: 0.6948, decode.d5.loss_mask: 0.7117, decode.d5.loss_dice: 1.0534, decode.d6.loss_cls: 0.6979, decode.d6.loss_mask: 0.7077, decode.d6.loss_dice: 1.0437, decode.d7.loss_cls: 0.6912, decode.d7.loss_mask: 0.7060, decode.d7.loss_dice: 1.0480, decode.d8.loss_cls: 0.6953, decode.d8.loss_mask: 0.7072, decode.d8.loss_dice: 1.0421, loss: 25.9508, grad_norm: 62.3598 +2023-11-06 16:24:34,956 - mmseg - INFO - Iter [16250/160000] lr: 8.984e-05, eta: 19:32:57, time: 0.488, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7131, decode.loss_mask: 0.7335, decode.loss_dice: 1.0598, decode.d0.loss_cls: 1.6711, decode.d0.loss_mask: 0.7758, decode.d0.loss_dice: 1.2058, decode.d1.loss_cls: 0.8320, decode.d1.loss_mask: 0.7654, decode.d1.loss_dice: 1.1435, decode.d2.loss_cls: 0.7608, decode.d2.loss_mask: 0.7460, decode.d2.loss_dice: 1.1010, decode.d3.loss_cls: 0.7404, decode.d3.loss_mask: 0.7354, decode.d3.loss_dice: 1.0745, decode.d4.loss_cls: 0.7224, decode.d4.loss_mask: 0.7422, decode.d4.loss_dice: 1.0757, decode.d5.loss_cls: 0.7297, decode.d5.loss_mask: 0.7389, decode.d5.loss_dice: 1.0717, decode.d6.loss_cls: 0.7154, decode.d6.loss_mask: 0.7399, decode.d6.loss_dice: 1.0655, decode.d7.loss_cls: 0.7202, decode.d7.loss_mask: 0.7391, decode.d7.loss_dice: 1.0664, decode.d8.loss_cls: 0.7133, decode.d8.loss_mask: 0.7375, decode.d8.loss_dice: 1.0690, loss: 26.7050, grad_norm: 58.5998 +2023-11-06 16:24:59,089 - mmseg - INFO - Iter [16300/160000] lr: 8.981e-05, eta: 19:32:29, time: 0.483, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7037, decode.loss_mask: 0.7426, decode.loss_dice: 1.0532, decode.d0.loss_cls: 1.6668, decode.d0.loss_mask: 0.7816, decode.d0.loss_dice: 1.2052, decode.d1.loss_cls: 0.8161, decode.d1.loss_mask: 0.7689, decode.d1.loss_dice: 1.1296, decode.d2.loss_cls: 0.7489, decode.d2.loss_mask: 0.7582, decode.d2.loss_dice: 1.0952, decode.d3.loss_cls: 0.7319, decode.d3.loss_mask: 0.7423, decode.d3.loss_dice: 1.0604, decode.d4.loss_cls: 0.7258, decode.d4.loss_mask: 0.7411, decode.d4.loss_dice: 1.0648, decode.d5.loss_cls: 0.7164, decode.d5.loss_mask: 0.7477, decode.d5.loss_dice: 1.0653, decode.d6.loss_cls: 0.7091, decode.d6.loss_mask: 0.7430, decode.d6.loss_dice: 1.0613, decode.d7.loss_cls: 0.7112, decode.d7.loss_mask: 0.7466, decode.d7.loss_dice: 1.0596, decode.d8.loss_cls: 0.7097, decode.d8.loss_mask: 0.7449, decode.d8.loss_dice: 1.0556, loss: 26.6068, grad_norm: 65.0759 +2023-11-06 16:25:23,552 - mmseg - INFO - Iter [16350/160000] lr: 8.978e-05, eta: 19:32:05, time: 0.489, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7194, decode.loss_mask: 0.7719, decode.loss_dice: 1.0849, decode.d0.loss_cls: 1.6754, decode.d0.loss_mask: 0.8156, decode.d0.loss_dice: 1.2361, decode.d1.loss_cls: 0.8389, decode.d1.loss_mask: 0.7982, decode.d1.loss_dice: 1.1716, decode.d2.loss_cls: 0.7556, decode.d2.loss_mask: 0.7844, decode.d2.loss_dice: 1.1234, decode.d3.loss_cls: 0.7436, decode.d3.loss_mask: 0.7742, decode.d3.loss_dice: 1.0994, decode.d4.loss_cls: 0.7293, decode.d4.loss_mask: 0.7715, decode.d4.loss_dice: 1.1049, decode.d5.loss_cls: 0.7322, decode.d5.loss_mask: 0.7732, decode.d5.loss_dice: 1.0994, decode.d6.loss_cls: 0.7217, decode.d6.loss_mask: 0.7701, decode.d6.loss_dice: 1.0849, decode.d7.loss_cls: 0.7175, decode.d7.loss_mask: 0.7698, decode.d7.loss_dice: 1.0892, decode.d8.loss_cls: 0.7127, decode.d8.loss_mask: 0.7694, decode.d8.loss_dice: 1.0960, loss: 27.3344, grad_norm: 63.5793 +2023-11-06 16:25:47,874 - mmseg - INFO - Iter [16400/160000] lr: 8.975e-05, eta: 19:31:39, time: 0.486, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7099, decode.loss_mask: 0.7341, decode.loss_dice: 1.0583, decode.d0.loss_cls: 1.6600, decode.d0.loss_mask: 0.7722, decode.d0.loss_dice: 1.2000, decode.d1.loss_cls: 0.8395, decode.d1.loss_mask: 0.7565, decode.d1.loss_dice: 1.1427, decode.d2.loss_cls: 0.7622, decode.d2.loss_mask: 0.7396, decode.d2.loss_dice: 1.0889, decode.d3.loss_cls: 0.7348, decode.d3.loss_mask: 0.7370, decode.d3.loss_dice: 1.0650, decode.d4.loss_cls: 0.7289, decode.d4.loss_mask: 0.7340, decode.d4.loss_dice: 1.0681, decode.d5.loss_cls: 0.7253, decode.d5.loss_mask: 0.7337, decode.d5.loss_dice: 1.0674, decode.d6.loss_cls: 0.7208, decode.d6.loss_mask: 0.7297, decode.d6.loss_dice: 1.0602, decode.d7.loss_cls: 0.7081, decode.d7.loss_mask: 0.7301, decode.d7.loss_dice: 1.0588, decode.d8.loss_cls: 0.7112, decode.d8.loss_mask: 0.7291, decode.d8.loss_dice: 1.0599, loss: 26.5661, grad_norm: 63.4833 +2023-11-06 16:26:15,574 - mmseg - INFO - Iter [16450/160000] lr: 8.972e-05, eta: 19:31:42, time: 0.554, data_time: 0.064, memory: 39436, decode.loss_cls: 0.6830, decode.loss_mask: 0.7477, decode.loss_dice: 1.0514, decode.d0.loss_cls: 1.6321, decode.d0.loss_mask: 0.7870, decode.d0.loss_dice: 1.1951, decode.d1.loss_cls: 0.7977, decode.d1.loss_mask: 0.7767, decode.d1.loss_dice: 1.1222, decode.d2.loss_cls: 0.7356, decode.d2.loss_mask: 0.7599, decode.d2.loss_dice: 1.0831, decode.d3.loss_cls: 0.7133, decode.d3.loss_mask: 0.7539, decode.d3.loss_dice: 1.0625, decode.d4.loss_cls: 0.7020, decode.d4.loss_mask: 0.7556, decode.d4.loss_dice: 1.0692, decode.d5.loss_cls: 0.7004, decode.d5.loss_mask: 0.7540, decode.d5.loss_dice: 1.0650, decode.d6.loss_cls: 0.6986, decode.d6.loss_mask: 0.7514, decode.d6.loss_dice: 1.0512, decode.d7.loss_cls: 0.6931, decode.d7.loss_mask: 0.7479, decode.d7.loss_dice: 1.0556, decode.d8.loss_cls: 0.6847, decode.d8.loss_mask: 0.7553, decode.d8.loss_dice: 1.0575, loss: 26.4429, grad_norm: 69.2646 +2023-11-06 16:26:41,072 - mmseg - INFO - Iter [16500/160000] lr: 8.969e-05, eta: 19:31:26, time: 0.508, data_time: 0.016, memory: 39436, decode.loss_cls: 0.6995, decode.loss_mask: 0.7242, decode.loss_dice: 1.0368, decode.d0.loss_cls: 1.6579, decode.d0.loss_mask: 0.7644, decode.d0.loss_dice: 1.1957, decode.d1.loss_cls: 0.8173, decode.d1.loss_mask: 0.7560, decode.d1.loss_dice: 1.1223, decode.d2.loss_cls: 0.7450, decode.d2.loss_mask: 0.7357, decode.d2.loss_dice: 1.0699, decode.d3.loss_cls: 0.7212, decode.d3.loss_mask: 0.7185, decode.d3.loss_dice: 1.0444, decode.d4.loss_cls: 0.7057, decode.d4.loss_mask: 0.7245, decode.d4.loss_dice: 1.0411, decode.d5.loss_cls: 0.7050, decode.d5.loss_mask: 0.7231, decode.d5.loss_dice: 1.0392, decode.d6.loss_cls: 0.6971, decode.d6.loss_mask: 0.7214, decode.d6.loss_dice: 1.0362, decode.d7.loss_cls: 0.6959, decode.d7.loss_mask: 0.7232, decode.d7.loss_dice: 1.0422, decode.d8.loss_cls: 0.6962, decode.d8.loss_mask: 0.7237, decode.d8.loss_dice: 1.0428, loss: 26.1259, grad_norm: 64.8029 +2023-11-06 16:27:06,936 - mmseg - INFO - Iter [16550/160000] lr: 8.966e-05, eta: 19:31:14, time: 0.519, data_time: 0.018, memory: 39436, decode.loss_cls: 0.6912, decode.loss_mask: 0.7262, decode.loss_dice: 1.0537, decode.d0.loss_cls: 1.6803, decode.d0.loss_mask: 0.7765, decode.d0.loss_dice: 1.2083, decode.d1.loss_cls: 0.8008, decode.d1.loss_mask: 0.7598, decode.d1.loss_dice: 1.1463, decode.d2.loss_cls: 0.7303, decode.d2.loss_mask: 0.7438, decode.d2.loss_dice: 1.0985, decode.d3.loss_cls: 0.7099, decode.d3.loss_mask: 0.7293, decode.d3.loss_dice: 1.0696, decode.d4.loss_cls: 0.6938, decode.d4.loss_mask: 0.7329, decode.d4.loss_dice: 1.0642, decode.d5.loss_cls: 0.6897, decode.d5.loss_mask: 0.7284, decode.d5.loss_dice: 1.0687, decode.d6.loss_cls: 0.6873, decode.d6.loss_mask: 0.7289, decode.d6.loss_dice: 1.0633, decode.d7.loss_cls: 0.6835, decode.d7.loss_mask: 0.7313, decode.d7.loss_dice: 1.0668, decode.d8.loss_cls: 0.6860, decode.d8.loss_mask: 0.7287, decode.d8.loss_dice: 1.0667, loss: 26.3444, grad_norm: 61.0637 +2023-11-06 16:27:33,569 - mmseg - INFO - Iter [16600/160000] lr: 8.963e-05, eta: 19:31:08, time: 0.533, data_time: 0.016, memory: 39436, decode.loss_cls: 0.7061, decode.loss_mask: 0.7425, decode.loss_dice: 1.0740, decode.d0.loss_cls: 1.6735, decode.d0.loss_mask: 0.7817, decode.d0.loss_dice: 1.2228, decode.d1.loss_cls: 0.8178, decode.d1.loss_mask: 0.7644, decode.d1.loss_dice: 1.1616, decode.d2.loss_cls: 0.7530, decode.d2.loss_mask: 0.7484, decode.d2.loss_dice: 1.1023, decode.d3.loss_cls: 0.7265, decode.d3.loss_mask: 0.7429, decode.d3.loss_dice: 1.0719, decode.d4.loss_cls: 0.7177, decode.d4.loss_mask: 0.7400, decode.d4.loss_dice: 1.0845, decode.d5.loss_cls: 0.7191, decode.d5.loss_mask: 0.7402, decode.d5.loss_dice: 1.0811, decode.d6.loss_cls: 0.7078, decode.d6.loss_mask: 0.7480, decode.d6.loss_dice: 1.0704, decode.d7.loss_cls: 0.7050, decode.d7.loss_mask: 0.7435, decode.d7.loss_dice: 1.0780, decode.d8.loss_cls: 0.7029, decode.d8.loss_mask: 0.7453, decode.d8.loss_dice: 1.0773, loss: 26.7504, grad_norm: 71.3830 +2023-11-06 16:27:59,471 - mmseg - INFO - Iter [16650/160000] lr: 8.959e-05, eta: 19:30:56, time: 0.518, data_time: 0.016, memory: 39436, decode.loss_cls: 0.6988, decode.loss_mask: 0.7134, decode.loss_dice: 1.0395, decode.d0.loss_cls: 1.6926, decode.d0.loss_mask: 0.7574, decode.d0.loss_dice: 1.1971, decode.d1.loss_cls: 0.8407, decode.d1.loss_mask: 0.7429, decode.d1.loss_dice: 1.1225, decode.d2.loss_cls: 0.7548, decode.d2.loss_mask: 0.7232, decode.d2.loss_dice: 1.0824, decode.d3.loss_cls: 0.7313, decode.d3.loss_mask: 0.7168, decode.d3.loss_dice: 1.0491, decode.d4.loss_cls: 0.7253, decode.d4.loss_mask: 0.7139, decode.d4.loss_dice: 1.0474, decode.d5.loss_cls: 0.7227, decode.d5.loss_mask: 0.7152, decode.d5.loss_dice: 1.0454, decode.d6.loss_cls: 0.7135, decode.d6.loss_mask: 0.7132, decode.d6.loss_dice: 1.0375, decode.d7.loss_cls: 0.7012, decode.d7.loss_mask: 0.7197, decode.d7.loss_dice: 1.0357, decode.d8.loss_cls: 0.7013, decode.d8.loss_mask: 0.7186, decode.d8.loss_dice: 1.0422, loss: 26.2151, grad_norm: 60.6285 +2023-11-06 16:28:24,983 - mmseg - INFO - Iter [16700/160000] lr: 8.956e-05, eta: 19:30:40, time: 0.510, data_time: 0.016, memory: 39436, decode.loss_cls: 0.6860, decode.loss_mask: 0.7232, decode.loss_dice: 1.0630, decode.d0.loss_cls: 1.6765, decode.d0.loss_mask: 0.7629, decode.d0.loss_dice: 1.1983, decode.d1.loss_cls: 0.8158, decode.d1.loss_mask: 0.7496, decode.d1.loss_dice: 1.1394, decode.d2.loss_cls: 0.7402, decode.d2.loss_mask: 0.7377, decode.d2.loss_dice: 1.0981, decode.d3.loss_cls: 0.7067, decode.d3.loss_mask: 0.7330, decode.d3.loss_dice: 1.0754, decode.d4.loss_cls: 0.7013, decode.d4.loss_mask: 0.7298, decode.d4.loss_dice: 1.0840, decode.d5.loss_cls: 0.6963, decode.d5.loss_mask: 0.7285, decode.d5.loss_dice: 1.0764, decode.d6.loss_cls: 0.6934, decode.d6.loss_mask: 0.7283, decode.d6.loss_dice: 1.0646, decode.d7.loss_cls: 0.6850, decode.d7.loss_mask: 0.7273, decode.d7.loss_dice: 1.0679, decode.d8.loss_cls: 0.6867, decode.d8.loss_mask: 0.7241, decode.d8.loss_dice: 1.0699, loss: 26.3693, grad_norm: 60.0687 +2023-11-06 16:28:59,733 - mmseg - INFO - Iter [16750/160000] lr: 8.953e-05, eta: 19:31:43, time: 0.695, data_time: 0.016, memory: 39436, decode.loss_cls: 0.6875, decode.loss_mask: 0.7480, decode.loss_dice: 1.0635, decode.d0.loss_cls: 1.6840, decode.d0.loss_mask: 0.7785, decode.d0.loss_dice: 1.2030, decode.d1.loss_cls: 0.7990, decode.d1.loss_mask: 0.7726, decode.d1.loss_dice: 1.1531, decode.d2.loss_cls: 0.7283, decode.d2.loss_mask: 0.7558, decode.d2.loss_dice: 1.1001, decode.d3.loss_cls: 0.7104, decode.d3.loss_mask: 0.7504, decode.d3.loss_dice: 1.0743, decode.d4.loss_cls: 0.6886, decode.d4.loss_mask: 0.7526, decode.d4.loss_dice: 1.0801, decode.d5.loss_cls: 0.6983, decode.d5.loss_mask: 0.7502, decode.d5.loss_dice: 1.0764, decode.d6.loss_cls: 0.6892, decode.d6.loss_mask: 0.7463, decode.d6.loss_dice: 1.0687, decode.d7.loss_cls: 0.6851, decode.d7.loss_mask: 0.7501, decode.d7.loss_dice: 1.0697, decode.d8.loss_cls: 0.6862, decode.d8.loss_mask: 0.7512, decode.d8.loss_dice: 1.0638, loss: 26.5650, grad_norm: 66.1874 +2023-11-06 16:29:24,609 - mmseg - INFO - Iter [16800/160000] lr: 8.950e-05, eta: 19:31:21, time: 0.497, data_time: 0.015, memory: 39436, decode.loss_cls: 0.7041, decode.loss_mask: 0.7280, decode.loss_dice: 1.0557, decode.d0.loss_cls: 1.6684, decode.d0.loss_mask: 0.7749, decode.d0.loss_dice: 1.2018, decode.d1.loss_cls: 0.8285, decode.d1.loss_mask: 0.7583, decode.d1.loss_dice: 1.1367, decode.d2.loss_cls: 0.7346, decode.d2.loss_mask: 0.7432, decode.d2.loss_dice: 1.0866, decode.d3.loss_cls: 0.7204, decode.d3.loss_mask: 0.7349, decode.d3.loss_dice: 1.0737, decode.d4.loss_cls: 0.7142, decode.d4.loss_mask: 0.7346, decode.d4.loss_dice: 1.0710, decode.d5.loss_cls: 0.7097, decode.d5.loss_mask: 0.7283, decode.d5.loss_dice: 1.0623, decode.d6.loss_cls: 0.7074, decode.d6.loss_mask: 0.7286, decode.d6.loss_dice: 1.0560, decode.d7.loss_cls: 0.7074, decode.d7.loss_mask: 0.7292, decode.d7.loss_dice: 1.0604, decode.d8.loss_cls: 0.7038, decode.d8.loss_mask: 0.7263, decode.d8.loss_dice: 1.0548, loss: 26.4435, grad_norm: 66.0898 +2023-11-06 16:29:48,629 - mmseg - INFO - Iter [16850/160000] lr: 8.947e-05, eta: 19:30:52, time: 0.480, data_time: 0.015, memory: 39436, decode.loss_cls: 0.7138, decode.loss_mask: 0.7524, decode.loss_dice: 1.1156, decode.d0.loss_cls: 1.6811, decode.d0.loss_mask: 0.7939, decode.d0.loss_dice: 1.2477, decode.d1.loss_cls: 0.8276, decode.d1.loss_mask: 0.7822, decode.d1.loss_dice: 1.1924, decode.d2.loss_cls: 0.7505, decode.d2.loss_mask: 0.7687, decode.d2.loss_dice: 1.1511, decode.d3.loss_cls: 0.7420, decode.d3.loss_mask: 0.7595, decode.d3.loss_dice: 1.1195, decode.d4.loss_cls: 0.7302, decode.d4.loss_mask: 0.7616, decode.d4.loss_dice: 1.1210, decode.d5.loss_cls: 0.7209, decode.d5.loss_mask: 0.7587, decode.d5.loss_dice: 1.1235, decode.d6.loss_cls: 0.7230, decode.d6.loss_mask: 0.7510, decode.d6.loss_dice: 1.1140, decode.d7.loss_cls: 0.7156, decode.d7.loss_mask: 0.7551, decode.d7.loss_dice: 1.1132, decode.d8.loss_cls: 0.7111, decode.d8.loss_mask: 0.7553, decode.d8.loss_dice: 1.1165, loss: 27.3687, grad_norm: 70.8168 +2023-11-06 16:30:12,139 - mmseg - INFO - Iter [16900/160000] lr: 8.944e-05, eta: 19:30:19, time: 0.470, data_time: 0.015, memory: 39436, decode.loss_cls: 0.6719, decode.loss_mask: 0.7574, decode.loss_dice: 1.0584, decode.d0.loss_cls: 1.6081, decode.d0.loss_mask: 0.8043, decode.d0.loss_dice: 1.1967, decode.d1.loss_cls: 0.8030, decode.d1.loss_mask: 0.7841, decode.d1.loss_dice: 1.1447, decode.d2.loss_cls: 0.7232, decode.d2.loss_mask: 0.7705, decode.d2.loss_dice: 1.0913, decode.d3.loss_cls: 0.6973, decode.d3.loss_mask: 0.7579, decode.d3.loss_dice: 1.0636, decode.d4.loss_cls: 0.6886, decode.d4.loss_mask: 0.7572, decode.d4.loss_dice: 1.0687, decode.d5.loss_cls: 0.6761, decode.d5.loss_mask: 0.7625, decode.d5.loss_dice: 1.0714, decode.d6.loss_cls: 0.6829, decode.d6.loss_mask: 0.7590, decode.d6.loss_dice: 1.0645, decode.d7.loss_cls: 0.6739, decode.d7.loss_mask: 0.7624, decode.d7.loss_dice: 1.0648, decode.d8.loss_cls: 0.6748, decode.d8.loss_mask: 0.7553, decode.d8.loss_dice: 1.0586, loss: 26.4534, grad_norm: 69.4886 +2023-11-06 16:30:35,508 - mmseg - INFO - Iter [16950/160000] lr: 8.941e-05, eta: 19:29:45, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7100, decode.loss_mask: 0.7477, decode.loss_dice: 1.0817, decode.d0.loss_cls: 1.6776, decode.d0.loss_mask: 0.7872, decode.d0.loss_dice: 1.2176, decode.d1.loss_cls: 0.8335, decode.d1.loss_mask: 0.7844, decode.d1.loss_dice: 1.1566, decode.d2.loss_cls: 0.7584, decode.d2.loss_mask: 0.7610, decode.d2.loss_dice: 1.1072, decode.d3.loss_cls: 0.7450, decode.d3.loss_mask: 0.7533, decode.d3.loss_dice: 1.0759, decode.d4.loss_cls: 0.7334, decode.d4.loss_mask: 0.7469, decode.d4.loss_dice: 1.0881, decode.d5.loss_cls: 0.7301, decode.d5.loss_mask: 0.7459, decode.d5.loss_dice: 1.0872, decode.d6.loss_cls: 0.7186, decode.d6.loss_mask: 0.7444, decode.d6.loss_dice: 1.0848, decode.d7.loss_cls: 0.7077, decode.d7.loss_mask: 0.7480, decode.d7.loss_dice: 1.0814, decode.d8.loss_cls: 0.7103, decode.d8.loss_mask: 0.7478, decode.d8.loss_dice: 1.0759, loss: 26.9477, grad_norm: 71.2122 +2023-11-06 16:30:58,935 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 16:30:58,935 - mmseg - INFO - Iter [17000/160000] lr: 8.938e-05, eta: 19:29:11, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7050, decode.loss_mask: 0.7230, decode.loss_dice: 1.0699, decode.d0.loss_cls: 1.6739, decode.d0.loss_mask: 0.7625, decode.d0.loss_dice: 1.2238, decode.d1.loss_cls: 0.8302, decode.d1.loss_mask: 0.7519, decode.d1.loss_dice: 1.1653, decode.d2.loss_cls: 0.7636, decode.d2.loss_mask: 0.7361, decode.d2.loss_dice: 1.1012, decode.d3.loss_cls: 0.7343, decode.d3.loss_mask: 0.7239, decode.d3.loss_dice: 1.0762, decode.d4.loss_cls: 0.7242, decode.d4.loss_mask: 0.7239, decode.d4.loss_dice: 1.0770, decode.d5.loss_cls: 0.7172, decode.d5.loss_mask: 0.7238, decode.d5.loss_dice: 1.0680, decode.d6.loss_cls: 0.7153, decode.d6.loss_mask: 0.7230, decode.d6.loss_dice: 1.0704, decode.d7.loss_cls: 0.7088, decode.d7.loss_mask: 0.7203, decode.d7.loss_dice: 1.0711, decode.d8.loss_cls: 0.7070, decode.d8.loss_mask: 0.7223, decode.d8.loss_dice: 1.0698, loss: 26.5831, grad_norm: 63.2026 +2023-11-06 16:31:21,983 - mmseg - INFO - Iter [17050/160000] lr: 8.934e-05, eta: 19:28:34, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6601, decode.loss_mask: 0.7497, decode.loss_dice: 1.0320, decode.d0.loss_cls: 1.6207, decode.d0.loss_mask: 0.7817, decode.d0.loss_dice: 1.1670, decode.d1.loss_cls: 0.7747, decode.d1.loss_mask: 0.7793, decode.d1.loss_dice: 1.1178, decode.d2.loss_cls: 0.7050, decode.d2.loss_mask: 0.7563, decode.d2.loss_dice: 1.0655, decode.d3.loss_cls: 0.6871, decode.d3.loss_mask: 0.7535, decode.d3.loss_dice: 1.0317, decode.d4.loss_cls: 0.6831, decode.d4.loss_mask: 0.7523, decode.d4.loss_dice: 1.0376, decode.d5.loss_cls: 0.6744, decode.d5.loss_mask: 0.7499, decode.d5.loss_dice: 1.0401, decode.d6.loss_cls: 0.6730, decode.d6.loss_mask: 0.7486, decode.d6.loss_dice: 1.0320, decode.d7.loss_cls: 0.6629, decode.d7.loss_mask: 0.7488, decode.d7.loss_dice: 1.0358, decode.d8.loss_cls: 0.6670, decode.d8.loss_mask: 0.7483, decode.d8.loss_dice: 1.0316, loss: 25.9676, grad_norm: 69.6865 +2023-11-06 16:31:45,063 - mmseg - INFO - Iter [17100/160000] lr: 8.931e-05, eta: 19:27:57, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7101, decode.loss_mask: 0.7299, decode.loss_dice: 1.0841, decode.d0.loss_cls: 1.6937, decode.d0.loss_mask: 0.7737, decode.d0.loss_dice: 1.2311, decode.d1.loss_cls: 0.8269, decode.d1.loss_mask: 0.7552, decode.d1.loss_dice: 1.1649, decode.d2.loss_cls: 0.7608, decode.d2.loss_mask: 0.7422, decode.d2.loss_dice: 1.1108, decode.d3.loss_cls: 0.7354, decode.d3.loss_mask: 0.7293, decode.d3.loss_dice: 1.0868, decode.d4.loss_cls: 0.7283, decode.d4.loss_mask: 0.7268, decode.d4.loss_dice: 1.0900, decode.d5.loss_cls: 0.7163, decode.d5.loss_mask: 0.7313, decode.d5.loss_dice: 1.0915, decode.d6.loss_cls: 0.7063, decode.d6.loss_mask: 0.7297, decode.d6.loss_dice: 1.0890, decode.d7.loss_cls: 0.7093, decode.d7.loss_mask: 0.7315, decode.d7.loss_dice: 1.0970, decode.d8.loss_cls: 0.7129, decode.d8.loss_mask: 0.7303, decode.d8.loss_dice: 1.0864, loss: 26.8115, grad_norm: 67.1730 +2023-11-06 16:32:08,302 - mmseg - INFO - Iter [17150/160000] lr: 8.928e-05, eta: 19:27:22, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6977, decode.loss_mask: 0.7366, decode.loss_dice: 1.0506, decode.d0.loss_cls: 1.6869, decode.d0.loss_mask: 0.7725, decode.d0.loss_dice: 1.1893, decode.d1.loss_cls: 0.8188, decode.d1.loss_mask: 0.7574, decode.d1.loss_dice: 1.1276, decode.d2.loss_cls: 0.7603, decode.d2.loss_mask: 0.7437, decode.d2.loss_dice: 1.0791, decode.d3.loss_cls: 0.7363, decode.d3.loss_mask: 0.7317, decode.d3.loss_dice: 1.0572, decode.d4.loss_cls: 0.7206, decode.d4.loss_mask: 0.7317, decode.d4.loss_dice: 1.0583, decode.d5.loss_cls: 0.7109, decode.d5.loss_mask: 0.7326, decode.d5.loss_dice: 1.0551, decode.d6.loss_cls: 0.7088, decode.d6.loss_mask: 0.7339, decode.d6.loss_dice: 1.0493, decode.d7.loss_cls: 0.7016, decode.d7.loss_mask: 0.7342, decode.d7.loss_dice: 1.0539, decode.d8.loss_cls: 0.6971, decode.d8.loss_mask: 0.7385, decode.d8.loss_dice: 1.0616, loss: 26.4340, grad_norm: 60.1281 +2023-11-06 16:32:31,258 - mmseg - INFO - Iter [17200/160000] lr: 8.925e-05, eta: 19:26:45, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6787, decode.loss_mask: 0.7733, decode.loss_dice: 1.0700, decode.d0.loss_cls: 1.6374, decode.d0.loss_mask: 0.8140, decode.d0.loss_dice: 1.2056, decode.d1.loss_cls: 0.7982, decode.d1.loss_mask: 0.8049, decode.d1.loss_dice: 1.1517, decode.d2.loss_cls: 0.7284, decode.d2.loss_mask: 0.7850, decode.d2.loss_dice: 1.1078, decode.d3.loss_cls: 0.7022, decode.d3.loss_mask: 0.7775, decode.d3.loss_dice: 1.0832, decode.d4.loss_cls: 0.6957, decode.d4.loss_mask: 0.7741, decode.d4.loss_dice: 1.0810, decode.d5.loss_cls: 0.6904, decode.d5.loss_mask: 0.7781, decode.d5.loss_dice: 1.0736, decode.d6.loss_cls: 0.6957, decode.d6.loss_mask: 0.7716, decode.d6.loss_dice: 1.0685, decode.d7.loss_cls: 0.6845, decode.d7.loss_mask: 0.7743, decode.d7.loss_dice: 1.0694, decode.d8.loss_cls: 0.6802, decode.d8.loss_mask: 0.7763, decode.d8.loss_dice: 1.0688, loss: 26.8003, grad_norm: 77.1358 +2023-11-06 16:32:54,689 - mmseg - INFO - Iter [17250/160000] lr: 8.922e-05, eta: 19:26:11, time: 0.469, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6983, decode.loss_mask: 0.7223, decode.loss_dice: 1.0388, decode.d0.loss_cls: 1.6734, decode.d0.loss_mask: 0.7642, decode.d0.loss_dice: 1.1797, decode.d1.loss_cls: 0.8153, decode.d1.loss_mask: 0.7570, decode.d1.loss_dice: 1.1226, decode.d2.loss_cls: 0.7432, decode.d2.loss_mask: 0.7335, decode.d2.loss_dice: 1.0748, decode.d3.loss_cls: 0.7200, decode.d3.loss_mask: 0.7263, decode.d3.loss_dice: 1.0467, decode.d4.loss_cls: 0.7167, decode.d4.loss_mask: 0.7284, decode.d4.loss_dice: 1.0440, decode.d5.loss_cls: 0.7025, decode.d5.loss_mask: 0.7269, decode.d5.loss_dice: 1.0457, decode.d6.loss_cls: 0.7085, decode.d6.loss_mask: 0.7246, decode.d6.loss_dice: 1.0337, decode.d7.loss_cls: 0.7045, decode.d7.loss_mask: 0.7210, decode.d7.loss_dice: 1.0382, decode.d8.loss_cls: 0.7070, decode.d8.loss_mask: 0.7222, decode.d8.loss_dice: 1.0438, loss: 26.1836, grad_norm: 68.1848 +2023-11-06 16:33:17,917 - mmseg - INFO - Iter [17300/160000] lr: 8.919e-05, eta: 19:25:36, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7133, decode.loss_mask: 0.7237, decode.loss_dice: 1.0357, decode.d0.loss_cls: 1.6857, decode.d0.loss_mask: 0.7648, decode.d0.loss_dice: 1.1858, decode.d1.loss_cls: 0.8430, decode.d1.loss_mask: 0.7568, decode.d1.loss_dice: 1.1248, decode.d2.loss_cls: 0.7742, decode.d2.loss_mask: 0.7294, decode.d2.loss_dice: 1.0766, decode.d3.loss_cls: 0.7506, decode.d3.loss_mask: 0.7215, decode.d3.loss_dice: 1.0435, decode.d4.loss_cls: 0.7407, decode.d4.loss_mask: 0.7215, decode.d4.loss_dice: 1.0501, decode.d5.loss_cls: 0.7314, decode.d5.loss_mask: 0.7204, decode.d5.loss_dice: 1.0460, decode.d6.loss_cls: 0.7229, decode.d6.loss_mask: 0.7227, decode.d6.loss_dice: 1.0433, decode.d7.loss_cls: 0.7161, decode.d7.loss_mask: 0.7210, decode.d7.loss_dice: 1.0389, decode.d8.loss_cls: 0.7149, decode.d8.loss_mask: 0.7198, decode.d8.loss_dice: 1.0367, loss: 26.3759, grad_norm: 61.6356 +2023-11-06 16:33:41,444 - mmseg - INFO - Iter [17350/160000] lr: 8.916e-05, eta: 19:25:04, time: 0.471, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6937, decode.loss_mask: 0.7263, decode.loss_dice: 1.0735, decode.d0.loss_cls: 1.6776, decode.d0.loss_mask: 0.7668, decode.d0.loss_dice: 1.2021, decode.d1.loss_cls: 0.8271, decode.d1.loss_mask: 0.7490, decode.d1.loss_dice: 1.1477, decode.d2.loss_cls: 0.7576, decode.d2.loss_mask: 0.7238, decode.d2.loss_dice: 1.1031, decode.d3.loss_cls: 0.7220, decode.d3.loss_mask: 0.7260, decode.d3.loss_dice: 1.0807, decode.d4.loss_cls: 0.7078, decode.d4.loss_mask: 0.7247, decode.d4.loss_dice: 1.0832, decode.d5.loss_cls: 0.7123, decode.d5.loss_mask: 0.7283, decode.d5.loss_dice: 1.0764, decode.d6.loss_cls: 0.7034, decode.d6.loss_mask: 0.7207, decode.d6.loss_dice: 1.0731, decode.d7.loss_cls: 0.6917, decode.d7.loss_mask: 0.7301, decode.d7.loss_dice: 1.0703, decode.d8.loss_cls: 0.6939, decode.d8.loss_mask: 0.7262, decode.d8.loss_dice: 1.0746, loss: 26.4934, grad_norm: 68.5033 +2023-11-06 16:34:04,734 - mmseg - INFO - Iter [17400/160000] lr: 8.913e-05, eta: 19:24:29, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7185, decode.loss_mask: 0.7722, decode.loss_dice: 1.0910, decode.d0.loss_cls: 1.7051, decode.d0.loss_mask: 0.8075, decode.d0.loss_dice: 1.2298, decode.d1.loss_cls: 0.8478, decode.d1.loss_mask: 0.7970, decode.d1.loss_dice: 1.1885, decode.d2.loss_cls: 0.7692, decode.d2.loss_mask: 0.7777, decode.d2.loss_dice: 1.1334, decode.d3.loss_cls: 0.7458, decode.d3.loss_mask: 0.7708, decode.d3.loss_dice: 1.1065, decode.d4.loss_cls: 0.7349, decode.d4.loss_mask: 0.7691, decode.d4.loss_dice: 1.1079, decode.d5.loss_cls: 0.7212, decode.d5.loss_mask: 0.7733, decode.d5.loss_dice: 1.1119, decode.d6.loss_cls: 0.7244, decode.d6.loss_mask: 0.7714, decode.d6.loss_dice: 1.1021, decode.d7.loss_cls: 0.7081, decode.d7.loss_mask: 0.7774, decode.d7.loss_dice: 1.1100, decode.d8.loss_cls: 0.7150, decode.d8.loss_mask: 0.7731, decode.d8.loss_dice: 1.0978, loss: 27.4585, grad_norm: 73.7146 +2023-11-06 16:34:27,891 - mmseg - INFO - Iter [17450/160000] lr: 8.909e-05, eta: 19:23:54, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7110, decode.loss_mask: 0.7467, decode.loss_dice: 1.0586, decode.d0.loss_cls: 1.7235, decode.d0.loss_mask: 0.7724, decode.d0.loss_dice: 1.2031, decode.d1.loss_cls: 0.8395, decode.d1.loss_mask: 0.7653, decode.d1.loss_dice: 1.1221, decode.d2.loss_cls: 0.7685, decode.d2.loss_mask: 0.7469, decode.d2.loss_dice: 1.0810, decode.d3.loss_cls: 0.7387, decode.d3.loss_mask: 0.7464, decode.d3.loss_dice: 1.0549, decode.d4.loss_cls: 0.7264, decode.d4.loss_mask: 0.7471, decode.d4.loss_dice: 1.0651, decode.d5.loss_cls: 0.7222, decode.d5.loss_mask: 0.7449, decode.d5.loss_dice: 1.0626, decode.d6.loss_cls: 0.7207, decode.d6.loss_mask: 0.7465, decode.d6.loss_dice: 1.0605, decode.d7.loss_cls: 0.7105, decode.d7.loss_mask: 0.7470, decode.d7.loss_dice: 1.0592, decode.d8.loss_cls: 0.7158, decode.d8.loss_mask: 0.7424, decode.d8.loss_dice: 1.0517, loss: 26.7013, grad_norm: 66.1408 +2023-11-06 16:34:50,970 - mmseg - INFO - Iter [17500/160000] lr: 8.906e-05, eta: 19:23:18, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7268, decode.loss_mask: 0.7644, decode.loss_dice: 1.1021, decode.d0.loss_cls: 1.6908, decode.d0.loss_mask: 0.8046, decode.d0.loss_dice: 1.2513, decode.d1.loss_cls: 0.8624, decode.d1.loss_mask: 0.7861, decode.d1.loss_dice: 1.1890, decode.d2.loss_cls: 0.7750, decode.d2.loss_mask: 0.7717, decode.d2.loss_dice: 1.1356, decode.d3.loss_cls: 0.7535, decode.d3.loss_mask: 0.7626, decode.d3.loss_dice: 1.1103, decode.d4.loss_cls: 0.7486, decode.d4.loss_mask: 0.7638, decode.d4.loss_dice: 1.1174, decode.d5.loss_cls: 0.7335, decode.d5.loss_mask: 0.7647, decode.d5.loss_dice: 1.1163, decode.d6.loss_cls: 0.7355, decode.d6.loss_mask: 0.7606, decode.d6.loss_dice: 1.1083, decode.d7.loss_cls: 0.7284, decode.d7.loss_mask: 0.7640, decode.d7.loss_dice: 1.1069, decode.d8.loss_cls: 0.7237, decode.d8.loss_mask: 0.7665, decode.d8.loss_dice: 1.1148, loss: 27.5390, grad_norm: 68.4755 +2023-11-06 16:35:14,197 - mmseg - INFO - Iter [17550/160000] lr: 8.903e-05, eta: 19:22:43, time: 0.465, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7292, decode.loss_mask: 0.7335, decode.loss_dice: 1.0985, decode.d0.loss_cls: 1.7068, decode.d0.loss_mask: 0.7702, decode.d0.loss_dice: 1.2227, decode.d1.loss_cls: 0.8452, decode.d1.loss_mask: 0.7703, decode.d1.loss_dice: 1.1783, decode.d2.loss_cls: 0.7744, decode.d2.loss_mask: 0.7469, decode.d2.loss_dice: 1.1343, decode.d3.loss_cls: 0.7602, decode.d3.loss_mask: 0.7398, decode.d3.loss_dice: 1.1003, decode.d4.loss_cls: 0.7416, decode.d4.loss_mask: 0.7365, decode.d4.loss_dice: 1.1063, decode.d5.loss_cls: 0.7389, decode.d5.loss_mask: 0.7384, decode.d5.loss_dice: 1.1048, decode.d6.loss_cls: 0.7372, decode.d6.loss_mask: 0.7326, decode.d6.loss_dice: 1.0922, decode.d7.loss_cls: 0.7311, decode.d7.loss_mask: 0.7308, decode.d7.loss_dice: 1.0983, decode.d8.loss_cls: 0.7323, decode.d8.loss_mask: 0.7336, decode.d8.loss_dice: 1.1022, loss: 27.1672, grad_norm: 61.2406 +2023-11-06 16:35:37,311 - mmseg - INFO - Iter [17600/160000] lr: 8.900e-05, eta: 19:22:07, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6700, decode.loss_mask: 0.7383, decode.loss_dice: 1.0717, decode.d0.loss_cls: 1.6704, decode.d0.loss_mask: 0.7673, decode.d0.loss_dice: 1.1972, decode.d1.loss_cls: 0.7986, decode.d1.loss_mask: 0.7630, decode.d1.loss_dice: 1.1525, decode.d2.loss_cls: 0.7177, decode.d2.loss_mask: 0.7460, decode.d2.loss_dice: 1.1117, decode.d3.loss_cls: 0.6954, decode.d3.loss_mask: 0.7358, decode.d3.loss_dice: 1.0723, decode.d4.loss_cls: 0.6837, decode.d4.loss_mask: 0.7374, decode.d4.loss_dice: 1.0824, decode.d5.loss_cls: 0.6813, decode.d5.loss_mask: 0.7403, decode.d5.loss_dice: 1.0762, decode.d6.loss_cls: 0.6778, decode.d6.loss_mask: 0.7402, decode.d6.loss_dice: 1.0664, decode.d7.loss_cls: 0.6784, decode.d7.loss_mask: 0.7366, decode.d7.loss_dice: 1.0714, decode.d8.loss_cls: 0.6797, decode.d8.loss_mask: 0.7345, decode.d8.loss_dice: 1.0683, loss: 26.3623, grad_norm: 65.4874 +2023-11-06 16:36:00,346 - mmseg - INFO - Iter [17650/160000] lr: 8.897e-05, eta: 19:21:31, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.7102, decode.loss_mask: 0.7322, decode.loss_dice: 1.0811, decode.d0.loss_cls: 1.6639, decode.d0.loss_mask: 0.7647, decode.d0.loss_dice: 1.2189, decode.d1.loss_cls: 0.8210, decode.d1.loss_mask: 0.7559, decode.d1.loss_dice: 1.1660, decode.d2.loss_cls: 0.7537, decode.d2.loss_mask: 0.7394, decode.d2.loss_dice: 1.1186, decode.d3.loss_cls: 0.7279, decode.d3.loss_mask: 0.7298, decode.d3.loss_dice: 1.0902, decode.d4.loss_cls: 0.7212, decode.d4.loss_mask: 0.7322, decode.d4.loss_dice: 1.0895, decode.d5.loss_cls: 0.7218, decode.d5.loss_mask: 0.7356, decode.d5.loss_dice: 1.0937, decode.d6.loss_cls: 0.7134, decode.d6.loss_mask: 0.7326, decode.d6.loss_dice: 1.0849, decode.d7.loss_cls: 0.7157, decode.d7.loss_mask: 0.7334, decode.d7.loss_dice: 1.0848, decode.d8.loss_cls: 0.7193, decode.d8.loss_mask: 0.7315, decode.d8.loss_dice: 1.0823, loss: 26.7656, grad_norm: 62.5769 +2023-11-06 16:36:26,073 - mmseg - INFO - Iter [17700/160000] lr: 8.894e-05, eta: 19:21:17, time: 0.515, data_time: 0.059, memory: 39436, decode.loss_cls: 0.7012, decode.loss_mask: 0.7581, decode.loss_dice: 1.0932, decode.d0.loss_cls: 1.6733, decode.d0.loss_mask: 0.7865, decode.d0.loss_dice: 1.2287, decode.d1.loss_cls: 0.8097, decode.d1.loss_mask: 0.7787, decode.d1.loss_dice: 1.1748, decode.d2.loss_cls: 0.7472, decode.d2.loss_mask: 0.7627, decode.d2.loss_dice: 1.1338, decode.d3.loss_cls: 0.7280, decode.d3.loss_mask: 0.7590, decode.d3.loss_dice: 1.1087, decode.d4.loss_cls: 0.7220, decode.d4.loss_mask: 0.7596, decode.d4.loss_dice: 1.1104, decode.d5.loss_cls: 0.7208, decode.d5.loss_mask: 0.7556, decode.d5.loss_dice: 1.1030, decode.d6.loss_cls: 0.7156, decode.d6.loss_mask: 0.7545, decode.d6.loss_dice: 1.0947, decode.d7.loss_cls: 0.7110, decode.d7.loss_mask: 0.7562, decode.d7.loss_dice: 1.0998, decode.d8.loss_cls: 0.7087, decode.d8.loss_mask: 0.7606, decode.d8.loss_dice: 1.0951, loss: 27.1111, grad_norm: 64.6328 +2023-11-06 16:36:49,267 - mmseg - INFO - Iter [17750/160000] lr: 8.891e-05, eta: 19:20:42, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6633, decode.loss_mask: 0.7285, decode.loss_dice: 1.0394, decode.d0.loss_cls: 1.6085, decode.d0.loss_mask: 0.7722, decode.d0.loss_dice: 1.1830, decode.d1.loss_cls: 0.7752, decode.d1.loss_mask: 0.7653, decode.d1.loss_dice: 1.1257, decode.d2.loss_cls: 0.7101, decode.d2.loss_mask: 0.7445, decode.d2.loss_dice: 1.0830, decode.d3.loss_cls: 0.6923, decode.d3.loss_mask: 0.7355, decode.d3.loss_dice: 1.0494, decode.d4.loss_cls: 0.6841, decode.d4.loss_mask: 0.7332, decode.d4.loss_dice: 1.0580, decode.d5.loss_cls: 0.6701, decode.d5.loss_mask: 0.7334, decode.d5.loss_dice: 1.0482, decode.d6.loss_cls: 0.6605, decode.d6.loss_mask: 0.7318, decode.d6.loss_dice: 1.0419, decode.d7.loss_cls: 0.6578, decode.d7.loss_mask: 0.7289, decode.d7.loss_dice: 1.0414, decode.d8.loss_cls: 0.6601, decode.d8.loss_mask: 0.7266, decode.d8.loss_dice: 1.0434, loss: 25.8955, grad_norm: 72.4298 +2023-11-06 16:37:12,690 - mmseg - INFO - Iter [17800/160000] lr: 8.888e-05, eta: 19:20:09, time: 0.468, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6574, decode.loss_mask: 0.7158, decode.loss_dice: 1.0624, decode.d0.loss_cls: 1.6130, decode.d0.loss_mask: 0.7675, decode.d0.loss_dice: 1.2016, decode.d1.loss_cls: 0.7851, decode.d1.loss_mask: 0.7451, decode.d1.loss_dice: 1.1382, decode.d2.loss_cls: 0.7039, decode.d2.loss_mask: 0.7289, decode.d2.loss_dice: 1.0975, decode.d3.loss_cls: 0.6901, decode.d3.loss_mask: 0.7283, decode.d3.loss_dice: 1.0669, decode.d4.loss_cls: 0.6746, decode.d4.loss_mask: 0.7274, decode.d4.loss_dice: 1.0724, decode.d5.loss_cls: 0.6735, decode.d5.loss_mask: 0.7198, decode.d5.loss_dice: 1.0691, decode.d6.loss_cls: 0.6733, decode.d6.loss_mask: 0.7177, decode.d6.loss_dice: 1.0521, decode.d7.loss_cls: 0.6622, decode.d7.loss_mask: 0.7195, decode.d7.loss_dice: 1.0592, decode.d8.loss_cls: 0.6599, decode.d8.loss_mask: 0.7204, decode.d8.loss_dice: 1.0622, loss: 25.9650, grad_norm: 64.2435 +2023-11-06 16:37:35,947 - mmseg - INFO - Iter [17850/160000] lr: 8.884e-05, eta: 19:19:35, time: 0.465, data_time: 0.014, memory: 39436, decode.loss_cls: 0.7238, decode.loss_mask: 0.7015, decode.loss_dice: 1.0752, decode.d0.loss_cls: 1.7154, decode.d0.loss_mask: 0.7426, decode.d0.loss_dice: 1.2283, decode.d1.loss_cls: 0.8454, decode.d1.loss_mask: 0.7332, decode.d1.loss_dice: 1.1672, decode.d2.loss_cls: 0.7668, decode.d2.loss_mask: 0.7128, decode.d2.loss_dice: 1.1105, decode.d3.loss_cls: 0.7551, decode.d3.loss_mask: 0.7049, decode.d3.loss_dice: 1.0824, decode.d4.loss_cls: 0.7409, decode.d4.loss_mask: 0.7025, decode.d4.loss_dice: 1.0895, decode.d5.loss_cls: 0.7417, decode.d5.loss_mask: 0.7036, decode.d5.loss_dice: 1.0848, decode.d6.loss_cls: 0.7339, decode.d6.loss_mask: 0.7028, decode.d6.loss_dice: 1.0782, decode.d7.loss_cls: 0.7278, decode.d7.loss_mask: 0.7050, decode.d7.loss_dice: 1.0779, decode.d8.loss_cls: 0.7247, decode.d8.loss_mask: 0.7034, decode.d8.loss_dice: 1.0835, loss: 26.6651, grad_norm: 63.5446 +2023-11-06 16:37:59,701 - mmseg - INFO - Iter [17900/160000] lr: 8.881e-05, eta: 19:19:05, time: 0.475, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6857, decode.loss_mask: 0.7193, decode.loss_dice: 1.0629, decode.d0.loss_cls: 1.6435, decode.d0.loss_mask: 0.7697, decode.d0.loss_dice: 1.2027, decode.d1.loss_cls: 0.8016, decode.d1.loss_mask: 0.7456, decode.d1.loss_dice: 1.1431, decode.d2.loss_cls: 0.7267, decode.d2.loss_mask: 0.7306, decode.d2.loss_dice: 1.1034, decode.d3.loss_cls: 0.7002, decode.d3.loss_mask: 0.7267, decode.d3.loss_dice: 1.0698, decode.d4.loss_cls: 0.6907, decode.d4.loss_mask: 0.7239, decode.d4.loss_dice: 1.0773, decode.d5.loss_cls: 0.6956, decode.d5.loss_mask: 0.7215, decode.d5.loss_dice: 1.0728, decode.d6.loss_cls: 0.6831, decode.d6.loss_mask: 0.7210, decode.d6.loss_dice: 1.0694, decode.d7.loss_cls: 0.6847, decode.d7.loss_mask: 0.7166, decode.d7.loss_dice: 1.0659, decode.d8.loss_cls: 0.6866, decode.d8.loss_mask: 0.7156, decode.d8.loss_dice: 1.0662, loss: 26.2224, grad_norm: 60.0564 +2023-11-06 16:38:23,046 - mmseg - INFO - Iter [17950/160000] lr: 8.878e-05, eta: 19:18:31, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6949, decode.loss_mask: 0.7227, decode.loss_dice: 1.0935, decode.d0.loss_cls: 1.6516, decode.d0.loss_mask: 0.7618, decode.d0.loss_dice: 1.2369, decode.d1.loss_cls: 0.8234, decode.d1.loss_mask: 0.7491, decode.d1.loss_dice: 1.1668, decode.d2.loss_cls: 0.7475, decode.d2.loss_mask: 0.7381, decode.d2.loss_dice: 1.1288, decode.d3.loss_cls: 0.7262, decode.d3.loss_mask: 0.7277, decode.d3.loss_dice: 1.1001, decode.d4.loss_cls: 0.7140, decode.d4.loss_mask: 0.7251, decode.d4.loss_dice: 1.1049, decode.d5.loss_cls: 0.7130, decode.d5.loss_mask: 0.7204, decode.d5.loss_dice: 1.1059, decode.d6.loss_cls: 0.7036, decode.d6.loss_mask: 0.7249, decode.d6.loss_dice: 1.0998, decode.d7.loss_cls: 0.6924, decode.d7.loss_mask: 0.7246, decode.d7.loss_dice: 1.1033, decode.d8.loss_cls: 0.6950, decode.d8.loss_mask: 0.7228, decode.d8.loss_dice: 1.1027, loss: 26.7213, grad_norm: 64.8845 +2023-11-06 16:38:46,181 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 16:38:46,181 - mmseg - INFO - Iter [18000/160000] lr: 8.875e-05, eta: 19:17:56, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6903, decode.loss_mask: 0.7395, decode.loss_dice: 1.0507, decode.d0.loss_cls: 1.6547, decode.d0.loss_mask: 0.7779, decode.d0.loss_dice: 1.1964, decode.d1.loss_cls: 0.8237, decode.d1.loss_mask: 0.7668, decode.d1.loss_dice: 1.1318, decode.d2.loss_cls: 0.7390, decode.d2.loss_mask: 0.7478, decode.d2.loss_dice: 1.0924, decode.d3.loss_cls: 0.7230, decode.d3.loss_mask: 0.7369, decode.d3.loss_dice: 1.0517, decode.d4.loss_cls: 0.7123, decode.d4.loss_mask: 0.7371, decode.d4.loss_dice: 1.0642, decode.d5.loss_cls: 0.7033, decode.d5.loss_mask: 0.7385, decode.d5.loss_dice: 1.0619, decode.d6.loss_cls: 0.6942, decode.d6.loss_mask: 0.7371, decode.d6.loss_dice: 1.0571, decode.d7.loss_cls: 0.6967, decode.d7.loss_mask: 0.7452, decode.d7.loss_dice: 1.0580, decode.d8.loss_cls: 0.6927, decode.d8.loss_mask: 0.7435, decode.d8.loss_dice: 1.0523, loss: 26.4164, grad_norm: 70.9139 +2023-11-06 16:39:09,395 - mmseg - INFO - Iter [18050/160000] lr: 8.872e-05, eta: 19:17:22, time: 0.464, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6734, decode.loss_mask: 0.7061, decode.loss_dice: 1.0095, decode.d0.loss_cls: 1.6589, decode.d0.loss_mask: 0.7502, decode.d0.loss_dice: 1.1488, decode.d1.loss_cls: 0.8034, decode.d1.loss_mask: 0.7318, decode.d1.loss_dice: 1.0880, decode.d2.loss_cls: 0.7106, decode.d2.loss_mask: 0.7173, decode.d2.loss_dice: 1.0503, decode.d3.loss_cls: 0.6943, decode.d3.loss_mask: 0.7148, decode.d3.loss_dice: 1.0231, decode.d4.loss_cls: 0.6920, decode.d4.loss_mask: 0.7101, decode.d4.loss_dice: 1.0156, decode.d5.loss_cls: 0.6809, decode.d5.loss_mask: 0.7092, decode.d5.loss_dice: 1.0225, decode.d6.loss_cls: 0.6782, decode.d6.loss_mask: 0.7063, decode.d6.loss_dice: 1.0095, decode.d7.loss_cls: 0.6716, decode.d7.loss_mask: 0.7051, decode.d7.loss_dice: 1.0143, decode.d8.loss_cls: 0.6744, decode.d8.loss_mask: 0.7073, decode.d8.loss_dice: 1.0158, loss: 25.4933, grad_norm: 69.4249 +2023-11-06 16:39:32,576 - mmseg - INFO - Iter [18100/160000] lr: 8.869e-05, eta: 19:16:47, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6600, decode.loss_mask: 0.7145, decode.loss_dice: 1.0311, decode.d0.loss_cls: 1.6560, decode.d0.loss_mask: 0.7483, decode.d0.loss_dice: 1.1569, decode.d1.loss_cls: 0.7838, decode.d1.loss_mask: 0.7384, decode.d1.loss_dice: 1.1008, decode.d2.loss_cls: 0.7101, decode.d2.loss_mask: 0.7203, decode.d2.loss_dice: 1.0654, decode.d3.loss_cls: 0.6812, decode.d3.loss_mask: 0.7122, decode.d3.loss_dice: 1.0354, decode.d4.loss_cls: 0.6760, decode.d4.loss_mask: 0.7133, decode.d4.loss_dice: 1.0336, decode.d5.loss_cls: 0.6687, decode.d5.loss_mask: 0.7171, decode.d5.loss_dice: 1.0355, decode.d6.loss_cls: 0.6599, decode.d6.loss_mask: 0.7143, decode.d6.loss_dice: 1.0296, decode.d7.loss_cls: 0.6643, decode.d7.loss_mask: 0.7128, decode.d7.loss_dice: 1.0311, decode.d8.loss_cls: 0.6592, decode.d8.loss_mask: 0.7120, decode.d8.loss_dice: 1.0365, loss: 25.5782, grad_norm: 61.4006 +2023-11-06 16:39:56,203 - mmseg - INFO - Iter [18150/160000] lr: 8.866e-05, eta: 19:16:16, time: 0.474, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6868, decode.loss_mask: 0.7474, decode.loss_dice: 1.1031, decode.d0.loss_cls: 1.6609, decode.d0.loss_mask: 0.7838, decode.d0.loss_dice: 1.2465, decode.d1.loss_cls: 0.8213, decode.d1.loss_mask: 0.7708, decode.d1.loss_dice: 1.1886, decode.d2.loss_cls: 0.7434, decode.d2.loss_mask: 0.7499, decode.d2.loss_dice: 1.1379, decode.d3.loss_cls: 0.7145, decode.d3.loss_mask: 0.7468, decode.d3.loss_dice: 1.1133, decode.d4.loss_cls: 0.7003, decode.d4.loss_mask: 0.7463, decode.d4.loss_dice: 1.1199, decode.d5.loss_cls: 0.7081, decode.d5.loss_mask: 0.7443, decode.d5.loss_dice: 1.1079, decode.d6.loss_cls: 0.6892, decode.d6.loss_mask: 0.7447, decode.d6.loss_dice: 1.1063, decode.d7.loss_cls: 0.6928, decode.d7.loss_mask: 0.7464, decode.d7.loss_dice: 1.1017, decode.d8.loss_cls: 0.6927, decode.d8.loss_mask: 0.7468, decode.d8.loss_dice: 1.1020, loss: 26.9643, grad_norm: 59.3255 +2023-11-06 16:40:19,611 - mmseg - INFO - Iter [18200/160000] lr: 8.863e-05, eta: 19:15:43, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6786, decode.loss_mask: 0.7259, decode.loss_dice: 1.0597, decode.d0.loss_cls: 1.6903, decode.d0.loss_mask: 0.7700, decode.d0.loss_dice: 1.2084, decode.d1.loss_cls: 0.8182, decode.d1.loss_mask: 0.7567, decode.d1.loss_dice: 1.1380, decode.d2.loss_cls: 0.7321, decode.d2.loss_mask: 0.7375, decode.d2.loss_dice: 1.0937, decode.d3.loss_cls: 0.7061, decode.d3.loss_mask: 0.7331, decode.d3.loss_dice: 1.0741, decode.d4.loss_cls: 0.6961, decode.d4.loss_mask: 0.7339, decode.d4.loss_dice: 1.0694, decode.d5.loss_cls: 0.6953, decode.d5.loss_mask: 0.7283, decode.d5.loss_dice: 1.0659, decode.d6.loss_cls: 0.6852, decode.d6.loss_mask: 0.7269, decode.d6.loss_dice: 1.0623, decode.d7.loss_cls: 0.6838, decode.d7.loss_mask: 0.7273, decode.d7.loss_dice: 1.0679, decode.d8.loss_cls: 0.6761, decode.d8.loss_mask: 0.7278, decode.d8.loss_dice: 1.0673, loss: 26.3357, grad_norm: 63.1450 +2023-11-06 16:40:51,321 - mmseg - INFO - Iter [18250/160000] lr: 8.859e-05, eta: 19:16:16, time: 0.636, data_time: 0.015, memory: 39436, decode.loss_cls: 0.6596, decode.loss_mask: 0.7456, decode.loss_dice: 1.0615, decode.d0.loss_cls: 1.6317, decode.d0.loss_mask: 0.7785, decode.d0.loss_dice: 1.1852, decode.d1.loss_cls: 0.7940, decode.d1.loss_mask: 0.7684, decode.d1.loss_dice: 1.1395, decode.d2.loss_cls: 0.7199, decode.d2.loss_mask: 0.7456, decode.d2.loss_dice: 1.0961, decode.d3.loss_cls: 0.6995, decode.d3.loss_mask: 0.7465, decode.d3.loss_dice: 1.0688, decode.d4.loss_cls: 0.6826, decode.d4.loss_mask: 0.7495, decode.d4.loss_dice: 1.0732, decode.d5.loss_cls: 0.6815, decode.d5.loss_mask: 0.7478, decode.d5.loss_dice: 1.0715, decode.d6.loss_cls: 0.6810, decode.d6.loss_mask: 0.7480, decode.d6.loss_dice: 1.0659, decode.d7.loss_cls: 0.6672, decode.d7.loss_mask: 0.7476, decode.d7.loss_dice: 1.0653, decode.d8.loss_cls: 0.6586, decode.d8.loss_mask: 0.7457, decode.d8.loss_dice: 1.0696, loss: 26.2953, grad_norm: 59.7166 +2023-11-06 16:41:14,563 - mmseg - INFO - Iter [18300/160000] lr: 8.856e-05, eta: 19:15:42, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.7110, decode.loss_mask: 0.7433, decode.loss_dice: 1.0588, decode.d0.loss_cls: 1.6791, decode.d0.loss_mask: 0.7776, decode.d0.loss_dice: 1.2069, decode.d1.loss_cls: 0.8347, decode.d1.loss_mask: 0.7688, decode.d1.loss_dice: 1.1542, decode.d2.loss_cls: 0.7539, decode.d2.loss_mask: 0.7499, decode.d2.loss_dice: 1.0964, decode.d3.loss_cls: 0.7366, decode.d3.loss_mask: 0.7447, decode.d3.loss_dice: 1.0650, decode.d4.loss_cls: 0.7224, decode.d4.loss_mask: 0.7419, decode.d4.loss_dice: 1.0693, decode.d5.loss_cls: 0.7216, decode.d5.loss_mask: 0.7422, decode.d5.loss_dice: 1.0687, decode.d6.loss_cls: 0.7161, decode.d6.loss_mask: 0.7435, decode.d6.loss_dice: 1.0644, decode.d7.loss_cls: 0.7128, decode.d7.loss_mask: 0.7420, decode.d7.loss_dice: 1.0678, decode.d8.loss_cls: 0.7070, decode.d8.loss_mask: 0.7417, decode.d8.loss_dice: 1.0636, loss: 26.7061, grad_norm: 69.3336 +2023-11-06 16:41:37,986 - mmseg - INFO - Iter [18350/160000] lr: 8.853e-05, eta: 19:15:09, time: 0.468, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6821, decode.loss_mask: 0.7037, decode.loss_dice: 1.0435, decode.d0.loss_cls: 1.6530, decode.d0.loss_mask: 0.7468, decode.d0.loss_dice: 1.1820, decode.d1.loss_cls: 0.8040, decode.d1.loss_mask: 0.7416, decode.d1.loss_dice: 1.1209, decode.d2.loss_cls: 0.7247, decode.d2.loss_mask: 0.7140, decode.d2.loss_dice: 1.0756, decode.d3.loss_cls: 0.7009, decode.d3.loss_mask: 0.7113, decode.d3.loss_dice: 1.0549, decode.d4.loss_cls: 0.6872, decode.d4.loss_mask: 0.7131, decode.d4.loss_dice: 1.0575, decode.d5.loss_cls: 0.6896, decode.d5.loss_mask: 0.7105, decode.d5.loss_dice: 1.0544, decode.d6.loss_cls: 0.6898, decode.d6.loss_mask: 0.7041, decode.d6.loss_dice: 1.0451, decode.d7.loss_cls: 0.6914, decode.d7.loss_mask: 0.7061, decode.d7.loss_dice: 1.0432, decode.d8.loss_cls: 0.6907, decode.d8.loss_mask: 0.7051, decode.d8.loss_dice: 1.0449, loss: 25.8917, grad_norm: 66.3428 +2023-11-06 16:42:01,270 - mmseg - INFO - Iter [18400/160000] lr: 8.850e-05, eta: 19:14:36, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6884, decode.loss_mask: 0.6988, decode.loss_dice: 1.0204, decode.d0.loss_cls: 1.6731, decode.d0.loss_mask: 0.7483, decode.d0.loss_dice: 1.1705, decode.d1.loss_cls: 0.8192, decode.d1.loss_mask: 0.7320, decode.d1.loss_dice: 1.1104, decode.d2.loss_cls: 0.7313, decode.d2.loss_mask: 0.7168, decode.d2.loss_dice: 1.0588, decode.d3.loss_cls: 0.7072, decode.d3.loss_mask: 0.7078, decode.d3.loss_dice: 1.0372, decode.d4.loss_cls: 0.7042, decode.d4.loss_mask: 0.7053, decode.d4.loss_dice: 1.0331, decode.d5.loss_cls: 0.6922, decode.d5.loss_mask: 0.7042, decode.d5.loss_dice: 1.0322, decode.d6.loss_cls: 0.6845, decode.d6.loss_mask: 0.7038, decode.d6.loss_dice: 1.0266, decode.d7.loss_cls: 0.6788, decode.d7.loss_mask: 0.7007, decode.d7.loss_dice: 1.0267, decode.d8.loss_cls: 0.6835, decode.d8.loss_mask: 0.7022, decode.d8.loss_dice: 1.0312, loss: 25.7295, grad_norm: 70.3580 +2023-11-06 16:42:24,500 - mmseg - INFO - Iter [18450/160000] lr: 8.847e-05, eta: 19:14:02, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6792, decode.loss_mask: 0.7403, decode.loss_dice: 1.0549, decode.d0.loss_cls: 1.6307, decode.d0.loss_mask: 0.7825, decode.d0.loss_dice: 1.1969, decode.d1.loss_cls: 0.8033, decode.d1.loss_mask: 0.7659, decode.d1.loss_dice: 1.1393, decode.d2.loss_cls: 0.7212, decode.d2.loss_mask: 0.7517, decode.d2.loss_dice: 1.1028, decode.d3.loss_cls: 0.7067, decode.d3.loss_mask: 0.7400, decode.d3.loss_dice: 1.0695, decode.d4.loss_cls: 0.6971, decode.d4.loss_mask: 0.7383, decode.d4.loss_dice: 1.0737, decode.d5.loss_cls: 0.6890, decode.d5.loss_mask: 0.7424, decode.d5.loss_dice: 1.0701, decode.d6.loss_cls: 0.6840, decode.d6.loss_mask: 0.7368, decode.d6.loss_dice: 1.0619, decode.d7.loss_cls: 0.6783, decode.d7.loss_mask: 0.7352, decode.d7.loss_dice: 1.0637, decode.d8.loss_cls: 0.6760, decode.d8.loss_mask: 0.7389, decode.d8.loss_dice: 1.0639, loss: 26.3345, grad_norm: 65.3610 +2023-11-06 16:42:47,757 - mmseg - INFO - Iter [18500/160000] lr: 8.844e-05, eta: 19:13:28, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6693, decode.loss_mask: 0.7353, decode.loss_dice: 1.0517, decode.d0.loss_cls: 1.6764, decode.d0.loss_mask: 0.7729, decode.d0.loss_dice: 1.1834, decode.d1.loss_cls: 0.8013, decode.d1.loss_mask: 0.7613, decode.d1.loss_dice: 1.1440, decode.d2.loss_cls: 0.7173, decode.d2.loss_mask: 0.7426, decode.d2.loss_dice: 1.1012, decode.d3.loss_cls: 0.6948, decode.d3.loss_mask: 0.7346, decode.d3.loss_dice: 1.0655, decode.d4.loss_cls: 0.6832, decode.d4.loss_mask: 0.7343, decode.d4.loss_dice: 1.0679, decode.d5.loss_cls: 0.6730, decode.d5.loss_mask: 0.7363, decode.d5.loss_dice: 1.0644, decode.d6.loss_cls: 0.6743, decode.d6.loss_mask: 0.7348, decode.d6.loss_dice: 1.0529, decode.d7.loss_cls: 0.6693, decode.d7.loss_mask: 0.7387, decode.d7.loss_dice: 1.0517, decode.d8.loss_cls: 0.6639, decode.d8.loss_mask: 0.7370, decode.d8.loss_dice: 1.0503, loss: 26.1837, grad_norm: 62.9453 +2023-11-06 16:43:11,332 - mmseg - INFO - Iter [18550/160000] lr: 8.841e-05, eta: 19:12:57, time: 0.471, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6928, decode.loss_mask: 0.7465, decode.loss_dice: 1.0564, decode.d0.loss_cls: 1.6592, decode.d0.loss_mask: 0.7750, decode.d0.loss_dice: 1.1722, decode.d1.loss_cls: 0.8113, decode.d1.loss_mask: 0.7657, decode.d1.loss_dice: 1.1298, decode.d2.loss_cls: 0.7434, decode.d2.loss_mask: 0.7477, decode.d2.loss_dice: 1.0865, decode.d3.loss_cls: 0.7230, decode.d3.loss_mask: 0.7474, decode.d3.loss_dice: 1.0545, decode.d4.loss_cls: 0.7080, decode.d4.loss_mask: 0.7410, decode.d4.loss_dice: 1.0603, decode.d5.loss_cls: 0.7022, decode.d5.loss_mask: 0.7450, decode.d5.loss_dice: 1.0556, decode.d6.loss_cls: 0.7022, decode.d6.loss_mask: 0.7429, decode.d6.loss_dice: 1.0486, decode.d7.loss_cls: 0.6993, decode.d7.loss_mask: 0.7432, decode.d7.loss_dice: 1.0579, decode.d8.loss_cls: 0.7025, decode.d8.loss_mask: 0.7403, decode.d8.loss_dice: 1.0562, loss: 26.4167, grad_norm: 70.8762 +2023-11-06 16:43:34,375 - mmseg - INFO - Iter [18600/160000] lr: 8.838e-05, eta: 19:12:22, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6994, decode.loss_mask: 0.7616, decode.loss_dice: 1.0799, decode.d0.loss_cls: 1.6435, decode.d0.loss_mask: 0.8121, decode.d0.loss_dice: 1.2224, decode.d1.loss_cls: 0.8047, decode.d1.loss_mask: 0.7964, decode.d1.loss_dice: 1.1651, decode.d2.loss_cls: 0.7402, decode.d2.loss_mask: 0.7764, decode.d2.loss_dice: 1.1240, decode.d3.loss_cls: 0.7282, decode.d3.loss_mask: 0.7614, decode.d3.loss_dice: 1.0944, decode.d4.loss_cls: 0.7137, decode.d4.loss_mask: 0.7623, decode.d4.loss_dice: 1.0913, decode.d5.loss_cls: 0.7049, decode.d5.loss_mask: 0.7616, decode.d5.loss_dice: 1.0870, decode.d6.loss_cls: 0.7014, decode.d6.loss_mask: 0.7646, decode.d6.loss_dice: 1.0806, decode.d7.loss_cls: 0.6969, decode.d7.loss_mask: 0.7613, decode.d7.loss_dice: 1.0849, decode.d8.loss_cls: 0.6963, decode.d8.loss_mask: 0.7607, decode.d8.loss_dice: 1.0895, loss: 26.9667, grad_norm: 70.2030 +2023-11-06 16:43:57,292 - mmseg - INFO - Iter [18650/160000] lr: 8.834e-05, eta: 19:11:46, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6529, decode.loss_mask: 0.7302, decode.loss_dice: 1.0408, decode.d0.loss_cls: 1.6360, decode.d0.loss_mask: 0.7658, decode.d0.loss_dice: 1.1714, decode.d1.loss_cls: 0.7804, decode.d1.loss_mask: 0.7556, decode.d1.loss_dice: 1.1064, decode.d2.loss_cls: 0.7097, decode.d2.loss_mask: 0.7384, decode.d2.loss_dice: 1.0653, decode.d3.loss_cls: 0.6871, decode.d3.loss_mask: 0.7255, decode.d3.loss_dice: 1.0431, decode.d4.loss_cls: 0.6690, decode.d4.loss_mask: 0.7284, decode.d4.loss_dice: 1.0462, decode.d5.loss_cls: 0.6668, decode.d5.loss_mask: 0.7304, decode.d5.loss_dice: 1.0417, decode.d6.loss_cls: 0.6602, decode.d6.loss_mask: 0.7286, decode.d6.loss_dice: 1.0337, decode.d7.loss_cls: 0.6552, decode.d7.loss_mask: 0.7245, decode.d7.loss_dice: 1.0354, decode.d8.loss_cls: 0.6569, decode.d8.loss_mask: 0.7269, decode.d8.loss_dice: 1.0374, loss: 25.7498, grad_norm: 72.8986 +2023-11-06 16:44:19,983 - mmseg - INFO - Iter [18700/160000] lr: 8.831e-05, eta: 19:11:08, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6573, decode.loss_mask: 0.7332, decode.loss_dice: 1.0672, decode.d0.loss_cls: 1.6324, decode.d0.loss_mask: 0.7693, decode.d0.loss_dice: 1.1937, decode.d1.loss_cls: 0.7876, decode.d1.loss_mask: 0.7570, decode.d1.loss_dice: 1.1471, decode.d2.loss_cls: 0.7213, decode.d2.loss_mask: 0.7457, decode.d2.loss_dice: 1.0977, decode.d3.loss_cls: 0.6953, decode.d3.loss_mask: 0.7373, decode.d3.loss_dice: 1.0718, decode.d4.loss_cls: 0.6863, decode.d4.loss_mask: 0.7346, decode.d4.loss_dice: 1.0778, decode.d5.loss_cls: 0.6820, decode.d5.loss_mask: 0.7339, decode.d5.loss_dice: 1.0709, decode.d6.loss_cls: 0.6733, decode.d6.loss_mask: 0.7315, decode.d6.loss_dice: 1.0632, decode.d7.loss_cls: 0.6563, decode.d7.loss_mask: 0.7350, decode.d7.loss_dice: 1.0677, decode.d8.loss_cls: 0.6573, decode.d8.loss_mask: 0.7337, decode.d8.loss_dice: 1.0719, loss: 26.1893, grad_norm: 64.3702 +2023-11-06 16:44:42,840 - mmseg - INFO - Iter [18750/160000] lr: 8.828e-05, eta: 19:10:32, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6779, decode.loss_mask: 0.7293, decode.loss_dice: 1.0357, decode.d0.loss_cls: 1.6671, decode.d0.loss_mask: 0.7790, decode.d0.loss_dice: 1.1819, decode.d1.loss_cls: 0.8098, decode.d1.loss_mask: 0.7602, decode.d1.loss_dice: 1.1206, decode.d2.loss_cls: 0.7333, decode.d2.loss_mask: 0.7431, decode.d2.loss_dice: 1.0665, decode.d3.loss_cls: 0.7094, decode.d3.loss_mask: 0.7341, decode.d3.loss_dice: 1.0374, decode.d4.loss_cls: 0.7015, decode.d4.loss_mask: 0.7290, decode.d4.loss_dice: 1.0400, decode.d5.loss_cls: 0.6962, decode.d5.loss_mask: 0.7354, decode.d5.loss_dice: 1.0388, decode.d6.loss_cls: 0.6894, decode.d6.loss_mask: 0.7268, decode.d6.loss_dice: 1.0354, decode.d7.loss_cls: 0.6835, decode.d7.loss_mask: 0.7317, decode.d7.loss_dice: 1.0415, decode.d8.loss_cls: 0.6805, decode.d8.loss_mask: 0.7316, decode.d8.loss_dice: 1.0401, loss: 26.0867, grad_norm: 63.1062 +2023-11-06 16:45:05,645 - mmseg - INFO - Iter [18800/160000] lr: 8.825e-05, eta: 19:09:55, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6849, decode.loss_mask: 0.7731, decode.loss_dice: 1.0663, decode.d0.loss_cls: 1.6414, decode.d0.loss_mask: 0.8052, decode.d0.loss_dice: 1.2088, decode.d1.loss_cls: 0.8106, decode.d1.loss_mask: 0.7985, decode.d1.loss_dice: 1.1506, decode.d2.loss_cls: 0.7366, decode.d2.loss_mask: 0.7818, decode.d2.loss_dice: 1.1052, decode.d3.loss_cls: 0.7155, decode.d3.loss_mask: 0.7758, decode.d3.loss_dice: 1.0861, decode.d4.loss_cls: 0.7107, decode.d4.loss_mask: 0.7711, decode.d4.loss_dice: 1.0775, decode.d5.loss_cls: 0.7027, decode.d5.loss_mask: 0.7687, decode.d5.loss_dice: 1.0814, decode.d6.loss_cls: 0.6879, decode.d6.loss_mask: 0.7725, decode.d6.loss_dice: 1.0746, decode.d7.loss_cls: 0.6915, decode.d7.loss_mask: 0.7700, decode.d7.loss_dice: 1.0721, decode.d8.loss_cls: 0.6893, decode.d8.loss_mask: 0.7692, decode.d8.loss_dice: 1.0720, loss: 26.8518, grad_norm: 70.4614 +2023-11-06 16:45:33,628 - mmseg - INFO - Iter [18850/160000] lr: 8.822e-05, eta: 19:09:57, time: 0.560, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6907, decode.loss_mask: 0.7398, decode.loss_dice: 1.0690, decode.d0.loss_cls: 1.6665, decode.d0.loss_mask: 0.7778, decode.d0.loss_dice: 1.2187, decode.d1.loss_cls: 0.8086, decode.d1.loss_mask: 0.7642, decode.d1.loss_dice: 1.1629, decode.d2.loss_cls: 0.7361, decode.d2.loss_mask: 0.7524, decode.d2.loss_dice: 1.1114, decode.d3.loss_cls: 0.7162, decode.d3.loss_mask: 0.7459, decode.d3.loss_dice: 1.0895, decode.d4.loss_cls: 0.7178, decode.d4.loss_mask: 0.7397, decode.d4.loss_dice: 1.0843, decode.d5.loss_cls: 0.7069, decode.d5.loss_mask: 0.7400, decode.d5.loss_dice: 1.0847, decode.d6.loss_cls: 0.7042, decode.d6.loss_mask: 0.7431, decode.d6.loss_dice: 1.0764, decode.d7.loss_cls: 0.6952, decode.d7.loss_mask: 0.7412, decode.d7.loss_dice: 1.0758, decode.d8.loss_cls: 0.6922, decode.d8.loss_mask: 0.7384, decode.d8.loss_dice: 1.0729, loss: 26.6627, grad_norm: 69.7421 +2023-11-06 16:45:57,597 - mmseg - INFO - Iter [18900/160000] lr: 8.819e-05, eta: 19:09:29, time: 0.479, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6799, decode.loss_mask: 0.7432, decode.loss_dice: 1.0555, decode.d0.loss_cls: 1.6301, decode.d0.loss_mask: 0.7937, decode.d0.loss_dice: 1.2004, decode.d1.loss_cls: 0.7922, decode.d1.loss_mask: 0.7767, decode.d1.loss_dice: 1.1391, decode.d2.loss_cls: 0.7239, decode.d2.loss_mask: 0.7628, decode.d2.loss_dice: 1.1002, decode.d3.loss_cls: 0.6988, decode.d3.loss_mask: 0.7466, decode.d3.loss_dice: 1.0679, decode.d4.loss_cls: 0.6931, decode.d4.loss_mask: 0.7455, decode.d4.loss_dice: 1.0668, decode.d5.loss_cls: 0.6873, decode.d5.loss_mask: 0.7425, decode.d5.loss_dice: 1.0651, decode.d6.loss_cls: 0.6789, decode.d6.loss_mask: 0.7465, decode.d6.loss_dice: 1.0586, decode.d7.loss_cls: 0.6739, decode.d7.loss_mask: 0.7478, decode.d7.loss_dice: 1.0633, decode.d8.loss_cls: 0.6736, decode.d8.loss_mask: 0.7499, decode.d8.loss_dice: 1.0651, loss: 26.3690, grad_norm: 61.2131 +2023-11-06 16:46:23,644 - mmseg - INFO - Iter [18950/160000] lr: 8.816e-05, eta: 19:09:17, time: 0.521, data_time: 0.061, memory: 39436, decode.loss_cls: 0.6900, decode.loss_mask: 0.7338, decode.loss_dice: 1.0373, decode.d0.loss_cls: 1.6876, decode.d0.loss_mask: 0.7766, decode.d0.loss_dice: 1.1732, decode.d1.loss_cls: 0.8178, decode.d1.loss_mask: 0.7705, decode.d1.loss_dice: 1.1272, decode.d2.loss_cls: 0.7425, decode.d2.loss_mask: 0.7511, decode.d2.loss_dice: 1.0738, decode.d3.loss_cls: 0.7136, decode.d3.loss_mask: 0.7362, decode.d3.loss_dice: 1.0457, decode.d4.loss_cls: 0.7060, decode.d4.loss_mask: 0.7390, decode.d4.loss_dice: 1.0444, decode.d5.loss_cls: 0.7114, decode.d5.loss_mask: 0.7403, decode.d5.loss_dice: 1.0427, decode.d6.loss_cls: 0.6989, decode.d6.loss_mask: 0.7361, decode.d6.loss_dice: 1.0352, decode.d7.loss_cls: 0.6970, decode.d7.loss_mask: 0.7355, decode.d7.loss_dice: 1.0351, decode.d8.loss_cls: 0.7061, decode.d8.loss_mask: 0.7350, decode.d8.loss_dice: 1.0405, loss: 26.2800, grad_norm: 57.0868 +2023-11-06 16:46:47,623 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 16:46:47,623 - mmseg - INFO - Iter [19000/160000] lr: 8.813e-05, eta: 19:08:49, time: 0.480, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6522, decode.loss_mask: 0.7348, decode.loss_dice: 1.0569, decode.d0.loss_cls: 1.6468, decode.d0.loss_mask: 0.7636, decode.d0.loss_dice: 1.1935, decode.d1.loss_cls: 0.7916, decode.d1.loss_mask: 0.7527, decode.d1.loss_dice: 1.1400, decode.d2.loss_cls: 0.7048, decode.d2.loss_mask: 0.7366, decode.d2.loss_dice: 1.0881, decode.d3.loss_cls: 0.6840, decode.d3.loss_mask: 0.7332, decode.d3.loss_dice: 1.0693, decode.d4.loss_cls: 0.6660, decode.d4.loss_mask: 0.7319, decode.d4.loss_dice: 1.0711, decode.d5.loss_cls: 0.6603, decode.d5.loss_mask: 0.7344, decode.d5.loss_dice: 1.0598, decode.d6.loss_cls: 0.6564, decode.d6.loss_mask: 0.7319, decode.d6.loss_dice: 1.0552, decode.d7.loss_cls: 0.6518, decode.d7.loss_mask: 0.7307, decode.d7.loss_dice: 1.0616, decode.d8.loss_cls: 0.6441, decode.d8.loss_mask: 0.7395, decode.d8.loss_dice: 1.0615, loss: 26.0043, grad_norm: 62.0361 +2023-11-06 16:47:11,344 - mmseg - INFO - Iter [19050/160000] lr: 8.809e-05, eta: 19:08:19, time: 0.474, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6284, decode.loss_mask: 0.7325, decode.loss_dice: 1.0662, decode.d0.loss_cls: 1.5667, decode.d0.loss_mask: 0.7741, decode.d0.loss_dice: 1.1971, decode.d1.loss_cls: 0.7459, decode.d1.loss_mask: 0.7615, decode.d1.loss_dice: 1.1344, decode.d2.loss_cls: 0.6788, decode.d2.loss_mask: 0.7429, decode.d2.loss_dice: 1.0968, decode.d3.loss_cls: 0.6624, decode.d3.loss_mask: 0.7368, decode.d3.loss_dice: 1.0792, decode.d4.loss_cls: 0.6503, decode.d4.loss_mask: 0.7343, decode.d4.loss_dice: 1.0842, decode.d5.loss_cls: 0.6398, decode.d5.loss_mask: 0.7347, decode.d5.loss_dice: 1.0843, decode.d6.loss_cls: 0.6345, decode.d6.loss_mask: 0.7310, decode.d6.loss_dice: 1.0689, decode.d7.loss_cls: 0.6316, decode.d7.loss_mask: 0.7326, decode.d7.loss_dice: 1.0722, decode.d8.loss_cls: 0.6229, decode.d8.loss_mask: 0.7319, decode.d8.loss_dice: 1.0755, loss: 25.8321, grad_norm: 61.4400 +2023-11-06 16:47:34,317 - mmseg - INFO - Iter [19100/160000] lr: 8.806e-05, eta: 19:07:44, time: 0.459, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6537, decode.loss_mask: 0.7396, decode.loss_dice: 1.0484, decode.d0.loss_cls: 1.6801, decode.d0.loss_mask: 0.7750, decode.d0.loss_dice: 1.1805, decode.d1.loss_cls: 0.7758, decode.d1.loss_mask: 0.7566, decode.d1.loss_dice: 1.1139, decode.d2.loss_cls: 0.7094, decode.d2.loss_mask: 0.7335, decode.d2.loss_dice: 1.0677, decode.d3.loss_cls: 0.6831, decode.d3.loss_mask: 0.7328, decode.d3.loss_dice: 1.0492, decode.d4.loss_cls: 0.6672, decode.d4.loss_mask: 0.7301, decode.d4.loss_dice: 1.0578, decode.d5.loss_cls: 0.6697, decode.d5.loss_mask: 0.7315, decode.d5.loss_dice: 1.0501, decode.d6.loss_cls: 0.6620, decode.d6.loss_mask: 0.7328, decode.d6.loss_dice: 1.0368, decode.d7.loss_cls: 0.6529, decode.d7.loss_mask: 0.7386, decode.d7.loss_dice: 1.0440, decode.d8.loss_cls: 0.6587, decode.d8.loss_mask: 0.7330, decode.d8.loss_dice: 1.0502, loss: 25.9148, grad_norm: 64.2554 +2023-11-06 16:47:58,249 - mmseg - INFO - Iter [19150/160000] lr: 8.803e-05, eta: 19:07:16, time: 0.479, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6699, decode.loss_mask: 0.7233, decode.loss_dice: 1.0092, decode.d0.loss_cls: 1.6096, decode.d0.loss_mask: 0.7721, decode.d0.loss_dice: 1.1497, decode.d1.loss_cls: 0.7790, decode.d1.loss_mask: 0.7582, decode.d1.loss_dice: 1.0840, decode.d2.loss_cls: 0.7046, decode.d2.loss_mask: 0.7395, decode.d2.loss_dice: 1.0438, decode.d3.loss_cls: 0.6876, decode.d3.loss_mask: 0.7271, decode.d3.loss_dice: 1.0197, decode.d4.loss_cls: 0.6790, decode.d4.loss_mask: 0.7241, decode.d4.loss_dice: 1.0130, decode.d5.loss_cls: 0.6761, decode.d5.loss_mask: 0.7242, decode.d5.loss_dice: 1.0178, decode.d6.loss_cls: 0.6730, decode.d6.loss_mask: 0.7264, decode.d6.loss_dice: 1.0110, decode.d7.loss_cls: 0.6638, decode.d7.loss_mask: 0.7227, decode.d7.loss_dice: 1.0077, decode.d8.loss_cls: 0.6653, decode.d8.loss_mask: 0.7213, decode.d8.loss_dice: 1.0047, loss: 25.5072, grad_norm: 63.6342 +2023-11-06 16:48:21,836 - mmseg - INFO - Iter [19200/160000] lr: 8.800e-05, eta: 19:06:45, time: 0.472, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6784, decode.loss_mask: 0.7427, decode.loss_dice: 1.0497, decode.d0.loss_cls: 1.6760, decode.d0.loss_mask: 0.7773, decode.d0.loss_dice: 1.1843, decode.d1.loss_cls: 0.8080, decode.d1.loss_mask: 0.7729, decode.d1.loss_dice: 1.1330, decode.d2.loss_cls: 0.7452, decode.d2.loss_mask: 0.7511, decode.d2.loss_dice: 1.0806, decode.d3.loss_cls: 0.7114, decode.d3.loss_mask: 0.7457, decode.d3.loss_dice: 1.0566, decode.d4.loss_cls: 0.6974, decode.d4.loss_mask: 0.7455, decode.d4.loss_dice: 1.0575, decode.d5.loss_cls: 0.6895, decode.d5.loss_mask: 0.7455, decode.d5.loss_dice: 1.0495, decode.d6.loss_cls: 0.6853, decode.d6.loss_mask: 0.7445, decode.d6.loss_dice: 1.0479, decode.d7.loss_cls: 0.6864, decode.d7.loss_mask: 0.7411, decode.d7.loss_dice: 1.0469, decode.d8.loss_cls: 0.6788, decode.d8.loss_mask: 0.7419, decode.d8.loss_dice: 1.0504, loss: 26.3211, grad_norm: 57.9272 +2023-11-06 16:48:45,807 - mmseg - INFO - Iter [19250/160000] lr: 8.797e-05, eta: 19:06:17, time: 0.479, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6396, decode.loss_mask: 0.7089, decode.loss_dice: 1.0193, decode.d0.loss_cls: 1.6298, decode.d0.loss_mask: 0.7602, decode.d0.loss_dice: 1.1663, decode.d1.loss_cls: 0.7796, decode.d1.loss_mask: 0.7347, decode.d1.loss_dice: 1.1084, decode.d2.loss_cls: 0.7085, decode.d2.loss_mask: 0.7192, decode.d2.loss_dice: 1.0553, decode.d3.loss_cls: 0.6712, decode.d3.loss_mask: 0.7166, decode.d3.loss_dice: 1.0361, decode.d4.loss_cls: 0.6670, decode.d4.loss_mask: 0.7162, decode.d4.loss_dice: 1.0289, decode.d5.loss_cls: 0.6565, decode.d5.loss_mask: 0.7161, decode.d5.loss_dice: 1.0281, decode.d6.loss_cls: 0.6545, decode.d6.loss_mask: 0.7127, decode.d6.loss_dice: 1.0176, decode.d7.loss_cls: 0.6400, decode.d7.loss_mask: 0.7116, decode.d7.loss_dice: 1.0293, decode.d8.loss_cls: 0.6386, decode.d8.loss_mask: 0.7106, decode.d8.loss_dice: 1.0184, loss: 25.3999, grad_norm: 68.5374 +2023-11-06 16:49:09,838 - mmseg - INFO - Iter [19300/160000] lr: 8.794e-05, eta: 19:05:50, time: 0.481, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6840, decode.loss_mask: 0.7208, decode.loss_dice: 1.0602, decode.d0.loss_cls: 1.6612, decode.d0.loss_mask: 0.7718, decode.d0.loss_dice: 1.1896, decode.d1.loss_cls: 0.8001, decode.d1.loss_mask: 0.7680, decode.d1.loss_dice: 1.1477, decode.d2.loss_cls: 0.7340, decode.d2.loss_mask: 0.7365, decode.d2.loss_dice: 1.0972, decode.d3.loss_cls: 0.7130, decode.d3.loss_mask: 0.7256, decode.d3.loss_dice: 1.0746, decode.d4.loss_cls: 0.7007, decode.d4.loss_mask: 0.7295, decode.d4.loss_dice: 1.0789, decode.d5.loss_cls: 0.6972, decode.d5.loss_mask: 0.7284, decode.d5.loss_dice: 1.0720, decode.d6.loss_cls: 0.6876, decode.d6.loss_mask: 0.7221, decode.d6.loss_dice: 1.0602, decode.d7.loss_cls: 0.6867, decode.d7.loss_mask: 0.7277, decode.d7.loss_dice: 1.0597, decode.d8.loss_cls: 0.6841, decode.d8.loss_mask: 0.7226, decode.d8.loss_dice: 1.0651, loss: 26.3069, grad_norm: 63.9186 +2023-11-06 16:49:33,611 - mmseg - INFO - Iter [19350/160000] lr: 8.791e-05, eta: 19:05:21, time: 0.475, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6739, decode.loss_mask: 0.7412, decode.loss_dice: 1.0193, decode.d0.loss_cls: 1.6154, decode.d0.loss_mask: 0.7808, decode.d0.loss_dice: 1.1634, decode.d1.loss_cls: 0.7763, decode.d1.loss_mask: 0.7679, decode.d1.loss_dice: 1.1119, decode.d2.loss_cls: 0.7139, decode.d2.loss_mask: 0.7531, decode.d2.loss_dice: 1.0582, decode.d3.loss_cls: 0.6961, decode.d3.loss_mask: 0.7425, decode.d3.loss_dice: 1.0309, decode.d4.loss_cls: 0.6885, decode.d4.loss_mask: 0.7448, decode.d4.loss_dice: 1.0369, decode.d5.loss_cls: 0.6812, decode.d5.loss_mask: 0.7459, decode.d5.loss_dice: 1.0441, decode.d6.loss_cls: 0.6857, decode.d6.loss_mask: 0.7381, decode.d6.loss_dice: 1.0333, decode.d7.loss_cls: 0.6760, decode.d7.loss_mask: 0.7424, decode.d7.loss_dice: 1.0330, decode.d8.loss_cls: 0.6716, decode.d8.loss_mask: 0.7388, decode.d8.loss_dice: 1.0324, loss: 25.9374, grad_norm: 58.9823 +2023-11-06 16:49:57,142 - mmseg - INFO - Iter [19400/160000] lr: 8.788e-05, eta: 19:04:50, time: 0.471, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6548, decode.loss_mask: 0.7258, decode.loss_dice: 1.0612, decode.d0.loss_cls: 1.6437, decode.d0.loss_mask: 0.7661, decode.d0.loss_dice: 1.1847, decode.d1.loss_cls: 0.7796, decode.d1.loss_mask: 0.7473, decode.d1.loss_dice: 1.1449, decode.d2.loss_cls: 0.7025, decode.d2.loss_mask: 0.7287, decode.d2.loss_dice: 1.0935, decode.d3.loss_cls: 0.6783, decode.d3.loss_mask: 0.7254, decode.d3.loss_dice: 1.0666, decode.d4.loss_cls: 0.6747, decode.d4.loss_mask: 0.7246, decode.d4.loss_dice: 1.0678, decode.d5.loss_cls: 0.6674, decode.d5.loss_mask: 0.7250, decode.d5.loss_dice: 1.0696, decode.d6.loss_cls: 0.6621, decode.d6.loss_mask: 0.7243, decode.d6.loss_dice: 1.0536, decode.d7.loss_cls: 0.6501, decode.d7.loss_mask: 0.7260, decode.d7.loss_dice: 1.0624, decode.d8.loss_cls: 0.6531, decode.d8.loss_mask: 0.7282, decode.d8.loss_dice: 1.0605, loss: 25.9527, grad_norm: 63.6874 +2023-11-06 16:50:20,646 - mmseg - INFO - Iter [19450/160000] lr: 8.784e-05, eta: 19:04:18, time: 0.470, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6959, decode.loss_mask: 0.7486, decode.loss_dice: 1.0607, decode.d0.loss_cls: 1.6707, decode.d0.loss_mask: 0.8012, decode.d0.loss_dice: 1.2106, decode.d1.loss_cls: 0.8060, decode.d1.loss_mask: 0.7833, decode.d1.loss_dice: 1.1520, decode.d2.loss_cls: 0.7433, decode.d2.loss_mask: 0.7634, decode.d2.loss_dice: 1.1101, decode.d3.loss_cls: 0.7242, decode.d3.loss_mask: 0.7486, decode.d3.loss_dice: 1.0837, decode.d4.loss_cls: 0.7125, decode.d4.loss_mask: 0.7516, decode.d4.loss_dice: 1.0741, decode.d5.loss_cls: 0.7112, decode.d5.loss_mask: 0.7467, decode.d5.loss_dice: 1.0750, decode.d6.loss_cls: 0.6951, decode.d6.loss_mask: 0.7546, decode.d6.loss_dice: 1.0724, decode.d7.loss_cls: 0.6980, decode.d7.loss_mask: 0.7514, decode.d7.loss_dice: 1.0723, decode.d8.loss_cls: 0.6988, decode.d8.loss_mask: 0.7451, decode.d8.loss_dice: 1.0623, loss: 26.7232, grad_norm: 71.1782 +2023-11-06 16:50:43,831 - mmseg - INFO - Iter [19500/160000] lr: 8.781e-05, eta: 19:03:45, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6927, decode.loss_mask: 0.7300, decode.loss_dice: 1.0466, decode.d0.loss_cls: 1.6764, decode.d0.loss_mask: 0.7786, decode.d0.loss_dice: 1.1890, decode.d1.loss_cls: 0.8123, decode.d1.loss_mask: 0.7566, decode.d1.loss_dice: 1.1197, decode.d2.loss_cls: 0.7314, decode.d2.loss_mask: 0.7385, decode.d2.loss_dice: 1.0723, decode.d3.loss_cls: 0.7145, decode.d3.loss_mask: 0.7331, decode.d3.loss_dice: 1.0489, decode.d4.loss_cls: 0.6964, decode.d4.loss_mask: 0.7375, decode.d4.loss_dice: 1.0569, decode.d5.loss_cls: 0.6926, decode.d5.loss_mask: 0.7326, decode.d5.loss_dice: 1.0543, decode.d6.loss_cls: 0.6892, decode.d6.loss_mask: 0.7305, decode.d6.loss_dice: 1.0442, decode.d7.loss_cls: 0.6810, decode.d7.loss_mask: 0.7319, decode.d7.loss_dice: 1.0453, decode.d8.loss_cls: 0.6845, decode.d8.loss_mask: 0.7296, decode.d8.loss_dice: 1.0493, loss: 26.1964, grad_norm: 59.0583 +2023-11-06 16:51:06,959 - mmseg - INFO - Iter [19550/160000] lr: 8.778e-05, eta: 19:03:11, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6425, decode.loss_mask: 0.7401, decode.loss_dice: 1.0068, decode.d0.loss_cls: 1.6022, decode.d0.loss_mask: 0.7855, decode.d0.loss_dice: 1.1470, decode.d1.loss_cls: 0.7605, decode.d1.loss_mask: 0.7615, decode.d1.loss_dice: 1.0860, decode.d2.loss_cls: 0.6897, decode.d2.loss_mask: 0.7520, decode.d2.loss_dice: 1.0434, decode.d3.loss_cls: 0.6729, decode.d3.loss_mask: 0.7411, decode.d3.loss_dice: 1.0230, decode.d4.loss_cls: 0.6624, decode.d4.loss_mask: 0.7425, decode.d4.loss_dice: 1.0247, decode.d5.loss_cls: 0.6476, decode.d5.loss_mask: 0.7460, decode.d5.loss_dice: 1.0217, decode.d6.loss_cls: 0.6377, decode.d6.loss_mask: 0.7396, decode.d6.loss_dice: 1.0130, decode.d7.loss_cls: 0.6377, decode.d7.loss_mask: 0.7442, decode.d7.loss_dice: 1.0111, decode.d8.loss_cls: 0.6395, decode.d8.loss_mask: 0.7391, decode.d8.loss_dice: 1.0139, loss: 25.4749, grad_norm: 63.5651 +2023-11-06 16:51:30,345 - mmseg - INFO - Iter [19600/160000] lr: 8.775e-05, eta: 19:02:40, time: 0.468, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6837, decode.loss_mask: 0.7088, decode.loss_dice: 1.0610, decode.d0.loss_cls: 1.6502, decode.d0.loss_mask: 0.7563, decode.d0.loss_dice: 1.2046, decode.d1.loss_cls: 0.8049, decode.d1.loss_mask: 0.7480, decode.d1.loss_dice: 1.1495, decode.d2.loss_cls: 0.7292, decode.d2.loss_mask: 0.7265, decode.d2.loss_dice: 1.0966, decode.d3.loss_cls: 0.7079, decode.d3.loss_mask: 0.7173, decode.d3.loss_dice: 1.0727, decode.d4.loss_cls: 0.6953, decode.d4.loss_mask: 0.7173, decode.d4.loss_dice: 1.0719, decode.d5.loss_cls: 0.6914, decode.d5.loss_mask: 0.7189, decode.d5.loss_dice: 1.0689, decode.d6.loss_cls: 0.6799, decode.d6.loss_mask: 0.7211, decode.d6.loss_dice: 1.0668, decode.d7.loss_cls: 0.6777, decode.d7.loss_mask: 0.7189, decode.d7.loss_dice: 1.0617, decode.d8.loss_cls: 0.6739, decode.d8.loss_mask: 0.7182, decode.d8.loss_dice: 1.0684, loss: 26.1677, grad_norm: 68.7281 +2023-11-06 16:51:53,939 - mmseg - INFO - Iter [19650/160000] lr: 8.772e-05, eta: 19:02:09, time: 0.472, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6678, decode.loss_mask: 0.7034, decode.loss_dice: 1.0332, decode.d0.loss_cls: 1.6810, decode.d0.loss_mask: 0.7415, decode.d0.loss_dice: 1.1778, decode.d1.loss_cls: 0.7948, decode.d1.loss_mask: 0.7274, decode.d1.loss_dice: 1.1211, decode.d2.loss_cls: 0.7294, decode.d2.loss_mask: 0.7040, decode.d2.loss_dice: 1.0744, decode.d3.loss_cls: 0.6957, decode.d3.loss_mask: 0.7011, decode.d3.loss_dice: 1.0511, decode.d4.loss_cls: 0.6893, decode.d4.loss_mask: 0.6991, decode.d4.loss_dice: 1.0486, decode.d5.loss_cls: 0.6836, decode.d5.loss_mask: 0.7016, decode.d5.loss_dice: 1.0487, decode.d6.loss_cls: 0.6808, decode.d6.loss_mask: 0.6990, decode.d6.loss_dice: 1.0362, decode.d7.loss_cls: 0.6770, decode.d7.loss_mask: 0.7020, decode.d7.loss_dice: 1.0353, decode.d8.loss_cls: 0.6734, decode.d8.loss_mask: 0.7016, decode.d8.loss_dice: 1.0413, loss: 25.7211, grad_norm: 57.8337 +2023-11-06 16:52:17,475 - mmseg - INFO - Iter [19700/160000] lr: 8.769e-05, eta: 19:01:39, time: 0.471, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6748, decode.loss_mask: 0.7285, decode.loss_dice: 1.0227, decode.d0.loss_cls: 1.6448, decode.d0.loss_mask: 0.7712, decode.d0.loss_dice: 1.1682, decode.d1.loss_cls: 0.7766, decode.d1.loss_mask: 0.7518, decode.d1.loss_dice: 1.1061, decode.d2.loss_cls: 0.7193, decode.d2.loss_mask: 0.7332, decode.d2.loss_dice: 1.0609, decode.d3.loss_cls: 0.6979, decode.d3.loss_mask: 0.7231, decode.d3.loss_dice: 1.0282, decode.d4.loss_cls: 0.6835, decode.d4.loss_mask: 0.7234, decode.d4.loss_dice: 1.0377, decode.d5.loss_cls: 0.6804, decode.d5.loss_mask: 0.7260, decode.d5.loss_dice: 1.0303, decode.d6.loss_cls: 0.6867, decode.d6.loss_mask: 0.7216, decode.d6.loss_dice: 1.0280, decode.d7.loss_cls: 0.6719, decode.d7.loss_mask: 0.7285, decode.d7.loss_dice: 1.0334, decode.d8.loss_cls: 0.6735, decode.d8.loss_mask: 0.7255, decode.d8.loss_dice: 1.0317, loss: 25.7895, grad_norm: 73.7680 +2023-11-06 16:52:41,248 - mmseg - INFO - Iter [19750/160000] lr: 8.766e-05, eta: 19:01:10, time: 0.475, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6473, decode.loss_mask: 0.7397, decode.loss_dice: 1.0524, decode.d0.loss_cls: 1.5915, decode.d0.loss_mask: 0.7939, decode.d0.loss_dice: 1.2026, decode.d1.loss_cls: 0.7694, decode.d1.loss_mask: 0.7714, decode.d1.loss_dice: 1.1335, decode.d2.loss_cls: 0.6988, decode.d2.loss_mask: 0.7606, decode.d2.loss_dice: 1.0958, decode.d3.loss_cls: 0.6708, decode.d3.loss_mask: 0.7469, decode.d3.loss_dice: 1.0659, decode.d4.loss_cls: 0.6574, decode.d4.loss_mask: 0.7518, decode.d4.loss_dice: 1.0692, decode.d5.loss_cls: 0.6541, decode.d5.loss_mask: 0.7490, decode.d5.loss_dice: 1.0669, decode.d6.loss_cls: 0.6585, decode.d6.loss_mask: 0.7415, decode.d6.loss_dice: 1.0542, decode.d7.loss_cls: 0.6459, decode.d7.loss_mask: 0.7475, decode.d7.loss_dice: 1.0586, decode.d8.loss_cls: 0.6475, decode.d8.loss_mask: 0.7439, decode.d8.loss_dice: 1.0574, loss: 26.0439, grad_norm: 72.5605 +2023-11-06 16:53:04,745 - mmseg - INFO - Iter [19800/160000] lr: 8.763e-05, eta: 19:00:39, time: 0.470, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6426, decode.loss_mask: 0.7035, decode.loss_dice: 0.9925, decode.d0.loss_cls: 1.6038, decode.d0.loss_mask: 0.7389, decode.d0.loss_dice: 1.1188, decode.d1.loss_cls: 0.7730, decode.d1.loss_mask: 0.7250, decode.d1.loss_dice: 1.0747, decode.d2.loss_cls: 0.6961, decode.d2.loss_mask: 0.7128, decode.d2.loss_dice: 1.0329, decode.d3.loss_cls: 0.6688, decode.d3.loss_mask: 0.6960, decode.d3.loss_dice: 1.0098, decode.d4.loss_cls: 0.6595, decode.d4.loss_mask: 0.6989, decode.d4.loss_dice: 1.0084, decode.d5.loss_cls: 0.6538, decode.d5.loss_mask: 0.6976, decode.d5.loss_dice: 1.0038, decode.d6.loss_cls: 0.6486, decode.d6.loss_mask: 0.7040, decode.d6.loss_dice: 0.9923, decode.d7.loss_cls: 0.6466, decode.d7.loss_mask: 0.7035, decode.d7.loss_dice: 0.9961, decode.d8.loss_cls: 0.6502, decode.d8.loss_mask: 0.6980, decode.d8.loss_dice: 0.9943, loss: 24.9449, grad_norm: 64.4998 +2023-11-06 16:53:27,939 - mmseg - INFO - Iter [19850/160000] lr: 8.759e-05, eta: 19:00:06, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6358, decode.loss_mask: 0.7497, decode.loss_dice: 1.0494, decode.d0.loss_cls: 1.5797, decode.d0.loss_mask: 0.7997, decode.d0.loss_dice: 1.1896, decode.d1.loss_cls: 0.7697, decode.d1.loss_mask: 0.7791, decode.d1.loss_dice: 1.1309, decode.d2.loss_cls: 0.6836, decode.d2.loss_mask: 0.7660, decode.d2.loss_dice: 1.0905, decode.d3.loss_cls: 0.6569, decode.d3.loss_mask: 0.7604, decode.d3.loss_dice: 1.0663, decode.d4.loss_cls: 0.6514, decode.d4.loss_mask: 0.7568, decode.d4.loss_dice: 1.0593, decode.d5.loss_cls: 0.6393, decode.d5.loss_mask: 0.7566, decode.d5.loss_dice: 1.0699, decode.d6.loss_cls: 0.6444, decode.d6.loss_mask: 0.7498, decode.d6.loss_dice: 1.0527, decode.d7.loss_cls: 0.6395, decode.d7.loss_mask: 0.7470, decode.d7.loss_dice: 1.0523, decode.d8.loss_cls: 0.6403, decode.d8.loss_mask: 0.7487, decode.d8.loss_dice: 1.0539, loss: 25.9692, grad_norm: 63.8158 +2023-11-06 16:53:50,898 - mmseg - INFO - Iter [19900/160000] lr: 8.756e-05, eta: 18:59:31, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6752, decode.loss_mask: 0.7272, decode.loss_dice: 1.0607, decode.d0.loss_cls: 1.6539, decode.d0.loss_mask: 0.7739, decode.d0.loss_dice: 1.1898, decode.d1.loss_cls: 0.7930, decode.d1.loss_mask: 0.7636, decode.d1.loss_dice: 1.1380, decode.d2.loss_cls: 0.7289, decode.d2.loss_mask: 0.7404, decode.d2.loss_dice: 1.0965, decode.d3.loss_cls: 0.7041, decode.d3.loss_mask: 0.7347, decode.d3.loss_dice: 1.0736, decode.d4.loss_cls: 0.6901, decode.d4.loss_mask: 0.7320, decode.d4.loss_dice: 1.0698, decode.d5.loss_cls: 0.6862, decode.d5.loss_mask: 0.7332, decode.d5.loss_dice: 1.0706, decode.d6.loss_cls: 0.6873, decode.d6.loss_mask: 0.7274, decode.d6.loss_dice: 1.0632, decode.d7.loss_cls: 0.6739, decode.d7.loss_mask: 0.7283, decode.d7.loss_dice: 1.0679, decode.d8.loss_cls: 0.6767, decode.d8.loss_mask: 0.7267, decode.d8.loss_dice: 1.0693, loss: 26.2562, grad_norm: 59.9412 +2023-11-06 16:54:15,813 - mmseg - INFO - Iter [19950/160000] lr: 8.753e-05, eta: 18:59:10, time: 0.498, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6694, decode.loss_mask: 0.7033, decode.loss_dice: 1.0306, decode.d0.loss_cls: 1.6574, decode.d0.loss_mask: 0.7375, decode.d0.loss_dice: 1.1647, decode.d1.loss_cls: 0.7824, decode.d1.loss_mask: 0.7322, decode.d1.loss_dice: 1.1055, decode.d2.loss_cls: 0.7229, decode.d2.loss_mask: 0.7107, decode.d2.loss_dice: 1.0634, decode.d3.loss_cls: 0.7029, decode.d3.loss_mask: 0.7058, decode.d3.loss_dice: 1.0382, decode.d4.loss_cls: 0.6886, decode.d4.loss_mask: 0.7084, decode.d4.loss_dice: 1.0403, decode.d5.loss_cls: 0.6794, decode.d5.loss_mask: 0.7084, decode.d5.loss_dice: 1.0436, decode.d6.loss_cls: 0.6791, decode.d6.loss_mask: 0.7018, decode.d6.loss_dice: 1.0279, decode.d7.loss_cls: 0.6705, decode.d7.loss_mask: 0.7038, decode.d7.loss_dice: 1.0341, decode.d8.loss_cls: 0.6729, decode.d8.loss_mask: 0.7051, decode.d8.loss_dice: 1.0320, loss: 25.6230, grad_norm: 59.2447 +2023-11-06 16:54:50,032 - mmseg - INFO - Saving checkpoint at 20000 iterations +2023-11-06 16:54:52,517 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 16:54:52,517 - mmseg - INFO - Iter [20000/160000] lr: 8.750e-05, eta: 19:00:12, time: 0.734, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6653, decode.loss_mask: 0.7363, decode.loss_dice: 1.0441, decode.d0.loss_cls: 1.6245, decode.d0.loss_mask: 0.7823, decode.d0.loss_dice: 1.1770, decode.d1.loss_cls: 0.7853, decode.d1.loss_mask: 0.7587, decode.d1.loss_dice: 1.1171, decode.d2.loss_cls: 0.7009, decode.d2.loss_mask: 0.7507, decode.d2.loss_dice: 1.0821, decode.d3.loss_cls: 0.6819, decode.d3.loss_mask: 0.7471, decode.d3.loss_dice: 1.0568, decode.d4.loss_cls: 0.6701, decode.d4.loss_mask: 0.7455, decode.d4.loss_dice: 1.0586, decode.d5.loss_cls: 0.6734, decode.d5.loss_mask: 0.7442, decode.d5.loss_dice: 1.0551, decode.d6.loss_cls: 0.6705, decode.d6.loss_mask: 0.7372, decode.d6.loss_dice: 1.0479, decode.d7.loss_cls: 0.6681, decode.d7.loss_mask: 0.7354, decode.d7.loss_dice: 1.0498, decode.d8.loss_cls: 0.6679, decode.d8.loss_mask: 0.7410, decode.d8.loss_dice: 1.0480, loss: 26.0228, grad_norm: 69.3176 +2023-11-06 16:55:15,100 - mmseg - INFO - per class results: +2023-11-06 16:55:15,105 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 78.21 | 88.28 | +| building | 80.86 | 90.89 | +| sky | 94.45 | 97.09 | +| floor | 80.86 | 87.06 | +| tree | 75.13 | 87.5 | +| ceiling | 83.76 | 88.68 | +| road | 82.56 | 90.44 | +| bed | 89.63 | 95.67 | +| windowpane | 62.24 | 75.3 | +| grass | 69.68 | 84.14 | +| cabinet | 58.62 | 80.25 | +| sidewalk | 64.06 | 84.99 | +| person | 83.95 | 90.05 | +| earth | 39.1 | 55.07 | +| door | 49.83 | 67.28 | +| table | 53.19 | 64.27 | +| mountain | 63.65 | 78.39 | +| plant | 49.21 | 56.81 | +| curtain | 75.36 | 88.74 | +| chair | 57.27 | 66.75 | +| car | 84.48 | 90.74 | +| water | 61.37 | 74.62 | +| painting | 69.08 | 85.67 | +| sofa | 65.07 | 82.2 | +| shelf | 40.53 | 55.07 | +| house | 21.9 | 25.24 | +| sea | 65.74 | 86.24 | +| mirror | 67.95 | 84.12 | +| rug | 59.6 | 78.41 | +| field | 28.06 | 48.61 | +| armchair | 41.66 | 61.17 | +| seat | 60.96 | 77.03 | +| fence | 44.04 | 70.84 | +| desk | 38.98 | 75.02 | +| rock | 57.47 | 81.62 | +| wardrobe | 47.46 | 65.53 | +| lamp | 66.25 | 77.76 | +| bathtub | 77.35 | 85.47 | +| railing | 32.77 | 52.63 | +| cushion | 60.74 | 78.47 | +| base | 24.86 | 60.85 | +| box | 23.82 | 35.42 | +| column | 48.48 | 68.08 | +| signboard | 37.9 | 63.61 | +| chest of drawers | 36.86 | 45.05 | +| counter | 27.18 | 61.42 | +| sand | 33.13 | 48.54 | +| sink | 72.56 | 78.5 | +| skyscraper | 43.51 | 59.85 | +| fireplace | 76.02 | 88.83 | +| refrigerator | 74.56 | 81.3 | +| grandstand | 49.36 | 59.88 | +| path | 7.08 | 8.23 | +| stairs | 19.47 | 21.31 | +| runway | 64.89 | 84.63 | +| case | 59.08 | 68.32 | +| pool table | 93.91 | 97.08 | +| pillow | 51.0 | 57.16 | +| screen door | 65.02 | 87.08 | +| stairway | 20.09 | 48.65 | +| river | 15.86 | 17.69 | +| bridge | 76.51 | 91.18 | +| bookcase | 24.15 | 51.37 | +| blind | 44.21 | 53.83 | +| coffee table | 57.75 | 79.3 | +| toilet | 85.58 | 91.42 | +| flower | 34.5 | 60.5 | +| book | 51.85 | 66.77 | +| hill | 6.61 | 12.28 | +| bench | 52.1 | 76.72 | +| countertop | 58.14 | 70.55 | +| stove | 72.94 | 87.52 | +| palm | 55.64 | 68.88 | +| kitchen island | 14.89 | 15.75 | +| computer | 77.0 | 86.58 | +| swivel chair | 45.18 | 76.46 | +| boat | 44.41 | 50.92 | +| bar | 12.29 | 13.33 | +| arcade machine | 77.88 | 93.63 | +| hovel | 12.36 | 14.65 | +| bus | 82.49 | 97.36 | +| towel | 64.58 | 81.72 | +| light | 55.34 | 79.14 | +| truck | 39.15 | 66.67 | +| tower | 29.73 | 52.84 | +| chandelier | 64.36 | 80.12 | +| awning | 38.01 | 52.85 | +| streetlight | 36.29 | 50.79 | +| booth | 28.47 | 28.69 | +| television receiver | 63.79 | 70.58 | +| airplane | 55.6 | 66.44 | +| dirt track | 1.62 | 2.79 | +| apparel | 22.67 | 41.93 | +| pole | 32.42 | 53.7 | +| land | 0.81 | 0.95 | +| bannister | 11.92 | 15.23 | +| escalator | 5.51 | 6.24 | +| ottoman | 56.57 | 75.16 | +| bottle | 25.3 | 30.7 | +| buffet | 23.08 | 26.0 | +| poster | 19.66 | 31.32 | +| stage | 11.89 | 22.01 | +| van | 38.24 | 57.1 | +| ship | 0.01 | 0.01 | +| fountain | 14.43 | 14.67 | +| conveyer belt | 30.7 | 93.18 | +| canopy | 17.17 | 19.8 | +| washer | 74.8 | 75.74 | +| plaything | 18.56 | 39.2 | +| swimming pool | 25.54 | 60.13 | +| stool | 49.04 | 64.51 | +| barrel | 5.15 | 64.51 | +| basket | 34.8 | 46.95 | +| waterfall | 55.82 | 73.2 | +| tent | 94.57 | 98.35 | +| bag | 19.61 | 31.57 | +| minibike | 69.5 | 87.8 | +| cradle | 75.68 | 95.15 | +| oven | 10.72 | 27.0 | +| ball | 11.96 | 30.23 | +| food | 61.96 | 69.62 | +| step | 25.61 | 51.1 | +| tank | 27.9 | 32.34 | +| trade name | 18.31 | 20.99 | +| microwave | 41.39 | 43.98 | +| pot | 39.14 | 45.67 | +| animal | 49.92 | 51.44 | +| bicycle | 59.03 | 80.04 | +| lake | 0.0 | 0.0 | +| dishwasher | 72.79 | 76.56 | +| screen | 66.36 | 94.77 | +| blanket | 18.42 | 28.48 | +| sculpture | 48.33 | 75.18 | +| hood | 58.7 | 61.47 | +| sconce | 49.82 | 67.03 | +| vase | 50.34 | 67.57 | +| traffic light | 38.86 | 62.32 | +| tray | 10.55 | 20.14 | +| ashcan | 40.61 | 71.04 | +| fan | 61.36 | 78.72 | +| pier | 6.34 | 9.85 | +| crt screen | 8.19 | 11.29 | +| plate | 37.5 | 45.95 | +| monitor | 14.81 | 17.89 | +| bulletin board | 45.11 | 61.41 | +| shower | 5.34 | 15.67 | +| radiator | 61.17 | 71.99 | +| glass | 21.95 | 24.66 | +| clock | 35.45 | 40.22 | +| flag | 48.0 | 56.45 | ++---------------------+-------+-------+ +2023-11-06 16:55:15,106 - mmseg - INFO - Summary: +2023-11-06 16:55:15,106 - mmseg - INFO - ++-------+------+-------+ +| aAcc | mIoU | mAcc | ++-------+------+-------+ +| 82.39 | 45.8 | 59.49 | ++-------+------+-------+ +2023-11-06 16:55:15,154 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_15000.pth was removed +2023-11-06 16:55:19,255 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_20000.pth. +2023-11-06 16:55:19,256 - mmseg - INFO - Best mIoU is 0.4580 at 20000 iter. +2023-11-06 16:55:19,256 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 16:55:19,256 - mmseg - INFO - Iter(val) [250] aAcc: 0.8239, mIoU: 0.4580, mAcc: 0.5949, IoU.wall: 0.7821, IoU.building: 0.8086, IoU.sky: 0.9445, IoU.floor: 0.8086, IoU.tree: 0.7513, IoU.ceiling: 0.8376, IoU.road: 0.8256, IoU.bed : 0.8963, IoU.windowpane: 0.6224, IoU.grass: 0.6968, IoU.cabinet: 0.5862, IoU.sidewalk: 0.6406, IoU.person: 0.8395, IoU.earth: 0.3910, IoU.door: 0.4983, IoU.table: 0.5319, IoU.mountain: 0.6365, IoU.plant: 0.4921, IoU.curtain: 0.7536, IoU.chair: 0.5727, IoU.car: 0.8448, IoU.water: 0.6137, IoU.painting: 0.6908, IoU.sofa: 0.6507, IoU.shelf: 0.4053, IoU.house: 0.2190, IoU.sea: 0.6574, IoU.mirror: 0.6795, IoU.rug: 0.5960, IoU.field: 0.2806, IoU.armchair: 0.4166, IoU.seat: 0.6096, IoU.fence: 0.4404, IoU.desk: 0.3898, IoU.rock: 0.5747, IoU.wardrobe: 0.4746, IoU.lamp: 0.6625, IoU.bathtub: 0.7735, IoU.railing: 0.3277, IoU.cushion: 0.6074, IoU.base: 0.2486, IoU.box: 0.2382, IoU.column: 0.4848, IoU.signboard: 0.3790, IoU.chest of drawers: 0.3686, IoU.counter: 0.2718, IoU.sand: 0.3313, IoU.sink: 0.7256, IoU.skyscraper: 0.4351, IoU.fireplace: 0.7602, IoU.refrigerator: 0.7456, IoU.grandstand: 0.4936, IoU.path: 0.0708, IoU.stairs: 0.1947, IoU.runway: 0.6489, IoU.case: 0.5908, IoU.pool table: 0.9391, IoU.pillow: 0.5100, IoU.screen door: 0.6502, IoU.stairway: 0.2009, IoU.river: 0.1586, IoU.bridge: 0.7651, IoU.bookcase: 0.2415, IoU.blind: 0.4421, IoU.coffee table: 0.5775, IoU.toilet: 0.8558, IoU.flower: 0.3450, IoU.book: 0.5185, IoU.hill: 0.0661, IoU.bench: 0.5210, IoU.countertop: 0.5814, IoU.stove: 0.7294, IoU.palm: 0.5564, IoU.kitchen island: 0.1489, IoU.computer: 0.7700, IoU.swivel chair: 0.4518, IoU.boat: 0.4441, IoU.bar: 0.1229, IoU.arcade machine: 0.7788, IoU.hovel: 0.1236, IoU.bus: 0.8249, IoU.towel: 0.6458, IoU.light: 0.5534, IoU.truck: 0.3915, IoU.tower: 0.2973, IoU.chandelier: 0.6436, IoU.awning: 0.3801, IoU.streetlight: 0.3629, IoU.booth: 0.2847, IoU.television receiver: 0.6379, IoU.airplane: 0.5560, IoU.dirt track: 0.0162, IoU.apparel: 0.2267, IoU.pole: 0.3242, IoU.land: 0.0081, IoU.bannister: 0.1192, IoU.escalator: 0.0551, IoU.ottoman: 0.5657, IoU.bottle: 0.2530, IoU.buffet: 0.2308, IoU.poster: 0.1966, IoU.stage: 0.1189, IoU.van: 0.3824, IoU.ship: 0.0001, IoU.fountain: 0.1443, IoU.conveyer belt: 0.3070, IoU.canopy: 0.1717, IoU.washer: 0.7480, IoU.plaything: 0.1856, IoU.swimming pool: 0.2554, IoU.stool: 0.4904, IoU.barrel: 0.0515, IoU.basket: 0.3480, IoU.waterfall: 0.5582, IoU.tent: 0.9457, IoU.bag: 0.1961, IoU.minibike: 0.6950, IoU.cradle: 0.7568, IoU.oven: 0.1072, IoU.ball: 0.1196, IoU.food: 0.6196, IoU.step: 0.2561, IoU.tank: 0.2790, IoU.trade name: 0.1831, IoU.microwave: 0.4139, IoU.pot: 0.3914, IoU.animal: 0.4992, IoU.bicycle: 0.5903, IoU.lake: 0.0000, IoU.dishwasher: 0.7279, IoU.screen: 0.6636, IoU.blanket: 0.1842, IoU.sculpture: 0.4833, IoU.hood: 0.5870, IoU.sconce: 0.4982, IoU.vase: 0.5034, IoU.traffic light: 0.3886, IoU.tray: 0.1055, IoU.ashcan: 0.4061, IoU.fan: 0.6136, IoU.pier: 0.0634, IoU.crt screen: 0.0819, IoU.plate: 0.3750, IoU.monitor: 0.1481, IoU.bulletin board: 0.4511, IoU.shower: 0.0534, IoU.radiator: 0.6117, IoU.glass: 0.2195, IoU.clock: 0.3545, IoU.flag: 0.4800, Acc.wall: 0.8828, Acc.building: 0.9089, Acc.sky: 0.9709, Acc.floor: 0.8706, Acc.tree: 0.8750, Acc.ceiling: 0.8868, Acc.road: 0.9044, Acc.bed : 0.9567, Acc.windowpane: 0.7530, Acc.grass: 0.8414, Acc.cabinet: 0.8025, Acc.sidewalk: 0.8499, Acc.person: 0.9005, Acc.earth: 0.5507, Acc.door: 0.6728, Acc.table: 0.6427, Acc.mountain: 0.7839, Acc.plant: 0.5681, Acc.curtain: 0.8874, Acc.chair: 0.6675, Acc.car: 0.9074, Acc.water: 0.7462, Acc.painting: 0.8567, Acc.sofa: 0.8220, Acc.shelf: 0.5507, Acc.house: 0.2524, Acc.sea: 0.8624, Acc.mirror: 0.8412, Acc.rug: 0.7841, Acc.field: 0.4861, Acc.armchair: 0.6117, Acc.seat: 0.7703, Acc.fence: 0.7084, Acc.desk: 0.7502, Acc.rock: 0.8162, Acc.wardrobe: 0.6553, Acc.lamp: 0.7776, Acc.bathtub: 0.8547, Acc.railing: 0.5263, Acc.cushion: 0.7847, Acc.base: 0.6085, Acc.box: 0.3542, Acc.column: 0.6808, Acc.signboard: 0.6361, Acc.chest of drawers: 0.4505, Acc.counter: 0.6142, Acc.sand: 0.4854, Acc.sink: 0.7850, Acc.skyscraper: 0.5985, Acc.fireplace: 0.8883, Acc.refrigerator: 0.8130, Acc.grandstand: 0.5988, Acc.path: 0.0823, Acc.stairs: 0.2131, Acc.runway: 0.8463, Acc.case: 0.6832, Acc.pool table: 0.9708, Acc.pillow: 0.5716, Acc.screen door: 0.8708, Acc.stairway: 0.4865, Acc.river: 0.1769, Acc.bridge: 0.9118, Acc.bookcase: 0.5137, Acc.blind: 0.5383, Acc.coffee table: 0.7930, Acc.toilet: 0.9142, Acc.flower: 0.6050, Acc.book: 0.6677, Acc.hill: 0.1228, Acc.bench: 0.7672, Acc.countertop: 0.7055, Acc.stove: 0.8752, Acc.palm: 0.6888, Acc.kitchen island: 0.1575, Acc.computer: 0.8658, Acc.swivel chair: 0.7646, Acc.boat: 0.5092, Acc.bar: 0.1333, Acc.arcade machine: 0.9363, Acc.hovel: 0.1465, Acc.bus: 0.9736, Acc.towel: 0.8172, Acc.light: 0.7914, Acc.truck: 0.6667, Acc.tower: 0.5284, Acc.chandelier: 0.8012, Acc.awning: 0.5285, Acc.streetlight: 0.5079, Acc.booth: 0.2869, Acc.television receiver: 0.7058, Acc.airplane: 0.6644, Acc.dirt track: 0.0279, Acc.apparel: 0.4193, Acc.pole: 0.5370, Acc.land: 0.0095, Acc.bannister: 0.1523, Acc.escalator: 0.0624, Acc.ottoman: 0.7516, Acc.bottle: 0.3070, Acc.buffet: 0.2600, Acc.poster: 0.3132, Acc.stage: 0.2201, Acc.van: 0.5710, Acc.ship: 0.0001, Acc.fountain: 0.1467, Acc.conveyer belt: 0.9318, Acc.canopy: 0.1980, Acc.washer: 0.7574, Acc.plaything: 0.3920, Acc.swimming pool: 0.6013, Acc.stool: 0.6451, Acc.barrel: 0.6451, Acc.basket: 0.4695, Acc.waterfall: 0.7320, Acc.tent: 0.9835, Acc.bag: 0.3157, Acc.minibike: 0.8780, Acc.cradle: 0.9515, Acc.oven: 0.2700, Acc.ball: 0.3023, Acc.food: 0.6962, Acc.step: 0.5110, Acc.tank: 0.3234, Acc.trade name: 0.2099, Acc.microwave: 0.4398, Acc.pot: 0.4567, Acc.animal: 0.5144, Acc.bicycle: 0.8004, Acc.lake: 0.0000, Acc.dishwasher: 0.7656, Acc.screen: 0.9477, Acc.blanket: 0.2848, Acc.sculpture: 0.7518, Acc.hood: 0.6147, Acc.sconce: 0.6703, Acc.vase: 0.6757, Acc.traffic light: 0.6232, Acc.tray: 0.2014, Acc.ashcan: 0.7104, Acc.fan: 0.7872, Acc.pier: 0.0985, Acc.crt screen: 0.1129, Acc.plate: 0.4595, Acc.monitor: 0.1789, Acc.bulletin board: 0.6141, Acc.shower: 0.1567, Acc.radiator: 0.7199, Acc.glass: 0.2466, Acc.clock: 0.4022, Acc.flag: 0.5645 +2023-11-06 16:55:46,610 - mmseg - INFO - Iter [20050/160000] lr: 8.747e-05, eta: 19:03:15, time: 1.082, data_time: 0.547, memory: 39436, decode.loss_cls: 0.6701, decode.loss_mask: 0.7237, decode.loss_dice: 1.0547, decode.d0.loss_cls: 1.6260, decode.d0.loss_mask: 0.7628, decode.d0.loss_dice: 1.1957, decode.d1.loss_cls: 0.7885, decode.d1.loss_mask: 0.7503, decode.d1.loss_dice: 1.1330, decode.d2.loss_cls: 0.7155, decode.d2.loss_mask: 0.7293, decode.d2.loss_dice: 1.0882, decode.d3.loss_cls: 0.6883, decode.d3.loss_mask: 0.7259, decode.d3.loss_dice: 1.0666, decode.d4.loss_cls: 0.6670, decode.d4.loss_mask: 0.7246, decode.d4.loss_dice: 1.0728, decode.d5.loss_cls: 0.6718, decode.d5.loss_mask: 0.7244, decode.d5.loss_dice: 1.0653, decode.d6.loss_cls: 0.6712, decode.d6.loss_mask: 0.7200, decode.d6.loss_dice: 1.0599, decode.d7.loss_cls: 0.6672, decode.d7.loss_mask: 0.7221, decode.d7.loss_dice: 1.0655, decode.d8.loss_cls: 0.6715, decode.d8.loss_mask: 0.7198, decode.d8.loss_dice: 1.0508, loss: 25.9926, grad_norm: 63.5020 +2023-11-06 16:56:19,370 - mmseg - INFO - Iter [20100/160000] lr: 8.744e-05, eta: 19:03:48, time: 0.655, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6536, decode.loss_mask: 0.7066, decode.loss_dice: 1.0243, decode.d0.loss_cls: 1.6245, decode.d0.loss_mask: 0.7537, decode.d0.loss_dice: 1.1520, decode.d1.loss_cls: 0.7667, decode.d1.loss_mask: 0.7403, decode.d1.loss_dice: 1.1049, decode.d2.loss_cls: 0.6957, decode.d2.loss_mask: 0.7217, decode.d2.loss_dice: 1.0632, decode.d3.loss_cls: 0.6703, decode.d3.loss_mask: 0.7102, decode.d3.loss_dice: 1.0302, decode.d4.loss_cls: 0.6583, decode.d4.loss_mask: 0.7110, decode.d4.loss_dice: 1.0336, decode.d5.loss_cls: 0.6608, decode.d5.loss_mask: 0.7093, decode.d5.loss_dice: 1.0361, decode.d6.loss_cls: 0.6601, decode.d6.loss_mask: 0.7107, decode.d6.loss_dice: 1.0235, decode.d7.loss_cls: 0.6562, decode.d7.loss_mask: 0.7090, decode.d7.loss_dice: 1.0264, decode.d8.loss_cls: 0.6573, decode.d8.loss_mask: 0.7081, decode.d8.loss_dice: 1.0244, loss: 25.4024, grad_norm: 65.0671 +2023-11-06 16:56:54,372 - mmseg - INFO - Iter [20150/160000] lr: 8.741e-05, eta: 19:04:36, time: 0.700, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6407, decode.loss_mask: 0.7076, decode.loss_dice: 1.0222, decode.d0.loss_cls: 1.6336, decode.d0.loss_mask: 0.7558, decode.d0.loss_dice: 1.1504, decode.d1.loss_cls: 0.7580, decode.d1.loss_mask: 0.7394, decode.d1.loss_dice: 1.1171, decode.d2.loss_cls: 0.6931, decode.d2.loss_mask: 0.7218, decode.d2.loss_dice: 1.0628, decode.d3.loss_cls: 0.6742, decode.d3.loss_mask: 0.7139, decode.d3.loss_dice: 1.0317, decode.d4.loss_cls: 0.6565, decode.d4.loss_mask: 0.7130, decode.d4.loss_dice: 1.0395, decode.d5.loss_cls: 0.6506, decode.d5.loss_mask: 0.7164, decode.d5.loss_dice: 1.0344, decode.d6.loss_cls: 0.6453, decode.d6.loss_mask: 0.7116, decode.d6.loss_dice: 1.0237, decode.d7.loss_cls: 0.6412, decode.d7.loss_mask: 0.7135, decode.d7.loss_dice: 1.0220, decode.d8.loss_cls: 0.6427, decode.d8.loss_mask: 0.7133, decode.d8.loss_dice: 1.0207, loss: 25.3670, grad_norm: 61.7021 +2023-11-06 16:57:22,687 - mmseg - INFO - Iter [20200/160000] lr: 8.738e-05, eta: 19:04:37, time: 0.566, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6969, decode.loss_mask: 0.7326, decode.loss_dice: 1.0655, decode.d0.loss_cls: 1.6747, decode.d0.loss_mask: 0.7667, decode.d0.loss_dice: 1.1998, decode.d1.loss_cls: 0.8209, decode.d1.loss_mask: 0.7551, decode.d1.loss_dice: 1.1461, decode.d2.loss_cls: 0.7355, decode.d2.loss_mask: 0.7356, decode.d2.loss_dice: 1.0944, decode.d3.loss_cls: 0.7178, decode.d3.loss_mask: 0.7273, decode.d3.loss_dice: 1.0717, decode.d4.loss_cls: 0.7086, decode.d4.loss_mask: 0.7277, decode.d4.loss_dice: 1.0767, decode.d5.loss_cls: 0.7026, decode.d5.loss_mask: 0.7274, decode.d5.loss_dice: 1.0789, decode.d6.loss_cls: 0.7060, decode.d6.loss_mask: 0.7279, decode.d6.loss_dice: 1.0718, decode.d7.loss_cls: 0.6975, decode.d7.loss_mask: 0.7277, decode.d7.loss_dice: 1.0748, decode.d8.loss_cls: 0.7012, decode.d8.loss_mask: 0.7255, decode.d8.loss_dice: 1.0704, loss: 26.4656, grad_norm: 70.0759 +2023-11-06 16:57:48,663 - mmseg - INFO - Iter [20250/160000] lr: 8.734e-05, eta: 19:04:22, time: 0.520, data_time: 0.061, memory: 39436, decode.loss_cls: 0.6502, decode.loss_mask: 0.7075, decode.loss_dice: 1.0297, decode.d0.loss_cls: 1.6263, decode.d0.loss_mask: 0.7429, decode.d0.loss_dice: 1.1791, decode.d1.loss_cls: 0.7644, decode.d1.loss_mask: 0.7390, decode.d1.loss_dice: 1.1197, decode.d2.loss_cls: 0.6929, decode.d2.loss_mask: 0.7168, decode.d2.loss_dice: 1.0686, decode.d3.loss_cls: 0.6790, decode.d3.loss_mask: 0.7081, decode.d3.loss_dice: 1.0387, decode.d4.loss_cls: 0.6695, decode.d4.loss_mask: 0.7012, decode.d4.loss_dice: 1.0400, decode.d5.loss_cls: 0.6684, decode.d5.loss_mask: 0.7034, decode.d5.loss_dice: 1.0497, decode.d6.loss_cls: 0.6590, decode.d6.loss_mask: 0.7072, decode.d6.loss_dice: 1.0447, decode.d7.loss_cls: 0.6580, decode.d7.loss_mask: 0.7089, decode.d7.loss_dice: 1.0425, decode.d8.loss_cls: 0.6569, decode.d8.loss_mask: 0.7057, decode.d8.loss_dice: 1.0340, loss: 25.5121, grad_norm: 66.3797 +2023-11-06 16:58:11,771 - mmseg - INFO - Iter [20300/160000] lr: 8.731e-05, eta: 19:03:48, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6465, decode.loss_mask: 0.7080, decode.loss_dice: 1.0305, decode.d0.loss_cls: 1.6207, decode.d0.loss_mask: 0.7557, decode.d0.loss_dice: 1.1702, decode.d1.loss_cls: 0.7653, decode.d1.loss_mask: 0.7461, decode.d1.loss_dice: 1.1176, decode.d2.loss_cls: 0.7027, decode.d2.loss_mask: 0.7232, decode.d2.loss_dice: 1.0640, decode.d3.loss_cls: 0.6733, decode.d3.loss_mask: 0.7181, decode.d3.loss_dice: 1.0444, decode.d4.loss_cls: 0.6656, decode.d4.loss_mask: 0.7159, decode.d4.loss_dice: 1.0453, decode.d5.loss_cls: 0.6582, decode.d5.loss_mask: 0.7136, decode.d5.loss_dice: 1.0447, decode.d6.loss_cls: 0.6559, decode.d6.loss_mask: 0.7071, decode.d6.loss_dice: 1.0437, decode.d7.loss_cls: 0.6494, decode.d7.loss_mask: 0.7107, decode.d7.loss_dice: 1.0393, decode.d8.loss_cls: 0.6483, decode.d8.loss_mask: 0.7099, decode.d8.loss_dice: 1.0402, loss: 25.5342, grad_norm: 66.9076 +2023-11-06 16:58:34,993 - mmseg - INFO - Iter [20350/160000] lr: 8.728e-05, eta: 19:03:14, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6736, decode.loss_mask: 0.7333, decode.loss_dice: 1.0508, decode.d0.loss_cls: 1.6395, decode.d0.loss_mask: 0.7765, decode.d0.loss_dice: 1.1763, decode.d1.loss_cls: 0.7988, decode.d1.loss_mask: 0.7635, decode.d1.loss_dice: 1.1208, decode.d2.loss_cls: 0.7100, decode.d2.loss_mask: 0.7511, decode.d2.loss_dice: 1.0813, decode.d3.loss_cls: 0.6903, decode.d3.loss_mask: 0.7361, decode.d3.loss_dice: 1.0573, decode.d4.loss_cls: 0.6832, decode.d4.loss_mask: 0.7383, decode.d4.loss_dice: 1.0559, decode.d5.loss_cls: 0.6870, decode.d5.loss_mask: 0.7336, decode.d5.loss_dice: 1.0529, decode.d6.loss_cls: 0.6775, decode.d6.loss_mask: 0.7347, decode.d6.loss_dice: 1.0513, decode.d7.loss_cls: 0.6691, decode.d7.loss_mask: 0.7355, decode.d7.loss_dice: 1.0541, decode.d8.loss_cls: 0.6714, decode.d8.loss_mask: 0.7349, decode.d8.loss_dice: 1.0574, loss: 26.0960, grad_norm: 62.6877 +2023-11-06 16:59:06,860 - mmseg - INFO - Iter [20400/160000] lr: 8.725e-05, eta: 19:03:40, time: 0.637, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6395, decode.loss_mask: 0.6882, decode.loss_dice: 1.0026, decode.d0.loss_cls: 1.6378, decode.d0.loss_mask: 0.7232, decode.d0.loss_dice: 1.1495, decode.d1.loss_cls: 0.7677, decode.d1.loss_mask: 0.7138, decode.d1.loss_dice: 1.0962, decode.d2.loss_cls: 0.6844, decode.d2.loss_mask: 0.6986, decode.d2.loss_dice: 1.0476, decode.d3.loss_cls: 0.6663, decode.d3.loss_mask: 0.6951, decode.d3.loss_dice: 1.0225, decode.d4.loss_cls: 0.6586, decode.d4.loss_mask: 0.6970, decode.d4.loss_dice: 1.0197, decode.d5.loss_cls: 0.6446, decode.d5.loss_mask: 0.6929, decode.d5.loss_dice: 1.0223, decode.d6.loss_cls: 0.6466, decode.d6.loss_mask: 0.6870, decode.d6.loss_dice: 1.0110, decode.d7.loss_cls: 0.6381, decode.d7.loss_mask: 0.6943, decode.d7.loss_dice: 1.0078, decode.d8.loss_cls: 0.6371, decode.d8.loss_mask: 0.6907, decode.d8.loss_dice: 1.0088, loss: 24.9892, grad_norm: 64.1373 +2023-11-06 16:59:39,882 - mmseg - INFO - Iter [20450/160000] lr: 8.722e-05, eta: 19:04:13, time: 0.660, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6364, decode.loss_mask: 0.6805, decode.loss_dice: 1.0178, decode.d0.loss_cls: 1.6086, decode.d0.loss_mask: 0.7230, decode.d0.loss_dice: 1.1600, decode.d1.loss_cls: 0.7603, decode.d1.loss_mask: 0.7062, decode.d1.loss_dice: 1.1012, decode.d2.loss_cls: 0.6831, decode.d2.loss_mask: 0.6894, decode.d2.loss_dice: 1.0602, decode.d3.loss_cls: 0.6601, decode.d3.loss_mask: 0.6805, decode.d3.loss_dice: 1.0267, decode.d4.loss_cls: 0.6500, decode.d4.loss_mask: 0.6787, decode.d4.loss_dice: 1.0215, decode.d5.loss_cls: 0.6482, decode.d5.loss_mask: 0.6797, decode.d5.loss_dice: 1.0222, decode.d6.loss_cls: 0.6440, decode.d6.loss_mask: 0.6795, decode.d6.loss_dice: 1.0149, decode.d7.loss_cls: 0.6370, decode.d7.loss_mask: 0.6850, decode.d7.loss_dice: 1.0176, decode.d8.loss_cls: 0.6350, decode.d8.loss_mask: 0.6791, decode.d8.loss_dice: 1.0224, loss: 24.9086, grad_norm: 67.8287 +2023-11-06 17:00:10,235 - mmseg - INFO - Iter [20500/160000] lr: 8.719e-05, eta: 19:04:27, time: 0.607, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6292, decode.loss_mask: 0.7053, decode.loss_dice: 0.9993, decode.d0.loss_cls: 1.6039, decode.d0.loss_mask: 0.7498, decode.d0.loss_dice: 1.1479, decode.d1.loss_cls: 0.7546, decode.d1.loss_mask: 0.7398, decode.d1.loss_dice: 1.0933, decode.d2.loss_cls: 0.6817, decode.d2.loss_mask: 0.7137, decode.d2.loss_dice: 1.0455, decode.d3.loss_cls: 0.6704, decode.d3.loss_mask: 0.6994, decode.d3.loss_dice: 1.0164, decode.d4.loss_cls: 0.6552, decode.d4.loss_mask: 0.6957, decode.d4.loss_dice: 1.0108, decode.d5.loss_cls: 0.6486, decode.d5.loss_mask: 0.6994, decode.d5.loss_dice: 1.0106, decode.d6.loss_cls: 0.6430, decode.d6.loss_mask: 0.6983, decode.d6.loss_dice: 1.0104, decode.d7.loss_cls: 0.6396, decode.d7.loss_mask: 0.7002, decode.d7.loss_dice: 1.0104, decode.d8.loss_cls: 0.6349, decode.d8.loss_mask: 0.7023, decode.d8.loss_dice: 1.0079, loss: 25.0175, grad_norm: 65.0385 +2023-11-06 17:00:44,365 - mmseg - INFO - Iter [20550/160000] lr: 8.716e-05, eta: 19:05:07, time: 0.683, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6431, decode.loss_mask: 0.7072, decode.loss_dice: 1.0299, decode.d0.loss_cls: 1.6196, decode.d0.loss_mask: 0.7539, decode.d0.loss_dice: 1.1649, decode.d1.loss_cls: 0.7793, decode.d1.loss_mask: 0.7334, decode.d1.loss_dice: 1.1114, decode.d2.loss_cls: 0.7017, decode.d2.loss_mask: 0.7244, decode.d2.loss_dice: 1.0746, decode.d3.loss_cls: 0.6788, decode.d3.loss_mask: 0.7131, decode.d3.loss_dice: 1.0383, decode.d4.loss_cls: 0.6714, decode.d4.loss_mask: 0.7116, decode.d4.loss_dice: 1.0411, decode.d5.loss_cls: 0.6578, decode.d5.loss_mask: 0.7124, decode.d5.loss_dice: 1.0388, decode.d6.loss_cls: 0.6587, decode.d6.loss_mask: 0.7085, decode.d6.loss_dice: 1.0280, decode.d7.loss_cls: 0.6612, decode.d7.loss_mask: 0.7067, decode.d7.loss_dice: 1.0263, decode.d8.loss_cls: 0.6523, decode.d8.loss_mask: 0.7077, decode.d8.loss_dice: 1.0275, loss: 25.4836, grad_norm: 61.4799 +2023-11-06 17:01:07,522 - mmseg - INFO - Iter [20600/160000] lr: 8.713e-05, eta: 19:04:32, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6607, decode.loss_mask: 0.7444, decode.loss_dice: 1.0342, decode.d0.loss_cls: 1.6274, decode.d0.loss_mask: 0.7898, decode.d0.loss_dice: 1.1718, decode.d1.loss_cls: 0.7734, decode.d1.loss_mask: 0.7705, decode.d1.loss_dice: 1.1111, decode.d2.loss_cls: 0.6988, decode.d2.loss_mask: 0.7566, decode.d2.loss_dice: 1.0806, decode.d3.loss_cls: 0.6875, decode.d3.loss_mask: 0.7498, decode.d3.loss_dice: 1.0528, decode.d4.loss_cls: 0.6775, decode.d4.loss_mask: 0.7491, decode.d4.loss_dice: 1.0545, decode.d5.loss_cls: 0.6633, decode.d5.loss_mask: 0.7464, decode.d5.loss_dice: 1.0493, decode.d6.loss_cls: 0.6669, decode.d6.loss_mask: 0.7413, decode.d6.loss_dice: 1.0309, decode.d7.loss_cls: 0.6640, decode.d7.loss_mask: 0.7408, decode.d7.loss_dice: 1.0352, decode.d8.loss_cls: 0.6598, decode.d8.loss_mask: 0.7404, decode.d8.loss_dice: 1.0405, loss: 25.9693, grad_norm: 66.8866 +2023-11-06 17:01:30,778 - mmseg - INFO - Iter [20650/160000] lr: 8.709e-05, eta: 19:03:59, time: 0.465, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6596, decode.loss_mask: 0.7212, decode.loss_dice: 1.0479, decode.d0.loss_cls: 1.6281, decode.d0.loss_mask: 0.7692, decode.d0.loss_dice: 1.1876, decode.d1.loss_cls: 0.7812, decode.d1.loss_mask: 0.7604, decode.d1.loss_dice: 1.1408, decode.d2.loss_cls: 0.7095, decode.d2.loss_mask: 0.7364, decode.d2.loss_dice: 1.0856, decode.d3.loss_cls: 0.6791, decode.d3.loss_mask: 0.7317, decode.d3.loss_dice: 1.0650, decode.d4.loss_cls: 0.6726, decode.d4.loss_mask: 0.7250, decode.d4.loss_dice: 1.0606, decode.d5.loss_cls: 0.6634, decode.d5.loss_mask: 0.7269, decode.d5.loss_dice: 1.0581, decode.d6.loss_cls: 0.6644, decode.d6.loss_mask: 0.7282, decode.d6.loss_dice: 1.0460, decode.d7.loss_cls: 0.6574, decode.d7.loss_mask: 0.7292, decode.d7.loss_dice: 1.0494, decode.d8.loss_cls: 0.6621, decode.d8.loss_mask: 0.7244, decode.d8.loss_dice: 1.0472, loss: 25.9180, grad_norm: 64.4331 +2023-11-06 17:01:53,766 - mmseg - INFO - Iter [20700/160000] lr: 8.706e-05, eta: 19:03:23, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6407, decode.loss_mask: 0.7370, decode.loss_dice: 1.0130, decode.d0.loss_cls: 1.5858, decode.d0.loss_mask: 0.7833, decode.d0.loss_dice: 1.1519, decode.d1.loss_cls: 0.7646, decode.d1.loss_mask: 0.7644, decode.d1.loss_dice: 1.0956, decode.d2.loss_cls: 0.6905, decode.d2.loss_mask: 0.7446, decode.d2.loss_dice: 1.0430, decode.d3.loss_cls: 0.6618, decode.d3.loss_mask: 0.7378, decode.d3.loss_dice: 1.0258, decode.d4.loss_cls: 0.6508, decode.d4.loss_mask: 0.7412, decode.d4.loss_dice: 1.0258, decode.d5.loss_cls: 0.6493, decode.d5.loss_mask: 0.7321, decode.d5.loss_dice: 1.0251, decode.d6.loss_cls: 0.6510, decode.d6.loss_mask: 0.7344, decode.d6.loss_dice: 1.0256, decode.d7.loss_cls: 0.6485, decode.d7.loss_mask: 0.7365, decode.d7.loss_dice: 1.0160, decode.d8.loss_cls: 0.6432, decode.d8.loss_mask: 0.7337, decode.d8.loss_dice: 1.0158, loss: 25.4690, grad_norm: 63.0010 +2023-11-06 17:02:17,227 - mmseg - INFO - Iter [20750/160000] lr: 8.703e-05, eta: 19:02:50, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6159, decode.loss_mask: 0.7195, decode.loss_dice: 1.0431, decode.d0.loss_cls: 1.6309, decode.d0.loss_mask: 0.7556, decode.d0.loss_dice: 1.1654, decode.d1.loss_cls: 0.7400, decode.d1.loss_mask: 0.7464, decode.d1.loss_dice: 1.1169, decode.d2.loss_cls: 0.6641, decode.d2.loss_mask: 0.7289, decode.d2.loss_dice: 1.0750, decode.d3.loss_cls: 0.6469, decode.d3.loss_mask: 0.7203, decode.d3.loss_dice: 1.0432, decode.d4.loss_cls: 0.6366, decode.d4.loss_mask: 0.7199, decode.d4.loss_dice: 1.0481, decode.d5.loss_cls: 0.6404, decode.d5.loss_mask: 0.7169, decode.d5.loss_dice: 1.0501, decode.d6.loss_cls: 0.6270, decode.d6.loss_mask: 0.7135, decode.d6.loss_dice: 1.0427, decode.d7.loss_cls: 0.6254, decode.d7.loss_mask: 0.7166, decode.d7.loss_dice: 1.0359, decode.d8.loss_cls: 0.6180, decode.d8.loss_mask: 0.7188, decode.d8.loss_dice: 1.0432, loss: 25.3651, grad_norm: 67.9772 +2023-11-06 17:02:40,849 - mmseg - INFO - Iter [20800/160000] lr: 8.700e-05, eta: 19:02:19, time: 0.472, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6617, decode.loss_mask: 0.7235, decode.loss_dice: 1.0309, decode.d0.loss_cls: 1.6188, decode.d0.loss_mask: 0.7681, decode.d0.loss_dice: 1.1650, decode.d1.loss_cls: 0.7855, decode.d1.loss_mask: 0.7566, decode.d1.loss_dice: 1.1073, decode.d2.loss_cls: 0.7128, decode.d2.loss_mask: 0.7316, decode.d2.loss_dice: 1.0643, decode.d3.loss_cls: 0.6815, decode.d3.loss_mask: 0.7261, decode.d3.loss_dice: 1.0355, decode.d4.loss_cls: 0.6747, decode.d4.loss_mask: 0.7242, decode.d4.loss_dice: 1.0440, decode.d5.loss_cls: 0.6689, decode.d5.loss_mask: 0.7234, decode.d5.loss_dice: 1.0441, decode.d6.loss_cls: 0.6622, decode.d6.loss_mask: 0.7192, decode.d6.loss_dice: 1.0349, decode.d7.loss_cls: 0.6636, decode.d7.loss_mask: 0.7191, decode.d7.loss_dice: 1.0377, decode.d8.loss_cls: 0.6697, decode.d8.loss_mask: 0.7214, decode.d8.loss_dice: 1.0340, loss: 25.7103, grad_norm: 66.7397 +2023-11-06 17:03:08,538 - mmseg - INFO - Iter [20850/160000] lr: 8.697e-05, eta: 19:02:15, time: 0.554, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6371, decode.loss_mask: 0.7388, decode.loss_dice: 1.0326, decode.d0.loss_cls: 1.6320, decode.d0.loss_mask: 0.7739, decode.d0.loss_dice: 1.1598, decode.d1.loss_cls: 0.7549, decode.d1.loss_mask: 0.7668, decode.d1.loss_dice: 1.1132, decode.d2.loss_cls: 0.6813, decode.d2.loss_mask: 0.7537, decode.d2.loss_dice: 1.0786, decode.d3.loss_cls: 0.6597, decode.d3.loss_mask: 0.7386, decode.d3.loss_dice: 1.0475, decode.d4.loss_cls: 0.6546, decode.d4.loss_mask: 0.7415, decode.d4.loss_dice: 1.0467, decode.d5.loss_cls: 0.6497, decode.d5.loss_mask: 0.7408, decode.d5.loss_dice: 1.0459, decode.d6.loss_cls: 0.6432, decode.d6.loss_mask: 0.7361, decode.d6.loss_dice: 1.0353, decode.d7.loss_cls: 0.6399, decode.d7.loss_mask: 0.7343, decode.d7.loss_dice: 1.0375, decode.d8.loss_cls: 0.6407, decode.d8.loss_mask: 0.7363, decode.d8.loss_dice: 1.0310, loss: 25.6819, grad_norm: 63.0532 +2023-11-06 17:03:36,026 - mmseg - INFO - Iter [20900/160000] lr: 8.694e-05, eta: 19:02:09, time: 0.550, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6494, decode.loss_mask: 0.7189, decode.loss_dice: 1.0267, decode.d0.loss_cls: 1.6205, decode.d0.loss_mask: 0.7630, decode.d0.loss_dice: 1.1534, decode.d1.loss_cls: 0.7680, decode.d1.loss_mask: 0.7490, decode.d1.loss_dice: 1.1038, decode.d2.loss_cls: 0.6974, decode.d2.loss_mask: 0.7321, decode.d2.loss_dice: 1.0629, decode.d3.loss_cls: 0.6664, decode.d3.loss_mask: 0.7209, decode.d3.loss_dice: 1.0336, decode.d4.loss_cls: 0.6548, decode.d4.loss_mask: 0.7203, decode.d4.loss_dice: 1.0350, decode.d5.loss_cls: 0.6517, decode.d5.loss_mask: 0.7222, decode.d5.loss_dice: 1.0374, decode.d6.loss_cls: 0.6473, decode.d6.loss_mask: 0.7233, decode.d6.loss_dice: 1.0247, decode.d7.loss_cls: 0.6465, decode.d7.loss_mask: 0.7250, decode.d7.loss_dice: 1.0297, decode.d8.loss_cls: 0.6442, decode.d8.loss_mask: 0.7194, decode.d8.loss_dice: 1.0293, loss: 25.4766, grad_norm: 72.7933 +2023-11-06 17:04:00,296 - mmseg - INFO - Iter [20950/160000] lr: 8.691e-05, eta: 19:01:42, time: 0.485, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6532, decode.loss_mask: 0.7088, decode.loss_dice: 1.0542, decode.d0.loss_cls: 1.6697, decode.d0.loss_mask: 0.7448, decode.d0.loss_dice: 1.1822, decode.d1.loss_cls: 0.7816, decode.d1.loss_mask: 0.7372, decode.d1.loss_dice: 1.1404, decode.d2.loss_cls: 0.7099, decode.d2.loss_mask: 0.7184, decode.d2.loss_dice: 1.0916, decode.d3.loss_cls: 0.6828, decode.d3.loss_mask: 0.7089, decode.d3.loss_dice: 1.0582, decode.d4.loss_cls: 0.6792, decode.d4.loss_mask: 0.7086, decode.d4.loss_dice: 1.0569, decode.d5.loss_cls: 0.6805, decode.d5.loss_mask: 0.7074, decode.d5.loss_dice: 1.0592, decode.d6.loss_cls: 0.6671, decode.d6.loss_mask: 0.7050, decode.d6.loss_dice: 1.0530, decode.d7.loss_cls: 0.6645, decode.d7.loss_mask: 0.7058, decode.d7.loss_dice: 1.0510, decode.d8.loss_cls: 0.6568, decode.d8.loss_mask: 0.7094, decode.d8.loss_dice: 1.0564, loss: 25.8024, grad_norm: 60.0243 +2023-11-06 17:04:37,722 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 17:04:37,723 - mmseg - INFO - Iter [21000/160000] lr: 8.688e-05, eta: 19:02:42, time: 0.749, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6865, decode.loss_mask: 0.7387, decode.loss_dice: 1.0722, decode.d0.loss_cls: 1.6556, decode.d0.loss_mask: 0.7842, decode.d0.loss_dice: 1.2128, decode.d1.loss_cls: 0.7980, decode.d1.loss_mask: 0.7735, decode.d1.loss_dice: 1.1587, decode.d2.loss_cls: 0.7236, decode.d2.loss_mask: 0.7532, decode.d2.loss_dice: 1.1096, decode.d3.loss_cls: 0.7070, decode.d3.loss_mask: 0.7422, decode.d3.loss_dice: 1.0810, decode.d4.loss_cls: 0.6938, decode.d4.loss_mask: 0.7418, decode.d4.loss_dice: 1.0839, decode.d5.loss_cls: 0.6914, decode.d5.loss_mask: 0.7460, decode.d5.loss_dice: 1.0835, decode.d6.loss_cls: 0.6838, decode.d6.loss_mask: 0.7473, decode.d6.loss_dice: 1.0772, decode.d7.loss_cls: 0.6861, decode.d7.loss_mask: 0.7444, decode.d7.loss_dice: 1.0811, decode.d8.loss_cls: 0.6890, decode.d8.loss_mask: 0.7412, decode.d8.loss_dice: 1.0775, loss: 26.5648, grad_norm: 68.8516 +2023-11-06 17:05:05,068 - mmseg - INFO - Iter [21050/160000] lr: 8.684e-05, eta: 19:02:35, time: 0.547, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6765, decode.loss_mask: 0.7171, decode.loss_dice: 1.0478, decode.d0.loss_cls: 1.6721, decode.d0.loss_mask: 0.7527, decode.d0.loss_dice: 1.1886, decode.d1.loss_cls: 0.8100, decode.d1.loss_mask: 0.7414, decode.d1.loss_dice: 1.1297, decode.d2.loss_cls: 0.7314, decode.d2.loss_mask: 0.7231, decode.d2.loss_dice: 1.0833, decode.d3.loss_cls: 0.7077, decode.d3.loss_mask: 0.7142, decode.d3.loss_dice: 1.0584, decode.d4.loss_cls: 0.7001, decode.d4.loss_mask: 0.7133, decode.d4.loss_dice: 1.0547, decode.d5.loss_cls: 0.7044, decode.d5.loss_mask: 0.7110, decode.d5.loss_dice: 1.0490, decode.d6.loss_cls: 0.6893, decode.d6.loss_mask: 0.7092, decode.d6.loss_dice: 1.0411, decode.d7.loss_cls: 0.6832, decode.d7.loss_mask: 0.7151, decode.d7.loss_dice: 1.0457, decode.d8.loss_cls: 0.6806, decode.d8.loss_mask: 0.7158, decode.d8.loss_dice: 1.0469, loss: 26.0135, grad_norm: 67.8111 +2023-11-06 17:05:28,481 - mmseg - INFO - Iter [21100/160000] lr: 8.681e-05, eta: 19:02:03, time: 0.468, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6413, decode.loss_mask: 0.6924, decode.loss_dice: 1.0111, decode.d0.loss_cls: 1.6226, decode.d0.loss_mask: 0.7395, decode.d0.loss_dice: 1.1510, decode.d1.loss_cls: 0.7737, decode.d1.loss_mask: 0.7217, decode.d1.loss_dice: 1.0940, decode.d2.loss_cls: 0.6875, decode.d2.loss_mask: 0.7069, decode.d2.loss_dice: 1.0544, decode.d3.loss_cls: 0.6658, decode.d3.loss_mask: 0.6991, decode.d3.loss_dice: 1.0198, decode.d4.loss_cls: 0.6618, decode.d4.loss_mask: 0.6927, decode.d4.loss_dice: 1.0240, decode.d5.loss_cls: 0.6512, decode.d5.loss_mask: 0.6955, decode.d5.loss_dice: 1.0205, decode.d6.loss_cls: 0.6509, decode.d6.loss_mask: 0.6927, decode.d6.loss_dice: 1.0115, decode.d7.loss_cls: 0.6395, decode.d7.loss_mask: 0.6929, decode.d7.loss_dice: 1.0221, decode.d8.loss_cls: 0.6364, decode.d8.loss_mask: 0.6965, decode.d8.loss_dice: 1.0227, loss: 25.0919, grad_norm: 60.8395 +2023-11-06 17:05:52,781 - mmseg - INFO - Iter [21150/160000] lr: 8.678e-05, eta: 19:01:35, time: 0.486, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6365, decode.loss_mask: 0.7047, decode.loss_dice: 1.0328, decode.d0.loss_cls: 1.5829, decode.d0.loss_mask: 0.7508, decode.d0.loss_dice: 1.1761, decode.d1.loss_cls: 0.7506, decode.d1.loss_mask: 0.7391, decode.d1.loss_dice: 1.1230, decode.d2.loss_cls: 0.6769, decode.d2.loss_mask: 0.7188, decode.d2.loss_dice: 1.0705, decode.d3.loss_cls: 0.6592, decode.d3.loss_mask: 0.7092, decode.d3.loss_dice: 1.0452, decode.d4.loss_cls: 0.6517, decode.d4.loss_mask: 0.7099, decode.d4.loss_dice: 1.0404, decode.d5.loss_cls: 0.6452, decode.d5.loss_mask: 0.7148, decode.d5.loss_dice: 1.0415, decode.d6.loss_cls: 0.6365, decode.d6.loss_mask: 0.7083, decode.d6.loss_dice: 1.0384, decode.d7.loss_cls: 0.6390, decode.d7.loss_mask: 0.7042, decode.d7.loss_dice: 1.0288, decode.d8.loss_cls: 0.6398, decode.d8.loss_mask: 0.7054, decode.d8.loss_dice: 1.0294, loss: 25.3099, grad_norm: 61.5380 +2023-11-06 17:06:26,517 - mmseg - INFO - Iter [21200/160000] lr: 8.675e-05, eta: 19:02:10, time: 0.675, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6513, decode.loss_mask: 0.7229, decode.loss_dice: 1.0521, decode.d0.loss_cls: 1.6216, decode.d0.loss_mask: 0.7601, decode.d0.loss_dice: 1.1799, decode.d1.loss_cls: 0.7781, decode.d1.loss_mask: 0.7460, decode.d1.loss_dice: 1.1317, decode.d2.loss_cls: 0.6999, decode.d2.loss_mask: 0.7291, decode.d2.loss_dice: 1.0818, decode.d3.loss_cls: 0.6776, decode.d3.loss_mask: 0.7215, decode.d3.loss_dice: 1.0564, decode.d4.loss_cls: 0.6688, decode.d4.loss_mask: 0.7213, decode.d4.loss_dice: 1.0579, decode.d5.loss_cls: 0.6616, decode.d5.loss_mask: 0.7199, decode.d5.loss_dice: 1.0550, decode.d6.loss_cls: 0.6586, decode.d6.loss_mask: 0.7196, decode.d6.loss_dice: 1.0524, decode.d7.loss_cls: 0.6531, decode.d7.loss_mask: 0.7252, decode.d7.loss_dice: 1.0564, decode.d8.loss_cls: 0.6541, decode.d8.loss_mask: 0.7244, decode.d8.loss_dice: 1.0569, loss: 25.7953, grad_norm: 64.1347 +2023-11-06 17:06:53,936 - mmseg - INFO - Iter [21250/160000] lr: 8.672e-05, eta: 19:02:03, time: 0.548, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6311, decode.loss_mask: 0.6945, decode.loss_dice: 1.0042, decode.d0.loss_cls: 1.6421, decode.d0.loss_mask: 0.7293, decode.d0.loss_dice: 1.1302, decode.d1.loss_cls: 0.7545, decode.d1.loss_mask: 0.7236, decode.d1.loss_dice: 1.0698, decode.d2.loss_cls: 0.6840, decode.d2.loss_mask: 0.7065, decode.d2.loss_dice: 1.0268, decode.d3.loss_cls: 0.6564, decode.d3.loss_mask: 0.6990, decode.d3.loss_dice: 1.0026, decode.d4.loss_cls: 0.6423, decode.d4.loss_mask: 0.7000, decode.d4.loss_dice: 1.0096, decode.d5.loss_cls: 0.6340, decode.d5.loss_mask: 0.6969, decode.d5.loss_dice: 1.0063, decode.d6.loss_cls: 0.6331, decode.d6.loss_mask: 0.6956, decode.d6.loss_dice: 0.9972, decode.d7.loss_cls: 0.6328, decode.d7.loss_mask: 0.6947, decode.d7.loss_dice: 0.9965, decode.d8.loss_cls: 0.6373, decode.d8.loss_mask: 0.6931, decode.d8.loss_dice: 0.9998, loss: 24.8240, grad_norm: 60.5091 +2023-11-06 17:07:33,586 - mmseg - INFO - Iter [21300/160000] lr: 8.669e-05, eta: 19:03:16, time: 0.793, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6530, decode.loss_mask: 0.7056, decode.loss_dice: 1.0247, decode.d0.loss_cls: 1.6391, decode.d0.loss_mask: 0.7520, decode.d0.loss_dice: 1.1683, decode.d1.loss_cls: 0.7792, decode.d1.loss_mask: 0.7349, decode.d1.loss_dice: 1.1074, decode.d2.loss_cls: 0.7122, decode.d2.loss_mask: 0.7145, decode.d2.loss_dice: 1.0580, decode.d3.loss_cls: 0.6759, decode.d3.loss_mask: 0.7085, decode.d3.loss_dice: 1.0403, decode.d4.loss_cls: 0.6734, decode.d4.loss_mask: 0.7064, decode.d4.loss_dice: 1.0350, decode.d5.loss_cls: 0.6626, decode.d5.loss_mask: 0.7079, decode.d5.loss_dice: 1.0382, decode.d6.loss_cls: 0.6505, decode.d6.loss_mask: 0.7085, decode.d6.loss_dice: 1.0301, decode.d7.loss_cls: 0.6524, decode.d7.loss_mask: 0.7084, decode.d7.loss_dice: 1.0316, decode.d8.loss_cls: 0.6484, decode.d8.loss_mask: 0.7082, decode.d8.loss_dice: 1.0342, loss: 25.4695, grad_norm: 68.8392 +2023-11-06 17:07:57,326 - mmseg - INFO - Iter [21350/160000] lr: 8.666e-05, eta: 19:02:45, time: 0.475, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6370, decode.loss_mask: 0.7156, decode.loss_dice: 1.0143, decode.d0.loss_cls: 1.6201, decode.d0.loss_mask: 0.7645, decode.d0.loss_dice: 1.1421, decode.d1.loss_cls: 0.7609, decode.d1.loss_mask: 0.7459, decode.d1.loss_dice: 1.0825, decode.d2.loss_cls: 0.6948, decode.d2.loss_mask: 0.7169, decode.d2.loss_dice: 1.0419, decode.d3.loss_cls: 0.6642, decode.d3.loss_mask: 0.7084, decode.d3.loss_dice: 1.0151, decode.d4.loss_cls: 0.6559, decode.d4.loss_mask: 0.7077, decode.d4.loss_dice: 1.0114, decode.d5.loss_cls: 0.6480, decode.d5.loss_mask: 0.7115, decode.d5.loss_dice: 1.0208, decode.d6.loss_cls: 0.6441, decode.d6.loss_mask: 0.7069, decode.d6.loss_dice: 1.0133, decode.d7.loss_cls: 0.6450, decode.d7.loss_mask: 0.7057, decode.d7.loss_dice: 1.0090, decode.d8.loss_cls: 0.6421, decode.d8.loss_mask: 0.7109, decode.d8.loss_dice: 1.0170, loss: 25.1733, grad_norm: 65.0611 +2023-11-06 17:08:21,257 - mmseg - INFO - Iter [21400/160000] lr: 8.663e-05, eta: 19:02:15, time: 0.479, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6402, decode.loss_mask: 0.7263, decode.loss_dice: 1.0518, decode.d0.loss_cls: 1.6036, decode.d0.loss_mask: 0.7589, decode.d0.loss_dice: 1.1747, decode.d1.loss_cls: 0.7659, decode.d1.loss_mask: 0.7433, decode.d1.loss_dice: 1.1204, decode.d2.loss_cls: 0.7016, decode.d2.loss_mask: 0.7342, decode.d2.loss_dice: 1.0846, decode.d3.loss_cls: 0.6645, decode.d3.loss_mask: 0.7216, decode.d3.loss_dice: 1.0564, decode.d4.loss_cls: 0.6573, decode.d4.loss_mask: 0.7198, decode.d4.loss_dice: 1.0568, decode.d5.loss_cls: 0.6553, decode.d5.loss_mask: 0.7280, decode.d5.loss_dice: 1.0604, decode.d6.loss_cls: 0.6438, decode.d6.loss_mask: 0.7228, decode.d6.loss_dice: 1.0518, decode.d7.loss_cls: 0.6434, decode.d7.loss_mask: 0.7234, decode.d7.loss_dice: 1.0512, decode.d8.loss_cls: 0.6487, decode.d8.loss_mask: 0.7241, decode.d8.loss_dice: 1.0526, loss: 25.6872, grad_norm: 63.4190 +2023-11-06 17:08:44,567 - mmseg - INFO - Iter [21450/160000] lr: 8.659e-05, eta: 19:01:41, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6516, decode.loss_mask: 0.7254, decode.loss_dice: 1.0491, decode.d0.loss_cls: 1.6193, decode.d0.loss_mask: 0.7660, decode.d0.loss_dice: 1.1820, decode.d1.loss_cls: 0.7620, decode.d1.loss_mask: 0.7500, decode.d1.loss_dice: 1.1371, decode.d2.loss_cls: 0.6987, decode.d2.loss_mask: 0.7275, decode.d2.loss_dice: 1.0819, decode.d3.loss_cls: 0.6811, decode.d3.loss_mask: 0.7246, decode.d3.loss_dice: 1.0547, decode.d4.loss_cls: 0.6591, decode.d4.loss_mask: 0.7270, decode.d4.loss_dice: 1.0596, decode.d5.loss_cls: 0.6604, decode.d5.loss_mask: 0.7316, decode.d5.loss_dice: 1.0576, decode.d6.loss_cls: 0.6548, decode.d6.loss_mask: 0.7277, decode.d6.loss_dice: 1.0563, decode.d7.loss_cls: 0.6509, decode.d7.loss_mask: 0.7265, decode.d7.loss_dice: 1.0637, decode.d8.loss_cls: 0.6499, decode.d8.loss_mask: 0.7270, decode.d8.loss_dice: 1.0522, loss: 25.8150, grad_norm: 70.9299 +2023-11-06 17:09:10,172 - mmseg - INFO - Iter [21500/160000] lr: 8.656e-05, eta: 19:01:22, time: 0.512, data_time: 0.059, memory: 39436, decode.loss_cls: 0.6141, decode.loss_mask: 0.7100, decode.loss_dice: 1.0080, decode.d0.loss_cls: 1.5818, decode.d0.loss_mask: 0.7457, decode.d0.loss_dice: 1.1401, decode.d1.loss_cls: 0.7316, decode.d1.loss_mask: 0.7327, decode.d1.loss_dice: 1.0807, decode.d2.loss_cls: 0.6685, decode.d2.loss_mask: 0.7054, decode.d2.loss_dice: 1.0356, decode.d3.loss_cls: 0.6379, decode.d3.loss_mask: 0.7099, decode.d3.loss_dice: 1.0147, decode.d4.loss_cls: 0.6313, decode.d4.loss_mask: 0.7063, decode.d4.loss_dice: 1.0188, decode.d5.loss_cls: 0.6184, decode.d5.loss_mask: 0.7062, decode.d5.loss_dice: 1.0170, decode.d6.loss_cls: 0.6174, decode.d6.loss_mask: 0.7082, decode.d6.loss_dice: 1.0099, decode.d7.loss_cls: 0.6221, decode.d7.loss_mask: 0.7096, decode.d7.loss_dice: 1.0058, decode.d8.loss_cls: 0.6164, decode.d8.loss_mask: 0.7101, decode.d8.loss_dice: 1.0093, loss: 24.8235, grad_norm: 67.4581 +2023-11-06 17:09:33,341 - mmseg - INFO - Iter [21550/160000] lr: 8.653e-05, eta: 19:00:47, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6514, decode.loss_mask: 0.7024, decode.loss_dice: 1.0214, decode.d0.loss_cls: 1.6514, decode.d0.loss_mask: 0.7399, decode.d0.loss_dice: 1.1500, decode.d1.loss_cls: 0.7589, decode.d1.loss_mask: 0.7385, decode.d1.loss_dice: 1.1044, decode.d2.loss_cls: 0.6962, decode.d2.loss_mask: 0.7137, decode.d2.loss_dice: 1.0605, decode.d3.loss_cls: 0.6704, decode.d3.loss_mask: 0.7081, decode.d3.loss_dice: 1.0318, decode.d4.loss_cls: 0.6645, decode.d4.loss_mask: 0.7081, decode.d4.loss_dice: 1.0362, decode.d5.loss_cls: 0.6635, decode.d5.loss_mask: 0.7061, decode.d5.loss_dice: 1.0372, decode.d6.loss_cls: 0.6503, decode.d6.loss_mask: 0.7044, decode.d6.loss_dice: 1.0230, decode.d7.loss_cls: 0.6510, decode.d7.loss_mask: 0.7034, decode.d7.loss_dice: 1.0265, decode.d8.loss_cls: 0.6468, decode.d8.loss_mask: 0.7077, decode.d8.loss_dice: 1.0212, loss: 25.3491, grad_norm: 65.0314 +2023-11-06 17:09:56,519 - mmseg - INFO - Iter [21600/160000] lr: 8.650e-05, eta: 19:00:13, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6293, decode.loss_mask: 0.7042, decode.loss_dice: 1.0221, decode.d0.loss_cls: 1.6279, decode.d0.loss_mask: 0.7420, decode.d0.loss_dice: 1.1543, decode.d1.loss_cls: 0.7656, decode.d1.loss_mask: 0.7192, decode.d1.loss_dice: 1.1040, decode.d2.loss_cls: 0.6822, decode.d2.loss_mask: 0.7094, decode.d2.loss_dice: 1.0622, decode.d3.loss_cls: 0.6580, decode.d3.loss_mask: 0.7025, decode.d3.loss_dice: 1.0338, decode.d4.loss_cls: 0.6410, decode.d4.loss_mask: 0.6992, decode.d4.loss_dice: 1.0358, decode.d5.loss_cls: 0.6367, decode.d5.loss_mask: 0.6972, decode.d5.loss_dice: 1.0251, decode.d6.loss_cls: 0.6351, decode.d6.loss_mask: 0.6970, decode.d6.loss_dice: 1.0183, decode.d7.loss_cls: 0.6316, decode.d7.loss_mask: 0.6969, decode.d7.loss_dice: 1.0260, decode.d8.loss_cls: 0.6248, decode.d8.loss_mask: 0.7018, decode.d8.loss_dice: 1.0274, loss: 25.1107, grad_norm: 60.4283 +2023-11-06 17:10:19,842 - mmseg - INFO - Iter [21650/160000] lr: 8.647e-05, eta: 18:59:39, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6271, decode.loss_mask: 0.7106, decode.loss_dice: 1.0335, decode.d0.loss_cls: 1.6318, decode.d0.loss_mask: 0.7479, decode.d0.loss_dice: 1.1644, decode.d1.loss_cls: 0.7471, decode.d1.loss_mask: 0.7330, decode.d1.loss_dice: 1.1048, decode.d2.loss_cls: 0.6799, decode.d2.loss_mask: 0.7180, decode.d2.loss_dice: 1.0690, decode.d3.loss_cls: 0.6493, decode.d3.loss_mask: 0.7093, decode.d3.loss_dice: 1.0398, decode.d4.loss_cls: 0.6465, decode.d4.loss_mask: 0.7110, decode.d4.loss_dice: 1.0386, decode.d5.loss_cls: 0.6432, decode.d5.loss_mask: 0.7109, decode.d5.loss_dice: 1.0409, decode.d6.loss_cls: 0.6388, decode.d6.loss_mask: 0.7102, decode.d6.loss_dice: 1.0300, decode.d7.loss_cls: 0.6400, decode.d7.loss_mask: 0.7078, decode.d7.loss_dice: 1.0304, decode.d8.loss_cls: 0.6287, decode.d8.loss_mask: 0.7040, decode.d8.loss_dice: 1.0331, loss: 25.2796, grad_norm: 61.7527 +2023-11-06 17:10:43,060 - mmseg - INFO - Iter [21700/160000] lr: 8.644e-05, eta: 18:59:05, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6349, decode.loss_mask: 0.6801, decode.loss_dice: 1.0229, decode.d0.loss_cls: 1.6307, decode.d0.loss_mask: 0.7228, decode.d0.loss_dice: 1.1552, decode.d1.loss_cls: 0.7637, decode.d1.loss_mask: 0.7033, decode.d1.loss_dice: 1.0902, decode.d2.loss_cls: 0.6899, decode.d2.loss_mask: 0.6842, decode.d2.loss_dice: 1.0532, decode.d3.loss_cls: 0.6650, decode.d3.loss_mask: 0.6785, decode.d3.loss_dice: 1.0219, decode.d4.loss_cls: 0.6557, decode.d4.loss_mask: 0.6778, decode.d4.loss_dice: 1.0247, decode.d5.loss_cls: 0.6526, decode.d5.loss_mask: 0.6792, decode.d5.loss_dice: 1.0249, decode.d6.loss_cls: 0.6445, decode.d6.loss_mask: 0.6760, decode.d6.loss_dice: 1.0082, decode.d7.loss_cls: 0.6451, decode.d7.loss_mask: 0.6782, decode.d7.loss_dice: 1.0139, decode.d8.loss_cls: 0.6379, decode.d8.loss_mask: 0.6807, decode.d8.loss_dice: 1.0195, loss: 24.9156, grad_norm: 61.2620 +2023-11-06 17:11:06,314 - mmseg - INFO - Iter [21750/160000] lr: 8.641e-05, eta: 18:58:31, time: 0.465, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6291, decode.loss_mask: 0.7261, decode.loss_dice: 1.0141, decode.d0.loss_cls: 1.5610, decode.d0.loss_mask: 0.7668, decode.d0.loss_dice: 1.1482, decode.d1.loss_cls: 0.7422, decode.d1.loss_mask: 0.7501, decode.d1.loss_dice: 1.0957, decode.d2.loss_cls: 0.6718, decode.d2.loss_mask: 0.7352, decode.d2.loss_dice: 1.0457, decode.d3.loss_cls: 0.6515, decode.d3.loss_mask: 0.7236, decode.d3.loss_dice: 1.0195, decode.d4.loss_cls: 0.6390, decode.d4.loss_mask: 0.7214, decode.d4.loss_dice: 1.0164, decode.d5.loss_cls: 0.6362, decode.d5.loss_mask: 0.7269, decode.d5.loss_dice: 1.0233, decode.d6.loss_cls: 0.6289, decode.d6.loss_mask: 0.7226, decode.d6.loss_dice: 1.0136, decode.d7.loss_cls: 0.6290, decode.d7.loss_mask: 0.7231, decode.d7.loss_dice: 1.0115, decode.d8.loss_cls: 0.6236, decode.d8.loss_mask: 0.7252, decode.d8.loss_dice: 1.0134, loss: 25.1347, grad_norm: 68.4277 +2023-11-06 17:11:29,750 - mmseg - INFO - Iter [21800/160000] lr: 8.638e-05, eta: 18:57:58, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6259, decode.loss_mask: 0.6989, decode.loss_dice: 1.0049, decode.d0.loss_cls: 1.5865, decode.d0.loss_mask: 0.7567, decode.d0.loss_dice: 1.1360, decode.d1.loss_cls: 0.7494, decode.d1.loss_mask: 0.7342, decode.d1.loss_dice: 1.0842, decode.d2.loss_cls: 0.6679, decode.d2.loss_mask: 0.7132, decode.d2.loss_dice: 1.0410, decode.d3.loss_cls: 0.6454, decode.d3.loss_mask: 0.7040, decode.d3.loss_dice: 1.0127, decode.d4.loss_cls: 0.6310, decode.d4.loss_mask: 0.7053, decode.d4.loss_dice: 1.0162, decode.d5.loss_cls: 0.6335, decode.d5.loss_mask: 0.7018, decode.d5.loss_dice: 1.0105, decode.d6.loss_cls: 0.6265, decode.d6.loss_mask: 0.7027, decode.d6.loss_dice: 1.0061, decode.d7.loss_cls: 0.6206, decode.d7.loss_mask: 0.7025, decode.d7.loss_dice: 1.0028, decode.d8.loss_cls: 0.6198, decode.d8.loss_mask: 0.7035, decode.d8.loss_dice: 1.0087, loss: 24.8525, grad_norm: 62.6875 +2023-11-06 17:11:53,108 - mmseg - INFO - Iter [21850/160000] lr: 8.634e-05, eta: 18:57:25, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6058, decode.loss_mask: 0.6867, decode.loss_dice: 1.0100, decode.d0.loss_cls: 1.6157, decode.d0.loss_mask: 0.7318, decode.d0.loss_dice: 1.1379, decode.d1.loss_cls: 0.7338, decode.d1.loss_mask: 0.7074, decode.d1.loss_dice: 1.0776, decode.d2.loss_cls: 0.6550, decode.d2.loss_mask: 0.6991, decode.d2.loss_dice: 1.0460, decode.d3.loss_cls: 0.6278, decode.d3.loss_mask: 0.6864, decode.d3.loss_dice: 1.0277, decode.d4.loss_cls: 0.6211, decode.d4.loss_mask: 0.6834, decode.d4.loss_dice: 1.0235, decode.d5.loss_cls: 0.6170, decode.d5.loss_mask: 0.6878, decode.d5.loss_dice: 1.0169, decode.d6.loss_cls: 0.6100, decode.d6.loss_mask: 0.6839, decode.d6.loss_dice: 1.0120, decode.d7.loss_cls: 0.6093, decode.d7.loss_mask: 0.6835, decode.d7.loss_dice: 1.0119, decode.d8.loss_cls: 0.6141, decode.d8.loss_mask: 0.6856, decode.d8.loss_dice: 1.0107, loss: 24.6193, grad_norm: 62.5594 +2023-11-06 17:12:16,185 - mmseg - INFO - Iter [21900/160000] lr: 8.631e-05, eta: 18:56:50, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6298, decode.loss_mask: 0.7144, decode.loss_dice: 1.0206, decode.d0.loss_cls: 1.6220, decode.d0.loss_mask: 0.7583, decode.d0.loss_dice: 1.1371, decode.d1.loss_cls: 0.7568, decode.d1.loss_mask: 0.7442, decode.d1.loss_dice: 1.0845, decode.d2.loss_cls: 0.6892, decode.d2.loss_mask: 0.7288, decode.d2.loss_dice: 1.0520, decode.d3.loss_cls: 0.6526, decode.d3.loss_mask: 0.7258, decode.d3.loss_dice: 1.0258, decode.d4.loss_cls: 0.6478, decode.d4.loss_mask: 0.7219, decode.d4.loss_dice: 1.0265, decode.d5.loss_cls: 0.6379, decode.d5.loss_mask: 0.7209, decode.d5.loss_dice: 1.0232, decode.d6.loss_cls: 0.6405, decode.d6.loss_mask: 0.7205, decode.d6.loss_dice: 1.0164, decode.d7.loss_cls: 0.6342, decode.d7.loss_mask: 0.7165, decode.d7.loss_dice: 1.0190, decode.d8.loss_cls: 0.6286, decode.d8.loss_mask: 0.7154, decode.d8.loss_dice: 1.0247, loss: 25.2360, grad_norm: 71.6378 +2023-11-06 17:12:39,029 - mmseg - INFO - Iter [21950/160000] lr: 8.628e-05, eta: 18:56:14, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6092, decode.loss_mask: 0.7055, decode.loss_dice: 0.9918, decode.d0.loss_cls: 1.6106, decode.d0.loss_mask: 0.7398, decode.d0.loss_dice: 1.1226, decode.d1.loss_cls: 0.7345, decode.d1.loss_mask: 0.7352, decode.d1.loss_dice: 1.0795, decode.d2.loss_cls: 0.6627, decode.d2.loss_mask: 0.7125, decode.d2.loss_dice: 1.0301, decode.d3.loss_cls: 0.6337, decode.d3.loss_mask: 0.7150, decode.d3.loss_dice: 1.0120, decode.d4.loss_cls: 0.6258, decode.d4.loss_mask: 0.7112, decode.d4.loss_dice: 1.0089, decode.d5.loss_cls: 0.6227, decode.d5.loss_mask: 0.7139, decode.d5.loss_dice: 1.0095, decode.d6.loss_cls: 0.6166, decode.d6.loss_mask: 0.7098, decode.d6.loss_dice: 0.9989, decode.d7.loss_cls: 0.6127, decode.d7.loss_mask: 0.7101, decode.d7.loss_dice: 1.0061, decode.d8.loss_cls: 0.6135, decode.d8.loss_mask: 0.7087, decode.d8.loss_dice: 0.9991, loss: 24.7619, grad_norm: 64.6960 +2023-11-06 17:13:01,980 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 17:13:01,981 - mmseg - INFO - Iter [22000/160000] lr: 8.625e-05, eta: 18:55:38, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6384, decode.loss_mask: 0.7019, decode.loss_dice: 1.0105, decode.d0.loss_cls: 1.6224, decode.d0.loss_mask: 0.7551, decode.d0.loss_dice: 1.1624, decode.d1.loss_cls: 0.7520, decode.d1.loss_mask: 0.7431, decode.d1.loss_dice: 1.0992, decode.d2.loss_cls: 0.6720, decode.d2.loss_mask: 0.7226, decode.d2.loss_dice: 1.0514, decode.d3.loss_cls: 0.6555, decode.d3.loss_mask: 0.7117, decode.d3.loss_dice: 1.0276, decode.d4.loss_cls: 0.6536, decode.d4.loss_mask: 0.7082, decode.d4.loss_dice: 1.0309, decode.d5.loss_cls: 0.6394, decode.d5.loss_mask: 0.7096, decode.d5.loss_dice: 1.0262, decode.d6.loss_cls: 0.6404, decode.d6.loss_mask: 0.7014, decode.d6.loss_dice: 1.0223, decode.d7.loss_cls: 0.6351, decode.d7.loss_mask: 0.7057, decode.d7.loss_dice: 1.0143, decode.d8.loss_cls: 0.6325, decode.d8.loss_mask: 0.7056, decode.d8.loss_dice: 1.0170, loss: 25.1680, grad_norm: 61.7191 +2023-11-06 17:13:25,211 - mmseg - INFO - Iter [22050/160000] lr: 8.622e-05, eta: 18:55:04, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6521, decode.loss_mask: 0.7052, decode.loss_dice: 1.0258, decode.d0.loss_cls: 1.6397, decode.d0.loss_mask: 0.7469, decode.d0.loss_dice: 1.1686, decode.d1.loss_cls: 0.7710, decode.d1.loss_mask: 0.7317, decode.d1.loss_dice: 1.0987, decode.d2.loss_cls: 0.6941, decode.d2.loss_mask: 0.7145, decode.d2.loss_dice: 1.0558, decode.d3.loss_cls: 0.6795, decode.d3.loss_mask: 0.7049, decode.d3.loss_dice: 1.0269, decode.d4.loss_cls: 0.6649, decode.d4.loss_mask: 0.7062, decode.d4.loss_dice: 1.0339, decode.d5.loss_cls: 0.6559, decode.d5.loss_mask: 0.7095, decode.d5.loss_dice: 1.0294, decode.d6.loss_cls: 0.6504, decode.d6.loss_mask: 0.7101, decode.d6.loss_dice: 1.0234, decode.d7.loss_cls: 0.6532, decode.d7.loss_mask: 0.7087, decode.d7.loss_dice: 1.0259, decode.d8.loss_cls: 0.6526, decode.d8.loss_mask: 0.7047, decode.d8.loss_dice: 1.0250, loss: 25.3691, grad_norm: 61.1022 +2023-11-06 17:13:48,282 - mmseg - INFO - Iter [22100/160000] lr: 8.619e-05, eta: 18:54:30, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6419, decode.loss_mask: 0.7197, decode.loss_dice: 1.0072, decode.d0.loss_cls: 1.6423, decode.d0.loss_mask: 0.7676, decode.d0.loss_dice: 1.1441, decode.d1.loss_cls: 0.7586, decode.d1.loss_mask: 0.7615, decode.d1.loss_dice: 1.0904, decode.d2.loss_cls: 0.6803, decode.d2.loss_mask: 0.7413, decode.d2.loss_dice: 1.0369, decode.d3.loss_cls: 0.6672, decode.d3.loss_mask: 0.7253, decode.d3.loss_dice: 1.0173, decode.d4.loss_cls: 0.6519, decode.d4.loss_mask: 0.7267, decode.d4.loss_dice: 1.0171, decode.d5.loss_cls: 0.6518, decode.d5.loss_mask: 0.7231, decode.d5.loss_dice: 1.0197, decode.d6.loss_cls: 0.6457, decode.d6.loss_mask: 0.7236, decode.d6.loss_dice: 1.0047, decode.d7.loss_cls: 0.6439, decode.d7.loss_mask: 0.7221, decode.d7.loss_dice: 1.0045, decode.d8.loss_cls: 0.6472, decode.d8.loss_mask: 0.7236, decode.d8.loss_dice: 1.0083, loss: 25.3157, grad_norm: 67.6822 +2023-11-06 17:14:12,800 - mmseg - INFO - Iter [22150/160000] lr: 8.616e-05, eta: 18:54:04, time: 0.490, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6253, decode.loss_mask: 0.7075, decode.loss_dice: 1.0156, decode.d0.loss_cls: 1.5884, decode.d0.loss_mask: 0.7458, decode.d0.loss_dice: 1.1350, decode.d1.loss_cls: 0.7448, decode.d1.loss_mask: 0.7293, decode.d1.loss_dice: 1.0912, decode.d2.loss_cls: 0.6748, decode.d2.loss_mask: 0.7116, decode.d2.loss_dice: 1.0497, decode.d3.loss_cls: 0.6437, decode.d3.loss_mask: 0.7102, decode.d3.loss_dice: 1.0249, decode.d4.loss_cls: 0.6334, decode.d4.loss_mask: 0.7088, decode.d4.loss_dice: 1.0227, decode.d5.loss_cls: 0.6228, decode.d5.loss_mask: 0.7147, decode.d5.loss_dice: 1.0168, decode.d6.loss_cls: 0.6229, decode.d6.loss_mask: 0.7076, decode.d6.loss_dice: 1.0155, decode.d7.loss_cls: 0.6242, decode.d7.loss_mask: 0.7035, decode.d7.loss_dice: 1.0137, decode.d8.loss_cls: 0.6226, decode.d8.loss_mask: 0.7112, decode.d8.loss_dice: 1.0119, loss: 24.9503, grad_norm: 62.9072 +2023-11-06 17:14:36,149 - mmseg - INFO - Iter [22200/160000] lr: 8.613e-05, eta: 18:53:31, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6249, decode.loss_mask: 0.7164, decode.loss_dice: 1.0394, decode.d0.loss_cls: 1.6044, decode.d0.loss_mask: 0.7655, decode.d0.loss_dice: 1.1754, decode.d1.loss_cls: 0.7374, decode.d1.loss_mask: 0.7507, decode.d1.loss_dice: 1.1169, decode.d2.loss_cls: 0.6791, decode.d2.loss_mask: 0.7327, decode.d2.loss_dice: 1.0675, decode.d3.loss_cls: 0.6550, decode.d3.loss_mask: 0.7240, decode.d3.loss_dice: 1.0465, decode.d4.loss_cls: 0.6485, decode.d4.loss_mask: 0.7239, decode.d4.loss_dice: 1.0462, decode.d5.loss_cls: 0.6398, decode.d5.loss_mask: 0.7248, decode.d5.loss_dice: 1.0463, decode.d6.loss_cls: 0.6345, decode.d6.loss_mask: 0.7184, decode.d6.loss_dice: 1.0415, decode.d7.loss_cls: 0.6285, decode.d7.loss_mask: 0.7200, decode.d7.loss_dice: 1.0341, decode.d8.loss_cls: 0.6278, decode.d8.loss_mask: 0.7142, decode.d8.loss_dice: 1.0409, loss: 25.4252, grad_norm: 70.5100 +2023-11-06 17:14:59,503 - mmseg - INFO - Iter [22250/160000] lr: 8.609e-05, eta: 18:52:58, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6303, decode.loss_mask: 0.7219, decode.loss_dice: 1.0177, decode.d0.loss_cls: 1.6249, decode.d0.loss_mask: 0.7629, decode.d0.loss_dice: 1.1450, decode.d1.loss_cls: 0.7479, decode.d1.loss_mask: 0.7480, decode.d1.loss_dice: 1.0960, decode.d2.loss_cls: 0.6884, decode.d2.loss_mask: 0.7252, decode.d2.loss_dice: 1.0531, decode.d3.loss_cls: 0.6544, decode.d3.loss_mask: 0.7208, decode.d3.loss_dice: 1.0271, decode.d4.loss_cls: 0.6433, decode.d4.loss_mask: 0.7238, decode.d4.loss_dice: 1.0226, decode.d5.loss_cls: 0.6368, decode.d5.loss_mask: 0.7256, decode.d5.loss_dice: 1.0302, decode.d6.loss_cls: 0.6342, decode.d6.loss_mask: 0.7173, decode.d6.loss_dice: 1.0251, decode.d7.loss_cls: 0.6307, decode.d7.loss_mask: 0.7183, decode.d7.loss_dice: 1.0263, decode.d8.loss_cls: 0.6339, decode.d8.loss_mask: 0.7185, decode.d8.loss_dice: 1.0214, loss: 25.2717, grad_norm: 65.6664 +2023-11-06 17:15:22,757 - mmseg - INFO - Iter [22300/160000] lr: 8.606e-05, eta: 18:52:24, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6310, decode.loss_mask: 0.6959, decode.loss_dice: 1.0063, decode.d0.loss_cls: 1.6145, decode.d0.loss_mask: 0.7319, decode.d0.loss_dice: 1.1533, decode.d1.loss_cls: 0.7460, decode.d1.loss_mask: 0.7231, decode.d1.loss_dice: 1.0915, decode.d2.loss_cls: 0.6889, decode.d2.loss_mask: 0.7055, decode.d2.loss_dice: 1.0431, decode.d3.loss_cls: 0.6492, decode.d3.loss_mask: 0.7027, decode.d3.loss_dice: 1.0094, decode.d4.loss_cls: 0.6455, decode.d4.loss_mask: 0.6950, decode.d4.loss_dice: 1.0089, decode.d5.loss_cls: 0.6383, decode.d5.loss_mask: 0.6960, decode.d5.loss_dice: 1.0107, decode.d6.loss_cls: 0.6340, decode.d6.loss_mask: 0.6916, decode.d6.loss_dice: 1.0063, decode.d7.loss_cls: 0.6268, decode.d7.loss_mask: 0.6963, decode.d7.loss_dice: 1.0053, decode.d8.loss_cls: 0.6280, decode.d8.loss_mask: 0.6952, decode.d8.loss_dice: 1.0020, loss: 24.8722, grad_norm: 62.6710 +2023-11-06 17:15:45,688 - mmseg - INFO - Iter [22350/160000] lr: 8.603e-05, eta: 18:51:49, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6584, decode.loss_mask: 0.6859, decode.loss_dice: 1.0122, decode.d0.loss_cls: 1.6332, decode.d0.loss_mask: 0.7258, decode.d0.loss_dice: 1.1475, decode.d1.loss_cls: 0.7733, decode.d1.loss_mask: 0.7142, decode.d1.loss_dice: 1.0960, decode.d2.loss_cls: 0.6956, decode.d2.loss_mask: 0.7009, decode.d2.loss_dice: 1.0508, decode.d3.loss_cls: 0.6755, decode.d3.loss_mask: 0.6852, decode.d3.loss_dice: 1.0262, decode.d4.loss_cls: 0.6699, decode.d4.loss_mask: 0.6900, decode.d4.loss_dice: 1.0264, decode.d5.loss_cls: 0.6541, decode.d5.loss_mask: 0.6908, decode.d5.loss_dice: 1.0282, decode.d6.loss_cls: 0.6478, decode.d6.loss_mask: 0.6872, decode.d6.loss_dice: 1.0189, decode.d7.loss_cls: 0.6524, decode.d7.loss_mask: 0.6867, decode.d7.loss_dice: 1.0153, decode.d8.loss_cls: 0.6530, decode.d8.loss_mask: 0.6865, decode.d8.loss_dice: 1.0165, loss: 25.1042, grad_norm: 71.9491 +2023-11-06 17:16:08,592 - mmseg - INFO - Iter [22400/160000] lr: 8.600e-05, eta: 18:51:14, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6203, decode.loss_mask: 0.7083, decode.loss_dice: 1.0306, decode.d0.loss_cls: 1.6077, decode.d0.loss_mask: 0.7463, decode.d0.loss_dice: 1.1662, decode.d1.loss_cls: 0.7472, decode.d1.loss_mask: 0.7327, decode.d1.loss_dice: 1.1134, decode.d2.loss_cls: 0.6685, decode.d2.loss_mask: 0.7224, decode.d2.loss_dice: 1.0645, decode.d3.loss_cls: 0.6532, decode.d3.loss_mask: 0.7086, decode.d3.loss_dice: 1.0416, decode.d4.loss_cls: 0.6396, decode.d4.loss_mask: 0.7119, decode.d4.loss_dice: 1.0407, decode.d5.loss_cls: 0.6335, decode.d5.loss_mask: 0.7129, decode.d5.loss_dice: 1.0424, decode.d6.loss_cls: 0.6338, decode.d6.loss_mask: 0.7086, decode.d6.loss_dice: 1.0353, decode.d7.loss_cls: 0.6303, decode.d7.loss_mask: 0.7078, decode.d7.loss_dice: 1.0346, decode.d8.loss_cls: 0.6269, decode.d8.loss_mask: 0.7095, decode.d8.loss_dice: 1.0273, loss: 25.2265, grad_norm: 69.2704 +2023-11-06 17:16:31,597 - mmseg - INFO - Iter [22450/160000] lr: 8.597e-05, eta: 18:50:39, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6300, decode.loss_mask: 0.6948, decode.loss_dice: 1.0280, decode.d0.loss_cls: 1.6137, decode.d0.loss_mask: 0.7381, decode.d0.loss_dice: 1.1665, decode.d1.loss_cls: 0.7501, decode.d1.loss_mask: 0.7287, decode.d1.loss_dice: 1.1062, decode.d2.loss_cls: 0.6795, decode.d2.loss_mask: 0.7053, decode.d2.loss_dice: 1.0733, decode.d3.loss_cls: 0.6585, decode.d3.loss_mask: 0.6969, decode.d3.loss_dice: 1.0428, decode.d4.loss_cls: 0.6532, decode.d4.loss_mask: 0.6951, decode.d4.loss_dice: 1.0420, decode.d5.loss_cls: 0.6471, decode.d5.loss_mask: 0.6995, decode.d5.loss_dice: 1.0338, decode.d6.loss_cls: 0.6478, decode.d6.loss_mask: 0.6906, decode.d6.loss_dice: 1.0268, decode.d7.loss_cls: 0.6377, decode.d7.loss_mask: 0.6953, decode.d7.loss_dice: 1.0252, decode.d8.loss_cls: 0.6327, decode.d8.loss_mask: 0.6948, decode.d8.loss_dice: 1.0339, loss: 25.1677, grad_norm: 63.7586 +2023-11-06 17:16:54,834 - mmseg - INFO - Iter [22500/160000] lr: 8.594e-05, eta: 18:50:06, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6439, decode.loss_mask: 0.7298, decode.loss_dice: 1.0108, decode.d0.loss_cls: 1.6324, decode.d0.loss_mask: 0.7751, decode.d0.loss_dice: 1.1458, decode.d1.loss_cls: 0.7711, decode.d1.loss_mask: 0.7569, decode.d1.loss_dice: 1.0911, decode.d2.loss_cls: 0.6871, decode.d2.loss_mask: 0.7386, decode.d2.loss_dice: 1.0511, decode.d3.loss_cls: 0.6649, decode.d3.loss_mask: 0.7368, decode.d3.loss_dice: 1.0295, decode.d4.loss_cls: 0.6490, decode.d4.loss_mask: 0.7353, decode.d4.loss_dice: 1.0338, decode.d5.loss_cls: 0.6456, decode.d5.loss_mask: 0.7324, decode.d5.loss_dice: 1.0304, decode.d6.loss_cls: 0.6500, decode.d6.loss_mask: 0.7341, decode.d6.loss_dice: 1.0178, decode.d7.loss_cls: 0.6414, decode.d7.loss_mask: 0.7355, decode.d7.loss_dice: 1.0172, decode.d8.loss_cls: 0.6429, decode.d8.loss_mask: 0.7306, decode.d8.loss_dice: 1.0175, loss: 25.4786, grad_norm: 70.0421 +2023-11-06 17:17:18,156 - mmseg - INFO - Iter [22550/160000] lr: 8.591e-05, eta: 18:49:33, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6275, decode.loss_mask: 0.7075, decode.loss_dice: 1.0418, decode.d0.loss_cls: 1.6135, decode.d0.loss_mask: 0.7429, decode.d0.loss_dice: 1.1685, decode.d1.loss_cls: 0.7483, decode.d1.loss_mask: 0.7390, decode.d1.loss_dice: 1.1032, decode.d2.loss_cls: 0.6806, decode.d2.loss_mask: 0.7184, decode.d2.loss_dice: 1.0732, decode.d3.loss_cls: 0.6657, decode.d3.loss_mask: 0.7075, decode.d3.loss_dice: 1.0496, decode.d4.loss_cls: 0.6508, decode.d4.loss_mask: 0.7083, decode.d4.loss_dice: 1.0454, decode.d5.loss_cls: 0.6424, decode.d5.loss_mask: 0.7057, decode.d5.loss_dice: 1.0522, decode.d6.loss_cls: 0.6418, decode.d6.loss_mask: 0.7101, decode.d6.loss_dice: 1.0391, decode.d7.loss_cls: 0.6357, decode.d7.loss_mask: 0.7078, decode.d7.loss_dice: 1.0433, decode.d8.loss_cls: 0.6268, decode.d8.loss_mask: 0.7112, decode.d8.loss_dice: 1.0421, loss: 25.3501, grad_norm: 58.6184 +2023-11-06 17:17:41,513 - mmseg - INFO - Iter [22600/160000] lr: 8.588e-05, eta: 18:49:00, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6257, decode.loss_mask: 0.6952, decode.loss_dice: 1.0162, decode.d0.loss_cls: 1.6091, decode.d0.loss_mask: 0.7252, decode.d0.loss_dice: 1.1401, decode.d1.loss_cls: 0.7470, decode.d1.loss_mask: 0.7228, decode.d1.loss_dice: 1.0798, decode.d2.loss_cls: 0.6691, decode.d2.loss_mask: 0.7050, decode.d2.loss_dice: 1.0434, decode.d3.loss_cls: 0.6473, decode.d3.loss_mask: 0.6964, decode.d3.loss_dice: 1.0207, decode.d4.loss_cls: 0.6361, decode.d4.loss_mask: 0.7017, decode.d4.loss_dice: 1.0235, decode.d5.loss_cls: 0.6299, decode.d5.loss_mask: 0.7004, decode.d5.loss_dice: 1.0220, decode.d6.loss_cls: 0.6346, decode.d6.loss_mask: 0.6935, decode.d6.loss_dice: 1.0152, decode.d7.loss_cls: 0.6340, decode.d7.loss_mask: 0.6942, decode.d7.loss_dice: 1.0175, decode.d8.loss_cls: 0.6311, decode.d8.loss_mask: 0.6936, decode.d8.loss_dice: 1.0105, loss: 24.8807, grad_norm: 59.0044 +2023-11-06 17:18:04,607 - mmseg - INFO - Iter [22650/160000] lr: 8.584e-05, eta: 18:48:26, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6812, decode.loss_mask: 0.6894, decode.loss_dice: 1.0343, decode.d0.loss_cls: 1.6397, decode.d0.loss_mask: 0.7383, decode.d0.loss_dice: 1.1826, decode.d1.loss_cls: 0.7846, decode.d1.loss_mask: 0.7248, decode.d1.loss_dice: 1.1132, decode.d2.loss_cls: 0.7231, decode.d2.loss_mask: 0.7095, decode.d2.loss_dice: 1.0741, decode.d3.loss_cls: 0.6996, decode.d3.loss_mask: 0.7001, decode.d3.loss_dice: 1.0461, decode.d4.loss_cls: 0.6873, decode.d4.loss_mask: 0.6948, decode.d4.loss_dice: 1.0477, decode.d5.loss_cls: 0.6879, decode.d5.loss_mask: 0.6901, decode.d5.loss_dice: 1.0462, decode.d6.loss_cls: 0.6804, decode.d6.loss_mask: 0.6872, decode.d6.loss_dice: 1.0425, decode.d7.loss_cls: 0.6773, decode.d7.loss_mask: 0.6887, decode.d7.loss_dice: 1.0379, decode.d8.loss_cls: 0.6720, decode.d8.loss_mask: 0.6907, decode.d8.loss_dice: 1.0401, loss: 25.6115, grad_norm: 65.3006 +2023-11-06 17:18:27,636 - mmseg - INFO - Iter [22700/160000] lr: 8.581e-05, eta: 18:47:52, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6360, decode.loss_mask: 0.7414, decode.loss_dice: 1.0450, decode.d0.loss_cls: 1.5948, decode.d0.loss_mask: 0.7881, decode.d0.loss_dice: 1.1753, decode.d1.loss_cls: 0.7473, decode.d1.loss_mask: 0.7685, decode.d1.loss_dice: 1.1214, decode.d2.loss_cls: 0.6900, decode.d2.loss_mask: 0.7487, decode.d2.loss_dice: 1.0794, decode.d3.loss_cls: 0.6600, decode.d3.loss_mask: 0.7443, decode.d3.loss_dice: 1.0529, decode.d4.loss_cls: 0.6483, decode.d4.loss_mask: 0.7399, decode.d4.loss_dice: 1.0541, decode.d5.loss_cls: 0.6456, decode.d5.loss_mask: 0.7392, decode.d5.loss_dice: 1.0535, decode.d6.loss_cls: 0.6412, decode.d6.loss_mask: 0.7428, decode.d6.loss_dice: 1.0473, decode.d7.loss_cls: 0.6420, decode.d7.loss_mask: 0.7417, decode.d7.loss_dice: 1.0479, decode.d8.loss_cls: 0.6359, decode.d8.loss_mask: 0.7426, decode.d8.loss_dice: 1.0463, loss: 25.7612, grad_norm: 70.4651 +2023-11-06 17:18:53,124 - mmseg - INFO - Iter [22750/160000] lr: 8.578e-05, eta: 18:47:32, time: 0.510, data_time: 0.059, memory: 39436, decode.loss_cls: 0.6503, decode.loss_mask: 0.7389, decode.loss_dice: 1.0472, decode.d0.loss_cls: 1.6436, decode.d0.loss_mask: 0.7650, decode.d0.loss_dice: 1.1736, decode.d1.loss_cls: 0.7733, decode.d1.loss_mask: 0.7562, decode.d1.loss_dice: 1.1194, decode.d2.loss_cls: 0.6913, decode.d2.loss_mask: 0.7402, decode.d2.loss_dice: 1.0848, decode.d3.loss_cls: 0.6782, decode.d3.loss_mask: 0.7268, decode.d3.loss_dice: 1.0551, decode.d4.loss_cls: 0.6655, decode.d4.loss_mask: 0.7311, decode.d4.loss_dice: 1.0580, decode.d5.loss_cls: 0.6617, decode.d5.loss_mask: 0.7326, decode.d5.loss_dice: 1.0518, decode.d6.loss_cls: 0.6590, decode.d6.loss_mask: 0.7297, decode.d6.loss_dice: 1.0502, decode.d7.loss_cls: 0.6527, decode.d7.loss_mask: 0.7361, decode.d7.loss_dice: 1.0498, decode.d8.loss_cls: 0.6579, decode.d8.loss_mask: 0.7351, decode.d8.loss_dice: 1.0420, loss: 25.8573, grad_norm: 65.4251 +2023-11-06 17:19:16,015 - mmseg - INFO - Iter [22800/160000] lr: 8.575e-05, eta: 18:46:57, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6258, decode.loss_mask: 0.7181, decode.loss_dice: 1.0338, decode.d0.loss_cls: 1.5938, decode.d0.loss_mask: 0.7553, decode.d0.loss_dice: 1.1495, decode.d1.loss_cls: 0.7445, decode.d1.loss_mask: 0.7421, decode.d1.loss_dice: 1.1122, decode.d2.loss_cls: 0.6732, decode.d2.loss_mask: 0.7309, decode.d2.loss_dice: 1.0666, decode.d3.loss_cls: 0.6520, decode.d3.loss_mask: 0.7243, decode.d3.loss_dice: 1.0464, decode.d4.loss_cls: 0.6428, decode.d4.loss_mask: 0.7224, decode.d4.loss_dice: 1.0490, decode.d5.loss_cls: 0.6354, decode.d5.loss_mask: 0.7260, decode.d5.loss_dice: 1.0417, decode.d6.loss_cls: 0.6343, decode.d6.loss_mask: 0.7237, decode.d6.loss_dice: 1.0365, decode.d7.loss_cls: 0.6343, decode.d7.loss_mask: 0.7205, decode.d7.loss_dice: 1.0333, decode.d8.loss_cls: 0.6311, decode.d8.loss_mask: 0.7176, decode.d8.loss_dice: 1.0277, loss: 25.3446, grad_norm: 62.2220 +2023-11-06 17:19:39,019 - mmseg - INFO - Iter [22850/160000] lr: 8.572e-05, eta: 18:46:22, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6089, decode.loss_mask: 0.7336, decode.loss_dice: 1.0421, decode.d0.loss_cls: 1.6071, decode.d0.loss_mask: 0.7728, decode.d0.loss_dice: 1.1654, decode.d1.loss_cls: 0.7311, decode.d1.loss_mask: 0.7592, decode.d1.loss_dice: 1.1103, decode.d2.loss_cls: 0.6566, decode.d2.loss_mask: 0.7414, decode.d2.loss_dice: 1.0751, decode.d3.loss_cls: 0.6346, decode.d3.loss_mask: 0.7335, decode.d3.loss_dice: 1.0491, decode.d4.loss_cls: 0.6238, decode.d4.loss_mask: 0.7348, decode.d4.loss_dice: 1.0527, decode.d5.loss_cls: 0.6187, decode.d5.loss_mask: 0.7367, decode.d5.loss_dice: 1.0523, decode.d6.loss_cls: 0.6130, decode.d6.loss_mask: 0.7302, decode.d6.loss_dice: 1.0465, decode.d7.loss_cls: 0.6081, decode.d7.loss_mask: 0.7279, decode.d7.loss_dice: 1.0517, decode.d8.loss_cls: 0.6077, decode.d8.loss_mask: 0.7324, decode.d8.loss_dice: 1.0462, loss: 25.4035, grad_norm: 63.4548 +2023-11-06 17:20:01,955 - mmseg - INFO - Iter [22900/160000] lr: 8.569e-05, eta: 18:45:48, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6032, decode.loss_mask: 0.7013, decode.loss_dice: 0.9956, decode.d0.loss_cls: 1.5628, decode.d0.loss_mask: 0.7489, decode.d0.loss_dice: 1.1318, decode.d1.loss_cls: 0.7140, decode.d1.loss_mask: 0.7313, decode.d1.loss_dice: 1.0749, decode.d2.loss_cls: 0.6489, decode.d2.loss_mask: 0.7098, decode.d2.loss_dice: 1.0263, decode.d3.loss_cls: 0.6246, decode.d3.loss_mask: 0.7047, decode.d3.loss_dice: 1.0138, decode.d4.loss_cls: 0.6090, decode.d4.loss_mask: 0.7109, decode.d4.loss_dice: 1.0130, decode.d5.loss_cls: 0.6002, decode.d5.loss_mask: 0.7036, decode.d5.loss_dice: 1.0049, decode.d6.loss_cls: 0.6059, decode.d6.loss_mask: 0.7043, decode.d6.loss_dice: 0.9975, decode.d7.loss_cls: 0.6023, decode.d7.loss_mask: 0.7028, decode.d7.loss_dice: 0.9991, decode.d8.loss_cls: 0.5967, decode.d8.loss_mask: 0.7093, decode.d8.loss_dice: 1.0030, loss: 24.5542, grad_norm: 64.5802 +2023-11-06 17:20:25,120 - mmseg - INFO - Iter [22950/160000] lr: 8.566e-05, eta: 18:45:14, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6531, decode.loss_mask: 0.6855, decode.loss_dice: 1.0061, decode.d0.loss_cls: 1.6543, decode.d0.loss_mask: 0.7236, decode.d0.loss_dice: 1.1436, decode.d1.loss_cls: 0.7697, decode.d1.loss_mask: 0.7103, decode.d1.loss_dice: 1.0836, decode.d2.loss_cls: 0.7035, decode.d2.loss_mask: 0.6927, decode.d2.loss_dice: 1.0395, decode.d3.loss_cls: 0.6851, decode.d3.loss_mask: 0.6837, decode.d3.loss_dice: 1.0049, decode.d4.loss_cls: 0.6737, decode.d4.loss_mask: 0.6805, decode.d4.loss_dice: 1.0083, decode.d5.loss_cls: 0.6637, decode.d5.loss_mask: 0.6799, decode.d5.loss_dice: 1.0080, decode.d6.loss_cls: 0.6632, decode.d6.loss_mask: 0.6824, decode.d6.loss_dice: 0.9967, decode.d7.loss_cls: 0.6581, decode.d7.loss_mask: 0.6843, decode.d7.loss_dice: 1.0114, decode.d8.loss_cls: 0.6535, decode.d8.loss_mask: 0.6865, decode.d8.loss_dice: 1.0078, loss: 24.9973, grad_norm: 61.2882 +2023-11-06 17:20:48,477 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 17:20:48,477 - mmseg - INFO - Iter [23000/160000] lr: 8.563e-05, eta: 18:44:42, time: 0.467, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6089, decode.loss_mask: 0.7072, decode.loss_dice: 0.9904, decode.d0.loss_cls: 1.5371, decode.d0.loss_mask: 0.7462, decode.d0.loss_dice: 1.1158, decode.d1.loss_cls: 0.7142, decode.d1.loss_mask: 0.7312, decode.d1.loss_dice: 1.0684, decode.d2.loss_cls: 0.6658, decode.d2.loss_mask: 0.7147, decode.d2.loss_dice: 1.0263, decode.d3.loss_cls: 0.6363, decode.d3.loss_mask: 0.7103, decode.d3.loss_dice: 1.0109, decode.d4.loss_cls: 0.6255, decode.d4.loss_mask: 0.7130, decode.d4.loss_dice: 1.0043, decode.d5.loss_cls: 0.6195, decode.d5.loss_mask: 0.7031, decode.d5.loss_dice: 1.0049, decode.d6.loss_cls: 0.6117, decode.d6.loss_mask: 0.7085, decode.d6.loss_dice: 0.9973, decode.d7.loss_cls: 0.6142, decode.d7.loss_mask: 0.7094, decode.d7.loss_dice: 0.9985, decode.d8.loss_cls: 0.6104, decode.d8.loss_mask: 0.7092, decode.d8.loss_dice: 0.9987, loss: 24.6120, grad_norm: 67.0269 +2023-11-06 17:21:11,560 - mmseg - INFO - Iter [23050/160000] lr: 8.559e-05, eta: 18:44:08, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6248, decode.loss_mask: 0.6935, decode.loss_dice: 1.0049, decode.d0.loss_cls: 1.5993, decode.d0.loss_mask: 0.7353, decode.d0.loss_dice: 1.1260, decode.d1.loss_cls: 0.7429, decode.d1.loss_mask: 0.7271, decode.d1.loss_dice: 1.0825, decode.d2.loss_cls: 0.6885, decode.d2.loss_mask: 0.7039, decode.d2.loss_dice: 1.0402, decode.d3.loss_cls: 0.6616, decode.d3.loss_mask: 0.6990, decode.d3.loss_dice: 1.0122, decode.d4.loss_cls: 0.6423, decode.d4.loss_mask: 0.7016, decode.d4.loss_dice: 1.0081, decode.d5.loss_cls: 0.6418, decode.d5.loss_mask: 0.6965, decode.d5.loss_dice: 1.0113, decode.d6.loss_cls: 0.6374, decode.d6.loss_mask: 0.6952, decode.d6.loss_dice: 1.0067, decode.d7.loss_cls: 0.6279, decode.d7.loss_mask: 0.6943, decode.d7.loss_dice: 1.0140, decode.d8.loss_cls: 0.6289, decode.d8.loss_mask: 0.6928, decode.d8.loss_dice: 1.0069, loss: 24.8472, grad_norm: 64.3242 +2023-11-06 17:21:34,720 - mmseg - INFO - Iter [23100/160000] lr: 8.556e-05, eta: 18:43:35, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6227, decode.loss_mask: 0.7004, decode.loss_dice: 1.0096, decode.d0.loss_cls: 1.6245, decode.d0.loss_mask: 0.7430, decode.d0.loss_dice: 1.1407, decode.d1.loss_cls: 0.7354, decode.d1.loss_mask: 0.7256, decode.d1.loss_dice: 1.0878, decode.d2.loss_cls: 0.6662, decode.d2.loss_mask: 0.7128, decode.d2.loss_dice: 1.0462, decode.d3.loss_cls: 0.6432, decode.d3.loss_mask: 0.7124, decode.d3.loss_dice: 1.0183, decode.d4.loss_cls: 0.6304, decode.d4.loss_mask: 0.7094, decode.d4.loss_dice: 1.0312, decode.d5.loss_cls: 0.6291, decode.d5.loss_mask: 0.7066, decode.d5.loss_dice: 1.0185, decode.d6.loss_cls: 0.6271, decode.d6.loss_mask: 0.7061, decode.d6.loss_dice: 1.0177, decode.d7.loss_cls: 0.6210, decode.d7.loss_mask: 0.7060, decode.d7.loss_dice: 1.0206, decode.d8.loss_cls: 0.6206, decode.d8.loss_mask: 0.7064, decode.d8.loss_dice: 1.0143, loss: 24.9539, grad_norm: 77.0096 +2023-11-06 17:21:57,975 - mmseg - INFO - Iter [23150/160000] lr: 8.553e-05, eta: 18:43:02, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6400, decode.loss_mask: 0.7041, decode.loss_dice: 1.0251, decode.d0.loss_cls: 1.6312, decode.d0.loss_mask: 0.7426, decode.d0.loss_dice: 1.1449, decode.d1.loss_cls: 0.7704, decode.d1.loss_mask: 0.7204, decode.d1.loss_dice: 1.1083, decode.d2.loss_cls: 0.6952, decode.d2.loss_mask: 0.7063, decode.d2.loss_dice: 1.0578, decode.d3.loss_cls: 0.6734, decode.d3.loss_mask: 0.6976, decode.d3.loss_dice: 1.0285, decode.d4.loss_cls: 0.6561, decode.d4.loss_mask: 0.6996, decode.d4.loss_dice: 1.0398, decode.d5.loss_cls: 0.6480, decode.d5.loss_mask: 0.7004, decode.d5.loss_dice: 1.0348, decode.d6.loss_cls: 0.6485, decode.d6.loss_mask: 0.7003, decode.d6.loss_dice: 1.0251, decode.d7.loss_cls: 0.6412, decode.d7.loss_mask: 0.7003, decode.d7.loss_dice: 1.0259, decode.d8.loss_cls: 0.6436, decode.d8.loss_mask: 0.6989, decode.d8.loss_dice: 1.0287, loss: 25.2372, grad_norm: 61.6579 +2023-11-06 17:22:21,019 - mmseg - INFO - Iter [23200/160000] lr: 8.550e-05, eta: 18:42:28, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5776, decode.loss_mask: 0.6801, decode.loss_dice: 1.0014, decode.d0.loss_cls: 1.5899, decode.d0.loss_mask: 0.7095, decode.d0.loss_dice: 1.1200, decode.d1.loss_cls: 0.7119, decode.d1.loss_mask: 0.7052, decode.d1.loss_dice: 1.0685, decode.d2.loss_cls: 0.6435, decode.d2.loss_mask: 0.6870, decode.d2.loss_dice: 1.0260, decode.d3.loss_cls: 0.6171, decode.d3.loss_mask: 0.6805, decode.d3.loss_dice: 1.0062, decode.d4.loss_cls: 0.6000, decode.d4.loss_mask: 0.6809, decode.d4.loss_dice: 1.0137, decode.d5.loss_cls: 0.5927, decode.d5.loss_mask: 0.6826, decode.d5.loss_dice: 1.0056, decode.d6.loss_cls: 0.5818, decode.d6.loss_mask: 0.6793, decode.d6.loss_dice: 1.0049, decode.d7.loss_cls: 0.5778, decode.d7.loss_mask: 0.6789, decode.d7.loss_dice: 1.0052, decode.d8.loss_cls: 0.5784, decode.d8.loss_mask: 0.6786, decode.d8.loss_dice: 1.0026, loss: 24.1874, grad_norm: 60.6163 +2023-11-06 17:22:44,042 - mmseg - INFO - Iter [23250/160000] lr: 8.547e-05, eta: 18:41:54, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6260, decode.loss_mask: 0.6910, decode.loss_dice: 1.0126, decode.d0.loss_cls: 1.6376, decode.d0.loss_mask: 0.7377, decode.d0.loss_dice: 1.1347, decode.d1.loss_cls: 0.7390, decode.d1.loss_mask: 0.7190, decode.d1.loss_dice: 1.0843, decode.d2.loss_cls: 0.6675, decode.d2.loss_mask: 0.7005, decode.d2.loss_dice: 1.0398, decode.d3.loss_cls: 0.6445, decode.d3.loss_mask: 0.6950, decode.d3.loss_dice: 1.0193, decode.d4.loss_cls: 0.6386, decode.d4.loss_mask: 0.6913, decode.d4.loss_dice: 1.0209, decode.d5.loss_cls: 0.6327, decode.d5.loss_mask: 0.6943, decode.d5.loss_dice: 1.0239, decode.d6.loss_cls: 0.6277, decode.d6.loss_mask: 0.6952, decode.d6.loss_dice: 1.0208, decode.d7.loss_cls: 0.6323, decode.d7.loss_mask: 0.6911, decode.d7.loss_dice: 1.0135, decode.d8.loss_cls: 0.6324, decode.d8.loss_mask: 0.6920, decode.d8.loss_dice: 1.0177, loss: 24.8728, grad_norm: 72.8669 +2023-11-06 17:23:07,196 - mmseg - INFO - Iter [23300/160000] lr: 8.544e-05, eta: 18:41:21, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6236, decode.loss_mask: 0.6996, decode.loss_dice: 1.0425, decode.d0.loss_cls: 1.6146, decode.d0.loss_mask: 0.7474, decode.d0.loss_dice: 1.1634, decode.d1.loss_cls: 0.7334, decode.d1.loss_mask: 0.7353, decode.d1.loss_dice: 1.1178, decode.d2.loss_cls: 0.6738, decode.d2.loss_mask: 0.7150, decode.d2.loss_dice: 1.0906, decode.d3.loss_cls: 0.6508, decode.d3.loss_mask: 0.7047, decode.d3.loss_dice: 1.0574, decode.d4.loss_cls: 0.6425, decode.d4.loss_mask: 0.7024, decode.d4.loss_dice: 1.0538, decode.d5.loss_cls: 0.6364, decode.d5.loss_mask: 0.7048, decode.d5.loss_dice: 1.0501, decode.d6.loss_cls: 0.6280, decode.d6.loss_mask: 0.6995, decode.d6.loss_dice: 1.0437, decode.d7.loss_cls: 0.6299, decode.d7.loss_mask: 0.6988, decode.d7.loss_dice: 1.0378, decode.d8.loss_cls: 0.6188, decode.d8.loss_mask: 0.6990, decode.d8.loss_dice: 1.0459, loss: 25.2615, grad_norm: 63.6029 +2023-11-06 17:23:30,501 - mmseg - INFO - Iter [23350/160000] lr: 8.541e-05, eta: 18:40:49, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6210, decode.loss_mask: 0.7213, decode.loss_dice: 1.0368, decode.d0.loss_cls: 1.6180, decode.d0.loss_mask: 0.7640, decode.d0.loss_dice: 1.1573, decode.d1.loss_cls: 0.7378, decode.d1.loss_mask: 0.7461, decode.d1.loss_dice: 1.1176, decode.d2.loss_cls: 0.6694, decode.d2.loss_mask: 0.7293, decode.d2.loss_dice: 1.0871, decode.d3.loss_cls: 0.6407, decode.d3.loss_mask: 0.7249, decode.d3.loss_dice: 1.0610, decode.d4.loss_cls: 0.6242, decode.d4.loss_mask: 0.7220, decode.d4.loss_dice: 1.0545, decode.d5.loss_cls: 0.6248, decode.d5.loss_mask: 0.7180, decode.d5.loss_dice: 1.0495, decode.d6.loss_cls: 0.6304, decode.d6.loss_mask: 0.7160, decode.d6.loss_dice: 1.0458, decode.d7.loss_cls: 0.6182, decode.d7.loss_mask: 0.7176, decode.d7.loss_dice: 1.0460, decode.d8.loss_cls: 0.6235, decode.d8.loss_mask: 0.7169, decode.d8.loss_dice: 1.0414, loss: 25.3812, grad_norm: 64.8939 +2023-11-06 17:23:53,973 - mmseg - INFO - Iter [23400/160000] lr: 8.538e-05, eta: 18:40:18, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6080, decode.loss_mask: 0.7057, decode.loss_dice: 1.0056, decode.d0.loss_cls: 1.6060, decode.d0.loss_mask: 0.7488, decode.d0.loss_dice: 1.1338, decode.d1.loss_cls: 0.7234, decode.d1.loss_mask: 0.7515, decode.d1.loss_dice: 1.0831, decode.d2.loss_cls: 0.6487, decode.d2.loss_mask: 0.7249, decode.d2.loss_dice: 1.0372, decode.d3.loss_cls: 0.6263, decode.d3.loss_mask: 0.7144, decode.d3.loss_dice: 1.0211, decode.d4.loss_cls: 0.6181, decode.d4.loss_mask: 0.7163, decode.d4.loss_dice: 1.0101, decode.d5.loss_cls: 0.6117, decode.d5.loss_mask: 0.7185, decode.d5.loss_dice: 1.0177, decode.d6.loss_cls: 0.6140, decode.d6.loss_mask: 0.7132, decode.d6.loss_dice: 1.0042, decode.d7.loss_cls: 0.6122, decode.d7.loss_mask: 0.7133, decode.d7.loss_dice: 1.0054, decode.d8.loss_cls: 0.6140, decode.d8.loss_mask: 0.7098, decode.d8.loss_dice: 1.0045, loss: 24.8213, grad_norm: 61.8464 +2023-11-06 17:24:17,349 - mmseg - INFO - Iter [23450/160000] lr: 8.534e-05, eta: 18:39:46, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6238, decode.loss_mask: 0.6805, decode.loss_dice: 1.0044, decode.d0.loss_cls: 1.6080, decode.d0.loss_mask: 0.7269, decode.d0.loss_dice: 1.1464, decode.d1.loss_cls: 0.7436, decode.d1.loss_mask: 0.7144, decode.d1.loss_dice: 1.0957, decode.d2.loss_cls: 0.6713, decode.d2.loss_mask: 0.6960, decode.d2.loss_dice: 1.0573, decode.d3.loss_cls: 0.6486, decode.d3.loss_mask: 0.6880, decode.d3.loss_dice: 1.0203, decode.d4.loss_cls: 0.6330, decode.d4.loss_mask: 0.6887, decode.d4.loss_dice: 1.0236, decode.d5.loss_cls: 0.6342, decode.d5.loss_mask: 0.6862, decode.d5.loss_dice: 1.0210, decode.d6.loss_cls: 0.6315, decode.d6.loss_mask: 0.6824, decode.d6.loss_dice: 1.0067, decode.d7.loss_cls: 0.6228, decode.d7.loss_mask: 0.6809, decode.d7.loss_dice: 1.0153, decode.d8.loss_cls: 0.6212, decode.d8.loss_mask: 0.6785, decode.d8.loss_dice: 1.0114, loss: 24.7625, grad_norm: 71.1304 +2023-11-06 17:24:40,738 - mmseg - INFO - Iter [23500/160000] lr: 8.531e-05, eta: 18:39:14, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6150, decode.loss_mask: 0.6751, decode.loss_dice: 0.9987, decode.d0.loss_cls: 1.6392, decode.d0.loss_mask: 0.7127, decode.d0.loss_dice: 1.1395, decode.d1.loss_cls: 0.7415, decode.d1.loss_mask: 0.7013, decode.d1.loss_dice: 1.0848, decode.d2.loss_cls: 0.6740, decode.d2.loss_mask: 0.6790, decode.d2.loss_dice: 1.0413, decode.d3.loss_cls: 0.6461, decode.d3.loss_mask: 0.6750, decode.d3.loss_dice: 1.0102, decode.d4.loss_cls: 0.6309, decode.d4.loss_mask: 0.6759, decode.d4.loss_dice: 1.0080, decode.d5.loss_cls: 0.6252, decode.d5.loss_mask: 0.6777, decode.d5.loss_dice: 1.0115, decode.d6.loss_cls: 0.6208, decode.d6.loss_mask: 0.6764, decode.d6.loss_dice: 0.9983, decode.d7.loss_cls: 0.6172, decode.d7.loss_mask: 0.6814, decode.d7.loss_dice: 1.0116, decode.d8.loss_cls: 0.6133, decode.d8.loss_mask: 0.6815, decode.d8.loss_dice: 1.0057, loss: 24.5686, grad_norm: 58.5439 +2023-11-06 17:25:03,655 - mmseg - INFO - Iter [23550/160000] lr: 8.528e-05, eta: 18:38:40, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5982, decode.loss_mask: 0.7069, decode.loss_dice: 0.9733, decode.d0.loss_cls: 1.5555, decode.d0.loss_mask: 0.7534, decode.d0.loss_dice: 1.1014, decode.d1.loss_cls: 0.7016, decode.d1.loss_mask: 0.7348, decode.d1.loss_dice: 1.0471, decode.d2.loss_cls: 0.6331, decode.d2.loss_mask: 0.7139, decode.d2.loss_dice: 1.0127, decode.d3.loss_cls: 0.6184, decode.d3.loss_mask: 0.7107, decode.d3.loss_dice: 0.9724, decode.d4.loss_cls: 0.6080, decode.d4.loss_mask: 0.7073, decode.d4.loss_dice: 0.9778, decode.d5.loss_cls: 0.6039, decode.d5.loss_mask: 0.7075, decode.d5.loss_dice: 0.9788, decode.d6.loss_cls: 0.6039, decode.d6.loss_mask: 0.7033, decode.d6.loss_dice: 0.9655, decode.d7.loss_cls: 0.6042, decode.d7.loss_mask: 0.7058, decode.d7.loss_dice: 0.9672, decode.d8.loss_cls: 0.5966, decode.d8.loss_mask: 0.7058, decode.d8.loss_dice: 0.9760, loss: 24.2449, grad_norm: 64.1823 +2023-11-06 17:25:26,801 - mmseg - INFO - Iter [23600/160000] lr: 8.525e-05, eta: 18:38:07, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6194, decode.loss_mask: 0.6678, decode.loss_dice: 0.9785, decode.d0.loss_cls: 1.6232, decode.d0.loss_mask: 0.7033, decode.d0.loss_dice: 1.1054, decode.d1.loss_cls: 0.7323, decode.d1.loss_mask: 0.6979, decode.d1.loss_dice: 1.0514, decode.d2.loss_cls: 0.6709, decode.d2.loss_mask: 0.6774, decode.d2.loss_dice: 1.0056, decode.d3.loss_cls: 0.6435, decode.d3.loss_mask: 0.6747, decode.d3.loss_dice: 0.9891, decode.d4.loss_cls: 0.6343, decode.d4.loss_mask: 0.6727, decode.d4.loss_dice: 0.9876, decode.d5.loss_cls: 0.6265, decode.d5.loss_mask: 0.6727, decode.d5.loss_dice: 0.9835, decode.d6.loss_cls: 0.6200, decode.d6.loss_mask: 0.6693, decode.d6.loss_dice: 0.9802, decode.d7.loss_cls: 0.6152, decode.d7.loss_mask: 0.6749, decode.d7.loss_dice: 0.9872, decode.d8.loss_cls: 0.6244, decode.d8.loss_mask: 0.6706, decode.d8.loss_dice: 0.9796, loss: 24.2393, grad_norm: 55.5167 +2023-11-06 17:25:49,851 - mmseg - INFO - Iter [23650/160000] lr: 8.522e-05, eta: 18:37:33, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6010, decode.loss_mask: 0.6992, decode.loss_dice: 1.0027, decode.d0.loss_cls: 1.5796, decode.d0.loss_mask: 0.7507, decode.d0.loss_dice: 1.1358, decode.d1.loss_cls: 0.7126, decode.d1.loss_mask: 0.7356, decode.d1.loss_dice: 1.0810, decode.d2.loss_cls: 0.6350, decode.d2.loss_mask: 0.7192, decode.d2.loss_dice: 1.0347, decode.d3.loss_cls: 0.6208, decode.d3.loss_mask: 0.7074, decode.d3.loss_dice: 1.0034, decode.d4.loss_cls: 0.6125, decode.d4.loss_mask: 0.7032, decode.d4.loss_dice: 1.0115, decode.d5.loss_cls: 0.6002, decode.d5.loss_mask: 0.7066, decode.d5.loss_dice: 1.0139, decode.d6.loss_cls: 0.6027, decode.d6.loss_mask: 0.7090, decode.d6.loss_dice: 1.0009, decode.d7.loss_cls: 0.6002, decode.d7.loss_mask: 0.7045, decode.d7.loss_dice: 1.0092, decode.d8.loss_cls: 0.5988, decode.d8.loss_mask: 0.7012, decode.d8.loss_dice: 1.0114, loss: 24.6045, grad_norm: 66.8221 +2023-11-06 17:26:12,945 - mmseg - INFO - Iter [23700/160000] lr: 8.519e-05, eta: 18:37:00, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6410, decode.loss_mask: 0.7117, decode.loss_dice: 1.0220, decode.d0.loss_cls: 1.6149, decode.d0.loss_mask: 0.7603, decode.d0.loss_dice: 1.1577, decode.d1.loss_cls: 0.7600, decode.d1.loss_mask: 0.7427, decode.d1.loss_dice: 1.1044, decode.d2.loss_cls: 0.6877, decode.d2.loss_mask: 0.7294, decode.d2.loss_dice: 1.0703, decode.d3.loss_cls: 0.6626, decode.d3.loss_mask: 0.7202, decode.d3.loss_dice: 1.0362, decode.d4.loss_cls: 0.6485, decode.d4.loss_mask: 0.7197, decode.d4.loss_dice: 1.0392, decode.d5.loss_cls: 0.6413, decode.d5.loss_mask: 0.7169, decode.d5.loss_dice: 1.0424, decode.d6.loss_cls: 0.6462, decode.d6.loss_mask: 0.7155, decode.d6.loss_dice: 1.0241, decode.d7.loss_cls: 0.6402, decode.d7.loss_mask: 0.7148, decode.d7.loss_dice: 1.0329, decode.d8.loss_cls: 0.6357, decode.d8.loss_mask: 0.7125, decode.d8.loss_dice: 1.0264, loss: 25.3774, grad_norm: 65.3649 +2023-11-06 17:26:36,088 - mmseg - INFO - Iter [23750/160000] lr: 8.516e-05, eta: 18:36:27, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6309, decode.loss_mask: 0.7161, decode.loss_dice: 1.0201, decode.d0.loss_cls: 1.5967, decode.d0.loss_mask: 0.7581, decode.d0.loss_dice: 1.1485, decode.d1.loss_cls: 0.7291, decode.d1.loss_mask: 0.7428, decode.d1.loss_dice: 1.0967, decode.d2.loss_cls: 0.6757, decode.d2.loss_mask: 0.7278, decode.d2.loss_dice: 1.0601, decode.d3.loss_cls: 0.6534, decode.d3.loss_mask: 0.7198, decode.d3.loss_dice: 1.0324, decode.d4.loss_cls: 0.6521, decode.d4.loss_mask: 0.7211, decode.d4.loss_dice: 1.0246, decode.d5.loss_cls: 0.6420, decode.d5.loss_mask: 0.7211, decode.d5.loss_dice: 1.0329, decode.d6.loss_cls: 0.6349, decode.d6.loss_mask: 0.7169, decode.d6.loss_dice: 1.0240, decode.d7.loss_cls: 0.6378, decode.d7.loss_mask: 0.7154, decode.d7.loss_dice: 1.0212, decode.d8.loss_cls: 0.6309, decode.d8.loss_mask: 0.7170, decode.d8.loss_dice: 1.0250, loss: 25.2250, grad_norm: 64.9703 +2023-11-06 17:26:59,406 - mmseg - INFO - Iter [23800/160000] lr: 8.513e-05, eta: 18:35:56, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6452, decode.loss_mask: 0.7114, decode.loss_dice: 0.9926, decode.d0.loss_cls: 1.6146, decode.d0.loss_mask: 0.7497, decode.d0.loss_dice: 1.1357, decode.d1.loss_cls: 0.7727, decode.d1.loss_mask: 0.7378, decode.d1.loss_dice: 1.0808, decode.d2.loss_cls: 0.6856, decode.d2.loss_mask: 0.7223, decode.d2.loss_dice: 1.0367, decode.d3.loss_cls: 0.6648, decode.d3.loss_mask: 0.7144, decode.d3.loss_dice: 1.0062, decode.d4.loss_cls: 0.6554, decode.d4.loss_mask: 0.7157, decode.d4.loss_dice: 1.0067, decode.d5.loss_cls: 0.6543, decode.d5.loss_mask: 0.7150, decode.d5.loss_dice: 1.0043, decode.d6.loss_cls: 0.6560, decode.d6.loss_mask: 0.7125, decode.d6.loss_dice: 1.0044, decode.d7.loss_cls: 0.6453, decode.d7.loss_mask: 0.7137, decode.d7.loss_dice: 0.9990, decode.d8.loss_cls: 0.6455, decode.d8.loss_mask: 0.7065, decode.d8.loss_dice: 1.0025, loss: 25.1075, grad_norm: 64.8293 +2023-11-06 17:27:22,761 - mmseg - INFO - Iter [23850/160000] lr: 8.509e-05, eta: 18:35:24, time: 0.467, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6056, decode.loss_mask: 0.7009, decode.loss_dice: 0.9879, decode.d0.loss_cls: 1.5923, decode.d0.loss_mask: 0.7386, decode.d0.loss_dice: 1.1134, decode.d1.loss_cls: 0.7156, decode.d1.loss_mask: 0.7242, decode.d1.loss_dice: 1.0710, decode.d2.loss_cls: 0.6602, decode.d2.loss_mask: 0.7071, decode.d2.loss_dice: 1.0140, decode.d3.loss_cls: 0.6366, decode.d3.loss_mask: 0.7004, decode.d3.loss_dice: 0.9877, decode.d4.loss_cls: 0.6268, decode.d4.loss_mask: 0.6940, decode.d4.loss_dice: 0.9919, decode.d5.loss_cls: 0.6195, decode.d5.loss_mask: 0.6920, decode.d5.loss_dice: 0.9940, decode.d6.loss_cls: 0.6184, decode.d6.loss_mask: 0.6977, decode.d6.loss_dice: 0.9837, decode.d7.loss_cls: 0.6146, decode.d7.loss_mask: 0.6977, decode.d7.loss_dice: 0.9855, decode.d8.loss_cls: 0.6135, decode.d8.loss_mask: 0.6951, decode.d8.loss_dice: 0.9835, loss: 24.4635, grad_norm: 62.6705 +2023-11-06 17:27:45,992 - mmseg - INFO - Iter [23900/160000] lr: 8.506e-05, eta: 18:34:52, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6094, decode.loss_mask: 0.6808, decode.loss_dice: 1.0036, decode.d0.loss_cls: 1.5854, decode.d0.loss_mask: 0.7268, decode.d0.loss_dice: 1.1318, decode.d1.loss_cls: 0.7310, decode.d1.loss_mask: 0.7086, decode.d1.loss_dice: 1.0758, decode.d2.loss_cls: 0.6553, decode.d2.loss_mask: 0.6862, decode.d2.loss_dice: 1.0360, decode.d3.loss_cls: 0.6330, decode.d3.loss_mask: 0.6833, decode.d3.loss_dice: 1.0099, decode.d4.loss_cls: 0.6228, decode.d4.loss_mask: 0.6814, decode.d4.loss_dice: 1.0144, decode.d5.loss_cls: 0.6198, decode.d5.loss_mask: 0.6780, decode.d5.loss_dice: 1.0088, decode.d6.loss_cls: 0.6187, decode.d6.loss_mask: 0.6802, decode.d6.loss_dice: 1.0083, decode.d7.loss_cls: 0.6175, decode.d7.loss_mask: 0.6798, decode.d7.loss_dice: 1.0089, decode.d8.loss_cls: 0.6161, decode.d8.loss_mask: 0.6786, decode.d8.loss_dice: 1.0029, loss: 24.4930, grad_norm: 63.4453 +2023-11-06 17:28:08,930 - mmseg - INFO - Iter [23950/160000] lr: 8.503e-05, eta: 18:34:18, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6315, decode.loss_mask: 0.7019, decode.loss_dice: 1.0398, decode.d0.loss_cls: 1.6278, decode.d0.loss_mask: 0.7455, decode.d0.loss_dice: 1.1593, decode.d1.loss_cls: 0.7479, decode.d1.loss_mask: 0.7381, decode.d1.loss_dice: 1.1181, decode.d2.loss_cls: 0.6858, decode.d2.loss_mask: 0.7201, decode.d2.loss_dice: 1.0721, decode.d3.loss_cls: 0.6644, decode.d3.loss_mask: 0.7101, decode.d3.loss_dice: 1.0445, decode.d4.loss_cls: 0.6534, decode.d4.loss_mask: 0.7093, decode.d4.loss_dice: 1.0486, decode.d5.loss_cls: 0.6566, decode.d5.loss_mask: 0.7120, decode.d5.loss_dice: 1.0478, decode.d6.loss_cls: 0.6459, decode.d6.loss_mask: 0.7046, decode.d6.loss_dice: 1.0397, decode.d7.loss_cls: 0.6379, decode.d7.loss_mask: 0.7047, decode.d7.loss_dice: 1.0447, decode.d8.loss_cls: 0.6294, decode.d8.loss_mask: 0.7043, decode.d8.loss_dice: 1.0401, loss: 25.3860, grad_norm: 65.0076 +2023-11-06 17:28:34,198 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 17:28:34,199 - mmseg - INFO - Iter [24000/160000] lr: 8.500e-05, eta: 18:33:57, time: 0.505, data_time: 0.060, memory: 39436, decode.loss_cls: 0.6000, decode.loss_mask: 0.6832, decode.loss_dice: 0.9973, decode.d0.loss_cls: 1.5940, decode.d0.loss_mask: 0.7230, decode.d0.loss_dice: 1.1283, decode.d1.loss_cls: 0.7261, decode.d1.loss_mask: 0.7168, decode.d1.loss_dice: 1.0759, decode.d2.loss_cls: 0.6611, decode.d2.loss_mask: 0.6959, decode.d2.loss_dice: 1.0362, decode.d3.loss_cls: 0.6300, decode.d3.loss_mask: 0.6943, decode.d3.loss_dice: 1.0113, decode.d4.loss_cls: 0.6117, decode.d4.loss_mask: 0.6897, decode.d4.loss_dice: 1.0126, decode.d5.loss_cls: 0.6098, decode.d5.loss_mask: 0.6926, decode.d5.loss_dice: 1.0082, decode.d6.loss_cls: 0.6062, decode.d6.loss_mask: 0.6915, decode.d6.loss_dice: 1.0022, decode.d7.loss_cls: 0.6023, decode.d7.loss_mask: 0.6907, decode.d7.loss_dice: 1.0022, decode.d8.loss_cls: 0.5976, decode.d8.loss_mask: 0.6888, decode.d8.loss_dice: 1.0056, loss: 24.4853, grad_norm: 66.9483 +2023-11-06 17:28:57,993 - mmseg - INFO - Iter [24050/160000] lr: 8.497e-05, eta: 18:33:28, time: 0.476, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6269, decode.loss_mask: 0.6775, decode.loss_dice: 1.0179, decode.d0.loss_cls: 1.6295, decode.d0.loss_mask: 0.7226, decode.d0.loss_dice: 1.1694, decode.d1.loss_cls: 0.7506, decode.d1.loss_mask: 0.7084, decode.d1.loss_dice: 1.1046, decode.d2.loss_cls: 0.6649, decode.d2.loss_mask: 0.6910, decode.d2.loss_dice: 1.0613, decode.d3.loss_cls: 0.6550, decode.d3.loss_mask: 0.6797, decode.d3.loss_dice: 1.0299, decode.d4.loss_cls: 0.6319, decode.d4.loss_mask: 0.6776, decode.d4.loss_dice: 1.0338, decode.d5.loss_cls: 0.6324, decode.d5.loss_mask: 0.6819, decode.d5.loss_dice: 1.0255, decode.d6.loss_cls: 0.6291, decode.d6.loss_mask: 0.6765, decode.d6.loss_dice: 1.0240, decode.d7.loss_cls: 0.6244, decode.d7.loss_mask: 0.6780, decode.d7.loss_dice: 1.0254, decode.d8.loss_cls: 0.6249, decode.d8.loss_mask: 0.6758, decode.d8.loss_dice: 1.0237, loss: 24.8541, grad_norm: 63.7765 +2023-11-06 17:29:21,244 - mmseg - INFO - Iter [24100/160000] lr: 8.494e-05, eta: 18:32:56, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5901, decode.loss_mask: 0.6724, decode.loss_dice: 0.9833, decode.d0.loss_cls: 1.5784, decode.d0.loss_mask: 0.7198, decode.d0.loss_dice: 1.1169, decode.d1.loss_cls: 0.7113, decode.d1.loss_mask: 0.7064, decode.d1.loss_dice: 1.0606, decode.d2.loss_cls: 0.6396, decode.d2.loss_mask: 0.6910, decode.d2.loss_dice: 1.0186, decode.d3.loss_cls: 0.6134, decode.d3.loss_mask: 0.6831, decode.d3.loss_dice: 0.9970, decode.d4.loss_cls: 0.6046, decode.d4.loss_mask: 0.6782, decode.d4.loss_dice: 0.9927, decode.d5.loss_cls: 0.5944, decode.d5.loss_mask: 0.6771, decode.d5.loss_dice: 0.9920, decode.d6.loss_cls: 0.5933, decode.d6.loss_mask: 0.6743, decode.d6.loss_dice: 0.9871, decode.d7.loss_cls: 0.5897, decode.d7.loss_mask: 0.6757, decode.d7.loss_dice: 0.9882, decode.d8.loss_cls: 0.5836, decode.d8.loss_mask: 0.6727, decode.d8.loss_dice: 0.9927, loss: 24.0782, grad_norm: 70.6986 +2023-11-06 17:29:44,311 - mmseg - INFO - Iter [24150/160000] lr: 8.491e-05, eta: 18:32:23, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5902, decode.loss_mask: 0.6761, decode.loss_dice: 0.9755, decode.d0.loss_cls: 1.5643, decode.d0.loss_mask: 0.7182, decode.d0.loss_dice: 1.0936, decode.d1.loss_cls: 0.7102, decode.d1.loss_mask: 0.7043, decode.d1.loss_dice: 1.0430, decode.d2.loss_cls: 0.6384, decode.d2.loss_mask: 0.6903, decode.d2.loss_dice: 1.0018, decode.d3.loss_cls: 0.6181, decode.d3.loss_mask: 0.6801, decode.d3.loss_dice: 0.9815, decode.d4.loss_cls: 0.6020, decode.d4.loss_mask: 0.6795, decode.d4.loss_dice: 0.9804, decode.d5.loss_cls: 0.6039, decode.d5.loss_mask: 0.6770, decode.d5.loss_dice: 0.9807, decode.d6.loss_cls: 0.6012, decode.d6.loss_mask: 0.6798, decode.d6.loss_dice: 0.9688, decode.d7.loss_cls: 0.5908, decode.d7.loss_mask: 0.6788, decode.d7.loss_dice: 0.9759, decode.d8.loss_cls: 0.5927, decode.d8.loss_mask: 0.6752, decode.d8.loss_dice: 0.9813, loss: 23.9536, grad_norm: 60.5426 +2023-11-06 17:30:07,808 - mmseg - INFO - Iter [24200/160000] lr: 8.488e-05, eta: 18:31:53, time: 0.470, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5883, decode.loss_mask: 0.6972, decode.loss_dice: 0.9818, decode.d0.loss_cls: 1.5364, decode.d0.loss_mask: 0.7425, decode.d0.loss_dice: 1.1114, decode.d1.loss_cls: 0.6957, decode.d1.loss_mask: 0.7290, decode.d1.loss_dice: 1.0548, decode.d2.loss_cls: 0.6440, decode.d2.loss_mask: 0.7124, decode.d2.loss_dice: 1.0158, decode.d3.loss_cls: 0.6099, decode.d3.loss_mask: 0.7102, decode.d3.loss_dice: 0.9986, decode.d4.loss_cls: 0.5955, decode.d4.loss_mask: 0.7000, decode.d4.loss_dice: 0.9933, decode.d5.loss_cls: 0.5907, decode.d5.loss_mask: 0.7026, decode.d5.loss_dice: 0.9973, decode.d6.loss_cls: 0.5909, decode.d6.loss_mask: 0.7016, decode.d6.loss_dice: 0.9780, decode.d7.loss_cls: 0.5840, decode.d7.loss_mask: 0.6984, decode.d7.loss_dice: 0.9799, decode.d8.loss_cls: 0.5831, decode.d8.loss_mask: 0.6998, decode.d8.loss_dice: 0.9852, loss: 24.2084, grad_norm: 67.1288 +2023-11-06 17:30:31,205 - mmseg - INFO - Iter [24250/160000] lr: 8.484e-05, eta: 18:31:22, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6169, decode.loss_mask: 0.6631, decode.loss_dice: 0.9857, decode.d0.loss_cls: 1.6244, decode.d0.loss_mask: 0.7068, decode.d0.loss_dice: 1.1217, decode.d1.loss_cls: 0.7380, decode.d1.loss_mask: 0.6942, decode.d1.loss_dice: 1.0688, decode.d2.loss_cls: 0.6645, decode.d2.loss_mask: 0.6736, decode.d2.loss_dice: 1.0241, decode.d3.loss_cls: 0.6446, decode.d3.loss_mask: 0.6662, decode.d3.loss_dice: 0.9978, decode.d4.loss_cls: 0.6342, decode.d4.loss_mask: 0.6654, decode.d4.loss_dice: 0.9970, decode.d5.loss_cls: 0.6196, decode.d5.loss_mask: 0.6636, decode.d5.loss_dice: 0.9935, decode.d6.loss_cls: 0.6210, decode.d6.loss_mask: 0.6679, decode.d6.loss_dice: 0.9816, decode.d7.loss_cls: 0.6191, decode.d7.loss_mask: 0.6654, decode.d7.loss_dice: 0.9873, decode.d8.loss_cls: 0.6128, decode.d8.loss_mask: 0.6613, decode.d8.loss_dice: 0.9864, loss: 24.2665, grad_norm: 61.1240 +2023-11-06 17:30:55,586 - mmseg - INFO - Iter [24300/160000] lr: 8.481e-05, eta: 18:30:56, time: 0.488, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5668, decode.loss_mask: 0.7183, decode.loss_dice: 0.9912, decode.d0.loss_cls: 1.5573, decode.d0.loss_mask: 0.7642, decode.d0.loss_dice: 1.1091, decode.d1.loss_cls: 0.6884, decode.d1.loss_mask: 0.7432, decode.d1.loss_dice: 1.0642, decode.d2.loss_cls: 0.6216, decode.d2.loss_mask: 0.7308, decode.d2.loss_dice: 1.0244, decode.d3.loss_cls: 0.5956, decode.d3.loss_mask: 0.7286, decode.d3.loss_dice: 1.0012, decode.d4.loss_cls: 0.5882, decode.d4.loss_mask: 0.7252, decode.d4.loss_dice: 1.0092, decode.d5.loss_cls: 0.5787, decode.d5.loss_mask: 0.7278, decode.d5.loss_dice: 1.0084, decode.d6.loss_cls: 0.5748, decode.d6.loss_mask: 0.7253, decode.d6.loss_dice: 0.9960, decode.d7.loss_cls: 0.5714, decode.d7.loss_mask: 0.7226, decode.d7.loss_dice: 0.9930, decode.d8.loss_cls: 0.5680, decode.d8.loss_mask: 0.7222, decode.d8.loss_dice: 0.9934, loss: 24.4091, grad_norm: 67.8719 +2023-11-06 17:31:18,815 - mmseg - INFO - Iter [24350/160000] lr: 8.478e-05, eta: 18:30:24, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5962, decode.loss_mask: 0.6880, decode.loss_dice: 0.9987, decode.d0.loss_cls: 1.6065, decode.d0.loss_mask: 0.7314, decode.d0.loss_dice: 1.1280, decode.d1.loss_cls: 0.7185, decode.d1.loss_mask: 0.7212, decode.d1.loss_dice: 1.0774, decode.d2.loss_cls: 0.6561, decode.d2.loss_mask: 0.6958, decode.d2.loss_dice: 1.0307, decode.d3.loss_cls: 0.6224, decode.d3.loss_mask: 0.6872, decode.d3.loss_dice: 1.0035, decode.d4.loss_cls: 0.6138, decode.d4.loss_mask: 0.6905, decode.d4.loss_dice: 1.0051, decode.d5.loss_cls: 0.6174, decode.d5.loss_mask: 0.6894, decode.d5.loss_dice: 1.0026, decode.d6.loss_cls: 0.6093, decode.d6.loss_mask: 0.6844, decode.d6.loss_dice: 0.9960, decode.d7.loss_cls: 0.6064, decode.d7.loss_mask: 0.6908, decode.d7.loss_dice: 0.9978, decode.d8.loss_cls: 0.6046, decode.d8.loss_mask: 0.6913, decode.d8.loss_dice: 0.9989, loss: 24.4600, grad_norm: 65.5931 +2023-11-06 17:31:42,039 - mmseg - INFO - Iter [24400/160000] lr: 8.475e-05, eta: 18:29:52, time: 0.464, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6004, decode.loss_mask: 0.7033, decode.loss_dice: 1.0044, decode.d0.loss_cls: 1.5723, decode.d0.loss_mask: 0.7448, decode.d0.loss_dice: 1.1461, decode.d1.loss_cls: 0.7219, decode.d1.loss_mask: 0.7206, decode.d1.loss_dice: 1.0955, decode.d2.loss_cls: 0.6515, decode.d2.loss_mask: 0.7111, decode.d2.loss_dice: 1.0418, decode.d3.loss_cls: 0.6234, decode.d3.loss_mask: 0.7027, decode.d3.loss_dice: 1.0193, decode.d4.loss_cls: 0.6187, decode.d4.loss_mask: 0.7050, decode.d4.loss_dice: 1.0210, decode.d5.loss_cls: 0.6060, decode.d5.loss_mask: 0.7009, decode.d5.loss_dice: 1.0191, decode.d6.loss_cls: 0.6059, decode.d6.loss_mask: 0.7003, decode.d6.loss_dice: 1.0124, decode.d7.loss_cls: 0.6005, decode.d7.loss_mask: 0.6996, decode.d7.loss_dice: 1.0136, decode.d8.loss_cls: 0.6009, decode.d8.loss_mask: 0.6966, decode.d8.loss_dice: 1.0076, loss: 24.6673, grad_norm: 68.3816 +2023-11-06 17:32:05,228 - mmseg - INFO - Iter [24450/160000] lr: 8.472e-05, eta: 18:29:20, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6207, decode.loss_mask: 0.6770, decode.loss_dice: 0.9963, decode.d0.loss_cls: 1.5881, decode.d0.loss_mask: 0.7292, decode.d0.loss_dice: 1.1404, decode.d1.loss_cls: 0.7265, decode.d1.loss_mask: 0.7132, decode.d1.loss_dice: 1.0830, decode.d2.loss_cls: 0.6644, decode.d2.loss_mask: 0.6895, decode.d2.loss_dice: 1.0342, decode.d3.loss_cls: 0.6477, decode.d3.loss_mask: 0.6815, decode.d3.loss_dice: 1.0146, decode.d4.loss_cls: 0.6347, decode.d4.loss_mask: 0.6785, decode.d4.loss_dice: 1.0088, decode.d5.loss_cls: 0.6222, decode.d5.loss_mask: 0.6783, decode.d5.loss_dice: 1.0061, decode.d6.loss_cls: 0.6259, decode.d6.loss_mask: 0.6790, decode.d6.loss_dice: 0.9960, decode.d7.loss_cls: 0.6228, decode.d7.loss_mask: 0.6805, decode.d7.loss_dice: 0.9986, decode.d8.loss_cls: 0.6179, decode.d8.loss_mask: 0.6792, decode.d8.loss_dice: 0.9989, loss: 24.5335, grad_norm: 66.3283 +2023-11-06 17:32:28,263 - mmseg - INFO - Iter [24500/160000] lr: 8.469e-05, eta: 18:28:47, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5917, decode.loss_mask: 0.7044, decode.loss_dice: 0.9995, decode.d0.loss_cls: 1.5786, decode.d0.loss_mask: 0.7473, decode.d0.loss_dice: 1.1263, decode.d1.loss_cls: 0.7279, decode.d1.loss_mask: 0.7314, decode.d1.loss_dice: 1.0736, decode.d2.loss_cls: 0.6493, decode.d2.loss_mask: 0.7114, decode.d2.loss_dice: 1.0337, decode.d3.loss_cls: 0.6252, decode.d3.loss_mask: 0.7074, decode.d3.loss_dice: 1.0047, decode.d4.loss_cls: 0.6065, decode.d4.loss_mask: 0.7043, decode.d4.loss_dice: 1.0056, decode.d5.loss_cls: 0.5998, decode.d5.loss_mask: 0.7093, decode.d5.loss_dice: 1.0091, decode.d6.loss_cls: 0.5967, decode.d6.loss_mask: 0.6998, decode.d6.loss_dice: 0.9993, decode.d7.loss_cls: 0.5861, decode.d7.loss_mask: 0.7069, decode.d7.loss_dice: 1.0074, decode.d8.loss_cls: 0.5940, decode.d8.loss_mask: 0.7042, decode.d8.loss_dice: 1.0001, loss: 24.5413, grad_norm: 59.9269 +2023-11-06 17:32:51,195 - mmseg - INFO - Iter [24550/160000] lr: 8.466e-05, eta: 18:28:13, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5984, decode.loss_mask: 0.6757, decode.loss_dice: 0.9993, decode.d0.loss_cls: 1.5917, decode.d0.loss_mask: 0.7228, decode.d0.loss_dice: 1.1349, decode.d1.loss_cls: 0.7160, decode.d1.loss_mask: 0.7132, decode.d1.loss_dice: 1.0806, decode.d2.loss_cls: 0.6414, decode.d2.loss_mask: 0.6917, decode.d2.loss_dice: 1.0398, decode.d3.loss_cls: 0.6232, decode.d3.loss_mask: 0.6803, decode.d3.loss_dice: 1.0157, decode.d4.loss_cls: 0.6067, decode.d4.loss_mask: 0.6815, decode.d4.loss_dice: 1.0158, decode.d5.loss_cls: 0.5998, decode.d5.loss_mask: 0.6829, decode.d5.loss_dice: 1.0178, decode.d6.loss_cls: 0.6027, decode.d6.loss_mask: 0.6770, decode.d6.loss_dice: 0.9981, decode.d7.loss_cls: 0.5982, decode.d7.loss_mask: 0.6766, decode.d7.loss_dice: 1.0047, decode.d8.loss_cls: 0.6043, decode.d8.loss_mask: 0.6753, decode.d8.loss_dice: 1.0029, loss: 24.3688, grad_norm: 57.5822 +2023-11-06 17:33:14,335 - mmseg - INFO - Iter [24600/160000] lr: 8.463e-05, eta: 18:27:41, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 0.5979, decode.loss_mask: 0.6752, decode.loss_dice: 0.9758, decode.d0.loss_cls: 1.6319, decode.d0.loss_mask: 0.7046, decode.d0.loss_dice: 1.1156, decode.d1.loss_cls: 0.7215, decode.d1.loss_mask: 0.6987, decode.d1.loss_dice: 1.0596, decode.d2.loss_cls: 0.6653, decode.d2.loss_mask: 0.6785, decode.d2.loss_dice: 1.0064, decode.d3.loss_cls: 0.6336, decode.d3.loss_mask: 0.6730, decode.d3.loss_dice: 0.9872, decode.d4.loss_cls: 0.6196, decode.d4.loss_mask: 0.6750, decode.d4.loss_dice: 0.9824, decode.d5.loss_cls: 0.6184, decode.d5.loss_mask: 0.6752, decode.d5.loss_dice: 0.9864, decode.d6.loss_cls: 0.6110, decode.d6.loss_mask: 0.6699, decode.d6.loss_dice: 0.9779, decode.d7.loss_cls: 0.6075, decode.d7.loss_mask: 0.6736, decode.d7.loss_dice: 0.9798, decode.d8.loss_cls: 0.6044, decode.d8.loss_mask: 0.6740, decode.d8.loss_dice: 0.9808, loss: 24.1605, grad_norm: 62.6402 +2023-11-06 17:33:37,332 - mmseg - INFO - Iter [24650/160000] lr: 8.459e-05, eta: 18:27:08, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5885, decode.loss_mask: 0.6739, decode.loss_dice: 0.9913, decode.d0.loss_cls: 1.6002, decode.d0.loss_mask: 0.7008, decode.d0.loss_dice: 1.1095, decode.d1.loss_cls: 0.7238, decode.d1.loss_mask: 0.6905, decode.d1.loss_dice: 1.0652, decode.d2.loss_cls: 0.6369, decode.d2.loss_mask: 0.6744, decode.d2.loss_dice: 1.0170, decode.d3.loss_cls: 0.6188, decode.d3.loss_mask: 0.6670, decode.d3.loss_dice: 0.9911, decode.d4.loss_cls: 0.6047, decode.d4.loss_mask: 0.6695, decode.d4.loss_dice: 0.9948, decode.d5.loss_cls: 0.5983, decode.d5.loss_mask: 0.6683, decode.d5.loss_dice: 0.9955, decode.d6.loss_cls: 0.6033, decode.d6.loss_mask: 0.6661, decode.d6.loss_dice: 0.9852, decode.d7.loss_cls: 0.5939, decode.d7.loss_mask: 0.6677, decode.d7.loss_dice: 0.9883, decode.d8.loss_cls: 0.6007, decode.d8.loss_mask: 0.6686, decode.d8.loss_dice: 0.9867, loss: 24.0406, grad_norm: 67.6199 +2023-11-06 17:34:00,367 - mmseg - INFO - Iter [24700/160000] lr: 8.456e-05, eta: 18:26:35, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6206, decode.loss_mask: 0.7213, decode.loss_dice: 1.0130, decode.d0.loss_cls: 1.6156, decode.d0.loss_mask: 0.7682, decode.d0.loss_dice: 1.1401, decode.d1.loss_cls: 0.7381, decode.d1.loss_mask: 0.7474, decode.d1.loss_dice: 1.0972, decode.d2.loss_cls: 0.6764, decode.d2.loss_mask: 0.7262, decode.d2.loss_dice: 1.0464, decode.d3.loss_cls: 0.6460, decode.d3.loss_mask: 0.7246, decode.d3.loss_dice: 1.0240, decode.d4.loss_cls: 0.6364, decode.d4.loss_mask: 0.7206, decode.d4.loss_dice: 1.0235, decode.d5.loss_cls: 0.6267, decode.d5.loss_mask: 0.7228, decode.d5.loss_dice: 1.0267, decode.d6.loss_cls: 0.6192, decode.d6.loss_mask: 0.7218, decode.d6.loss_dice: 1.0112, decode.d7.loss_cls: 0.6245, decode.d7.loss_mask: 0.7219, decode.d7.loss_dice: 1.0074, decode.d8.loss_cls: 0.6219, decode.d8.loss_mask: 0.7209, decode.d8.loss_dice: 1.0132, loss: 25.1238, grad_norm: 67.6932 +2023-11-06 17:34:23,137 - mmseg - INFO - Iter [24750/160000] lr: 8.453e-05, eta: 18:26:01, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5896, decode.loss_mask: 0.6895, decode.loss_dice: 0.9805, decode.d0.loss_cls: 1.5549, decode.d0.loss_mask: 0.7261, decode.d0.loss_dice: 1.1034, decode.d1.loss_cls: 0.6909, decode.d1.loss_mask: 0.7175, decode.d1.loss_dice: 1.0576, decode.d2.loss_cls: 0.6281, decode.d2.loss_mask: 0.7019, decode.d2.loss_dice: 1.0176, decode.d3.loss_cls: 0.6041, decode.d3.loss_mask: 0.6982, decode.d3.loss_dice: 0.9909, decode.d4.loss_cls: 0.6018, decode.d4.loss_mask: 0.6964, decode.d4.loss_dice: 0.9903, decode.d5.loss_cls: 0.5948, decode.d5.loss_mask: 0.6891, decode.d5.loss_dice: 0.9907, decode.d6.loss_cls: 0.5967, decode.d6.loss_mask: 0.6877, decode.d6.loss_dice: 0.9777, decode.d7.loss_cls: 0.5897, decode.d7.loss_mask: 0.6879, decode.d7.loss_dice: 0.9829, decode.d8.loss_cls: 0.5914, decode.d8.loss_mask: 0.6911, decode.d8.loss_dice: 0.9797, loss: 24.0988, grad_norm: 72.1298 +2023-11-06 17:34:45,976 - mmseg - INFO - Iter [24800/160000] lr: 8.450e-05, eta: 18:25:27, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6245, decode.loss_mask: 0.6873, decode.loss_dice: 1.0104, decode.d0.loss_cls: 1.6423, decode.d0.loss_mask: 0.7253, decode.d0.loss_dice: 1.1357, decode.d1.loss_cls: 0.7391, decode.d1.loss_mask: 0.7112, decode.d1.loss_dice: 1.0956, decode.d2.loss_cls: 0.6767, decode.d2.loss_mask: 0.6921, decode.d2.loss_dice: 1.0559, decode.d3.loss_cls: 0.6494, decode.d3.loss_mask: 0.6973, decode.d3.loss_dice: 1.0274, decode.d4.loss_cls: 0.6368, decode.d4.loss_mask: 0.6932, decode.d4.loss_dice: 1.0258, decode.d5.loss_cls: 0.6369, decode.d5.loss_mask: 0.6911, decode.d5.loss_dice: 1.0205, decode.d6.loss_cls: 0.6295, decode.d6.loss_mask: 0.6892, decode.d6.loss_dice: 1.0147, decode.d7.loss_cls: 0.6242, decode.d7.loss_mask: 0.6875, decode.d7.loss_dice: 1.0115, decode.d8.loss_cls: 0.6228, decode.d8.loss_mask: 0.6872, decode.d8.loss_dice: 1.0148, loss: 24.8563, grad_norm: 61.6016 +2023-11-06 17:35:18,443 - mmseg - INFO - Iter [24850/160000] lr: 8.447e-05, eta: 18:25:46, time: 0.649, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6105, decode.loss_mask: 0.6845, decode.loss_dice: 1.0183, decode.d0.loss_cls: 1.6247, decode.d0.loss_mask: 0.7284, decode.d0.loss_dice: 1.1398, decode.d1.loss_cls: 0.7326, decode.d1.loss_mask: 0.7142, decode.d1.loss_dice: 1.0918, decode.d2.loss_cls: 0.6646, decode.d2.loss_mask: 0.6998, decode.d2.loss_dice: 1.0482, decode.d3.loss_cls: 0.6314, decode.d3.loss_mask: 0.6903, decode.d3.loss_dice: 1.0315, decode.d4.loss_cls: 0.6262, decode.d4.loss_mask: 0.6892, decode.d4.loss_dice: 1.0259, decode.d5.loss_cls: 0.6143, decode.d5.loss_mask: 0.6917, decode.d5.loss_dice: 1.0290, decode.d6.loss_cls: 0.6127, decode.d6.loss_mask: 0.6901, decode.d6.loss_dice: 1.0134, decode.d7.loss_cls: 0.6040, decode.d7.loss_mask: 0.6931, decode.d7.loss_dice: 1.0170, decode.d8.loss_cls: 0.6131, decode.d8.loss_mask: 0.6829, decode.d8.loss_dice: 1.0149, loss: 24.7281, grad_norm: 68.5302 +2023-11-06 17:35:41,361 - mmseg - INFO - Iter [24900/160000] lr: 8.444e-05, eta: 18:25:13, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5932, decode.loss_mask: 0.7288, decode.loss_dice: 1.0288, decode.d0.loss_cls: 1.5679, decode.d0.loss_mask: 0.7686, decode.d0.loss_dice: 1.1422, decode.d1.loss_cls: 0.7018, decode.d1.loss_mask: 0.7535, decode.d1.loss_dice: 1.0933, decode.d2.loss_cls: 0.6370, decode.d2.loss_mask: 0.7379, decode.d2.loss_dice: 1.0602, decode.d3.loss_cls: 0.6174, decode.d3.loss_mask: 0.7292, decode.d3.loss_dice: 1.0301, decode.d4.loss_cls: 0.6039, decode.d4.loss_mask: 0.7316, decode.d4.loss_dice: 1.0326, decode.d5.loss_cls: 0.6087, decode.d5.loss_mask: 0.7302, decode.d5.loss_dice: 1.0297, decode.d6.loss_cls: 0.5996, decode.d6.loss_mask: 0.7294, decode.d6.loss_dice: 1.0259, decode.d7.loss_cls: 0.5907, decode.d7.loss_mask: 0.7267, decode.d7.loss_dice: 1.0335, decode.d8.loss_cls: 0.6002, decode.d8.loss_mask: 0.7261, decode.d8.loss_dice: 1.0230, loss: 24.9815, grad_norm: 70.9067 +2023-11-06 17:36:04,230 - mmseg - INFO - Iter [24950/160000] lr: 8.441e-05, eta: 18:24:39, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5950, decode.loss_mask: 0.6862, decode.loss_dice: 1.0196, decode.d0.loss_cls: 1.5496, decode.d0.loss_mask: 0.7216, decode.d0.loss_dice: 1.1310, decode.d1.loss_cls: 0.7102, decode.d1.loss_mask: 0.7072, decode.d1.loss_dice: 1.0915, decode.d2.loss_cls: 0.6474, decode.d2.loss_mask: 0.6971, decode.d2.loss_dice: 1.0539, decode.d3.loss_cls: 0.6264, decode.d3.loss_mask: 0.6848, decode.d3.loss_dice: 1.0242, decode.d4.loss_cls: 0.6064, decode.d4.loss_mask: 0.6889, decode.d4.loss_dice: 1.0274, decode.d5.loss_cls: 0.6081, decode.d5.loss_mask: 0.6876, decode.d5.loss_dice: 1.0231, decode.d6.loss_cls: 0.5984, decode.d6.loss_mask: 0.6844, decode.d6.loss_dice: 1.0202, decode.d7.loss_cls: 0.6026, decode.d7.loss_mask: 0.6840, decode.d7.loss_dice: 1.0205, decode.d8.loss_cls: 0.5938, decode.d8.loss_mask: 0.6862, decode.d8.loss_dice: 1.0229, loss: 24.5002, grad_norm: 63.0388 +2023-11-06 17:36:27,452 - mmseg - INFO - Saving checkpoint at 25000 iterations +2023-11-06 17:36:29,816 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 17:36:29,816 - mmseg - INFO - Iter [25000/160000] lr: 8.438e-05, eta: 18:24:20, time: 0.512, data_time: 0.012, memory: 39436, decode.loss_cls: 0.6092, decode.loss_mask: 0.7143, decode.loss_dice: 0.9996, decode.d0.loss_cls: 1.5961, decode.d0.loss_mask: 0.7606, decode.d0.loss_dice: 1.1380, decode.d1.loss_cls: 0.7129, decode.d1.loss_mask: 0.7501, decode.d1.loss_dice: 1.0842, decode.d2.loss_cls: 0.6582, decode.d2.loss_mask: 0.7276, decode.d2.loss_dice: 1.0431, decode.d3.loss_cls: 0.6404, decode.d3.loss_mask: 0.7130, decode.d3.loss_dice: 1.0107, decode.d4.loss_cls: 0.6202, decode.d4.loss_mask: 0.7123, decode.d4.loss_dice: 1.0168, decode.d5.loss_cls: 0.6138, decode.d5.loss_mask: 0.7145, decode.d5.loss_dice: 1.0215, decode.d6.loss_cls: 0.6122, decode.d6.loss_mask: 0.7121, decode.d6.loss_dice: 1.0123, decode.d7.loss_cls: 0.6182, decode.d7.loss_mask: 0.7109, decode.d7.loss_dice: 1.0121, decode.d8.loss_cls: 0.6079, decode.d8.loss_mask: 0.7125, decode.d8.loss_dice: 1.0097, loss: 24.8649, grad_norm: 59.3486 +2023-11-06 17:36:49,735 - mmseg - INFO - per class results: +2023-11-06 17:36:49,740 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 78.55 | 87.01 | +| building | 81.91 | 90.71 | +| sky | 94.6 | 96.93 | +| floor | 81.62 | 88.54 | +| tree | 75.32 | 85.17 | +| ceiling | 85.1 | 90.59 | +| road | 83.09 | 88.53 | +| bed | 90.12 | 94.84 | +| windowpane | 60.52 | 81.26 | +| grass | 71.26 | 89.56 | +| cabinet | 60.97 | 71.91 | +| sidewalk | 64.55 | 83.79 | +| person | 84.43 | 90.83 | +| earth | 35.2 | 46.43 | +| door | 50.15 | 62.91 | +| table | 58.09 | 79.1 | +| mountain | 59.35 | 73.87 | +| plant | 54.23 | 75.06 | +| curtain | 72.83 | 84.13 | +| chair | 58.42 | 70.07 | +| car | 85.4 | 91.65 | +| water | 56.87 | 81.14 | +| painting | 75.24 | 86.52 | +| sofa | 66.09 | 89.36 | +| shelf | 40.95 | 59.05 | +| house | 46.27 | 68.53 | +| sea | 61.39 | 75.59 | +| mirror | 68.06 | 82.03 | +| rug | 58.6 | 74.88 | +| field | 26.99 | 37.41 | +| armchair | 38.4 | 53.93 | +| seat | 60.0 | 74.97 | +| fence | 39.22 | 72.3 | +| desk | 44.28 | 70.28 | +| rock | 43.02 | 64.31 | +| wardrobe | 44.55 | 77.85 | +| lamp | 65.56 | 76.09 | +| bathtub | 81.57 | 85.19 | +| railing | 33.05 | 61.67 | +| cushion | 53.25 | 61.67 | +| base | 26.72 | 39.41 | +| box | 25.88 | 34.22 | +| column | 48.22 | 64.58 | +| signboard | 38.76 | 63.51 | +| chest of drawers | 46.51 | 59.73 | +| counter | 22.11 | 24.9 | +| sand | 33.84 | 47.55 | +| sink | 70.88 | 85.95 | +| skyscraper | 35.82 | 37.75 | +| fireplace | 74.74 | 94.35 | +| refrigerator | 79.69 | 92.73 | +| grandstand | 54.11 | 62.36 | +| path | 11.91 | 15.55 | +| stairs | 36.84 | 50.55 | +| runway | 57.03 | 73.37 | +| case | 60.9 | 81.71 | +| pool table | 94.57 | 97.52 | +| pillow | 52.7 | 77.35 | +| screen door | 60.59 | 92.78 | +| stairway | 24.61 | 44.37 | +| river | 8.28 | 9.09 | +| bridge | 77.19 | 85.85 | +| bookcase | 28.48 | 56.25 | +| blind | 42.35 | 51.79 | +| coffee table | 60.85 | 75.77 | +| toilet | 88.45 | 93.27 | +| flower | 40.56 | 52.84 | +| book | 50.41 | 66.81 | +| hill | 6.94 | 14.53 | +| bench | 50.13 | 65.49 | +| countertop | 57.75 | 70.8 | +| stove | 76.48 | 87.21 | +| palm | 52.21 | 73.25 | +| kitchen island | 35.58 | 74.65 | +| computer | 70.57 | 81.49 | +| swivel chair | 42.11 | 76.46 | +| boat | 75.92 | 93.41 | +| bar | 34.6 | 60.35 | +| arcade machine | 71.88 | 82.15 | +| hovel | 29.33 | 48.69 | +| bus | 86.62 | 96.27 | +| towel | 63.63 | 86.68 | +| light | 59.75 | 74.62 | +| truck | 38.18 | 51.05 | +| tower | 12.1 | 18.2 | +| chandelier | 67.21 | 85.53 | +| awning | 33.26 | 49.6 | +| streetlight | 37.58 | 50.99 | +| booth | 36.58 | 36.8 | +| television receiver | 64.47 | 79.09 | +| airplane | 61.46 | 66.87 | +| dirt track | 12.08 | 20.05 | +| apparel | 30.14 | 57.73 | +| pole | 26.94 | 46.73 | +| land | 0.88 | 0.99 | +| bannister | 12.52 | 27.38 | +| escalator | 18.15 | 19.17 | +| ottoman | 49.32 | 61.88 | +| bottle | 28.25 | 39.52 | +| buffet | 39.47 | 53.52 | +| poster | 11.64 | 13.52 | +| stage | 13.46 | 34.28 | +| van | 44.34 | 75.74 | +| ship | 11.74 | 12.2 | +| fountain | 25.24 | 31.43 | +| conveyer belt | 57.63 | 66.46 | +| canopy | 8.0 | 17.52 | +| washer | 71.26 | 75.21 | +| plaything | 33.38 | 57.17 | +| swimming pool | 33.39 | 58.14 | +| stool | 45.58 | 70.1 | +| barrel | 4.04 | 64.72 | +| basket | 34.44 | 54.07 | +| waterfall | 61.64 | 91.85 | +| tent | 96.07 | 98.35 | +| bag | 20.0 | 28.15 | +| minibike | 72.56 | 87.26 | +| cradle | 64.74 | 84.2 | +| oven | 19.6 | 56.18 | +| ball | 40.6 | 69.03 | +| food | 62.9 | 74.97 | +| step | 32.29 | 45.13 | +| tank | 32.65 | 37.34 | +| trade name | 15.09 | 16.98 | +| microwave | 40.14 | 45.01 | +| pot | 42.24 | 53.86 | +| animal | 69.87 | 76.02 | +| bicycle | 63.16 | 82.98 | +| lake | 0.0 | 0.0 | +| dishwasher | 76.13 | 89.49 | +| screen | 47.96 | 72.48 | +| blanket | 32.51 | 49.7 | +| sculpture | 53.56 | 88.13 | +| hood | 81.99 | 88.26 | +| sconce | 47.8 | 75.3 | +| vase | 44.05 | 75.17 | +| traffic light | 33.83 | 65.37 | +| tray | 16.95 | 24.94 | +| ashcan | 41.72 | 69.98 | +| fan | 60.27 | 80.48 | +| pier | 3.55 | 4.32 | +| crt screen | 3.29 | 12.17 | +| plate | 58.79 | 80.59 | +| monitor | 11.82 | 14.21 | +| bulletin board | 38.22 | 54.97 | +| shower | 16.92 | 22.7 | +| radiator | 59.01 | 76.56 | +| glass | 20.18 | 28.33 | +| clock | 43.07 | 56.15 | +| flag | 49.99 | 57.44 | ++---------------------+-------+-------+ +2023-11-06 17:36:49,740 - mmseg - INFO - Summary: +2023-11-06 17:36:49,740 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 82.79 | 47.96 | 62.82 | ++-------+-------+-------+ +2023-11-06 17:36:49,787 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_20000.pth was removed +2023-11-06 17:36:51,976 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_25000.pth. +2023-11-06 17:36:51,977 - mmseg - INFO - Best mIoU is 0.4796 at 25000 iter. +2023-11-06 17:36:51,977 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 17:36:51,977 - mmseg - INFO - Iter(val) [250] aAcc: 0.8279, mIoU: 0.4796, mAcc: 0.6282, IoU.wall: 0.7855, IoU.building: 0.8191, IoU.sky: 0.9460, IoU.floor: 0.8162, IoU.tree: 0.7532, IoU.ceiling: 0.8510, IoU.road: 0.8309, IoU.bed : 0.9012, IoU.windowpane: 0.6052, IoU.grass: 0.7126, IoU.cabinet: 0.6097, IoU.sidewalk: 0.6455, IoU.person: 0.8443, IoU.earth: 0.3520, IoU.door: 0.5015, IoU.table: 0.5809, IoU.mountain: 0.5935, IoU.plant: 0.5423, IoU.curtain: 0.7283, IoU.chair: 0.5842, IoU.car: 0.8540, IoU.water: 0.5687, IoU.painting: 0.7524, IoU.sofa: 0.6609, IoU.shelf: 0.4095, IoU.house: 0.4627, IoU.sea: 0.6139, IoU.mirror: 0.6806, IoU.rug: 0.5860, IoU.field: 0.2699, IoU.armchair: 0.3840, IoU.seat: 0.6000, IoU.fence: 0.3922, IoU.desk: 0.4428, IoU.rock: 0.4302, IoU.wardrobe: 0.4455, IoU.lamp: 0.6556, IoU.bathtub: 0.8157, IoU.railing: 0.3305, IoU.cushion: 0.5325, IoU.base: 0.2672, IoU.box: 0.2588, IoU.column: 0.4822, IoU.signboard: 0.3876, IoU.chest of drawers: 0.4651, IoU.counter: 0.2211, IoU.sand: 0.3384, IoU.sink: 0.7088, IoU.skyscraper: 0.3582, IoU.fireplace: 0.7474, IoU.refrigerator: 0.7969, IoU.grandstand: 0.5411, IoU.path: 0.1191, IoU.stairs: 0.3684, IoU.runway: 0.5703, IoU.case: 0.6090, IoU.pool table: 0.9457, IoU.pillow: 0.5270, IoU.screen door: 0.6059, IoU.stairway: 0.2461, IoU.river: 0.0828, IoU.bridge: 0.7719, IoU.bookcase: 0.2848, IoU.blind: 0.4235, IoU.coffee table: 0.6085, IoU.toilet: 0.8845, IoU.flower: 0.4056, IoU.book: 0.5041, IoU.hill: 0.0694, IoU.bench: 0.5013, IoU.countertop: 0.5775, IoU.stove: 0.7648, IoU.palm: 0.5221, IoU.kitchen island: 0.3558, IoU.computer: 0.7057, IoU.swivel chair: 0.4211, IoU.boat: 0.7592, IoU.bar: 0.3460, IoU.arcade machine: 0.7188, IoU.hovel: 0.2933, IoU.bus: 0.8662, IoU.towel: 0.6363, IoU.light: 0.5975, IoU.truck: 0.3818, IoU.tower: 0.1210, IoU.chandelier: 0.6721, IoU.awning: 0.3326, IoU.streetlight: 0.3758, IoU.booth: 0.3658, IoU.television receiver: 0.6447, IoU.airplane: 0.6146, IoU.dirt track: 0.1208, IoU.apparel: 0.3014, IoU.pole: 0.2694, IoU.land: 0.0088, IoU.bannister: 0.1252, IoU.escalator: 0.1815, IoU.ottoman: 0.4932, IoU.bottle: 0.2825, IoU.buffet: 0.3947, IoU.poster: 0.1164, IoU.stage: 0.1346, IoU.van: 0.4434, IoU.ship: 0.1174, IoU.fountain: 0.2524, IoU.conveyer belt: 0.5763, IoU.canopy: 0.0800, IoU.washer: 0.7126, IoU.plaything: 0.3338, IoU.swimming pool: 0.3339, IoU.stool: 0.4558, IoU.barrel: 0.0404, IoU.basket: 0.3444, IoU.waterfall: 0.6164, IoU.tent: 0.9607, IoU.bag: 0.2000, IoU.minibike: 0.7256, IoU.cradle: 0.6474, IoU.oven: 0.1960, IoU.ball: 0.4060, IoU.food: 0.6290, IoU.step: 0.3229, IoU.tank: 0.3265, IoU.trade name: 0.1509, IoU.microwave: 0.4014, IoU.pot: 0.4224, IoU.animal: 0.6987, IoU.bicycle: 0.6316, IoU.lake: 0.0000, IoU.dishwasher: 0.7613, IoU.screen: 0.4796, IoU.blanket: 0.3251, IoU.sculpture: 0.5356, IoU.hood: 0.8199, IoU.sconce: 0.4780, IoU.vase: 0.4405, IoU.traffic light: 0.3383, IoU.tray: 0.1695, IoU.ashcan: 0.4172, IoU.fan: 0.6027, IoU.pier: 0.0355, IoU.crt screen: 0.0329, IoU.plate: 0.5879, IoU.monitor: 0.1182, IoU.bulletin board: 0.3822, IoU.shower: 0.1692, IoU.radiator: 0.5901, IoU.glass: 0.2018, IoU.clock: 0.4307, IoU.flag: 0.4999, Acc.wall: 0.8701, Acc.building: 0.9071, Acc.sky: 0.9693, Acc.floor: 0.8854, Acc.tree: 0.8517, Acc.ceiling: 0.9059, Acc.road: 0.8853, Acc.bed : 0.9484, Acc.windowpane: 0.8126, Acc.grass: 0.8956, Acc.cabinet: 0.7191, Acc.sidewalk: 0.8379, Acc.person: 0.9083, Acc.earth: 0.4643, Acc.door: 0.6291, Acc.table: 0.7910, Acc.mountain: 0.7387, Acc.plant: 0.7506, Acc.curtain: 0.8413, Acc.chair: 0.7007, Acc.car: 0.9165, Acc.water: 0.8114, Acc.painting: 0.8652, Acc.sofa: 0.8936, Acc.shelf: 0.5905, Acc.house: 0.6853, Acc.sea: 0.7559, Acc.mirror: 0.8203, Acc.rug: 0.7488, Acc.field: 0.3741, Acc.armchair: 0.5393, Acc.seat: 0.7497, Acc.fence: 0.7230, Acc.desk: 0.7028, Acc.rock: 0.6431, Acc.wardrobe: 0.7785, Acc.lamp: 0.7609, Acc.bathtub: 0.8519, Acc.railing: 0.6167, Acc.cushion: 0.6167, Acc.base: 0.3941, Acc.box: 0.3422, Acc.column: 0.6458, Acc.signboard: 0.6351, Acc.chest of drawers: 0.5973, Acc.counter: 0.2490, Acc.sand: 0.4755, Acc.sink: 0.8595, Acc.skyscraper: 0.3775, Acc.fireplace: 0.9435, Acc.refrigerator: 0.9273, Acc.grandstand: 0.6236, Acc.path: 0.1555, Acc.stairs: 0.5055, Acc.runway: 0.7337, Acc.case: 0.8171, Acc.pool table: 0.9752, Acc.pillow: 0.7735, Acc.screen door: 0.9278, Acc.stairway: 0.4437, Acc.river: 0.0909, Acc.bridge: 0.8585, Acc.bookcase: 0.5625, Acc.blind: 0.5179, Acc.coffee table: 0.7577, Acc.toilet: 0.9327, Acc.flower: 0.5284, Acc.book: 0.6681, Acc.hill: 0.1453, Acc.bench: 0.6549, Acc.countertop: 0.7080, Acc.stove: 0.8721, Acc.palm: 0.7325, Acc.kitchen island: 0.7465, Acc.computer: 0.8149, Acc.swivel chair: 0.7646, Acc.boat: 0.9341, Acc.bar: 0.6035, Acc.arcade machine: 0.8215, Acc.hovel: 0.4869, Acc.bus: 0.9627, Acc.towel: 0.8668, Acc.light: 0.7462, Acc.truck: 0.5105, Acc.tower: 0.1820, Acc.chandelier: 0.8553, Acc.awning: 0.4960, Acc.streetlight: 0.5099, Acc.booth: 0.3680, Acc.television receiver: 0.7909, Acc.airplane: 0.6687, Acc.dirt track: 0.2005, Acc.apparel: 0.5773, Acc.pole: 0.4673, Acc.land: 0.0099, Acc.bannister: 0.2738, Acc.escalator: 0.1917, Acc.ottoman: 0.6188, Acc.bottle: 0.3952, Acc.buffet: 0.5352, Acc.poster: 0.1352, Acc.stage: 0.3428, Acc.van: 0.7574, Acc.ship: 0.1220, Acc.fountain: 0.3143, Acc.conveyer belt: 0.6646, Acc.canopy: 0.1752, Acc.washer: 0.7521, Acc.plaything: 0.5717, Acc.swimming pool: 0.5814, Acc.stool: 0.7010, Acc.barrel: 0.6472, Acc.basket: 0.5407, Acc.waterfall: 0.9185, Acc.tent: 0.9835, Acc.bag: 0.2815, Acc.minibike: 0.8726, Acc.cradle: 0.8420, Acc.oven: 0.5618, Acc.ball: 0.6903, Acc.food: 0.7497, Acc.step: 0.4513, Acc.tank: 0.3734, Acc.trade name: 0.1698, Acc.microwave: 0.4501, Acc.pot: 0.5386, Acc.animal: 0.7602, Acc.bicycle: 0.8298, Acc.lake: 0.0000, Acc.dishwasher: 0.8949, Acc.screen: 0.7248, Acc.blanket: 0.4970, Acc.sculpture: 0.8813, Acc.hood: 0.8826, Acc.sconce: 0.7530, Acc.vase: 0.7517, Acc.traffic light: 0.6537, Acc.tray: 0.2494, Acc.ashcan: 0.6998, Acc.fan: 0.8048, Acc.pier: 0.0432, Acc.crt screen: 0.1217, Acc.plate: 0.8059, Acc.monitor: 0.1421, Acc.bulletin board: 0.5497, Acc.shower: 0.2270, Acc.radiator: 0.7656, Acc.glass: 0.2833, Acc.clock: 0.5615, Acc.flag: 0.5744 +2023-11-06 17:37:14,912 - mmseg - INFO - Iter [25050/160000] lr: 8.434e-05, eta: 18:25:46, time: 0.902, data_time: 0.456, memory: 39436, decode.loss_cls: 0.6228, decode.loss_mask: 0.6978, decode.loss_dice: 1.0047, decode.d0.loss_cls: 1.5848, decode.d0.loss_mask: 0.7530, decode.d0.loss_dice: 1.1373, decode.d1.loss_cls: 0.7437, decode.d1.loss_mask: 0.7320, decode.d1.loss_dice: 1.0850, decode.d2.loss_cls: 0.6651, decode.d2.loss_mask: 0.7080, decode.d2.loss_dice: 1.0412, decode.d3.loss_cls: 0.6538, decode.d3.loss_mask: 0.7016, decode.d3.loss_dice: 1.0126, decode.d4.loss_cls: 0.6421, decode.d4.loss_mask: 0.6979, decode.d4.loss_dice: 1.0121, decode.d5.loss_cls: 0.6323, decode.d5.loss_mask: 0.7011, decode.d5.loss_dice: 1.0166, decode.d6.loss_cls: 0.6270, decode.d6.loss_mask: 0.7035, decode.d6.loss_dice: 1.0074, decode.d7.loss_cls: 0.6260, decode.d7.loss_mask: 0.7017, decode.d7.loss_dice: 1.0110, decode.d8.loss_cls: 0.6207, decode.d8.loss_mask: 0.7030, decode.d8.loss_dice: 0.9982, loss: 24.8441, grad_norm: 66.5955 +2023-11-06 17:37:38,127 - mmseg - INFO - Iter [25100/160000] lr: 8.431e-05, eta: 18:25:14, time: 0.464, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5995, decode.loss_mask: 0.7040, decode.loss_dice: 1.0217, decode.d0.loss_cls: 1.6001, decode.d0.loss_mask: 0.7426, decode.d0.loss_dice: 1.1398, decode.d1.loss_cls: 0.7226, decode.d1.loss_mask: 0.7287, decode.d1.loss_dice: 1.0819, decode.d2.loss_cls: 0.6535, decode.d2.loss_mask: 0.7209, decode.d2.loss_dice: 1.0439, decode.d3.loss_cls: 0.6289, decode.d3.loss_mask: 0.7088, decode.d3.loss_dice: 1.0218, decode.d4.loss_cls: 0.6207, decode.d4.loss_mask: 0.7082, decode.d4.loss_dice: 1.0230, decode.d5.loss_cls: 0.6073, decode.d5.loss_mask: 0.7063, decode.d5.loss_dice: 1.0251, decode.d6.loss_cls: 0.6062, decode.d6.loss_mask: 0.7062, decode.d6.loss_dice: 1.0167, decode.d7.loss_cls: 0.6054, decode.d7.loss_mask: 0.7076, decode.d7.loss_dice: 1.0198, decode.d8.loss_cls: 0.6024, decode.d8.loss_mask: 0.7036, decode.d8.loss_dice: 1.0200, loss: 24.7975, grad_norm: 65.0119 +2023-11-06 17:38:01,155 - mmseg - INFO - Iter [25150/160000] lr: 8.428e-05, eta: 18:24:42, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5910, decode.loss_mask: 0.6734, decode.loss_dice: 0.9991, decode.d0.loss_cls: 1.5879, decode.d0.loss_mask: 0.7180, decode.d0.loss_dice: 1.1266, decode.d1.loss_cls: 0.7127, decode.d1.loss_mask: 0.6988, decode.d1.loss_dice: 1.0671, decode.d2.loss_cls: 0.6372, decode.d2.loss_mask: 0.6896, decode.d2.loss_dice: 1.0270, decode.d3.loss_cls: 0.6183, decode.d3.loss_mask: 0.6828, decode.d3.loss_dice: 1.0029, decode.d4.loss_cls: 0.5996, decode.d4.loss_mask: 0.6826, decode.d4.loss_dice: 1.0073, decode.d5.loss_cls: 0.5898, decode.d5.loss_mask: 0.6840, decode.d5.loss_dice: 1.0094, decode.d6.loss_cls: 0.5889, decode.d6.loss_mask: 0.6803, decode.d6.loss_dice: 1.0021, decode.d7.loss_cls: 0.5847, decode.d7.loss_mask: 0.6772, decode.d7.loss_dice: 0.9993, decode.d8.loss_cls: 0.5849, decode.d8.loss_mask: 0.6789, decode.d8.loss_dice: 1.0046, loss: 24.2059, grad_norm: 59.8977 +2023-11-06 17:38:24,139 - mmseg - INFO - Iter [25200/160000] lr: 8.425e-05, eta: 18:24:08, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6167, decode.loss_mask: 0.7179, decode.loss_dice: 1.0450, decode.d0.loss_cls: 1.6255, decode.d0.loss_mask: 0.7601, decode.d0.loss_dice: 1.1721, decode.d1.loss_cls: 0.7508, decode.d1.loss_mask: 0.7510, decode.d1.loss_dice: 1.1277, decode.d2.loss_cls: 0.6711, decode.d2.loss_mask: 0.7339, decode.d2.loss_dice: 1.0956, decode.d3.loss_cls: 0.6474, decode.d3.loss_mask: 0.7261, decode.d3.loss_dice: 1.0533, decode.d4.loss_cls: 0.6384, decode.d4.loss_mask: 0.7223, decode.d4.loss_dice: 1.0544, decode.d5.loss_cls: 0.6356, decode.d5.loss_mask: 0.7253, decode.d5.loss_dice: 1.0575, decode.d6.loss_cls: 0.6237, decode.d6.loss_mask: 0.7270, decode.d6.loss_dice: 1.0478, decode.d7.loss_cls: 0.6222, decode.d7.loss_mask: 0.7169, decode.d7.loss_dice: 1.0499, decode.d8.loss_cls: 0.6229, decode.d8.loss_mask: 0.7178, decode.d8.loss_dice: 1.0510, loss: 25.5069, grad_norm: 66.6454 +2023-11-06 17:38:47,403 - mmseg - INFO - Iter [25250/160000] lr: 8.422e-05, eta: 18:23:37, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5736, decode.loss_mask: 0.6801, decode.loss_dice: 0.9967, decode.d0.loss_cls: 1.5931, decode.d0.loss_mask: 0.7172, decode.d0.loss_dice: 1.1292, decode.d1.loss_cls: 0.6969, decode.d1.loss_mask: 0.7099, decode.d1.loss_dice: 1.0847, decode.d2.loss_cls: 0.6378, decode.d2.loss_mask: 0.6902, decode.d2.loss_dice: 1.0301, decode.d3.loss_cls: 0.6100, decode.d3.loss_mask: 0.6824, decode.d3.loss_dice: 1.0100, decode.d4.loss_cls: 0.5974, decode.d4.loss_mask: 0.6847, decode.d4.loss_dice: 1.0082, decode.d5.loss_cls: 0.5962, decode.d5.loss_mask: 0.6810, decode.d5.loss_dice: 1.0001, decode.d6.loss_cls: 0.5838, decode.d6.loss_mask: 0.6823, decode.d6.loss_dice: 1.0024, decode.d7.loss_cls: 0.5910, decode.d7.loss_mask: 0.6772, decode.d7.loss_dice: 1.0013, decode.d8.loss_cls: 0.5780, decode.d8.loss_mask: 0.6808, decode.d8.loss_dice: 1.0037, loss: 24.2101, grad_norm: 60.5714 +2023-11-06 17:39:12,709 - mmseg - INFO - Iter [25300/160000] lr: 8.419e-05, eta: 18:23:16, time: 0.506, data_time: 0.059, memory: 39436, decode.loss_cls: 0.6046, decode.loss_mask: 0.7221, decode.loss_dice: 1.0144, decode.d0.loss_cls: 1.5635, decode.d0.loss_mask: 0.7601, decode.d0.loss_dice: 1.1383, decode.d1.loss_cls: 0.7152, decode.d1.loss_mask: 0.7501, decode.d1.loss_dice: 1.0829, decode.d2.loss_cls: 0.6412, decode.d2.loss_mask: 0.7322, decode.d2.loss_dice: 1.0531, decode.d3.loss_cls: 0.6343, decode.d3.loss_mask: 0.7280, decode.d3.loss_dice: 1.0198, decode.d4.loss_cls: 0.6192, decode.d4.loss_mask: 0.7237, decode.d4.loss_dice: 1.0254, decode.d5.loss_cls: 0.6123, decode.d5.loss_mask: 0.7233, decode.d5.loss_dice: 1.0252, decode.d6.loss_cls: 0.6089, decode.d6.loss_mask: 0.7217, decode.d6.loss_dice: 1.0178, decode.d7.loss_cls: 0.6069, decode.d7.loss_mask: 0.7214, decode.d7.loss_dice: 1.0170, decode.d8.loss_cls: 0.6060, decode.d8.loss_mask: 0.7185, decode.d8.loss_dice: 1.0172, loss: 24.9242, grad_norm: 64.2330 +2023-11-06 17:39:35,720 - mmseg - INFO - Iter [25350/160000] lr: 8.416e-05, eta: 18:22:43, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5924, decode.loss_mask: 0.7064, decode.loss_dice: 0.9883, decode.d0.loss_cls: 1.5620, decode.d0.loss_mask: 0.7590, decode.d0.loss_dice: 1.1152, decode.d1.loss_cls: 0.7085, decode.d1.loss_mask: 0.7414, decode.d1.loss_dice: 1.0779, decode.d2.loss_cls: 0.6387, decode.d2.loss_mask: 0.7193, decode.d2.loss_dice: 1.0275, decode.d3.loss_cls: 0.6135, decode.d3.loss_mask: 0.7128, decode.d3.loss_dice: 1.0028, decode.d4.loss_cls: 0.6054, decode.d4.loss_mask: 0.7076, decode.d4.loss_dice: 1.0010, decode.d5.loss_cls: 0.6016, decode.d5.loss_mask: 0.7092, decode.d5.loss_dice: 1.0029, decode.d6.loss_cls: 0.5922, decode.d6.loss_mask: 0.7140, decode.d6.loss_dice: 0.9985, decode.d7.loss_cls: 0.5884, decode.d7.loss_mask: 0.7136, decode.d7.loss_dice: 0.9973, decode.d8.loss_cls: 0.5858, decode.d8.loss_mask: 0.7127, decode.d8.loss_dice: 0.9948, loss: 24.4910, grad_norm: 65.3374 +2023-11-06 17:40:02,229 - mmseg - INFO - Iter [25400/160000] lr: 8.413e-05, eta: 18:22:29, time: 0.530, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6008, decode.loss_mask: 0.6861, decode.loss_dice: 1.0023, decode.d0.loss_cls: 1.5912, decode.d0.loss_mask: 0.7295, decode.d0.loss_dice: 1.1264, decode.d1.loss_cls: 0.7119, decode.d1.loss_mask: 0.7173, decode.d1.loss_dice: 1.0842, decode.d2.loss_cls: 0.6448, decode.d2.loss_mask: 0.6977, decode.d2.loss_dice: 1.0350, decode.d3.loss_cls: 0.6196, decode.d3.loss_mask: 0.6928, decode.d3.loss_dice: 1.0114, decode.d4.loss_cls: 0.6039, decode.d4.loss_mask: 0.6915, decode.d4.loss_dice: 1.0117, decode.d5.loss_cls: 0.6024, decode.d5.loss_mask: 0.6924, decode.d5.loss_dice: 1.0100, decode.d6.loss_cls: 0.6020, decode.d6.loss_mask: 0.6867, decode.d6.loss_dice: 0.9973, decode.d7.loss_cls: 0.5947, decode.d7.loss_mask: 0.6873, decode.d7.loss_dice: 1.0000, decode.d8.loss_cls: 0.6007, decode.d8.loss_mask: 0.6904, decode.d8.loss_dice: 1.0040, loss: 24.4261, grad_norm: 65.7052 +2023-11-06 17:40:25,399 - mmseg - INFO - Iter [25450/160000] lr: 8.409e-05, eta: 18:21:57, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5889, decode.loss_mask: 0.6978, decode.loss_dice: 0.9851, decode.d0.loss_cls: 1.5416, decode.d0.loss_mask: 0.7375, decode.d0.loss_dice: 1.1113, decode.d1.loss_cls: 0.7056, decode.d1.loss_mask: 0.7253, decode.d1.loss_dice: 1.0658, decode.d2.loss_cls: 0.6456, decode.d2.loss_mask: 0.7138, decode.d2.loss_dice: 1.0199, decode.d3.loss_cls: 0.6233, decode.d3.loss_mask: 0.7007, decode.d3.loss_dice: 0.9956, decode.d4.loss_cls: 0.6123, decode.d4.loss_mask: 0.6961, decode.d4.loss_dice: 0.9971, decode.d5.loss_cls: 0.6063, decode.d5.loss_mask: 0.6955, decode.d5.loss_dice: 0.9971, decode.d6.loss_cls: 0.6047, decode.d6.loss_mask: 0.6929, decode.d6.loss_dice: 0.9886, decode.d7.loss_cls: 0.5942, decode.d7.loss_mask: 0.6939, decode.d7.loss_dice: 0.9896, decode.d8.loss_cls: 0.5903, decode.d8.loss_mask: 0.6930, decode.d8.loss_dice: 0.9843, loss: 24.2938, grad_norm: 64.4439 +2023-11-06 17:40:48,909 - mmseg - INFO - Iter [25500/160000] lr: 8.406e-05, eta: 18:21:27, time: 0.470, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6026, decode.loss_mask: 0.7067, decode.loss_dice: 1.0321, decode.d0.loss_cls: 1.6044, decode.d0.loss_mask: 0.7492, decode.d0.loss_dice: 1.1457, decode.d1.loss_cls: 0.7249, decode.d1.loss_mask: 0.7368, decode.d1.loss_dice: 1.0987, decode.d2.loss_cls: 0.6553, decode.d2.loss_mask: 0.7196, decode.d2.loss_dice: 1.0569, decode.d3.loss_cls: 0.6326, decode.d3.loss_mask: 0.7145, decode.d3.loss_dice: 1.0361, decode.d4.loss_cls: 0.6156, decode.d4.loss_mask: 0.7140, decode.d4.loss_dice: 1.0330, decode.d5.loss_cls: 0.6044, decode.d5.loss_mask: 0.7158, decode.d5.loss_dice: 1.0399, decode.d6.loss_cls: 0.6080, decode.d6.loss_mask: 0.7131, decode.d6.loss_dice: 1.0285, decode.d7.loss_cls: 0.6068, decode.d7.loss_mask: 0.7098, decode.d7.loss_dice: 1.0313, decode.d8.loss_cls: 0.6128, decode.d8.loss_mask: 0.7061, decode.d8.loss_dice: 1.0293, loss: 24.9845, grad_norm: 64.3939 +2023-11-06 17:41:12,053 - mmseg - INFO - Iter [25550/160000] lr: 8.403e-05, eta: 18:20:55, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5950, decode.loss_mask: 0.7068, decode.loss_dice: 1.0160, decode.d0.loss_cls: 1.5969, decode.d0.loss_mask: 0.7451, decode.d0.loss_dice: 1.1484, decode.d1.loss_cls: 0.7207, decode.d1.loss_mask: 0.7419, decode.d1.loss_dice: 1.1015, decode.d2.loss_cls: 0.6493, decode.d2.loss_mask: 0.7179, decode.d2.loss_dice: 1.0597, decode.d3.loss_cls: 0.6206, decode.d3.loss_mask: 0.7087, decode.d3.loss_dice: 1.0300, decode.d4.loss_cls: 0.6163, decode.d4.loss_mask: 0.7077, decode.d4.loss_dice: 1.0336, decode.d5.loss_cls: 0.6040, decode.d5.loss_mask: 0.7116, decode.d5.loss_dice: 1.0358, decode.d6.loss_cls: 0.5981, decode.d6.loss_mask: 0.7115, decode.d6.loss_dice: 1.0258, decode.d7.loss_cls: 0.6019, decode.d7.loss_mask: 0.7071, decode.d7.loss_dice: 1.0165, decode.d8.loss_cls: 0.5946, decode.d8.loss_mask: 0.7063, decode.d8.loss_dice: 1.0152, loss: 24.8446, grad_norm: 63.0397 +2023-11-06 17:41:34,898 - mmseg - INFO - Iter [25600/160000] lr: 8.400e-05, eta: 18:20:21, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5952, decode.loss_mask: 0.6754, decode.loss_dice: 0.9872, decode.d0.loss_cls: 1.6020, decode.d0.loss_mask: 0.7019, decode.d0.loss_dice: 1.1077, decode.d1.loss_cls: 0.7152, decode.d1.loss_mask: 0.6972, decode.d1.loss_dice: 1.0626, decode.d2.loss_cls: 0.6485, decode.d2.loss_mask: 0.6807, decode.d2.loss_dice: 1.0108, decode.d3.loss_cls: 0.6231, decode.d3.loss_mask: 0.6797, decode.d3.loss_dice: 0.9897, decode.d4.loss_cls: 0.6151, decode.d4.loss_mask: 0.6723, decode.d4.loss_dice: 0.9853, decode.d5.loss_cls: 0.6069, decode.d5.loss_mask: 0.6723, decode.d5.loss_dice: 0.9865, decode.d6.loss_cls: 0.6043, decode.d6.loss_mask: 0.6730, decode.d6.loss_dice: 0.9821, decode.d7.loss_cls: 0.6016, decode.d7.loss_mask: 0.6691, decode.d7.loss_dice: 0.9803, decode.d8.loss_cls: 0.5975, decode.d8.loss_mask: 0.6753, decode.d8.loss_dice: 0.9849, loss: 24.0834, grad_norm: 60.1431 +2023-11-06 17:41:57,789 - mmseg - INFO - Iter [25650/160000] lr: 8.397e-05, eta: 18:19:48, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5909, decode.loss_mask: 0.6722, decode.loss_dice: 0.9775, decode.d0.loss_cls: 1.5951, decode.d0.loss_mask: 0.7110, decode.d0.loss_dice: 1.0964, decode.d1.loss_cls: 0.6905, decode.d1.loss_mask: 0.7009, decode.d1.loss_dice: 1.0477, decode.d2.loss_cls: 0.6325, decode.d2.loss_mask: 0.6805, decode.d2.loss_dice: 1.0102, decode.d3.loss_cls: 0.6010, decode.d3.loss_mask: 0.6756, decode.d3.loss_dice: 0.9926, decode.d4.loss_cls: 0.5903, decode.d4.loss_mask: 0.6750, decode.d4.loss_dice: 0.9917, decode.d5.loss_cls: 0.5918, decode.d5.loss_mask: 0.6756, decode.d5.loss_dice: 0.9921, decode.d6.loss_cls: 0.5925, decode.d6.loss_mask: 0.6733, decode.d6.loss_dice: 0.9812, decode.d7.loss_cls: 0.5877, decode.d7.loss_mask: 0.6755, decode.d7.loss_dice: 0.9812, decode.d8.loss_cls: 0.5903, decode.d8.loss_mask: 0.6757, decode.d8.loss_dice: 0.9779, loss: 23.9265, grad_norm: 59.9887 +2023-11-06 17:42:20,853 - mmseg - INFO - Iter [25700/160000] lr: 8.394e-05, eta: 18:19:16, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6085, decode.loss_mask: 0.6860, decode.loss_dice: 1.0252, decode.d0.loss_cls: 1.6206, decode.d0.loss_mask: 0.7272, decode.d0.loss_dice: 1.1498, decode.d1.loss_cls: 0.7233, decode.d1.loss_mask: 0.7085, decode.d1.loss_dice: 1.0964, decode.d2.loss_cls: 0.6562, decode.d2.loss_mask: 0.6932, decode.d2.loss_dice: 1.0527, decode.d3.loss_cls: 0.6405, decode.d3.loss_mask: 0.6862, decode.d3.loss_dice: 1.0327, decode.d4.loss_cls: 0.6243, decode.d4.loss_mask: 0.6919, decode.d4.loss_dice: 1.0326, decode.d5.loss_cls: 0.6202, decode.d5.loss_mask: 0.6884, decode.d5.loss_dice: 1.0370, decode.d6.loss_cls: 0.6127, decode.d6.loss_mask: 0.6862, decode.d6.loss_dice: 1.0285, decode.d7.loss_cls: 0.6182, decode.d7.loss_mask: 0.6866, decode.d7.loss_dice: 1.0250, decode.d8.loss_cls: 0.6092, decode.d8.loss_mask: 0.6853, decode.d8.loss_dice: 1.0256, loss: 24.7789, grad_norm: 60.6696 +2023-11-06 17:42:43,965 - mmseg - INFO - Iter [25750/160000] lr: 8.391e-05, eta: 18:18:43, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5809, decode.loss_mask: 0.6936, decode.loss_dice: 0.9924, decode.d0.loss_cls: 1.5738, decode.d0.loss_mask: 0.7260, decode.d0.loss_dice: 1.1148, decode.d1.loss_cls: 0.7050, decode.d1.loss_mask: 0.7159, decode.d1.loss_dice: 1.0696, decode.d2.loss_cls: 0.6303, decode.d2.loss_mask: 0.7029, decode.d2.loss_dice: 1.0226, decode.d3.loss_cls: 0.6114, decode.d3.loss_mask: 0.6938, decode.d3.loss_dice: 1.0019, decode.d4.loss_cls: 0.5941, decode.d4.loss_mask: 0.6939, decode.d4.loss_dice: 1.0014, decode.d5.loss_cls: 0.5873, decode.d5.loss_mask: 0.6975, decode.d5.loss_dice: 1.0095, decode.d6.loss_cls: 0.5853, decode.d6.loss_mask: 0.6927, decode.d6.loss_dice: 0.9958, decode.d7.loss_cls: 0.5913, decode.d7.loss_mask: 0.6921, decode.d7.loss_dice: 0.9907, decode.d8.loss_cls: 0.5822, decode.d8.loss_mask: 0.6918, decode.d8.loss_dice: 0.9947, loss: 24.2350, grad_norm: 62.3779 +2023-11-06 17:43:07,052 - mmseg - INFO - Iter [25800/160000] lr: 8.388e-05, eta: 18:18:11, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 0.5372, decode.loss_mask: 0.6529, decode.loss_dice: 0.9548, decode.d0.loss_cls: 1.5149, decode.d0.loss_mask: 0.6926, decode.d0.loss_dice: 1.0670, decode.d1.loss_cls: 0.6720, decode.d1.loss_mask: 0.6768, decode.d1.loss_dice: 1.0282, decode.d2.loss_cls: 0.6024, decode.d2.loss_mask: 0.6619, decode.d2.loss_dice: 0.9857, decode.d3.loss_cls: 0.5801, decode.d3.loss_mask: 0.6567, decode.d3.loss_dice: 0.9571, decode.d4.loss_cls: 0.5741, decode.d4.loss_mask: 0.6527, decode.d4.loss_dice: 0.9581, decode.d5.loss_cls: 0.5564, decode.d5.loss_mask: 0.6518, decode.d5.loss_dice: 0.9628, decode.d6.loss_cls: 0.5473, decode.d6.loss_mask: 0.6498, decode.d6.loss_dice: 0.9516, decode.d7.loss_cls: 0.5434, decode.d7.loss_mask: 0.6532, decode.d7.loss_dice: 0.9571, decode.d8.loss_cls: 0.5468, decode.d8.loss_mask: 0.6528, decode.d8.loss_dice: 0.9552, loss: 23.0532, grad_norm: 62.3923 +2023-11-06 17:43:30,070 - mmseg - INFO - Iter [25850/160000] lr: 8.384e-05, eta: 18:17:39, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5954, decode.loss_mask: 0.7008, decode.loss_dice: 1.0089, decode.d0.loss_cls: 1.5924, decode.d0.loss_mask: 0.7367, decode.d0.loss_dice: 1.1280, decode.d1.loss_cls: 0.7092, decode.d1.loss_mask: 0.7288, decode.d1.loss_dice: 1.0814, decode.d2.loss_cls: 0.6432, decode.d2.loss_mask: 0.7105, decode.d2.loss_dice: 1.0399, decode.d3.loss_cls: 0.6146, decode.d3.loss_mask: 0.7037, decode.d3.loss_dice: 1.0127, decode.d4.loss_cls: 0.6059, decode.d4.loss_mask: 0.7021, decode.d4.loss_dice: 1.0169, decode.d5.loss_cls: 0.5996, decode.d5.loss_mask: 0.7035, decode.d5.loss_dice: 1.0188, decode.d6.loss_cls: 0.5970, decode.d6.loss_mask: 0.7009, decode.d6.loss_dice: 1.0190, decode.d7.loss_cls: 0.5898, decode.d7.loss_mask: 0.7072, decode.d7.loss_dice: 1.0188, decode.d8.loss_cls: 0.5924, decode.d8.loss_mask: 0.7032, decode.d8.loss_dice: 1.0096, loss: 24.5910, grad_norm: 68.2900 +2023-11-06 17:43:53,251 - mmseg - INFO - Iter [25900/160000] lr: 8.381e-05, eta: 18:17:07, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6074, decode.loss_mask: 0.6938, decode.loss_dice: 0.9878, decode.d0.loss_cls: 1.5930, decode.d0.loss_mask: 0.7320, decode.d0.loss_dice: 1.1174, decode.d1.loss_cls: 0.7201, decode.d1.loss_mask: 0.7273, decode.d1.loss_dice: 1.0738, decode.d2.loss_cls: 0.6644, decode.d2.loss_mask: 0.7095, decode.d2.loss_dice: 1.0316, decode.d3.loss_cls: 0.6369, decode.d3.loss_mask: 0.7017, decode.d3.loss_dice: 1.0039, decode.d4.loss_cls: 0.6183, decode.d4.loss_mask: 0.7022, decode.d4.loss_dice: 1.0056, decode.d5.loss_cls: 0.6183, decode.d5.loss_mask: 0.6986, decode.d5.loss_dice: 0.9990, decode.d6.loss_cls: 0.6116, decode.d6.loss_mask: 0.6939, decode.d6.loss_dice: 0.9924, decode.d7.loss_cls: 0.6050, decode.d7.loss_mask: 0.6986, decode.d7.loss_dice: 0.9938, decode.d8.loss_cls: 0.6078, decode.d8.loss_mask: 0.6955, decode.d8.loss_dice: 0.9898, loss: 24.5310, grad_norm: 66.5520 +2023-11-06 17:44:16,308 - mmseg - INFO - Iter [25950/160000] lr: 8.378e-05, eta: 18:16:35, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5798, decode.loss_mask: 0.6986, decode.loss_dice: 1.0021, decode.d0.loss_cls: 1.5861, decode.d0.loss_mask: 0.7361, decode.d0.loss_dice: 1.1260, decode.d1.loss_cls: 0.7148, decode.d1.loss_mask: 0.7179, decode.d1.loss_dice: 1.0693, decode.d2.loss_cls: 0.6428, decode.d2.loss_mask: 0.7047, decode.d2.loss_dice: 1.0260, decode.d3.loss_cls: 0.6111, decode.d3.loss_mask: 0.7010, decode.d3.loss_dice: 1.0110, decode.d4.loss_cls: 0.5999, decode.d4.loss_mask: 0.7001, decode.d4.loss_dice: 1.0084, decode.d5.loss_cls: 0.5907, decode.d5.loss_mask: 0.6981, decode.d5.loss_dice: 1.0079, decode.d6.loss_cls: 0.5948, decode.d6.loss_mask: 0.7007, decode.d6.loss_dice: 0.9979, decode.d7.loss_cls: 0.5866, decode.d7.loss_mask: 0.6980, decode.d7.loss_dice: 1.0023, decode.d8.loss_cls: 0.5834, decode.d8.loss_mask: 0.6974, decode.d8.loss_dice: 1.0050, loss: 24.3987, grad_norm: 66.1101 +2023-11-06 17:44:39,378 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 17:44:39,378 - mmseg - INFO - Iter [26000/160000] lr: 8.375e-05, eta: 18:16:03, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5922, decode.loss_mask: 0.6584, decode.loss_dice: 0.9505, decode.d0.loss_cls: 1.5880, decode.d0.loss_mask: 0.7029, decode.d0.loss_dice: 1.0757, decode.d1.loss_cls: 0.7078, decode.d1.loss_mask: 0.6957, decode.d1.loss_dice: 1.0259, decode.d2.loss_cls: 0.6448, decode.d2.loss_mask: 0.6745, decode.d2.loss_dice: 0.9809, decode.d3.loss_cls: 0.6232, decode.d3.loss_mask: 0.6659, decode.d3.loss_dice: 0.9570, decode.d4.loss_cls: 0.5997, decode.d4.loss_mask: 0.6660, decode.d4.loss_dice: 0.9583, decode.d5.loss_cls: 0.6000, decode.d5.loss_mask: 0.6603, decode.d5.loss_dice: 0.9590, decode.d6.loss_cls: 0.5962, decode.d6.loss_mask: 0.6608, decode.d6.loss_dice: 0.9561, decode.d7.loss_cls: 0.5892, decode.d7.loss_mask: 0.6641, decode.d7.loss_dice: 0.9590, decode.d8.loss_cls: 0.5945, decode.d8.loss_mask: 0.6575, decode.d8.loss_dice: 0.9507, loss: 23.6147, grad_norm: 64.1734 +2023-11-06 17:45:02,636 - mmseg - INFO - Iter [26050/160000] lr: 8.372e-05, eta: 18:15:32, time: 0.465, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5791, decode.loss_mask: 0.6801, decode.loss_dice: 0.9852, decode.d0.loss_cls: 1.5461, decode.d0.loss_mask: 0.7163, decode.d0.loss_dice: 1.1308, decode.d1.loss_cls: 0.6941, decode.d1.loss_mask: 0.7024, decode.d1.loss_dice: 1.0686, decode.d2.loss_cls: 0.6233, decode.d2.loss_mask: 0.6863, decode.d2.loss_dice: 1.0157, decode.d3.loss_cls: 0.6056, decode.d3.loss_mask: 0.6803, decode.d3.loss_dice: 0.9964, decode.d4.loss_cls: 0.5997, decode.d4.loss_mask: 0.6788, decode.d4.loss_dice: 0.9952, decode.d5.loss_cls: 0.5935, decode.d5.loss_mask: 0.6779, decode.d5.loss_dice: 0.9914, decode.d6.loss_cls: 0.5905, decode.d6.loss_mask: 0.6769, decode.d6.loss_dice: 0.9838, decode.d7.loss_cls: 0.5809, decode.d7.loss_mask: 0.6807, decode.d7.loss_dice: 0.9882, decode.d8.loss_cls: 0.5833, decode.d8.loss_mask: 0.6788, decode.d8.loss_dice: 0.9868, loss: 23.9966, grad_norm: 64.0952 +2023-11-06 17:45:25,992 - mmseg - INFO - Iter [26100/160000] lr: 8.369e-05, eta: 18:15:01, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5833, decode.loss_mask: 0.6650, decode.loss_dice: 1.0039, decode.d0.loss_cls: 1.5946, decode.d0.loss_mask: 0.7104, decode.d0.loss_dice: 1.1290, decode.d1.loss_cls: 0.7103, decode.d1.loss_mask: 0.6879, decode.d1.loss_dice: 1.0689, decode.d2.loss_cls: 0.6331, decode.d2.loss_mask: 0.6733, decode.d2.loss_dice: 1.0364, decode.d3.loss_cls: 0.6077, decode.d3.loss_mask: 0.6672, decode.d3.loss_dice: 1.0100, decode.d4.loss_cls: 0.5980, decode.d4.loss_mask: 0.6709, decode.d4.loss_dice: 1.0138, decode.d5.loss_cls: 0.5980, decode.d5.loss_mask: 0.6678, decode.d5.loss_dice: 1.0090, decode.d6.loss_cls: 0.5956, decode.d6.loss_mask: 0.6628, decode.d6.loss_dice: 1.0020, decode.d7.loss_cls: 0.5938, decode.d7.loss_mask: 0.6610, decode.d7.loss_dice: 1.0076, decode.d8.loss_cls: 0.5875, decode.d8.loss_mask: 0.6623, decode.d8.loss_dice: 1.0087, loss: 24.1200, grad_norm: 63.0844 +2023-11-06 17:45:49,097 - mmseg - INFO - Iter [26150/160000] lr: 8.366e-05, eta: 18:14:29, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5918, decode.loss_mask: 0.6875, decode.loss_dice: 0.9940, decode.d0.loss_cls: 1.5880, decode.d0.loss_mask: 0.7281, decode.d0.loss_dice: 1.1137, decode.d1.loss_cls: 0.7222, decode.d1.loss_mask: 0.7193, decode.d1.loss_dice: 1.0716, decode.d2.loss_cls: 0.6428, decode.d2.loss_mask: 0.7032, decode.d2.loss_dice: 1.0381, decode.d3.loss_cls: 0.6276, decode.d3.loss_mask: 0.6943, decode.d3.loss_dice: 1.0003, decode.d4.loss_cls: 0.6082, decode.d4.loss_mask: 0.6942, decode.d4.loss_dice: 1.0037, decode.d5.loss_cls: 0.6000, decode.d5.loss_mask: 0.6966, decode.d5.loss_dice: 1.0064, decode.d6.loss_cls: 0.5972, decode.d6.loss_mask: 0.6918, decode.d6.loss_dice: 0.9959, decode.d7.loss_cls: 0.5928, decode.d7.loss_mask: 0.6870, decode.d7.loss_dice: 0.9949, decode.d8.loss_cls: 0.5888, decode.d8.loss_mask: 0.6870, decode.d8.loss_dice: 0.9938, loss: 24.3606, grad_norm: 58.1851 +2023-11-06 17:46:12,530 - mmseg - INFO - Iter [26200/160000] lr: 8.363e-05, eta: 18:13:59, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5741, decode.loss_mask: 0.6617, decode.loss_dice: 0.9984, decode.d0.loss_cls: 1.5784, decode.d0.loss_mask: 0.6972, decode.d0.loss_dice: 1.1231, decode.d1.loss_cls: 0.6927, decode.d1.loss_mask: 0.6863, decode.d1.loss_dice: 1.0780, decode.d2.loss_cls: 0.6196, decode.d2.loss_mask: 0.6663, decode.d2.loss_dice: 1.0332, decode.d3.loss_cls: 0.5942, decode.d3.loss_mask: 0.6660, decode.d3.loss_dice: 1.0125, decode.d4.loss_cls: 0.5868, decode.d4.loss_mask: 0.6659, decode.d4.loss_dice: 1.0129, decode.d5.loss_cls: 0.5863, decode.d5.loss_mask: 0.6603, decode.d5.loss_dice: 1.0078, decode.d6.loss_cls: 0.5790, decode.d6.loss_mask: 0.6616, decode.d6.loss_dice: 0.9949, decode.d7.loss_cls: 0.5739, decode.d7.loss_mask: 0.6627, decode.d7.loss_dice: 0.9983, decode.d8.loss_cls: 0.5698, decode.d8.loss_mask: 0.6628, decode.d8.loss_dice: 1.0032, loss: 23.9079, grad_norm: 66.7427 +2023-11-06 17:46:35,586 - mmseg - INFO - Iter [26250/160000] lr: 8.359e-05, eta: 18:13:27, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5509, decode.loss_mask: 0.6603, decode.loss_dice: 0.9511, decode.d0.loss_cls: 1.5226, decode.d0.loss_mask: 0.7051, decode.d0.loss_dice: 1.0759, decode.d1.loss_cls: 0.6648, decode.d1.loss_mask: 0.6937, decode.d1.loss_dice: 1.0335, decode.d2.loss_cls: 0.6000, decode.d2.loss_mask: 0.6759, decode.d2.loss_dice: 0.9959, decode.d3.loss_cls: 0.5820, decode.d3.loss_mask: 0.6609, decode.d3.loss_dice: 0.9646, decode.d4.loss_cls: 0.5745, decode.d4.loss_mask: 0.6637, decode.d4.loss_dice: 0.9562, decode.d5.loss_cls: 0.5644, decode.d5.loss_mask: 0.6643, decode.d5.loss_dice: 0.9595, decode.d6.loss_cls: 0.5541, decode.d6.loss_mask: 0.6640, decode.d6.loss_dice: 0.9548, decode.d7.loss_cls: 0.5509, decode.d7.loss_mask: 0.6616, decode.d7.loss_dice: 0.9601, decode.d8.loss_cls: 0.5488, decode.d8.loss_mask: 0.6653, decode.d8.loss_dice: 0.9631, loss: 23.2424, grad_norm: 59.1557 +2023-11-06 17:46:58,894 - mmseg - INFO - Iter [26300/160000] lr: 8.356e-05, eta: 18:12:56, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5900, decode.loss_mask: 0.6909, decode.loss_dice: 1.0162, decode.d0.loss_cls: 1.5774, decode.d0.loss_mask: 0.7354, decode.d0.loss_dice: 1.1481, decode.d1.loss_cls: 0.7052, decode.d1.loss_mask: 0.7152, decode.d1.loss_dice: 1.0991, decode.d2.loss_cls: 0.6358, decode.d2.loss_mask: 0.6973, decode.d2.loss_dice: 1.0518, decode.d3.loss_cls: 0.6210, decode.d3.loss_mask: 0.6912, decode.d3.loss_dice: 1.0225, decode.d4.loss_cls: 0.6012, decode.d4.loss_mask: 0.6955, decode.d4.loss_dice: 1.0276, decode.d5.loss_cls: 0.5994, decode.d5.loss_mask: 0.6952, decode.d5.loss_dice: 1.0306, decode.d6.loss_cls: 0.5985, decode.d6.loss_mask: 0.6905, decode.d6.loss_dice: 1.0214, decode.d7.loss_cls: 0.5977, decode.d7.loss_mask: 0.6896, decode.d7.loss_dice: 1.0219, decode.d8.loss_cls: 0.5900, decode.d8.loss_mask: 0.6892, decode.d8.loss_dice: 1.0176, loss: 24.5634, grad_norm: 62.5576 +2023-11-06 17:47:22,101 - mmseg - INFO - Iter [26350/160000] lr: 8.353e-05, eta: 18:12:25, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5949, decode.loss_mask: 0.6794, decode.loss_dice: 1.0195, decode.d0.loss_cls: 1.6225, decode.d0.loss_mask: 0.7225, decode.d0.loss_dice: 1.1303, decode.d1.loss_cls: 0.7093, decode.d1.loss_mask: 0.7101, decode.d1.loss_dice: 1.1015, decode.d2.loss_cls: 0.6447, decode.d2.loss_mask: 0.6909, decode.d2.loss_dice: 1.0558, decode.d3.loss_cls: 0.6210, decode.d3.loss_mask: 0.6818, decode.d3.loss_dice: 1.0265, decode.d4.loss_cls: 0.6092, decode.d4.loss_mask: 0.6828, decode.d4.loss_dice: 1.0313, decode.d5.loss_cls: 0.6044, decode.d5.loss_mask: 0.6812, decode.d5.loss_dice: 1.0301, decode.d6.loss_cls: 0.5934, decode.d6.loss_mask: 0.6765, decode.d6.loss_dice: 1.0228, decode.d7.loss_cls: 0.5906, decode.d7.loss_mask: 0.6812, decode.d7.loss_dice: 1.0208, decode.d8.loss_cls: 0.5917, decode.d8.loss_mask: 0.6788, decode.d8.loss_dice: 1.0281, loss: 24.5333, grad_norm: 60.3184 +2023-11-06 17:47:45,183 - mmseg - INFO - Iter [26400/160000] lr: 8.350e-05, eta: 18:11:53, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5921, decode.loss_mask: 0.6697, decode.loss_dice: 0.9977, decode.d0.loss_cls: 1.5742, decode.d0.loss_mask: 0.7102, decode.d0.loss_dice: 1.1152, decode.d1.loss_cls: 0.7255, decode.d1.loss_mask: 0.6942, decode.d1.loss_dice: 1.0677, decode.d2.loss_cls: 0.6447, decode.d2.loss_mask: 0.6768, decode.d2.loss_dice: 1.0273, decode.d3.loss_cls: 0.6184, decode.d3.loss_mask: 0.6725, decode.d3.loss_dice: 0.9940, decode.d4.loss_cls: 0.6064, decode.d4.loss_mask: 0.6713, decode.d4.loss_dice: 1.0039, decode.d5.loss_cls: 0.6068, decode.d5.loss_mask: 0.6685, decode.d5.loss_dice: 1.0015, decode.d6.loss_cls: 0.6038, decode.d6.loss_mask: 0.6722, decode.d6.loss_dice: 0.9932, decode.d7.loss_cls: 0.6017, decode.d7.loss_mask: 0.6721, decode.d7.loss_dice: 0.9968, decode.d8.loss_cls: 0.5963, decode.d8.loss_mask: 0.6700, decode.d8.loss_dice: 0.9994, loss: 24.1441, grad_norm: 65.5968 +2023-11-06 17:48:08,278 - mmseg - INFO - Iter [26450/160000] lr: 8.347e-05, eta: 18:11:22, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6331, decode.loss_mask: 0.6980, decode.loss_dice: 1.0102, decode.d0.loss_cls: 1.6100, decode.d0.loss_mask: 0.7453, decode.d0.loss_dice: 1.1374, decode.d1.loss_cls: 0.7387, decode.d1.loss_mask: 0.7258, decode.d1.loss_dice: 1.0853, decode.d2.loss_cls: 0.6758, decode.d2.loss_mask: 0.7065, decode.d2.loss_dice: 1.0515, decode.d3.loss_cls: 0.6555, decode.d3.loss_mask: 0.6981, decode.d3.loss_dice: 1.0190, decode.d4.loss_cls: 0.6413, decode.d4.loss_mask: 0.6995, decode.d4.loss_dice: 1.0230, decode.d5.loss_cls: 0.6356, decode.d5.loss_mask: 0.7017, decode.d5.loss_dice: 1.0228, decode.d6.loss_cls: 0.6363, decode.d6.loss_mask: 0.6946, decode.d6.loss_dice: 1.0084, decode.d7.loss_cls: 0.6325, decode.d7.loss_mask: 0.6992, decode.d7.loss_dice: 1.0113, decode.d8.loss_cls: 0.6365, decode.d8.loss_mask: 0.6963, decode.d8.loss_dice: 1.0044, loss: 24.9337, grad_norm: 65.5372 +2023-11-06 17:48:31,262 - mmseg - INFO - Iter [26500/160000] lr: 8.344e-05, eta: 18:10:49, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5880, decode.loss_mask: 0.7068, decode.loss_dice: 1.0066, decode.d0.loss_cls: 1.6034, decode.d0.loss_mask: 0.7471, decode.d0.loss_dice: 1.1196, decode.d1.loss_cls: 0.7102, decode.d1.loss_mask: 0.7402, decode.d1.loss_dice: 1.0851, decode.d2.loss_cls: 0.6328, decode.d2.loss_mask: 0.7193, decode.d2.loss_dice: 1.0347, decode.d3.loss_cls: 0.6086, decode.d3.loss_mask: 0.7115, decode.d3.loss_dice: 1.0194, decode.d4.loss_cls: 0.6001, decode.d4.loss_mask: 0.7092, decode.d4.loss_dice: 1.0187, decode.d5.loss_cls: 0.5985, decode.d5.loss_mask: 0.7056, decode.d5.loss_dice: 1.0145, decode.d6.loss_cls: 0.5922, decode.d6.loss_mask: 0.7038, decode.d6.loss_dice: 1.0046, decode.d7.loss_cls: 0.5953, decode.d7.loss_mask: 0.7018, decode.d7.loss_dice: 1.0091, decode.d8.loss_cls: 0.5867, decode.d8.loss_mask: 0.7059, decode.d8.loss_dice: 1.0063, loss: 24.5853, grad_norm: 68.2427 +2023-11-06 17:48:56,513 - mmseg - INFO - Iter [26550/160000] lr: 8.341e-05, eta: 18:10:29, time: 0.505, data_time: 0.057, memory: 39436, decode.loss_cls: 0.5642, decode.loss_mask: 0.6939, decode.loss_dice: 0.9802, decode.d0.loss_cls: 1.5420, decode.d0.loss_mask: 0.7424, decode.d0.loss_dice: 1.1031, decode.d1.loss_cls: 0.6640, decode.d1.loss_mask: 0.7316, decode.d1.loss_dice: 1.0498, decode.d2.loss_cls: 0.6042, decode.d2.loss_mask: 0.7093, decode.d2.loss_dice: 1.0116, decode.d3.loss_cls: 0.5860, decode.d3.loss_mask: 0.7036, decode.d3.loss_dice: 0.9853, decode.d4.loss_cls: 0.5760, decode.d4.loss_mask: 0.6970, decode.d4.loss_dice: 0.9925, decode.d5.loss_cls: 0.5766, decode.d5.loss_mask: 0.6973, decode.d5.loss_dice: 0.9882, decode.d6.loss_cls: 0.5725, decode.d6.loss_mask: 0.6974, decode.d6.loss_dice: 0.9805, decode.d7.loss_cls: 0.5673, decode.d7.loss_mask: 0.6979, decode.d7.loss_dice: 0.9849, decode.d8.loss_cls: 0.5634, decode.d8.loss_mask: 0.6977, decode.d8.loss_dice: 0.9817, loss: 23.9422, grad_norm: 63.3731 +2023-11-06 17:49:19,793 - mmseg - INFO - Iter [26600/160000] lr: 8.338e-05, eta: 18:09:58, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5636, decode.loss_mask: 0.6813, decode.loss_dice: 0.9782, decode.d0.loss_cls: 1.5353, decode.d0.loss_mask: 0.7240, decode.d0.loss_dice: 1.0954, decode.d1.loss_cls: 0.6759, decode.d1.loss_mask: 0.7035, decode.d1.loss_dice: 1.0544, decode.d2.loss_cls: 0.5996, decode.d2.loss_mask: 0.6877, decode.d2.loss_dice: 1.0107, decode.d3.loss_cls: 0.5834, decode.d3.loss_mask: 0.6844, decode.d3.loss_dice: 0.9876, decode.d4.loss_cls: 0.5664, decode.d4.loss_mask: 0.6828, decode.d4.loss_dice: 0.9912, decode.d5.loss_cls: 0.5655, decode.d5.loss_mask: 0.6840, decode.d5.loss_dice: 0.9843, decode.d6.loss_cls: 0.5687, decode.d6.loss_mask: 0.6850, decode.d6.loss_dice: 0.9807, decode.d7.loss_cls: 0.5603, decode.d7.loss_mask: 0.6846, decode.d7.loss_dice: 0.9769, decode.d8.loss_cls: 0.5609, decode.d8.loss_mask: 0.6835, decode.d8.loss_dice: 0.9817, loss: 23.7219, grad_norm: 74.3403 +2023-11-06 17:49:42,905 - mmseg - INFO - Iter [26650/160000] lr: 8.334e-05, eta: 18:09:26, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5834, decode.loss_mask: 0.6869, decode.loss_dice: 1.0029, decode.d0.loss_cls: 1.5627, decode.d0.loss_mask: 0.7281, decode.d0.loss_dice: 1.1329, decode.d1.loss_cls: 0.7125, decode.d1.loss_mask: 0.7213, decode.d1.loss_dice: 1.0890, decode.d2.loss_cls: 0.6373, decode.d2.loss_mask: 0.6978, decode.d2.loss_dice: 1.0386, decode.d3.loss_cls: 0.6113, decode.d3.loss_mask: 0.6944, decode.d3.loss_dice: 1.0113, decode.d4.loss_cls: 0.5976, decode.d4.loss_mask: 0.6927, decode.d4.loss_dice: 1.0166, decode.d5.loss_cls: 0.5927, decode.d5.loss_mask: 0.6896, decode.d5.loss_dice: 1.0133, decode.d6.loss_cls: 0.5949, decode.d6.loss_mask: 0.6872, decode.d6.loss_dice: 1.0058, decode.d7.loss_cls: 0.5899, decode.d7.loss_mask: 0.6871, decode.d7.loss_dice: 0.9980, decode.d8.loss_cls: 0.5840, decode.d8.loss_mask: 0.6879, decode.d8.loss_dice: 1.0053, loss: 24.3529, grad_norm: 64.0029 +2023-11-06 17:50:05,959 - mmseg - INFO - Iter [26700/160000] lr: 8.331e-05, eta: 18:08:55, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5803, decode.loss_mask: 0.6777, decode.loss_dice: 0.9776, decode.d0.loss_cls: 1.5692, decode.d0.loss_mask: 0.7153, decode.d0.loss_dice: 1.0986, decode.d1.loss_cls: 0.7059, decode.d1.loss_mask: 0.7027, decode.d1.loss_dice: 1.0604, decode.d2.loss_cls: 0.6416, decode.d2.loss_mask: 0.6875, decode.d2.loss_dice: 1.0060, decode.d3.loss_cls: 0.6183, decode.d3.loss_mask: 0.6792, decode.d3.loss_dice: 0.9880, decode.d4.loss_cls: 0.6004, decode.d4.loss_mask: 0.6860, decode.d4.loss_dice: 0.9934, decode.d5.loss_cls: 0.5864, decode.d5.loss_mask: 0.6814, decode.d5.loss_dice: 0.9986, decode.d6.loss_cls: 0.5875, decode.d6.loss_mask: 0.6772, decode.d6.loss_dice: 0.9826, decode.d7.loss_cls: 0.5859, decode.d7.loss_mask: 0.6821, decode.d7.loss_dice: 0.9875, decode.d8.loss_cls: 0.5863, decode.d8.loss_mask: 0.6781, decode.d8.loss_dice: 0.9885, loss: 24.0102, grad_norm: 65.4916 +2023-11-06 17:50:29,017 - mmseg - INFO - Iter [26750/160000] lr: 8.328e-05, eta: 18:08:23, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5820, decode.loss_mask: 0.6911, decode.loss_dice: 0.9757, decode.d0.loss_cls: 1.5763, decode.d0.loss_mask: 0.7375, decode.d0.loss_dice: 1.0976, decode.d1.loss_cls: 0.7014, decode.d1.loss_mask: 0.7217, decode.d1.loss_dice: 1.0532, decode.d2.loss_cls: 0.6309, decode.d2.loss_mask: 0.7128, decode.d2.loss_dice: 1.0067, decode.d3.loss_cls: 0.6149, decode.d3.loss_mask: 0.6872, decode.d3.loss_dice: 0.9827, decode.d4.loss_cls: 0.5965, decode.d4.loss_mask: 0.6914, decode.d4.loss_dice: 0.9917, decode.d5.loss_cls: 0.5929, decode.d5.loss_mask: 0.6947, decode.d5.loss_dice: 0.9890, decode.d6.loss_cls: 0.5933, decode.d6.loss_mask: 0.6950, decode.d6.loss_dice: 0.9794, decode.d7.loss_cls: 0.5862, decode.d7.loss_mask: 0.6912, decode.d7.loss_dice: 0.9791, decode.d8.loss_cls: 0.5852, decode.d8.loss_mask: 0.6920, decode.d8.loss_dice: 0.9791, loss: 24.1085, grad_norm: 63.2147 +2023-11-06 17:50:52,092 - mmseg - INFO - Iter [26800/160000] lr: 8.325e-05, eta: 18:07:51, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5753, decode.loss_mask: 0.6597, decode.loss_dice: 0.9823, decode.d0.loss_cls: 1.5837, decode.d0.loss_mask: 0.6990, decode.d0.loss_dice: 1.1158, decode.d1.loss_cls: 0.6942, decode.d1.loss_mask: 0.6901, decode.d1.loss_dice: 1.0609, decode.d2.loss_cls: 0.6289, decode.d2.loss_mask: 0.6746, decode.d2.loss_dice: 1.0138, decode.d3.loss_cls: 0.6049, decode.d3.loss_mask: 0.6626, decode.d3.loss_dice: 0.9946, decode.d4.loss_cls: 0.5921, decode.d4.loss_mask: 0.6615, decode.d4.loss_dice: 0.9965, decode.d5.loss_cls: 0.5837, decode.d5.loss_mask: 0.6635, decode.d5.loss_dice: 0.9897, decode.d6.loss_cls: 0.5828, decode.d6.loss_mask: 0.6613, decode.d6.loss_dice: 0.9856, decode.d7.loss_cls: 0.5761, decode.d7.loss_mask: 0.6599, decode.d7.loss_dice: 0.9876, decode.d8.loss_cls: 0.5716, decode.d8.loss_mask: 0.6582, decode.d8.loss_dice: 0.9825, loss: 23.7931, grad_norm: 65.9428 +2023-11-06 17:51:15,648 - mmseg - INFO - Iter [26850/160000] lr: 8.322e-05, eta: 18:07:22, time: 0.471, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5621, decode.loss_mask: 0.6493, decode.loss_dice: 0.9603, decode.d0.loss_cls: 1.5747, decode.d0.loss_mask: 0.6892, decode.d0.loss_dice: 1.0665, decode.d1.loss_cls: 0.6748, decode.d1.loss_mask: 0.6757, decode.d1.loss_dice: 1.0340, decode.d2.loss_cls: 0.6026, decode.d2.loss_mask: 0.6642, decode.d2.loss_dice: 0.9922, decode.d3.loss_cls: 0.5845, decode.d3.loss_mask: 0.6537, decode.d3.loss_dice: 0.9722, decode.d4.loss_cls: 0.5697, decode.d4.loss_mask: 0.6521, decode.d4.loss_dice: 0.9764, decode.d5.loss_cls: 0.5635, decode.d5.loss_mask: 0.6555, decode.d5.loss_dice: 0.9687, decode.d6.loss_cls: 0.5660, decode.d6.loss_mask: 0.6526, decode.d6.loss_dice: 0.9690, decode.d7.loss_cls: 0.5654, decode.d7.loss_mask: 0.6509, decode.d7.loss_dice: 0.9690, decode.d8.loss_cls: 0.5620, decode.d8.loss_mask: 0.6487, decode.d8.loss_dice: 0.9643, loss: 23.2897, grad_norm: 56.7758 +2023-11-06 17:51:38,621 - mmseg - INFO - Iter [26900/160000] lr: 8.319e-05, eta: 18:06:50, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5808, decode.loss_mask: 0.6748, decode.loss_dice: 0.9832, decode.d0.loss_cls: 1.5635, decode.d0.loss_mask: 0.7173, decode.d0.loss_dice: 1.0993, decode.d1.loss_cls: 0.6902, decode.d1.loss_mask: 0.7015, decode.d1.loss_dice: 1.0626, decode.d2.loss_cls: 0.6257, decode.d2.loss_mask: 0.6811, decode.d2.loss_dice: 1.0100, decode.d3.loss_cls: 0.6062, decode.d3.loss_mask: 0.6745, decode.d3.loss_dice: 0.9883, decode.d4.loss_cls: 0.5953, decode.d4.loss_mask: 0.6760, decode.d4.loss_dice: 0.9922, decode.d5.loss_cls: 0.5927, decode.d5.loss_mask: 0.6739, decode.d5.loss_dice: 0.9915, decode.d6.loss_cls: 0.5884, decode.d6.loss_mask: 0.6700, decode.d6.loss_dice: 0.9827, decode.d7.loss_cls: 0.5867, decode.d7.loss_mask: 0.6728, decode.d7.loss_dice: 0.9836, decode.d8.loss_cls: 0.5793, decode.d8.loss_mask: 0.6709, decode.d8.loss_dice: 0.9808, loss: 23.8958, grad_norm: 61.1646 +2023-11-06 17:52:01,591 - mmseg - INFO - Iter [26950/160000] lr: 8.316e-05, eta: 18:06:18, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6023, decode.loss_mask: 0.7108, decode.loss_dice: 0.9968, decode.d0.loss_cls: 1.6112, decode.d0.loss_mask: 0.7548, decode.d0.loss_dice: 1.1329, decode.d1.loss_cls: 0.7234, decode.d1.loss_mask: 0.7367, decode.d1.loss_dice: 1.0763, decode.d2.loss_cls: 0.6589, decode.d2.loss_mask: 0.7214, decode.d2.loss_dice: 1.0370, decode.d3.loss_cls: 0.6317, decode.d3.loss_mask: 0.7201, decode.d3.loss_dice: 1.0116, decode.d4.loss_cls: 0.6190, decode.d4.loss_mask: 0.7123, decode.d4.loss_dice: 1.0081, decode.d5.loss_cls: 0.6166, decode.d5.loss_mask: 0.7113, decode.d5.loss_dice: 1.0107, decode.d6.loss_cls: 0.6069, decode.d6.loss_mask: 0.7083, decode.d6.loss_dice: 1.0021, decode.d7.loss_cls: 0.6102, decode.d7.loss_mask: 0.7079, decode.d7.loss_dice: 0.9979, decode.d8.loss_cls: 0.6015, decode.d8.loss_mask: 0.7141, decode.d8.loss_dice: 1.0022, loss: 24.7550, grad_norm: 70.2679 +2023-11-06 17:52:24,874 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 17:52:24,874 - mmseg - INFO - Iter [27000/160000] lr: 8.313e-05, eta: 18:05:48, time: 0.466, data_time: 0.014, memory: 39436, decode.loss_cls: 0.6053, decode.loss_mask: 0.6656, decode.loss_dice: 0.9922, decode.d0.loss_cls: 1.6260, decode.d0.loss_mask: 0.7091, decode.d0.loss_dice: 1.1151, decode.d1.loss_cls: 0.7296, decode.d1.loss_mask: 0.6935, decode.d1.loss_dice: 1.0646, decode.d2.loss_cls: 0.6586, decode.d2.loss_mask: 0.6745, decode.d2.loss_dice: 1.0152, decode.d3.loss_cls: 0.6362, decode.d3.loss_mask: 0.6659, decode.d3.loss_dice: 0.9930, decode.d4.loss_cls: 0.6260, decode.d4.loss_mask: 0.6640, decode.d4.loss_dice: 0.9952, decode.d5.loss_cls: 0.6221, decode.d5.loss_mask: 0.6661, decode.d5.loss_dice: 0.9927, decode.d6.loss_cls: 0.6215, decode.d6.loss_mask: 0.6660, decode.d6.loss_dice: 0.9897, decode.d7.loss_cls: 0.6097, decode.d7.loss_mask: 0.6682, decode.d7.loss_dice: 0.9906, decode.d8.loss_cls: 0.6098, decode.d8.loss_mask: 0.6658, decode.d8.loss_dice: 0.9918, loss: 24.2235, grad_norm: 62.6349 +2023-11-06 17:52:48,023 - mmseg - INFO - Iter [27050/160000] lr: 8.309e-05, eta: 18:05:16, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 0.5872, decode.loss_mask: 0.6627, decode.loss_dice: 0.9968, decode.d0.loss_cls: 1.5562, decode.d0.loss_mask: 0.7079, decode.d0.loss_dice: 1.1189, decode.d1.loss_cls: 0.7013, decode.d1.loss_mask: 0.6925, decode.d1.loss_dice: 1.0706, decode.d2.loss_cls: 0.6251, decode.d2.loss_mask: 0.6812, decode.d2.loss_dice: 1.0311, decode.d3.loss_cls: 0.6030, decode.d3.loss_mask: 0.6674, decode.d3.loss_dice: 1.0064, decode.d4.loss_cls: 0.5954, decode.d4.loss_mask: 0.6659, decode.d4.loss_dice: 1.0088, decode.d5.loss_cls: 0.5864, decode.d5.loss_mask: 0.6698, decode.d5.loss_dice: 1.0068, decode.d6.loss_cls: 0.5801, decode.d6.loss_mask: 0.6656, decode.d6.loss_dice: 1.0006, decode.d7.loss_cls: 0.5774, decode.d7.loss_mask: 0.6628, decode.d7.loss_dice: 1.0009, decode.d8.loss_cls: 0.5829, decode.d8.loss_mask: 0.6641, decode.d8.loss_dice: 1.0002, loss: 23.9761, grad_norm: 64.4699 +2023-11-06 17:53:11,115 - mmseg - INFO - Iter [27100/160000] lr: 8.306e-05, eta: 18:04:45, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5560, decode.loss_mask: 0.6845, decode.loss_dice: 0.9650, decode.d0.loss_cls: 1.5494, decode.d0.loss_mask: 0.7241, decode.d0.loss_dice: 1.0875, decode.d1.loss_cls: 0.6768, decode.d1.loss_mask: 0.7187, decode.d1.loss_dice: 1.0480, decode.d2.loss_cls: 0.6095, decode.d2.loss_mask: 0.7018, decode.d2.loss_dice: 1.0054, decode.d3.loss_cls: 0.5942, decode.d3.loss_mask: 0.6894, decode.d3.loss_dice: 0.9779, decode.d4.loss_cls: 0.5826, decode.d4.loss_mask: 0.6891, decode.d4.loss_dice: 0.9797, decode.d5.loss_cls: 0.5751, decode.d5.loss_mask: 0.6915, decode.d5.loss_dice: 0.9730, decode.d6.loss_cls: 0.5688, decode.d6.loss_mask: 0.6891, decode.d6.loss_dice: 0.9649, decode.d7.loss_cls: 0.5632, decode.d7.loss_mask: 0.6883, decode.d7.loss_dice: 0.9711, decode.d8.loss_cls: 0.5621, decode.d8.loss_mask: 0.6842, decode.d8.loss_dice: 0.9692, loss: 23.7401, grad_norm: 65.6032 +2023-11-06 17:53:34,121 - mmseg - INFO - Iter [27150/160000] lr: 8.303e-05, eta: 18:04:13, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5837, decode.loss_mask: 0.7088, decode.loss_dice: 0.9998, decode.d0.loss_cls: 1.5770, decode.d0.loss_mask: 0.7455, decode.d0.loss_dice: 1.1274, decode.d1.loss_cls: 0.7199, decode.d1.loss_mask: 0.7226, decode.d1.loss_dice: 1.0769, decode.d2.loss_cls: 0.6552, decode.d2.loss_mask: 0.7067, decode.d2.loss_dice: 1.0325, decode.d3.loss_cls: 0.6295, decode.d3.loss_mask: 0.6989, decode.d3.loss_dice: 1.0072, decode.d4.loss_cls: 0.6130, decode.d4.loss_mask: 0.6993, decode.d4.loss_dice: 1.0066, decode.d5.loss_cls: 0.6145, decode.d5.loss_mask: 0.6979, decode.d5.loss_dice: 1.0024, decode.d6.loss_cls: 0.5996, decode.d6.loss_mask: 0.6995, decode.d6.loss_dice: 1.0027, decode.d7.loss_cls: 0.5943, decode.d7.loss_mask: 0.7030, decode.d7.loss_dice: 1.0013, decode.d8.loss_cls: 0.5935, decode.d8.loss_mask: 0.7077, decode.d8.loss_dice: 1.0041, loss: 24.5309, grad_norm: 62.4323 +2023-11-06 17:53:57,115 - mmseg - INFO - Iter [27200/160000] lr: 8.300e-05, eta: 18:03:42, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5671, decode.loss_mask: 0.6814, decode.loss_dice: 0.9771, decode.d0.loss_cls: 1.5386, decode.d0.loss_mask: 0.7153, decode.d0.loss_dice: 1.0885, decode.d1.loss_cls: 0.6799, decode.d1.loss_mask: 0.7041, decode.d1.loss_dice: 1.0511, decode.d2.loss_cls: 0.6218, decode.d2.loss_mask: 0.6830, decode.d2.loss_dice: 1.0062, decode.d3.loss_cls: 0.6022, decode.d3.loss_mask: 0.6780, decode.d3.loss_dice: 0.9820, decode.d4.loss_cls: 0.5941, decode.d4.loss_mask: 0.6722, decode.d4.loss_dice: 0.9798, decode.d5.loss_cls: 0.5861, decode.d5.loss_mask: 0.6723, decode.d5.loss_dice: 0.9820, decode.d6.loss_cls: 0.5802, decode.d6.loss_mask: 0.6713, decode.d6.loss_dice: 0.9720, decode.d7.loss_cls: 0.5794, decode.d7.loss_mask: 0.6738, decode.d7.loss_dice: 0.9761, decode.d8.loss_cls: 0.5706, decode.d8.loss_mask: 0.6750, decode.d8.loss_dice: 0.9748, loss: 23.7359, grad_norm: 66.5529 +2023-11-06 17:54:20,045 - mmseg - INFO - Iter [27250/160000] lr: 8.297e-05, eta: 18:03:10, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5974, decode.loss_mask: 0.6875, decode.loss_dice: 0.9953, decode.d0.loss_cls: 1.6178, decode.d0.loss_mask: 0.7281, decode.d0.loss_dice: 1.1141, decode.d1.loss_cls: 0.7119, decode.d1.loss_mask: 0.7166, decode.d1.loss_dice: 1.0568, decode.d2.loss_cls: 0.6431, decode.d2.loss_mask: 0.6987, decode.d2.loss_dice: 1.0149, decode.d3.loss_cls: 0.6197, decode.d3.loss_mask: 0.6930, decode.d3.loss_dice: 0.9965, decode.d4.loss_cls: 0.6102, decode.d4.loss_mask: 0.6910, decode.d4.loss_dice: 1.0028, decode.d5.loss_cls: 0.6077, decode.d5.loss_mask: 0.6913, decode.d5.loss_dice: 0.9981, decode.d6.loss_cls: 0.6025, decode.d6.loss_mask: 0.6862, decode.d6.loss_dice: 0.9914, decode.d7.loss_cls: 0.6000, decode.d7.loss_mask: 0.6874, decode.d7.loss_dice: 0.9962, decode.d8.loss_cls: 0.5987, decode.d8.loss_mask: 0.6866, decode.d8.loss_dice: 0.9939, loss: 24.3355, grad_norm: 62.8672 +2023-11-06 17:54:43,111 - mmseg - INFO - Iter [27300/160000] lr: 8.294e-05, eta: 18:02:38, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5661, decode.loss_mask: 0.6906, decode.loss_dice: 0.9603, decode.d0.loss_cls: 1.5906, decode.d0.loss_mask: 0.7448, decode.d0.loss_dice: 1.0782, decode.d1.loss_cls: 0.6730, decode.d1.loss_mask: 0.7149, decode.d1.loss_dice: 1.0355, decode.d2.loss_cls: 0.6102, decode.d2.loss_mask: 0.6991, decode.d2.loss_dice: 0.9932, decode.d3.loss_cls: 0.5961, decode.d3.loss_mask: 0.6902, decode.d3.loss_dice: 0.9672, decode.d4.loss_cls: 0.5793, decode.d4.loss_mask: 0.6885, decode.d4.loss_dice: 0.9728, decode.d5.loss_cls: 0.5724, decode.d5.loss_mask: 0.6913, decode.d5.loss_dice: 0.9689, decode.d6.loss_cls: 0.5710, decode.d6.loss_mask: 0.6946, decode.d6.loss_dice: 0.9641, decode.d7.loss_cls: 0.5725, decode.d7.loss_mask: 0.6915, decode.d7.loss_dice: 0.9593, decode.d8.loss_cls: 0.5671, decode.d8.loss_mask: 0.6894, decode.d8.loss_dice: 0.9583, loss: 23.7509, grad_norm: 64.2555 +2023-11-06 17:55:06,325 - mmseg - INFO - Iter [27350/160000] lr: 8.291e-05, eta: 18:02:08, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5540, decode.loss_mask: 0.6582, decode.loss_dice: 0.9706, decode.d0.loss_cls: 1.5399, decode.d0.loss_mask: 0.6928, decode.d0.loss_dice: 1.0948, decode.d1.loss_cls: 0.6762, decode.d1.loss_mask: 0.6800, decode.d1.loss_dice: 1.0389, decode.d2.loss_cls: 0.5982, decode.d2.loss_mask: 0.6731, decode.d2.loss_dice: 1.0060, decode.d3.loss_cls: 0.5785, decode.d3.loss_mask: 0.6658, decode.d3.loss_dice: 0.9802, decode.d4.loss_cls: 0.5612, decode.d4.loss_mask: 0.6651, decode.d4.loss_dice: 0.9812, decode.d5.loss_cls: 0.5610, decode.d5.loss_mask: 0.6598, decode.d5.loss_dice: 0.9772, decode.d6.loss_cls: 0.5581, decode.d6.loss_mask: 0.6584, decode.d6.loss_dice: 0.9705, decode.d7.loss_cls: 0.5562, decode.d7.loss_mask: 0.6608, decode.d7.loss_dice: 0.9685, decode.d8.loss_cls: 0.5564, decode.d8.loss_mask: 0.6627, decode.d8.loss_dice: 0.9718, loss: 23.3760, grad_norm: 62.0811 +2023-11-06 17:55:29,644 - mmseg - INFO - Iter [27400/160000] lr: 8.288e-05, eta: 18:01:38, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5819, decode.loss_mask: 0.6781, decode.loss_dice: 0.9896, decode.d0.loss_cls: 1.5732, decode.d0.loss_mask: 0.7223, decode.d0.loss_dice: 1.1221, decode.d1.loss_cls: 0.7001, decode.d1.loss_mask: 0.7090, decode.d1.loss_dice: 1.0639, decode.d2.loss_cls: 0.6318, decode.d2.loss_mask: 0.6884, decode.d2.loss_dice: 1.0310, decode.d3.loss_cls: 0.6106, decode.d3.loss_mask: 0.6823, decode.d3.loss_dice: 1.0017, decode.d4.loss_cls: 0.5969, decode.d4.loss_mask: 0.6833, decode.d4.loss_dice: 1.0048, decode.d5.loss_cls: 0.5869, decode.d5.loss_mask: 0.6811, decode.d5.loss_dice: 1.0038, decode.d6.loss_cls: 0.5825, decode.d6.loss_mask: 0.6835, decode.d6.loss_dice: 0.9922, decode.d7.loss_cls: 0.5761, decode.d7.loss_mask: 0.6796, decode.d7.loss_dice: 0.9906, decode.d8.loss_cls: 0.5786, decode.d8.loss_mask: 0.6789, decode.d8.loss_dice: 0.9929, loss: 24.0978, grad_norm: 60.2340 +2023-11-06 17:55:52,745 - mmseg - INFO - Iter [27450/160000] lr: 8.284e-05, eta: 18:01:06, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5740, decode.loss_mask: 0.6794, decode.loss_dice: 1.0043, decode.d0.loss_cls: 1.5442, decode.d0.loss_mask: 0.7224, decode.d0.loss_dice: 1.1189, decode.d1.loss_cls: 0.6840, decode.d1.loss_mask: 0.7052, decode.d1.loss_dice: 1.0804, decode.d2.loss_cls: 0.6222, decode.d2.loss_mask: 0.6921, decode.d2.loss_dice: 1.0358, decode.d3.loss_cls: 0.6034, decode.d3.loss_mask: 0.6852, decode.d3.loss_dice: 1.0159, decode.d4.loss_cls: 0.5826, decode.d4.loss_mask: 0.6855, decode.d4.loss_dice: 1.0190, decode.d5.loss_cls: 0.5832, decode.d5.loss_mask: 0.6812, decode.d5.loss_dice: 1.0132, decode.d6.loss_cls: 0.5756, decode.d6.loss_mask: 0.6781, decode.d6.loss_dice: 1.0050, decode.d7.loss_cls: 0.5734, decode.d7.loss_mask: 0.6787, decode.d7.loss_dice: 1.0078, decode.d8.loss_cls: 0.5742, decode.d8.loss_mask: 0.6770, decode.d8.loss_dice: 1.0013, loss: 24.1033, grad_norm: 65.3917 +2023-11-06 17:56:16,009 - mmseg - INFO - Iter [27500/160000] lr: 8.281e-05, eta: 18:00:36, time: 0.465, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5446, decode.loss_mask: 0.6879, decode.loss_dice: 0.9651, decode.d0.loss_cls: 1.5407, decode.d0.loss_mask: 0.7323, decode.d0.loss_dice: 1.0877, decode.d1.loss_cls: 0.6631, decode.d1.loss_mask: 0.7287, decode.d1.loss_dice: 1.0463, decode.d2.loss_cls: 0.5973, decode.d2.loss_mask: 0.7034, decode.d2.loss_dice: 1.0028, decode.d3.loss_cls: 0.5745, decode.d3.loss_mask: 0.6974, decode.d3.loss_dice: 0.9807, decode.d4.loss_cls: 0.5597, decode.d4.loss_mask: 0.6993, decode.d4.loss_dice: 0.9853, decode.d5.loss_cls: 0.5530, decode.d5.loss_mask: 0.6964, decode.d5.loss_dice: 0.9785, decode.d6.loss_cls: 0.5442, decode.d6.loss_mask: 0.6929, decode.d6.loss_dice: 0.9719, decode.d7.loss_cls: 0.5443, decode.d7.loss_mask: 0.6924, decode.d7.loss_dice: 0.9723, decode.d8.loss_cls: 0.5442, decode.d8.loss_mask: 0.6943, decode.d8.loss_dice: 0.9643, loss: 23.6453, grad_norm: 60.8561 +2023-11-06 17:56:39,541 - mmseg - INFO - Iter [27550/160000] lr: 8.278e-05, eta: 18:00:07, time: 0.471, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5745, decode.loss_mask: 0.6986, decode.loss_dice: 1.0084, decode.d0.loss_cls: 1.5646, decode.d0.loss_mask: 0.7403, decode.d0.loss_dice: 1.1176, decode.d1.loss_cls: 0.6950, decode.d1.loss_mask: 0.7216, decode.d1.loss_dice: 1.0773, decode.d2.loss_cls: 0.6173, decode.d2.loss_mask: 0.7073, decode.d2.loss_dice: 1.0377, decode.d3.loss_cls: 0.5921, decode.d3.loss_mask: 0.7021, decode.d3.loss_dice: 1.0097, decode.d4.loss_cls: 0.5758, decode.d4.loss_mask: 0.6994, decode.d4.loss_dice: 1.0168, decode.d5.loss_cls: 0.5710, decode.d5.loss_mask: 0.6992, decode.d5.loss_dice: 1.0163, decode.d6.loss_cls: 0.5701, decode.d6.loss_mask: 0.7011, decode.d6.loss_dice: 1.0079, decode.d7.loss_cls: 0.5732, decode.d7.loss_mask: 0.6992, decode.d7.loss_dice: 1.0125, decode.d8.loss_cls: 0.5691, decode.d8.loss_mask: 0.6975, decode.d8.loss_dice: 1.0059, loss: 24.2790, grad_norm: 64.5105 +2023-11-06 17:57:03,199 - mmseg - INFO - Iter [27600/160000] lr: 8.275e-05, eta: 17:59:39, time: 0.473, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5995, decode.loss_mask: 0.6800, decode.loss_dice: 0.9830, decode.d0.loss_cls: 1.5846, decode.d0.loss_mask: 0.7258, decode.d0.loss_dice: 1.1248, decode.d1.loss_cls: 0.7234, decode.d1.loss_mask: 0.7095, decode.d1.loss_dice: 1.0722, decode.d2.loss_cls: 0.6496, decode.d2.loss_mask: 0.6883, decode.d2.loss_dice: 1.0254, decode.d3.loss_cls: 0.6174, decode.d3.loss_mask: 0.6843, decode.d3.loss_dice: 0.9998, decode.d4.loss_cls: 0.6151, decode.d4.loss_mask: 0.6808, decode.d4.loss_dice: 0.9946, decode.d5.loss_cls: 0.6033, decode.d5.loss_mask: 0.6797, decode.d5.loss_dice: 0.9942, decode.d6.loss_cls: 0.6003, decode.d6.loss_mask: 0.6750, decode.d6.loss_dice: 0.9906, decode.d7.loss_cls: 0.6017, decode.d7.loss_mask: 0.6749, decode.d7.loss_dice: 0.9893, decode.d8.loss_cls: 0.6008, decode.d8.loss_mask: 0.6762, decode.d8.loss_dice: 0.9847, loss: 24.2287, grad_norm: 62.0029 +2023-11-06 17:57:26,662 - mmseg - INFO - Iter [27650/160000] lr: 8.272e-05, eta: 17:59:10, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5879, decode.loss_mask: 0.6691, decode.loss_dice: 1.0007, decode.d0.loss_cls: 1.5847, decode.d0.loss_mask: 0.6984, decode.d0.loss_dice: 1.1214, decode.d1.loss_cls: 0.7152, decode.d1.loss_mask: 0.6866, decode.d1.loss_dice: 1.0736, decode.d2.loss_cls: 0.6387, decode.d2.loss_mask: 0.6685, decode.d2.loss_dice: 1.0315, decode.d3.loss_cls: 0.6080, decode.d3.loss_mask: 0.6704, decode.d3.loss_dice: 1.0121, decode.d4.loss_cls: 0.5957, decode.d4.loss_mask: 0.6718, decode.d4.loss_dice: 1.0194, decode.d5.loss_cls: 0.5942, decode.d5.loss_mask: 0.6699, decode.d5.loss_dice: 1.0059, decode.d6.loss_cls: 0.5897, decode.d6.loss_mask: 0.6680, decode.d6.loss_dice: 0.9976, decode.d7.loss_cls: 0.5889, decode.d7.loss_mask: 0.6692, decode.d7.loss_dice: 0.9966, decode.d8.loss_cls: 0.5888, decode.d8.loss_mask: 0.6704, decode.d8.loss_dice: 1.0039, loss: 24.0969, grad_norm: 68.0368 +2023-11-06 17:57:50,132 - mmseg - INFO - Iter [27700/160000] lr: 8.269e-05, eta: 17:58:40, time: 0.469, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5740, decode.loss_mask: 0.6749, decode.loss_dice: 0.9890, decode.d0.loss_cls: 1.5649, decode.d0.loss_mask: 0.7187, decode.d0.loss_dice: 1.1046, decode.d1.loss_cls: 0.7009, decode.d1.loss_mask: 0.7010, decode.d1.loss_dice: 1.0631, decode.d2.loss_cls: 0.6219, decode.d2.loss_mask: 0.6937, decode.d2.loss_dice: 1.0188, decode.d3.loss_cls: 0.6022, decode.d3.loss_mask: 0.6812, decode.d3.loss_dice: 0.9990, decode.d4.loss_cls: 0.5876, decode.d4.loss_mask: 0.6814, decode.d4.loss_dice: 0.9990, decode.d5.loss_cls: 0.5763, decode.d5.loss_mask: 0.6769, decode.d5.loss_dice: 0.9928, decode.d6.loss_cls: 0.5767, decode.d6.loss_mask: 0.6761, decode.d6.loss_dice: 0.9869, decode.d7.loss_cls: 0.5726, decode.d7.loss_mask: 0.6764, decode.d7.loss_dice: 0.9843, decode.d8.loss_cls: 0.5726, decode.d8.loss_mask: 0.6815, decode.d8.loss_dice: 0.9903, loss: 23.9392, grad_norm: 69.6606 +2023-11-06 17:58:13,668 - mmseg - INFO - Iter [27750/160000] lr: 8.266e-05, eta: 17:58:12, time: 0.471, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5830, decode.loss_mask: 0.6941, decode.loss_dice: 0.9892, decode.d0.loss_cls: 1.5382, decode.d0.loss_mask: 0.7323, decode.d0.loss_dice: 1.0941, decode.d1.loss_cls: 0.6880, decode.d1.loss_mask: 0.7245, decode.d1.loss_dice: 1.0705, decode.d2.loss_cls: 0.6207, decode.d2.loss_mask: 0.7023, decode.d2.loss_dice: 1.0248, decode.d3.loss_cls: 0.6035, decode.d3.loss_mask: 0.6982, decode.d3.loss_dice: 1.0004, decode.d4.loss_cls: 0.5929, decode.d4.loss_mask: 0.6993, decode.d4.loss_dice: 1.0025, decode.d5.loss_cls: 0.5881, decode.d5.loss_mask: 0.6942, decode.d5.loss_dice: 0.9973, decode.d6.loss_cls: 0.5827, decode.d6.loss_mask: 0.6944, decode.d6.loss_dice: 0.9937, decode.d7.loss_cls: 0.5763, decode.d7.loss_mask: 0.6971, decode.d7.loss_dice: 0.9927, decode.d8.loss_cls: 0.5781, decode.d8.loss_mask: 0.6953, decode.d8.loss_dice: 0.9960, loss: 24.1443, grad_norm: 65.0430 +2023-11-06 17:58:40,306 - mmseg - INFO - Iter [27800/160000] lr: 8.263e-05, eta: 17:57:57, time: 0.533, data_time: 0.060, memory: 39436, decode.loss_cls: 0.5741, decode.loss_mask: 0.6641, decode.loss_dice: 0.9768, decode.d0.loss_cls: 1.6027, decode.d0.loss_mask: 0.7028, decode.d0.loss_dice: 1.1027, decode.d1.loss_cls: 0.6963, decode.d1.loss_mask: 0.6912, decode.d1.loss_dice: 1.0554, decode.d2.loss_cls: 0.6276, decode.d2.loss_mask: 0.6738, decode.d2.loss_dice: 1.0115, decode.d3.loss_cls: 0.6047, decode.d3.loss_mask: 0.6673, decode.d3.loss_dice: 0.9916, decode.d4.loss_cls: 0.5934, decode.d4.loss_mask: 0.6677, decode.d4.loss_dice: 0.9901, decode.d5.loss_cls: 0.5820, decode.d5.loss_mask: 0.6685, decode.d5.loss_dice: 0.9816, decode.d6.loss_cls: 0.5758, decode.d6.loss_mask: 0.6670, decode.d6.loss_dice: 0.9745, decode.d7.loss_cls: 0.5846, decode.d7.loss_mask: 0.6651, decode.d7.loss_dice: 0.9745, decode.d8.loss_cls: 0.5799, decode.d8.loss_mask: 0.6650, decode.d8.loss_dice: 0.9782, loss: 23.7903, grad_norm: 65.8178 +2023-11-06 17:59:04,334 - mmseg - INFO - Iter [27850/160000] lr: 8.259e-05, eta: 17:57:31, time: 0.481, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5600, decode.loss_mask: 0.7133, decode.loss_dice: 0.9922, decode.d0.loss_cls: 1.5344, decode.d0.loss_mask: 0.7488, decode.d0.loss_dice: 1.1031, decode.d1.loss_cls: 0.6787, decode.d1.loss_mask: 0.7387, decode.d1.loss_dice: 1.0680, decode.d2.loss_cls: 0.6064, decode.d2.loss_mask: 0.7240, decode.d2.loss_dice: 1.0253, decode.d3.loss_cls: 0.5825, decode.d3.loss_mask: 0.7191, decode.d3.loss_dice: 1.0006, decode.d4.loss_cls: 0.5745, decode.d4.loss_mask: 0.7150, decode.d4.loss_dice: 0.9947, decode.d5.loss_cls: 0.5692, decode.d5.loss_mask: 0.7133, decode.d5.loss_dice: 0.9978, decode.d6.loss_cls: 0.5668, decode.d6.loss_mask: 0.7153, decode.d6.loss_dice: 0.9888, decode.d7.loss_cls: 0.5659, decode.d7.loss_mask: 0.7119, decode.d7.loss_dice: 0.9863, decode.d8.loss_cls: 0.5618, decode.d8.loss_mask: 0.7151, decode.d8.loss_dice: 0.9920, loss: 24.1633, grad_norm: 68.3349 +2023-11-06 17:59:27,572 - mmseg - INFO - Iter [27900/160000] lr: 8.256e-05, eta: 17:57:01, time: 0.465, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5403, decode.loss_mask: 0.6726, decode.loss_dice: 0.9738, decode.d0.loss_cls: 1.5227, decode.d0.loss_mask: 0.7167, decode.d0.loss_dice: 1.0929, decode.d1.loss_cls: 0.6505, decode.d1.loss_mask: 0.6957, decode.d1.loss_dice: 1.0502, decode.d2.loss_cls: 0.5871, decode.d2.loss_mask: 0.6780, decode.d2.loss_dice: 1.0052, decode.d3.loss_cls: 0.5636, decode.d3.loss_mask: 0.6770, decode.d3.loss_dice: 0.9856, decode.d4.loss_cls: 0.5517, decode.d4.loss_mask: 0.6712, decode.d4.loss_dice: 0.9808, decode.d5.loss_cls: 0.5492, decode.d5.loss_mask: 0.6705, decode.d5.loss_dice: 0.9913, decode.d6.loss_cls: 0.5429, decode.d6.loss_mask: 0.6731, decode.d6.loss_dice: 0.9774, decode.d7.loss_cls: 0.5386, decode.d7.loss_mask: 0.6725, decode.d7.loss_dice: 0.9783, decode.d8.loss_cls: 0.5402, decode.d8.loss_mask: 0.6688, decode.d8.loss_dice: 0.9824, loss: 23.4009, grad_norm: 64.1270 +2023-11-06 17:59:50,677 - mmseg - INFO - Iter [27950/160000] lr: 8.253e-05, eta: 17:56:30, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5613, decode.loss_mask: 0.6722, decode.loss_dice: 0.9431, decode.d0.loss_cls: 1.5476, decode.d0.loss_mask: 0.7108, decode.d0.loss_dice: 1.0763, decode.d1.loss_cls: 0.6794, decode.d1.loss_mask: 0.6986, decode.d1.loss_dice: 1.0156, decode.d2.loss_cls: 0.6131, decode.d2.loss_mask: 0.6793, decode.d2.loss_dice: 0.9727, decode.d3.loss_cls: 0.5909, decode.d3.loss_mask: 0.6756, decode.d3.loss_dice: 0.9545, decode.d4.loss_cls: 0.5811, decode.d4.loss_mask: 0.6711, decode.d4.loss_dice: 0.9518, decode.d5.loss_cls: 0.5842, decode.d5.loss_mask: 0.6716, decode.d5.loss_dice: 0.9537, decode.d6.loss_cls: 0.5773, decode.d6.loss_mask: 0.6672, decode.d6.loss_dice: 0.9458, decode.d7.loss_cls: 0.5737, decode.d7.loss_mask: 0.6686, decode.d7.loss_dice: 0.9495, decode.d8.loss_cls: 0.5699, decode.d8.loss_mask: 0.6689, decode.d8.loss_dice: 0.9438, loss: 23.3695, grad_norm: 62.8665 +2023-11-06 18:00:13,755 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 18:00:13,755 - mmseg - INFO - Iter [28000/160000] lr: 8.250e-05, eta: 17:55:59, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5652, decode.loss_mask: 0.6925, decode.loss_dice: 0.9850, decode.d0.loss_cls: 1.5893, decode.d0.loss_mask: 0.7380, decode.d0.loss_dice: 1.1104, decode.d1.loss_cls: 0.6827, decode.d1.loss_mask: 0.7257, decode.d1.loss_dice: 1.0583, decode.d2.loss_cls: 0.6129, decode.d2.loss_mask: 0.7022, decode.d2.loss_dice: 1.0120, decode.d3.loss_cls: 0.5904, decode.d3.loss_mask: 0.6936, decode.d3.loss_dice: 0.9932, decode.d4.loss_cls: 0.5756, decode.d4.loss_mask: 0.6943, decode.d4.loss_dice: 0.9938, decode.d5.loss_cls: 0.5703, decode.d5.loss_mask: 0.6965, decode.d5.loss_dice: 0.9905, decode.d6.loss_cls: 0.5652, decode.d6.loss_mask: 0.6972, decode.d6.loss_dice: 0.9839, decode.d7.loss_cls: 0.5644, decode.d7.loss_mask: 0.6962, decode.d7.loss_dice: 0.9899, decode.d8.loss_cls: 0.5675, decode.d8.loss_mask: 0.6938, decode.d8.loss_dice: 0.9889, loss: 24.0196, grad_norm: 62.6747 +2023-11-06 18:00:37,070 - mmseg - INFO - Iter [28050/160000] lr: 8.247e-05, eta: 17:55:29, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5866, decode.loss_mask: 0.6527, decode.loss_dice: 0.9659, decode.d0.loss_cls: 1.5979, decode.d0.loss_mask: 0.6936, decode.d0.loss_dice: 1.0797, decode.d1.loss_cls: 0.6919, decode.d1.loss_mask: 0.6788, decode.d1.loss_dice: 1.0441, decode.d2.loss_cls: 0.6323, decode.d2.loss_mask: 0.6646, decode.d2.loss_dice: 0.9983, decode.d3.loss_cls: 0.6004, decode.d3.loss_mask: 0.6595, decode.d3.loss_dice: 0.9743, decode.d4.loss_cls: 0.5986, decode.d4.loss_mask: 0.6585, decode.d4.loss_dice: 0.9709, decode.d5.loss_cls: 0.5867, decode.d5.loss_mask: 0.6583, decode.d5.loss_dice: 0.9791, decode.d6.loss_cls: 0.5777, decode.d6.loss_mask: 0.6552, decode.d6.loss_dice: 0.9705, decode.d7.loss_cls: 0.5809, decode.d7.loss_mask: 0.6539, decode.d7.loss_dice: 0.9682, decode.d8.loss_cls: 0.5869, decode.d8.loss_mask: 0.6544, decode.d8.loss_dice: 0.9679, loss: 23.5884, grad_norm: 66.3058 +2023-11-06 18:01:00,200 - mmseg - INFO - Iter [28100/160000] lr: 8.244e-05, eta: 17:54:58, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5632, decode.loss_mask: 0.6918, decode.loss_dice: 0.9913, decode.d0.loss_cls: 1.5463, decode.d0.loss_mask: 0.7352, decode.d0.loss_dice: 1.1070, decode.d1.loss_cls: 0.6815, decode.d1.loss_mask: 0.7185, decode.d1.loss_dice: 1.0629, decode.d2.loss_cls: 0.6059, decode.d2.loss_mask: 0.7040, decode.d2.loss_dice: 1.0352, decode.d3.loss_cls: 0.5914, decode.d3.loss_mask: 0.6966, decode.d3.loss_dice: 0.9989, decode.d4.loss_cls: 0.5770, decode.d4.loss_mask: 0.6921, decode.d4.loss_dice: 0.9974, decode.d5.loss_cls: 0.5706, decode.d5.loss_mask: 0.6915, decode.d5.loss_dice: 1.0020, decode.d6.loss_cls: 0.5714, decode.d6.loss_mask: 0.6912, decode.d6.loss_dice: 0.9941, decode.d7.loss_cls: 0.5650, decode.d7.loss_mask: 0.6932, decode.d7.loss_dice: 0.9964, decode.d8.loss_cls: 0.5610, decode.d8.loss_mask: 0.6928, decode.d8.loss_dice: 0.9896, loss: 24.0150, grad_norm: 66.2133 +2023-11-06 18:01:23,557 - mmseg - INFO - Iter [28150/160000] lr: 8.241e-05, eta: 17:54:29, time: 0.467, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5654, decode.loss_mask: 0.6417, decode.loss_dice: 0.9605, decode.d0.loss_cls: 1.5495, decode.d0.loss_mask: 0.6853, decode.d0.loss_dice: 1.0865, decode.d1.loss_cls: 0.6814, decode.d1.loss_mask: 0.6718, decode.d1.loss_dice: 1.0340, decode.d2.loss_cls: 0.6153, decode.d2.loss_mask: 0.6582, decode.d2.loss_dice: 1.0012, decode.d3.loss_cls: 0.5879, decode.d3.loss_mask: 0.6502, decode.d3.loss_dice: 0.9693, decode.d4.loss_cls: 0.5660, decode.d4.loss_mask: 0.6492, decode.d4.loss_dice: 0.9770, decode.d5.loss_cls: 0.5707, decode.d5.loss_mask: 0.6483, decode.d5.loss_dice: 0.9706, decode.d6.loss_cls: 0.5722, decode.d6.loss_mask: 0.6423, decode.d6.loss_dice: 0.9626, decode.d7.loss_cls: 0.5658, decode.d7.loss_mask: 0.6405, decode.d7.loss_dice: 0.9679, decode.d8.loss_cls: 0.5652, decode.d8.loss_mask: 0.6408, decode.d8.loss_dice: 0.9638, loss: 23.2610, grad_norm: 70.6982 +2023-11-06 18:01:46,702 - mmseg - INFO - Iter [28200/160000] lr: 8.238e-05, eta: 17:53:58, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5274, decode.loss_mask: 0.6870, decode.loss_dice: 0.9656, decode.d0.loss_cls: 1.4926, decode.d0.loss_mask: 0.7334, decode.d0.loss_dice: 1.0848, decode.d1.loss_cls: 0.6478, decode.d1.loss_mask: 0.7093, decode.d1.loss_dice: 1.0428, decode.d2.loss_cls: 0.5774, decode.d2.loss_mask: 0.6953, decode.d2.loss_dice: 0.9997, decode.d3.loss_cls: 0.5588, decode.d3.loss_mask: 0.6888, decode.d3.loss_dice: 0.9635, decode.d4.loss_cls: 0.5405, decode.d4.loss_mask: 0.6837, decode.d4.loss_dice: 0.9668, decode.d5.loss_cls: 0.5369, decode.d5.loss_mask: 0.6869, decode.d5.loss_dice: 0.9670, decode.d6.loss_cls: 0.5292, decode.d6.loss_mask: 0.6870, decode.d6.loss_dice: 0.9620, decode.d7.loss_cls: 0.5236, decode.d7.loss_mask: 0.6847, decode.d7.loss_dice: 0.9635, decode.d8.loss_cls: 0.5260, decode.d8.loss_mask: 0.6875, decode.d8.loss_dice: 0.9646, loss: 23.2839, grad_norm: 62.5367 +2023-11-06 18:02:09,999 - mmseg - INFO - Iter [28250/160000] lr: 8.234e-05, eta: 17:53:29, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5698, decode.loss_mask: 0.6880, decode.loss_dice: 0.9641, decode.d0.loss_cls: 1.5695, decode.d0.loss_mask: 0.7275, decode.d0.loss_dice: 1.0950, decode.d1.loss_cls: 0.6853, decode.d1.loss_mask: 0.7182, decode.d1.loss_dice: 1.0462, decode.d2.loss_cls: 0.6197, decode.d2.loss_mask: 0.6981, decode.d2.loss_dice: 1.0085, decode.d3.loss_cls: 0.5965, decode.d3.loss_mask: 0.6903, decode.d3.loss_dice: 0.9829, decode.d4.loss_cls: 0.5863, decode.d4.loss_mask: 0.6896, decode.d4.loss_dice: 0.9791, decode.d5.loss_cls: 0.5797, decode.d5.loss_mask: 0.6844, decode.d5.loss_dice: 0.9839, decode.d6.loss_cls: 0.5800, decode.d6.loss_mask: 0.6845, decode.d6.loss_dice: 0.9653, decode.d7.loss_cls: 0.5623, decode.d7.loss_mask: 0.6896, decode.d7.loss_dice: 0.9698, decode.d8.loss_cls: 0.5677, decode.d8.loss_mask: 0.6886, decode.d8.loss_dice: 0.9671, loss: 23.8374, grad_norm: 64.3569 +2023-11-06 18:02:33,253 - mmseg - INFO - Iter [28300/160000] lr: 8.231e-05, eta: 17:52:59, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5655, decode.loss_mask: 0.6712, decode.loss_dice: 1.0004, decode.d0.loss_cls: 1.5682, decode.d0.loss_mask: 0.7112, decode.d0.loss_dice: 1.1330, decode.d1.loss_cls: 0.6874, decode.d1.loss_mask: 0.6986, decode.d1.loss_dice: 1.0844, decode.d2.loss_cls: 0.6072, decode.d2.loss_mask: 0.6808, decode.d2.loss_dice: 1.0542, decode.d3.loss_cls: 0.5842, decode.d3.loss_mask: 0.6781, decode.d3.loss_dice: 1.0249, decode.d4.loss_cls: 0.5687, decode.d4.loss_mask: 0.6735, decode.d4.loss_dice: 1.0225, decode.d5.loss_cls: 0.5687, decode.d5.loss_mask: 0.6781, decode.d5.loss_dice: 1.0180, decode.d6.loss_cls: 0.5660, decode.d6.loss_mask: 0.6735, decode.d6.loss_dice: 1.0090, decode.d7.loss_cls: 0.5594, decode.d7.loss_mask: 0.6756, decode.d7.loss_dice: 1.0122, decode.d8.loss_cls: 0.5659, decode.d8.loss_mask: 0.6719, decode.d8.loss_dice: 1.0093, loss: 24.0216, grad_norm: 67.6697 +2023-11-06 18:02:56,279 - mmseg - INFO - Iter [28350/160000] lr: 8.228e-05, eta: 17:52:28, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5618, decode.loss_mask: 0.6667, decode.loss_dice: 0.9637, decode.d0.loss_cls: 1.5500, decode.d0.loss_mask: 0.7062, decode.d0.loss_dice: 1.0851, decode.d1.loss_cls: 0.6834, decode.d1.loss_mask: 0.6963, decode.d1.loss_dice: 1.0408, decode.d2.loss_cls: 0.6127, decode.d2.loss_mask: 0.6807, decode.d2.loss_dice: 0.9967, decode.d3.loss_cls: 0.5863, decode.d3.loss_mask: 0.6750, decode.d3.loss_dice: 0.9787, decode.d4.loss_cls: 0.5791, decode.d4.loss_mask: 0.6684, decode.d4.loss_dice: 0.9771, decode.d5.loss_cls: 0.5773, decode.d5.loss_mask: 0.6682, decode.d5.loss_dice: 0.9750, decode.d6.loss_cls: 0.5666, decode.d6.loss_mask: 0.6696, decode.d6.loss_dice: 0.9681, decode.d7.loss_cls: 0.5662, decode.d7.loss_mask: 0.6667, decode.d7.loss_dice: 0.9731, decode.d8.loss_cls: 0.5623, decode.d8.loss_mask: 0.6674, decode.d8.loss_dice: 0.9663, loss: 23.5354, grad_norm: 58.2461 +2023-11-06 18:03:19,334 - mmseg - INFO - Iter [28400/160000] lr: 8.225e-05, eta: 17:51:57, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5724, decode.loss_mask: 0.6613, decode.loss_dice: 0.9813, decode.d0.loss_cls: 1.5708, decode.d0.loss_mask: 0.7028, decode.d0.loss_dice: 1.1024, decode.d1.loss_cls: 0.6879, decode.d1.loss_mask: 0.6910, decode.d1.loss_dice: 1.0647, decode.d2.loss_cls: 0.6196, decode.d2.loss_mask: 0.6720, decode.d2.loss_dice: 1.0207, decode.d3.loss_cls: 0.6032, decode.d3.loss_mask: 0.6631, decode.d3.loss_dice: 0.9835, decode.d4.loss_cls: 0.5915, decode.d4.loss_mask: 0.6606, decode.d4.loss_dice: 0.9826, decode.d5.loss_cls: 0.5806, decode.d5.loss_mask: 0.6599, decode.d5.loss_dice: 0.9855, decode.d6.loss_cls: 0.5808, decode.d6.loss_mask: 0.6594, decode.d6.loss_dice: 0.9743, decode.d7.loss_cls: 0.5766, decode.d7.loss_mask: 0.6627, decode.d7.loss_dice: 0.9824, decode.d8.loss_cls: 0.5749, decode.d8.loss_mask: 0.6590, decode.d8.loss_dice: 0.9824, loss: 23.7099, grad_norm: 62.2258 +2023-11-06 18:03:42,612 - mmseg - INFO - Iter [28450/160000] lr: 8.222e-05, eta: 17:51:27, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.6028, decode.loss_mask: 0.6819, decode.loss_dice: 0.9952, decode.d0.loss_cls: 1.5850, decode.d0.loss_mask: 0.7326, decode.d0.loss_dice: 1.1261, decode.d1.loss_cls: 0.7222, decode.d1.loss_mask: 0.7196, decode.d1.loss_dice: 1.0737, decode.d2.loss_cls: 0.6483, decode.d2.loss_mask: 0.6989, decode.d2.loss_dice: 1.0384, decode.d3.loss_cls: 0.6252, decode.d3.loss_mask: 0.6881, decode.d3.loss_dice: 1.0110, decode.d4.loss_cls: 0.6104, decode.d4.loss_mask: 0.6903, decode.d4.loss_dice: 1.0014, decode.d5.loss_cls: 0.6198, decode.d5.loss_mask: 0.6888, decode.d5.loss_dice: 1.0019, decode.d6.loss_cls: 0.6061, decode.d6.loss_mask: 0.6881, decode.d6.loss_dice: 1.0007, decode.d7.loss_cls: 0.6034, decode.d7.loss_mask: 0.6846, decode.d7.loss_dice: 0.9978, decode.d8.loss_cls: 0.6037, decode.d8.loss_mask: 0.6860, decode.d8.loss_dice: 0.9989, loss: 24.4309, grad_norm: 65.9726 +2023-11-06 18:04:06,227 - mmseg - INFO - Iter [28500/160000] lr: 8.219e-05, eta: 17:50:59, time: 0.472, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5704, decode.loss_mask: 0.6589, decode.loss_dice: 0.9629, decode.d0.loss_cls: 1.5477, decode.d0.loss_mask: 0.6982, decode.d0.loss_dice: 1.0941, decode.d1.loss_cls: 0.6836, decode.d1.loss_mask: 0.6860, decode.d1.loss_dice: 1.0395, decode.d2.loss_cls: 0.6049, decode.d2.loss_mask: 0.6724, decode.d2.loss_dice: 1.0076, decode.d3.loss_cls: 0.5963, decode.d3.loss_mask: 0.6654, decode.d3.loss_dice: 0.9757, decode.d4.loss_cls: 0.5852, decode.d4.loss_mask: 0.6620, decode.d4.loss_dice: 0.9733, decode.d5.loss_cls: 0.5787, decode.d5.loss_mask: 0.6627, decode.d5.loss_dice: 0.9767, decode.d6.loss_cls: 0.5731, decode.d6.loss_mask: 0.6607, decode.d6.loss_dice: 0.9717, decode.d7.loss_cls: 0.5764, decode.d7.loss_mask: 0.6600, decode.d7.loss_dice: 0.9632, decode.d8.loss_cls: 0.5720, decode.d8.loss_mask: 0.6617, decode.d8.loss_dice: 0.9704, loss: 23.5112, grad_norm: 65.2457 +2023-11-06 18:04:29,491 - mmseg - INFO - Iter [28550/160000] lr: 8.216e-05, eta: 17:50:29, time: 0.465, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5540, decode.loss_mask: 0.7076, decode.loss_dice: 0.9954, decode.d0.loss_cls: 1.5289, decode.d0.loss_mask: 0.7503, decode.d0.loss_dice: 1.1129, decode.d1.loss_cls: 0.6540, decode.d1.loss_mask: 0.7384, decode.d1.loss_dice: 1.0652, decode.d2.loss_cls: 0.5957, decode.d2.loss_mask: 0.7170, decode.d2.loss_dice: 1.0240, decode.d3.loss_cls: 0.5742, decode.d3.loss_mask: 0.7118, decode.d3.loss_dice: 1.0024, decode.d4.loss_cls: 0.5654, decode.d4.loss_mask: 0.7135, decode.d4.loss_dice: 1.0039, decode.d5.loss_cls: 0.5625, decode.d5.loss_mask: 0.7121, decode.d5.loss_dice: 1.0026, decode.d6.loss_cls: 0.5631, decode.d6.loss_mask: 0.7128, decode.d6.loss_dice: 0.9923, decode.d7.loss_cls: 0.5590, decode.d7.loss_mask: 0.7078, decode.d7.loss_dice: 0.9930, decode.d8.loss_cls: 0.5499, decode.d8.loss_mask: 0.7094, decode.d8.loss_dice: 0.9968, loss: 24.0760, grad_norm: 68.2796 +2023-11-06 18:04:52,946 - mmseg - INFO - Iter [28600/160000] lr: 8.213e-05, eta: 17:50:00, time: 0.469, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5876, decode.loss_mask: 0.6751, decode.loss_dice: 1.0081, decode.d0.loss_cls: 1.5700, decode.d0.loss_mask: 0.7089, decode.d0.loss_dice: 1.1270, decode.d1.loss_cls: 0.7048, decode.d1.loss_mask: 0.7041, decode.d1.loss_dice: 1.0859, decode.d2.loss_cls: 0.6484, decode.d2.loss_mask: 0.6825, decode.d2.loss_dice: 1.0321, decode.d3.loss_cls: 0.6175, decode.d3.loss_mask: 0.6764, decode.d3.loss_dice: 1.0136, decode.d4.loss_cls: 0.5997, decode.d4.loss_mask: 0.6771, decode.d4.loss_dice: 1.0223, decode.d5.loss_cls: 0.5958, decode.d5.loss_mask: 0.6782, decode.d5.loss_dice: 1.0204, decode.d6.loss_cls: 0.6016, decode.d6.loss_mask: 0.6769, decode.d6.loss_dice: 1.0087, decode.d7.loss_cls: 0.5892, decode.d7.loss_mask: 0.6763, decode.d7.loss_dice: 1.0113, decode.d8.loss_cls: 0.5867, decode.d8.loss_mask: 0.6772, decode.d8.loss_dice: 1.0181, loss: 24.2815, grad_norm: 62.5645 +2023-11-06 18:05:16,609 - mmseg - INFO - Iter [28650/160000] lr: 8.209e-05, eta: 17:49:32, time: 0.473, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5828, decode.loss_mask: 0.6831, decode.loss_dice: 0.9811, decode.d0.loss_cls: 1.5729, decode.d0.loss_mask: 0.7165, decode.d0.loss_dice: 1.0900, decode.d1.loss_cls: 0.6963, decode.d1.loss_mask: 0.7104, decode.d1.loss_dice: 1.0502, decode.d2.loss_cls: 0.6285, decode.d2.loss_mask: 0.6928, decode.d2.loss_dice: 1.0167, decode.d3.loss_cls: 0.6075, decode.d3.loss_mask: 0.6878, decode.d3.loss_dice: 0.9903, decode.d4.loss_cls: 0.5988, decode.d4.loss_mask: 0.6879, decode.d4.loss_dice: 0.9944, decode.d5.loss_cls: 0.5945, decode.d5.loss_mask: 0.6843, decode.d5.loss_dice: 0.9940, decode.d6.loss_cls: 0.5874, decode.d6.loss_mask: 0.6826, decode.d6.loss_dice: 0.9795, decode.d7.loss_cls: 0.5796, decode.d7.loss_mask: 0.6798, decode.d7.loss_dice: 0.9796, decode.d8.loss_cls: 0.5804, decode.d8.loss_mask: 0.6854, decode.d8.loss_dice: 0.9846, loss: 23.9996, grad_norm: 62.0021 +2023-11-06 18:05:39,788 - mmseg - INFO - Iter [28700/160000] lr: 8.206e-05, eta: 17:49:02, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5556, decode.loss_mask: 0.6791, decode.loss_dice: 0.9790, decode.d0.loss_cls: 1.5496, decode.d0.loss_mask: 0.7283, decode.d0.loss_dice: 1.0947, decode.d1.loss_cls: 0.6786, decode.d1.loss_mask: 0.7048, decode.d1.loss_dice: 1.0549, decode.d2.loss_cls: 0.6099, decode.d2.loss_mask: 0.6942, decode.d2.loss_dice: 1.0183, decode.d3.loss_cls: 0.5871, decode.d3.loss_mask: 0.6851, decode.d3.loss_dice: 0.9915, decode.d4.loss_cls: 0.5744, decode.d4.loss_mask: 0.6846, decode.d4.loss_dice: 0.9856, decode.d5.loss_cls: 0.5703, decode.d5.loss_mask: 0.6800, decode.d5.loss_dice: 0.9896, decode.d6.loss_cls: 0.5627, decode.d6.loss_mask: 0.6841, decode.d6.loss_dice: 0.9799, decode.d7.loss_cls: 0.5552, decode.d7.loss_mask: 0.6808, decode.d7.loss_dice: 0.9818, decode.d8.loss_cls: 0.5554, decode.d8.loss_mask: 0.6808, decode.d8.loss_dice: 0.9807, loss: 23.7567, grad_norm: 60.2702 +2023-11-06 18:06:02,862 - mmseg - INFO - Iter [28750/160000] lr: 8.203e-05, eta: 17:48:31, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5708, decode.loss_mask: 0.6900, decode.loss_dice: 0.9748, decode.d0.loss_cls: 1.5769, decode.d0.loss_mask: 0.7175, decode.d0.loss_dice: 1.0987, decode.d1.loss_cls: 0.6868, decode.d1.loss_mask: 0.7102, decode.d1.loss_dice: 1.0544, decode.d2.loss_cls: 0.6239, decode.d2.loss_mask: 0.7010, decode.d2.loss_dice: 1.0139, decode.d3.loss_cls: 0.5969, decode.d3.loss_mask: 0.6933, decode.d3.loss_dice: 0.9877, decode.d4.loss_cls: 0.5861, decode.d4.loss_mask: 0.6958, decode.d4.loss_dice: 0.9872, decode.d5.loss_cls: 0.5856, decode.d5.loss_mask: 0.6903, decode.d5.loss_dice: 0.9881, decode.d6.loss_cls: 0.5779, decode.d6.loss_mask: 0.6903, decode.d6.loss_dice: 0.9781, decode.d7.loss_cls: 0.5757, decode.d7.loss_mask: 0.6870, decode.d7.loss_dice: 0.9802, decode.d8.loss_cls: 0.5750, decode.d8.loss_mask: 0.6887, decode.d8.loss_dice: 0.9774, loss: 23.9604, grad_norm: 63.3129 +2023-11-06 18:06:25,795 - mmseg - INFO - Iter [28800/160000] lr: 8.200e-05, eta: 17:48:00, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5827, decode.loss_mask: 0.6870, decode.loss_dice: 0.9810, decode.d0.loss_cls: 1.5495, decode.d0.loss_mask: 0.7365, decode.d0.loss_dice: 1.1141, decode.d1.loss_cls: 0.7086, decode.d1.loss_mask: 0.7079, decode.d1.loss_dice: 1.0560, decode.d2.loss_cls: 0.6377, decode.d2.loss_mask: 0.6942, decode.d2.loss_dice: 1.0201, decode.d3.loss_cls: 0.6179, decode.d3.loss_mask: 0.6843, decode.d3.loss_dice: 0.9876, decode.d4.loss_cls: 0.6072, decode.d4.loss_mask: 0.6865, decode.d4.loss_dice: 0.9851, decode.d5.loss_cls: 0.5925, decode.d5.loss_mask: 0.6901, decode.d5.loss_dice: 0.9854, decode.d6.loss_cls: 0.5912, decode.d6.loss_mask: 0.6836, decode.d6.loss_dice: 0.9817, decode.d7.loss_cls: 0.5868, decode.d7.loss_mask: 0.6892, decode.d7.loss_dice: 0.9825, decode.d8.loss_cls: 0.5804, decode.d8.loss_mask: 0.6838, decode.d8.loss_dice: 0.9779, loss: 24.0691, grad_norm: 63.5275 +2023-11-06 18:06:48,837 - mmseg - INFO - Iter [28850/160000] lr: 8.197e-05, eta: 17:47:29, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5803, decode.loss_mask: 0.6535, decode.loss_dice: 0.9821, decode.d0.loss_cls: 1.5767, decode.d0.loss_mask: 0.6968, decode.d0.loss_dice: 1.0966, decode.d1.loss_cls: 0.6923, decode.d1.loss_mask: 0.6763, decode.d1.loss_dice: 1.0461, decode.d2.loss_cls: 0.6278, decode.d2.loss_mask: 0.6666, decode.d2.loss_dice: 1.0166, decode.d3.loss_cls: 0.6117, decode.d3.loss_mask: 0.6551, decode.d3.loss_dice: 0.9899, decode.d4.loss_cls: 0.5957, decode.d4.loss_mask: 0.6573, decode.d4.loss_dice: 0.9913, decode.d5.loss_cls: 0.5924, decode.d5.loss_mask: 0.6590, decode.d5.loss_dice: 0.9901, decode.d6.loss_cls: 0.5914, decode.d6.loss_mask: 0.6549, decode.d6.loss_dice: 0.9776, decode.d7.loss_cls: 0.5805, decode.d7.loss_mask: 0.6563, decode.d7.loss_dice: 0.9843, decode.d8.loss_cls: 0.5786, decode.d8.loss_mask: 0.6563, decode.d8.loss_dice: 0.9840, loss: 23.7181, grad_norm: 60.0941 +2023-11-06 18:07:11,756 - mmseg - INFO - Iter [28900/160000] lr: 8.194e-05, eta: 17:46:58, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5642, decode.loss_mask: 0.6765, decode.loss_dice: 0.9524, decode.d0.loss_cls: 1.5458, decode.d0.loss_mask: 0.7138, decode.d0.loss_dice: 1.0708, decode.d1.loss_cls: 0.6612, decode.d1.loss_mask: 0.7046, decode.d1.loss_dice: 1.0297, decode.d2.loss_cls: 0.6102, decode.d2.loss_mask: 0.6888, decode.d2.loss_dice: 0.9857, decode.d3.loss_cls: 0.5862, decode.d3.loss_mask: 0.6788, decode.d3.loss_dice: 0.9579, decode.d4.loss_cls: 0.5771, decode.d4.loss_mask: 0.6741, decode.d4.loss_dice: 0.9630, decode.d5.loss_cls: 0.5759, decode.d5.loss_mask: 0.6751, decode.d5.loss_dice: 0.9632, decode.d6.loss_cls: 0.5714, decode.d6.loss_mask: 0.6721, decode.d6.loss_dice: 0.9533, decode.d7.loss_cls: 0.5619, decode.d7.loss_mask: 0.6722, decode.d7.loss_dice: 0.9541, decode.d8.loss_cls: 0.5664, decode.d8.loss_mask: 0.6750, decode.d8.loss_dice: 0.9511, loss: 23.4324, grad_norm: 61.8361 +2023-11-06 18:07:34,850 - mmseg - INFO - Iter [28950/160000] lr: 8.191e-05, eta: 17:46:28, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5586, decode.loss_mask: 0.6561, decode.loss_dice: 0.9554, decode.d0.loss_cls: 1.5589, decode.d0.loss_mask: 0.7000, decode.d0.loss_dice: 1.0733, decode.d1.loss_cls: 0.6730, decode.d1.loss_mask: 0.6846, decode.d1.loss_dice: 1.0232, decode.d2.loss_cls: 0.6052, decode.d2.loss_mask: 0.6656, decode.d2.loss_dice: 0.9800, decode.d3.loss_cls: 0.5772, decode.d3.loss_mask: 0.6611, decode.d3.loss_dice: 0.9590, decode.d4.loss_cls: 0.5610, decode.d4.loss_mask: 0.6605, decode.d4.loss_dice: 0.9639, decode.d5.loss_cls: 0.5559, decode.d5.loss_mask: 0.6596, decode.d5.loss_dice: 0.9661, decode.d6.loss_cls: 0.5555, decode.d6.loss_mask: 0.6552, decode.d6.loss_dice: 0.9539, decode.d7.loss_cls: 0.5624, decode.d7.loss_mask: 0.6588, decode.d7.loss_dice: 0.9564, decode.d8.loss_cls: 0.5566, decode.d8.loss_mask: 0.6562, decode.d8.loss_dice: 0.9518, loss: 23.2051, grad_norm: 65.5548 +2023-11-06 18:07:58,170 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 18:07:58,170 - mmseg - INFO - Iter [29000/160000] lr: 8.188e-05, eta: 17:45:58, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5855, decode.loss_mask: 0.6619, decode.loss_dice: 0.9934, decode.d0.loss_cls: 1.6042, decode.d0.loss_mask: 0.7046, decode.d0.loss_dice: 1.1277, decode.d1.loss_cls: 0.7046, decode.d1.loss_mask: 0.6923, decode.d1.loss_dice: 1.0709, decode.d2.loss_cls: 0.6335, decode.d2.loss_mask: 0.6717, decode.d2.loss_dice: 1.0332, decode.d3.loss_cls: 0.6145, decode.d3.loss_mask: 0.6633, decode.d3.loss_dice: 0.9996, decode.d4.loss_cls: 0.6009, decode.d4.loss_mask: 0.6635, decode.d4.loss_dice: 1.0011, decode.d5.loss_cls: 0.5929, decode.d5.loss_mask: 0.6616, decode.d5.loss_dice: 0.9971, decode.d6.loss_cls: 0.5935, decode.d6.loss_mask: 0.6620, decode.d6.loss_dice: 0.9931, decode.d7.loss_cls: 0.5828, decode.d7.loss_mask: 0.6646, decode.d7.loss_dice: 0.9962, decode.d8.loss_cls: 0.5853, decode.d8.loss_mask: 0.6643, decode.d8.loss_dice: 1.0022, loss: 24.0219, grad_norm: 69.5189 +2023-11-06 18:08:23,814 - mmseg - INFO - Iter [29050/160000] lr: 8.184e-05, eta: 17:45:39, time: 0.513, data_time: 0.058, memory: 39436, decode.loss_cls: 0.5938, decode.loss_mask: 0.6670, decode.loss_dice: 0.9975, decode.d0.loss_cls: 1.5810, decode.d0.loss_mask: 0.7081, decode.d0.loss_dice: 1.1059, decode.d1.loss_cls: 0.7007, decode.d1.loss_mask: 0.6966, decode.d1.loss_dice: 1.0606, decode.d2.loss_cls: 0.6394, decode.d2.loss_mask: 0.6766, decode.d2.loss_dice: 1.0214, decode.d3.loss_cls: 0.6106, decode.d3.loss_mask: 0.6698, decode.d3.loss_dice: 1.0062, decode.d4.loss_cls: 0.5990, decode.d4.loss_mask: 0.6703, decode.d4.loss_dice: 1.0031, decode.d5.loss_cls: 0.5914, decode.d5.loss_mask: 0.6683, decode.d5.loss_dice: 1.0053, decode.d6.loss_cls: 0.5922, decode.d6.loss_mask: 0.6653, decode.d6.loss_dice: 0.9971, decode.d7.loss_cls: 0.5854, decode.d7.loss_mask: 0.6695, decode.d7.loss_dice: 0.9963, decode.d8.loss_cls: 0.5862, decode.d8.loss_mask: 0.6627, decode.d8.loss_dice: 0.9943, loss: 24.0215, grad_norm: 69.8389 +2023-11-06 18:08:47,025 - mmseg - INFO - Iter [29100/160000] lr: 8.181e-05, eta: 17:45:10, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5523, decode.loss_mask: 0.6639, decode.loss_dice: 0.9382, decode.d0.loss_cls: 1.5609, decode.d0.loss_mask: 0.7047, decode.d0.loss_dice: 1.0599, decode.d1.loss_cls: 0.6695, decode.d1.loss_mask: 0.6882, decode.d1.loss_dice: 1.0065, decode.d2.loss_cls: 0.6020, decode.d2.loss_mask: 0.6695, decode.d2.loss_dice: 0.9640, decode.d3.loss_cls: 0.5728, decode.d3.loss_mask: 0.6673, decode.d3.loss_dice: 0.9508, decode.d4.loss_cls: 0.5616, decode.d4.loss_mask: 0.6678, decode.d4.loss_dice: 0.9435, decode.d5.loss_cls: 0.5536, decode.d5.loss_mask: 0.6651, decode.d5.loss_dice: 0.9396, decode.d6.loss_cls: 0.5534, decode.d6.loss_mask: 0.6657, decode.d6.loss_dice: 0.9415, decode.d7.loss_cls: 0.5472, decode.d7.loss_mask: 0.6645, decode.d7.loss_dice: 0.9414, decode.d8.loss_cls: 0.5485, decode.d8.loss_mask: 0.6638, decode.d8.loss_dice: 0.9393, loss: 23.0671, grad_norm: 62.9062 +2023-11-06 18:09:10,333 - mmseg - INFO - Iter [29150/160000] lr: 8.178e-05, eta: 17:44:40, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5435, decode.loss_mask: 0.6692, decode.loss_dice: 0.9612, decode.d0.loss_cls: 1.5605, decode.d0.loss_mask: 0.7041, decode.d0.loss_dice: 1.0764, decode.d1.loss_cls: 0.6712, decode.d1.loss_mask: 0.6900, decode.d1.loss_dice: 1.0293, decode.d2.loss_cls: 0.5980, decode.d2.loss_mask: 0.6720, decode.d2.loss_dice: 0.9918, decode.d3.loss_cls: 0.5721, decode.d3.loss_mask: 0.6708, decode.d3.loss_dice: 0.9662, decode.d4.loss_cls: 0.5673, decode.d4.loss_mask: 0.6675, decode.d4.loss_dice: 0.9689, decode.d5.loss_cls: 0.5562, decode.d5.loss_mask: 0.6696, decode.d5.loss_dice: 0.9713, decode.d6.loss_cls: 0.5557, decode.d6.loss_mask: 0.6680, decode.d6.loss_dice: 0.9640, decode.d7.loss_cls: 0.5493, decode.d7.loss_mask: 0.6692, decode.d7.loss_dice: 0.9720, decode.d8.loss_cls: 0.5515, decode.d8.loss_mask: 0.6730, decode.d8.loss_dice: 0.9636, loss: 23.3432, grad_norm: 60.7892 +2023-11-06 18:09:33,407 - mmseg - INFO - Iter [29200/160000] lr: 8.175e-05, eta: 17:44:10, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5587, decode.loss_mask: 0.6546, decode.loss_dice: 0.9370, decode.d0.loss_cls: 1.5728, decode.d0.loss_mask: 0.6987, decode.d0.loss_dice: 1.0534, decode.d1.loss_cls: 0.6836, decode.d1.loss_mask: 0.6846, decode.d1.loss_dice: 1.0099, decode.d2.loss_cls: 0.6089, decode.d2.loss_mask: 0.6650, decode.d2.loss_dice: 0.9707, decode.d3.loss_cls: 0.5882, decode.d3.loss_mask: 0.6566, decode.d3.loss_dice: 0.9496, decode.d4.loss_cls: 0.5754, decode.d4.loss_mask: 0.6622, decode.d4.loss_dice: 0.9483, decode.d5.loss_cls: 0.5656, decode.d5.loss_mask: 0.6577, decode.d5.loss_dice: 0.9474, decode.d6.loss_cls: 0.5619, decode.d6.loss_mask: 0.6558, decode.d6.loss_dice: 0.9454, decode.d7.loss_cls: 0.5576, decode.d7.loss_mask: 0.6550, decode.d7.loss_dice: 0.9460, decode.d8.loss_cls: 0.5587, decode.d8.loss_mask: 0.6558, decode.d8.loss_dice: 0.9419, loss: 23.1272, grad_norm: 70.8091 +2023-11-06 18:09:56,522 - mmseg - INFO - Iter [29250/160000] lr: 8.172e-05, eta: 17:43:40, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5403, decode.loss_mask: 0.6381, decode.loss_dice: 0.9578, decode.d0.loss_cls: 1.5060, decode.d0.loss_mask: 0.6814, decode.d0.loss_dice: 1.0849, decode.d1.loss_cls: 0.6563, decode.d1.loss_mask: 0.6680, decode.d1.loss_dice: 1.0344, decode.d2.loss_cls: 0.5881, decode.d2.loss_mask: 0.6527, decode.d2.loss_dice: 0.9991, decode.d3.loss_cls: 0.5655, decode.d3.loss_mask: 0.6443, decode.d3.loss_dice: 0.9698, decode.d4.loss_cls: 0.5535, decode.d4.loss_mask: 0.6423, decode.d4.loss_dice: 0.9672, decode.d5.loss_cls: 0.5476, decode.d5.loss_mask: 0.6415, decode.d5.loss_dice: 0.9676, decode.d6.loss_cls: 0.5404, decode.d6.loss_mask: 0.6392, decode.d6.loss_dice: 0.9659, decode.d7.loss_cls: 0.5401, decode.d7.loss_mask: 0.6413, decode.d7.loss_dice: 0.9650, decode.d8.loss_cls: 0.5373, decode.d8.loss_mask: 0.6394, decode.d8.loss_dice: 0.9647, loss: 22.9397, grad_norm: 59.7798 +2023-11-06 18:10:19,722 - mmseg - INFO - Iter [29300/160000] lr: 8.169e-05, eta: 17:43:10, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5721, decode.loss_mask: 0.6494, decode.loss_dice: 0.9793, decode.d0.loss_cls: 1.5775, decode.d0.loss_mask: 0.6902, decode.d0.loss_dice: 1.1084, decode.d1.loss_cls: 0.6930, decode.d1.loss_mask: 0.6781, decode.d1.loss_dice: 1.0570, decode.d2.loss_cls: 0.6237, decode.d2.loss_mask: 0.6550, decode.d2.loss_dice: 1.0138, decode.d3.loss_cls: 0.5944, decode.d3.loss_mask: 0.6520, decode.d3.loss_dice: 0.9948, decode.d4.loss_cls: 0.5806, decode.d4.loss_mask: 0.6518, decode.d4.loss_dice: 0.9926, decode.d5.loss_cls: 0.5864, decode.d5.loss_mask: 0.6482, decode.d5.loss_dice: 0.9848, decode.d6.loss_cls: 0.5823, decode.d6.loss_mask: 0.6483, decode.d6.loss_dice: 0.9790, decode.d7.loss_cls: 0.5745, decode.d7.loss_mask: 0.6513, decode.d7.loss_dice: 0.9837, decode.d8.loss_cls: 0.5721, decode.d8.loss_mask: 0.6527, decode.d8.loss_dice: 0.9863, loss: 23.6130, grad_norm: 65.8419 +2023-11-06 18:10:42,692 - mmseg - INFO - Iter [29350/160000] lr: 8.166e-05, eta: 17:42:39, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5697, decode.loss_mask: 0.6828, decode.loss_dice: 0.9915, decode.d0.loss_cls: 1.5328, decode.d0.loss_mask: 0.7320, decode.d0.loss_dice: 1.1087, decode.d1.loss_cls: 0.6903, decode.d1.loss_mask: 0.7077, decode.d1.loss_dice: 1.0661, decode.d2.loss_cls: 0.6155, decode.d2.loss_mask: 0.6904, decode.d2.loss_dice: 1.0231, decode.d3.loss_cls: 0.5927, decode.d3.loss_mask: 0.6838, decode.d3.loss_dice: 0.9991, decode.d4.loss_cls: 0.5801, decode.d4.loss_mask: 0.6879, decode.d4.loss_dice: 0.9995, decode.d5.loss_cls: 0.5696, decode.d5.loss_mask: 0.6875, decode.d5.loss_dice: 0.9923, decode.d6.loss_cls: 0.5726, decode.d6.loss_mask: 0.6865, decode.d6.loss_dice: 0.9903, decode.d7.loss_cls: 0.5709, decode.d7.loss_mask: 0.6851, decode.d7.loss_dice: 0.9882, decode.d8.loss_cls: 0.5651, decode.d8.loss_mask: 0.6865, decode.d8.loss_dice: 0.9923, loss: 23.9406, grad_norm: 68.2324 +2023-11-06 18:11:05,878 - mmseg - INFO - Iter [29400/160000] lr: 8.163e-05, eta: 17:42:09, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5399, decode.loss_mask: 0.6875, decode.loss_dice: 0.9886, decode.d0.loss_cls: 1.5443, decode.d0.loss_mask: 0.7189, decode.d0.loss_dice: 1.1052, decode.d1.loss_cls: 0.6638, decode.d1.loss_mask: 0.7074, decode.d1.loss_dice: 1.0492, decode.d2.loss_cls: 0.5966, decode.d2.loss_mask: 0.6990, decode.d2.loss_dice: 1.0248, decode.d3.loss_cls: 0.5703, decode.d3.loss_mask: 0.6821, decode.d3.loss_dice: 1.0026, decode.d4.loss_cls: 0.5625, decode.d4.loss_mask: 0.6881, decode.d4.loss_dice: 1.0000, decode.d5.loss_cls: 0.5508, decode.d5.loss_mask: 0.6846, decode.d5.loss_dice: 0.9998, decode.d6.loss_cls: 0.5560, decode.d6.loss_mask: 0.6865, decode.d6.loss_dice: 0.9885, decode.d7.loss_cls: 0.5383, decode.d7.loss_mask: 0.6869, decode.d7.loss_dice: 0.9919, decode.d8.loss_cls: 0.5375, decode.d8.loss_mask: 0.6876, decode.d8.loss_dice: 0.9957, loss: 23.7346, grad_norm: 67.9439 +2023-11-06 18:11:29,316 - mmseg - INFO - Iter [29450/160000] lr: 8.159e-05, eta: 17:41:41, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5425, decode.loss_mask: 0.6580, decode.loss_dice: 0.9694, decode.d0.loss_cls: 1.5328, decode.d0.loss_mask: 0.6993, decode.d0.loss_dice: 1.0846, decode.d1.loss_cls: 0.6519, decode.d1.loss_mask: 0.6744, decode.d1.loss_dice: 1.0432, decode.d2.loss_cls: 0.5867, decode.d2.loss_mask: 0.6645, decode.d2.loss_dice: 0.9996, decode.d3.loss_cls: 0.5630, decode.d3.loss_mask: 0.6600, decode.d3.loss_dice: 0.9815, decode.d4.loss_cls: 0.5530, decode.d4.loss_mask: 0.6602, decode.d4.loss_dice: 0.9805, decode.d5.loss_cls: 0.5496, decode.d5.loss_mask: 0.6596, decode.d5.loss_dice: 0.9819, decode.d6.loss_cls: 0.5478, decode.d6.loss_mask: 0.6539, decode.d6.loss_dice: 0.9714, decode.d7.loss_cls: 0.5452, decode.d7.loss_mask: 0.6544, decode.d7.loss_dice: 0.9747, decode.d8.loss_cls: 0.5415, decode.d8.loss_mask: 0.6576, decode.d8.loss_dice: 0.9721, loss: 23.2149, grad_norm: 64.3569 +2023-11-06 18:11:52,632 - mmseg - INFO - Iter [29500/160000] lr: 8.156e-05, eta: 17:41:11, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5582, decode.loss_mask: 0.6742, decode.loss_dice: 0.9809, decode.d0.loss_cls: 1.5220, decode.d0.loss_mask: 0.7142, decode.d0.loss_dice: 1.0877, decode.d1.loss_cls: 0.6630, decode.d1.loss_mask: 0.7018, decode.d1.loss_dice: 1.0436, decode.d2.loss_cls: 0.5870, decode.d2.loss_mask: 0.6838, decode.d2.loss_dice: 1.0107, decode.d3.loss_cls: 0.5682, decode.d3.loss_mask: 0.6764, decode.d3.loss_dice: 0.9889, decode.d4.loss_cls: 0.5635, decode.d4.loss_mask: 0.6751, decode.d4.loss_dice: 0.9838, decode.d5.loss_cls: 0.5577, decode.d5.loss_mask: 0.6790, decode.d5.loss_dice: 0.9821, decode.d6.loss_cls: 0.5556, decode.d6.loss_mask: 0.6798, decode.d6.loss_dice: 0.9846, decode.d7.loss_cls: 0.5571, decode.d7.loss_mask: 0.6770, decode.d7.loss_dice: 0.9831, decode.d8.loss_cls: 0.5560, decode.d8.loss_mask: 0.6761, decode.d8.loss_dice: 0.9867, loss: 23.5580, grad_norm: 66.8919 +2023-11-06 18:12:15,997 - mmseg - INFO - Iter [29550/160000] lr: 8.153e-05, eta: 17:40:43, time: 0.467, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5472, decode.loss_mask: 0.6864, decode.loss_dice: 0.9854, decode.d0.loss_cls: 1.5037, decode.d0.loss_mask: 0.7391, decode.d0.loss_dice: 1.1032, decode.d1.loss_cls: 0.6723, decode.d1.loss_mask: 0.7089, decode.d1.loss_dice: 1.0661, decode.d2.loss_cls: 0.5950, decode.d2.loss_mask: 0.6999, decode.d2.loss_dice: 1.0274, decode.d3.loss_cls: 0.5705, decode.d3.loss_mask: 0.6935, decode.d3.loss_dice: 1.0049, decode.d4.loss_cls: 0.5568, decode.d4.loss_mask: 0.6918, decode.d4.loss_dice: 1.0015, decode.d5.loss_cls: 0.5515, decode.d5.loss_mask: 0.6877, decode.d5.loss_dice: 0.9970, decode.d6.loss_cls: 0.5506, decode.d6.loss_mask: 0.6876, decode.d6.loss_dice: 0.9890, decode.d7.loss_cls: 0.5488, decode.d7.loss_mask: 0.6871, decode.d7.loss_dice: 0.9867, decode.d8.loss_cls: 0.5472, decode.d8.loss_mask: 0.6858, decode.d8.loss_dice: 0.9829, loss: 23.7555, grad_norm: 64.2318 +2023-11-06 18:12:39,691 - mmseg - INFO - Iter [29600/160000] lr: 8.150e-05, eta: 17:40:15, time: 0.474, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5438, decode.loss_mask: 0.6675, decode.loss_dice: 0.9353, decode.d0.loss_cls: 1.5078, decode.d0.loss_mask: 0.7136, decode.d0.loss_dice: 1.0566, decode.d1.loss_cls: 0.6419, decode.d1.loss_mask: 0.6999, decode.d1.loss_dice: 1.0113, decode.d2.loss_cls: 0.5754, decode.d2.loss_mask: 0.6876, decode.d2.loss_dice: 0.9727, decode.d3.loss_cls: 0.5483, decode.d3.loss_mask: 0.6803, decode.d3.loss_dice: 0.9541, decode.d4.loss_cls: 0.5477, decode.d4.loss_mask: 0.6756, decode.d4.loss_dice: 0.9560, decode.d5.loss_cls: 0.5440, decode.d5.loss_mask: 0.6743, decode.d5.loss_dice: 0.9460, decode.d6.loss_cls: 0.5416, decode.d6.loss_mask: 0.6734, decode.d6.loss_dice: 0.9451, decode.d7.loss_cls: 0.5400, decode.d7.loss_mask: 0.6695, decode.d7.loss_dice: 0.9430, decode.d8.loss_cls: 0.5443, decode.d8.loss_mask: 0.6689, decode.d8.loss_dice: 0.9385, loss: 23.0037, grad_norm: 68.6956 +2023-11-06 18:13:02,747 - mmseg - INFO - Iter [29650/160000] lr: 8.147e-05, eta: 17:39:45, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5773, decode.loss_mask: 0.6700, decode.loss_dice: 1.0179, decode.d0.loss_cls: 1.5603, decode.d0.loss_mask: 0.7163, decode.d0.loss_dice: 1.1406, decode.d1.loss_cls: 0.6861, decode.d1.loss_mask: 0.7039, decode.d1.loss_dice: 1.0832, decode.d2.loss_cls: 0.6244, decode.d2.loss_mask: 0.6853, decode.d2.loss_dice: 1.0454, decode.d3.loss_cls: 0.6016, decode.d3.loss_mask: 0.6753, decode.d3.loss_dice: 1.0232, decode.d4.loss_cls: 0.5881, decode.d4.loss_mask: 0.6749, decode.d4.loss_dice: 1.0226, decode.d5.loss_cls: 0.5866, decode.d5.loss_mask: 0.6753, decode.d5.loss_dice: 1.0232, decode.d6.loss_cls: 0.5837, decode.d6.loss_mask: 0.6757, decode.d6.loss_dice: 1.0140, decode.d7.loss_cls: 0.5791, decode.d7.loss_mask: 0.6798, decode.d7.loss_dice: 1.0221, decode.d8.loss_cls: 0.5769, decode.d8.loss_mask: 0.6727, decode.d8.loss_dice: 1.0202, loss: 24.2057, grad_norm: 67.7635 +2023-11-06 18:13:25,706 - mmseg - INFO - Iter [29700/160000] lr: 8.144e-05, eta: 17:39:14, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5317, decode.loss_mask: 0.6848, decode.loss_dice: 0.9741, decode.d0.loss_cls: 1.5133, decode.d0.loss_mask: 0.7258, decode.d0.loss_dice: 1.0902, decode.d1.loss_cls: 0.6374, decode.d1.loss_mask: 0.7114, decode.d1.loss_dice: 1.0396, decode.d2.loss_cls: 0.5728, decode.d2.loss_mask: 0.6978, decode.d2.loss_dice: 1.0115, decode.d3.loss_cls: 0.5558, decode.d3.loss_mask: 0.6914, decode.d3.loss_dice: 0.9804, decode.d4.loss_cls: 0.5420, decode.d4.loss_mask: 0.6912, decode.d4.loss_dice: 0.9800, decode.d5.loss_cls: 0.5337, decode.d5.loss_mask: 0.6891, decode.d5.loss_dice: 0.9840, decode.d6.loss_cls: 0.5383, decode.d6.loss_mask: 0.6860, decode.d6.loss_dice: 0.9701, decode.d7.loss_cls: 0.5364, decode.d7.loss_mask: 0.6861, decode.d7.loss_dice: 0.9732, decode.d8.loss_cls: 0.5316, decode.d8.loss_mask: 0.6868, decode.d8.loss_dice: 0.9742, loss: 23.4208, grad_norm: 66.2127 +2023-11-06 18:13:48,488 - mmseg - INFO - Iter [29750/160000] lr: 8.141e-05, eta: 17:38:43, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5648, decode.loss_mask: 0.6717, decode.loss_dice: 0.9468, decode.d0.loss_cls: 1.5554, decode.d0.loss_mask: 0.7104, decode.d0.loss_dice: 1.0754, decode.d1.loss_cls: 0.6755, decode.d1.loss_mask: 0.7036, decode.d1.loss_dice: 1.0312, decode.d2.loss_cls: 0.6155, decode.d2.loss_mask: 0.6893, decode.d2.loss_dice: 0.9885, decode.d3.loss_cls: 0.5968, decode.d3.loss_mask: 0.6791, decode.d3.loss_dice: 0.9675, decode.d4.loss_cls: 0.5791, decode.d4.loss_mask: 0.6767, decode.d4.loss_dice: 0.9626, decode.d5.loss_cls: 0.5676, decode.d5.loss_mask: 0.6800, decode.d5.loss_dice: 0.9590, decode.d6.loss_cls: 0.5690, decode.d6.loss_mask: 0.6754, decode.d6.loss_dice: 0.9480, decode.d7.loss_cls: 0.5645, decode.d7.loss_mask: 0.6766, decode.d7.loss_dice: 0.9511, decode.d8.loss_cls: 0.5624, decode.d8.loss_mask: 0.6735, decode.d8.loss_dice: 0.9528, loss: 23.4700, grad_norm: 68.4563 +2023-11-06 18:14:11,565 - mmseg - INFO - Iter [29800/160000] lr: 8.138e-05, eta: 17:38:13, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5555, decode.loss_mask: 0.6643, decode.loss_dice: 0.9972, decode.d0.loss_cls: 1.5517, decode.d0.loss_mask: 0.6943, decode.d0.loss_dice: 1.1060, decode.d1.loss_cls: 0.6811, decode.d1.loss_mask: 0.6864, decode.d1.loss_dice: 1.0600, decode.d2.loss_cls: 0.6068, decode.d2.loss_mask: 0.6662, decode.d2.loss_dice: 1.0277, decode.d3.loss_cls: 0.5777, decode.d3.loss_mask: 0.6629, decode.d3.loss_dice: 1.0080, decode.d4.loss_cls: 0.5725, decode.d4.loss_mask: 0.6614, decode.d4.loss_dice: 1.0055, decode.d5.loss_cls: 0.5609, decode.d5.loss_mask: 0.6603, decode.d5.loss_dice: 1.0100, decode.d6.loss_cls: 0.5643, decode.d6.loss_mask: 0.6582, decode.d6.loss_dice: 0.9957, decode.d7.loss_cls: 0.5523, decode.d7.loss_mask: 0.6607, decode.d7.loss_dice: 0.9961, decode.d8.loss_cls: 0.5538, decode.d8.loss_mask: 0.6626, decode.d8.loss_dice: 0.9959, loss: 23.6563, grad_norm: 72.2399 +2023-11-06 18:14:34,875 - mmseg - INFO - Iter [29850/160000] lr: 8.134e-05, eta: 17:37:44, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5633, decode.loss_mask: 0.6652, decode.loss_dice: 0.9589, decode.d0.loss_cls: 1.5343, decode.d0.loss_mask: 0.7070, decode.d0.loss_dice: 1.0798, decode.d1.loss_cls: 0.6640, decode.d1.loss_mask: 0.6904, decode.d1.loss_dice: 1.0451, decode.d2.loss_cls: 0.6074, decode.d2.loss_mask: 0.6756, decode.d2.loss_dice: 0.9917, decode.d3.loss_cls: 0.5883, decode.d3.loss_mask: 0.6660, decode.d3.loss_dice: 0.9659, decode.d4.loss_cls: 0.5786, decode.d4.loss_mask: 0.6670, decode.d4.loss_dice: 0.9706, decode.d5.loss_cls: 0.5760, decode.d5.loss_mask: 0.6672, decode.d5.loss_dice: 0.9710, decode.d6.loss_cls: 0.5696, decode.d6.loss_mask: 0.6639, decode.d6.loss_dice: 0.9636, decode.d7.loss_cls: 0.5634, decode.d7.loss_mask: 0.6632, decode.d7.loss_dice: 0.9641, decode.d8.loss_cls: 0.5648, decode.d8.loss_mask: 0.6633, decode.d8.loss_dice: 0.9605, loss: 23.4096, grad_norm: 68.1364 +2023-11-06 18:14:58,104 - mmseg - INFO - Iter [29900/160000] lr: 8.131e-05, eta: 17:37:14, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5521, decode.loss_mask: 0.6702, decode.loss_dice: 0.9687, decode.d0.loss_cls: 1.5482, decode.d0.loss_mask: 0.7100, decode.d0.loss_dice: 1.0899, decode.d1.loss_cls: 0.6658, decode.d1.loss_mask: 0.7000, decode.d1.loss_dice: 1.0489, decode.d2.loss_cls: 0.6086, decode.d2.loss_mask: 0.6806, decode.d2.loss_dice: 1.0080, decode.d3.loss_cls: 0.5876, decode.d3.loss_mask: 0.6719, decode.d3.loss_dice: 0.9782, decode.d4.loss_cls: 0.5718, decode.d4.loss_mask: 0.6694, decode.d4.loss_dice: 0.9791, decode.d5.loss_cls: 0.5688, decode.d5.loss_mask: 0.6703, decode.d5.loss_dice: 0.9746, decode.d6.loss_cls: 0.5642, decode.d6.loss_mask: 0.6683, decode.d6.loss_dice: 0.9662, decode.d7.loss_cls: 0.5545, decode.d7.loss_mask: 0.6689, decode.d7.loss_dice: 0.9674, decode.d8.loss_cls: 0.5516, decode.d8.loss_mask: 0.6720, decode.d8.loss_dice: 0.9725, loss: 23.5084, grad_norm: 62.9369 +2023-11-06 18:15:21,172 - mmseg - INFO - Iter [29950/160000] lr: 8.128e-05, eta: 17:36:44, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5647, decode.loss_mask: 0.6648, decode.loss_dice: 0.9852, decode.d0.loss_cls: 1.5360, decode.d0.loss_mask: 0.7055, decode.d0.loss_dice: 1.0957, decode.d1.loss_cls: 0.6802, decode.d1.loss_mask: 0.6917, decode.d1.loss_dice: 1.0490, decode.d2.loss_cls: 0.6046, decode.d2.loss_mask: 0.6728, decode.d2.loss_dice: 1.0175, decode.d3.loss_cls: 0.5768, decode.d3.loss_mask: 0.6665, decode.d3.loss_dice: 0.9909, decode.d4.loss_cls: 0.5717, decode.d4.loss_mask: 0.6663, decode.d4.loss_dice: 0.9836, decode.d5.loss_cls: 0.5667, decode.d5.loss_mask: 0.6644, decode.d5.loss_dice: 0.9896, decode.d6.loss_cls: 0.5695, decode.d6.loss_mask: 0.6614, decode.d6.loss_dice: 0.9838, decode.d7.loss_cls: 0.5617, decode.d7.loss_mask: 0.6627, decode.d7.loss_dice: 0.9850, decode.d8.loss_cls: 0.5669, decode.d8.loss_mask: 0.6608, decode.d8.loss_dice: 0.9836, loss: 23.5796, grad_norm: 63.0685 +2023-11-06 18:15:44,300 - mmseg - INFO - Saving checkpoint at 30000 iterations +2023-11-06 18:15:46,726 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 18:15:46,726 - mmseg - INFO - Iter [30000/160000] lr: 8.125e-05, eta: 17:36:25, time: 0.511, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5587, decode.loss_mask: 0.6701, decode.loss_dice: 0.9796, decode.d0.loss_cls: 1.5639, decode.d0.loss_mask: 0.7129, decode.d0.loss_dice: 1.0994, decode.d1.loss_cls: 0.6601, decode.d1.loss_mask: 0.6967, decode.d1.loss_dice: 1.0588, decode.d2.loss_cls: 0.6017, decode.d2.loss_mask: 0.6824, decode.d2.loss_dice: 1.0145, decode.d3.loss_cls: 0.5787, decode.d3.loss_mask: 0.6724, decode.d3.loss_dice: 0.9902, decode.d4.loss_cls: 0.5663, decode.d4.loss_mask: 0.6714, decode.d4.loss_dice: 0.9889, decode.d5.loss_cls: 0.5658, decode.d5.loss_mask: 0.6709, decode.d5.loss_dice: 0.9849, decode.d6.loss_cls: 0.5666, decode.d6.loss_mask: 0.6727, decode.d6.loss_dice: 0.9805, decode.d7.loss_cls: 0.5589, decode.d7.loss_mask: 0.6722, decode.d7.loss_dice: 0.9775, decode.d8.loss_cls: 0.5562, decode.d8.loss_mask: 0.6711, decode.d8.loss_dice: 0.9767, loss: 23.6207, grad_norm: 59.5057 +2023-11-06 18:16:06,891 - mmseg - INFO - per class results: +2023-11-06 18:16:06,896 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 78.54 | 86.5 | +| building | 81.85 | 88.44 | +| sky | 94.5 | 97.43 | +| floor | 81.69 | 90.54 | +| tree | 75.96 | 86.92 | +| ceiling | 84.53 | 92.61 | +| road | 84.9 | 89.85 | +| bed | 87.77 | 95.27 | +| windowpane | 62.5 | 78.69 | +| grass | 62.41 | 70.0 | +| cabinet | 60.65 | 74.29 | +| sidewalk | 64.07 | 81.47 | +| person | 84.6 | 92.33 | +| earth | 39.42 | 54.37 | +| door | 52.82 | 66.04 | +| table | 59.99 | 82.22 | +| mountain | 61.35 | 74.13 | +| plant | 52.63 | 65.47 | +| curtain | 76.57 | 86.08 | +| chair | 60.3 | 73.32 | +| car | 85.71 | 91.2 | +| water | 58.41 | 86.19 | +| painting | 69.03 | 87.95 | +| sofa | 67.9 | 82.28 | +| shelf | 40.32 | 57.72 | +| house | 43.25 | 75.84 | +| sea | 58.98 | 69.68 | +| mirror | 68.95 | 79.16 | +| rug | 60.24 | 70.82 | +| field | 25.78 | 75.1 | +| armchair | 45.71 | 67.77 | +| seat | 59.97 | 75.9 | +| fence | 43.99 | 70.15 | +| desk | 45.69 | 56.22 | +| rock | 46.89 | 70.03 | +| wardrobe | 40.32 | 56.25 | +| lamp | 67.69 | 78.63 | +| bathtub | 85.72 | 91.53 | +| railing | 31.62 | 54.09 | +| cushion | 62.34 | 75.58 | +| base | 33.05 | 59.47 | +| box | 25.2 | 36.55 | +| column | 47.44 | 67.74 | +| signboard | 39.72 | 62.17 | +| chest of drawers | 50.43 | 70.88 | +| counter | 38.21 | 43.19 | +| sand | 37.77 | 43.74 | +| sink | 73.85 | 85.2 | +| skyscraper | 35.47 | 42.49 | +| fireplace | 68.99 | 91.32 | +| refrigerator | 73.9 | 90.67 | +| grandstand | 53.44 | 69.94 | +| path | 13.87 | 19.29 | +| stairs | 29.98 | 39.13 | +| runway | 70.66 | 94.13 | +| case | 56.13 | 79.67 | +| pool table | 94.31 | 97.26 | +| pillow | 54.88 | 64.98 | +| screen door | 61.83 | 91.89 | +| stairway | 28.1 | 45.58 | +| river | 9.92 | 11.1 | +| bridge | 74.89 | 88.88 | +| bookcase | 25.78 | 33.17 | +| blind | 40.71 | 45.85 | +| coffee table | 61.3 | 85.1 | +| toilet | 84.89 | 91.73 | +| flower | 31.13 | 62.93 | +| book | 51.65 | 73.63 | +| hill | 7.82 | 14.58 | +| bench | 48.63 | 79.37 | +| countertop | 59.76 | 76.04 | +| stove | 78.38 | 85.93 | +| palm | 52.61 | 76.98 | +| kitchen island | 42.42 | 72.95 | +| computer | 80.95 | 90.38 | +| swivel chair | 38.05 | 51.04 | +| boat | 68.46 | 91.65 | +| bar | 21.23 | 22.56 | +| arcade machine | 70.73 | 79.53 | +| hovel | 4.29 | 6.62 | +| bus | 83.11 | 96.81 | +| towel | 70.33 | 86.79 | +| light | 56.35 | 79.6 | +| truck | 44.17 | 58.81 | +| tower | 33.89 | 54.06 | +| chandelier | 64.83 | 82.58 | +| awning | 30.53 | 52.12 | +| streetlight | 35.2 | 58.4 | +| booth | 38.24 | 38.65 | +| television receiver | 71.22 | 81.42 | +| airplane | 59.89 | 66.9 | +| dirt track | 0.0 | 0.0 | +| apparel | 35.1 | 64.81 | +| pole | 25.4 | 38.12 | +| land | 2.68 | 3.13 | +| bannister | 12.84 | 30.08 | +| escalator | 16.25 | 16.66 | +| ottoman | 44.75 | 75.23 | +| bottle | 29.13 | 42.8 | +| buffet | 29.82 | 44.07 | +| poster | 5.06 | 6.07 | +| stage | 17.86 | 32.05 | +| van | 40.69 | 62.24 | +| ship | 0.0 | 0.0 | +| fountain | 33.75 | 39.07 | +| conveyer belt | 63.65 | 72.31 | +| canopy | 19.09 | 37.83 | +| washer | 51.5 | 74.72 | +| plaything | 17.99 | 68.17 | +| swimming pool | 57.58 | 64.82 | +| stool | 49.39 | 73.39 | +| barrel | 36.31 | 74.71 | +| basket | 28.22 | 48.06 | +| waterfall | 39.85 | 59.33 | +| tent | 71.67 | 98.23 | +| bag | 21.63 | 32.61 | +| minibike | 73.14 | 88.13 | +| cradle | 65.55 | 78.58 | +| oven | 49.09 | 61.96 | +| ball | 36.13 | 60.68 | +| food | 64.79 | 77.85 | +| step | 24.07 | 28.02 | +| tank | 40.04 | 48.0 | +| trade name | 32.71 | 38.53 | +| microwave | 81.9 | 96.07 | +| pot | 45.1 | 52.65 | +| animal | 65.4 | 70.08 | +| bicycle | 61.78 | 81.83 | +| lake | 0.0 | 0.0 | +| dishwasher | 72.78 | 83.83 | +| screen | 39.76 | 69.06 | +| blanket | 25.0 | 46.27 | +| sculpture | 64.9 | 85.39 | +| hood | 58.06 | 69.11 | +| sconce | 52.46 | 67.23 | +| vase | 46.63 | 74.9 | +| traffic light | 33.7 | 67.16 | +| tray | 14.17 | 27.01 | +| ashcan | 43.49 | 68.32 | +| fan | 60.86 | 83.33 | +| pier | 4.25 | 4.54 | +| crt screen | 3.76 | 11.3 | +| plate | 48.32 | 63.3 | +| monitor | 12.59 | 17.23 | +| bulletin board | 27.44 | 53.04 | +| shower | 15.33 | 23.16 | +| radiator | 64.79 | 77.31 | +| glass | 22.27 | 24.88 | +| clock | 46.17 | 60.71 | +| flag | 49.94 | 56.11 | ++---------------------+-------+-------+ +2023-11-06 18:16:06,896 - mmseg - INFO - Summary: +2023-11-06 18:16:06,896 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 82.82 | 48.27 | 63.09 | ++-------+-------+-------+ +2023-11-06 18:16:06,988 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_25000.pth was removed +2023-11-06 18:16:09,080 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_30000.pth. +2023-11-06 18:16:09,080 - mmseg - INFO - Best mIoU is 0.4827 at 30000 iter. +2023-11-06 18:16:09,080 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 18:16:09,080 - mmseg - INFO - Iter(val) [250] aAcc: 0.8282, mIoU: 0.4827, mAcc: 0.6309, IoU.wall: 0.7854, IoU.building: 0.8185, IoU.sky: 0.9450, IoU.floor: 0.8169, IoU.tree: 0.7596, IoU.ceiling: 0.8453, IoU.road: 0.8490, IoU.bed : 0.8777, IoU.windowpane: 0.6250, IoU.grass: 0.6241, IoU.cabinet: 0.6065, IoU.sidewalk: 0.6407, IoU.person: 0.8460, IoU.earth: 0.3942, IoU.door: 0.5282, IoU.table: 0.5999, IoU.mountain: 0.6135, IoU.plant: 0.5263, IoU.curtain: 0.7657, IoU.chair: 0.6030, IoU.car: 0.8571, IoU.water: 0.5841, IoU.painting: 0.6903, IoU.sofa: 0.6790, IoU.shelf: 0.4032, IoU.house: 0.4325, IoU.sea: 0.5898, IoU.mirror: 0.6895, IoU.rug: 0.6024, IoU.field: 0.2578, IoU.armchair: 0.4571, IoU.seat: 0.5997, IoU.fence: 0.4399, IoU.desk: 0.4569, IoU.rock: 0.4689, IoU.wardrobe: 0.4032, IoU.lamp: 0.6769, IoU.bathtub: 0.8572, IoU.railing: 0.3162, IoU.cushion: 0.6234, IoU.base: 0.3305, IoU.box: 0.2520, IoU.column: 0.4744, IoU.signboard: 0.3972, IoU.chest of drawers: 0.5043, IoU.counter: 0.3821, IoU.sand: 0.3777, IoU.sink: 0.7385, IoU.skyscraper: 0.3547, IoU.fireplace: 0.6899, IoU.refrigerator: 0.7390, IoU.grandstand: 0.5344, IoU.path: 0.1387, IoU.stairs: 0.2998, IoU.runway: 0.7066, IoU.case: 0.5613, IoU.pool table: 0.9431, IoU.pillow: 0.5488, IoU.screen door: 0.6183, IoU.stairway: 0.2810, IoU.river: 0.0992, IoU.bridge: 0.7489, IoU.bookcase: 0.2578, IoU.blind: 0.4071, IoU.coffee table: 0.6130, IoU.toilet: 0.8489, IoU.flower: 0.3113, IoU.book: 0.5165, IoU.hill: 0.0782, IoU.bench: 0.4863, IoU.countertop: 0.5976, IoU.stove: 0.7838, IoU.palm: 0.5261, IoU.kitchen island: 0.4242, IoU.computer: 0.8095, IoU.swivel chair: 0.3805, IoU.boat: 0.6846, IoU.bar: 0.2123, IoU.arcade machine: 0.7073, IoU.hovel: 0.0429, IoU.bus: 0.8311, IoU.towel: 0.7033, IoU.light: 0.5635, IoU.truck: 0.4417, IoU.tower: 0.3389, IoU.chandelier: 0.6483, IoU.awning: 0.3053, IoU.streetlight: 0.3520, IoU.booth: 0.3824, IoU.television receiver: 0.7122, IoU.airplane: 0.5989, IoU.dirt track: 0.0000, IoU.apparel: 0.3510, IoU.pole: 0.2540, IoU.land: 0.0268, IoU.bannister: 0.1284, IoU.escalator: 0.1625, IoU.ottoman: 0.4475, IoU.bottle: 0.2913, IoU.buffet: 0.2982, IoU.poster: 0.0506, IoU.stage: 0.1786, IoU.van: 0.4069, IoU.ship: 0.0000, IoU.fountain: 0.3375, IoU.conveyer belt: 0.6365, IoU.canopy: 0.1909, IoU.washer: 0.5150, IoU.plaything: 0.1799, IoU.swimming pool: 0.5758, IoU.stool: 0.4939, IoU.barrel: 0.3631, IoU.basket: 0.2822, IoU.waterfall: 0.3985, IoU.tent: 0.7167, IoU.bag: 0.2163, IoU.minibike: 0.7314, IoU.cradle: 0.6555, IoU.oven: 0.4909, IoU.ball: 0.3613, IoU.food: 0.6479, IoU.step: 0.2407, IoU.tank: 0.4004, IoU.trade name: 0.3271, IoU.microwave: 0.8190, IoU.pot: 0.4510, IoU.animal: 0.6540, IoU.bicycle: 0.6178, IoU.lake: 0.0000, IoU.dishwasher: 0.7278, IoU.screen: 0.3976, IoU.blanket: 0.2500, IoU.sculpture: 0.6490, IoU.hood: 0.5806, IoU.sconce: 0.5246, IoU.vase: 0.4663, IoU.traffic light: 0.3370, IoU.tray: 0.1417, IoU.ashcan: 0.4349, IoU.fan: 0.6086, IoU.pier: 0.0425, IoU.crt screen: 0.0376, IoU.plate: 0.4832, IoU.monitor: 0.1259, IoU.bulletin board: 0.2744, IoU.shower: 0.1533, IoU.radiator: 0.6479, IoU.glass: 0.2227, IoU.clock: 0.4617, IoU.flag: 0.4994, Acc.wall: 0.8650, Acc.building: 0.8844, Acc.sky: 0.9743, Acc.floor: 0.9054, Acc.tree: 0.8692, Acc.ceiling: 0.9261, Acc.road: 0.8985, Acc.bed : 0.9527, Acc.windowpane: 0.7869, Acc.grass: 0.7000, Acc.cabinet: 0.7429, Acc.sidewalk: 0.8147, Acc.person: 0.9233, Acc.earth: 0.5437, Acc.door: 0.6604, Acc.table: 0.8222, Acc.mountain: 0.7413, Acc.plant: 0.6547, Acc.curtain: 0.8608, Acc.chair: 0.7332, Acc.car: 0.9120, Acc.water: 0.8619, Acc.painting: 0.8795, Acc.sofa: 0.8228, Acc.shelf: 0.5772, Acc.house: 0.7584, Acc.sea: 0.6968, Acc.mirror: 0.7916, Acc.rug: 0.7082, Acc.field: 0.7510, Acc.armchair: 0.6777, Acc.seat: 0.7590, Acc.fence: 0.7015, Acc.desk: 0.5622, Acc.rock: 0.7003, Acc.wardrobe: 0.5625, Acc.lamp: 0.7863, Acc.bathtub: 0.9153, Acc.railing: 0.5409, Acc.cushion: 0.7558, Acc.base: 0.5947, Acc.box: 0.3655, Acc.column: 0.6774, Acc.signboard: 0.6217, Acc.chest of drawers: 0.7088, Acc.counter: 0.4319, Acc.sand: 0.4374, Acc.sink: 0.8520, Acc.skyscraper: 0.4249, Acc.fireplace: 0.9132, Acc.refrigerator: 0.9067, Acc.grandstand: 0.6994, Acc.path: 0.1929, Acc.stairs: 0.3913, Acc.runway: 0.9413, Acc.case: 0.7967, Acc.pool table: 0.9726, Acc.pillow: 0.6498, Acc.screen door: 0.9189, Acc.stairway: 0.4558, Acc.river: 0.1110, Acc.bridge: 0.8888, Acc.bookcase: 0.3317, Acc.blind: 0.4585, Acc.coffee table: 0.8510, Acc.toilet: 0.9173, Acc.flower: 0.6293, Acc.book: 0.7363, Acc.hill: 0.1458, Acc.bench: 0.7937, Acc.countertop: 0.7604, Acc.stove: 0.8593, Acc.palm: 0.7698, Acc.kitchen island: 0.7295, Acc.computer: 0.9038, Acc.swivel chair: 0.5104, Acc.boat: 0.9165, Acc.bar: 0.2256, Acc.arcade machine: 0.7953, Acc.hovel: 0.0662, Acc.bus: 0.9681, Acc.towel: 0.8679, Acc.light: 0.7960, Acc.truck: 0.5881, Acc.tower: 0.5406, Acc.chandelier: 0.8258, Acc.awning: 0.5212, Acc.streetlight: 0.5840, Acc.booth: 0.3865, Acc.television receiver: 0.8142, Acc.airplane: 0.6690, Acc.dirt track: 0.0000, Acc.apparel: 0.6481, Acc.pole: 0.3812, Acc.land: 0.0313, Acc.bannister: 0.3008, Acc.escalator: 0.1666, Acc.ottoman: 0.7523, Acc.bottle: 0.4280, Acc.buffet: 0.4407, Acc.poster: 0.0607, Acc.stage: 0.3205, Acc.van: 0.6224, Acc.ship: 0.0000, Acc.fountain: 0.3907, Acc.conveyer belt: 0.7231, Acc.canopy: 0.3783, Acc.washer: 0.7472, Acc.plaything: 0.6817, Acc.swimming pool: 0.6482, Acc.stool: 0.7339, Acc.barrel: 0.7471, Acc.basket: 0.4806, Acc.waterfall: 0.5933, Acc.tent: 0.9823, Acc.bag: 0.3261, Acc.minibike: 0.8813, Acc.cradle: 0.7858, Acc.oven: 0.6196, Acc.ball: 0.6068, Acc.food: 0.7785, Acc.step: 0.2802, Acc.tank: 0.4800, Acc.trade name: 0.3853, Acc.microwave: 0.9607, Acc.pot: 0.5265, Acc.animal: 0.7008, Acc.bicycle: 0.8183, Acc.lake: 0.0000, Acc.dishwasher: 0.8383, Acc.screen: 0.6906, Acc.blanket: 0.4627, Acc.sculpture: 0.8539, Acc.hood: 0.6911, Acc.sconce: 0.6723, Acc.vase: 0.7490, Acc.traffic light: 0.6716, Acc.tray: 0.2701, Acc.ashcan: 0.6832, Acc.fan: 0.8333, Acc.pier: 0.0454, Acc.crt screen: 0.1130, Acc.plate: 0.6330, Acc.monitor: 0.1723, Acc.bulletin board: 0.5304, Acc.shower: 0.2316, Acc.radiator: 0.7731, Acc.glass: 0.2488, Acc.clock: 0.6071, Acc.flag: 0.5611 +2023-11-06 18:16:32,197 - mmseg - INFO - Iter [30050/160000] lr: 8.122e-05, eta: 17:37:32, time: 0.909, data_time: 0.459, memory: 39436, decode.loss_cls: 0.5404, decode.loss_mask: 0.6604, decode.loss_dice: 0.9836, decode.d0.loss_cls: 1.5152, decode.d0.loss_mask: 0.7046, decode.d0.loss_dice: 1.0933, decode.d1.loss_cls: 0.6660, decode.d1.loss_mask: 0.6860, decode.d1.loss_dice: 1.0663, decode.d2.loss_cls: 0.5960, decode.d2.loss_mask: 0.6722, decode.d2.loss_dice: 1.0189, decode.d3.loss_cls: 0.5695, decode.d3.loss_mask: 0.6622, decode.d3.loss_dice: 0.9964, decode.d4.loss_cls: 0.5560, decode.d4.loss_mask: 0.6639, decode.d4.loss_dice: 0.9953, decode.d5.loss_cls: 0.5523, decode.d5.loss_mask: 0.6643, decode.d5.loss_dice: 0.9975, decode.d6.loss_cls: 0.5489, decode.d6.loss_mask: 0.6603, decode.d6.loss_dice: 0.9856, decode.d7.loss_cls: 0.5438, decode.d7.loss_mask: 0.6634, decode.d7.loss_dice: 0.9902, decode.d8.loss_cls: 0.5435, decode.d8.loss_mask: 0.6628, decode.d8.loss_dice: 0.9928, loss: 23.4515, grad_norm: 62.1434 +2023-11-06 18:16:55,875 - mmseg - INFO - Iter [30100/160000] lr: 8.119e-05, eta: 17:37:04, time: 0.474, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5706, decode.loss_mask: 0.6540, decode.loss_dice: 0.9778, decode.d0.loss_cls: 1.5751, decode.d0.loss_mask: 0.6916, decode.d0.loss_dice: 1.0958, decode.d1.loss_cls: 0.6854, decode.d1.loss_mask: 0.6879, decode.d1.loss_dice: 1.0497, decode.d2.loss_cls: 0.6194, decode.d2.loss_mask: 0.6642, decode.d2.loss_dice: 1.0084, decode.d3.loss_cls: 0.5901, decode.d3.loss_mask: 0.6603, decode.d3.loss_dice: 0.9968, decode.d4.loss_cls: 0.5871, decode.d4.loss_mask: 0.6571, decode.d4.loss_dice: 0.9822, decode.d5.loss_cls: 0.5814, decode.d5.loss_mask: 0.6561, decode.d5.loss_dice: 0.9834, decode.d6.loss_cls: 0.5822, decode.d6.loss_mask: 0.6565, decode.d6.loss_dice: 0.9835, decode.d7.loss_cls: 0.5766, decode.d7.loss_mask: 0.6543, decode.d7.loss_dice: 0.9807, decode.d8.loss_cls: 0.5747, decode.d8.loss_mask: 0.6558, decode.d8.loss_dice: 0.9746, loss: 23.6133, grad_norm: 67.9384 +2023-11-06 18:17:18,870 - mmseg - INFO - Iter [30150/160000] lr: 8.116e-05, eta: 17:36:34, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5554, decode.loss_mask: 0.6756, decode.loss_dice: 0.9942, decode.d0.loss_cls: 1.5405, decode.d0.loss_mask: 0.7099, decode.d0.loss_dice: 1.1293, decode.d1.loss_cls: 0.6801, decode.d1.loss_mask: 0.6989, decode.d1.loss_dice: 1.0714, decode.d2.loss_cls: 0.6052, decode.d2.loss_mask: 0.6845, decode.d2.loss_dice: 1.0380, decode.d3.loss_cls: 0.5816, decode.d3.loss_mask: 0.6826, decode.d3.loss_dice: 1.0105, decode.d4.loss_cls: 0.5665, decode.d4.loss_mask: 0.6782, decode.d4.loss_dice: 1.0064, decode.d5.loss_cls: 0.5638, decode.d5.loss_mask: 0.6770, decode.d5.loss_dice: 1.0055, decode.d6.loss_cls: 0.5560, decode.d6.loss_mask: 0.6785, decode.d6.loss_dice: 1.0043, decode.d7.loss_cls: 0.5567, decode.d7.loss_mask: 0.6784, decode.d7.loss_dice: 1.0022, decode.d8.loss_cls: 0.5469, decode.d8.loss_mask: 0.6764, decode.d8.loss_dice: 1.0011, loss: 23.8556, grad_norm: 63.1227 +2023-11-06 18:17:42,150 - mmseg - INFO - Iter [30200/160000] lr: 8.113e-05, eta: 17:36:04, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5429, decode.loss_mask: 0.6893, decode.loss_dice: 0.9915, decode.d0.loss_cls: 1.5342, decode.d0.loss_mask: 0.7214, decode.d0.loss_dice: 1.0963, decode.d1.loss_cls: 0.6522, decode.d1.loss_mask: 0.7148, decode.d1.loss_dice: 1.0537, decode.d2.loss_cls: 0.5930, decode.d2.loss_mask: 0.6928, decode.d2.loss_dice: 1.0213, decode.d3.loss_cls: 0.5725, decode.d3.loss_mask: 0.6884, decode.d3.loss_dice: 0.9954, decode.d4.loss_cls: 0.5612, decode.d4.loss_mask: 0.6903, decode.d4.loss_dice: 0.9957, decode.d5.loss_cls: 0.5607, decode.d5.loss_mask: 0.6872, decode.d5.loss_dice: 0.9990, decode.d6.loss_cls: 0.5536, decode.d6.loss_mask: 0.6906, decode.d6.loss_dice: 0.9930, decode.d7.loss_cls: 0.5454, decode.d7.loss_mask: 0.6919, decode.d7.loss_dice: 0.9934, decode.d8.loss_cls: 0.5430, decode.d8.loss_mask: 0.6904, decode.d8.loss_dice: 0.9874, loss: 23.7426, grad_norm: 66.5203 +2023-11-06 18:18:05,368 - mmseg - INFO - Iter [30250/160000] lr: 8.109e-05, eta: 17:35:35, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5512, decode.loss_mask: 0.6589, decode.loss_dice: 0.9554, decode.d0.loss_cls: 1.5604, decode.d0.loss_mask: 0.7083, decode.d0.loss_dice: 1.0858, decode.d1.loss_cls: 0.6748, decode.d1.loss_mask: 0.6855, decode.d1.loss_dice: 1.0302, decode.d2.loss_cls: 0.6026, decode.d2.loss_mask: 0.6758, decode.d2.loss_dice: 0.9902, decode.d3.loss_cls: 0.5858, decode.d3.loss_mask: 0.6636, decode.d3.loss_dice: 0.9693, decode.d4.loss_cls: 0.5737, decode.d4.loss_mask: 0.6656, decode.d4.loss_dice: 0.9674, decode.d5.loss_cls: 0.5653, decode.d5.loss_mask: 0.6639, decode.d5.loss_dice: 0.9685, decode.d6.loss_cls: 0.5606, decode.d6.loss_mask: 0.6611, decode.d6.loss_dice: 0.9618, decode.d7.loss_cls: 0.5567, decode.d7.loss_mask: 0.6594, decode.d7.loss_dice: 0.9605, decode.d8.loss_cls: 0.5586, decode.d8.loss_mask: 0.6606, decode.d8.loss_dice: 0.9575, loss: 23.3390, grad_norm: 63.4379 +2023-11-06 18:18:28,495 - mmseg - INFO - Iter [30300/160000] lr: 8.106e-05, eta: 17:35:05, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5758, decode.loss_mask: 0.6648, decode.loss_dice: 0.9794, decode.d0.loss_cls: 1.5868, decode.d0.loss_mask: 0.7096, decode.d0.loss_dice: 1.1024, decode.d1.loss_cls: 0.6994, decode.d1.loss_mask: 0.6938, decode.d1.loss_dice: 1.0517, decode.d2.loss_cls: 0.6271, decode.d2.loss_mask: 0.6790, decode.d2.loss_dice: 1.0135, decode.d3.loss_cls: 0.6086, decode.d3.loss_mask: 0.6706, decode.d3.loss_dice: 0.9760, decode.d4.loss_cls: 0.5939, decode.d4.loss_mask: 0.6718, decode.d4.loss_dice: 0.9814, decode.d5.loss_cls: 0.5889, decode.d5.loss_mask: 0.6636, decode.d5.loss_dice: 0.9820, decode.d6.loss_cls: 0.5878, decode.d6.loss_mask: 0.6641, decode.d6.loss_dice: 0.9767, decode.d7.loss_cls: 0.5823, decode.d7.loss_mask: 0.6650, decode.d7.loss_dice: 0.9776, decode.d8.loss_cls: 0.5789, decode.d8.loss_mask: 0.6662, decode.d8.loss_dice: 0.9775, loss: 23.7961, grad_norm: 67.7138 +2023-11-06 18:18:53,826 - mmseg - INFO - Iter [30350/160000] lr: 8.103e-05, eta: 17:34:44, time: 0.507, data_time: 0.058, memory: 39436, decode.loss_cls: 0.5321, decode.loss_mask: 0.6643, decode.loss_dice: 0.9755, decode.d0.loss_cls: 1.5130, decode.d0.loss_mask: 0.7007, decode.d0.loss_dice: 1.0837, decode.d1.loss_cls: 0.6439, decode.d1.loss_mask: 0.6895, decode.d1.loss_dice: 1.0375, decode.d2.loss_cls: 0.5703, decode.d2.loss_mask: 0.6778, decode.d2.loss_dice: 1.0024, decode.d3.loss_cls: 0.5542, decode.d3.loss_mask: 0.6705, decode.d3.loss_dice: 0.9811, decode.d4.loss_cls: 0.5485, decode.d4.loss_mask: 0.6696, decode.d4.loss_dice: 0.9779, decode.d5.loss_cls: 0.5428, decode.d5.loss_mask: 0.6693, decode.d5.loss_dice: 0.9731, decode.d6.loss_cls: 0.5369, decode.d6.loss_mask: 0.6699, decode.d6.loss_dice: 0.9700, decode.d7.loss_cls: 0.5234, decode.d7.loss_mask: 0.6681, decode.d7.loss_dice: 0.9777, decode.d8.loss_cls: 0.5258, decode.d8.loss_mask: 0.6703, decode.d8.loss_dice: 0.9806, loss: 23.2006, grad_norm: 67.2494 +2023-11-06 18:19:16,897 - mmseg - INFO - Iter [30400/160000] lr: 8.100e-05, eta: 17:34:14, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5427, decode.loss_mask: 0.6665, decode.loss_dice: 0.9542, decode.d0.loss_cls: 1.5303, decode.d0.loss_mask: 0.7147, decode.d0.loss_dice: 1.0824, decode.d1.loss_cls: 0.6609, decode.d1.loss_mask: 0.6926, decode.d1.loss_dice: 1.0288, decode.d2.loss_cls: 0.5932, decode.d2.loss_mask: 0.6780, decode.d2.loss_dice: 0.9898, decode.d3.loss_cls: 0.5706, decode.d3.loss_mask: 0.6697, decode.d3.loss_dice: 0.9614, decode.d4.loss_cls: 0.5558, decode.d4.loss_mask: 0.6721, decode.d4.loss_dice: 0.9642, decode.d5.loss_cls: 0.5515, decode.d5.loss_mask: 0.6716, decode.d5.loss_dice: 0.9669, decode.d6.loss_cls: 0.5518, decode.d6.loss_mask: 0.6692, decode.d6.loss_dice: 0.9527, decode.d7.loss_cls: 0.5422, decode.d7.loss_mask: 0.6699, decode.d7.loss_dice: 0.9616, decode.d8.loss_cls: 0.5457, decode.d8.loss_mask: 0.6683, decode.d8.loss_dice: 0.9576, loss: 23.2369, grad_norm: 69.6015 +2023-11-06 18:19:40,418 - mmseg - INFO - Iter [30450/160000] lr: 8.097e-05, eta: 17:33:46, time: 0.470, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5406, decode.loss_mask: 0.6658, decode.loss_dice: 0.9636, decode.d0.loss_cls: 1.5459, decode.d0.loss_mask: 0.6993, decode.d0.loss_dice: 1.0773, decode.d1.loss_cls: 0.6602, decode.d1.loss_mask: 0.6905, decode.d1.loss_dice: 1.0340, decode.d2.loss_cls: 0.5895, decode.d2.loss_mask: 0.6716, decode.d2.loss_dice: 0.9899, decode.d3.loss_cls: 0.5614, decode.d3.loss_mask: 0.6696, decode.d3.loss_dice: 0.9708, decode.d4.loss_cls: 0.5548, decode.d4.loss_mask: 0.6698, decode.d4.loss_dice: 0.9716, decode.d5.loss_cls: 0.5490, decode.d5.loss_mask: 0.6692, decode.d5.loss_dice: 0.9738, decode.d6.loss_cls: 0.5456, decode.d6.loss_mask: 0.6694, decode.d6.loss_dice: 0.9581, decode.d7.loss_cls: 0.5439, decode.d7.loss_mask: 0.6691, decode.d7.loss_dice: 0.9634, decode.d8.loss_cls: 0.5447, decode.d8.loss_mask: 0.6701, decode.d8.loss_dice: 0.9677, loss: 23.2501, grad_norm: 62.0207 +2023-11-06 18:20:03,581 - mmseg - INFO - Iter [30500/160000] lr: 8.094e-05, eta: 17:33:16, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5277, decode.loss_mask: 0.6824, decode.loss_dice: 0.9318, decode.d0.loss_cls: 1.5132, decode.d0.loss_mask: 0.7279, decode.d0.loss_dice: 1.0446, decode.d1.loss_cls: 0.6381, decode.d1.loss_mask: 0.7145, decode.d1.loss_dice: 1.0037, decode.d2.loss_cls: 0.5770, decode.d2.loss_mask: 0.6956, decode.d2.loss_dice: 0.9670, decode.d3.loss_cls: 0.5619, decode.d3.loss_mask: 0.6848, decode.d3.loss_dice: 0.9416, decode.d4.loss_cls: 0.5490, decode.d4.loss_mask: 0.6810, decode.d4.loss_dice: 0.9410, decode.d5.loss_cls: 0.5325, decode.d5.loss_mask: 0.6875, decode.d5.loss_dice: 0.9416, decode.d6.loss_cls: 0.5378, decode.d6.loss_mask: 0.6818, decode.d6.loss_dice: 0.9310, decode.d7.loss_cls: 0.5343, decode.d7.loss_mask: 0.6776, decode.d7.loss_dice: 0.9352, decode.d8.loss_cls: 0.5338, decode.d8.loss_mask: 0.6782, decode.d8.loss_dice: 0.9362, loss: 22.9904, grad_norm: 67.1647 +2023-11-06 18:20:27,163 - mmseg - INFO - Iter [30550/160000] lr: 8.091e-05, eta: 17:32:49, time: 0.472, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5347, decode.loss_mask: 0.6480, decode.loss_dice: 0.9744, decode.d0.loss_cls: 1.5710, decode.d0.loss_mask: 0.6878, decode.d0.loss_dice: 1.0972, decode.d1.loss_cls: 0.6636, decode.d1.loss_mask: 0.6711, decode.d1.loss_dice: 1.0461, decode.d2.loss_cls: 0.5990, decode.d2.loss_mask: 0.6519, decode.d2.loss_dice: 1.0036, decode.d3.loss_cls: 0.5651, decode.d3.loss_mask: 0.6491, decode.d3.loss_dice: 0.9798, decode.d4.loss_cls: 0.5557, decode.d4.loss_mask: 0.6481, decode.d4.loss_dice: 0.9817, decode.d5.loss_cls: 0.5385, decode.d5.loss_mask: 0.6513, decode.d5.loss_dice: 0.9831, decode.d6.loss_cls: 0.5415, decode.d6.loss_mask: 0.6490, decode.d6.loss_dice: 0.9673, decode.d7.loss_cls: 0.5428, decode.d7.loss_mask: 0.6448, decode.d7.loss_dice: 0.9759, decode.d8.loss_cls: 0.5419, decode.d8.loss_mask: 0.6442, decode.d8.loss_dice: 0.9773, loss: 23.1857, grad_norm: 70.3044 +2023-11-06 18:20:50,579 - mmseg - INFO - Iter [30600/160000] lr: 8.088e-05, eta: 17:32:20, time: 0.468, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5384, decode.loss_mask: 0.6678, decode.loss_dice: 0.9671, decode.d0.loss_cls: 1.5402, decode.d0.loss_mask: 0.7054, decode.d0.loss_dice: 1.0805, decode.d1.loss_cls: 0.6491, decode.d1.loss_mask: 0.6868, decode.d1.loss_dice: 1.0367, decode.d2.loss_cls: 0.5870, decode.d2.loss_mask: 0.6741, decode.d2.loss_dice: 0.9965, decode.d3.loss_cls: 0.5768, decode.d3.loss_mask: 0.6667, decode.d3.loss_dice: 0.9757, decode.d4.loss_cls: 0.5619, decode.d4.loss_mask: 0.6656, decode.d4.loss_dice: 0.9710, decode.d5.loss_cls: 0.5450, decode.d5.loss_mask: 0.6688, decode.d5.loss_dice: 0.9723, decode.d6.loss_cls: 0.5472, decode.d6.loss_mask: 0.6678, decode.d6.loss_dice: 0.9647, decode.d7.loss_cls: 0.5455, decode.d7.loss_mask: 0.6689, decode.d7.loss_dice: 0.9651, decode.d8.loss_cls: 0.5396, decode.d8.loss_mask: 0.6685, decode.d8.loss_dice: 0.9668, loss: 23.2677, grad_norm: 62.8778 +2023-11-06 18:21:13,864 - mmseg - INFO - Iter [30650/160000] lr: 8.084e-05, eta: 17:31:51, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5312, decode.loss_mask: 0.6291, decode.loss_dice: 0.9558, decode.d0.loss_cls: 1.5407, decode.d0.loss_mask: 0.6698, decode.d0.loss_dice: 1.0635, decode.d1.loss_cls: 0.6624, decode.d1.loss_mask: 0.6541, decode.d1.loss_dice: 1.0126, decode.d2.loss_cls: 0.5835, decode.d2.loss_mask: 0.6396, decode.d2.loss_dice: 0.9770, decode.d3.loss_cls: 0.5621, decode.d3.loss_mask: 0.6315, decode.d3.loss_dice: 0.9528, decode.d4.loss_cls: 0.5505, decode.d4.loss_mask: 0.6359, decode.d4.loss_dice: 0.9567, decode.d5.loss_cls: 0.5371, decode.d5.loss_mask: 0.6295, decode.d5.loss_dice: 0.9563, decode.d6.loss_cls: 0.5403, decode.d6.loss_mask: 0.6291, decode.d6.loss_dice: 0.9482, decode.d7.loss_cls: 0.5405, decode.d7.loss_mask: 0.6295, decode.d7.loss_dice: 0.9572, decode.d8.loss_cls: 0.5310, decode.d8.loss_mask: 0.6284, decode.d8.loss_dice: 0.9560, loss: 22.6922, grad_norm: 61.8967 +2023-11-06 18:21:36,999 - mmseg - INFO - Iter [30700/160000] lr: 8.081e-05, eta: 17:31:21, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5510, decode.loss_mask: 0.6592, decode.loss_dice: 0.9665, decode.d0.loss_cls: 1.5437, decode.d0.loss_mask: 0.7125, decode.d0.loss_dice: 1.0971, decode.d1.loss_cls: 0.6636, decode.d1.loss_mask: 0.6881, decode.d1.loss_dice: 1.0494, decode.d2.loss_cls: 0.5935, decode.d2.loss_mask: 0.6741, decode.d2.loss_dice: 1.0110, decode.d3.loss_cls: 0.5727, decode.d3.loss_mask: 0.6641, decode.d3.loss_dice: 0.9763, decode.d4.loss_cls: 0.5579, decode.d4.loss_mask: 0.6633, decode.d4.loss_dice: 0.9790, decode.d5.loss_cls: 0.5565, decode.d5.loss_mask: 0.6676, decode.d5.loss_dice: 0.9828, decode.d6.loss_cls: 0.5532, decode.d6.loss_mask: 0.6637, decode.d6.loss_dice: 0.9657, decode.d7.loss_cls: 0.5488, decode.d7.loss_mask: 0.6601, decode.d7.loss_dice: 0.9728, decode.d8.loss_cls: 0.5439, decode.d8.loss_mask: 0.6613, decode.d8.loss_dice: 0.9694, loss: 23.3689, grad_norm: 63.0606 +2023-11-06 18:22:00,103 - mmseg - INFO - Iter [30750/160000] lr: 8.078e-05, eta: 17:30:51, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5323, decode.loss_mask: 0.6556, decode.loss_dice: 0.9685, decode.d0.loss_cls: 1.5227, decode.d0.loss_mask: 0.7030, decode.d0.loss_dice: 1.0813, decode.d1.loss_cls: 0.6452, decode.d1.loss_mask: 0.6880, decode.d1.loss_dice: 1.0457, decode.d2.loss_cls: 0.5792, decode.d2.loss_mask: 0.6679, decode.d2.loss_dice: 1.0070, decode.d3.loss_cls: 0.5654, decode.d3.loss_mask: 0.6588, decode.d3.loss_dice: 0.9730, decode.d4.loss_cls: 0.5447, decode.d4.loss_mask: 0.6602, decode.d4.loss_dice: 0.9802, decode.d5.loss_cls: 0.5332, decode.d5.loss_mask: 0.6619, decode.d5.loss_dice: 0.9800, decode.d6.loss_cls: 0.5377, decode.d6.loss_mask: 0.6589, decode.d6.loss_dice: 0.9716, decode.d7.loss_cls: 0.5390, decode.d7.loss_mask: 0.6591, decode.d7.loss_dice: 0.9700, decode.d8.loss_cls: 0.5334, decode.d8.loss_mask: 0.6600, decode.d8.loss_dice: 0.9714, loss: 23.1549, grad_norm: 65.5712 +2023-11-06 18:22:22,886 - mmseg - INFO - Iter [30800/160000] lr: 8.075e-05, eta: 17:30:20, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5170, decode.loss_mask: 0.6632, decode.loss_dice: 0.9498, decode.d0.loss_cls: 1.5256, decode.d0.loss_mask: 0.7144, decode.d0.loss_dice: 1.0742, decode.d1.loss_cls: 0.6457, decode.d1.loss_mask: 0.6925, decode.d1.loss_dice: 1.0299, decode.d2.loss_cls: 0.5799, decode.d2.loss_mask: 0.6730, decode.d2.loss_dice: 0.9840, decode.d3.loss_cls: 0.5611, decode.d3.loss_mask: 0.6625, decode.d3.loss_dice: 0.9593, decode.d4.loss_cls: 0.5359, decode.d4.loss_mask: 0.6653, decode.d4.loss_dice: 0.9611, decode.d5.loss_cls: 0.5274, decode.d5.loss_mask: 0.6645, decode.d5.loss_dice: 0.9690, decode.d6.loss_cls: 0.5246, decode.d6.loss_mask: 0.6630, decode.d6.loss_dice: 0.9577, decode.d7.loss_cls: 0.5182, decode.d7.loss_mask: 0.6642, decode.d7.loss_dice: 0.9582, decode.d8.loss_cls: 0.5224, decode.d8.loss_mask: 0.6605, decode.d8.loss_dice: 0.9544, loss: 22.9787, grad_norm: 64.8117 +2023-11-06 18:22:45,778 - mmseg - INFO - Iter [30850/160000] lr: 8.072e-05, eta: 17:29:50, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5349, decode.loss_mask: 0.6665, decode.loss_dice: 0.9713, decode.d0.loss_cls: 1.4984, decode.d0.loss_mask: 0.7092, decode.d0.loss_dice: 1.0950, decode.d1.loss_cls: 0.6529, decode.d1.loss_mask: 0.6934, decode.d1.loss_dice: 1.0527, decode.d2.loss_cls: 0.5897, decode.d2.loss_mask: 0.6786, decode.d2.loss_dice: 1.0050, decode.d3.loss_cls: 0.5676, decode.d3.loss_mask: 0.6705, decode.d3.loss_dice: 0.9764, decode.d4.loss_cls: 0.5536, decode.d4.loss_mask: 0.6686, decode.d4.loss_dice: 0.9785, decode.d5.loss_cls: 0.5462, decode.d5.loss_mask: 0.6720, decode.d5.loss_dice: 0.9750, decode.d6.loss_cls: 0.5502, decode.d6.loss_mask: 0.6707, decode.d6.loss_dice: 0.9660, decode.d7.loss_cls: 0.5422, decode.d7.loss_mask: 0.6691, decode.d7.loss_dice: 0.9657, decode.d8.loss_cls: 0.5390, decode.d8.loss_mask: 0.6682, decode.d8.loss_dice: 0.9703, loss: 23.2973, grad_norm: 68.4343 +2023-11-06 18:23:08,661 - mmseg - INFO - Iter [30900/160000] lr: 8.069e-05, eta: 17:29:19, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.5517, decode.loss_mask: 0.6534, decode.loss_dice: 0.9634, decode.d0.loss_cls: 1.5662, decode.d0.loss_mask: 0.6978, decode.d0.loss_dice: 1.0817, decode.d1.loss_cls: 0.6642, decode.d1.loss_mask: 0.6813, decode.d1.loss_dice: 1.0393, decode.d2.loss_cls: 0.5954, decode.d2.loss_mask: 0.6713, decode.d2.loss_dice: 0.9992, decode.d3.loss_cls: 0.5668, decode.d3.loss_mask: 0.6605, decode.d3.loss_dice: 0.9768, decode.d4.loss_cls: 0.5636, decode.d4.loss_mask: 0.6587, decode.d4.loss_dice: 0.9702, decode.d5.loss_cls: 0.5575, decode.d5.loss_mask: 0.6571, decode.d5.loss_dice: 0.9716, decode.d6.loss_cls: 0.5576, decode.d6.loss_mask: 0.6589, decode.d6.loss_dice: 0.9637, decode.d7.loss_cls: 0.5546, decode.d7.loss_mask: 0.6538, decode.d7.loss_dice: 0.9625, decode.d8.loss_cls: 0.5517, decode.d8.loss_mask: 0.6552, decode.d8.loss_dice: 0.9653, loss: 23.2711, grad_norm: 69.0329 +2023-11-06 18:23:31,572 - mmseg - INFO - Iter [30950/160000] lr: 8.066e-05, eta: 17:28:48, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5531, decode.loss_mask: 0.6459, decode.loss_dice: 0.9384, decode.d0.loss_cls: 1.5630, decode.d0.loss_mask: 0.6985, decode.d0.loss_dice: 1.0582, decode.d1.loss_cls: 0.6805, decode.d1.loss_mask: 0.6772, decode.d1.loss_dice: 1.0190, decode.d2.loss_cls: 0.6042, decode.d2.loss_mask: 0.6611, decode.d2.loss_dice: 0.9812, decode.d3.loss_cls: 0.5804, decode.d3.loss_mask: 0.6538, decode.d3.loss_dice: 0.9497, decode.d4.loss_cls: 0.5723, decode.d4.loss_mask: 0.6486, decode.d4.loss_dice: 0.9476, decode.d5.loss_cls: 0.5601, decode.d5.loss_mask: 0.6496, decode.d5.loss_dice: 0.9581, decode.d6.loss_cls: 0.5620, decode.d6.loss_mask: 0.6482, decode.d6.loss_dice: 0.9405, decode.d7.loss_cls: 0.5576, decode.d7.loss_mask: 0.6510, decode.d7.loss_dice: 0.9428, decode.d8.loss_cls: 0.5503, decode.d8.loss_mask: 0.6493, decode.d8.loss_dice: 0.9401, loss: 23.0424, grad_norm: 62.9739 +2023-11-06 18:24:01,855 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 18:24:01,855 - mmseg - INFO - Iter [31000/160000] lr: 8.063e-05, eta: 17:28:49, time: 0.606, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5347, decode.loss_mask: 0.6726, decode.loss_dice: 0.9660, decode.d0.loss_cls: 1.5458, decode.d0.loss_mask: 0.7163, decode.d0.loss_dice: 1.0841, decode.d1.loss_cls: 0.6497, decode.d1.loss_mask: 0.6997, decode.d1.loss_dice: 1.0364, decode.d2.loss_cls: 0.5891, decode.d2.loss_mask: 0.6803, decode.d2.loss_dice: 0.9992, decode.d3.loss_cls: 0.5599, decode.d3.loss_mask: 0.6761, decode.d3.loss_dice: 0.9778, decode.d4.loss_cls: 0.5457, decode.d4.loss_mask: 0.6767, decode.d4.loss_dice: 0.9726, decode.d5.loss_cls: 0.5453, decode.d5.loss_mask: 0.6752, decode.d5.loss_dice: 0.9689, decode.d6.loss_cls: 0.5400, decode.d6.loss_mask: 0.6737, decode.d6.loss_dice: 0.9684, decode.d7.loss_cls: 0.5400, decode.d7.loss_mask: 0.6718, decode.d7.loss_dice: 0.9676, decode.d8.loss_cls: 0.5388, decode.d8.loss_mask: 0.6725, decode.d8.loss_dice: 0.9695, loss: 23.3145, grad_norm: 61.0198 +2023-11-06 18:24:24,874 - mmseg - INFO - Iter [31050/160000] lr: 8.059e-05, eta: 17:28:19, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.5455, decode.loss_mask: 0.6625, decode.loss_dice: 0.9773, decode.d0.loss_cls: 1.5301, decode.d0.loss_mask: 0.7153, decode.d0.loss_dice: 1.0952, decode.d1.loss_cls: 0.6663, decode.d1.loss_mask: 0.6961, decode.d1.loss_dice: 1.0433, decode.d2.loss_cls: 0.6021, decode.d2.loss_mask: 0.6780, decode.d2.loss_dice: 1.0095, decode.d3.loss_cls: 0.5738, decode.d3.loss_mask: 0.6733, decode.d3.loss_dice: 0.9823, decode.d4.loss_cls: 0.5601, decode.d4.loss_mask: 0.6722, decode.d4.loss_dice: 0.9893, decode.d5.loss_cls: 0.5590, decode.d5.loss_mask: 0.6732, decode.d5.loss_dice: 0.9870, decode.d6.loss_cls: 0.5556, decode.d6.loss_mask: 0.6697, decode.d6.loss_dice: 0.9784, decode.d7.loss_cls: 0.5532, decode.d7.loss_mask: 0.6626, decode.d7.loss_dice: 0.9763, decode.d8.loss_cls: 0.5461, decode.d8.loss_mask: 0.6653, decode.d8.loss_dice: 0.9778, loss: 23.4765, grad_norm: 63.2901 +2023-11-06 18:24:48,132 - mmseg - INFO - Iter [31100/160000] lr: 8.056e-05, eta: 17:27:49, time: 0.465, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5517, decode.loss_mask: 0.6805, decode.loss_dice: 0.9623, decode.d0.loss_cls: 1.5263, decode.d0.loss_mask: 0.7239, decode.d0.loss_dice: 1.0892, decode.d1.loss_cls: 0.6556, decode.d1.loss_mask: 0.7086, decode.d1.loss_dice: 1.0417, decode.d2.loss_cls: 0.6010, decode.d2.loss_mask: 0.6968, decode.d2.loss_dice: 1.0010, decode.d3.loss_cls: 0.5755, decode.d3.loss_mask: 0.6880, decode.d3.loss_dice: 0.9714, decode.d4.loss_cls: 0.5642, decode.d4.loss_mask: 0.6854, decode.d4.loss_dice: 0.9685, decode.d5.loss_cls: 0.5591, decode.d5.loss_mask: 0.6828, decode.d5.loss_dice: 0.9681, decode.d6.loss_cls: 0.5606, decode.d6.loss_mask: 0.6836, decode.d6.loss_dice: 0.9554, decode.d7.loss_cls: 0.5565, decode.d7.loss_mask: 0.6853, decode.d7.loss_dice: 0.9693, decode.d8.loss_cls: 0.5514, decode.d8.loss_mask: 0.6811, decode.d8.loss_dice: 0.9659, loss: 23.5108, grad_norm: 67.1558 +2023-11-06 18:25:11,248 - mmseg - INFO - Iter [31150/160000] lr: 8.053e-05, eta: 17:27:20, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5569, decode.loss_mask: 0.6559, decode.loss_dice: 0.9645, decode.d0.loss_cls: 1.5657, decode.d0.loss_mask: 0.6959, decode.d0.loss_dice: 1.0888, decode.d1.loss_cls: 0.6760, decode.d1.loss_mask: 0.6811, decode.d1.loss_dice: 1.0393, decode.d2.loss_cls: 0.6071, decode.d2.loss_mask: 0.6639, decode.d2.loss_dice: 1.0062, decode.d3.loss_cls: 0.5869, decode.d3.loss_mask: 0.6616, decode.d3.loss_dice: 0.9760, decode.d4.loss_cls: 0.5650, decode.d4.loss_mask: 0.6615, decode.d4.loss_dice: 0.9752, decode.d5.loss_cls: 0.5624, decode.d5.loss_mask: 0.6622, decode.d5.loss_dice: 0.9728, decode.d6.loss_cls: 0.5588, decode.d6.loss_mask: 0.6608, decode.d6.loss_dice: 0.9694, decode.d7.loss_cls: 0.5523, decode.d7.loss_mask: 0.6620, decode.d7.loss_dice: 0.9721, decode.d8.loss_cls: 0.5573, decode.d8.loss_mask: 0.6555, decode.d8.loss_dice: 0.9628, loss: 23.3757, grad_norm: 61.2467 +2023-11-06 18:25:34,155 - mmseg - INFO - Iter [31200/160000] lr: 8.050e-05, eta: 17:26:49, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5596, decode.loss_mask: 0.6993, decode.loss_dice: 0.9759, decode.d0.loss_cls: 1.5343, decode.d0.loss_mask: 0.7427, decode.d0.loss_dice: 1.1075, decode.d1.loss_cls: 0.6740, decode.d1.loss_mask: 0.7281, decode.d1.loss_dice: 1.0625, decode.d2.loss_cls: 0.6115, decode.d2.loss_mask: 0.7123, decode.d2.loss_dice: 1.0164, decode.d3.loss_cls: 0.5806, decode.d3.loss_mask: 0.7062, decode.d3.loss_dice: 0.9922, decode.d4.loss_cls: 0.5690, decode.d4.loss_mask: 0.7028, decode.d4.loss_dice: 0.9934, decode.d5.loss_cls: 0.5645, decode.d5.loss_mask: 0.7025, decode.d5.loss_dice: 0.9925, decode.d6.loss_cls: 0.5623, decode.d6.loss_mask: 0.6980, decode.d6.loss_dice: 0.9840, decode.d7.loss_cls: 0.5630, decode.d7.loss_mask: 0.7002, decode.d7.loss_dice: 0.9909, decode.d8.loss_cls: 0.5607, decode.d8.loss_mask: 0.7002, decode.d8.loss_dice: 0.9824, loss: 23.9695, grad_norm: 70.8434 +2023-11-06 18:25:57,137 - mmseg - INFO - Iter [31250/160000] lr: 8.047e-05, eta: 17:26:19, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5474, decode.loss_mask: 0.6828, decode.loss_dice: 0.9827, decode.d0.loss_cls: 1.5119, decode.d0.loss_mask: 0.7209, decode.d0.loss_dice: 1.0987, decode.d1.loss_cls: 0.6506, decode.d1.loss_mask: 0.7101, decode.d1.loss_dice: 1.0533, decode.d2.loss_cls: 0.5895, decode.d2.loss_mask: 0.6964, decode.d2.loss_dice: 1.0222, decode.d3.loss_cls: 0.5770, decode.d3.loss_mask: 0.6849, decode.d3.loss_dice: 0.9910, decode.d4.loss_cls: 0.5595, decode.d4.loss_mask: 0.6867, decode.d4.loss_dice: 1.0005, decode.d5.loss_cls: 0.5637, decode.d5.loss_mask: 0.6827, decode.d5.loss_dice: 0.9924, decode.d6.loss_cls: 0.5536, decode.d6.loss_mask: 0.6811, decode.d6.loss_dice: 0.9854, decode.d7.loss_cls: 0.5524, decode.d7.loss_mask: 0.6812, decode.d7.loss_dice: 0.9867, decode.d8.loss_cls: 0.5497, decode.d8.loss_mask: 0.6797, decode.d8.loss_dice: 0.9874, loss: 23.6622, grad_norm: 63.2705 +2023-11-06 18:26:20,187 - mmseg - INFO - Iter [31300/160000] lr: 8.044e-05, eta: 17:25:49, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5173, decode.loss_mask: 0.6620, decode.loss_dice: 0.9384, decode.d0.loss_cls: 1.5050, decode.d0.loss_mask: 0.6971, decode.d0.loss_dice: 1.0571, decode.d1.loss_cls: 0.6434, decode.d1.loss_mask: 0.6892, decode.d1.loss_dice: 1.0114, decode.d2.loss_cls: 0.5685, decode.d2.loss_mask: 0.6714, decode.d2.loss_dice: 0.9772, decode.d3.loss_cls: 0.5384, decode.d3.loss_mask: 0.6655, decode.d3.loss_dice: 0.9497, decode.d4.loss_cls: 0.5289, decode.d4.loss_mask: 0.6588, decode.d4.loss_dice: 0.9523, decode.d5.loss_cls: 0.5219, decode.d5.loss_mask: 0.6644, decode.d5.loss_dice: 0.9521, decode.d6.loss_cls: 0.5175, decode.d6.loss_mask: 0.6621, decode.d6.loss_dice: 0.9442, decode.d7.loss_cls: 0.5252, decode.d7.loss_mask: 0.6632, decode.d7.loss_dice: 0.9397, decode.d8.loss_cls: 0.5202, decode.d8.loss_mask: 0.6636, decode.d8.loss_dice: 0.9408, loss: 22.7465, grad_norm: 65.8636 +2023-11-06 18:26:43,462 - mmseg - INFO - Iter [31350/160000] lr: 8.041e-05, eta: 17:25:20, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5069, decode.loss_mask: 0.6687, decode.loss_dice: 0.9528, decode.d0.loss_cls: 1.5019, decode.d0.loss_mask: 0.7080, decode.d0.loss_dice: 1.0550, decode.d1.loss_cls: 0.6171, decode.d1.loss_mask: 0.6949, decode.d1.loss_dice: 1.0163, decode.d2.loss_cls: 0.5512, decode.d2.loss_mask: 0.6818, decode.d2.loss_dice: 0.9814, decode.d3.loss_cls: 0.5329, decode.d3.loss_mask: 0.6703, decode.d3.loss_dice: 0.9575, decode.d4.loss_cls: 0.5160, decode.d4.loss_mask: 0.6714, decode.d4.loss_dice: 0.9617, decode.d5.loss_cls: 0.5154, decode.d5.loss_mask: 0.6688, decode.d5.loss_dice: 0.9621, decode.d6.loss_cls: 0.5109, decode.d6.loss_mask: 0.6665, decode.d6.loss_dice: 0.9528, decode.d7.loss_cls: 0.5113, decode.d7.loss_mask: 0.6696, decode.d7.loss_dice: 0.9514, decode.d8.loss_cls: 0.5100, decode.d8.loss_mask: 0.6672, decode.d8.loss_dice: 0.9565, loss: 22.7884, grad_norm: 63.8312 +2023-11-06 18:27:06,807 - mmseg - INFO - Iter [31400/160000] lr: 8.038e-05, eta: 17:24:52, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5483, decode.loss_mask: 0.6598, decode.loss_dice: 0.9549, decode.d0.loss_cls: 1.5534, decode.d0.loss_mask: 0.7025, decode.d0.loss_dice: 1.0686, decode.d1.loss_cls: 0.6617, decode.d1.loss_mask: 0.6846, decode.d1.loss_dice: 1.0313, decode.d2.loss_cls: 0.5974, decode.d2.loss_mask: 0.6664, decode.d2.loss_dice: 0.9932, decode.d3.loss_cls: 0.5761, decode.d3.loss_mask: 0.6607, decode.d3.loss_dice: 0.9661, decode.d4.loss_cls: 0.5692, decode.d4.loss_mask: 0.6603, decode.d4.loss_dice: 0.9664, decode.d5.loss_cls: 0.5593, decode.d5.loss_mask: 0.6576, decode.d5.loss_dice: 0.9641, decode.d6.loss_cls: 0.5486, decode.d6.loss_mask: 0.6600, decode.d6.loss_dice: 0.9579, decode.d7.loss_cls: 0.5489, decode.d7.loss_mask: 0.6608, decode.d7.loss_dice: 0.9578, decode.d8.loss_cls: 0.5486, decode.d8.loss_mask: 0.6572, decode.d8.loss_dice: 0.9610, loss: 23.2025, grad_norm: 61.6408 +2023-11-06 18:27:30,252 - mmseg - INFO - Iter [31450/160000] lr: 8.034e-05, eta: 17:24:24, time: 0.469, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5251, decode.loss_mask: 0.6688, decode.loss_dice: 0.9537, decode.d0.loss_cls: 1.4876, decode.d0.loss_mask: 0.7057, decode.d0.loss_dice: 1.0688, decode.d1.loss_cls: 0.6572, decode.d1.loss_mask: 0.7001, decode.d1.loss_dice: 1.0181, decode.d2.loss_cls: 0.5702, decode.d2.loss_mask: 0.6797, decode.d2.loss_dice: 0.9813, decode.d3.loss_cls: 0.5503, decode.d3.loss_mask: 0.6746, decode.d3.loss_dice: 0.9567, decode.d4.loss_cls: 0.5400, decode.d4.loss_mask: 0.6720, decode.d4.loss_dice: 0.9568, decode.d5.loss_cls: 0.5360, decode.d5.loss_mask: 0.6710, decode.d5.loss_dice: 0.9532, decode.d6.loss_cls: 0.5334, decode.d6.loss_mask: 0.6703, decode.d6.loss_dice: 0.9482, decode.d7.loss_cls: 0.5291, decode.d7.loss_mask: 0.6692, decode.d7.loss_dice: 0.9490, decode.d8.loss_cls: 0.5269, decode.d8.loss_mask: 0.6698, decode.d8.loss_dice: 0.9455, loss: 22.9682, grad_norm: 66.3501 +2023-11-06 18:27:53,338 - mmseg - INFO - Iter [31500/160000] lr: 8.031e-05, eta: 17:23:54, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5544, decode.loss_mask: 0.6677, decode.loss_dice: 0.9780, decode.d0.loss_cls: 1.5192, decode.d0.loss_mask: 0.7046, decode.d0.loss_dice: 1.1021, decode.d1.loss_cls: 0.6718, decode.d1.loss_mask: 0.6839, decode.d1.loss_dice: 1.0449, decode.d2.loss_cls: 0.6077, decode.d2.loss_mask: 0.6719, decode.d2.loss_dice: 1.0104, decode.d3.loss_cls: 0.5814, decode.d3.loss_mask: 0.6657, decode.d3.loss_dice: 0.9919, decode.d4.loss_cls: 0.5688, decode.d4.loss_mask: 0.6700, decode.d4.loss_dice: 0.9915, decode.d5.loss_cls: 0.5664, decode.d5.loss_mask: 0.6650, decode.d5.loss_dice: 0.9880, decode.d6.loss_cls: 0.5632, decode.d6.loss_mask: 0.6668, decode.d6.loss_dice: 0.9798, decode.d7.loss_cls: 0.5649, decode.d7.loss_mask: 0.6646, decode.d7.loss_dice: 0.9827, decode.d8.loss_cls: 0.5597, decode.d8.loss_mask: 0.6669, decode.d8.loss_dice: 0.9791, loss: 23.5331, grad_norm: 64.5313 +2023-11-06 18:28:16,467 - mmseg - INFO - Iter [31550/160000] lr: 8.028e-05, eta: 17:23:25, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5661, decode.loss_mask: 0.6521, decode.loss_dice: 0.9931, decode.d0.loss_cls: 1.5845, decode.d0.loss_mask: 0.6937, decode.d0.loss_dice: 1.1074, decode.d1.loss_cls: 0.6931, decode.d1.loss_mask: 0.6844, decode.d1.loss_dice: 1.0699, decode.d2.loss_cls: 0.6185, decode.d2.loss_mask: 0.6636, decode.d2.loss_dice: 1.0235, decode.d3.loss_cls: 0.5948, decode.d3.loss_mask: 0.6545, decode.d3.loss_dice: 1.0097, decode.d4.loss_cls: 0.5840, decode.d4.loss_mask: 0.6552, decode.d4.loss_dice: 1.0021, decode.d5.loss_cls: 0.5762, decode.d5.loss_mask: 0.6556, decode.d5.loss_dice: 1.0019, decode.d6.loss_cls: 0.5617, decode.d6.loss_mask: 0.6525, decode.d6.loss_dice: 0.9971, decode.d7.loss_cls: 0.5701, decode.d7.loss_mask: 0.6502, decode.d7.loss_dice: 0.9954, decode.d8.loss_cls: 0.5679, decode.d8.loss_mask: 0.6492, decode.d8.loss_dice: 0.9890, loss: 23.7169, grad_norm: 63.4326 +2023-11-06 18:28:42,056 - mmseg - INFO - Iter [31600/160000] lr: 8.025e-05, eta: 17:23:05, time: 0.512, data_time: 0.062, memory: 39436, decode.loss_cls: 0.5376, decode.loss_mask: 0.6399, decode.loss_dice: 0.9397, decode.d0.loss_cls: 1.5347, decode.d0.loss_mask: 0.6819, decode.d0.loss_dice: 1.0635, decode.d1.loss_cls: 0.6543, decode.d1.loss_mask: 0.6633, decode.d1.loss_dice: 1.0144, decode.d2.loss_cls: 0.5896, decode.d2.loss_mask: 0.6508, decode.d2.loss_dice: 0.9825, decode.d3.loss_cls: 0.5599, decode.d3.loss_mask: 0.6429, decode.d3.loss_dice: 0.9540, decode.d4.loss_cls: 0.5515, decode.d4.loss_mask: 0.6431, decode.d4.loss_dice: 0.9553, decode.d5.loss_cls: 0.5522, decode.d5.loss_mask: 0.6428, decode.d5.loss_dice: 0.9508, decode.d6.loss_cls: 0.5486, decode.d6.loss_mask: 0.6407, decode.d6.loss_dice: 0.9481, decode.d7.loss_cls: 0.5504, decode.d7.loss_mask: 0.6402, decode.d7.loss_dice: 0.9534, decode.d8.loss_cls: 0.5450, decode.d8.loss_mask: 0.6393, decode.d8.loss_dice: 0.9497, loss: 22.8202, grad_norm: 62.5334 +2023-11-06 18:29:05,179 - mmseg - INFO - Iter [31650/160000] lr: 8.022e-05, eta: 17:22:36, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5206, decode.loss_mask: 0.6500, decode.loss_dice: 0.9239, decode.d0.loss_cls: 1.5084, decode.d0.loss_mask: 0.7037, decode.d0.loss_dice: 1.0458, decode.d1.loss_cls: 0.6403, decode.d1.loss_mask: 0.6809, decode.d1.loss_dice: 0.9959, decode.d2.loss_cls: 0.5709, decode.d2.loss_mask: 0.6666, decode.d2.loss_dice: 0.9659, decode.d3.loss_cls: 0.5415, decode.d3.loss_mask: 0.6589, decode.d3.loss_dice: 0.9450, decode.d4.loss_cls: 0.5293, decode.d4.loss_mask: 0.6563, decode.d4.loss_dice: 0.9383, decode.d5.loss_cls: 0.5231, decode.d5.loss_mask: 0.6607, decode.d5.loss_dice: 0.9359, decode.d6.loss_cls: 0.5204, decode.d6.loss_mask: 0.6571, decode.d6.loss_dice: 0.9289, decode.d7.loss_cls: 0.5139, decode.d7.loss_mask: 0.6555, decode.d7.loss_dice: 0.9264, decode.d8.loss_cls: 0.5140, decode.d8.loss_mask: 0.6553, decode.d8.loss_dice: 0.9253, loss: 22.5587, grad_norm: 66.8333 +2023-11-06 18:29:29,390 - mmseg - INFO - Iter [31700/160000] lr: 8.019e-05, eta: 17:22:11, time: 0.484, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5156, decode.loss_mask: 0.6619, decode.loss_dice: 0.9565, decode.d0.loss_cls: 1.4910, decode.d0.loss_mask: 0.7066, decode.d0.loss_dice: 1.0728, decode.d1.loss_cls: 0.6348, decode.d1.loss_mask: 0.6876, decode.d1.loss_dice: 1.0256, decode.d2.loss_cls: 0.5721, decode.d2.loss_mask: 0.6712, decode.d2.loss_dice: 0.9931, decode.d3.loss_cls: 0.5431, decode.d3.loss_mask: 0.6624, decode.d3.loss_dice: 0.9633, decode.d4.loss_cls: 0.5260, decode.d4.loss_mask: 0.6622, decode.d4.loss_dice: 0.9685, decode.d5.loss_cls: 0.5239, decode.d5.loss_mask: 0.6637, decode.d5.loss_dice: 0.9605, decode.d6.loss_cls: 0.5240, decode.d6.loss_mask: 0.6612, decode.d6.loss_dice: 0.9550, decode.d7.loss_cls: 0.5198, decode.d7.loss_mask: 0.6635, decode.d7.loss_dice: 0.9591, decode.d8.loss_cls: 0.5145, decode.d8.loss_mask: 0.6658, decode.d8.loss_dice: 0.9581, loss: 22.8836, grad_norm: 70.3070 +2023-11-06 18:29:52,450 - mmseg - INFO - Iter [31750/160000] lr: 8.016e-05, eta: 17:21:41, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5128, decode.loss_mask: 0.6505, decode.loss_dice: 0.9393, decode.d0.loss_cls: 1.4781, decode.d0.loss_mask: 0.6893, decode.d0.loss_dice: 1.0553, decode.d1.loss_cls: 0.6192, decode.d1.loss_mask: 0.6729, decode.d1.loss_dice: 1.0107, decode.d2.loss_cls: 0.5625, decode.d2.loss_mask: 0.6559, decode.d2.loss_dice: 0.9745, decode.d3.loss_cls: 0.5446, decode.d3.loss_mask: 0.6529, decode.d3.loss_dice: 0.9511, decode.d4.loss_cls: 0.5331, decode.d4.loss_mask: 0.6493, decode.d4.loss_dice: 0.9486, decode.d5.loss_cls: 0.5231, decode.d5.loss_mask: 0.6465, decode.d5.loss_dice: 0.9513, decode.d6.loss_cls: 0.5211, decode.d6.loss_mask: 0.6454, decode.d6.loss_dice: 0.9425, decode.d7.loss_cls: 0.5207, decode.d7.loss_mask: 0.6450, decode.d7.loss_dice: 0.9400, decode.d8.loss_cls: 0.5193, decode.d8.loss_mask: 0.6452, decode.d8.loss_dice: 0.9436, loss: 22.5444, grad_norm: 66.6462 +2023-11-06 18:30:15,691 - mmseg - INFO - Iter [31800/160000] lr: 8.013e-05, eta: 17:21:12, time: 0.465, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5161, decode.loss_mask: 0.6651, decode.loss_dice: 0.9590, decode.d0.loss_cls: 1.5232, decode.d0.loss_mask: 0.7091, decode.d0.loss_dice: 1.0762, decode.d1.loss_cls: 0.6504, decode.d1.loss_mask: 0.6905, decode.d1.loss_dice: 1.0321, decode.d2.loss_cls: 0.5629, decode.d2.loss_mask: 0.6718, decode.d2.loss_dice: 0.9905, decode.d3.loss_cls: 0.5392, decode.d3.loss_mask: 0.6658, decode.d3.loss_dice: 0.9643, decode.d4.loss_cls: 0.5258, decode.d4.loss_mask: 0.6680, decode.d4.loss_dice: 0.9692, decode.d5.loss_cls: 0.5283, decode.d5.loss_mask: 0.6669, decode.d5.loss_dice: 0.9630, decode.d6.loss_cls: 0.5238, decode.d6.loss_mask: 0.6636, decode.d6.loss_dice: 0.9578, decode.d7.loss_cls: 0.5136, decode.d7.loss_mask: 0.6637, decode.d7.loss_dice: 0.9573, decode.d8.loss_cls: 0.5137, decode.d8.loss_mask: 0.6647, decode.d8.loss_dice: 0.9582, loss: 22.9537, grad_norm: 64.3868 +2023-11-06 18:30:38,851 - mmseg - INFO - Iter [31850/160000] lr: 8.009e-05, eta: 17:20:43, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5068, decode.loss_mask: 0.6542, decode.loss_dice: 0.9338, decode.d0.loss_cls: 1.5148, decode.d0.loss_mask: 0.6966, decode.d0.loss_dice: 1.0423, decode.d1.loss_cls: 0.6201, decode.d1.loss_mask: 0.6829, decode.d1.loss_dice: 0.9990, decode.d2.loss_cls: 0.5546, decode.d2.loss_mask: 0.6687, decode.d2.loss_dice: 0.9694, decode.d3.loss_cls: 0.5373, decode.d3.loss_mask: 0.6589, decode.d3.loss_dice: 0.9443, decode.d4.loss_cls: 0.5260, decode.d4.loss_mask: 0.6588, decode.d4.loss_dice: 0.9421, decode.d5.loss_cls: 0.5149, decode.d5.loss_mask: 0.6602, decode.d5.loss_dice: 0.9409, decode.d6.loss_cls: 0.5126, decode.d6.loss_mask: 0.6600, decode.d6.loss_dice: 0.9344, decode.d7.loss_cls: 0.5099, decode.d7.loss_mask: 0.6603, decode.d7.loss_dice: 0.9335, decode.d8.loss_cls: 0.5102, decode.d8.loss_mask: 0.6600, decode.d8.loss_dice: 0.9333, loss: 22.5407, grad_norm: 66.1062 +2023-11-06 18:31:02,090 - mmseg - INFO - Iter [31900/160000] lr: 8.006e-05, eta: 17:20:14, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5351, decode.loss_mask: 0.6454, decode.loss_dice: 0.9553, decode.d0.loss_cls: 1.5169, decode.d0.loss_mask: 0.6798, decode.d0.loss_dice: 1.0691, decode.d1.loss_cls: 0.6590, decode.d1.loss_mask: 0.6708, decode.d1.loss_dice: 1.0230, decode.d2.loss_cls: 0.5878, decode.d2.loss_mask: 0.6531, decode.d2.loss_dice: 0.9829, decode.d3.loss_cls: 0.5662, decode.d3.loss_mask: 0.6518, decode.d3.loss_dice: 0.9624, decode.d4.loss_cls: 0.5581, decode.d4.loss_mask: 0.6542, decode.d4.loss_dice: 0.9670, decode.d5.loss_cls: 0.5573, decode.d5.loss_mask: 0.6523, decode.d5.loss_dice: 0.9604, decode.d6.loss_cls: 0.5496, decode.d6.loss_mask: 0.6465, decode.d6.loss_dice: 0.9541, decode.d7.loss_cls: 0.5445, decode.d7.loss_mask: 0.6474, decode.d7.loss_dice: 0.9565, decode.d8.loss_cls: 0.5480, decode.d8.loss_mask: 0.6462, decode.d8.loss_dice: 0.9566, loss: 22.9574, grad_norm: 64.2814 +2023-11-06 18:31:25,280 - mmseg - INFO - Iter [31950/160000] lr: 8.003e-05, eta: 17:19:45, time: 0.464, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5258, decode.loss_mask: 0.6744, decode.loss_dice: 0.9448, decode.d0.loss_cls: 1.5169, decode.d0.loss_mask: 0.7257, decode.d0.loss_dice: 1.0541, decode.d1.loss_cls: 0.6405, decode.d1.loss_mask: 0.7017, decode.d1.loss_dice: 1.0166, decode.d2.loss_cls: 0.5713, decode.d2.loss_mask: 0.6862, decode.d2.loss_dice: 0.9817, decode.d3.loss_cls: 0.5497, decode.d3.loss_mask: 0.6837, decode.d3.loss_dice: 0.9572, decode.d4.loss_cls: 0.5384, decode.d4.loss_mask: 0.6760, decode.d4.loss_dice: 0.9580, decode.d5.loss_cls: 0.5295, decode.d5.loss_mask: 0.6769, decode.d5.loss_dice: 0.9554, decode.d6.loss_cls: 0.5335, decode.d6.loss_mask: 0.6744, decode.d6.loss_dice: 0.9468, decode.d7.loss_cls: 0.5212, decode.d7.loss_mask: 0.6758, decode.d7.loss_dice: 0.9500, decode.d8.loss_cls: 0.5266, decode.d8.loss_mask: 0.6747, decode.d8.loss_dice: 0.9423, loss: 23.0095, grad_norm: 69.6961 +2023-11-06 18:31:48,457 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 18:31:48,457 - mmseg - INFO - Iter [32000/160000] lr: 8.000e-05, eta: 17:19:16, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5436, decode.loss_mask: 0.6646, decode.loss_dice: 0.9498, decode.d0.loss_cls: 1.5471, decode.d0.loss_mask: 0.7045, decode.d0.loss_dice: 1.0605, decode.d1.loss_cls: 0.6469, decode.d1.loss_mask: 0.6929, decode.d1.loss_dice: 1.0197, decode.d2.loss_cls: 0.5910, decode.d2.loss_mask: 0.6725, decode.d2.loss_dice: 0.9837, decode.d3.loss_cls: 0.5717, decode.d3.loss_mask: 0.6651, decode.d3.loss_dice: 0.9586, decode.d4.loss_cls: 0.5591, decode.d4.loss_mask: 0.6655, decode.d4.loss_dice: 0.9562, decode.d5.loss_cls: 0.5543, decode.d5.loss_mask: 0.6666, decode.d5.loss_dice: 0.9540, decode.d6.loss_cls: 0.5472, decode.d6.loss_mask: 0.6636, decode.d6.loss_dice: 0.9515, decode.d7.loss_cls: 0.5454, decode.d7.loss_mask: 0.6670, decode.d7.loss_dice: 0.9508, decode.d8.loss_cls: 0.5400, decode.d8.loss_mask: 0.6663, decode.d8.loss_dice: 0.9504, loss: 23.1100, grad_norm: 68.4893 +2023-11-06 18:32:11,704 - mmseg - INFO - Iter [32050/160000] lr: 7.997e-05, eta: 17:18:47, time: 0.465, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5226, decode.loss_mask: 0.6638, decode.loss_dice: 0.9335, decode.d0.loss_cls: 1.4959, decode.d0.loss_mask: 0.6997, decode.d0.loss_dice: 1.0451, decode.d1.loss_cls: 0.6281, decode.d1.loss_mask: 0.6881, decode.d1.loss_dice: 1.0035, decode.d2.loss_cls: 0.5642, decode.d2.loss_mask: 0.6832, decode.d2.loss_dice: 0.9658, decode.d3.loss_cls: 0.5450, decode.d3.loss_mask: 0.6706, decode.d3.loss_dice: 0.9451, decode.d4.loss_cls: 0.5291, decode.d4.loss_mask: 0.6657, decode.d4.loss_dice: 0.9415, decode.d5.loss_cls: 0.5246, decode.d5.loss_mask: 0.6611, decode.d5.loss_dice: 0.9386, decode.d6.loss_cls: 0.5208, decode.d6.loss_mask: 0.6625, decode.d6.loss_dice: 0.9339, decode.d7.loss_cls: 0.5198, decode.d7.loss_mask: 0.6654, decode.d7.loss_dice: 0.9362, decode.d8.loss_cls: 0.5160, decode.d8.loss_mask: 0.6693, decode.d8.loss_dice: 0.9386, loss: 22.6772, grad_norm: 61.2777 +2023-11-06 18:32:34,821 - mmseg - INFO - Iter [32100/160000] lr: 7.994e-05, eta: 17:18:18, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5228, decode.loss_mask: 0.6650, decode.loss_dice: 0.9496, decode.d0.loss_cls: 1.5153, decode.d0.loss_mask: 0.6990, decode.d0.loss_dice: 1.0552, decode.d1.loss_cls: 0.6245, decode.d1.loss_mask: 0.6927, decode.d1.loss_dice: 1.0156, decode.d2.loss_cls: 0.5706, decode.d2.loss_mask: 0.6770, decode.d2.loss_dice: 0.9775, decode.d3.loss_cls: 0.5481, decode.d3.loss_mask: 0.6676, decode.d3.loss_dice: 0.9588, decode.d4.loss_cls: 0.5283, decode.d4.loss_mask: 0.6738, decode.d4.loss_dice: 0.9601, decode.d5.loss_cls: 0.5256, decode.d5.loss_mask: 0.6699, decode.d5.loss_dice: 0.9638, decode.d6.loss_cls: 0.5272, decode.d6.loss_mask: 0.6653, decode.d6.loss_dice: 0.9521, decode.d7.loss_cls: 0.5192, decode.d7.loss_mask: 0.6680, decode.d7.loss_dice: 0.9574, decode.d8.loss_cls: 0.5214, decode.d8.loss_mask: 0.6666, decode.d8.loss_dice: 0.9552, loss: 22.8936, grad_norm: 65.0467 +2023-11-06 18:32:57,985 - mmseg - INFO - Iter [32150/160000] lr: 7.991e-05, eta: 17:17:49, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5319, decode.loss_mask: 0.6488, decode.loss_dice: 0.9664, decode.d0.loss_cls: 1.5308, decode.d0.loss_mask: 0.6872, decode.d0.loss_dice: 1.0883, decode.d1.loss_cls: 0.6477, decode.d1.loss_mask: 0.6762, decode.d1.loss_dice: 1.0375, decode.d2.loss_cls: 0.5715, decode.d2.loss_mask: 0.6635, decode.d2.loss_dice: 1.0033, decode.d3.loss_cls: 0.5521, decode.d3.loss_mask: 0.6560, decode.d3.loss_dice: 0.9779, decode.d4.loss_cls: 0.5448, decode.d4.loss_mask: 0.6524, decode.d4.loss_dice: 0.9754, decode.d5.loss_cls: 0.5399, decode.d5.loss_mask: 0.6532, decode.d5.loss_dice: 0.9758, decode.d6.loss_cls: 0.5366, decode.d6.loss_mask: 0.6486, decode.d6.loss_dice: 0.9688, decode.d7.loss_cls: 0.5352, decode.d7.loss_mask: 0.6487, decode.d7.loss_dice: 0.9666, decode.d8.loss_cls: 0.5350, decode.d8.loss_mask: 0.6478, decode.d8.loss_dice: 0.9674, loss: 23.0353, grad_norm: 62.4375 +2023-11-06 18:33:21,566 - mmseg - INFO - Iter [32200/160000] lr: 7.988e-05, eta: 17:17:21, time: 0.472, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5226, decode.loss_mask: 0.6603, decode.loss_dice: 0.9655, decode.d0.loss_cls: 1.5396, decode.d0.loss_mask: 0.6994, decode.d0.loss_dice: 1.0739, decode.d1.loss_cls: 0.6486, decode.d1.loss_mask: 0.6888, decode.d1.loss_dice: 1.0314, decode.d2.loss_cls: 0.5753, decode.d2.loss_mask: 0.6719, decode.d2.loss_dice: 1.0005, decode.d3.loss_cls: 0.5562, decode.d3.loss_mask: 0.6627, decode.d3.loss_dice: 0.9746, decode.d4.loss_cls: 0.5406, decode.d4.loss_mask: 0.6619, decode.d4.loss_dice: 0.9764, decode.d5.loss_cls: 0.5368, decode.d5.loss_mask: 0.6620, decode.d5.loss_dice: 0.9767, decode.d6.loss_cls: 0.5324, decode.d6.loss_mask: 0.6597, decode.d6.loss_dice: 0.9633, decode.d7.loss_cls: 0.5287, decode.d7.loss_mask: 0.6580, decode.d7.loss_dice: 0.9652, decode.d8.loss_cls: 0.5290, decode.d8.loss_mask: 0.6594, decode.d8.loss_dice: 0.9647, loss: 23.0862, grad_norm: 61.5494 +2023-11-06 18:33:44,863 - mmseg - INFO - Iter [32250/160000] lr: 7.984e-05, eta: 17:16:53, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5356, decode.loss_mask: 0.6515, decode.loss_dice: 0.9501, decode.d0.loss_cls: 1.5104, decode.d0.loss_mask: 0.6975, decode.d0.loss_dice: 1.0650, decode.d1.loss_cls: 0.6422, decode.d1.loss_mask: 0.6770, decode.d1.loss_dice: 1.0151, decode.d2.loss_cls: 0.5809, decode.d2.loss_mask: 0.6635, decode.d2.loss_dice: 0.9767, decode.d3.loss_cls: 0.5606, decode.d3.loss_mask: 0.6577, decode.d3.loss_dice: 0.9545, decode.d4.loss_cls: 0.5454, decode.d4.loss_mask: 0.6607, decode.d4.loss_dice: 0.9579, decode.d5.loss_cls: 0.5431, decode.d5.loss_mask: 0.6605, decode.d5.loss_dice: 0.9628, decode.d6.loss_cls: 0.5372, decode.d6.loss_mask: 0.6569, decode.d6.loss_dice: 0.9552, decode.d7.loss_cls: 0.5359, decode.d7.loss_mask: 0.6535, decode.d7.loss_dice: 0.9517, decode.d8.loss_cls: 0.5420, decode.d8.loss_mask: 0.6527, decode.d8.loss_dice: 0.9478, loss: 22.9018, grad_norm: 60.4558 +2023-11-06 18:34:08,273 - mmseg - INFO - Iter [32300/160000] lr: 7.981e-05, eta: 17:16:25, time: 0.468, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5509, decode.loss_mask: 0.6625, decode.loss_dice: 0.9604, decode.d0.loss_cls: 1.5301, decode.d0.loss_mask: 0.6988, decode.d0.loss_dice: 1.0781, decode.d1.loss_cls: 0.6653, decode.d1.loss_mask: 0.6874, decode.d1.loss_dice: 1.0252, decode.d2.loss_cls: 0.6105, decode.d2.loss_mask: 0.6642, decode.d2.loss_dice: 0.9852, decode.d3.loss_cls: 0.5855, decode.d3.loss_mask: 0.6602, decode.d3.loss_dice: 0.9639, decode.d4.loss_cls: 0.5690, decode.d4.loss_mask: 0.6625, decode.d4.loss_dice: 0.9698, decode.d5.loss_cls: 0.5717, decode.d5.loss_mask: 0.6597, decode.d5.loss_dice: 0.9676, decode.d6.loss_cls: 0.5622, decode.d6.loss_mask: 0.6603, decode.d6.loss_dice: 0.9561, decode.d7.loss_cls: 0.5529, decode.d7.loss_mask: 0.6606, decode.d7.loss_dice: 0.9572, decode.d8.loss_cls: 0.5554, decode.d8.loss_mask: 0.6628, decode.d8.loss_dice: 0.9587, loss: 23.2547, grad_norm: 60.1102 +2023-11-06 18:34:31,267 - mmseg - INFO - Iter [32350/160000] lr: 7.978e-05, eta: 17:15:55, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5352, decode.loss_mask: 0.6597, decode.loss_dice: 0.9414, decode.d0.loss_cls: 1.5279, decode.d0.loss_mask: 0.6927, decode.d0.loss_dice: 1.0594, decode.d1.loss_cls: 0.6465, decode.d1.loss_mask: 0.6790, decode.d1.loss_dice: 1.0116, decode.d2.loss_cls: 0.5838, decode.d2.loss_mask: 0.6729, decode.d2.loss_dice: 0.9746, decode.d3.loss_cls: 0.5525, decode.d3.loss_mask: 0.6613, decode.d3.loss_dice: 0.9527, decode.d4.loss_cls: 0.5491, decode.d4.loss_mask: 0.6586, decode.d4.loss_dice: 0.9501, decode.d5.loss_cls: 0.5392, decode.d5.loss_mask: 0.6602, decode.d5.loss_dice: 0.9508, decode.d6.loss_cls: 0.5400, decode.d6.loss_mask: 0.6565, decode.d6.loss_dice: 0.9418, decode.d7.loss_cls: 0.5378, decode.d7.loss_mask: 0.6594, decode.d7.loss_dice: 0.9463, decode.d8.loss_cls: 0.5343, decode.d8.loss_mask: 0.6585, decode.d8.loss_dice: 0.9454, loss: 22.8792, grad_norm: 62.8522 +2023-11-06 18:34:54,831 - mmseg - INFO - Iter [32400/160000] lr: 7.975e-05, eta: 17:15:28, time: 0.471, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5782, decode.loss_mask: 0.6787, decode.loss_dice: 0.9942, decode.d0.loss_cls: 1.5506, decode.d0.loss_mask: 0.7166, decode.d0.loss_dice: 1.1130, decode.d1.loss_cls: 0.7103, decode.d1.loss_mask: 0.6993, decode.d1.loss_dice: 1.0659, decode.d2.loss_cls: 0.6359, decode.d2.loss_mask: 0.6876, decode.d2.loss_dice: 1.0196, decode.d3.loss_cls: 0.6010, decode.d3.loss_mask: 0.6869, decode.d3.loss_dice: 0.9995, decode.d4.loss_cls: 0.5914, decode.d4.loss_mask: 0.6829, decode.d4.loss_dice: 0.9954, decode.d5.loss_cls: 0.5904, decode.d5.loss_mask: 0.6802, decode.d5.loss_dice: 0.9947, decode.d6.loss_cls: 0.5914, decode.d6.loss_mask: 0.6772, decode.d6.loss_dice: 0.9921, decode.d7.loss_cls: 0.5847, decode.d7.loss_mask: 0.6777, decode.d7.loss_dice: 0.9921, decode.d8.loss_cls: 0.5878, decode.d8.loss_mask: 0.6784, decode.d8.loss_dice: 0.9912, loss: 24.0449, grad_norm: 66.7127 +2023-11-06 18:35:18,058 - mmseg - INFO - Iter [32450/160000] lr: 7.972e-05, eta: 17:14:59, time: 0.465, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5411, decode.loss_mask: 0.6620, decode.loss_dice: 0.9624, decode.d0.loss_cls: 1.5199, decode.d0.loss_mask: 0.7106, decode.d0.loss_dice: 1.0787, decode.d1.loss_cls: 0.6510, decode.d1.loss_mask: 0.6898, decode.d1.loss_dice: 1.0259, decode.d2.loss_cls: 0.5889, decode.d2.loss_mask: 0.6752, decode.d2.loss_dice: 0.9906, decode.d3.loss_cls: 0.5632, decode.d3.loss_mask: 0.6671, decode.d3.loss_dice: 0.9648, decode.d4.loss_cls: 0.5537, decode.d4.loss_mask: 0.6655, decode.d4.loss_dice: 0.9704, decode.d5.loss_cls: 0.5483, decode.d5.loss_mask: 0.6648, decode.d5.loss_dice: 0.9632, decode.d6.loss_cls: 0.5490, decode.d6.loss_mask: 0.6649, decode.d6.loss_dice: 0.9609, decode.d7.loss_cls: 0.5454, decode.d7.loss_mask: 0.6653, decode.d7.loss_dice: 0.9570, decode.d8.loss_cls: 0.5416, decode.d8.loss_mask: 0.6632, decode.d8.loss_dice: 0.9582, loss: 23.1628, grad_norm: 59.9669 +2023-11-06 18:35:41,155 - mmseg - INFO - Iter [32500/160000] lr: 7.969e-05, eta: 17:14:30, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5236, decode.loss_mask: 0.6804, decode.loss_dice: 0.9519, decode.d0.loss_cls: 1.5225, decode.d0.loss_mask: 0.7094, decode.d0.loss_dice: 1.0662, decode.d1.loss_cls: 0.6212, decode.d1.loss_mask: 0.6961, decode.d1.loss_dice: 1.0201, decode.d2.loss_cls: 0.5670, decode.d2.loss_mask: 0.6849, decode.d2.loss_dice: 0.9772, decode.d3.loss_cls: 0.5380, decode.d3.loss_mask: 0.6818, decode.d3.loss_dice: 0.9651, decode.d4.loss_cls: 0.5267, decode.d4.loss_mask: 0.6819, decode.d4.loss_dice: 0.9584, decode.d5.loss_cls: 0.5189, decode.d5.loss_mask: 0.6789, decode.d5.loss_dice: 0.9676, decode.d6.loss_cls: 0.5283, decode.d6.loss_mask: 0.6777, decode.d6.loss_dice: 0.9512, decode.d7.loss_cls: 0.5195, decode.d7.loss_mask: 0.6760, decode.d7.loss_dice: 0.9598, decode.d8.loss_cls: 0.5168, decode.d8.loss_mask: 0.6776, decode.d8.loss_dice: 0.9580, loss: 23.0027, grad_norm: 64.5847 +2023-11-06 18:36:04,376 - mmseg - INFO - Iter [32550/160000] lr: 7.966e-05, eta: 17:14:01, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5316, decode.loss_mask: 0.6660, decode.loss_dice: 0.9489, decode.d0.loss_cls: 1.5184, decode.d0.loss_mask: 0.7051, decode.d0.loss_dice: 1.0694, decode.d1.loss_cls: 0.6497, decode.d1.loss_mask: 0.6935, decode.d1.loss_dice: 1.0272, decode.d2.loss_cls: 0.5799, decode.d2.loss_mask: 0.6816, decode.d2.loss_dice: 0.9866, decode.d3.loss_cls: 0.5609, decode.d3.loss_mask: 0.6743, decode.d3.loss_dice: 0.9633, decode.d4.loss_cls: 0.5496, decode.d4.loss_mask: 0.6641, decode.d4.loss_dice: 0.9540, decode.d5.loss_cls: 0.5491, decode.d5.loss_mask: 0.6668, decode.d5.loss_dice: 0.9555, decode.d6.loss_cls: 0.5398, decode.d6.loss_mask: 0.6634, decode.d6.loss_dice: 0.9411, decode.d7.loss_cls: 0.5360, decode.d7.loss_mask: 0.6616, decode.d7.loss_dice: 0.9495, decode.d8.loss_cls: 0.5310, decode.d8.loss_mask: 0.6637, decode.d8.loss_dice: 0.9543, loss: 23.0357, grad_norm: 68.3941 +2023-11-06 18:36:27,638 - mmseg - INFO - Iter [32600/160000] lr: 7.963e-05, eta: 17:13:32, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 0.5470, decode.loss_mask: 0.6554, decode.loss_dice: 0.9683, decode.d0.loss_cls: 1.5242, decode.d0.loss_mask: 0.7006, decode.d0.loss_dice: 1.0830, decode.d1.loss_cls: 0.6576, decode.d1.loss_mask: 0.6858, decode.d1.loss_dice: 1.0447, decode.d2.loss_cls: 0.5949, decode.d2.loss_mask: 0.6670, decode.d2.loss_dice: 1.0032, decode.d3.loss_cls: 0.5713, decode.d3.loss_mask: 0.6606, decode.d3.loss_dice: 0.9789, decode.d4.loss_cls: 0.5535, decode.d4.loss_mask: 0.6625, decode.d4.loss_dice: 0.9785, decode.d5.loss_cls: 0.5587, decode.d5.loss_mask: 0.6573, decode.d5.loss_dice: 0.9775, decode.d6.loss_cls: 0.5493, decode.d6.loss_mask: 0.6561, decode.d6.loss_dice: 0.9701, decode.d7.loss_cls: 0.5533, decode.d7.loss_mask: 0.6552, decode.d7.loss_dice: 0.9680, decode.d8.loss_cls: 0.5467, decode.d8.loss_mask: 0.6581, decode.d8.loss_dice: 0.9652, loss: 23.2526, grad_norm: 62.0987 +2023-11-06 18:36:50,827 - mmseg - INFO - Iter [32650/160000] lr: 7.959e-05, eta: 17:13:03, time: 0.466, data_time: 0.015, memory: 39436, decode.loss_cls: 0.5618, decode.loss_mask: 0.6887, decode.loss_dice: 0.9923, decode.d0.loss_cls: 1.5573, decode.d0.loss_mask: 0.7262, decode.d0.loss_dice: 1.1126, decode.d1.loss_cls: 0.6832, decode.d1.loss_mask: 0.7138, decode.d1.loss_dice: 1.0629, decode.d2.loss_cls: 0.6004, decode.d2.loss_mask: 0.6918, decode.d2.loss_dice: 1.0239, decode.d3.loss_cls: 0.5774, decode.d3.loss_mask: 0.6904, decode.d3.loss_dice: 1.0017, decode.d4.loss_cls: 0.5742, decode.d4.loss_mask: 0.6898, decode.d4.loss_dice: 0.9976, decode.d5.loss_cls: 0.5697, decode.d5.loss_mask: 0.6880, decode.d5.loss_dice: 1.0001, decode.d6.loss_cls: 0.5651, decode.d6.loss_mask: 0.6866, decode.d6.loss_dice: 0.9968, decode.d7.loss_cls: 0.5622, decode.d7.loss_mask: 0.6862, decode.d7.loss_dice: 0.9923, decode.d8.loss_cls: 0.5539, decode.d8.loss_mask: 0.6855, decode.d8.loss_dice: 0.9954, loss: 23.9278, grad_norm: 69.8438 +2023-11-06 18:37:14,201 - mmseg - INFO - Iter [32700/160000] lr: 7.956e-05, eta: 17:12:35, time: 0.467, data_time: 0.014, memory: 39436, decode.loss_cls: 0.5152, decode.loss_mask: 0.6564, decode.loss_dice: 0.9380, decode.d0.loss_cls: 1.4926, decode.d0.loss_mask: 0.7022, decode.d0.loss_dice: 1.0451, decode.d1.loss_cls: 0.6289, decode.d1.loss_mask: 0.6828, decode.d1.loss_dice: 1.0030, decode.d2.loss_cls: 0.5622, decode.d2.loss_mask: 0.6691, decode.d2.loss_dice: 0.9577, decode.d3.loss_cls: 0.5427, decode.d3.loss_mask: 0.6628, decode.d3.loss_dice: 0.9350, decode.d4.loss_cls: 0.5258, decode.d4.loss_mask: 0.6619, decode.d4.loss_dice: 0.9380, decode.d5.loss_cls: 0.5249, decode.d5.loss_mask: 0.6586, decode.d5.loss_dice: 0.9381, decode.d6.loss_cls: 0.5209, decode.d6.loss_mask: 0.6544, decode.d6.loss_dice: 0.9312, decode.d7.loss_cls: 0.5165, decode.d7.loss_mask: 0.6580, decode.d7.loss_dice: 0.9367, decode.d8.loss_cls: 0.5188, decode.d8.loss_mask: 0.6569, decode.d8.loss_dice: 0.9376, loss: 22.5718, grad_norm: 64.0172 +2023-11-06 18:37:37,313 - mmseg - INFO - Iter [32750/160000] lr: 7.953e-05, eta: 17:12:06, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5299, decode.loss_mask: 0.6414, decode.loss_dice: 0.9523, decode.d0.loss_cls: 1.5099, decode.d0.loss_mask: 0.6822, decode.d0.loss_dice: 1.0639, decode.d1.loss_cls: 0.6313, decode.d1.loss_mask: 0.6731, decode.d1.loss_dice: 1.0116, decode.d2.loss_cls: 0.5661, decode.d2.loss_mask: 0.6564, decode.d2.loss_dice: 0.9830, decode.d3.loss_cls: 0.5533, decode.d3.loss_mask: 0.6463, decode.d3.loss_dice: 0.9580, decode.d4.loss_cls: 0.5355, decode.d4.loss_mask: 0.6447, decode.d4.loss_dice: 0.9609, decode.d5.loss_cls: 0.5362, decode.d5.loss_mask: 0.6391, decode.d5.loss_dice: 0.9576, decode.d6.loss_cls: 0.5320, decode.d6.loss_mask: 0.6417, decode.d6.loss_dice: 0.9505, decode.d7.loss_cls: 0.5281, decode.d7.loss_mask: 0.6406, decode.d7.loss_dice: 0.9513, decode.d8.loss_cls: 0.5236, decode.d8.loss_mask: 0.6422, decode.d8.loss_dice: 0.9593, loss: 22.7020, grad_norm: 69.6944 +2023-11-06 18:38:00,534 - mmseg - INFO - Iter [32800/160000] lr: 7.950e-05, eta: 17:11:38, time: 0.464, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5601, decode.loss_mask: 0.6684, decode.loss_dice: 0.9842, decode.d0.loss_cls: 1.5562, decode.d0.loss_mask: 0.7109, decode.d0.loss_dice: 1.1154, decode.d1.loss_cls: 0.6822, decode.d1.loss_mask: 0.6930, decode.d1.loss_dice: 1.0556, decode.d2.loss_cls: 0.6024, decode.d2.loss_mask: 0.6785, decode.d2.loss_dice: 1.0219, decode.d3.loss_cls: 0.5843, decode.d3.loss_mask: 0.6721, decode.d3.loss_dice: 0.9971, decode.d4.loss_cls: 0.5707, decode.d4.loss_mask: 0.6714, decode.d4.loss_dice: 0.9984, decode.d5.loss_cls: 0.5692, decode.d5.loss_mask: 0.6744, decode.d5.loss_dice: 0.9972, decode.d6.loss_cls: 0.5642, decode.d6.loss_mask: 0.6728, decode.d6.loss_dice: 0.9903, decode.d7.loss_cls: 0.5727, decode.d7.loss_mask: 0.6663, decode.d7.loss_dice: 0.9870, decode.d8.loss_cls: 0.5660, decode.d8.loss_mask: 0.6665, decode.d8.loss_dice: 0.9880, loss: 23.7374, grad_norm: 64.5122 +2023-11-06 18:38:25,987 - mmseg - INFO - Iter [32850/160000] lr: 7.947e-05, eta: 17:11:18, time: 0.509, data_time: 0.057, memory: 39436, decode.loss_cls: 0.5400, decode.loss_mask: 0.6634, decode.loss_dice: 0.9585, decode.d0.loss_cls: 1.5416, decode.d0.loss_mask: 0.7012, decode.d0.loss_dice: 1.0725, decode.d1.loss_cls: 0.6502, decode.d1.loss_mask: 0.6787, decode.d1.loss_dice: 1.0271, decode.d2.loss_cls: 0.5865, decode.d2.loss_mask: 0.6664, decode.d2.loss_dice: 0.9946, decode.d3.loss_cls: 0.5631, decode.d3.loss_mask: 0.6593, decode.d3.loss_dice: 0.9700, decode.d4.loss_cls: 0.5585, decode.d4.loss_mask: 0.6592, decode.d4.loss_dice: 0.9706, decode.d5.loss_cls: 0.5519, decode.d5.loss_mask: 0.6595, decode.d5.loss_dice: 0.9701, decode.d6.loss_cls: 0.5463, decode.d6.loss_mask: 0.6597, decode.d6.loss_dice: 0.9645, decode.d7.loss_cls: 0.5398, decode.d7.loss_mask: 0.6618, decode.d7.loss_dice: 0.9667, decode.d8.loss_cls: 0.5326, decode.d8.loss_mask: 0.6648, decode.d8.loss_dice: 0.9640, loss: 23.1429, grad_norm: 68.7701 +2023-11-06 18:38:49,273 - mmseg - INFO - Iter [32900/160000] lr: 7.944e-05, eta: 17:10:49, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4976, decode.loss_mask: 0.6353, decode.loss_dice: 0.9496, decode.d0.loss_cls: 1.4812, decode.d0.loss_mask: 0.6834, decode.d0.loss_dice: 1.0611, decode.d1.loss_cls: 0.6151, decode.d1.loss_mask: 0.6641, decode.d1.loss_dice: 1.0144, decode.d2.loss_cls: 0.5518, decode.d2.loss_mask: 0.6525, decode.d2.loss_dice: 0.9828, decode.d3.loss_cls: 0.5249, decode.d3.loss_mask: 0.6384, decode.d3.loss_dice: 0.9515, decode.d4.loss_cls: 0.5072, decode.d4.loss_mask: 0.6421, decode.d4.loss_dice: 0.9597, decode.d5.loss_cls: 0.5024, decode.d5.loss_mask: 0.6362, decode.d5.loss_dice: 0.9530, decode.d6.loss_cls: 0.5036, decode.d6.loss_mask: 0.6333, decode.d6.loss_dice: 0.9449, decode.d7.loss_cls: 0.4974, decode.d7.loss_mask: 0.6361, decode.d7.loss_dice: 0.9537, decode.d8.loss_cls: 0.4965, decode.d8.loss_mask: 0.6371, decode.d8.loss_dice: 0.9470, loss: 22.3538, grad_norm: 66.0052 +2023-11-06 18:39:12,542 - mmseg - INFO - Iter [32950/160000] lr: 7.941e-05, eta: 17:10:21, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5237, decode.loss_mask: 0.6328, decode.loss_dice: 0.9311, decode.d0.loss_cls: 1.5484, decode.d0.loss_mask: 0.6713, decode.d0.loss_dice: 1.0576, decode.d1.loss_cls: 0.6459, decode.d1.loss_mask: 0.6597, decode.d1.loss_dice: 0.9995, decode.d2.loss_cls: 0.5807, decode.d2.loss_mask: 0.6353, decode.d2.loss_dice: 0.9606, decode.d3.loss_cls: 0.5585, decode.d3.loss_mask: 0.6320, decode.d3.loss_dice: 0.9385, decode.d4.loss_cls: 0.5426, decode.d4.loss_mask: 0.6344, decode.d4.loss_dice: 0.9424, decode.d5.loss_cls: 0.5402, decode.d5.loss_mask: 0.6328, decode.d5.loss_dice: 0.9336, decode.d6.loss_cls: 0.5348, decode.d6.loss_mask: 0.6287, decode.d6.loss_dice: 0.9338, decode.d7.loss_cls: 0.5301, decode.d7.loss_mask: 0.6311, decode.d7.loss_dice: 0.9280, decode.d8.loss_cls: 0.5255, decode.d8.loss_mask: 0.6263, decode.d8.loss_dice: 0.9334, loss: 22.4731, grad_norm: 69.5463 +2023-11-06 18:39:35,693 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 18:39:35,693 - mmseg - INFO - Iter [33000/160000] lr: 7.938e-05, eta: 17:09:52, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 0.5040, decode.loss_mask: 0.6190, decode.loss_dice: 0.9144, decode.d0.loss_cls: 1.5138, decode.d0.loss_mask: 0.6615, decode.d0.loss_dice: 1.0365, decode.d1.loss_cls: 0.6133, decode.d1.loss_mask: 0.6460, decode.d1.loss_dice: 0.9924, decode.d2.loss_cls: 0.5565, decode.d2.loss_mask: 0.6312, decode.d2.loss_dice: 0.9461, decode.d3.loss_cls: 0.5225, decode.d3.loss_mask: 0.6269, decode.d3.loss_dice: 0.9278, decode.d4.loss_cls: 0.5215, decode.d4.loss_mask: 0.6215, decode.d4.loss_dice: 0.9268, decode.d5.loss_cls: 0.5143, decode.d5.loss_mask: 0.6201, decode.d5.loss_dice: 0.9252, decode.d6.loss_cls: 0.5095, decode.d6.loss_mask: 0.6206, decode.d6.loss_dice: 0.9229, decode.d7.loss_cls: 0.5032, decode.d7.loss_mask: 0.6222, decode.d7.loss_dice: 0.9237, decode.d8.loss_cls: 0.5014, decode.d8.loss_mask: 0.6217, decode.d8.loss_dice: 0.9227, loss: 21.9894, grad_norm: 63.9293 +2023-11-06 18:39:58,976 - mmseg - INFO - Iter [33050/160000] lr: 7.934e-05, eta: 17:09:24, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5151, decode.loss_mask: 0.6651, decode.loss_dice: 0.9388, decode.d0.loss_cls: 1.5018, decode.d0.loss_mask: 0.6958, decode.d0.loss_dice: 1.0531, decode.d1.loss_cls: 0.6456, decode.d1.loss_mask: 0.6896, decode.d1.loss_dice: 1.0048, decode.d2.loss_cls: 0.5745, decode.d2.loss_mask: 0.6733, decode.d2.loss_dice: 0.9708, decode.d3.loss_cls: 0.5407, decode.d3.loss_mask: 0.6669, decode.d3.loss_dice: 0.9481, decode.d4.loss_cls: 0.5326, decode.d4.loss_mask: 0.6653, decode.d4.loss_dice: 0.9496, decode.d5.loss_cls: 0.5310, decode.d5.loss_mask: 0.6627, decode.d5.loss_dice: 0.9440, decode.d6.loss_cls: 0.5228, decode.d6.loss_mask: 0.6624, decode.d6.loss_dice: 0.9433, decode.d7.loss_cls: 0.5210, decode.d7.loss_mask: 0.6660, decode.d7.loss_dice: 0.9454, decode.d8.loss_cls: 0.5186, decode.d8.loss_mask: 0.6657, decode.d8.loss_dice: 0.9475, loss: 22.7617, grad_norm: 64.1150 +2023-11-06 18:40:22,363 - mmseg - INFO - Iter [33100/160000] lr: 7.931e-05, eta: 17:08:56, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5038, decode.loss_mask: 0.6800, decode.loss_dice: 0.9723, decode.d0.loss_cls: 1.5036, decode.d0.loss_mask: 0.7173, decode.d0.loss_dice: 1.0827, decode.d1.loss_cls: 0.6207, decode.d1.loss_mask: 0.7010, decode.d1.loss_dice: 1.0368, decode.d2.loss_cls: 0.5604, decode.d2.loss_mask: 0.6843, decode.d2.loss_dice: 0.9967, decode.d3.loss_cls: 0.5356, decode.d3.loss_mask: 0.6799, decode.d3.loss_dice: 0.9784, decode.d4.loss_cls: 0.5168, decode.d4.loss_mask: 0.6826, decode.d4.loss_dice: 0.9827, decode.d5.loss_cls: 0.5169, decode.d5.loss_mask: 0.6807, decode.d5.loss_dice: 0.9763, decode.d6.loss_cls: 0.5150, decode.d6.loss_mask: 0.6804, decode.d6.loss_dice: 0.9695, decode.d7.loss_cls: 0.5098, decode.d7.loss_mask: 0.6784, decode.d7.loss_dice: 0.9723, decode.d8.loss_cls: 0.5021, decode.d8.loss_mask: 0.6798, decode.d8.loss_dice: 0.9753, loss: 23.0922, grad_norm: 60.7194 +2023-11-06 18:40:45,544 - mmseg - INFO - Iter [33150/160000] lr: 7.928e-05, eta: 17:08:27, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5286, decode.loss_mask: 0.6707, decode.loss_dice: 0.9625, decode.d0.loss_cls: 1.5048, decode.d0.loss_mask: 0.7068, decode.d0.loss_dice: 1.0689, decode.d1.loss_cls: 0.6373, decode.d1.loss_mask: 0.7026, decode.d1.loss_dice: 1.0276, decode.d2.loss_cls: 0.5755, decode.d2.loss_mask: 0.6786, decode.d2.loss_dice: 0.9935, decode.d3.loss_cls: 0.5503, decode.d3.loss_mask: 0.6738, decode.d3.loss_dice: 0.9703, decode.d4.loss_cls: 0.5423, decode.d4.loss_mask: 0.6684, decode.d4.loss_dice: 0.9678, decode.d5.loss_cls: 0.5339, decode.d5.loss_mask: 0.6699, decode.d5.loss_dice: 0.9716, decode.d6.loss_cls: 0.5317, decode.d6.loss_mask: 0.6697, decode.d6.loss_dice: 0.9672, decode.d7.loss_cls: 0.5312, decode.d7.loss_mask: 0.6674, decode.d7.loss_dice: 0.9643, decode.d8.loss_cls: 0.5269, decode.d8.loss_mask: 0.6715, decode.d8.loss_dice: 0.9649, loss: 23.1004, grad_norm: 63.0936 +2023-11-06 18:41:08,775 - mmseg - INFO - Iter [33200/160000] lr: 7.925e-05, eta: 17:07:59, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4972, decode.loss_mask: 0.6479, decode.loss_dice: 0.9473, decode.d0.loss_cls: 1.4848, decode.d0.loss_mask: 0.6829, decode.d0.loss_dice: 1.0659, decode.d1.loss_cls: 0.6139, decode.d1.loss_mask: 0.6716, decode.d1.loss_dice: 1.0153, decode.d2.loss_cls: 0.5457, decode.d2.loss_mask: 0.6578, decode.d2.loss_dice: 0.9783, decode.d3.loss_cls: 0.5191, decode.d3.loss_mask: 0.6463, decode.d3.loss_dice: 0.9536, decode.d4.loss_cls: 0.5116, decode.d4.loss_mask: 0.6452, decode.d4.loss_dice: 0.9496, decode.d5.loss_cls: 0.5075, decode.d5.loss_mask: 0.6457, decode.d5.loss_dice: 0.9549, decode.d6.loss_cls: 0.4973, decode.d6.loss_mask: 0.6501, decode.d6.loss_dice: 0.9479, decode.d7.loss_cls: 0.5046, decode.d7.loss_mask: 0.6474, decode.d7.loss_dice: 0.9492, decode.d8.loss_cls: 0.5006, decode.d8.loss_mask: 0.6470, decode.d8.loss_dice: 0.9459, loss: 22.4323, grad_norm: 66.9083 +2023-11-06 18:41:31,762 - mmseg - INFO - Iter [33250/160000] lr: 7.922e-05, eta: 17:07:29, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5422, decode.loss_mask: 0.6561, decode.loss_dice: 0.9471, decode.d0.loss_cls: 1.5265, decode.d0.loss_mask: 0.6942, decode.d0.loss_dice: 1.0663, decode.d1.loss_cls: 0.6458, decode.d1.loss_mask: 0.6856, decode.d1.loss_dice: 1.0312, decode.d2.loss_cls: 0.5865, decode.d2.loss_mask: 0.6604, decode.d2.loss_dice: 0.9763, decode.d3.loss_cls: 0.5716, decode.d3.loss_mask: 0.6518, decode.d3.loss_dice: 0.9564, decode.d4.loss_cls: 0.5575, decode.d4.loss_mask: 0.6568, decode.d4.loss_dice: 0.9552, decode.d5.loss_cls: 0.5453, decode.d5.loss_mask: 0.6544, decode.d5.loss_dice: 0.9559, decode.d6.loss_cls: 0.5455, decode.d6.loss_mask: 0.6504, decode.d6.loss_dice: 0.9450, decode.d7.loss_cls: 0.5440, decode.d7.loss_mask: 0.6501, decode.d7.loss_dice: 0.9441, decode.d8.loss_cls: 0.5365, decode.d8.loss_mask: 0.6506, decode.d8.loss_dice: 0.9435, loss: 22.9327, grad_norm: 61.7807 +2023-11-06 18:41:55,021 - mmseg - INFO - Iter [33300/160000] lr: 7.919e-05, eta: 17:07:01, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5185, decode.loss_mask: 0.6252, decode.loss_dice: 0.9429, decode.d0.loss_cls: 1.5156, decode.d0.loss_mask: 0.6713, decode.d0.loss_dice: 1.0632, decode.d1.loss_cls: 0.6410, decode.d1.loss_mask: 0.6551, decode.d1.loss_dice: 1.0125, decode.d2.loss_cls: 0.5625, decode.d2.loss_mask: 0.6438, decode.d2.loss_dice: 0.9803, decode.d3.loss_cls: 0.5401, decode.d3.loss_mask: 0.6325, decode.d3.loss_dice: 0.9568, decode.d4.loss_cls: 0.5283, decode.d4.loss_mask: 0.6318, decode.d4.loss_dice: 0.9511, decode.d5.loss_cls: 0.5184, decode.d5.loss_mask: 0.6338, decode.d5.loss_dice: 0.9570, decode.d6.loss_cls: 0.5153, decode.d6.loss_mask: 0.6311, decode.d6.loss_dice: 0.9488, decode.d7.loss_cls: 0.5198, decode.d7.loss_mask: 0.6317, decode.d7.loss_dice: 0.9511, decode.d8.loss_cls: 0.5137, decode.d8.loss_mask: 0.6299, decode.d8.loss_dice: 0.9530, loss: 22.4759, grad_norm: 59.9555 +2023-11-06 18:42:18,069 - mmseg - INFO - Iter [33350/160000] lr: 7.916e-05, eta: 17:06:32, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5246, decode.loss_mask: 0.6530, decode.loss_dice: 0.9231, decode.d0.loss_cls: 1.4914, decode.d0.loss_mask: 0.7029, decode.d0.loss_dice: 1.0427, decode.d1.loss_cls: 0.6315, decode.d1.loss_mask: 0.6865, decode.d1.loss_dice: 0.9979, decode.d2.loss_cls: 0.5653, decode.d2.loss_mask: 0.6689, decode.d2.loss_dice: 0.9663, decode.d3.loss_cls: 0.5340, decode.d3.loss_mask: 0.6636, decode.d3.loss_dice: 0.9334, decode.d4.loss_cls: 0.5318, decode.d4.loss_mask: 0.6619, decode.d4.loss_dice: 0.9396, decode.d5.loss_cls: 0.5290, decode.d5.loss_mask: 0.6592, decode.d5.loss_dice: 0.9382, decode.d6.loss_cls: 0.5233, decode.d6.loss_mask: 0.6594, decode.d6.loss_dice: 0.9254, decode.d7.loss_cls: 0.5260, decode.d7.loss_mask: 0.6569, decode.d7.loss_dice: 0.9268, decode.d8.loss_cls: 0.5196, decode.d8.loss_mask: 0.6533, decode.d8.loss_dice: 0.9286, loss: 22.5642, grad_norm: 66.1187 +2023-11-06 18:42:41,064 - mmseg - INFO - Iter [33400/160000] lr: 7.913e-05, eta: 17:06:02, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5128, decode.loss_mask: 0.6689, decode.loss_dice: 0.9747, decode.d0.loss_cls: 1.5094, decode.d0.loss_mask: 0.7154, decode.d0.loss_dice: 1.1006, decode.d1.loss_cls: 0.6268, decode.d1.loss_mask: 0.6973, decode.d1.loss_dice: 1.0599, decode.d2.loss_cls: 0.5670, decode.d2.loss_mask: 0.6809, decode.d2.loss_dice: 1.0148, decode.d3.loss_cls: 0.5434, decode.d3.loss_mask: 0.6725, decode.d3.loss_dice: 0.9905, decode.d4.loss_cls: 0.5300, decode.d4.loss_mask: 0.6743, decode.d4.loss_dice: 0.9900, decode.d5.loss_cls: 0.5258, decode.d5.loss_mask: 0.6707, decode.d5.loss_dice: 0.9826, decode.d6.loss_cls: 0.5188, decode.d6.loss_mask: 0.6683, decode.d6.loss_dice: 0.9725, decode.d7.loss_cls: 0.5137, decode.d7.loss_mask: 0.6729, decode.d7.loss_dice: 0.9756, decode.d8.loss_cls: 0.5203, decode.d8.loss_mask: 0.6678, decode.d8.loss_dice: 0.9789, loss: 23.1972, grad_norm: 63.5075 +2023-11-06 18:43:04,542 - mmseg - INFO - Iter [33450/160000] lr: 7.909e-05, eta: 17:05:35, time: 0.470, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4989, decode.loss_mask: 0.6667, decode.loss_dice: 0.9297, decode.d0.loss_cls: 1.5024, decode.d0.loss_mask: 0.7076, decode.d0.loss_dice: 1.0498, decode.d1.loss_cls: 0.6225, decode.d1.loss_mask: 0.6919, decode.d1.loss_dice: 1.0080, decode.d2.loss_cls: 0.5534, decode.d2.loss_mask: 0.6795, decode.d2.loss_dice: 0.9635, decode.d3.loss_cls: 0.5355, decode.d3.loss_mask: 0.6687, decode.d3.loss_dice: 0.9443, decode.d4.loss_cls: 0.5199, decode.d4.loss_mask: 0.6652, decode.d4.loss_dice: 0.9358, decode.d5.loss_cls: 0.5130, decode.d5.loss_mask: 0.6672, decode.d5.loss_dice: 0.9385, decode.d6.loss_cls: 0.5049, decode.d6.loss_mask: 0.6678, decode.d6.loss_dice: 0.9340, decode.d7.loss_cls: 0.4937, decode.d7.loss_mask: 0.6666, decode.d7.loss_dice: 0.9351, decode.d8.loss_cls: 0.4995, decode.d8.loss_mask: 0.6673, decode.d8.loss_dice: 0.9340, loss: 22.5646, grad_norm: 64.1986 +2023-11-06 18:43:28,129 - mmseg - INFO - Iter [33500/160000] lr: 7.906e-05, eta: 17:05:08, time: 0.472, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5345, decode.loss_mask: 0.6363, decode.loss_dice: 0.9468, decode.d0.loss_cls: 1.5219, decode.d0.loss_mask: 0.6798, decode.d0.loss_dice: 1.0794, decode.d1.loss_cls: 0.6543, decode.d1.loss_mask: 0.6680, decode.d1.loss_dice: 1.0237, decode.d2.loss_cls: 0.5875, decode.d2.loss_mask: 0.6481, decode.d2.loss_dice: 0.9848, decode.d3.loss_cls: 0.5589, decode.d3.loss_mask: 0.6447, decode.d3.loss_dice: 0.9648, decode.d4.loss_cls: 0.5506, decode.d4.loss_mask: 0.6425, decode.d4.loss_dice: 0.9583, decode.d5.loss_cls: 0.5461, decode.d5.loss_mask: 0.6380, decode.d5.loss_dice: 0.9555, decode.d6.loss_cls: 0.5424, decode.d6.loss_mask: 0.6419, decode.d6.loss_dice: 0.9534, decode.d7.loss_cls: 0.5320, decode.d7.loss_mask: 0.6423, decode.d7.loss_dice: 0.9519, decode.d8.loss_cls: 0.5336, decode.d8.loss_mask: 0.6405, decode.d8.loss_dice: 0.9567, loss: 22.8192, grad_norm: 64.9571 +2023-11-06 18:43:51,329 - mmseg - INFO - Iter [33550/160000] lr: 7.903e-05, eta: 17:04:39, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5002, decode.loss_mask: 0.6482, decode.loss_dice: 0.9259, decode.d0.loss_cls: 1.4741, decode.d0.loss_mask: 0.6985, decode.d0.loss_dice: 1.0360, decode.d1.loss_cls: 0.6103, decode.d1.loss_mask: 0.6777, decode.d1.loss_dice: 1.0026, decode.d2.loss_cls: 0.5492, decode.d2.loss_mask: 0.6629, decode.d2.loss_dice: 0.9568, decode.d3.loss_cls: 0.5202, decode.d3.loss_mask: 0.6542, decode.d3.loss_dice: 0.9367, decode.d4.loss_cls: 0.5132, decode.d4.loss_mask: 0.6516, decode.d4.loss_dice: 0.9301, decode.d5.loss_cls: 0.5075, decode.d5.loss_mask: 0.6499, decode.d5.loss_dice: 0.9357, decode.d6.loss_cls: 0.5046, decode.d6.loss_mask: 0.6500, decode.d6.loss_dice: 0.9245, decode.d7.loss_cls: 0.5016, decode.d7.loss_mask: 0.6471, decode.d7.loss_dice: 0.9261, decode.d8.loss_cls: 0.4973, decode.d8.loss_mask: 0.6500, decode.d8.loss_dice: 0.9357, loss: 22.2787, grad_norm: 66.3905 +2023-11-06 18:44:14,604 - mmseg - INFO - Iter [33600/160000] lr: 7.900e-05, eta: 17:04:11, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5470, decode.loss_mask: 0.6589, decode.loss_dice: 0.9394, decode.d0.loss_cls: 1.5299, decode.d0.loss_mask: 0.6986, decode.d0.loss_dice: 1.0713, decode.d1.loss_cls: 0.6544, decode.d1.loss_mask: 0.6783, decode.d1.loss_dice: 1.0192, decode.d2.loss_cls: 0.5962, decode.d2.loss_mask: 0.6636, decode.d2.loss_dice: 0.9749, decode.d3.loss_cls: 0.5773, decode.d3.loss_mask: 0.6544, decode.d3.loss_dice: 0.9557, decode.d4.loss_cls: 0.5641, decode.d4.loss_mask: 0.6563, decode.d4.loss_dice: 0.9553, decode.d5.loss_cls: 0.5614, decode.d5.loss_mask: 0.6532, decode.d5.loss_dice: 0.9552, decode.d6.loss_cls: 0.5560, decode.d6.loss_mask: 0.6497, decode.d6.loss_dice: 0.9394, decode.d7.loss_cls: 0.5518, decode.d7.loss_mask: 0.6520, decode.d7.loss_dice: 0.9435, decode.d8.loss_cls: 0.5466, decode.d8.loss_mask: 0.6553, decode.d8.loss_dice: 0.9465, loss: 23.0052, grad_norm: 67.0548 +2023-11-06 18:44:37,623 - mmseg - INFO - Iter [33650/160000] lr: 7.897e-05, eta: 17:03:42, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5222, decode.loss_mask: 0.6561, decode.loss_dice: 0.9576, decode.d0.loss_cls: 1.5324, decode.d0.loss_mask: 0.7059, decode.d0.loss_dice: 1.0759, decode.d1.loss_cls: 0.6387, decode.d1.loss_mask: 0.6912, decode.d1.loss_dice: 1.0347, decode.d2.loss_cls: 0.5744, decode.d2.loss_mask: 0.6736, decode.d2.loss_dice: 1.0054, decode.d3.loss_cls: 0.5483, decode.d3.loss_mask: 0.6649, decode.d3.loss_dice: 0.9717, decode.d4.loss_cls: 0.5412, decode.d4.loss_mask: 0.6649, decode.d4.loss_dice: 0.9712, decode.d5.loss_cls: 0.5322, decode.d5.loss_mask: 0.6669, decode.d5.loss_dice: 0.9708, decode.d6.loss_cls: 0.5258, decode.d6.loss_mask: 0.6605, decode.d6.loss_dice: 0.9575, decode.d7.loss_cls: 0.5216, decode.d7.loss_mask: 0.6592, decode.d7.loss_dice: 0.9619, decode.d8.loss_cls: 0.5189, decode.d8.loss_mask: 0.6583, decode.d8.loss_dice: 0.9634, loss: 23.0274, grad_norm: 66.6922 +2023-11-06 18:45:00,800 - mmseg - INFO - Iter [33700/160000] lr: 7.894e-05, eta: 17:03:13, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5226, decode.loss_mask: 0.6572, decode.loss_dice: 0.9492, decode.d0.loss_cls: 1.5488, decode.d0.loss_mask: 0.7025, decode.d0.loss_dice: 1.0664, decode.d1.loss_cls: 0.6319, decode.d1.loss_mask: 0.6879, decode.d1.loss_dice: 1.0188, decode.d2.loss_cls: 0.5805, decode.d2.loss_mask: 0.6671, decode.d2.loss_dice: 0.9838, decode.d3.loss_cls: 0.5543, decode.d3.loss_mask: 0.6601, decode.d3.loss_dice: 0.9597, decode.d4.loss_cls: 0.5402, decode.d4.loss_mask: 0.6573, decode.d4.loss_dice: 0.9584, decode.d5.loss_cls: 0.5337, decode.d5.loss_mask: 0.6614, decode.d5.loss_dice: 0.9590, decode.d6.loss_cls: 0.5301, decode.d6.loss_mask: 0.6573, decode.d6.loss_dice: 0.9518, decode.d7.loss_cls: 0.5247, decode.d7.loss_mask: 0.6586, decode.d7.loss_dice: 0.9508, decode.d8.loss_cls: 0.5286, decode.d8.loss_mask: 0.6552, decode.d8.loss_dice: 0.9509, loss: 22.9087, grad_norm: 70.8572 +2023-11-06 18:45:23,952 - mmseg - INFO - Iter [33750/160000] lr: 7.891e-05, eta: 17:02:45, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5310, decode.loss_mask: 0.6831, decode.loss_dice: 0.9724, decode.d0.loss_cls: 1.5288, decode.d0.loss_mask: 0.7129, decode.d0.loss_dice: 1.0769, decode.d1.loss_cls: 0.6535, decode.d1.loss_mask: 0.7081, decode.d1.loss_dice: 1.0315, decode.d2.loss_cls: 0.5885, decode.d2.loss_mask: 0.6956, decode.d2.loss_dice: 1.0005, decode.d3.loss_cls: 0.5549, decode.d3.loss_mask: 0.6881, decode.d3.loss_dice: 0.9777, decode.d4.loss_cls: 0.5467, decode.d4.loss_mask: 0.6895, decode.d4.loss_dice: 0.9722, decode.d5.loss_cls: 0.5440, decode.d5.loss_mask: 0.6821, decode.d5.loss_dice: 0.9754, decode.d6.loss_cls: 0.5443, decode.d6.loss_mask: 0.6805, decode.d6.loss_dice: 0.9633, decode.d7.loss_cls: 0.5341, decode.d7.loss_mask: 0.6806, decode.d7.loss_dice: 0.9706, decode.d8.loss_cls: 0.5297, decode.d8.loss_mask: 0.6824, decode.d8.loss_dice: 0.9683, loss: 23.3675, grad_norm: 62.0273 +2023-11-06 18:45:52,793 - mmseg - INFO - Iter [33800/160000] lr: 7.888e-05, eta: 17:02:37, time: 0.577, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5418, decode.loss_mask: 0.6625, decode.loss_dice: 0.9768, decode.d0.loss_cls: 1.5288, decode.d0.loss_mask: 0.6983, decode.d0.loss_dice: 1.0843, decode.d1.loss_cls: 0.6533, decode.d1.loss_mask: 0.6876, decode.d1.loss_dice: 1.0455, decode.d2.loss_cls: 0.5935, decode.d2.loss_mask: 0.6697, decode.d2.loss_dice: 1.0147, decode.d3.loss_cls: 0.5735, decode.d3.loss_mask: 0.6654, decode.d3.loss_dice: 0.9798, decode.d4.loss_cls: 0.5566, decode.d4.loss_mask: 0.6659, decode.d4.loss_dice: 0.9807, decode.d5.loss_cls: 0.5557, decode.d5.loss_mask: 0.6639, decode.d5.loss_dice: 0.9839, decode.d6.loss_cls: 0.5522, decode.d6.loss_mask: 0.6651, decode.d6.loss_dice: 0.9727, decode.d7.loss_cls: 0.5469, decode.d7.loss_mask: 0.6657, decode.d7.loss_dice: 0.9732, decode.d8.loss_cls: 0.5455, decode.d8.loss_mask: 0.6625, decode.d8.loss_dice: 0.9783, loss: 23.3443, grad_norm: 70.9340 +2023-11-06 18:46:17,599 - mmseg - INFO - Iter [33850/160000] lr: 7.884e-05, eta: 17:02:15, time: 0.496, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5437, decode.loss_mask: 0.6484, decode.loss_dice: 0.9253, decode.d0.loss_cls: 1.5003, decode.d0.loss_mask: 0.6879, decode.d0.loss_dice: 1.0444, decode.d1.loss_cls: 0.6618, decode.d1.loss_mask: 0.6715, decode.d1.loss_dice: 0.9942, decode.d2.loss_cls: 0.5991, decode.d2.loss_mask: 0.6577, decode.d2.loss_dice: 0.9625, decode.d3.loss_cls: 0.5714, decode.d3.loss_mask: 0.6501, decode.d3.loss_dice: 0.9304, decode.d4.loss_cls: 0.5583, decode.d4.loss_mask: 0.6514, decode.d4.loss_dice: 0.9332, decode.d5.loss_cls: 0.5576, decode.d5.loss_mask: 0.6509, decode.d5.loss_dice: 0.9358, decode.d6.loss_cls: 0.5479, decode.d6.loss_mask: 0.6502, decode.d6.loss_dice: 0.9339, decode.d7.loss_cls: 0.5470, decode.d7.loss_mask: 0.6527, decode.d7.loss_dice: 0.9303, decode.d8.loss_cls: 0.5446, decode.d8.loss_mask: 0.6504, decode.d8.loss_dice: 0.9263, loss: 22.7192, grad_norm: 69.1837 +2023-11-06 18:46:41,097 - mmseg - INFO - Iter [33900/160000] lr: 7.881e-05, eta: 17:01:48, time: 0.470, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5460, decode.loss_mask: 0.6417, decode.loss_dice: 0.9516, decode.d0.loss_cls: 1.5677, decode.d0.loss_mask: 0.6712, decode.d0.loss_dice: 1.0720, decode.d1.loss_cls: 0.6655, decode.d1.loss_mask: 0.6631, decode.d1.loss_dice: 1.0223, decode.d2.loss_cls: 0.5948, decode.d2.loss_mask: 0.6457, decode.d2.loss_dice: 0.9824, decode.d3.loss_cls: 0.5686, decode.d3.loss_mask: 0.6464, decode.d3.loss_dice: 0.9547, decode.d4.loss_cls: 0.5556, decode.d4.loss_mask: 0.6431, decode.d4.loss_dice: 0.9585, decode.d5.loss_cls: 0.5521, decode.d5.loss_mask: 0.6457, decode.d5.loss_dice: 0.9654, decode.d6.loss_cls: 0.5488, decode.d6.loss_mask: 0.6441, decode.d6.loss_dice: 0.9543, decode.d7.loss_cls: 0.5436, decode.d7.loss_mask: 0.6412, decode.d7.loss_dice: 0.9547, decode.d8.loss_cls: 0.5463, decode.d8.loss_mask: 0.6393, decode.d8.loss_dice: 0.9590, loss: 22.9455, grad_norm: 64.3052 +2023-11-06 18:47:04,141 - mmseg - INFO - Iter [33950/160000] lr: 7.878e-05, eta: 17:01:19, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5344, decode.loss_mask: 0.6737, decode.loss_dice: 0.9643, decode.d0.loss_cls: 1.5343, decode.d0.loss_mask: 0.7188, decode.d0.loss_dice: 1.0872, decode.d1.loss_cls: 0.6449, decode.d1.loss_mask: 0.7012, decode.d1.loss_dice: 1.0444, decode.d2.loss_cls: 0.5755, decode.d2.loss_mask: 0.6811, decode.d2.loss_dice: 1.0006, decode.d3.loss_cls: 0.5542, decode.d3.loss_mask: 0.6729, decode.d3.loss_dice: 0.9811, decode.d4.loss_cls: 0.5452, decode.d4.loss_mask: 0.6691, decode.d4.loss_dice: 0.9762, decode.d5.loss_cls: 0.5401, decode.d5.loss_mask: 0.6725, decode.d5.loss_dice: 0.9746, decode.d6.loss_cls: 0.5402, decode.d6.loss_mask: 0.6714, decode.d6.loss_dice: 0.9654, decode.d7.loss_cls: 0.5400, decode.d7.loss_mask: 0.6696, decode.d7.loss_dice: 0.9649, decode.d8.loss_cls: 0.5349, decode.d8.loss_mask: 0.6719, decode.d8.loss_dice: 0.9666, loss: 23.2710, grad_norm: 68.1222 +2023-11-06 18:47:27,661 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 18:47:27,661 - mmseg - INFO - Iter [34000/160000] lr: 7.875e-05, eta: 17:00:51, time: 0.470, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5540, decode.loss_mask: 0.6688, decode.loss_dice: 0.9631, decode.d0.loss_cls: 1.5361, decode.d0.loss_mask: 0.7207, decode.d0.loss_dice: 1.0797, decode.d1.loss_cls: 0.6741, decode.d1.loss_mask: 0.6889, decode.d1.loss_dice: 1.0171, decode.d2.loss_cls: 0.6038, decode.d2.loss_mask: 0.6809, decode.d2.loss_dice: 1.0000, decode.d3.loss_cls: 0.5829, decode.d3.loss_mask: 0.6694, decode.d3.loss_dice: 0.9685, decode.d4.loss_cls: 0.5739, decode.d4.loss_mask: 0.6692, decode.d4.loss_dice: 0.9691, decode.d5.loss_cls: 0.5693, decode.d5.loss_mask: 0.6693, decode.d5.loss_dice: 0.9681, decode.d6.loss_cls: 0.5653, decode.d6.loss_mask: 0.6672, decode.d6.loss_dice: 0.9636, decode.d7.loss_cls: 0.5593, decode.d7.loss_mask: 0.6679, decode.d7.loss_dice: 0.9647, decode.d8.loss_cls: 0.5602, decode.d8.loss_mask: 0.6693, decode.d8.loss_dice: 0.9625, loss: 23.4068, grad_norm: 69.3476 +2023-11-06 18:47:51,457 - mmseg - INFO - Iter [34050/160000] lr: 7.872e-05, eta: 17:00:25, time: 0.476, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5416, decode.loss_mask: 0.6662, decode.loss_dice: 0.9602, decode.d0.loss_cls: 1.5222, decode.d0.loss_mask: 0.7089, decode.d0.loss_dice: 1.0777, decode.d1.loss_cls: 0.6443, decode.d1.loss_mask: 0.6930, decode.d1.loss_dice: 1.0324, decode.d2.loss_cls: 0.5903, decode.d2.loss_mask: 0.6737, decode.d2.loss_dice: 0.9824, decode.d3.loss_cls: 0.5612, decode.d3.loss_mask: 0.6673, decode.d3.loss_dice: 0.9622, decode.d4.loss_cls: 0.5462, decode.d4.loss_mask: 0.6661, decode.d4.loss_dice: 0.9670, decode.d5.loss_cls: 0.5416, decode.d5.loss_mask: 0.6655, decode.d5.loss_dice: 0.9741, decode.d6.loss_cls: 0.5431, decode.d6.loss_mask: 0.6631, decode.d6.loss_dice: 0.9625, decode.d7.loss_cls: 0.5373, decode.d7.loss_mask: 0.6661, decode.d7.loss_dice: 0.9652, decode.d8.loss_cls: 0.5339, decode.d8.loss_mask: 0.6674, decode.d8.loss_dice: 0.9668, loss: 23.1495, grad_norm: 66.1963 +2023-11-06 18:48:15,221 - mmseg - INFO - Iter [34100/160000] lr: 7.869e-05, eta: 16:59:59, time: 0.475, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5078, decode.loss_mask: 0.6392, decode.loss_dice: 0.9192, decode.d0.loss_cls: 1.5045, decode.d0.loss_mask: 0.6770, decode.d0.loss_dice: 1.0324, decode.d1.loss_cls: 0.6133, decode.d1.loss_mask: 0.6681, decode.d1.loss_dice: 0.9947, decode.d2.loss_cls: 0.5482, decode.d2.loss_mask: 0.6502, decode.d2.loss_dice: 0.9497, decode.d3.loss_cls: 0.5258, decode.d3.loss_mask: 0.6454, decode.d3.loss_dice: 0.9291, decode.d4.loss_cls: 0.5190, decode.d4.loss_mask: 0.6405, decode.d4.loss_dice: 0.9250, decode.d5.loss_cls: 0.5205, decode.d5.loss_mask: 0.6411, decode.d5.loss_dice: 0.9232, decode.d6.loss_cls: 0.5162, decode.d6.loss_mask: 0.6424, decode.d6.loss_dice: 0.9176, decode.d7.loss_cls: 0.5102, decode.d7.loss_mask: 0.6420, decode.d7.loss_dice: 0.9262, decode.d8.loss_cls: 0.5050, decode.d8.loss_mask: 0.6417, decode.d8.loss_dice: 0.9237, loss: 22.1988, grad_norm: 60.3568 +2023-11-06 18:48:40,905 - mmseg - INFO - Iter [34150/160000] lr: 7.866e-05, eta: 16:59:40, time: 0.514, data_time: 0.059, memory: 39436, decode.loss_cls: 0.5191, decode.loss_mask: 0.6442, decode.loss_dice: 0.9357, decode.d0.loss_cls: 1.5214, decode.d0.loss_mask: 0.6907, decode.d0.loss_dice: 1.0551, decode.d1.loss_cls: 0.6282, decode.d1.loss_mask: 0.6695, decode.d1.loss_dice: 1.0041, decode.d2.loss_cls: 0.5668, decode.d2.loss_mask: 0.6547, decode.d2.loss_dice: 0.9739, decode.d3.loss_cls: 0.5478, decode.d3.loss_mask: 0.6420, decode.d3.loss_dice: 0.9412, decode.d4.loss_cls: 0.5377, decode.d4.loss_mask: 0.6432, decode.d4.loss_dice: 0.9413, decode.d5.loss_cls: 0.5302, decode.d5.loss_mask: 0.6454, decode.d5.loss_dice: 0.9479, decode.d6.loss_cls: 0.5264, decode.d6.loss_mask: 0.6464, decode.d6.loss_dice: 0.9320, decode.d7.loss_cls: 0.5171, decode.d7.loss_mask: 0.6455, decode.d7.loss_dice: 0.9407, decode.d8.loss_cls: 0.5188, decode.d8.loss_mask: 0.6470, decode.d8.loss_dice: 0.9409, loss: 22.5548, grad_norm: 66.6749 +2023-11-06 18:49:03,895 - mmseg - INFO - Iter [34200/160000] lr: 7.863e-05, eta: 16:59:11, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5189, decode.loss_mask: 0.6452, decode.loss_dice: 0.9403, decode.d0.loss_cls: 1.5007, decode.d0.loss_mask: 0.6876, decode.d0.loss_dice: 1.0565, decode.d1.loss_cls: 0.6233, decode.d1.loss_mask: 0.6757, decode.d1.loss_dice: 1.0084, decode.d2.loss_cls: 0.5674, decode.d2.loss_mask: 0.6587, decode.d2.loss_dice: 0.9725, decode.d3.loss_cls: 0.5375, decode.d3.loss_mask: 0.6497, decode.d3.loss_dice: 0.9467, decode.d4.loss_cls: 0.5280, decode.d4.loss_mask: 0.6463, decode.d4.loss_dice: 0.9461, decode.d5.loss_cls: 0.5213, decode.d5.loss_mask: 0.6479, decode.d5.loss_dice: 0.9505, decode.d6.loss_cls: 0.5208, decode.d6.loss_mask: 0.6443, decode.d6.loss_dice: 0.9430, decode.d7.loss_cls: 0.5192, decode.d7.loss_mask: 0.6418, decode.d7.loss_dice: 0.9406, decode.d8.loss_cls: 0.5188, decode.d8.loss_mask: 0.6454, decode.d8.loss_dice: 0.9422, loss: 22.5456, grad_norm: 62.6342 +2023-11-06 18:49:27,070 - mmseg - INFO - Iter [34250/160000] lr: 7.859e-05, eta: 16:58:42, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5051, decode.loss_mask: 0.6488, decode.loss_dice: 0.9459, decode.d0.loss_cls: 1.5250, decode.d0.loss_mask: 0.6958, decode.d0.loss_dice: 1.0423, decode.d1.loss_cls: 0.6215, decode.d1.loss_mask: 0.6745, decode.d1.loss_dice: 1.0125, decode.d2.loss_cls: 0.5578, decode.d2.loss_mask: 0.6555, decode.d2.loss_dice: 0.9726, decode.d3.loss_cls: 0.5351, decode.d3.loss_mask: 0.6506, decode.d3.loss_dice: 0.9435, decode.d4.loss_cls: 0.5256, decode.d4.loss_mask: 0.6474, decode.d4.loss_dice: 0.9519, decode.d5.loss_cls: 0.5274, decode.d5.loss_mask: 0.6494, decode.d5.loss_dice: 0.9501, decode.d6.loss_cls: 0.5139, decode.d6.loss_mask: 0.6479, decode.d6.loss_dice: 0.9412, decode.d7.loss_cls: 0.5105, decode.d7.loss_mask: 0.6496, decode.d7.loss_dice: 0.9515, decode.d8.loss_cls: 0.5100, decode.d8.loss_mask: 0.6469, decode.d8.loss_dice: 0.9468, loss: 22.5565, grad_norm: 63.3896 +2023-11-06 18:49:50,473 - mmseg - INFO - Iter [34300/160000] lr: 7.856e-05, eta: 16:58:14, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5033, decode.loss_mask: 0.6237, decode.loss_dice: 0.9215, decode.d0.loss_cls: 1.4891, decode.d0.loss_mask: 0.6648, decode.d0.loss_dice: 1.0274, decode.d1.loss_cls: 0.6132, decode.d1.loss_mask: 0.6486, decode.d1.loss_dice: 0.9826, decode.d2.loss_cls: 0.5464, decode.d2.loss_mask: 0.6371, decode.d2.loss_dice: 0.9493, decode.d3.loss_cls: 0.5274, decode.d3.loss_mask: 0.6247, decode.d3.loss_dice: 0.9314, decode.d4.loss_cls: 0.5098, decode.d4.loss_mask: 0.6277, decode.d4.loss_dice: 0.9342, decode.d5.loss_cls: 0.5173, decode.d5.loss_mask: 0.6254, decode.d5.loss_dice: 0.9272, decode.d6.loss_cls: 0.5094, decode.d6.loss_mask: 0.6197, decode.d6.loss_dice: 0.9193, decode.d7.loss_cls: 0.4983, decode.d7.loss_mask: 0.6204, decode.d7.loss_dice: 0.9258, decode.d8.loss_cls: 0.5020, decode.d8.loss_mask: 0.6236, decode.d8.loss_dice: 0.9203, loss: 21.9707, grad_norm: 63.2763 +2023-11-06 18:50:13,580 - mmseg - INFO - Iter [34350/160000] lr: 7.853e-05, eta: 16:57:46, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5094, decode.loss_mask: 0.6495, decode.loss_dice: 0.9361, decode.d0.loss_cls: 1.4935, decode.d0.loss_mask: 0.6921, decode.d0.loss_dice: 1.0617, decode.d1.loss_cls: 0.6307, decode.d1.loss_mask: 0.6727, decode.d1.loss_dice: 1.0085, decode.d2.loss_cls: 0.5615, decode.d2.loss_mask: 0.6565, decode.d2.loss_dice: 0.9790, decode.d3.loss_cls: 0.5365, decode.d3.loss_mask: 0.6549, decode.d3.loss_dice: 0.9531, decode.d4.loss_cls: 0.5180, decode.d4.loss_mask: 0.6550, decode.d4.loss_dice: 0.9564, decode.d5.loss_cls: 0.5213, decode.d5.loss_mask: 0.6478, decode.d5.loss_dice: 0.9569, decode.d6.loss_cls: 0.5148, decode.d6.loss_mask: 0.6527, decode.d6.loss_dice: 0.9503, decode.d7.loss_cls: 0.5077, decode.d7.loss_mask: 0.6517, decode.d7.loss_dice: 0.9462, decode.d8.loss_cls: 0.5045, decode.d8.loss_mask: 0.6538, decode.d8.loss_dice: 0.9458, loss: 22.5785, grad_norm: 63.7272 +2023-11-06 18:50:36,720 - mmseg - INFO - Iter [34400/160000] lr: 7.850e-05, eta: 16:57:17, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5015, decode.loss_mask: 0.6431, decode.loss_dice: 0.9344, decode.d0.loss_cls: 1.5052, decode.d0.loss_mask: 0.6827, decode.d0.loss_dice: 1.0468, decode.d1.loss_cls: 0.6147, decode.d1.loss_mask: 0.6651, decode.d1.loss_dice: 0.9982, decode.d2.loss_cls: 0.5470, decode.d2.loss_mask: 0.6514, decode.d2.loss_dice: 0.9695, decode.d3.loss_cls: 0.5240, decode.d3.loss_mask: 0.6441, decode.d3.loss_dice: 0.9466, decode.d4.loss_cls: 0.5142, decode.d4.loss_mask: 0.6461, decode.d4.loss_dice: 0.9445, decode.d5.loss_cls: 0.5108, decode.d5.loss_mask: 0.6423, decode.d5.loss_dice: 0.9405, decode.d6.loss_cls: 0.5000, decode.d6.loss_mask: 0.6427, decode.d6.loss_dice: 0.9355, decode.d7.loss_cls: 0.4992, decode.d7.loss_mask: 0.6473, decode.d7.loss_dice: 0.9435, decode.d8.loss_cls: 0.4991, decode.d8.loss_mask: 0.6418, decode.d8.loss_dice: 0.9339, loss: 22.3159, grad_norm: 64.4797 +2023-11-06 18:50:59,906 - mmseg - INFO - Iter [34450/160000] lr: 7.847e-05, eta: 16:56:49, time: 0.464, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4853, decode.loss_mask: 0.6439, decode.loss_dice: 0.9245, decode.d0.loss_cls: 1.4384, decode.d0.loss_mask: 0.6897, decode.d0.loss_dice: 1.0289, decode.d1.loss_cls: 0.5937, decode.d1.loss_mask: 0.6699, decode.d1.loss_dice: 0.9879, decode.d2.loss_cls: 0.5335, decode.d2.loss_mask: 0.6567, decode.d2.loss_dice: 0.9536, decode.d3.loss_cls: 0.5086, decode.d3.loss_mask: 0.6546, decode.d3.loss_dice: 0.9362, decode.d4.loss_cls: 0.4947, decode.d4.loss_mask: 0.6485, decode.d4.loss_dice: 0.9323, decode.d5.loss_cls: 0.4880, decode.d5.loss_mask: 0.6460, decode.d5.loss_dice: 0.9323, decode.d6.loss_cls: 0.4919, decode.d6.loss_mask: 0.6430, decode.d6.loss_dice: 0.9236, decode.d7.loss_cls: 0.4891, decode.d7.loss_mask: 0.6429, decode.d7.loss_dice: 0.9296, decode.d8.loss_cls: 0.4826, decode.d8.loss_mask: 0.6455, decode.d8.loss_dice: 0.9245, loss: 22.0196, grad_norm: 69.2577 +2023-11-06 18:51:26,450 - mmseg - INFO - Iter [34500/160000] lr: 7.844e-05, eta: 16:56:33, time: 0.531, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5288, decode.loss_mask: 0.6546, decode.loss_dice: 0.9653, decode.d0.loss_cls: 1.5607, decode.d0.loss_mask: 0.6922, decode.d0.loss_dice: 1.0772, decode.d1.loss_cls: 0.6561, decode.d1.loss_mask: 0.6779, decode.d1.loss_dice: 1.0312, decode.d2.loss_cls: 0.5784, decode.d2.loss_mask: 0.6658, decode.d2.loss_dice: 1.0038, decode.d3.loss_cls: 0.5623, decode.d3.loss_mask: 0.6559, decode.d3.loss_dice: 0.9711, decode.d4.loss_cls: 0.5523, decode.d4.loss_mask: 0.6535, decode.d4.loss_dice: 0.9720, decode.d5.loss_cls: 0.5427, decode.d5.loss_mask: 0.6522, decode.d5.loss_dice: 0.9774, decode.d6.loss_cls: 0.5425, decode.d6.loss_mask: 0.6500, decode.d6.loss_dice: 0.9671, decode.d7.loss_cls: 0.5321, decode.d7.loss_mask: 0.6546, decode.d7.loss_dice: 0.9676, decode.d8.loss_cls: 0.5324, decode.d8.loss_mask: 0.6532, decode.d8.loss_dice: 0.9680, loss: 23.0991, grad_norm: 66.7242 +2023-11-06 18:51:52,318 - mmseg - INFO - Iter [34550/160000] lr: 7.841e-05, eta: 16:56:14, time: 0.517, data_time: 0.016, memory: 39436, decode.loss_cls: 0.5291, decode.loss_mask: 0.6444, decode.loss_dice: 0.9292, decode.d0.loss_cls: 1.4968, decode.d0.loss_mask: 0.6872, decode.d0.loss_dice: 1.0549, decode.d1.loss_cls: 0.6422, decode.d1.loss_mask: 0.6801, decode.d1.loss_dice: 1.0067, decode.d2.loss_cls: 0.5700, decode.d2.loss_mask: 0.6638, decode.d2.loss_dice: 0.9758, decode.d3.loss_cls: 0.5587, decode.d3.loss_mask: 0.6523, decode.d3.loss_dice: 0.9423, decode.d4.loss_cls: 0.5399, decode.d4.loss_mask: 0.6545, decode.d4.loss_dice: 0.9421, decode.d5.loss_cls: 0.5353, decode.d5.loss_mask: 0.6524, decode.d5.loss_dice: 0.9405, decode.d6.loss_cls: 0.5274, decode.d6.loss_mask: 0.6504, decode.d6.loss_dice: 0.9311, decode.d7.loss_cls: 0.5316, decode.d7.loss_mask: 0.6451, decode.d7.loss_dice: 0.9364, decode.d8.loss_cls: 0.5291, decode.d8.loss_mask: 0.6452, decode.d8.loss_dice: 0.9352, loss: 22.6297, grad_norm: 62.1286 +2023-11-06 18:52:17,490 - mmseg - INFO - Iter [34600/160000] lr: 7.838e-05, eta: 16:55:53, time: 0.503, data_time: 0.016, memory: 39436, decode.loss_cls: 0.4963, decode.loss_mask: 0.6453, decode.loss_dice: 0.9439, decode.d0.loss_cls: 1.5133, decode.d0.loss_mask: 0.6875, decode.d0.loss_dice: 1.0399, decode.d1.loss_cls: 0.6185, decode.d1.loss_mask: 0.6722, decode.d1.loss_dice: 1.0121, decode.d2.loss_cls: 0.5498, decode.d2.loss_mask: 0.6565, decode.d2.loss_dice: 0.9708, decode.d3.loss_cls: 0.5248, decode.d3.loss_mask: 0.6470, decode.d3.loss_dice: 0.9485, decode.d4.loss_cls: 0.5163, decode.d4.loss_mask: 0.6481, decode.d4.loss_dice: 0.9556, decode.d5.loss_cls: 0.5071, decode.d5.loss_mask: 0.6479, decode.d5.loss_dice: 0.9512, decode.d6.loss_cls: 0.5023, decode.d6.loss_mask: 0.6459, decode.d6.loss_dice: 0.9482, decode.d7.loss_cls: 0.4991, decode.d7.loss_mask: 0.6468, decode.d7.loss_dice: 0.9473, decode.d8.loss_cls: 0.5017, decode.d8.loss_mask: 0.6418, decode.d8.loss_dice: 0.9433, loss: 22.4289, grad_norm: 70.6518 +2023-11-06 18:52:42,524 - mmseg - INFO - Iter [34650/160000] lr: 7.834e-05, eta: 16:55:31, time: 0.501, data_time: 0.015, memory: 39436, decode.loss_cls: 0.5177, decode.loss_mask: 0.6297, decode.loss_dice: 0.9403, decode.d0.loss_cls: 1.4855, decode.d0.loss_mask: 0.6691, decode.d0.loss_dice: 1.0534, decode.d1.loss_cls: 0.6311, decode.d1.loss_mask: 0.6543, decode.d1.loss_dice: 1.0028, decode.d2.loss_cls: 0.5657, decode.d2.loss_mask: 0.6433, decode.d2.loss_dice: 0.9674, decode.d3.loss_cls: 0.5509, decode.d3.loss_mask: 0.6382, decode.d3.loss_dice: 0.9466, decode.d4.loss_cls: 0.5354, decode.d4.loss_mask: 0.6400, decode.d4.loss_dice: 0.9519, decode.d5.loss_cls: 0.5272, decode.d5.loss_mask: 0.6341, decode.d5.loss_dice: 0.9514, decode.d6.loss_cls: 0.5209, decode.d6.loss_mask: 0.6303, decode.d6.loss_dice: 0.9431, decode.d7.loss_cls: 0.5249, decode.d7.loss_mask: 0.6297, decode.d7.loss_dice: 0.9416, decode.d8.loss_cls: 0.5220, decode.d8.loss_mask: 0.6302, decode.d8.loss_dice: 0.9402, loss: 22.4188, grad_norm: 64.6242 +2023-11-06 18:53:07,867 - mmseg - INFO - Iter [34700/160000] lr: 7.831e-05, eta: 16:55:10, time: 0.505, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5058, decode.loss_mask: 0.6275, decode.loss_dice: 0.9239, decode.d0.loss_cls: 1.4992, decode.d0.loss_mask: 0.6782, decode.d0.loss_dice: 1.0564, decode.d1.loss_cls: 0.6071, decode.d1.loss_mask: 0.6563, decode.d1.loss_dice: 1.0088, decode.d2.loss_cls: 0.5470, decode.d2.loss_mask: 0.6422, decode.d2.loss_dice: 0.9671, decode.d3.loss_cls: 0.5339, decode.d3.loss_mask: 0.6343, decode.d3.loss_dice: 0.9384, decode.d4.loss_cls: 0.5182, decode.d4.loss_mask: 0.6338, decode.d4.loss_dice: 0.9441, decode.d5.loss_cls: 0.5074, decode.d5.loss_mask: 0.6312, decode.d5.loss_dice: 0.9411, decode.d6.loss_cls: 0.5070, decode.d6.loss_mask: 0.6282, decode.d6.loss_dice: 0.9357, decode.d7.loss_cls: 0.5027, decode.d7.loss_mask: 0.6276, decode.d7.loss_dice: 0.9369, decode.d8.loss_cls: 0.5085, decode.d8.loss_mask: 0.6301, decode.d8.loss_dice: 0.9282, loss: 22.2068, grad_norm: 66.1177 +2023-11-06 18:53:33,623 - mmseg - INFO - Iter [34750/160000] lr: 7.828e-05, eta: 16:54:52, time: 0.517, data_time: 0.017, memory: 39436, decode.loss_cls: 0.5398, decode.loss_mask: 0.6460, decode.loss_dice: 0.9256, decode.d0.loss_cls: 1.5127, decode.d0.loss_mask: 0.6949, decode.d0.loss_dice: 1.0542, decode.d1.loss_cls: 0.6538, decode.d1.loss_mask: 0.6748, decode.d1.loss_dice: 0.9929, decode.d2.loss_cls: 0.5775, decode.d2.loss_mask: 0.6582, decode.d2.loss_dice: 0.9609, decode.d3.loss_cls: 0.5591, decode.d3.loss_mask: 0.6470, decode.d3.loss_dice: 0.9327, decode.d4.loss_cls: 0.5490, decode.d4.loss_mask: 0.6499, decode.d4.loss_dice: 0.9336, decode.d5.loss_cls: 0.5441, decode.d5.loss_mask: 0.6494, decode.d5.loss_dice: 0.9313, decode.d6.loss_cls: 0.5388, decode.d6.loss_mask: 0.6469, decode.d6.loss_dice: 0.9260, decode.d7.loss_cls: 0.5364, decode.d7.loss_mask: 0.6464, decode.d7.loss_dice: 0.9278, decode.d8.loss_cls: 0.5398, decode.d8.loss_mask: 0.6435, decode.d8.loss_dice: 0.9266, loss: 22.6196, grad_norm: 71.3563 +2023-11-06 18:53:58,117 - mmseg - INFO - Iter [34800/160000] lr: 7.825e-05, eta: 16:54:28, time: 0.490, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5199, decode.loss_mask: 0.6623, decode.loss_dice: 0.9450, decode.d0.loss_cls: 1.4962, decode.d0.loss_mask: 0.6937, decode.d0.loss_dice: 1.0553, decode.d1.loss_cls: 0.6238, decode.d1.loss_mask: 0.6872, decode.d1.loss_dice: 1.0192, decode.d2.loss_cls: 0.5538, decode.d2.loss_mask: 0.6725, decode.d2.loss_dice: 0.9711, decode.d3.loss_cls: 0.5341, decode.d3.loss_mask: 0.6640, decode.d3.loss_dice: 0.9574, decode.d4.loss_cls: 0.5179, decode.d4.loss_mask: 0.6638, decode.d4.loss_dice: 0.9548, decode.d5.loss_cls: 0.5138, decode.d5.loss_mask: 0.6617, decode.d5.loss_dice: 0.9569, decode.d6.loss_cls: 0.5202, decode.d6.loss_mask: 0.6589, decode.d6.loss_dice: 0.9464, decode.d7.loss_cls: 0.5164, decode.d7.loss_mask: 0.6577, decode.d7.loss_dice: 0.9520, decode.d8.loss_cls: 0.5149, decode.d8.loss_mask: 0.6615, decode.d8.loss_dice: 0.9482, loss: 22.7009, grad_norm: 64.5374 +2023-11-06 18:54:22,754 - mmseg - INFO - Iter [34850/160000] lr: 7.822e-05, eta: 16:54:05, time: 0.493, data_time: 0.015, memory: 39436, decode.loss_cls: 0.5230, decode.loss_mask: 0.6434, decode.loss_dice: 0.9532, decode.d0.loss_cls: 1.5501, decode.d0.loss_mask: 0.6779, decode.d0.loss_dice: 1.0588, decode.d1.loss_cls: 0.6374, decode.d1.loss_mask: 0.6651, decode.d1.loss_dice: 1.0187, decode.d2.loss_cls: 0.5745, decode.d2.loss_mask: 0.6514, decode.d2.loss_dice: 0.9864, decode.d3.loss_cls: 0.5523, decode.d3.loss_mask: 0.6432, decode.d3.loss_dice: 0.9562, decode.d4.loss_cls: 0.5374, decode.d4.loss_mask: 0.6411, decode.d4.loss_dice: 0.9642, decode.d5.loss_cls: 0.5253, decode.d5.loss_mask: 0.6412, decode.d5.loss_dice: 0.9554, decode.d6.loss_cls: 0.5317, decode.d6.loss_mask: 0.6420, decode.d6.loss_dice: 0.9513, decode.d7.loss_cls: 0.5194, decode.d7.loss_mask: 0.6412, decode.d7.loss_dice: 0.9517, decode.d8.loss_cls: 0.5277, decode.d8.loss_mask: 0.6409, decode.d8.loss_dice: 0.9434, loss: 22.7059, grad_norm: 62.4906 +2023-11-06 18:54:47,285 - mmseg - INFO - Iter [34900/160000] lr: 7.819e-05, eta: 16:53:41, time: 0.491, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4980, decode.loss_mask: 0.6868, decode.loss_dice: 0.9523, decode.d0.loss_cls: 1.4888, decode.d0.loss_mask: 0.7249, decode.d0.loss_dice: 1.0696, decode.d1.loss_cls: 0.6198, decode.d1.loss_mask: 0.7068, decode.d1.loss_dice: 1.0147, decode.d2.loss_cls: 0.5505, decode.d2.loss_mask: 0.6887, decode.d2.loss_dice: 0.9904, decode.d3.loss_cls: 0.5273, decode.d3.loss_mask: 0.6842, decode.d3.loss_dice: 0.9599, decode.d4.loss_cls: 0.5159, decode.d4.loss_mask: 0.6812, decode.d4.loss_dice: 0.9628, decode.d5.loss_cls: 0.5179, decode.d5.loss_mask: 0.6787, decode.d5.loss_dice: 0.9565, decode.d6.loss_cls: 0.5081, decode.d6.loss_mask: 0.6834, decode.d6.loss_dice: 0.9500, decode.d7.loss_cls: 0.5029, decode.d7.loss_mask: 0.6829, decode.d7.loss_dice: 0.9554, decode.d8.loss_cls: 0.5008, decode.d8.loss_mask: 0.6838, decode.d8.loss_dice: 0.9501, loss: 22.8929, grad_norm: 66.1036 +2023-11-06 18:55:11,245 - mmseg - INFO - Iter [34950/160000] lr: 7.816e-05, eta: 16:53:16, time: 0.479, data_time: 0.015, memory: 39436, decode.loss_cls: 0.5126, decode.loss_mask: 0.6445, decode.loss_dice: 0.9702, decode.d0.loss_cls: 1.5295, decode.d0.loss_mask: 0.6887, decode.d0.loss_dice: 1.0716, decode.d1.loss_cls: 0.6311, decode.d1.loss_mask: 0.6729, decode.d1.loss_dice: 1.0479, decode.d2.loss_cls: 0.5645, decode.d2.loss_mask: 0.6554, decode.d2.loss_dice: 1.0005, decode.d3.loss_cls: 0.5396, decode.d3.loss_mask: 0.6459, decode.d3.loss_dice: 0.9743, decode.d4.loss_cls: 0.5269, decode.d4.loss_mask: 0.6479, decode.d4.loss_dice: 0.9735, decode.d5.loss_cls: 0.5284, decode.d5.loss_mask: 0.6502, decode.d5.loss_dice: 0.9735, decode.d6.loss_cls: 0.5221, decode.d6.loss_mask: 0.6442, decode.d6.loss_dice: 0.9729, decode.d7.loss_cls: 0.5189, decode.d7.loss_mask: 0.6443, decode.d7.loss_dice: 0.9687, decode.d8.loss_cls: 0.5114, decode.d8.loss_mask: 0.6459, decode.d8.loss_dice: 0.9673, loss: 22.8454, grad_norm: 61.8265 +2023-11-06 18:55:34,618 - mmseg - INFO - Saving checkpoint at 35000 iterations +2023-11-06 18:55:37,390 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 18:55:37,390 - mmseg - INFO - Iter [35000/160000] lr: 7.813e-05, eta: 16:52:58, time: 0.523, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5200, decode.loss_mask: 0.6704, decode.loss_dice: 0.9612, decode.d0.loss_cls: 1.5099, decode.d0.loss_mask: 0.7176, decode.d0.loss_dice: 1.0841, decode.d1.loss_cls: 0.6480, decode.d1.loss_mask: 0.6945, decode.d1.loss_dice: 1.0331, decode.d2.loss_cls: 0.5802, decode.d2.loss_mask: 0.6812, decode.d2.loss_dice: 0.9927, decode.d3.loss_cls: 0.5624, decode.d3.loss_mask: 0.6729, decode.d3.loss_dice: 0.9690, decode.d4.loss_cls: 0.5428, decode.d4.loss_mask: 0.6741, decode.d4.loss_dice: 0.9684, decode.d5.loss_cls: 0.5366, decode.d5.loss_mask: 0.6722, decode.d5.loss_dice: 0.9743, decode.d6.loss_cls: 0.5298, decode.d6.loss_mask: 0.6715, decode.d6.loss_dice: 0.9675, decode.d7.loss_cls: 0.5265, decode.d7.loss_mask: 0.6698, decode.d7.loss_dice: 0.9623, decode.d8.loss_cls: 0.5261, decode.d8.loss_mask: 0.6728, decode.d8.loss_dice: 0.9615, loss: 23.1532, grad_norm: 62.8742 +2023-11-06 18:55:57,786 - mmseg - INFO - per class results: +2023-11-06 18:55:57,791 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 78.61 | 87.8 | +| building | 82.57 | 90.98 | +| sky | 94.63 | 97.5 | +| floor | 81.59 | 89.77 | +| tree | 75.39 | 88.65 | +| ceiling | 84.35 | 89.56 | +| road | 82.89 | 91.93 | +| bed | 89.56 | 94.77 | +| windowpane | 62.52 | 80.84 | +| grass | 64.9 | 72.84 | +| cabinet | 60.71 | 75.36 | +| sidewalk | 66.55 | 78.06 | +| person | 84.1 | 90.36 | +| earth | 35.11 | 49.57 | +| door | 51.06 | 69.55 | +| table | 63.51 | 81.01 | +| mountain | 54.81 | 69.36 | +| plant | 54.15 | 66.34 | +| curtain | 74.83 | 84.92 | +| chair | 57.78 | 67.53 | +| car | 87.09 | 92.95 | +| water | 60.09 | 82.58 | +| painting | 66.03 | 88.01 | +| sofa | 67.15 | 87.18 | +| shelf | 44.07 | 61.63 | +| house | 47.4 | 81.65 | +| sea | 60.97 | 73.59 | +| mirror | 71.72 | 85.29 | +| rug | 62.02 | 76.85 | +| field | 27.39 | 66.9 | +| armchair | 39.17 | 61.24 | +| seat | 59.1 | 72.77 | +| fence | 47.77 | 66.56 | +| desk | 47.84 | 61.14 | +| rock | 27.94 | 39.81 | +| wardrobe | 45.94 | 78.48 | +| lamp | 66.98 | 80.81 | +| bathtub | 81.96 | 85.72 | +| railing | 37.55 | 49.89 | +| cushion | 61.63 | 78.71 | +| base | 34.79 | 61.51 | +| box | 26.68 | 40.93 | +| column | 54.76 | 68.05 | +| signboard | 39.29 | 57.24 | +| chest of drawers | 48.44 | 56.29 | +| counter | 42.4 | 49.01 | +| sand | 30.86 | 39.76 | +| sink | 76.7 | 84.14 | +| skyscraper | 24.46 | 25.86 | +| fireplace | 73.16 | 88.35 | +| refrigerator | 79.36 | 89.22 | +| grandstand | 54.37 | 67.05 | +| path | 14.86 | 19.94 | +| stairs | 45.84 | 59.35 | +| runway | 60.86 | 78.25 | +| case | 63.36 | 72.64 | +| pool table | 93.7 | 97.7 | +| pillow | 56.54 | 66.51 | +| screen door | 75.89 | 87.62 | +| stairway | 31.94 | 45.23 | +| river | 18.56 | 26.76 | +| bridge | 67.5 | 90.43 | +| bookcase | 29.47 | 51.29 | +| blind | 41.76 | 44.61 | +| coffee table | 64.07 | 79.54 | +| toilet | 85.62 | 91.32 | +| flower | 42.3 | 59.4 | +| book | 51.46 | 77.33 | +| hill | 4.57 | 9.88 | +| bench | 49.39 | 68.78 | +| countertop | 59.94 | 67.88 | +| stove | 78.12 | 86.8 | +| palm | 51.89 | 65.44 | +| kitchen island | 34.66 | 68.49 | +| computer | 72.45 | 80.79 | +| swivel chair | 46.43 | 77.56 | +| boat | 46.86 | 56.31 | +| bar | 35.59 | 40.53 | +| arcade machine | 80.92 | 93.06 | +| hovel | 13.64 | 14.74 | +| bus | 91.05 | 95.52 | +| towel | 62.38 | 77.44 | +| light | 59.91 | 75.91 | +| truck | 34.07 | 51.43 | +| tower | 13.63 | 23.08 | +| chandelier | 64.21 | 86.39 | +| awning | 41.28 | 58.07 | +| streetlight | 33.0 | 56.54 | +| booth | 39.39 | 40.32 | +| television receiver | 69.99 | 79.23 | +| airplane | 60.92 | 65.97 | +| dirt track | 4.65 | 11.42 | +| apparel | 42.99 | 66.74 | +| pole | 22.3 | 31.88 | +| land | 0.95 | 1.07 | +| bannister | 19.8 | 28.74 | +| escalator | 25.23 | 25.95 | +| ottoman | 52.26 | 68.25 | +| bottle | 28.65 | 37.93 | +| buffet | 36.85 | 43.56 | +| poster | 24.25 | 41.64 | +| stage | 18.4 | 28.67 | +| van | 47.3 | 69.58 | +| ship | 4.73 | 6.7 | +| fountain | 30.79 | 32.91 | +| conveyer belt | 65.27 | 68.68 | +| canopy | 15.6 | 20.17 | +| washer | 58.86 | 75.02 | +| plaything | 21.16 | 48.3 | +| swimming pool | 56.18 | 62.88 | +| stool | 52.87 | 72.5 | +| barrel | 18.96 | 98.12 | +| basket | 35.35 | 50.27 | +| waterfall | 46.0 | 77.12 | +| tent | 66.33 | 98.47 | +| bag | 20.28 | 29.88 | +| minibike | 74.97 | 87.63 | +| cradle | 72.9 | 78.52 | +| oven | 57.89 | 70.04 | +| ball | 19.17 | 26.87 | +| food | 64.08 | 84.52 | +| step | 15.19 | 17.45 | +| tank | 40.82 | 46.17 | +| trade name | 27.36 | 31.87 | +| microwave | 83.3 | 95.32 | +| pot | 41.5 | 50.07 | +| animal | 70.62 | 76.32 | +| bicycle | 59.02 | 83.25 | +| lake | 0.0 | 0.0 | +| dishwasher | 69.67 | 78.55 | +| screen | 65.63 | 91.47 | +| blanket | 27.75 | 40.44 | +| sculpture | 55.86 | 88.74 | +| hood | 61.46 | 64.78 | +| sconce | 54.34 | 69.63 | +| vase | 46.37 | 72.68 | +| traffic light | 34.35 | 64.47 | +| tray | 13.92 | 27.39 | +| ashcan | 42.1 | 65.75 | +| fan | 61.21 | 83.95 | +| pier | 49.82 | 58.66 | +| crt screen | 10.04 | 10.48 | +| plate | 57.23 | 78.7 | +| monitor | 1.8 | 2.48 | +| bulletin board | 44.34 | 52.38 | +| shower | 14.04 | 17.37 | +| radiator | 58.71 | 69.68 | +| glass | 23.34 | 27.03 | +| clock | 45.54 | 69.21 | +| flag | 49.4 | 56.31 | ++---------------------+-------+-------+ +2023-11-06 18:55:57,792 - mmseg - INFO - Summary: +2023-11-06 18:55:57,792 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 83.11 | 49.42 | 62.92 | ++-------+-------+-------+ +2023-11-06 18:55:57,837 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_30000.pth was removed +2023-11-06 18:56:00,106 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_35000.pth. +2023-11-06 18:56:00,106 - mmseg - INFO - Best mIoU is 0.4942 at 35000 iter. +2023-11-06 18:56:00,106 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 18:56:00,107 - mmseg - INFO - Iter(val) [250] aAcc: 0.8311, mIoU: 0.4942, mAcc: 0.6292, IoU.wall: 0.7861, IoU.building: 0.8257, IoU.sky: 0.9463, IoU.floor: 0.8159, IoU.tree: 0.7539, IoU.ceiling: 0.8435, IoU.road: 0.8289, IoU.bed : 0.8956, IoU.windowpane: 0.6252, IoU.grass: 0.6490, IoU.cabinet: 0.6071, IoU.sidewalk: 0.6655, IoU.person: 0.8410, IoU.earth: 0.3511, IoU.door: 0.5106, IoU.table: 0.6351, IoU.mountain: 0.5481, IoU.plant: 0.5415, IoU.curtain: 0.7483, IoU.chair: 0.5778, IoU.car: 0.8709, IoU.water: 0.6009, IoU.painting: 0.6603, IoU.sofa: 0.6715, IoU.shelf: 0.4407, IoU.house: 0.4740, IoU.sea: 0.6097, IoU.mirror: 0.7172, IoU.rug: 0.6202, IoU.field: 0.2739, IoU.armchair: 0.3917, IoU.seat: 0.5910, IoU.fence: 0.4777, IoU.desk: 0.4784, IoU.rock: 0.2794, IoU.wardrobe: 0.4594, IoU.lamp: 0.6698, IoU.bathtub: 0.8196, IoU.railing: 0.3755, IoU.cushion: 0.6163, IoU.base: 0.3479, IoU.box: 0.2668, IoU.column: 0.5476, IoU.signboard: 0.3929, IoU.chest of drawers: 0.4844, IoU.counter: 0.4240, IoU.sand: 0.3086, IoU.sink: 0.7670, IoU.skyscraper: 0.2446, IoU.fireplace: 0.7316, IoU.refrigerator: 0.7936, IoU.grandstand: 0.5437, IoU.path: 0.1486, IoU.stairs: 0.4584, IoU.runway: 0.6086, IoU.case: 0.6336, IoU.pool table: 0.9370, IoU.pillow: 0.5654, IoU.screen door: 0.7589, IoU.stairway: 0.3194, IoU.river: 0.1856, IoU.bridge: 0.6750, IoU.bookcase: 0.2947, IoU.blind: 0.4176, IoU.coffee table: 0.6407, IoU.toilet: 0.8562, IoU.flower: 0.4230, IoU.book: 0.5146, IoU.hill: 0.0457, IoU.bench: 0.4939, IoU.countertop: 0.5994, IoU.stove: 0.7812, IoU.palm: 0.5189, IoU.kitchen island: 0.3466, IoU.computer: 0.7245, IoU.swivel chair: 0.4643, IoU.boat: 0.4686, IoU.bar: 0.3559, IoU.arcade machine: 0.8092, IoU.hovel: 0.1364, IoU.bus: 0.9105, IoU.towel: 0.6238, IoU.light: 0.5991, IoU.truck: 0.3407, IoU.tower: 0.1363, IoU.chandelier: 0.6421, IoU.awning: 0.4128, IoU.streetlight: 0.3300, IoU.booth: 0.3939, IoU.television receiver: 0.6999, IoU.airplane: 0.6092, IoU.dirt track: 0.0465, IoU.apparel: 0.4299, IoU.pole: 0.2230, IoU.land: 0.0095, IoU.bannister: 0.1980, IoU.escalator: 0.2523, IoU.ottoman: 0.5226, IoU.bottle: 0.2865, IoU.buffet: 0.3685, IoU.poster: 0.2425, IoU.stage: 0.1840, IoU.van: 0.4730, IoU.ship: 0.0473, IoU.fountain: 0.3079, IoU.conveyer belt: 0.6527, IoU.canopy: 0.1560, IoU.washer: 0.5886, IoU.plaything: 0.2116, IoU.swimming pool: 0.5618, IoU.stool: 0.5287, IoU.barrel: 0.1896, IoU.basket: 0.3535, IoU.waterfall: 0.4600, IoU.tent: 0.6633, IoU.bag: 0.2028, IoU.minibike: 0.7497, IoU.cradle: 0.7290, IoU.oven: 0.5789, IoU.ball: 0.1917, IoU.food: 0.6408, IoU.step: 0.1519, IoU.tank: 0.4082, IoU.trade name: 0.2736, IoU.microwave: 0.8330, IoU.pot: 0.4150, IoU.animal: 0.7062, IoU.bicycle: 0.5902, IoU.lake: 0.0000, IoU.dishwasher: 0.6967, IoU.screen: 0.6563, IoU.blanket: 0.2775, IoU.sculpture: 0.5586, IoU.hood: 0.6146, IoU.sconce: 0.5434, IoU.vase: 0.4637, IoU.traffic light: 0.3435, IoU.tray: 0.1392, IoU.ashcan: 0.4210, IoU.fan: 0.6121, IoU.pier: 0.4982, IoU.crt screen: 0.1004, IoU.plate: 0.5723, IoU.monitor: 0.0180, IoU.bulletin board: 0.4434, IoU.shower: 0.1404, IoU.radiator: 0.5871, IoU.glass: 0.2334, IoU.clock: 0.4554, IoU.flag: 0.4940, Acc.wall: 0.8780, Acc.building: 0.9098, Acc.sky: 0.9750, Acc.floor: 0.8977, Acc.tree: 0.8865, Acc.ceiling: 0.8956, Acc.road: 0.9193, Acc.bed : 0.9477, Acc.windowpane: 0.8084, Acc.grass: 0.7284, Acc.cabinet: 0.7536, Acc.sidewalk: 0.7806, Acc.person: 0.9036, Acc.earth: 0.4957, Acc.door: 0.6955, Acc.table: 0.8101, Acc.mountain: 0.6936, Acc.plant: 0.6634, Acc.curtain: 0.8492, Acc.chair: 0.6753, Acc.car: 0.9295, Acc.water: 0.8258, Acc.painting: 0.8801, Acc.sofa: 0.8718, Acc.shelf: 0.6163, Acc.house: 0.8165, Acc.sea: 0.7359, Acc.mirror: 0.8529, Acc.rug: 0.7685, Acc.field: 0.6690, Acc.armchair: 0.6124, Acc.seat: 0.7277, Acc.fence: 0.6656, Acc.desk: 0.6114, Acc.rock: 0.3981, Acc.wardrobe: 0.7848, Acc.lamp: 0.8081, Acc.bathtub: 0.8572, Acc.railing: 0.4989, Acc.cushion: 0.7871, Acc.base: 0.6151, Acc.box: 0.4093, Acc.column: 0.6805, Acc.signboard: 0.5724, Acc.chest of drawers: 0.5629, Acc.counter: 0.4901, Acc.sand: 0.3976, Acc.sink: 0.8414, Acc.skyscraper: 0.2586, Acc.fireplace: 0.8835, Acc.refrigerator: 0.8922, Acc.grandstand: 0.6705, Acc.path: 0.1994, Acc.stairs: 0.5935, Acc.runway: 0.7825, Acc.case: 0.7264, Acc.pool table: 0.9770, Acc.pillow: 0.6651, Acc.screen door: 0.8762, Acc.stairway: 0.4523, Acc.river: 0.2676, Acc.bridge: 0.9043, Acc.bookcase: 0.5129, Acc.blind: 0.4461, Acc.coffee table: 0.7954, Acc.toilet: 0.9132, Acc.flower: 0.5940, Acc.book: 0.7733, Acc.hill: 0.0988, Acc.bench: 0.6878, Acc.countertop: 0.6788, Acc.stove: 0.8680, Acc.palm: 0.6544, Acc.kitchen island: 0.6849, Acc.computer: 0.8079, Acc.swivel chair: 0.7756, Acc.boat: 0.5631, Acc.bar: 0.4053, Acc.arcade machine: 0.9306, Acc.hovel: 0.1474, Acc.bus: 0.9552, Acc.towel: 0.7744, Acc.light: 0.7591, Acc.truck: 0.5143, Acc.tower: 0.2308, Acc.chandelier: 0.8639, Acc.awning: 0.5807, Acc.streetlight: 0.5654, Acc.booth: 0.4032, Acc.television receiver: 0.7923, Acc.airplane: 0.6597, Acc.dirt track: 0.1142, Acc.apparel: 0.6674, Acc.pole: 0.3188, Acc.land: 0.0107, Acc.bannister: 0.2874, Acc.escalator: 0.2595, Acc.ottoman: 0.6825, Acc.bottle: 0.3793, Acc.buffet: 0.4356, Acc.poster: 0.4164, Acc.stage: 0.2867, Acc.van: 0.6958, Acc.ship: 0.0670, Acc.fountain: 0.3291, Acc.conveyer belt: 0.6868, Acc.canopy: 0.2017, Acc.washer: 0.7502, Acc.plaything: 0.4830, Acc.swimming pool: 0.6288, Acc.stool: 0.7250, Acc.barrel: 0.9812, Acc.basket: 0.5027, Acc.waterfall: 0.7712, Acc.tent: 0.9847, Acc.bag: 0.2988, Acc.minibike: 0.8763, Acc.cradle: 0.7852, Acc.oven: 0.7004, Acc.ball: 0.2687, Acc.food: 0.8452, Acc.step: 0.1745, Acc.tank: 0.4617, Acc.trade name: 0.3187, Acc.microwave: 0.9532, Acc.pot: 0.5007, Acc.animal: 0.7632, Acc.bicycle: 0.8325, Acc.lake: 0.0000, Acc.dishwasher: 0.7855, Acc.screen: 0.9147, Acc.blanket: 0.4044, Acc.sculpture: 0.8874, Acc.hood: 0.6478, Acc.sconce: 0.6963, Acc.vase: 0.7268, Acc.traffic light: 0.6447, Acc.tray: 0.2739, Acc.ashcan: 0.6575, Acc.fan: 0.8395, Acc.pier: 0.5866, Acc.crt screen: 0.1048, Acc.plate: 0.7870, Acc.monitor: 0.0248, Acc.bulletin board: 0.5238, Acc.shower: 0.1737, Acc.radiator: 0.6968, Acc.glass: 0.2703, Acc.clock: 0.6921, Acc.flag: 0.5631 +2023-11-06 18:56:23,722 - mmseg - INFO - Iter [35050/160000] lr: 7.809e-05, eta: 16:53:52, time: 0.927, data_time: 0.467, memory: 39436, decode.loss_cls: 0.4875, decode.loss_mask: 0.6416, decode.loss_dice: 0.9490, decode.d0.loss_cls: 1.4872, decode.d0.loss_mask: 0.6847, decode.d0.loss_dice: 1.0460, decode.d1.loss_cls: 0.6179, decode.d1.loss_mask: 0.6639, decode.d1.loss_dice: 1.0183, decode.d2.loss_cls: 0.5482, decode.d2.loss_mask: 0.6496, decode.d2.loss_dice: 0.9801, decode.d3.loss_cls: 0.5153, decode.d3.loss_mask: 0.6444, decode.d3.loss_dice: 0.9499, decode.d4.loss_cls: 0.5077, decode.d4.loss_mask: 0.6437, decode.d4.loss_dice: 0.9517, decode.d5.loss_cls: 0.5009, decode.d5.loss_mask: 0.6427, decode.d5.loss_dice: 0.9528, decode.d6.loss_cls: 0.4952, decode.d6.loss_mask: 0.6432, decode.d6.loss_dice: 0.9467, decode.d7.loss_cls: 0.4898, decode.d7.loss_mask: 0.6439, decode.d7.loss_dice: 0.9495, decode.d8.loss_cls: 0.4836, decode.d8.loss_mask: 0.6423, decode.d8.loss_dice: 0.9512, loss: 22.3286, grad_norm: 61.7009 +2023-11-06 18:56:47,077 - mmseg - INFO - Iter [35100/160000] lr: 7.806e-05, eta: 16:53:24, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5068, decode.loss_mask: 0.6465, decode.loss_dice: 0.9369, decode.d0.loss_cls: 1.4973, decode.d0.loss_mask: 0.6954, decode.d0.loss_dice: 1.0611, decode.d1.loss_cls: 0.6276, decode.d1.loss_mask: 0.6794, decode.d1.loss_dice: 1.0146, decode.d2.loss_cls: 0.5598, decode.d2.loss_mask: 0.6593, decode.d2.loss_dice: 0.9750, decode.d3.loss_cls: 0.5388, decode.d3.loss_mask: 0.6521, decode.d3.loss_dice: 0.9431, decode.d4.loss_cls: 0.5253, decode.d4.loss_mask: 0.6520, decode.d4.loss_dice: 0.9457, decode.d5.loss_cls: 0.5228, decode.d5.loss_mask: 0.6489, decode.d5.loss_dice: 0.9428, decode.d6.loss_cls: 0.5188, decode.d6.loss_mask: 0.6457, decode.d6.loss_dice: 0.9352, decode.d7.loss_cls: 0.5116, decode.d7.loss_mask: 0.6479, decode.d7.loss_dice: 0.9389, decode.d8.loss_cls: 0.5055, decode.d8.loss_mask: 0.6455, decode.d8.loss_dice: 0.9408, loss: 22.5214, grad_norm: 57.2511 +2023-11-06 18:57:10,235 - mmseg - INFO - Iter [35150/160000] lr: 7.803e-05, eta: 16:52:56, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5164, decode.loss_mask: 0.6629, decode.loss_dice: 0.9480, decode.d0.loss_cls: 1.5258, decode.d0.loss_mask: 0.7057, decode.d0.loss_dice: 1.0541, decode.d1.loss_cls: 0.6320, decode.d1.loss_mask: 0.6927, decode.d1.loss_dice: 1.0096, decode.d2.loss_cls: 0.5647, decode.d2.loss_mask: 0.6743, decode.d2.loss_dice: 0.9856, decode.d3.loss_cls: 0.5453, decode.d3.loss_mask: 0.6649, decode.d3.loss_dice: 0.9592, decode.d4.loss_cls: 0.5278, decode.d4.loss_mask: 0.6660, decode.d4.loss_dice: 0.9639, decode.d5.loss_cls: 0.5268, decode.d5.loss_mask: 0.6633, decode.d5.loss_dice: 0.9594, decode.d6.loss_cls: 0.5248, decode.d6.loss_mask: 0.6643, decode.d6.loss_dice: 0.9525, decode.d7.loss_cls: 0.5233, decode.d7.loss_mask: 0.6632, decode.d7.loss_dice: 0.9536, decode.d8.loss_cls: 0.5153, decode.d8.loss_mask: 0.6656, decode.d8.loss_dice: 0.9517, loss: 22.8626, grad_norm: 63.1490 +2023-11-06 18:57:33,640 - mmseg - INFO - Iter [35200/160000] lr: 7.800e-05, eta: 16:52:28, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5073, decode.loss_mask: 0.6620, decode.loss_dice: 0.9776, decode.d0.loss_cls: 1.4972, decode.d0.loss_mask: 0.6924, decode.d0.loss_dice: 1.0925, decode.d1.loss_cls: 0.6167, decode.d1.loss_mask: 0.6852, decode.d1.loss_dice: 1.0501, decode.d2.loss_cls: 0.5504, decode.d2.loss_mask: 0.6740, decode.d2.loss_dice: 1.0162, decode.d3.loss_cls: 0.5420, decode.d3.loss_mask: 0.6643, decode.d3.loss_dice: 0.9836, decode.d4.loss_cls: 0.5246, decode.d4.loss_mask: 0.6642, decode.d4.loss_dice: 0.9906, decode.d5.loss_cls: 0.5185, decode.d5.loss_mask: 0.6671, decode.d5.loss_dice: 0.9896, decode.d6.loss_cls: 0.5136, decode.d6.loss_mask: 0.6611, decode.d6.loss_dice: 0.9860, decode.d7.loss_cls: 0.5124, decode.d7.loss_mask: 0.6636, decode.d7.loss_dice: 0.9836, decode.d8.loss_cls: 0.5088, decode.d8.loss_mask: 0.6631, decode.d8.loss_dice: 0.9797, loss: 23.0378, grad_norm: 65.6086 +2023-11-06 18:57:56,937 - mmseg - INFO - Iter [35250/160000] lr: 7.797e-05, eta: 16:52:00, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5325, decode.loss_mask: 0.6342, decode.loss_dice: 0.9753, decode.d0.loss_cls: 1.5352, decode.d0.loss_mask: 0.6671, decode.d0.loss_dice: 1.0795, decode.d1.loss_cls: 0.6420, decode.d1.loss_mask: 0.6553, decode.d1.loss_dice: 1.0482, decode.d2.loss_cls: 0.5738, decode.d2.loss_mask: 0.6460, decode.d2.loss_dice: 1.0075, decode.d3.loss_cls: 0.5577, decode.d3.loss_mask: 0.6406, decode.d3.loss_dice: 0.9817, decode.d4.loss_cls: 0.5467, decode.d4.loss_mask: 0.6400, decode.d4.loss_dice: 0.9812, decode.d5.loss_cls: 0.5411, decode.d5.loss_mask: 0.6420, decode.d5.loss_dice: 0.9814, decode.d6.loss_cls: 0.5368, decode.d6.loss_mask: 0.6371, decode.d6.loss_dice: 0.9730, decode.d7.loss_cls: 0.5343, decode.d7.loss_mask: 0.6394, decode.d7.loss_dice: 0.9730, decode.d8.loss_cls: 0.5376, decode.d8.loss_mask: 0.6361, decode.d8.loss_dice: 0.9726, loss: 22.9490, grad_norm: 61.5667 +2023-11-06 18:58:20,063 - mmseg - INFO - Iter [35300/160000] lr: 7.794e-05, eta: 16:51:32, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5326, decode.loss_mask: 0.6339, decode.loss_dice: 0.9332, decode.d0.loss_cls: 1.5120, decode.d0.loss_mask: 0.6786, decode.d0.loss_dice: 1.0560, decode.d1.loss_cls: 0.6426, decode.d1.loss_mask: 0.6574, decode.d1.loss_dice: 1.0040, decode.d2.loss_cls: 0.5833, decode.d2.loss_mask: 0.6493, decode.d2.loss_dice: 0.9661, decode.d3.loss_cls: 0.5576, decode.d3.loss_mask: 0.6419, decode.d3.loss_dice: 0.9525, decode.d4.loss_cls: 0.5505, decode.d4.loss_mask: 0.6422, decode.d4.loss_dice: 0.9494, decode.d5.loss_cls: 0.5423, decode.d5.loss_mask: 0.6424, decode.d5.loss_dice: 0.9456, decode.d6.loss_cls: 0.5395, decode.d6.loss_mask: 0.6383, decode.d6.loss_dice: 0.9352, decode.d7.loss_cls: 0.5304, decode.d7.loss_mask: 0.6367, decode.d7.loss_dice: 0.9363, decode.d8.loss_cls: 0.5233, decode.d8.loss_mask: 0.6410, decode.d8.loss_dice: 0.9389, loss: 22.5930, grad_norm: 59.6215 +2023-11-06 18:58:43,323 - mmseg - INFO - Iter [35350/160000] lr: 7.791e-05, eta: 16:51:03, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5206, decode.loss_mask: 0.6593, decode.loss_dice: 0.9307, decode.d0.loss_cls: 1.5206, decode.d0.loss_mask: 0.7049, decode.d0.loss_dice: 1.0493, decode.d1.loss_cls: 0.6337, decode.d1.loss_mask: 0.6887, decode.d1.loss_dice: 1.0096, decode.d2.loss_cls: 0.5628, decode.d2.loss_mask: 0.6764, decode.d2.loss_dice: 0.9669, decode.d3.loss_cls: 0.5504, decode.d3.loss_mask: 0.6640, decode.d3.loss_dice: 0.9466, decode.d4.loss_cls: 0.5340, decode.d4.loss_mask: 0.6624, decode.d4.loss_dice: 0.9437, decode.d5.loss_cls: 0.5281, decode.d5.loss_mask: 0.6631, decode.d5.loss_dice: 0.9421, decode.d6.loss_cls: 0.5238, decode.d6.loss_mask: 0.6647, decode.d6.loss_dice: 0.9397, decode.d7.loss_cls: 0.5233, decode.d7.loss_mask: 0.6636, decode.d7.loss_dice: 0.9335, decode.d8.loss_cls: 0.5208, decode.d8.loss_mask: 0.6588, decode.d8.loss_dice: 0.9389, loss: 22.7250, grad_norm: 63.8375 +2023-11-06 18:59:09,134 - mmseg - INFO - Iter [35400/160000] lr: 7.788e-05, eta: 16:50:44, time: 0.516, data_time: 0.059, memory: 39436, decode.loss_cls: 0.4863, decode.loss_mask: 0.6620, decode.loss_dice: 0.9174, decode.d0.loss_cls: 1.4593, decode.d0.loss_mask: 0.7035, decode.d0.loss_dice: 1.0209, decode.d1.loss_cls: 0.5831, decode.d1.loss_mask: 0.6925, decode.d1.loss_dice: 0.9887, decode.d2.loss_cls: 0.5306, decode.d2.loss_mask: 0.6735, decode.d2.loss_dice: 0.9566, decode.d3.loss_cls: 0.5144, decode.d3.loss_mask: 0.6691, decode.d3.loss_dice: 0.9272, decode.d4.loss_cls: 0.5052, decode.d4.loss_mask: 0.6644, decode.d4.loss_dice: 0.9254, decode.d5.loss_cls: 0.5037, decode.d5.loss_mask: 0.6589, decode.d5.loss_dice: 0.9266, decode.d6.loss_cls: 0.4961, decode.d6.loss_mask: 0.6614, decode.d6.loss_dice: 0.9296, decode.d7.loss_cls: 0.4892, decode.d7.loss_mask: 0.6639, decode.d7.loss_dice: 0.9274, decode.d8.loss_cls: 0.4881, decode.d8.loss_mask: 0.6639, decode.d8.loss_dice: 0.9192, loss: 22.2081, grad_norm: 64.5566 +2023-11-06 18:59:32,539 - mmseg - INFO - Iter [35450/160000] lr: 7.784e-05, eta: 16:50:17, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4964, decode.loss_mask: 0.6420, decode.loss_dice: 0.9175, decode.d0.loss_cls: 1.4891, decode.d0.loss_mask: 0.6877, decode.d0.loss_dice: 1.0203, decode.d1.loss_cls: 0.5993, decode.d1.loss_mask: 0.6755, decode.d1.loss_dice: 0.9815, decode.d2.loss_cls: 0.5319, decode.d2.loss_mask: 0.6555, decode.d2.loss_dice: 0.9528, decode.d3.loss_cls: 0.5135, decode.d3.loss_mask: 0.6489, decode.d3.loss_dice: 0.9214, decode.d4.loss_cls: 0.5025, decode.d4.loss_mask: 0.6486, decode.d4.loss_dice: 0.9244, decode.d5.loss_cls: 0.4960, decode.d5.loss_mask: 0.6468, decode.d5.loss_dice: 0.9245, decode.d6.loss_cls: 0.4915, decode.d6.loss_mask: 0.6449, decode.d6.loss_dice: 0.9197, decode.d7.loss_cls: 0.4935, decode.d7.loss_mask: 0.6437, decode.d7.loss_dice: 0.9173, decode.d8.loss_cls: 0.4955, decode.d8.loss_mask: 0.6462, decode.d8.loss_dice: 0.9234, loss: 22.0519, grad_norm: 60.7543 +2023-11-06 18:59:56,352 - mmseg - INFO - Iter [35500/160000] lr: 7.781e-05, eta: 16:49:51, time: 0.476, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5130, decode.loss_mask: 0.6168, decode.loss_dice: 0.9106, decode.d0.loss_cls: 1.5234, decode.d0.loss_mask: 0.6589, decode.d0.loss_dice: 1.0311, decode.d1.loss_cls: 0.6391, decode.d1.loss_mask: 0.6361, decode.d1.loss_dice: 0.9791, decode.d2.loss_cls: 0.5748, decode.d2.loss_mask: 0.6286, decode.d2.loss_dice: 0.9445, decode.d3.loss_cls: 0.5509, decode.d3.loss_mask: 0.6190, decode.d3.loss_dice: 0.9168, decode.d4.loss_cls: 0.5379, decode.d4.loss_mask: 0.6165, decode.d4.loss_dice: 0.9146, decode.d5.loss_cls: 0.5279, decode.d5.loss_mask: 0.6188, decode.d5.loss_dice: 0.9198, decode.d6.loss_cls: 0.5196, decode.d6.loss_mask: 0.6189, decode.d6.loss_dice: 0.9129, decode.d7.loss_cls: 0.5156, decode.d7.loss_mask: 0.6189, decode.d7.loss_dice: 0.9138, decode.d8.loss_cls: 0.5165, decode.d8.loss_mask: 0.6189, decode.d8.loss_dice: 0.9162, loss: 22.0294, grad_norm: 64.5057 +2023-11-06 19:00:20,199 - mmseg - INFO - Iter [35550/160000] lr: 7.778e-05, eta: 16:49:25, time: 0.477, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4733, decode.loss_mask: 0.6111, decode.loss_dice: 0.9064, decode.d0.loss_cls: 1.4796, decode.d0.loss_mask: 0.6491, decode.d0.loss_dice: 1.0127, decode.d1.loss_cls: 0.5887, decode.d1.loss_mask: 0.6321, decode.d1.loss_dice: 0.9687, decode.d2.loss_cls: 0.5238, decode.d2.loss_mask: 0.6248, decode.d2.loss_dice: 0.9370, decode.d3.loss_cls: 0.5057, decode.d3.loss_mask: 0.6130, decode.d3.loss_dice: 0.9101, decode.d4.loss_cls: 0.4909, decode.d4.loss_mask: 0.6132, decode.d4.loss_dice: 0.9118, decode.d5.loss_cls: 0.4823, decode.d5.loss_mask: 0.6141, decode.d5.loss_dice: 0.9088, decode.d6.loss_cls: 0.4856, decode.d6.loss_mask: 0.6139, decode.d6.loss_dice: 0.9072, decode.d7.loss_cls: 0.4786, decode.d7.loss_mask: 0.6123, decode.d7.loss_dice: 0.9073, decode.d8.loss_cls: 0.4793, decode.d8.loss_mask: 0.6077, decode.d8.loss_dice: 0.9034, loss: 21.4526, grad_norm: 57.8873 +2023-11-06 19:00:43,242 - mmseg - INFO - Iter [35600/160000] lr: 7.775e-05, eta: 16:48:56, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5029, decode.loss_mask: 0.6460, decode.loss_dice: 0.9433, decode.d0.loss_cls: 1.4948, decode.d0.loss_mask: 0.6790, decode.d0.loss_dice: 1.0406, decode.d1.loss_cls: 0.6286, decode.d1.loss_mask: 0.6683, decode.d1.loss_dice: 1.0069, decode.d2.loss_cls: 0.5455, decode.d2.loss_mask: 0.6502, decode.d2.loss_dice: 0.9671, decode.d3.loss_cls: 0.5274, decode.d3.loss_mask: 0.6471, decode.d3.loss_dice: 0.9503, decode.d4.loss_cls: 0.5217, decode.d4.loss_mask: 0.6463, decode.d4.loss_dice: 0.9495, decode.d5.loss_cls: 0.5229, decode.d5.loss_mask: 0.6470, decode.d5.loss_dice: 0.9455, decode.d6.loss_cls: 0.5150, decode.d6.loss_mask: 0.6483, decode.d6.loss_dice: 0.9394, decode.d7.loss_cls: 0.5115, decode.d7.loss_mask: 0.6469, decode.d7.loss_dice: 0.9392, decode.d8.loss_cls: 0.5093, decode.d8.loss_mask: 0.6445, decode.d8.loss_dice: 0.9387, loss: 22.4236, grad_norm: 61.3004 +2023-11-06 19:01:06,518 - mmseg - INFO - Iter [35650/160000] lr: 7.772e-05, eta: 16:48:28, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4962, decode.loss_mask: 0.6222, decode.loss_dice: 0.9177, decode.d0.loss_cls: 1.4972, decode.d0.loss_mask: 0.6625, decode.d0.loss_dice: 1.0350, decode.d1.loss_cls: 0.6191, decode.d1.loss_mask: 0.6487, decode.d1.loss_dice: 0.9902, decode.d2.loss_cls: 0.5491, decode.d2.loss_mask: 0.6353, decode.d2.loss_dice: 0.9504, decode.d3.loss_cls: 0.5204, decode.d3.loss_mask: 0.6296, decode.d3.loss_dice: 0.9324, decode.d4.loss_cls: 0.5169, decode.d4.loss_mask: 0.6286, decode.d4.loss_dice: 0.9298, decode.d5.loss_cls: 0.5097, decode.d5.loss_mask: 0.6243, decode.d5.loss_dice: 0.9263, decode.d6.loss_cls: 0.5062, decode.d6.loss_mask: 0.6207, decode.d6.loss_dice: 0.9181, decode.d7.loss_cls: 0.5055, decode.d7.loss_mask: 0.6229, decode.d7.loss_dice: 0.9212, decode.d8.loss_cls: 0.4958, decode.d8.loss_mask: 0.6235, decode.d8.loss_dice: 0.9191, loss: 21.9746, grad_norm: 64.9504 +2023-11-06 19:01:29,639 - mmseg - INFO - Iter [35700/160000] lr: 7.769e-05, eta: 16:47:59, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 0.5124, decode.loss_mask: 0.6627, decode.loss_dice: 0.9711, decode.d0.loss_cls: 1.5306, decode.d0.loss_mask: 0.7050, decode.d0.loss_dice: 1.0892, decode.d1.loss_cls: 0.6317, decode.d1.loss_mask: 0.6874, decode.d1.loss_dice: 1.0364, decode.d2.loss_cls: 0.5606, decode.d2.loss_mask: 0.6652, decode.d2.loss_dice: 0.9960, decode.d3.loss_cls: 0.5427, decode.d3.loss_mask: 0.6613, decode.d3.loss_dice: 0.9706, decode.d4.loss_cls: 0.5278, decode.d4.loss_mask: 0.6619, decode.d4.loss_dice: 0.9732, decode.d5.loss_cls: 0.5236, decode.d5.loss_mask: 0.6666, decode.d5.loss_dice: 0.9727, decode.d6.loss_cls: 0.5221, decode.d6.loss_mask: 0.6609, decode.d6.loss_dice: 0.9633, decode.d7.loss_cls: 0.5101, decode.d7.loss_mask: 0.6653, decode.d7.loss_dice: 0.9737, decode.d8.loss_cls: 0.5076, decode.d8.loss_mask: 0.6656, decode.d8.loss_dice: 0.9707, loss: 22.9881, grad_norm: 65.9458 +2023-11-06 19:01:52,774 - mmseg - INFO - Iter [35750/160000] lr: 7.766e-05, eta: 16:47:31, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4897, decode.loss_mask: 0.6476, decode.loss_dice: 0.9084, decode.d0.loss_cls: 1.5151, decode.d0.loss_mask: 0.6891, decode.d0.loss_dice: 1.0303, decode.d1.loss_cls: 0.6171, decode.d1.loss_mask: 0.6714, decode.d1.loss_dice: 0.9881, decode.d2.loss_cls: 0.5513, decode.d2.loss_mask: 0.6622, decode.d2.loss_dice: 0.9447, decode.d3.loss_cls: 0.5222, decode.d3.loss_mask: 0.6577, decode.d3.loss_dice: 0.9256, decode.d4.loss_cls: 0.5070, decode.d4.loss_mask: 0.6506, decode.d4.loss_dice: 0.9185, decode.d5.loss_cls: 0.5040, decode.d5.loss_mask: 0.6508, decode.d5.loss_dice: 0.9125, decode.d6.loss_cls: 0.4987, decode.d6.loss_mask: 0.6480, decode.d6.loss_dice: 0.9123, decode.d7.loss_cls: 0.4960, decode.d7.loss_mask: 0.6505, decode.d7.loss_dice: 0.9178, decode.d8.loss_cls: 0.4948, decode.d8.loss_mask: 0.6511, decode.d8.loss_dice: 0.9146, loss: 22.1478, grad_norm: 70.1305 +2023-11-06 19:02:15,976 - mmseg - INFO - Iter [35800/160000] lr: 7.763e-05, eta: 16:47:02, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5148, decode.loss_mask: 0.6540, decode.loss_dice: 0.9404, decode.d0.loss_cls: 1.5142, decode.d0.loss_mask: 0.6997, decode.d0.loss_dice: 1.0557, decode.d1.loss_cls: 0.6230, decode.d1.loss_mask: 0.6824, decode.d1.loss_dice: 1.0069, decode.d2.loss_cls: 0.5641, decode.d2.loss_mask: 0.6684, decode.d2.loss_dice: 0.9757, decode.d3.loss_cls: 0.5481, decode.d3.loss_mask: 0.6580, decode.d3.loss_dice: 0.9488, decode.d4.loss_cls: 0.5307, decode.d4.loss_mask: 0.6563, decode.d4.loss_dice: 0.9463, decode.d5.loss_cls: 0.5237, decode.d5.loss_mask: 0.6574, decode.d5.loss_dice: 0.9489, decode.d6.loss_cls: 0.5214, decode.d6.loss_mask: 0.6552, decode.d6.loss_dice: 0.9371, decode.d7.loss_cls: 0.5170, decode.d7.loss_mask: 0.6579, decode.d7.loss_dice: 0.9409, decode.d8.loss_cls: 0.5182, decode.d8.loss_mask: 0.6554, decode.d8.loss_dice: 0.9413, loss: 22.6621, grad_norm: 64.3371 +2023-11-06 19:02:39,307 - mmseg - INFO - Iter [35850/160000] lr: 7.759e-05, eta: 16:46:35, time: 0.467, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4987, decode.loss_mask: 0.6077, decode.loss_dice: 0.9270, decode.d0.loss_cls: 1.4944, decode.d0.loss_mask: 0.6458, decode.d0.loss_dice: 1.0283, decode.d1.loss_cls: 0.6145, decode.d1.loss_mask: 0.6370, decode.d1.loss_dice: 0.9868, decode.d2.loss_cls: 0.5512, decode.d2.loss_mask: 0.6162, decode.d2.loss_dice: 0.9557, decode.d3.loss_cls: 0.5254, decode.d3.loss_mask: 0.6083, decode.d3.loss_dice: 0.9310, decode.d4.loss_cls: 0.5075, decode.d4.loss_mask: 0.6093, decode.d4.loss_dice: 0.9332, decode.d5.loss_cls: 0.5002, decode.d5.loss_mask: 0.6064, decode.d5.loss_dice: 0.9330, decode.d6.loss_cls: 0.5024, decode.d6.loss_mask: 0.6061, decode.d6.loss_dice: 0.9240, decode.d7.loss_cls: 0.5009, decode.d7.loss_mask: 0.6067, decode.d7.loss_dice: 0.9299, decode.d8.loss_cls: 0.5005, decode.d8.loss_mask: 0.6090, decode.d8.loss_dice: 0.9265, loss: 21.8235, grad_norm: 64.5743 +2023-11-06 19:03:02,859 - mmseg - INFO - Iter [35900/160000] lr: 7.756e-05, eta: 16:46:08, time: 0.471, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5085, decode.loss_mask: 0.6244, decode.loss_dice: 0.9444, decode.d0.loss_cls: 1.4889, decode.d0.loss_mask: 0.6688, decode.d0.loss_dice: 1.0635, decode.d1.loss_cls: 0.6207, decode.d1.loss_mask: 0.6469, decode.d1.loss_dice: 1.0116, decode.d2.loss_cls: 0.5483, decode.d2.loss_mask: 0.6360, decode.d2.loss_dice: 0.9737, decode.d3.loss_cls: 0.5295, decode.d3.loss_mask: 0.6295, decode.d3.loss_dice: 0.9499, decode.d4.loss_cls: 0.5139, decode.d4.loss_mask: 0.6269, decode.d4.loss_dice: 0.9539, decode.d5.loss_cls: 0.5118, decode.d5.loss_mask: 0.6255, decode.d5.loss_dice: 0.9446, decode.d6.loss_cls: 0.5111, decode.d6.loss_mask: 0.6263, decode.d6.loss_dice: 0.9349, decode.d7.loss_cls: 0.5106, decode.d7.loss_mask: 0.6248, decode.d7.loss_dice: 0.9407, decode.d8.loss_cls: 0.5082, decode.d8.loss_mask: 0.6254, decode.d8.loss_dice: 0.9455, loss: 22.2487, grad_norm: 69.7797 +2023-11-06 19:03:25,974 - mmseg - INFO - Iter [35950/160000] lr: 7.753e-05, eta: 16:45:39, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5205, decode.loss_mask: 0.6583, decode.loss_dice: 0.9389, decode.d0.loss_cls: 1.4951, decode.d0.loss_mask: 0.6996, decode.d0.loss_dice: 1.0711, decode.d1.loss_cls: 0.6173, decode.d1.loss_mask: 0.6842, decode.d1.loss_dice: 1.0165, decode.d2.loss_cls: 0.5602, decode.d2.loss_mask: 0.6738, decode.d2.loss_dice: 0.9776, decode.d3.loss_cls: 0.5421, decode.d3.loss_mask: 0.6638, decode.d3.loss_dice: 0.9535, decode.d4.loss_cls: 0.5262, decode.d4.loss_mask: 0.6651, decode.d4.loss_dice: 0.9554, decode.d5.loss_cls: 0.5249, decode.d5.loss_mask: 0.6621, decode.d5.loss_dice: 0.9503, decode.d6.loss_cls: 0.5194, decode.d6.loss_mask: 0.6603, decode.d6.loss_dice: 0.9447, decode.d7.loss_cls: 0.5198, decode.d7.loss_mask: 0.6595, decode.d7.loss_dice: 0.9437, decode.d8.loss_cls: 0.5245, decode.d8.loss_mask: 0.6602, decode.d8.loss_dice: 0.9444, loss: 22.7330, grad_norm: 67.0817 +2023-11-06 19:03:49,057 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 19:03:49,057 - mmseg - INFO - Iter [36000/160000] lr: 7.750e-05, eta: 16:45:11, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4852, decode.loss_mask: 0.6363, decode.loss_dice: 0.9274, decode.d0.loss_cls: 1.4520, decode.d0.loss_mask: 0.6785, decode.d0.loss_dice: 1.0470, decode.d1.loss_cls: 0.5854, decode.d1.loss_mask: 0.6701, decode.d1.loss_dice: 1.0009, decode.d2.loss_cls: 0.5248, decode.d2.loss_mask: 0.6484, decode.d2.loss_dice: 0.9688, decode.d3.loss_cls: 0.5133, decode.d3.loss_mask: 0.6404, decode.d3.loss_dice: 0.9373, decode.d4.loss_cls: 0.5033, decode.d4.loss_mask: 0.6402, decode.d4.loss_dice: 0.9356, decode.d5.loss_cls: 0.4952, decode.d5.loss_mask: 0.6413, decode.d5.loss_dice: 0.9367, decode.d6.loss_cls: 0.4940, decode.d6.loss_mask: 0.6398, decode.d6.loss_dice: 0.9326, decode.d7.loss_cls: 0.4855, decode.d7.loss_mask: 0.6362, decode.d7.loss_dice: 0.9359, decode.d8.loss_cls: 0.4886, decode.d8.loss_mask: 0.6363, decode.d8.loss_dice: 0.9281, loss: 22.0450, grad_norm: 67.3058 +2023-11-06 19:04:12,213 - mmseg - INFO - Iter [36050/160000] lr: 7.747e-05, eta: 16:44:42, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4885, decode.loss_mask: 0.6322, decode.loss_dice: 0.9282, decode.d0.loss_cls: 1.4841, decode.d0.loss_mask: 0.6736, decode.d0.loss_dice: 1.0501, decode.d1.loss_cls: 0.6003, decode.d1.loss_mask: 0.6593, decode.d1.loss_dice: 0.9953, decode.d2.loss_cls: 0.5388, decode.d2.loss_mask: 0.6437, decode.d2.loss_dice: 0.9624, decode.d3.loss_cls: 0.5242, decode.d3.loss_mask: 0.6323, decode.d3.loss_dice: 0.9343, decode.d4.loss_cls: 0.4987, decode.d4.loss_mask: 0.6334, decode.d4.loss_dice: 0.9412, decode.d5.loss_cls: 0.5033, decode.d5.loss_mask: 0.6300, decode.d5.loss_dice: 0.9349, decode.d6.loss_cls: 0.4953, decode.d6.loss_mask: 0.6332, decode.d6.loss_dice: 0.9306, decode.d7.loss_cls: 0.4899, decode.d7.loss_mask: 0.6321, decode.d7.loss_dice: 0.9291, decode.d8.loss_cls: 0.4927, decode.d8.loss_mask: 0.6326, decode.d8.loss_dice: 0.9303, loss: 22.0543, grad_norm: 60.2792 +2023-11-06 19:04:35,197 - mmseg - INFO - Iter [36100/160000] lr: 7.744e-05, eta: 16:44:13, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5097, decode.loss_mask: 0.6603, decode.loss_dice: 0.9362, decode.d0.loss_cls: 1.4926, decode.d0.loss_mask: 0.7028, decode.d0.loss_dice: 1.0533, decode.d1.loss_cls: 0.6153, decode.d1.loss_mask: 0.6891, decode.d1.loss_dice: 1.0031, decode.d2.loss_cls: 0.5539, decode.d2.loss_mask: 0.6756, decode.d2.loss_dice: 0.9697, decode.d3.loss_cls: 0.5383, decode.d3.loss_mask: 0.6681, decode.d3.loss_dice: 0.9416, decode.d4.loss_cls: 0.5305, decode.d4.loss_mask: 0.6693, decode.d4.loss_dice: 0.9404, decode.d5.loss_cls: 0.5199, decode.d5.loss_mask: 0.6702, decode.d5.loss_dice: 0.9380, decode.d6.loss_cls: 0.5098, decode.d6.loss_mask: 0.6690, decode.d6.loss_dice: 0.9402, decode.d7.loss_cls: 0.5073, decode.d7.loss_mask: 0.6681, decode.d7.loss_dice: 0.9412, decode.d8.loss_cls: 0.5112, decode.d8.loss_mask: 0.6605, decode.d8.loss_dice: 0.9403, loss: 22.6254, grad_norm: 67.0109 +2023-11-06 19:04:58,346 - mmseg - INFO - Iter [36150/160000] lr: 7.741e-05, eta: 16:43:45, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5252, decode.loss_mask: 0.6492, decode.loss_dice: 0.9521, decode.d0.loss_cls: 1.5415, decode.d0.loss_mask: 0.6936, decode.d0.loss_dice: 1.0853, decode.d1.loss_cls: 0.6660, decode.d1.loss_mask: 0.6725, decode.d1.loss_dice: 1.0219, decode.d2.loss_cls: 0.5852, decode.d2.loss_mask: 0.6603, decode.d2.loss_dice: 0.9881, decode.d3.loss_cls: 0.5616, decode.d3.loss_mask: 0.6521, decode.d3.loss_dice: 0.9616, decode.d4.loss_cls: 0.5485, decode.d4.loss_mask: 0.6534, decode.d4.loss_dice: 0.9649, decode.d5.loss_cls: 0.5362, decode.d5.loss_mask: 0.6507, decode.d5.loss_dice: 0.9658, decode.d6.loss_cls: 0.5329, decode.d6.loss_mask: 0.6449, decode.d6.loss_dice: 0.9537, decode.d7.loss_cls: 0.5384, decode.d7.loss_mask: 0.6479, decode.d7.loss_dice: 0.9558, decode.d8.loss_cls: 0.5286, decode.d8.loss_mask: 0.6481, decode.d8.loss_dice: 0.9565, loss: 22.9430, grad_norm: 69.2433 +2023-11-06 19:05:21,453 - mmseg - INFO - Iter [36200/160000] lr: 7.738e-05, eta: 16:43:17, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 0.5194, decode.loss_mask: 0.6631, decode.loss_dice: 0.9715, decode.d0.loss_cls: 1.5449, decode.d0.loss_mask: 0.7070, decode.d0.loss_dice: 1.0884, decode.d1.loss_cls: 0.6546, decode.d1.loss_mask: 0.6880, decode.d1.loss_dice: 1.0404, decode.d2.loss_cls: 0.5771, decode.d2.loss_mask: 0.6738, decode.d2.loss_dice: 1.0034, decode.d3.loss_cls: 0.5516, decode.d3.loss_mask: 0.6644, decode.d3.loss_dice: 0.9866, decode.d4.loss_cls: 0.5401, decode.d4.loss_mask: 0.6645, decode.d4.loss_dice: 0.9869, decode.d5.loss_cls: 0.5315, decode.d5.loss_mask: 0.6600, decode.d5.loss_dice: 0.9852, decode.d6.loss_cls: 0.5239, decode.d6.loss_mask: 0.6631, decode.d6.loss_dice: 0.9741, decode.d7.loss_cls: 0.5162, decode.d7.loss_mask: 0.6662, decode.d7.loss_dice: 0.9782, decode.d8.loss_cls: 0.5185, decode.d8.loss_mask: 0.6682, decode.d8.loss_dice: 0.9752, loss: 23.1860, grad_norm: 60.1444 +2023-11-06 19:05:44,685 - mmseg - INFO - Iter [36250/160000] lr: 7.734e-05, eta: 16:42:49, time: 0.465, data_time: 0.014, memory: 39436, decode.loss_cls: 0.5094, decode.loss_mask: 0.6503, decode.loss_dice: 0.9505, decode.d0.loss_cls: 1.5162, decode.d0.loss_mask: 0.6894, decode.d0.loss_dice: 1.0575, decode.d1.loss_cls: 0.6221, decode.d1.loss_mask: 0.6737, decode.d1.loss_dice: 1.0219, decode.d2.loss_cls: 0.5654, decode.d2.loss_mask: 0.6628, decode.d2.loss_dice: 0.9863, decode.d3.loss_cls: 0.5440, decode.d3.loss_mask: 0.6585, decode.d3.loss_dice: 0.9663, decode.d4.loss_cls: 0.5295, decode.d4.loss_mask: 0.6554, decode.d4.loss_dice: 0.9615, decode.d5.loss_cls: 0.5215, decode.d5.loss_mask: 0.6562, decode.d5.loss_dice: 0.9571, decode.d6.loss_cls: 0.5197, decode.d6.loss_mask: 0.6509, decode.d6.loss_dice: 0.9514, decode.d7.loss_cls: 0.5098, decode.d7.loss_mask: 0.6531, decode.d7.loss_dice: 0.9569, decode.d8.loss_cls: 0.5099, decode.d8.loss_mask: 0.6519, decode.d8.loss_dice: 0.9570, loss: 22.7162, grad_norm: 64.6505 +2023-11-06 19:06:08,135 - mmseg - INFO - Iter [36300/160000] lr: 7.731e-05, eta: 16:42:21, time: 0.469, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4994, decode.loss_mask: 0.6497, decode.loss_dice: 0.9415, decode.d0.loss_cls: 1.5114, decode.d0.loss_mask: 0.7002, decode.d0.loss_dice: 1.0625, decode.d1.loss_cls: 0.6217, decode.d1.loss_mask: 0.6697, decode.d1.loss_dice: 1.0167, decode.d2.loss_cls: 0.5565, decode.d2.loss_mask: 0.6589, decode.d2.loss_dice: 0.9761, decode.d3.loss_cls: 0.5308, decode.d3.loss_mask: 0.6566, decode.d3.loss_dice: 0.9516, decode.d4.loss_cls: 0.5115, decode.d4.loss_mask: 0.6550, decode.d4.loss_dice: 0.9565, decode.d5.loss_cls: 0.5085, decode.d5.loss_mask: 0.6523, decode.d5.loss_dice: 0.9551, decode.d6.loss_cls: 0.5042, decode.d6.loss_mask: 0.6527, decode.d6.loss_dice: 0.9466, decode.d7.loss_cls: 0.5019, decode.d7.loss_mask: 0.6495, decode.d7.loss_dice: 0.9455, decode.d8.loss_cls: 0.5039, decode.d8.loss_mask: 0.6484, decode.d8.loss_dice: 0.9481, loss: 22.5430, grad_norm: 62.7775 +2023-11-06 19:06:31,405 - mmseg - INFO - Iter [36350/160000] lr: 7.728e-05, eta: 16:41:53, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4885, decode.loss_mask: 0.6459, decode.loss_dice: 0.9130, decode.d0.loss_cls: 1.4570, decode.d0.loss_mask: 0.6907, decode.d0.loss_dice: 1.0187, decode.d1.loss_cls: 0.5888, decode.d1.loss_mask: 0.6736, decode.d1.loss_dice: 0.9836, decode.d2.loss_cls: 0.5314, decode.d2.loss_mask: 0.6570, decode.d2.loss_dice: 0.9436, decode.d3.loss_cls: 0.5173, decode.d3.loss_mask: 0.6516, decode.d3.loss_dice: 0.9221, decode.d4.loss_cls: 0.5015, decode.d4.loss_mask: 0.6483, decode.d4.loss_dice: 0.9208, decode.d5.loss_cls: 0.5047, decode.d5.loss_mask: 0.6444, decode.d5.loss_dice: 0.9190, decode.d6.loss_cls: 0.4921, decode.d6.loss_mask: 0.6494, decode.d6.loss_dice: 0.9192, decode.d7.loss_cls: 0.4877, decode.d7.loss_mask: 0.6458, decode.d7.loss_dice: 0.9155, decode.d8.loss_cls: 0.4899, decode.d8.loss_mask: 0.6489, decode.d8.loss_dice: 0.9184, loss: 21.9884, grad_norm: 66.6265 +2023-11-06 19:06:55,418 - mmseg - INFO - Iter [36400/160000] lr: 7.725e-05, eta: 16:41:28, time: 0.482, data_time: 0.016, memory: 39436, decode.loss_cls: 0.5217, decode.loss_mask: 0.6375, decode.loss_dice: 0.9316, decode.d0.loss_cls: 1.4941, decode.d0.loss_mask: 0.6899, decode.d0.loss_dice: 1.0514, decode.d1.loss_cls: 0.6280, decode.d1.loss_mask: 0.6704, decode.d1.loss_dice: 1.0082, decode.d2.loss_cls: 0.5623, decode.d2.loss_mask: 0.6557, decode.d2.loss_dice: 0.9765, decode.d3.loss_cls: 0.5412, decode.d3.loss_mask: 0.6476, decode.d3.loss_dice: 0.9514, decode.d4.loss_cls: 0.5279, decode.d4.loss_mask: 0.6466, decode.d4.loss_dice: 0.9502, decode.d5.loss_cls: 0.5213, decode.d5.loss_mask: 0.6498, decode.d5.loss_dice: 0.9463, decode.d6.loss_cls: 0.5215, decode.d6.loss_mask: 0.6385, decode.d6.loss_dice: 0.9421, decode.d7.loss_cls: 0.5194, decode.d7.loss_mask: 0.6414, decode.d7.loss_dice: 0.9419, decode.d8.loss_cls: 0.5230, decode.d8.loss_mask: 0.6422, decode.d8.loss_dice: 0.9401, loss: 22.5196, grad_norm: 59.3194 +2023-11-06 19:07:19,400 - mmseg - INFO - Iter [36450/160000] lr: 7.722e-05, eta: 16:41:03, time: 0.480, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5069, decode.loss_mask: 0.6394, decode.loss_dice: 0.9367, decode.d0.loss_cls: 1.5204, decode.d0.loss_mask: 0.6818, decode.d0.loss_dice: 1.0441, decode.d1.loss_cls: 0.6218, decode.d1.loss_mask: 0.6678, decode.d1.loss_dice: 1.0125, decode.d2.loss_cls: 0.5525, decode.d2.loss_mask: 0.6518, decode.d2.loss_dice: 0.9697, decode.d3.loss_cls: 0.5272, decode.d3.loss_mask: 0.6439, decode.d3.loss_dice: 0.9519, decode.d4.loss_cls: 0.5133, decode.d4.loss_mask: 0.6459, decode.d4.loss_dice: 0.9509, decode.d5.loss_cls: 0.5123, decode.d5.loss_mask: 0.6421, decode.d5.loss_dice: 0.9467, decode.d6.loss_cls: 0.5142, decode.d6.loss_mask: 0.6412, decode.d6.loss_dice: 0.9371, decode.d7.loss_cls: 0.5036, decode.d7.loss_mask: 0.6429, decode.d7.loss_dice: 0.9354, decode.d8.loss_cls: 0.5068, decode.d8.loss_mask: 0.6417, decode.d8.loss_dice: 0.9345, loss: 22.3971, grad_norm: 62.5323 +2023-11-06 19:07:43,525 - mmseg - INFO - Iter [36500/160000] lr: 7.719e-05, eta: 16:40:38, time: 0.482, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5084, decode.loss_mask: 0.6179, decode.loss_dice: 0.9444, decode.d0.loss_cls: 1.4973, decode.d0.loss_mask: 0.6573, decode.d0.loss_dice: 1.0436, decode.d1.loss_cls: 0.6015, decode.d1.loss_mask: 0.6482, decode.d1.loss_dice: 1.0125, decode.d2.loss_cls: 0.5510, decode.d2.loss_mask: 0.6304, decode.d2.loss_dice: 0.9652, decode.d3.loss_cls: 0.5369, decode.d3.loss_mask: 0.6186, decode.d3.loss_dice: 0.9497, decode.d4.loss_cls: 0.5198, decode.d4.loss_mask: 0.6209, decode.d4.loss_dice: 0.9485, decode.d5.loss_cls: 0.5203, decode.d5.loss_mask: 0.6189, decode.d5.loss_dice: 0.9475, decode.d6.loss_cls: 0.5150, decode.d6.loss_mask: 0.6189, decode.d6.loss_dice: 0.9410, decode.d7.loss_cls: 0.5076, decode.d7.loss_mask: 0.6171, decode.d7.loss_dice: 0.9408, decode.d8.loss_cls: 0.5044, decode.d8.loss_mask: 0.6176, decode.d8.loss_dice: 0.9455, loss: 22.1667, grad_norm: 57.9680 +2023-11-06 19:08:06,482 - mmseg - INFO - Iter [36550/160000] lr: 7.716e-05, eta: 16:40:09, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5232, decode.loss_mask: 0.6503, decode.loss_dice: 0.9257, decode.d0.loss_cls: 1.4841, decode.d0.loss_mask: 0.6887, decode.d0.loss_dice: 1.0399, decode.d1.loss_cls: 0.6185, decode.d1.loss_mask: 0.6732, decode.d1.loss_dice: 0.9983, decode.d2.loss_cls: 0.5541, decode.d2.loss_mask: 0.6583, decode.d2.loss_dice: 0.9616, decode.d3.loss_cls: 0.5353, decode.d3.loss_mask: 0.6528, decode.d3.loss_dice: 0.9347, decode.d4.loss_cls: 0.5287, decode.d4.loss_mask: 0.6559, decode.d4.loss_dice: 0.9309, decode.d5.loss_cls: 0.5244, decode.d5.loss_mask: 0.6522, decode.d5.loss_dice: 0.9326, decode.d6.loss_cls: 0.5253, decode.d6.loss_mask: 0.6503, decode.d6.loss_dice: 0.9250, decode.d7.loss_cls: 0.5189, decode.d7.loss_mask: 0.6516, decode.d7.loss_dice: 0.9195, decode.d8.loss_cls: 0.5216, decode.d8.loss_mask: 0.6465, decode.d8.loss_dice: 0.9262, loss: 22.4083, grad_norm: 63.7290 +2023-11-06 19:08:29,569 - mmseg - INFO - Iter [36600/160000] lr: 7.713e-05, eta: 16:39:41, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5029, decode.loss_mask: 0.6589, decode.loss_dice: 0.9134, decode.d0.loss_cls: 1.4868, decode.d0.loss_mask: 0.7113, decode.d0.loss_dice: 1.0349, decode.d1.loss_cls: 0.6153, decode.d1.loss_mask: 0.6896, decode.d1.loss_dice: 0.9983, decode.d2.loss_cls: 0.5490, decode.d2.loss_mask: 0.6752, decode.d2.loss_dice: 0.9501, decode.d3.loss_cls: 0.5251, decode.d3.loss_mask: 0.6699, decode.d3.loss_dice: 0.9261, decode.d4.loss_cls: 0.5124, decode.d4.loss_mask: 0.6687, decode.d4.loss_dice: 0.9261, decode.d5.loss_cls: 0.5064, decode.d5.loss_mask: 0.6667, decode.d5.loss_dice: 0.9267, decode.d6.loss_cls: 0.5098, decode.d6.loss_mask: 0.6596, decode.d6.loss_dice: 0.9163, decode.d7.loss_cls: 0.5014, decode.d7.loss_mask: 0.6603, decode.d7.loss_dice: 0.9175, decode.d8.loss_cls: 0.4991, decode.d8.loss_mask: 0.6595, decode.d8.loss_dice: 0.9184, loss: 22.3556, grad_norm: 71.5144 +2023-11-06 19:08:55,383 - mmseg - INFO - Iter [36650/160000] lr: 7.709e-05, eta: 16:39:21, time: 0.516, data_time: 0.060, memory: 39436, decode.loss_cls: 0.5014, decode.loss_mask: 0.6661, decode.loss_dice: 0.9437, decode.d0.loss_cls: 1.4790, decode.d0.loss_mask: 0.7086, decode.d0.loss_dice: 1.0527, decode.d1.loss_cls: 0.6083, decode.d1.loss_mask: 0.6889, decode.d1.loss_dice: 1.0067, decode.d2.loss_cls: 0.5372, decode.d2.loss_mask: 0.6795, decode.d2.loss_dice: 0.9770, decode.d3.loss_cls: 0.5229, decode.d3.loss_mask: 0.6684, decode.d3.loss_dice: 0.9589, decode.d4.loss_cls: 0.5093, decode.d4.loss_mask: 0.6711, decode.d4.loss_dice: 0.9490, decode.d5.loss_cls: 0.5132, decode.d5.loss_mask: 0.6638, decode.d5.loss_dice: 0.9427, decode.d6.loss_cls: 0.5071, decode.d6.loss_mask: 0.6636, decode.d6.loss_dice: 0.9429, decode.d7.loss_cls: 0.5005, decode.d7.loss_mask: 0.6640, decode.d7.loss_dice: 0.9430, decode.d8.loss_cls: 0.4963, decode.d8.loss_mask: 0.6629, decode.d8.loss_dice: 0.9482, loss: 22.5770, grad_norm: 62.8742 +2023-11-06 19:09:19,174 - mmseg - INFO - Iter [36700/160000] lr: 7.706e-05, eta: 16:38:55, time: 0.476, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4863, decode.loss_mask: 0.6407, decode.loss_dice: 0.9184, decode.d0.loss_cls: 1.4838, decode.d0.loss_mask: 0.6766, decode.d0.loss_dice: 1.0299, decode.d1.loss_cls: 0.5894, decode.d1.loss_mask: 0.6597, decode.d1.loss_dice: 0.9856, decode.d2.loss_cls: 0.5359, decode.d2.loss_mask: 0.6413, decode.d2.loss_dice: 0.9513, decode.d3.loss_cls: 0.5180, decode.d3.loss_mask: 0.6402, decode.d3.loss_dice: 0.9255, decode.d4.loss_cls: 0.4974, decode.d4.loss_mask: 0.6394, decode.d4.loss_dice: 0.9284, decode.d5.loss_cls: 0.4917, decode.d5.loss_mask: 0.6387, decode.d5.loss_dice: 0.9284, decode.d6.loss_cls: 0.4898, decode.d6.loss_mask: 0.6425, decode.d6.loss_dice: 0.9177, decode.d7.loss_cls: 0.4826, decode.d7.loss_mask: 0.6391, decode.d7.loss_dice: 0.9196, decode.d8.loss_cls: 0.4794, decode.d8.loss_mask: 0.6420, decode.d8.loss_dice: 0.9218, loss: 21.9410, grad_norm: 67.5926 +2023-11-06 19:09:42,796 - mmseg - INFO - Iter [36750/160000] lr: 7.703e-05, eta: 16:38:29, time: 0.472, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4730, decode.loss_mask: 0.6621, decode.loss_dice: 0.9274, decode.d0.loss_cls: 1.4963, decode.d0.loss_mask: 0.6988, decode.d0.loss_dice: 1.0472, decode.d1.loss_cls: 0.5932, decode.d1.loss_mask: 0.6837, decode.d1.loss_dice: 0.9977, decode.d2.loss_cls: 0.5219, decode.d2.loss_mask: 0.6737, decode.d2.loss_dice: 0.9600, decode.d3.loss_cls: 0.5008, decode.d3.loss_mask: 0.6643, decode.d3.loss_dice: 0.9406, decode.d4.loss_cls: 0.4896, decode.d4.loss_mask: 0.6669, decode.d4.loss_dice: 0.9376, decode.d5.loss_cls: 0.4781, decode.d5.loss_mask: 0.6647, decode.d5.loss_dice: 0.9406, decode.d6.loss_cls: 0.4812, decode.d6.loss_mask: 0.6655, decode.d6.loss_dice: 0.9302, decode.d7.loss_cls: 0.4785, decode.d7.loss_mask: 0.6651, decode.d7.loss_dice: 0.9341, decode.d8.loss_cls: 0.4730, decode.d8.loss_mask: 0.6641, decode.d8.loss_dice: 0.9300, loss: 22.2401, grad_norm: 60.4808 +2023-11-06 19:10:10,142 - mmseg - INFO - Iter [36800/160000] lr: 7.700e-05, eta: 16:38:15, time: 0.547, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4806, decode.loss_mask: 0.6316, decode.loss_dice: 0.9281, decode.d0.loss_cls: 1.4765, decode.d0.loss_mask: 0.6691, decode.d0.loss_dice: 1.0363, decode.d1.loss_cls: 0.5947, decode.d1.loss_mask: 0.6434, decode.d1.loss_dice: 0.9931, decode.d2.loss_cls: 0.5345, decode.d2.loss_mask: 0.6380, decode.d2.loss_dice: 0.9602, decode.d3.loss_cls: 0.5094, decode.d3.loss_mask: 0.6323, decode.d3.loss_dice: 0.9394, decode.d4.loss_cls: 0.4934, decode.d4.loss_mask: 0.6344, decode.d4.loss_dice: 0.9375, decode.d5.loss_cls: 0.4900, decode.d5.loss_mask: 0.6322, decode.d5.loss_dice: 0.9313, decode.d6.loss_cls: 0.4801, decode.d6.loss_mask: 0.6335, decode.d6.loss_dice: 0.9288, decode.d7.loss_cls: 0.4778, decode.d7.loss_mask: 0.6339, decode.d7.loss_dice: 0.9382, decode.d8.loss_cls: 0.4799, decode.d8.loss_mask: 0.6321, decode.d8.loss_dice: 0.9294, loss: 21.9198, grad_norm: 63.5431 +2023-11-06 19:10:34,054 - mmseg - INFO - Iter [36850/160000] lr: 7.697e-05, eta: 16:37:49, time: 0.478, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4986, decode.loss_mask: 0.6215, decode.loss_dice: 0.9190, decode.d0.loss_cls: 1.5014, decode.d0.loss_mask: 0.6536, decode.d0.loss_dice: 1.0323, decode.d1.loss_cls: 0.6114, decode.d1.loss_mask: 0.6415, decode.d1.loss_dice: 0.9791, decode.d2.loss_cls: 0.5416, decode.d2.loss_mask: 0.6285, decode.d2.loss_dice: 0.9503, decode.d3.loss_cls: 0.5324, decode.d3.loss_mask: 0.6227, decode.d3.loss_dice: 0.9260, decode.d4.loss_cls: 0.5136, decode.d4.loss_mask: 0.6180, decode.d4.loss_dice: 0.9291, decode.d5.loss_cls: 0.5086, decode.d5.loss_mask: 0.6183, decode.d5.loss_dice: 0.9245, decode.d6.loss_cls: 0.4995, decode.d6.loss_mask: 0.6230, decode.d6.loss_dice: 0.9164, decode.d7.loss_cls: 0.4956, decode.d7.loss_mask: 0.6222, decode.d7.loss_dice: 0.9184, decode.d8.loss_cls: 0.4969, decode.d8.loss_mask: 0.6200, decode.d8.loss_dice: 0.9185, loss: 21.8825, grad_norm: 61.5524 +2023-11-06 19:10:57,467 - mmseg - INFO - Iter [36900/160000] lr: 7.694e-05, eta: 16:37:22, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5032, decode.loss_mask: 0.6452, decode.loss_dice: 0.9327, decode.d0.loss_cls: 1.4857, decode.d0.loss_mask: 0.6888, decode.d0.loss_dice: 1.0502, decode.d1.loss_cls: 0.6165, decode.d1.loss_mask: 0.6684, decode.d1.loss_dice: 1.0073, decode.d2.loss_cls: 0.5565, decode.d2.loss_mask: 0.6494, decode.d2.loss_dice: 0.9683, decode.d3.loss_cls: 0.5444, decode.d3.loss_mask: 0.6402, decode.d3.loss_dice: 0.9411, decode.d4.loss_cls: 0.5311, decode.d4.loss_mask: 0.6399, decode.d4.loss_dice: 0.9354, decode.d5.loss_cls: 0.5239, decode.d5.loss_mask: 0.6394, decode.d5.loss_dice: 0.9374, decode.d6.loss_cls: 0.5107, decode.d6.loss_mask: 0.6398, decode.d6.loss_dice: 0.9438, decode.d7.loss_cls: 0.5077, decode.d7.loss_mask: 0.6433, decode.d7.loss_dice: 0.9366, decode.d8.loss_cls: 0.5008, decode.d8.loss_mask: 0.6432, decode.d8.loss_dice: 0.9400, loss: 22.3710, grad_norm: 67.5245 +2023-11-06 19:11:20,575 - mmseg - INFO - Iter [36950/160000] lr: 7.691e-05, eta: 16:36:53, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4939, decode.loss_mask: 0.6475, decode.loss_dice: 0.9312, decode.d0.loss_cls: 1.4511, decode.d0.loss_mask: 0.6891, decode.d0.loss_dice: 1.0437, decode.d1.loss_cls: 0.5716, decode.d1.loss_mask: 0.6772, decode.d1.loss_dice: 1.0059, decode.d2.loss_cls: 0.5221, decode.d2.loss_mask: 0.6554, decode.d2.loss_dice: 0.9766, decode.d3.loss_cls: 0.5089, decode.d3.loss_mask: 0.6440, decode.d3.loss_dice: 0.9408, decode.d4.loss_cls: 0.5006, decode.d4.loss_mask: 0.6451, decode.d4.loss_dice: 0.9390, decode.d5.loss_cls: 0.4991, decode.d5.loss_mask: 0.6432, decode.d5.loss_dice: 0.9364, decode.d6.loss_cls: 0.4926, decode.d6.loss_mask: 0.6438, decode.d6.loss_dice: 0.9290, decode.d7.loss_cls: 0.4915, decode.d7.loss_mask: 0.6468, decode.d7.loss_dice: 0.9360, decode.d8.loss_cls: 0.4912, decode.d8.loss_mask: 0.6479, decode.d8.loss_dice: 0.9295, loss: 22.1309, grad_norm: 58.4133 +2023-11-06 19:11:43,588 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 19:11:43,588 - mmseg - INFO - Iter [37000/160000] lr: 7.688e-05, eta: 16:36:25, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5131, decode.loss_mask: 0.6474, decode.loss_dice: 0.9261, decode.d0.loss_cls: 1.5347, decode.d0.loss_mask: 0.6950, decode.d0.loss_dice: 1.0483, decode.d1.loss_cls: 0.6147, decode.d1.loss_mask: 0.6810, decode.d1.loss_dice: 0.9974, decode.d2.loss_cls: 0.5505, decode.d2.loss_mask: 0.6695, decode.d2.loss_dice: 0.9599, decode.d3.loss_cls: 0.5398, decode.d3.loss_mask: 0.6503, decode.d3.loss_dice: 0.9316, decode.d4.loss_cls: 0.5315, decode.d4.loss_mask: 0.6459, decode.d4.loss_dice: 0.9332, decode.d5.loss_cls: 0.5287, decode.d5.loss_mask: 0.6462, decode.d5.loss_dice: 0.9291, decode.d6.loss_cls: 0.5245, decode.d6.loss_mask: 0.6493, decode.d6.loss_dice: 0.9325, decode.d7.loss_cls: 0.5212, decode.d7.loss_mask: 0.6497, decode.d7.loss_dice: 0.9237, decode.d8.loss_cls: 0.5196, decode.d8.loss_mask: 0.6516, decode.d8.loss_dice: 0.9267, loss: 22.4728, grad_norm: 60.0921 +2023-11-06 19:12:06,630 - mmseg - INFO - Iter [37050/160000] lr: 7.684e-05, eta: 16:35:56, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4971, decode.loss_mask: 0.6318, decode.loss_dice: 0.9251, decode.d0.loss_cls: 1.4873, decode.d0.loss_mask: 0.6763, decode.d0.loss_dice: 1.0417, decode.d1.loss_cls: 0.6028, decode.d1.loss_mask: 0.6549, decode.d1.loss_dice: 1.0004, decode.d2.loss_cls: 0.5352, decode.d2.loss_mask: 0.6439, decode.d2.loss_dice: 0.9683, decode.d3.loss_cls: 0.5227, decode.d3.loss_mask: 0.6390, decode.d3.loss_dice: 0.9365, decode.d4.loss_cls: 0.5124, decode.d4.loss_mask: 0.6377, decode.d4.loss_dice: 0.9332, decode.d5.loss_cls: 0.5069, decode.d5.loss_mask: 0.6356, decode.d5.loss_dice: 0.9278, decode.d6.loss_cls: 0.5070, decode.d6.loss_mask: 0.6334, decode.d6.loss_dice: 0.9209, decode.d7.loss_cls: 0.4969, decode.d7.loss_mask: 0.6334, decode.d7.loss_dice: 0.9284, decode.d8.loss_cls: 0.4998, decode.d8.loss_mask: 0.6323, decode.d8.loss_dice: 0.9205, loss: 22.0892, grad_norm: 64.3331 +2023-11-06 19:12:29,636 - mmseg - INFO - Iter [37100/160000] lr: 7.681e-05, eta: 16:35:28, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4887, decode.loss_mask: 0.6475, decode.loss_dice: 0.9112, decode.d0.loss_cls: 1.4684, decode.d0.loss_mask: 0.6877, decode.d0.loss_dice: 1.0271, decode.d1.loss_cls: 0.6075, decode.d1.loss_mask: 0.6685, decode.d1.loss_dice: 0.9794, decode.d2.loss_cls: 0.5411, decode.d2.loss_mask: 0.6566, decode.d2.loss_dice: 0.9503, decode.d3.loss_cls: 0.5205, decode.d3.loss_mask: 0.6513, decode.d3.loss_dice: 0.9212, decode.d4.loss_cls: 0.5040, decode.d4.loss_mask: 0.6497, decode.d4.loss_dice: 0.9233, decode.d5.loss_cls: 0.4997, decode.d5.loss_mask: 0.6471, decode.d5.loss_dice: 0.9263, decode.d6.loss_cls: 0.4980, decode.d6.loss_mask: 0.6485, decode.d6.loss_dice: 0.9179, decode.d7.loss_cls: 0.4915, decode.d7.loss_mask: 0.6490, decode.d7.loss_dice: 0.9190, decode.d8.loss_cls: 0.4932, decode.d8.loss_mask: 0.6467, decode.d8.loss_dice: 0.9163, loss: 22.0572, grad_norm: 68.2108 +2023-11-06 19:12:52,603 - mmseg - INFO - Iter [37150/160000] lr: 7.678e-05, eta: 16:34:59, time: 0.459, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4738, decode.loss_mask: 0.6342, decode.loss_dice: 0.9336, decode.d0.loss_cls: 1.4504, decode.d0.loss_mask: 0.6829, decode.d0.loss_dice: 1.0387, decode.d1.loss_cls: 0.5853, decode.d1.loss_mask: 0.6615, decode.d1.loss_dice: 1.0057, decode.d2.loss_cls: 0.5203, decode.d2.loss_mask: 0.6453, decode.d2.loss_dice: 0.9597, decode.d3.loss_cls: 0.4931, decode.d3.loss_mask: 0.6387, decode.d3.loss_dice: 0.9417, decode.d4.loss_cls: 0.4859, decode.d4.loss_mask: 0.6373, decode.d4.loss_dice: 0.9424, decode.d5.loss_cls: 0.4848, decode.d5.loss_mask: 0.6369, decode.d5.loss_dice: 0.9464, decode.d6.loss_cls: 0.4814, decode.d6.loss_mask: 0.6350, decode.d6.loss_dice: 0.9323, decode.d7.loss_cls: 0.4832, decode.d7.loss_mask: 0.6332, decode.d7.loss_dice: 0.9322, decode.d8.loss_cls: 0.4780, decode.d8.loss_mask: 0.6335, decode.d8.loss_dice: 0.9377, loss: 21.9450, grad_norm: 61.5858 +2023-11-06 19:13:15,863 - mmseg - INFO - Iter [37200/160000] lr: 7.675e-05, eta: 16:34:31, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4944, decode.loss_mask: 0.6424, decode.loss_dice: 0.9381, decode.d0.loss_cls: 1.4685, decode.d0.loss_mask: 0.6741, decode.d0.loss_dice: 1.0317, decode.d1.loss_cls: 0.6021, decode.d1.loss_mask: 0.6606, decode.d1.loss_dice: 1.0035, decode.d2.loss_cls: 0.5368, decode.d2.loss_mask: 0.6529, decode.d2.loss_dice: 0.9724, decode.d3.loss_cls: 0.5201, decode.d3.loss_mask: 0.6440, decode.d3.loss_dice: 0.9449, decode.d4.loss_cls: 0.5147, decode.d4.loss_mask: 0.6405, decode.d4.loss_dice: 0.9392, decode.d5.loss_cls: 0.5065, decode.d5.loss_mask: 0.6403, decode.d5.loss_dice: 0.9444, decode.d6.loss_cls: 0.5027, decode.d6.loss_mask: 0.6400, decode.d6.loss_dice: 0.9331, decode.d7.loss_cls: 0.4967, decode.d7.loss_mask: 0.6410, decode.d7.loss_dice: 0.9357, decode.d8.loss_cls: 0.5026, decode.d8.loss_mask: 0.6396, decode.d8.loss_dice: 0.9340, loss: 22.1975, grad_norm: 62.4993 +2023-11-06 19:13:38,723 - mmseg - INFO - Iter [37250/160000] lr: 7.672e-05, eta: 16:34:02, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4854, decode.loss_mask: 0.6205, decode.loss_dice: 0.9099, decode.d0.loss_cls: 1.4721, decode.d0.loss_mask: 0.6655, decode.d0.loss_dice: 1.0120, decode.d1.loss_cls: 0.5921, decode.d1.loss_mask: 0.6476, decode.d1.loss_dice: 0.9798, decode.d2.loss_cls: 0.5303, decode.d2.loss_mask: 0.6296, decode.d2.loss_dice: 0.9364, decode.d3.loss_cls: 0.5112, decode.d3.loss_mask: 0.6205, decode.d3.loss_dice: 0.9160, decode.d4.loss_cls: 0.4962, decode.d4.loss_mask: 0.6212, decode.d4.loss_dice: 0.9145, decode.d5.loss_cls: 0.4941, decode.d5.loss_mask: 0.6197, decode.d5.loss_dice: 0.9054, decode.d6.loss_cls: 0.4895, decode.d6.loss_mask: 0.6212, decode.d6.loss_dice: 0.9078, decode.d7.loss_cls: 0.4846, decode.d7.loss_mask: 0.6199, decode.d7.loss_dice: 0.9129, decode.d8.loss_cls: 0.4884, decode.d8.loss_mask: 0.6211, decode.d8.loss_dice: 0.9078, loss: 21.6332, grad_norm: 65.7462 +2023-11-06 19:14:05,777 - mmseg - INFO - Iter [37300/160000] lr: 7.669e-05, eta: 16:33:47, time: 0.541, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4968, decode.loss_mask: 0.6273, decode.loss_dice: 0.9246, decode.d0.loss_cls: 1.5072, decode.d0.loss_mask: 0.6650, decode.d0.loss_dice: 1.0313, decode.d1.loss_cls: 0.6203, decode.d1.loss_mask: 0.6523, decode.d1.loss_dice: 0.9905, decode.d2.loss_cls: 0.5567, decode.d2.loss_mask: 0.6418, decode.d2.loss_dice: 0.9513, decode.d3.loss_cls: 0.5343, decode.d3.loss_mask: 0.6353, decode.d3.loss_dice: 0.9289, decode.d4.loss_cls: 0.5212, decode.d4.loss_mask: 0.6327, decode.d4.loss_dice: 0.9317, decode.d5.loss_cls: 0.5110, decode.d5.loss_mask: 0.6325, decode.d5.loss_dice: 0.9284, decode.d6.loss_cls: 0.5098, decode.d6.loss_mask: 0.6292, decode.d6.loss_dice: 0.9205, decode.d7.loss_cls: 0.5002, decode.d7.loss_mask: 0.6269, decode.d7.loss_dice: 0.9210, decode.d8.loss_cls: 0.4949, decode.d8.loss_mask: 0.6321, decode.d8.loss_dice: 0.9255, loss: 22.0812, grad_norm: 62.4517 +2023-11-06 19:14:28,760 - mmseg - INFO - Iter [37350/160000] lr: 7.666e-05, eta: 16:33:18, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4967, decode.loss_mask: 0.6455, decode.loss_dice: 0.9229, decode.d0.loss_cls: 1.4841, decode.d0.loss_mask: 0.6911, decode.d0.loss_dice: 1.0249, decode.d1.loss_cls: 0.5845, decode.d1.loss_mask: 0.6814, decode.d1.loss_dice: 0.9990, decode.d2.loss_cls: 0.5286, decode.d2.loss_mask: 0.6609, decode.d2.loss_dice: 0.9688, decode.d3.loss_cls: 0.5109, decode.d3.loss_mask: 0.6568, decode.d3.loss_dice: 0.9373, decode.d4.loss_cls: 0.4940, decode.d4.loss_mask: 0.6561, decode.d4.loss_dice: 0.9381, decode.d5.loss_cls: 0.4935, decode.d5.loss_mask: 0.6502, decode.d5.loss_dice: 0.9346, decode.d6.loss_cls: 0.4934, decode.d6.loss_mask: 0.6519, decode.d6.loss_dice: 0.9260, decode.d7.loss_cls: 0.4880, decode.d7.loss_mask: 0.6487, decode.d7.loss_dice: 0.9238, decode.d8.loss_cls: 0.4851, decode.d8.loss_mask: 0.6473, decode.d8.loss_dice: 0.9283, loss: 22.1525, grad_norm: 67.1822 +2023-11-06 19:14:51,705 - mmseg - INFO - Iter [37400/160000] lr: 7.663e-05, eta: 16:32:50, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5313, decode.loss_mask: 0.6499, decode.loss_dice: 0.9520, decode.d0.loss_cls: 1.5299, decode.d0.loss_mask: 0.6984, decode.d0.loss_dice: 1.0596, decode.d1.loss_cls: 0.6505, decode.d1.loss_mask: 0.6832, decode.d1.loss_dice: 1.0131, decode.d2.loss_cls: 0.5776, decode.d2.loss_mask: 0.6667, decode.d2.loss_dice: 0.9854, decode.d3.loss_cls: 0.5602, decode.d3.loss_mask: 0.6564, decode.d3.loss_dice: 0.9527, decode.d4.loss_cls: 0.5511, decode.d4.loss_mask: 0.6553, decode.d4.loss_dice: 0.9560, decode.d5.loss_cls: 0.5466, decode.d5.loss_mask: 0.6508, decode.d5.loss_dice: 0.9566, decode.d6.loss_cls: 0.5344, decode.d6.loss_mask: 0.6522, decode.d6.loss_dice: 0.9447, decode.d7.loss_cls: 0.5351, decode.d7.loss_mask: 0.6515, decode.d7.loss_dice: 0.9523, decode.d8.loss_cls: 0.5371, decode.d8.loss_mask: 0.6491, decode.d8.loss_dice: 0.9509, loss: 22.8909, grad_norm: 65.2112 +2023-11-06 19:15:15,020 - mmseg - INFO - Iter [37450/160000] lr: 7.659e-05, eta: 16:32:22, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5122, decode.loss_mask: 0.6405, decode.loss_dice: 0.9355, decode.d0.loss_cls: 1.5295, decode.d0.loss_mask: 0.6848, decode.d0.loss_dice: 1.0374, decode.d1.loss_cls: 0.6346, decode.d1.loss_mask: 0.6637, decode.d1.loss_dice: 1.0156, decode.d2.loss_cls: 0.5735, decode.d2.loss_mask: 0.6467, decode.d2.loss_dice: 0.9688, decode.d3.loss_cls: 0.5440, decode.d3.loss_mask: 0.6399, decode.d3.loss_dice: 0.9438, decode.d4.loss_cls: 0.5283, decode.d4.loss_mask: 0.6415, decode.d4.loss_dice: 0.9420, decode.d5.loss_cls: 0.5241, decode.d5.loss_mask: 0.6419, decode.d5.loss_dice: 0.9402, decode.d6.loss_cls: 0.5219, decode.d6.loss_mask: 0.6412, decode.d6.loss_dice: 0.9341, decode.d7.loss_cls: 0.5154, decode.d7.loss_mask: 0.6428, decode.d7.loss_dice: 0.9354, decode.d8.loss_cls: 0.5141, decode.d8.loss_mask: 0.6420, decode.d8.loss_dice: 0.9321, loss: 22.4677, grad_norm: 64.3613 +2023-11-06 19:15:38,346 - mmseg - INFO - Iter [37500/160000] lr: 7.656e-05, eta: 16:31:55, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5032, decode.loss_mask: 0.6220, decode.loss_dice: 0.9254, decode.d0.loss_cls: 1.4993, decode.d0.loss_mask: 0.6558, decode.d0.loss_dice: 1.0368, decode.d1.loss_cls: 0.6232, decode.d1.loss_mask: 0.6481, decode.d1.loss_dice: 0.9954, decode.d2.loss_cls: 0.5567, decode.d2.loss_mask: 0.6308, decode.d2.loss_dice: 0.9630, decode.d3.loss_cls: 0.5385, decode.d3.loss_mask: 0.6229, decode.d3.loss_dice: 0.9403, decode.d4.loss_cls: 0.5240, decode.d4.loss_mask: 0.6215, decode.d4.loss_dice: 0.9399, decode.d5.loss_cls: 0.5161, decode.d5.loss_mask: 0.6254, decode.d5.loss_dice: 0.9406, decode.d6.loss_cls: 0.5093, decode.d6.loss_mask: 0.6203, decode.d6.loss_dice: 0.9325, decode.d7.loss_cls: 0.5063, decode.d7.loss_mask: 0.6220, decode.d7.loss_dice: 0.9354, decode.d8.loss_cls: 0.5031, decode.d8.loss_mask: 0.6199, decode.d8.loss_dice: 0.9291, loss: 22.1068, grad_norm: 63.2951 +2023-11-06 19:16:01,382 - mmseg - INFO - Iter [37550/160000] lr: 7.653e-05, eta: 16:31:26, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4830, decode.loss_mask: 0.6267, decode.loss_dice: 0.9284, decode.d0.loss_cls: 1.4699, decode.d0.loss_mask: 0.6569, decode.d0.loss_dice: 1.0246, decode.d1.loss_cls: 0.5871, decode.d1.loss_mask: 0.6511, decode.d1.loss_dice: 0.9874, decode.d2.loss_cls: 0.5310, decode.d2.loss_mask: 0.6343, decode.d2.loss_dice: 0.9561, decode.d3.loss_cls: 0.5069, decode.d3.loss_mask: 0.6228, decode.d3.loss_dice: 0.9327, decode.d4.loss_cls: 0.4943, decode.d4.loss_mask: 0.6248, decode.d4.loss_dice: 0.9348, decode.d5.loss_cls: 0.4880, decode.d5.loss_mask: 0.6233, decode.d5.loss_dice: 0.9333, decode.d6.loss_cls: 0.4808, decode.d6.loss_mask: 0.6258, decode.d6.loss_dice: 0.9263, decode.d7.loss_cls: 0.4815, decode.d7.loss_mask: 0.6254, decode.d7.loss_dice: 0.9240, decode.d8.loss_cls: 0.4831, decode.d8.loss_mask: 0.6276, decode.d8.loss_dice: 0.9271, loss: 21.7990, grad_norm: 62.8347 +2023-11-06 19:16:24,657 - mmseg - INFO - Iter [37600/160000] lr: 7.650e-05, eta: 16:30:59, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4792, decode.loss_mask: 0.6259, decode.loss_dice: 0.9248, decode.d0.loss_cls: 1.5234, decode.d0.loss_mask: 0.6674, decode.d0.loss_dice: 1.0335, decode.d1.loss_cls: 0.6032, decode.d1.loss_mask: 0.6491, decode.d1.loss_dice: 1.0050, decode.d2.loss_cls: 0.5367, decode.d2.loss_mask: 0.6351, decode.d2.loss_dice: 0.9620, decode.d3.loss_cls: 0.5180, decode.d3.loss_mask: 0.6287, decode.d3.loss_dice: 0.9354, decode.d4.loss_cls: 0.4932, decode.d4.loss_mask: 0.6352, decode.d4.loss_dice: 0.9383, decode.d5.loss_cls: 0.4948, decode.d5.loss_mask: 0.6296, decode.d5.loss_dice: 0.9304, decode.d6.loss_cls: 0.4858, decode.d6.loss_mask: 0.6300, decode.d6.loss_dice: 0.9262, decode.d7.loss_cls: 0.4818, decode.d7.loss_mask: 0.6255, decode.d7.loss_dice: 0.9292, decode.d8.loss_cls: 0.4759, decode.d8.loss_mask: 0.6277, decode.d8.loss_dice: 0.9305, loss: 21.9616, grad_norm: 62.9225 +2023-11-06 19:16:47,900 - mmseg - INFO - Iter [37650/160000] lr: 7.647e-05, eta: 16:30:31, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4647, decode.loss_mask: 0.6464, decode.loss_dice: 0.9287, decode.d0.loss_cls: 1.4859, decode.d0.loss_mask: 0.6819, decode.d0.loss_dice: 1.0435, decode.d1.loss_cls: 0.5788, decode.d1.loss_mask: 0.6703, decode.d1.loss_dice: 1.0055, decode.d2.loss_cls: 0.5245, decode.d2.loss_mask: 0.6544, decode.d2.loss_dice: 0.9630, decode.d3.loss_cls: 0.5003, decode.d3.loss_mask: 0.6458, decode.d3.loss_dice: 0.9427, decode.d4.loss_cls: 0.4855, decode.d4.loss_mask: 0.6450, decode.d4.loss_dice: 0.9421, decode.d5.loss_cls: 0.4782, decode.d5.loss_mask: 0.6463, decode.d5.loss_dice: 0.9399, decode.d6.loss_cls: 0.4727, decode.d6.loss_mask: 0.6446, decode.d6.loss_dice: 0.9303, decode.d7.loss_cls: 0.4674, decode.d7.loss_mask: 0.6486, decode.d7.loss_dice: 0.9367, decode.d8.loss_cls: 0.4662, decode.d8.loss_mask: 0.6474, decode.d8.loss_dice: 0.9349, loss: 22.0221, grad_norm: 72.7135 +2023-11-06 19:17:10,845 - mmseg - INFO - Iter [37700/160000] lr: 7.644e-05, eta: 16:30:02, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5095, decode.loss_mask: 0.6500, decode.loss_dice: 0.9453, decode.d0.loss_cls: 1.4882, decode.d0.loss_mask: 0.6890, decode.d0.loss_dice: 1.0625, decode.d1.loss_cls: 0.6236, decode.d1.loss_mask: 0.6766, decode.d1.loss_dice: 1.0192, decode.d2.loss_cls: 0.5562, decode.d2.loss_mask: 0.6628, decode.d2.loss_dice: 0.9771, decode.d3.loss_cls: 0.5416, decode.d3.loss_mask: 0.6526, decode.d3.loss_dice: 0.9506, decode.d4.loss_cls: 0.5283, decode.d4.loss_mask: 0.6533, decode.d4.loss_dice: 0.9555, decode.d5.loss_cls: 0.5188, decode.d5.loss_mask: 0.6550, decode.d5.loss_dice: 0.9550, decode.d6.loss_cls: 0.5133, decode.d6.loss_mask: 0.6524, decode.d6.loss_dice: 0.9505, decode.d7.loss_cls: 0.5077, decode.d7.loss_mask: 0.6518, decode.d7.loss_dice: 0.9424, decode.d8.loss_cls: 0.5121, decode.d8.loss_mask: 0.6482, decode.d8.loss_dice: 0.9431, loss: 22.5924, grad_norm: 75.7189 +2023-11-06 19:17:37,190 - mmseg - INFO - Iter [37750/160000] lr: 7.641e-05, eta: 16:29:45, time: 0.527, data_time: 0.012, memory: 39436, decode.loss_cls: 0.5014, decode.loss_mask: 0.6625, decode.loss_dice: 0.9384, decode.d0.loss_cls: 1.4828, decode.d0.loss_mask: 0.7141, decode.d0.loss_dice: 1.0542, decode.d1.loss_cls: 0.6120, decode.d1.loss_mask: 0.6943, decode.d1.loss_dice: 1.0093, decode.d2.loss_cls: 0.5564, decode.d2.loss_mask: 0.6751, decode.d2.loss_dice: 0.9727, decode.d3.loss_cls: 0.5269, decode.d3.loss_mask: 0.6680, decode.d3.loss_dice: 0.9566, decode.d4.loss_cls: 0.5123, decode.d4.loss_mask: 0.6634, decode.d4.loss_dice: 0.9520, decode.d5.loss_cls: 0.5071, decode.d5.loss_mask: 0.6640, decode.d5.loss_dice: 0.9458, decode.d6.loss_cls: 0.5086, decode.d6.loss_mask: 0.6639, decode.d6.loss_dice: 0.9414, decode.d7.loss_cls: 0.5043, decode.d7.loss_mask: 0.6612, decode.d7.loss_dice: 0.9417, decode.d8.loss_cls: 0.4958, decode.d8.loss_mask: 0.6621, decode.d8.loss_dice: 0.9437, loss: 22.5923, grad_norm: 61.3249 +2023-11-06 19:18:00,393 - mmseg - INFO - Iter [37800/160000] lr: 7.638e-05, eta: 16:29:17, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4885, decode.loss_mask: 0.6379, decode.loss_dice: 0.9424, decode.d0.loss_cls: 1.4693, decode.d0.loss_mask: 0.6801, decode.d0.loss_dice: 1.0564, decode.d1.loss_cls: 0.6084, decode.d1.loss_mask: 0.6693, decode.d1.loss_dice: 1.0136, decode.d2.loss_cls: 0.5414, decode.d2.loss_mask: 0.6493, decode.d2.loss_dice: 0.9763, decode.d3.loss_cls: 0.5142, decode.d3.loss_mask: 0.6433, decode.d3.loss_dice: 0.9576, decode.d4.loss_cls: 0.5101, decode.d4.loss_mask: 0.6399, decode.d4.loss_dice: 0.9551, decode.d5.loss_cls: 0.5004, decode.d5.loss_mask: 0.6392, decode.d5.loss_dice: 0.9509, decode.d6.loss_cls: 0.4953, decode.d6.loss_mask: 0.6382, decode.d6.loss_dice: 0.9443, decode.d7.loss_cls: 0.4861, decode.d7.loss_mask: 0.6405, decode.d7.loss_dice: 0.9473, decode.d8.loss_cls: 0.4848, decode.d8.loss_mask: 0.6434, decode.d8.loss_dice: 0.9476, loss: 22.2710, grad_norm: 66.2701 +2023-11-06 19:18:24,208 - mmseg - INFO - Iter [37850/160000] lr: 7.634e-05, eta: 16:28:51, time: 0.476, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4873, decode.loss_mask: 0.6527, decode.loss_dice: 0.9505, decode.d0.loss_cls: 1.4940, decode.d0.loss_mask: 0.6887, decode.d0.loss_dice: 1.0637, decode.d1.loss_cls: 0.6013, decode.d1.loss_mask: 0.6801, decode.d1.loss_dice: 1.0313, decode.d2.loss_cls: 0.5295, decode.d2.loss_mask: 0.6725, decode.d2.loss_dice: 0.9922, decode.d3.loss_cls: 0.5115, decode.d3.loss_mask: 0.6584, decode.d3.loss_dice: 0.9615, decode.d4.loss_cls: 0.5041, decode.d4.loss_mask: 0.6589, decode.d4.loss_dice: 0.9631, decode.d5.loss_cls: 0.4928, decode.d5.loss_mask: 0.6541, decode.d5.loss_dice: 0.9595, decode.d6.loss_cls: 0.4962, decode.d6.loss_mask: 0.6528, decode.d6.loss_dice: 0.9550, decode.d7.loss_cls: 0.4882, decode.d7.loss_mask: 0.6539, decode.d7.loss_dice: 0.9546, decode.d8.loss_cls: 0.4899, decode.d8.loss_mask: 0.6524, decode.d8.loss_dice: 0.9532, loss: 22.5036, grad_norm: 69.3801 +2023-11-06 19:18:52,920 - mmseg - INFO - Iter [37900/160000] lr: 7.631e-05, eta: 16:28:41, time: 0.574, data_time: 0.059, memory: 39436, decode.loss_cls: 0.4905, decode.loss_mask: 0.6360, decode.loss_dice: 0.9213, decode.d0.loss_cls: 1.5022, decode.d0.loss_mask: 0.6809, decode.d0.loss_dice: 1.0296, decode.d1.loss_cls: 0.5946, decode.d1.loss_mask: 0.6571, decode.d1.loss_dice: 1.0006, decode.d2.loss_cls: 0.5370, decode.d2.loss_mask: 0.6447, decode.d2.loss_dice: 0.9581, decode.d3.loss_cls: 0.5150, decode.d3.loss_mask: 0.6382, decode.d3.loss_dice: 0.9412, decode.d4.loss_cls: 0.5085, decode.d4.loss_mask: 0.6379, decode.d4.loss_dice: 0.9344, decode.d5.loss_cls: 0.4965, decode.d5.loss_mask: 0.6384, decode.d5.loss_dice: 0.9337, decode.d6.loss_cls: 0.5004, decode.d6.loss_mask: 0.6358, decode.d6.loss_dice: 0.9249, decode.d7.loss_cls: 0.4902, decode.d7.loss_mask: 0.6388, decode.d7.loss_dice: 0.9265, decode.d8.loss_cls: 0.4908, decode.d8.loss_mask: 0.6379, decode.d8.loss_dice: 0.9266, loss: 22.0685, grad_norm: 64.2523 +2023-11-06 19:19:27,186 - mmseg - INFO - Iter [37950/160000] lr: 7.628e-05, eta: 16:28:49, time: 0.685, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4685, decode.loss_mask: 0.6289, decode.loss_dice: 0.9076, decode.d0.loss_cls: 1.4642, decode.d0.loss_mask: 0.6787, decode.d0.loss_dice: 1.0107, decode.d1.loss_cls: 0.5772, decode.d1.loss_mask: 0.6600, decode.d1.loss_dice: 0.9787, decode.d2.loss_cls: 0.5230, decode.d2.loss_mask: 0.6380, decode.d2.loss_dice: 0.9368, decode.d3.loss_cls: 0.4897, decode.d3.loss_mask: 0.6309, decode.d3.loss_dice: 0.9132, decode.d4.loss_cls: 0.4763, decode.d4.loss_mask: 0.6316, decode.d4.loss_dice: 0.9189, decode.d5.loss_cls: 0.4794, decode.d5.loss_mask: 0.6314, decode.d5.loss_dice: 0.9159, decode.d6.loss_cls: 0.4805, decode.d6.loss_mask: 0.6281, decode.d6.loss_dice: 0.9110, decode.d7.loss_cls: 0.4699, decode.d7.loss_mask: 0.6318, decode.d7.loss_dice: 0.9069, decode.d8.loss_cls: 0.4682, decode.d8.loss_mask: 0.6288, decode.d8.loss_dice: 0.9056, loss: 21.5905, grad_norm: 60.0831 +2023-11-06 19:19:50,441 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 19:19:50,441 - mmseg - INFO - Iter [38000/160000] lr: 7.625e-05, eta: 16:28:21, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4974, decode.loss_mask: 0.6240, decode.loss_dice: 0.9129, decode.d0.loss_cls: 1.4886, decode.d0.loss_mask: 0.6717, decode.d0.loss_dice: 1.0270, decode.d1.loss_cls: 0.6141, decode.d1.loss_mask: 0.6575, decode.d1.loss_dice: 0.9866, decode.d2.loss_cls: 0.5374, decode.d2.loss_mask: 0.6466, decode.d2.loss_dice: 0.9457, decode.d3.loss_cls: 0.5242, decode.d3.loss_mask: 0.6316, decode.d3.loss_dice: 0.9214, decode.d4.loss_cls: 0.5011, decode.d4.loss_mask: 0.6354, decode.d4.loss_dice: 0.9147, decode.d5.loss_cls: 0.4946, decode.d5.loss_mask: 0.6316, decode.d5.loss_dice: 0.9157, decode.d6.loss_cls: 0.4991, decode.d6.loss_mask: 0.6282, decode.d6.loss_dice: 0.9110, decode.d7.loss_cls: 0.5003, decode.d7.loss_mask: 0.6277, decode.d7.loss_dice: 0.9123, decode.d8.loss_cls: 0.4922, decode.d8.loss_mask: 0.6274, decode.d8.loss_dice: 0.9110, loss: 21.8891, grad_norm: 62.4317 +2023-11-06 19:20:13,779 - mmseg - INFO - Iter [38050/160000] lr: 7.622e-05, eta: 16:27:54, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5006, decode.loss_mask: 0.6322, decode.loss_dice: 0.9329, decode.d0.loss_cls: 1.5068, decode.d0.loss_mask: 0.6688, decode.d0.loss_dice: 1.0455, decode.d1.loss_cls: 0.6018, decode.d1.loss_mask: 0.6567, decode.d1.loss_dice: 0.9947, decode.d2.loss_cls: 0.5410, decode.d2.loss_mask: 0.6419, decode.d2.loss_dice: 0.9646, decode.d3.loss_cls: 0.5245, decode.d3.loss_mask: 0.6322, decode.d3.loss_dice: 0.9376, decode.d4.loss_cls: 0.5096, decode.d4.loss_mask: 0.6327, decode.d4.loss_dice: 0.9342, decode.d5.loss_cls: 0.5036, decode.d5.loss_mask: 0.6302, decode.d5.loss_dice: 0.9440, decode.d6.loss_cls: 0.5013, decode.d6.loss_mask: 0.6320, decode.d6.loss_dice: 0.9346, decode.d7.loss_cls: 0.4995, decode.d7.loss_mask: 0.6338, decode.d7.loss_dice: 0.9387, decode.d8.loss_cls: 0.4992, decode.d8.loss_mask: 0.6367, decode.d8.loss_dice: 0.9362, loss: 22.1481, grad_norm: 63.4651 +2023-11-06 19:20:36,965 - mmseg - INFO - Iter [38100/160000] lr: 7.619e-05, eta: 16:27:26, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4986, decode.loss_mask: 0.6327, decode.loss_dice: 0.9257, decode.d0.loss_cls: 1.4768, decode.d0.loss_mask: 0.6709, decode.d0.loss_dice: 1.0353, decode.d1.loss_cls: 0.6101, decode.d1.loss_mask: 0.6566, decode.d1.loss_dice: 0.9918, decode.d2.loss_cls: 0.5374, decode.d2.loss_mask: 0.6386, decode.d2.loss_dice: 0.9561, decode.d3.loss_cls: 0.5216, decode.d3.loss_mask: 0.6343, decode.d3.loss_dice: 0.9332, decode.d4.loss_cls: 0.5083, decode.d4.loss_mask: 0.6363, decode.d4.loss_dice: 0.9425, decode.d5.loss_cls: 0.4979, decode.d5.loss_mask: 0.6348, decode.d5.loss_dice: 0.9381, decode.d6.loss_cls: 0.4942, decode.d6.loss_mask: 0.6359, decode.d6.loss_dice: 0.9359, decode.d7.loss_cls: 0.4915, decode.d7.loss_mask: 0.6331, decode.d7.loss_dice: 0.9337, decode.d8.loss_cls: 0.4890, decode.d8.loss_mask: 0.6345, decode.d8.loss_dice: 0.9283, loss: 22.0537, grad_norm: 59.1190 +2023-11-06 19:21:00,238 - mmseg - INFO - Iter [38150/160000] lr: 7.616e-05, eta: 16:26:58, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4796, decode.loss_mask: 0.6102, decode.loss_dice: 0.9121, decode.d0.loss_cls: 1.4888, decode.d0.loss_mask: 0.6471, decode.d0.loss_dice: 1.0208, decode.d1.loss_cls: 0.5912, decode.d1.loss_mask: 0.6357, decode.d1.loss_dice: 0.9795, decode.d2.loss_cls: 0.5405, decode.d2.loss_mask: 0.6183, decode.d2.loss_dice: 0.9428, decode.d3.loss_cls: 0.5098, decode.d3.loss_mask: 0.6142, decode.d3.loss_dice: 0.9176, decode.d4.loss_cls: 0.4953, decode.d4.loss_mask: 0.6157, decode.d4.loss_dice: 0.9161, decode.d5.loss_cls: 0.5008, decode.d5.loss_mask: 0.6124, decode.d5.loss_dice: 0.9162, decode.d6.loss_cls: 0.4891, decode.d6.loss_mask: 0.6141, decode.d6.loss_dice: 0.9212, decode.d7.loss_cls: 0.4823, decode.d7.loss_mask: 0.6143, decode.d7.loss_dice: 0.9196, decode.d8.loss_cls: 0.4881, decode.d8.loss_mask: 0.6124, decode.d8.loss_dice: 0.9168, loss: 21.6225, grad_norm: 61.7222 +2023-11-06 19:21:23,449 - mmseg - INFO - Iter [38200/160000] lr: 7.613e-05, eta: 16:26:31, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4792, decode.loss_mask: 0.6395, decode.loss_dice: 0.8979, decode.d0.loss_cls: 1.4811, decode.d0.loss_mask: 0.6758, decode.d0.loss_dice: 1.0118, decode.d1.loss_cls: 0.5888, decode.d1.loss_mask: 0.6621, decode.d1.loss_dice: 0.9725, decode.d2.loss_cls: 0.5326, decode.d2.loss_mask: 0.6496, decode.d2.loss_dice: 0.9289, decode.d3.loss_cls: 0.5012, decode.d3.loss_mask: 0.6403, decode.d3.loss_dice: 0.9099, decode.d4.loss_cls: 0.4886, decode.d4.loss_mask: 0.6411, decode.d4.loss_dice: 0.9116, decode.d5.loss_cls: 0.4881, decode.d5.loss_mask: 0.6436, decode.d5.loss_dice: 0.9006, decode.d6.loss_cls: 0.4765, decode.d6.loss_mask: 0.6446, decode.d6.loss_dice: 0.9102, decode.d7.loss_cls: 0.4794, decode.d7.loss_mask: 0.6412, decode.d7.loss_dice: 0.9008, decode.d8.loss_cls: 0.4766, decode.d8.loss_mask: 0.6422, decode.d8.loss_dice: 0.9028, loss: 21.7193, grad_norm: 64.9563 +2023-11-06 19:21:46,741 - mmseg - INFO - Iter [38250/160000] lr: 7.609e-05, eta: 16:26:03, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4808, decode.loss_mask: 0.6155, decode.loss_dice: 0.9058, decode.d0.loss_cls: 1.4686, decode.d0.loss_mask: 0.6507, decode.d0.loss_dice: 1.0193, decode.d1.loss_cls: 0.5963, decode.d1.loss_mask: 0.6395, decode.d1.loss_dice: 0.9803, decode.d2.loss_cls: 0.5272, decode.d2.loss_mask: 0.6252, decode.d2.loss_dice: 0.9506, decode.d3.loss_cls: 0.5039, decode.d3.loss_mask: 0.6179, decode.d3.loss_dice: 0.9216, decode.d4.loss_cls: 0.4929, decode.d4.loss_mask: 0.6179, decode.d4.loss_dice: 0.9217, decode.d5.loss_cls: 0.4890, decode.d5.loss_mask: 0.6155, decode.d5.loss_dice: 0.9200, decode.d6.loss_cls: 0.4828, decode.d6.loss_mask: 0.6164, decode.d6.loss_dice: 0.9141, decode.d7.loss_cls: 0.4818, decode.d7.loss_mask: 0.6172, decode.d7.loss_dice: 0.9149, decode.d8.loss_cls: 0.4806, decode.d8.loss_mask: 0.6147, decode.d8.loss_dice: 0.9156, loss: 21.5985, grad_norm: 60.1268 +2023-11-06 19:22:10,228 - mmseg - INFO - Iter [38300/160000] lr: 7.606e-05, eta: 16:25:36, time: 0.470, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4968, decode.loss_mask: 0.6387, decode.loss_dice: 0.9128, decode.d0.loss_cls: 1.4776, decode.d0.loss_mask: 0.6825, decode.d0.loss_dice: 1.0233, decode.d1.loss_cls: 0.6078, decode.d1.loss_mask: 0.6639, decode.d1.loss_dice: 0.9746, decode.d2.loss_cls: 0.5476, decode.d2.loss_mask: 0.6502, decode.d2.loss_dice: 0.9445, decode.d3.loss_cls: 0.5251, decode.d3.loss_mask: 0.6460, decode.d3.loss_dice: 0.9176, decode.d4.loss_cls: 0.5154, decode.d4.loss_mask: 0.6426, decode.d4.loss_dice: 0.9189, decode.d5.loss_cls: 0.5077, decode.d5.loss_mask: 0.6414, decode.d5.loss_dice: 0.9160, decode.d6.loss_cls: 0.5048, decode.d6.loss_mask: 0.6363, decode.d6.loss_dice: 0.9100, decode.d7.loss_cls: 0.4942, decode.d7.loss_mask: 0.6384, decode.d7.loss_dice: 0.9113, decode.d8.loss_cls: 0.4996, decode.d8.loss_mask: 0.6366, decode.d8.loss_dice: 0.9161, loss: 21.9983, grad_norm: 62.0215 +2023-11-06 19:22:34,048 - mmseg - INFO - Iter [38350/160000] lr: 7.603e-05, eta: 16:25:10, time: 0.476, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4899, decode.loss_mask: 0.6327, decode.loss_dice: 0.9241, decode.d0.loss_cls: 1.5087, decode.d0.loss_mask: 0.6746, decode.d0.loss_dice: 1.0449, decode.d1.loss_cls: 0.6205, decode.d1.loss_mask: 0.6548, decode.d1.loss_dice: 0.9934, decode.d2.loss_cls: 0.5387, decode.d2.loss_mask: 0.6467, decode.d2.loss_dice: 0.9608, decode.d3.loss_cls: 0.5191, decode.d3.loss_mask: 0.6350, decode.d3.loss_dice: 0.9321, decode.d4.loss_cls: 0.5083, decode.d4.loss_mask: 0.6336, decode.d4.loss_dice: 0.9264, decode.d5.loss_cls: 0.5068, decode.d5.loss_mask: 0.6318, decode.d5.loss_dice: 0.9255, decode.d6.loss_cls: 0.5040, decode.d6.loss_mask: 0.6318, decode.d6.loss_dice: 0.9248, decode.d7.loss_cls: 0.4977, decode.d7.loss_mask: 0.6330, decode.d7.loss_dice: 0.9277, decode.d8.loss_cls: 0.4946, decode.d8.loss_mask: 0.6319, decode.d8.loss_dice: 0.9255, loss: 22.0793, grad_norm: 67.5823 +2023-11-06 19:22:57,245 - mmseg - INFO - Iter [38400/160000] lr: 7.600e-05, eta: 16:24:43, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4947, decode.loss_mask: 0.6316, decode.loss_dice: 0.9292, decode.d0.loss_cls: 1.5157, decode.d0.loss_mask: 0.6755, decode.d0.loss_dice: 1.0324, decode.d1.loss_cls: 0.6086, decode.d1.loss_mask: 0.6572, decode.d1.loss_dice: 0.9935, decode.d2.loss_cls: 0.5508, decode.d2.loss_mask: 0.6449, decode.d2.loss_dice: 0.9543, decode.d3.loss_cls: 0.5288, decode.d3.loss_mask: 0.6383, decode.d3.loss_dice: 0.9254, decode.d4.loss_cls: 0.5136, decode.d4.loss_mask: 0.6338, decode.d4.loss_dice: 0.9313, decode.d5.loss_cls: 0.5086, decode.d5.loss_mask: 0.6325, decode.d5.loss_dice: 0.9284, decode.d6.loss_cls: 0.5109, decode.d6.loss_mask: 0.6345, decode.d6.loss_dice: 0.9226, decode.d7.loss_cls: 0.5015, decode.d7.loss_mask: 0.6313, decode.d7.loss_dice: 0.9267, decode.d8.loss_cls: 0.4987, decode.d8.loss_mask: 0.6330, decode.d8.loss_dice: 0.9258, loss: 22.1140, grad_norm: 70.2311 +2023-11-06 19:23:20,464 - mmseg - INFO - Iter [38450/160000] lr: 7.597e-05, eta: 16:24:15, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5074, decode.loss_mask: 0.6180, decode.loss_dice: 0.9459, decode.d0.loss_cls: 1.5128, decode.d0.loss_mask: 0.6610, decode.d0.loss_dice: 1.0544, decode.d1.loss_cls: 0.6350, decode.d1.loss_mask: 0.6398, decode.d1.loss_dice: 1.0082, decode.d2.loss_cls: 0.5469, decode.d2.loss_mask: 0.6270, decode.d2.loss_dice: 0.9828, decode.d3.loss_cls: 0.5325, decode.d3.loss_mask: 0.6200, decode.d3.loss_dice: 0.9605, decode.d4.loss_cls: 0.5223, decode.d4.loss_mask: 0.6181, decode.d4.loss_dice: 0.9548, decode.d5.loss_cls: 0.5101, decode.d5.loss_mask: 0.6191, decode.d5.loss_dice: 0.9553, decode.d6.loss_cls: 0.5158, decode.d6.loss_mask: 0.6212, decode.d6.loss_dice: 0.9485, decode.d7.loss_cls: 0.5114, decode.d7.loss_mask: 0.6152, decode.d7.loss_dice: 0.9488, decode.d8.loss_cls: 0.5099, decode.d8.loss_mask: 0.6153, decode.d8.loss_dice: 0.9435, loss: 22.2614, grad_norm: 64.2862 +2023-11-06 19:23:43,907 - mmseg - INFO - Iter [38500/160000] lr: 7.594e-05, eta: 16:23:48, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4831, decode.loss_mask: 0.6165, decode.loss_dice: 0.9017, decode.d0.loss_cls: 1.4734, decode.d0.loss_mask: 0.6675, decode.d0.loss_dice: 1.0214, decode.d1.loss_cls: 0.6004, decode.d1.loss_mask: 0.6459, decode.d1.loss_dice: 0.9740, decode.d2.loss_cls: 0.5313, decode.d2.loss_mask: 0.6252, decode.d2.loss_dice: 0.9397, decode.d3.loss_cls: 0.5055, decode.d3.loss_mask: 0.6183, decode.d3.loss_dice: 0.9174, decode.d4.loss_cls: 0.4985, decode.d4.loss_mask: 0.6174, decode.d4.loss_dice: 0.9126, decode.d5.loss_cls: 0.4928, decode.d5.loss_mask: 0.6149, decode.d5.loss_dice: 0.9103, decode.d6.loss_cls: 0.4859, decode.d6.loss_mask: 0.6152, decode.d6.loss_dice: 0.9038, decode.d7.loss_cls: 0.4895, decode.d7.loss_mask: 0.6137, decode.d7.loss_dice: 0.9046, decode.d8.loss_cls: 0.4861, decode.d8.loss_mask: 0.6138, decode.d8.loss_dice: 0.9017, loss: 21.5821, grad_norm: 59.9742 +2023-11-06 19:24:07,094 - mmseg - INFO - Iter [38550/160000] lr: 7.591e-05, eta: 16:23:20, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4830, decode.loss_mask: 0.6287, decode.loss_dice: 0.9264, decode.d0.loss_cls: 1.4626, decode.d0.loss_mask: 0.6707, decode.d0.loss_dice: 1.0347, decode.d1.loss_cls: 0.5853, decode.d1.loss_mask: 0.6542, decode.d1.loss_dice: 0.9884, decode.d2.loss_cls: 0.5260, decode.d2.loss_mask: 0.6436, decode.d2.loss_dice: 0.9599, decode.d3.loss_cls: 0.5132, decode.d3.loss_mask: 0.6331, decode.d3.loss_dice: 0.9272, decode.d4.loss_cls: 0.4949, decode.d4.loss_mask: 0.6303, decode.d4.loss_dice: 0.9291, decode.d5.loss_cls: 0.4863, decode.d5.loss_mask: 0.6289, decode.d5.loss_dice: 0.9273, decode.d6.loss_cls: 0.4903, decode.d6.loss_mask: 0.6260, decode.d6.loss_dice: 0.9266, decode.d7.loss_cls: 0.4833, decode.d7.loss_mask: 0.6254, decode.d7.loss_dice: 0.9293, decode.d8.loss_cls: 0.4846, decode.d8.loss_mask: 0.6256, decode.d8.loss_dice: 0.9217, loss: 21.8465, grad_norm: 62.8457 +2023-11-06 19:24:30,081 - mmseg - INFO - Iter [38600/160000] lr: 7.588e-05, eta: 16:22:52, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4609, decode.loss_mask: 0.6311, decode.loss_dice: 0.9004, decode.d0.loss_cls: 1.4627, decode.d0.loss_mask: 0.6733, decode.d0.loss_dice: 1.0080, decode.d1.loss_cls: 0.5829, decode.d1.loss_mask: 0.6521, decode.d1.loss_dice: 0.9682, decode.d2.loss_cls: 0.5096, decode.d2.loss_mask: 0.6411, decode.d2.loss_dice: 0.9295, decode.d3.loss_cls: 0.4935, decode.d3.loss_mask: 0.6346, decode.d3.loss_dice: 0.9111, decode.d4.loss_cls: 0.4774, decode.d4.loss_mask: 0.6326, decode.d4.loss_dice: 0.9008, decode.d5.loss_cls: 0.4779, decode.d5.loss_mask: 0.6337, decode.d5.loss_dice: 0.9063, decode.d6.loss_cls: 0.4690, decode.d6.loss_mask: 0.6321, decode.d6.loss_dice: 0.9004, decode.d7.loss_cls: 0.4630, decode.d7.loss_mask: 0.6319, decode.d7.loss_dice: 0.9006, decode.d8.loss_cls: 0.4565, decode.d8.loss_mask: 0.6300, decode.d8.loss_dice: 0.9043, loss: 21.4753, grad_norm: 63.6330 +2023-11-06 19:24:53,486 - mmseg - INFO - Iter [38650/160000] lr: 7.584e-05, eta: 16:22:25, time: 0.468, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4730, decode.loss_mask: 0.6079, decode.loss_dice: 0.9110, decode.d0.loss_cls: 1.4839, decode.d0.loss_mask: 0.6556, decode.d0.loss_dice: 1.0171, decode.d1.loss_cls: 0.5782, decode.d1.loss_mask: 0.6362, decode.d1.loss_dice: 0.9758, decode.d2.loss_cls: 0.5151, decode.d2.loss_mask: 0.6219, decode.d2.loss_dice: 0.9451, decode.d3.loss_cls: 0.4915, decode.d3.loss_mask: 0.6127, decode.d3.loss_dice: 0.9217, decode.d4.loss_cls: 0.4845, decode.d4.loss_mask: 0.6105, decode.d4.loss_dice: 0.9156, decode.d5.loss_cls: 0.4775, decode.d5.loss_mask: 0.6112, decode.d5.loss_dice: 0.9195, decode.d6.loss_cls: 0.4760, decode.d6.loss_mask: 0.6083, decode.d6.loss_dice: 0.9095, decode.d7.loss_cls: 0.4761, decode.d7.loss_mask: 0.6115, decode.d7.loss_dice: 0.9090, decode.d8.loss_cls: 0.4751, decode.d8.loss_mask: 0.6121, decode.d8.loss_dice: 0.9144, loss: 21.4574, grad_norm: 66.5671 +2023-11-06 19:25:18,088 - mmseg - INFO - Iter [38700/160000] lr: 7.581e-05, eta: 16:22:01, time: 0.492, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4816, decode.loss_mask: 0.6446, decode.loss_dice: 0.9457, decode.d0.loss_cls: 1.5130, decode.d0.loss_mask: 0.6920, decode.d0.loss_dice: 1.0536, decode.d1.loss_cls: 0.5987, decode.d1.loss_mask: 0.6759, decode.d1.loss_dice: 1.0156, decode.d2.loss_cls: 0.5411, decode.d2.loss_mask: 0.6597, decode.d2.loss_dice: 0.9837, decode.d3.loss_cls: 0.5135, decode.d3.loss_mask: 0.6546, decode.d3.loss_dice: 0.9531, decode.d4.loss_cls: 0.5024, decode.d4.loss_mask: 0.6486, decode.d4.loss_dice: 0.9543, decode.d5.loss_cls: 0.4954, decode.d5.loss_mask: 0.6440, decode.d5.loss_dice: 0.9511, decode.d6.loss_cls: 0.4925, decode.d6.loss_mask: 0.6471, decode.d6.loss_dice: 0.9473, decode.d7.loss_cls: 0.4827, decode.d7.loss_mask: 0.6469, decode.d7.loss_dice: 0.9522, decode.d8.loss_cls: 0.4869, decode.d8.loss_mask: 0.6464, decode.d8.loss_dice: 0.9526, loss: 22.3767, grad_norm: 66.4242 +2023-11-06 19:25:41,422 - mmseg - INFO - Iter [38750/160000] lr: 7.578e-05, eta: 16:21:34, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4887, decode.loss_mask: 0.6491, decode.loss_dice: 0.9042, decode.d0.loss_cls: 1.4885, decode.d0.loss_mask: 0.6891, decode.d0.loss_dice: 1.0139, decode.d1.loss_cls: 0.5950, decode.d1.loss_mask: 0.6675, decode.d1.loss_dice: 0.9662, decode.d2.loss_cls: 0.5327, decode.d2.loss_mask: 0.6538, decode.d2.loss_dice: 0.9367, decode.d3.loss_cls: 0.5150, decode.d3.loss_mask: 0.6506, decode.d3.loss_dice: 0.9142, decode.d4.loss_cls: 0.5068, decode.d4.loss_mask: 0.6473, decode.d4.loss_dice: 0.9101, decode.d5.loss_cls: 0.5009, decode.d5.loss_mask: 0.6474, decode.d5.loss_dice: 0.9133, decode.d6.loss_cls: 0.4899, decode.d6.loss_mask: 0.6465, decode.d6.loss_dice: 0.9039, decode.d7.loss_cls: 0.4971, decode.d7.loss_mask: 0.6441, decode.d7.loss_dice: 0.9025, decode.d8.loss_cls: 0.4908, decode.d8.loss_mask: 0.6474, decode.d8.loss_dice: 0.9031, loss: 21.9166, grad_norm: 61.8188 +2023-11-06 19:26:04,729 - mmseg - INFO - Iter [38800/160000] lr: 7.575e-05, eta: 16:21:07, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4909, decode.loss_mask: 0.6043, decode.loss_dice: 0.9182, decode.d0.loss_cls: 1.4809, decode.d0.loss_mask: 0.6396, decode.d0.loss_dice: 1.0225, decode.d1.loss_cls: 0.5999, decode.d1.loss_mask: 0.6264, decode.d1.loss_dice: 0.9813, decode.d2.loss_cls: 0.5468, decode.d2.loss_mask: 0.6102, decode.d2.loss_dice: 0.9487, decode.d3.loss_cls: 0.5167, decode.d3.loss_mask: 0.6031, decode.d3.loss_dice: 0.9274, decode.d4.loss_cls: 0.5086, decode.d4.loss_mask: 0.6031, decode.d4.loss_dice: 0.9286, decode.d5.loss_cls: 0.4993, decode.d5.loss_mask: 0.6055, decode.d5.loss_dice: 0.9319, decode.d6.loss_cls: 0.4974, decode.d6.loss_mask: 0.6061, decode.d6.loss_dice: 0.9233, decode.d7.loss_cls: 0.4951, decode.d7.loss_mask: 0.6058, decode.d7.loss_dice: 0.9202, decode.d8.loss_cls: 0.4886, decode.d8.loss_mask: 0.6062, decode.d8.loss_dice: 0.9260, loss: 21.6627, grad_norm: 75.5741 +2023-11-06 19:26:27,873 - mmseg - INFO - Iter [38850/160000] lr: 7.572e-05, eta: 16:20:39, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4948, decode.loss_mask: 0.6638, decode.loss_dice: 0.9455, decode.d0.loss_cls: 1.4930, decode.d0.loss_mask: 0.7038, decode.d0.loss_dice: 1.0551, decode.d1.loss_cls: 0.5880, decode.d1.loss_mask: 0.6900, decode.d1.loss_dice: 1.0194, decode.d2.loss_cls: 0.5323, decode.d2.loss_mask: 0.6753, decode.d2.loss_dice: 0.9737, decode.d3.loss_cls: 0.5220, decode.d3.loss_mask: 0.6637, decode.d3.loss_dice: 0.9554, decode.d4.loss_cls: 0.5082, decode.d4.loss_mask: 0.6656, decode.d4.loss_dice: 0.9515, decode.d5.loss_cls: 0.4999, decode.d5.loss_mask: 0.6680, decode.d5.loss_dice: 0.9560, decode.d6.loss_cls: 0.4986, decode.d6.loss_mask: 0.6620, decode.d6.loss_dice: 0.9521, decode.d7.loss_cls: 0.5011, decode.d7.loss_mask: 0.6636, decode.d7.loss_dice: 0.9485, decode.d8.loss_cls: 0.4951, decode.d8.loss_mask: 0.6615, decode.d8.loss_dice: 0.9529, loss: 22.5606, grad_norm: 69.5255 +2023-11-06 19:26:51,185 - mmseg - INFO - Iter [38900/160000] lr: 7.569e-05, eta: 16:20:12, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4850, decode.loss_mask: 0.6437, decode.loss_dice: 0.9004, decode.d0.loss_cls: 1.4600, decode.d0.loss_mask: 0.6823, decode.d0.loss_dice: 1.0195, decode.d1.loss_cls: 0.5989, decode.d1.loss_mask: 0.6586, decode.d1.loss_dice: 0.9732, decode.d2.loss_cls: 0.5253, decode.d2.loss_mask: 0.6485, decode.d2.loss_dice: 0.9332, decode.d3.loss_cls: 0.5076, decode.d3.loss_mask: 0.6451, decode.d3.loss_dice: 0.9125, decode.d4.loss_cls: 0.4940, decode.d4.loss_mask: 0.6413, decode.d4.loss_dice: 0.9103, decode.d5.loss_cls: 0.4936, decode.d5.loss_mask: 0.6413, decode.d5.loss_dice: 0.9150, decode.d6.loss_cls: 0.4830, decode.d6.loss_mask: 0.6420, decode.d6.loss_dice: 0.9076, decode.d7.loss_cls: 0.4828, decode.d7.loss_mask: 0.6406, decode.d7.loss_dice: 0.9052, decode.d8.loss_cls: 0.4803, decode.d8.loss_mask: 0.6368, decode.d8.loss_dice: 0.9091, loss: 21.7769, grad_norm: 61.7425 +2023-11-06 19:27:14,282 - mmseg - INFO - Iter [38950/160000] lr: 7.566e-05, eta: 16:19:44, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4868, decode.loss_mask: 0.6619, decode.loss_dice: 0.9398, decode.d0.loss_cls: 1.4718, decode.d0.loss_mask: 0.6976, decode.d0.loss_dice: 1.0493, decode.d1.loss_cls: 0.6104, decode.d1.loss_mask: 0.6894, decode.d1.loss_dice: 1.0067, decode.d2.loss_cls: 0.5408, decode.d2.loss_mask: 0.6732, decode.d2.loss_dice: 0.9727, decode.d3.loss_cls: 0.5215, decode.d3.loss_mask: 0.6648, decode.d3.loss_dice: 0.9437, decode.d4.loss_cls: 0.5049, decode.d4.loss_mask: 0.6655, decode.d4.loss_dice: 0.9390, decode.d5.loss_cls: 0.4975, decode.d5.loss_mask: 0.6635, decode.d5.loss_dice: 0.9427, decode.d6.loss_cls: 0.4917, decode.d6.loss_mask: 0.6619, decode.d6.loss_dice: 0.9391, decode.d7.loss_cls: 0.4873, decode.d7.loss_mask: 0.6614, decode.d7.loss_dice: 0.9381, decode.d8.loss_cls: 0.4852, decode.d8.loss_mask: 0.6631, decode.d8.loss_dice: 0.9429, loss: 22.4142, grad_norm: 61.6477 +2023-11-06 19:27:37,471 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 19:27:37,472 - mmseg - INFO - Iter [39000/160000] lr: 7.563e-05, eta: 16:19:16, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4965, decode.loss_mask: 0.6591, decode.loss_dice: 0.9461, decode.d0.loss_cls: 1.4798, decode.d0.loss_mask: 0.6977, decode.d0.loss_dice: 1.0552, decode.d1.loss_cls: 0.6036, decode.d1.loss_mask: 0.6870, decode.d1.loss_dice: 1.0153, decode.d2.loss_cls: 0.5419, decode.d2.loss_mask: 0.6713, decode.d2.loss_dice: 0.9776, decode.d3.loss_cls: 0.5168, decode.d3.loss_mask: 0.6638, decode.d3.loss_dice: 0.9496, decode.d4.loss_cls: 0.5104, decode.d4.loss_mask: 0.6616, decode.d4.loss_dice: 0.9558, decode.d5.loss_cls: 0.5060, decode.d5.loss_mask: 0.6602, decode.d5.loss_dice: 0.9490, decode.d6.loss_cls: 0.4983, decode.d6.loss_mask: 0.6587, decode.d6.loss_dice: 0.9461, decode.d7.loss_cls: 0.5005, decode.d7.loss_mask: 0.6631, decode.d7.loss_dice: 0.9469, decode.d8.loss_cls: 0.4964, decode.d8.loss_mask: 0.6626, decode.d8.loss_dice: 0.9469, loss: 22.5240, grad_norm: 65.3362 +2023-11-06 19:28:00,551 - mmseg - INFO - Iter [39050/160000] lr: 7.559e-05, eta: 16:18:48, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 0.5229, decode.loss_mask: 0.6292, decode.loss_dice: 0.9270, decode.d0.loss_cls: 1.5411, decode.d0.loss_mask: 0.6648, decode.d0.loss_dice: 1.0404, decode.d1.loss_cls: 0.6323, decode.d1.loss_mask: 0.6571, decode.d1.loss_dice: 0.9986, decode.d2.loss_cls: 0.5654, decode.d2.loss_mask: 0.6390, decode.d2.loss_dice: 0.9648, decode.d3.loss_cls: 0.5494, decode.d3.loss_mask: 0.6287, decode.d3.loss_dice: 0.9408, decode.d4.loss_cls: 0.5336, decode.d4.loss_mask: 0.6359, decode.d4.loss_dice: 0.9421, decode.d5.loss_cls: 0.5289, decode.d5.loss_mask: 0.6310, decode.d5.loss_dice: 0.9364, decode.d6.loss_cls: 0.5276, decode.d6.loss_mask: 0.6308, decode.d6.loss_dice: 0.9341, decode.d7.loss_cls: 0.5231, decode.d7.loss_mask: 0.6311, decode.d7.loss_dice: 0.9343, decode.d8.loss_cls: 0.5216, decode.d8.loss_mask: 0.6309, decode.d8.loss_dice: 0.9317, loss: 22.3744, grad_norm: 62.9225 +2023-11-06 19:28:23,726 - mmseg - INFO - Iter [39100/160000] lr: 7.556e-05, eta: 16:18:20, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4835, decode.loss_mask: 0.6319, decode.loss_dice: 0.9270, decode.d0.loss_cls: 1.4656, decode.d0.loss_mask: 0.6769, decode.d0.loss_dice: 1.0509, decode.d1.loss_cls: 0.6060, decode.d1.loss_mask: 0.6640, decode.d1.loss_dice: 0.9966, decode.d2.loss_cls: 0.5456, decode.d2.loss_mask: 0.6433, decode.d2.loss_dice: 0.9602, decode.d3.loss_cls: 0.5211, decode.d3.loss_mask: 0.6356, decode.d3.loss_dice: 0.9348, decode.d4.loss_cls: 0.5099, decode.d4.loss_mask: 0.6282, decode.d4.loss_dice: 0.9348, decode.d5.loss_cls: 0.5004, decode.d5.loss_mask: 0.6295, decode.d5.loss_dice: 0.9384, decode.d6.loss_cls: 0.4961, decode.d6.loss_mask: 0.6292, decode.d6.loss_dice: 0.9262, decode.d7.loss_cls: 0.4947, decode.d7.loss_mask: 0.6305, decode.d7.loss_dice: 0.9284, decode.d8.loss_cls: 0.4922, decode.d8.loss_mask: 0.6294, decode.d8.loss_dice: 0.9279, loss: 22.0388, grad_norm: 61.4700 +2023-11-06 19:28:47,374 - mmseg - INFO - Iter [39150/160000] lr: 7.553e-05, eta: 16:17:54, time: 0.475, data_time: 0.015, memory: 39436, decode.loss_cls: 0.4895, decode.loss_mask: 0.6177, decode.loss_dice: 0.9215, decode.d0.loss_cls: 1.5080, decode.d0.loss_mask: 0.6575, decode.d0.loss_dice: 1.0313, decode.d1.loss_cls: 0.5912, decode.d1.loss_mask: 0.6426, decode.d1.loss_dice: 0.9973, decode.d2.loss_cls: 0.5234, decode.d2.loss_mask: 0.6316, decode.d2.loss_dice: 0.9739, decode.d3.loss_cls: 0.5121, decode.d3.loss_mask: 0.6243, decode.d3.loss_dice: 0.9399, decode.d4.loss_cls: 0.4991, decode.d4.loss_mask: 0.6236, decode.d4.loss_dice: 0.9406, decode.d5.loss_cls: 0.4946, decode.d5.loss_mask: 0.6219, decode.d5.loss_dice: 0.9401, decode.d6.loss_cls: 0.4933, decode.d6.loss_mask: 0.6226, decode.d6.loss_dice: 0.9283, decode.d7.loss_cls: 0.4838, decode.d7.loss_mask: 0.6182, decode.d7.loss_dice: 0.9282, decode.d8.loss_cls: 0.4852, decode.d8.loss_mask: 0.6204, decode.d8.loss_dice: 0.9291, loss: 21.8909, grad_norm: 60.7780 +2023-11-06 19:29:13,228 - mmseg - INFO - Iter [39200/160000] lr: 7.550e-05, eta: 16:17:35, time: 0.517, data_time: 0.060, memory: 39436, decode.loss_cls: 0.4765, decode.loss_mask: 0.6168, decode.loss_dice: 0.9040, decode.d0.loss_cls: 1.4701, decode.d0.loss_mask: 0.6643, decode.d0.loss_dice: 1.0265, decode.d1.loss_cls: 0.5814, decode.d1.loss_mask: 0.6518, decode.d1.loss_dice: 0.9791, decode.d2.loss_cls: 0.5221, decode.d2.loss_mask: 0.6313, decode.d2.loss_dice: 0.9419, decode.d3.loss_cls: 0.4999, decode.d3.loss_mask: 0.6194, decode.d3.loss_dice: 0.9218, decode.d4.loss_cls: 0.4875, decode.d4.loss_mask: 0.6188, decode.d4.loss_dice: 0.9178, decode.d5.loss_cls: 0.4858, decode.d5.loss_mask: 0.6201, decode.d5.loss_dice: 0.9182, decode.d6.loss_cls: 0.4837, decode.d6.loss_mask: 0.6178, decode.d6.loss_dice: 0.9139, decode.d7.loss_cls: 0.4751, decode.d7.loss_mask: 0.6184, decode.d7.loss_dice: 0.9092, decode.d8.loss_cls: 0.4808, decode.d8.loss_mask: 0.6166, decode.d8.loss_dice: 0.9135, loss: 21.5840, grad_norm: 62.5295 +2023-11-06 19:29:36,368 - mmseg - INFO - Iter [39250/160000] lr: 7.547e-05, eta: 16:17:07, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4763, decode.loss_mask: 0.6426, decode.loss_dice: 0.9003, decode.d0.loss_cls: 1.4737, decode.d0.loss_mask: 0.6961, decode.d0.loss_dice: 1.0195, decode.d1.loss_cls: 0.5808, decode.d1.loss_mask: 0.6704, decode.d1.loss_dice: 0.9766, decode.d2.loss_cls: 0.5207, decode.d2.loss_mask: 0.6563, decode.d2.loss_dice: 0.9405, decode.d3.loss_cls: 0.5009, decode.d3.loss_mask: 0.6496, decode.d3.loss_dice: 0.9239, decode.d4.loss_cls: 0.4913, decode.d4.loss_mask: 0.6484, decode.d4.loss_dice: 0.9216, decode.d5.loss_cls: 0.4827, decode.d5.loss_mask: 0.6471, decode.d5.loss_dice: 0.9161, decode.d6.loss_cls: 0.4876, decode.d6.loss_mask: 0.6418, decode.d6.loss_dice: 0.9049, decode.d7.loss_cls: 0.4846, decode.d7.loss_mask: 0.6447, decode.d7.loss_dice: 0.9060, decode.d8.loss_cls: 0.4709, decode.d8.loss_mask: 0.6468, decode.d8.loss_dice: 0.9109, loss: 21.8335, grad_norm: 63.9947 +2023-11-06 19:30:00,514 - mmseg - INFO - Iter [39300/160000] lr: 7.544e-05, eta: 16:16:42, time: 0.483, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4846, decode.loss_mask: 0.6411, decode.loss_dice: 0.9281, decode.d0.loss_cls: 1.4854, decode.d0.loss_mask: 0.6830, decode.d0.loss_dice: 1.0428, decode.d1.loss_cls: 0.6001, decode.d1.loss_mask: 0.6635, decode.d1.loss_dice: 0.9999, decode.d2.loss_cls: 0.5410, decode.d2.loss_mask: 0.6457, decode.d2.loss_dice: 0.9627, decode.d3.loss_cls: 0.5175, decode.d3.loss_mask: 0.6419, decode.d3.loss_dice: 0.9339, decode.d4.loss_cls: 0.5032, decode.d4.loss_mask: 0.6437, decode.d4.loss_dice: 0.9374, decode.d5.loss_cls: 0.4978, decode.d5.loss_mask: 0.6390, decode.d5.loss_dice: 0.9418, decode.d6.loss_cls: 0.5004, decode.d6.loss_mask: 0.6436, decode.d6.loss_dice: 0.9335, decode.d7.loss_cls: 0.4945, decode.d7.loss_mask: 0.6436, decode.d7.loss_dice: 0.9333, decode.d8.loss_cls: 0.4886, decode.d8.loss_mask: 0.6429, decode.d8.loss_dice: 0.9377, loss: 22.1522, grad_norm: 63.9097 +2023-11-06 19:30:23,794 - mmseg - INFO - Iter [39350/160000] lr: 7.541e-05, eta: 16:16:15, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4579, decode.loss_mask: 0.6293, decode.loss_dice: 0.9084, decode.d0.loss_cls: 1.4568, decode.d0.loss_mask: 0.6733, decode.d0.loss_dice: 1.0045, decode.d1.loss_cls: 0.5726, decode.d1.loss_mask: 0.6523, decode.d1.loss_dice: 0.9646, decode.d2.loss_cls: 0.5054, decode.d2.loss_mask: 0.6382, decode.d2.loss_dice: 0.9365, decode.d3.loss_cls: 0.4841, decode.d3.loss_mask: 0.6305, decode.d3.loss_dice: 0.9111, decode.d4.loss_cls: 0.4687, decode.d4.loss_mask: 0.6304, decode.d4.loss_dice: 0.9076, decode.d5.loss_cls: 0.4680, decode.d5.loss_mask: 0.6305, decode.d5.loss_dice: 0.9105, decode.d6.loss_cls: 0.4662, decode.d6.loss_mask: 0.6282, decode.d6.loss_dice: 0.9009, decode.d7.loss_cls: 0.4542, decode.d7.loss_mask: 0.6273, decode.d7.loss_dice: 0.9034, decode.d8.loss_cls: 0.4553, decode.d8.loss_mask: 0.6303, decode.d8.loss_dice: 0.9057, loss: 21.4127, grad_norm: 64.6953 +2023-11-06 19:30:46,912 - mmseg - INFO - Iter [39400/160000] lr: 7.538e-05, eta: 16:15:47, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4538, decode.loss_mask: 0.5974, decode.loss_dice: 0.8854, decode.d0.loss_cls: 1.4561, decode.d0.loss_mask: 0.6389, decode.d0.loss_dice: 0.9983, decode.d1.loss_cls: 0.5693, decode.d1.loss_mask: 0.6250, decode.d1.loss_dice: 0.9497, decode.d2.loss_cls: 0.5084, decode.d2.loss_mask: 0.6050, decode.d2.loss_dice: 0.9161, decode.d3.loss_cls: 0.4883, decode.d3.loss_mask: 0.5989, decode.d3.loss_dice: 0.8935, decode.d4.loss_cls: 0.4699, decode.d4.loss_mask: 0.6017, decode.d4.loss_dice: 0.8912, decode.d5.loss_cls: 0.4668, decode.d5.loss_mask: 0.5964, decode.d5.loss_dice: 0.8922, decode.d6.loss_cls: 0.4667, decode.d6.loss_mask: 0.5963, decode.d6.loss_dice: 0.8859, decode.d7.loss_cls: 0.4557, decode.d7.loss_mask: 0.5973, decode.d7.loss_dice: 0.8871, decode.d8.loss_cls: 0.4582, decode.d8.loss_mask: 0.5946, decode.d8.loss_dice: 0.8860, loss: 20.9299, grad_norm: 63.2786 +2023-11-06 19:31:10,125 - mmseg - INFO - Iter [39450/160000] lr: 7.534e-05, eta: 16:15:20, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4780, decode.loss_mask: 0.6056, decode.loss_dice: 0.9040, decode.d0.loss_cls: 1.4447, decode.d0.loss_mask: 0.6452, decode.d0.loss_dice: 1.0251, decode.d1.loss_cls: 0.5844, decode.d1.loss_mask: 0.6321, decode.d1.loss_dice: 0.9656, decode.d2.loss_cls: 0.5213, decode.d2.loss_mask: 0.6157, decode.d2.loss_dice: 0.9347, decode.d3.loss_cls: 0.5006, decode.d3.loss_mask: 0.6122, decode.d3.loss_dice: 0.9141, decode.d4.loss_cls: 0.4915, decode.d4.loss_mask: 0.6078, decode.d4.loss_dice: 0.9131, decode.d5.loss_cls: 0.4841, decode.d5.loss_mask: 0.6047, decode.d5.loss_dice: 0.9114, decode.d6.loss_cls: 0.4835, decode.d6.loss_mask: 0.6046, decode.d6.loss_dice: 0.9053, decode.d7.loss_cls: 0.4732, decode.d7.loss_mask: 0.6041, decode.d7.loss_dice: 0.9066, decode.d8.loss_cls: 0.4806, decode.d8.loss_mask: 0.6051, decode.d8.loss_dice: 0.9094, loss: 21.3684, grad_norm: 61.3778 +2023-11-06 19:31:33,595 - mmseg - INFO - Iter [39500/160000] lr: 7.531e-05, eta: 16:14:53, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4530, decode.loss_mask: 0.6397, decode.loss_dice: 0.9244, decode.d0.loss_cls: 1.4403, decode.d0.loss_mask: 0.6771, decode.d0.loss_dice: 1.0181, decode.d1.loss_cls: 0.5568, decode.d1.loss_mask: 0.6623, decode.d1.loss_dice: 0.9843, decode.d2.loss_cls: 0.4904, decode.d2.loss_mask: 0.6510, decode.d2.loss_dice: 0.9571, decode.d3.loss_cls: 0.4700, decode.d3.loss_mask: 0.6419, decode.d3.loss_dice: 0.9383, decode.d4.loss_cls: 0.4631, decode.d4.loss_mask: 0.6421, decode.d4.loss_dice: 0.9394, decode.d5.loss_cls: 0.4599, decode.d5.loss_mask: 0.6463, decode.d5.loss_dice: 0.9393, decode.d6.loss_cls: 0.4591, decode.d6.loss_mask: 0.6414, decode.d6.loss_dice: 0.9266, decode.d7.loss_cls: 0.4517, decode.d7.loss_mask: 0.6397, decode.d7.loss_dice: 0.9298, decode.d8.loss_cls: 0.4518, decode.d8.loss_mask: 0.6427, decode.d8.loss_dice: 0.9246, loss: 21.6623, grad_norm: 67.3415 +2023-11-06 19:31:56,912 - mmseg - INFO - Iter [39550/160000] lr: 7.528e-05, eta: 16:14:26, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4561, decode.loss_mask: 0.6292, decode.loss_dice: 0.8886, decode.d0.loss_cls: 1.4117, decode.d0.loss_mask: 0.6736, decode.d0.loss_dice: 1.0044, decode.d1.loss_cls: 0.5557, decode.d1.loss_mask: 0.6569, decode.d1.loss_dice: 0.9505, decode.d2.loss_cls: 0.5062, decode.d2.loss_mask: 0.6392, decode.d2.loss_dice: 0.9185, decode.d3.loss_cls: 0.4878, decode.d3.loss_mask: 0.6307, decode.d3.loss_dice: 0.8939, decode.d4.loss_cls: 0.4676, decode.d4.loss_mask: 0.6328, decode.d4.loss_dice: 0.8970, decode.d5.loss_cls: 0.4658, decode.d5.loss_mask: 0.6326, decode.d5.loss_dice: 0.8991, decode.d6.loss_cls: 0.4626, decode.d6.loss_mask: 0.6281, decode.d6.loss_dice: 0.8951, decode.d7.loss_cls: 0.4599, decode.d7.loss_mask: 0.6263, decode.d7.loss_dice: 0.8924, decode.d8.loss_cls: 0.4575, decode.d8.loss_mask: 0.6298, decode.d8.loss_dice: 0.8906, loss: 21.2403, grad_norm: 65.7149 +2023-11-06 19:32:20,168 - mmseg - INFO - Iter [39600/160000] lr: 7.525e-05, eta: 16:13:58, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4923, decode.loss_mask: 0.6250, decode.loss_dice: 0.9263, decode.d0.loss_cls: 1.5127, decode.d0.loss_mask: 0.6651, decode.d0.loss_dice: 1.0420, decode.d1.loss_cls: 0.5937, decode.d1.loss_mask: 0.6520, decode.d1.loss_dice: 1.0004, decode.d2.loss_cls: 0.5451, decode.d2.loss_mask: 0.6329, decode.d2.loss_dice: 0.9604, decode.d3.loss_cls: 0.5137, decode.d3.loss_mask: 0.6278, decode.d3.loss_dice: 0.9408, decode.d4.loss_cls: 0.5066, decode.d4.loss_mask: 0.6269, decode.d4.loss_dice: 0.9332, decode.d5.loss_cls: 0.4964, decode.d5.loss_mask: 0.6292, decode.d5.loss_dice: 0.9351, decode.d6.loss_cls: 0.4910, decode.d6.loss_mask: 0.6237, decode.d6.loss_dice: 0.9249, decode.d7.loss_cls: 0.4861, decode.d7.loss_mask: 0.6259, decode.d7.loss_dice: 0.9267, decode.d8.loss_cls: 0.4816, decode.d8.loss_mask: 0.6262, decode.d8.loss_dice: 0.9284, loss: 21.9720, grad_norm: 68.2542 +2023-11-06 19:32:43,290 - mmseg - INFO - Iter [39650/160000] lr: 7.522e-05, eta: 16:13:31, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4898, decode.loss_mask: 0.6405, decode.loss_dice: 0.9382, decode.d0.loss_cls: 1.4817, decode.d0.loss_mask: 0.6877, decode.d0.loss_dice: 1.0673, decode.d1.loss_cls: 0.6052, decode.d1.loss_mask: 0.6734, decode.d1.loss_dice: 1.0137, decode.d2.loss_cls: 0.5363, decode.d2.loss_mask: 0.6558, decode.d2.loss_dice: 0.9680, decode.d3.loss_cls: 0.5203, decode.d3.loss_mask: 0.6486, decode.d3.loss_dice: 0.9446, decode.d4.loss_cls: 0.5092, decode.d4.loss_mask: 0.6452, decode.d4.loss_dice: 0.9429, decode.d5.loss_cls: 0.4991, decode.d5.loss_mask: 0.6418, decode.d5.loss_dice: 0.9477, decode.d6.loss_cls: 0.4956, decode.d6.loss_mask: 0.6356, decode.d6.loss_dice: 0.9370, decode.d7.loss_cls: 0.4917, decode.d7.loss_mask: 0.6412, decode.d7.loss_dice: 0.9396, decode.d8.loss_cls: 0.4906, decode.d8.loss_mask: 0.6412, decode.d8.loss_dice: 0.9384, loss: 22.2681, grad_norm: 70.7464 +2023-11-06 19:33:06,298 - mmseg - INFO - Iter [39700/160000] lr: 7.519e-05, eta: 16:13:03, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4755, decode.loss_mask: 0.6444, decode.loss_dice: 0.9118, decode.d0.loss_cls: 1.4542, decode.d0.loss_mask: 0.6827, decode.d0.loss_dice: 1.0273, decode.d1.loss_cls: 0.5751, decode.d1.loss_mask: 0.6689, decode.d1.loss_dice: 0.9920, decode.d2.loss_cls: 0.5222, decode.d2.loss_mask: 0.6543, decode.d2.loss_dice: 0.9532, decode.d3.loss_cls: 0.4982, decode.d3.loss_mask: 0.6454, decode.d3.loss_dice: 0.9261, decode.d4.loss_cls: 0.4887, decode.d4.loss_mask: 0.6451, decode.d4.loss_dice: 0.9278, decode.d5.loss_cls: 0.4892, decode.d5.loss_mask: 0.6462, decode.d5.loss_dice: 0.9264, decode.d6.loss_cls: 0.4829, decode.d6.loss_mask: 0.6437, decode.d6.loss_dice: 0.9192, decode.d7.loss_cls: 0.4830, decode.d7.loss_mask: 0.6440, decode.d7.loss_dice: 0.9192, decode.d8.loss_cls: 0.4805, decode.d8.loss_mask: 0.6416, decode.d8.loss_dice: 0.9199, loss: 21.8885, grad_norm: 65.6159 +2023-11-06 19:33:29,478 - mmseg - INFO - Iter [39750/160000] lr: 7.516e-05, eta: 16:12:35, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4538, decode.loss_mask: 0.6191, decode.loss_dice: 0.9013, decode.d0.loss_cls: 1.4738, decode.d0.loss_mask: 0.6633, decode.d0.loss_dice: 0.9972, decode.d1.loss_cls: 0.5697, decode.d1.loss_mask: 0.6444, decode.d1.loss_dice: 0.9547, decode.d2.loss_cls: 0.5101, decode.d2.loss_mask: 0.6305, decode.d2.loss_dice: 0.9214, decode.d3.loss_cls: 0.4818, decode.d3.loss_mask: 0.6247, decode.d3.loss_dice: 0.9111, decode.d4.loss_cls: 0.4672, decode.d4.loss_mask: 0.6200, decode.d4.loss_dice: 0.9094, decode.d5.loss_cls: 0.4644, decode.d5.loss_mask: 0.6228, decode.d5.loss_dice: 0.9055, decode.d6.loss_cls: 0.4674, decode.d6.loss_mask: 0.6209, decode.d6.loss_dice: 0.8949, decode.d7.loss_cls: 0.4593, decode.d7.loss_mask: 0.6244, decode.d7.loss_dice: 0.8978, decode.d8.loss_cls: 0.4564, decode.d8.loss_mask: 0.6225, decode.d8.loss_dice: 0.8993, loss: 21.2890, grad_norm: 62.6883 +2023-11-06 19:33:52,693 - mmseg - INFO - Iter [39800/160000] lr: 7.513e-05, eta: 16:12:08, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5197, decode.loss_mask: 0.6400, decode.loss_dice: 0.9264, decode.d0.loss_cls: 1.5356, decode.d0.loss_mask: 0.6770, decode.d0.loss_dice: 1.0323, decode.d1.loss_cls: 0.6215, decode.d1.loss_mask: 0.6663, decode.d1.loss_dice: 0.9923, decode.d2.loss_cls: 0.5583, decode.d2.loss_mask: 0.6518, decode.d2.loss_dice: 0.9643, decode.d3.loss_cls: 0.5333, decode.d3.loss_mask: 0.6450, decode.d3.loss_dice: 0.9343, decode.d4.loss_cls: 0.5207, decode.d4.loss_mask: 0.6438, decode.d4.loss_dice: 0.9348, decode.d5.loss_cls: 0.5261, decode.d5.loss_mask: 0.6384, decode.d5.loss_dice: 0.9282, decode.d6.loss_cls: 0.5199, decode.d6.loss_mask: 0.6384, decode.d6.loss_dice: 0.9238, decode.d7.loss_cls: 0.5162, decode.d7.loss_mask: 0.6413, decode.d7.loss_dice: 0.9267, decode.d8.loss_cls: 0.5174, decode.d8.loss_mask: 0.6384, decode.d8.loss_dice: 0.9289, loss: 22.3410, grad_norm: 61.9558 +2023-11-06 19:34:15,810 - mmseg - INFO - Iter [39850/160000] lr: 7.509e-05, eta: 16:11:40, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4911, decode.loss_mask: 0.6215, decode.loss_dice: 0.9196, decode.d0.loss_cls: 1.4877, decode.d0.loss_mask: 0.6639, decode.d0.loss_dice: 1.0316, decode.d1.loss_cls: 0.5991, decode.d1.loss_mask: 0.6517, decode.d1.loss_dice: 0.9901, decode.d2.loss_cls: 0.5434, decode.d2.loss_mask: 0.6328, decode.d2.loss_dice: 0.9617, decode.d3.loss_cls: 0.5153, decode.d3.loss_mask: 0.6263, decode.d3.loss_dice: 0.9352, decode.d4.loss_cls: 0.5102, decode.d4.loss_mask: 0.6282, decode.d4.loss_dice: 0.9325, decode.d5.loss_cls: 0.4934, decode.d5.loss_mask: 0.6259, decode.d5.loss_dice: 0.9279, decode.d6.loss_cls: 0.4949, decode.d6.loss_mask: 0.6233, decode.d6.loss_dice: 0.9207, decode.d7.loss_cls: 0.4884, decode.d7.loss_mask: 0.6220, decode.d7.loss_dice: 0.9227, decode.d8.loss_cls: 0.4865, decode.d8.loss_mask: 0.6236, decode.d8.loss_dice: 0.9228, loss: 21.8937, grad_norm: 61.3690 +2023-11-06 19:34:38,943 - mmseg - INFO - Iter [39900/160000] lr: 7.506e-05, eta: 16:11:12, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4483, decode.loss_mask: 0.6203, decode.loss_dice: 0.8652, decode.d0.loss_cls: 1.4382, decode.d0.loss_mask: 0.6613, decode.d0.loss_dice: 0.9755, decode.d1.loss_cls: 0.5565, decode.d1.loss_mask: 0.6404, decode.d1.loss_dice: 0.9417, decode.d2.loss_cls: 0.5069, decode.d2.loss_mask: 0.6282, decode.d2.loss_dice: 0.9011, decode.d3.loss_cls: 0.4818, decode.d3.loss_mask: 0.6193, decode.d3.loss_dice: 0.8766, decode.d4.loss_cls: 0.4677, decode.d4.loss_mask: 0.6235, decode.d4.loss_dice: 0.8744, decode.d5.loss_cls: 0.4608, decode.d5.loss_mask: 0.6195, decode.d5.loss_dice: 0.8755, decode.d6.loss_cls: 0.4502, decode.d6.loss_mask: 0.6219, decode.d6.loss_dice: 0.8754, decode.d7.loss_cls: 0.4476, decode.d7.loss_mask: 0.6200, decode.d7.loss_dice: 0.8748, decode.d8.loss_cls: 0.4440, decode.d8.loss_mask: 0.6203, decode.d8.loss_dice: 0.8773, loss: 20.9142, grad_norm: 64.1461 +2023-11-06 19:35:02,283 - mmseg - INFO - Iter [39950/160000] lr: 7.503e-05, eta: 16:10:45, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4868, decode.loss_mask: 0.6221, decode.loss_dice: 0.9400, decode.d0.loss_cls: 1.5328, decode.d0.loss_mask: 0.6587, decode.d0.loss_dice: 1.0563, decode.d1.loss_cls: 0.6038, decode.d1.loss_mask: 0.6517, decode.d1.loss_dice: 1.0106, decode.d2.loss_cls: 0.5425, decode.d2.loss_mask: 0.6314, decode.d2.loss_dice: 0.9761, decode.d3.loss_cls: 0.5228, decode.d3.loss_mask: 0.6230, decode.d3.loss_dice: 0.9440, decode.d4.loss_cls: 0.5085, decode.d4.loss_mask: 0.6259, decode.d4.loss_dice: 0.9455, decode.d5.loss_cls: 0.5017, decode.d5.loss_mask: 0.6198, decode.d5.loss_dice: 0.9450, decode.d6.loss_cls: 0.4964, decode.d6.loss_mask: 0.6208, decode.d6.loss_dice: 0.9398, decode.d7.loss_cls: 0.4925, decode.d7.loss_mask: 0.6220, decode.d7.loss_dice: 0.9382, decode.d8.loss_cls: 0.4896, decode.d8.loss_mask: 0.6194, decode.d8.loss_dice: 0.9425, loss: 22.1101, grad_norm: 62.8440 +2023-11-06 19:35:27,355 - mmseg - INFO - Saving checkpoint at 40000 iterations +2023-11-06 19:35:32,206 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 19:35:32,206 - mmseg - INFO - Iter [40000/160000] lr: 7.500e-05, eta: 16:10:38, time: 0.598, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4779, decode.loss_mask: 0.6643, decode.loss_dice: 0.9501, decode.d0.loss_cls: 1.4854, decode.d0.loss_mask: 0.7061, decode.d0.loss_dice: 1.0646, decode.d1.loss_cls: 0.5814, decode.d1.loss_mask: 0.6934, decode.d1.loss_dice: 1.0284, decode.d2.loss_cls: 0.5137, decode.d2.loss_mask: 0.6786, decode.d2.loss_dice: 0.9897, decode.d3.loss_cls: 0.4988, decode.d3.loss_mask: 0.6719, decode.d3.loss_dice: 0.9642, decode.d4.loss_cls: 0.4854, decode.d4.loss_mask: 0.6692, decode.d4.loss_dice: 0.9674, decode.d5.loss_cls: 0.4809, decode.d5.loss_mask: 0.6702, decode.d5.loss_dice: 0.9625, decode.d6.loss_cls: 0.4759, decode.d6.loss_mask: 0.6629, decode.d6.loss_dice: 0.9552, decode.d7.loss_cls: 0.4708, decode.d7.loss_mask: 0.6655, decode.d7.loss_dice: 0.9602, decode.d8.loss_cls: 0.4722, decode.d8.loss_mask: 0.6674, decode.d8.loss_dice: 0.9608, loss: 22.4951, grad_norm: 67.7034 +2023-11-06 19:35:52,089 - mmseg - INFO - per class results: +2023-11-06 19:35:52,094 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.15 | 88.27 | +| building | 83.91 | 92.47 | +| sky | 94.68 | 97.28 | +| floor | 82.5 | 89.33 | +| tree | 75.32 | 88.1 | +| ceiling | 83.31 | 88.44 | +| road | 82.42 | 86.4 | +| bed | 90.26 | 95.54 | +| windowpane | 62.3 | 79.83 | +| grass | 70.04 | 81.3 | +| cabinet | 57.98 | 67.7 | +| sidewalk | 64.28 | 82.62 | +| person | 85.09 | 93.86 | +| earth | 31.58 | 44.04 | +| door | 49.32 | 60.15 | +| table | 62.21 | 82.48 | +| mountain | 60.45 | 82.58 | +| plant | 55.45 | 67.31 | +| curtain | 75.29 | 82.34 | +| chair | 60.92 | 72.23 | +| car | 87.31 | 92.54 | +| water | 45.63 | 61.55 | +| painting | 68.04 | 87.21 | +| sofa | 68.57 | 83.99 | +| shelf | 42.31 | 60.13 | +| house | 40.37 | 56.95 | +| sea | 48.0 | 79.66 | +| mirror | 65.72 | 84.58 | +| rug | 66.05 | 82.62 | +| field | 40.17 | 70.17 | +| armchair | 44.14 | 61.48 | +| seat | 63.68 | 83.75 | +| fence | 49.38 | 66.8 | +| desk | 47.21 | 66.43 | +| rock | 45.27 | 59.16 | +| wardrobe | 42.2 | 84.83 | +| lamp | 66.07 | 84.19 | +| bathtub | 81.33 | 91.94 | +| railing | 39.52 | 55.76 | +| cushion | 58.12 | 85.38 | +| base | 41.23 | 62.32 | +| box | 27.9 | 41.15 | +| column | 52.32 | 59.98 | +| signboard | 41.13 | 60.45 | +| chest of drawers | 43.24 | 80.45 | +| counter | 36.22 | 52.58 | +| sand | 36.47 | 51.39 | +| sink | 74.91 | 86.11 | +| skyscraper | 34.44 | 40.66 | +| fireplace | 69.4 | 89.94 | +| refrigerator | 80.94 | 89.66 | +| grandstand | 45.61 | 70.48 | +| path | 21.9 | 32.86 | +| stairs | 35.65 | 48.09 | +| runway | 69.87 | 96.06 | +| case | 54.41 | 63.76 | +| pool table | 94.74 | 97.68 | +| pillow | 48.77 | 54.47 | +| screen door | 63.46 | 94.05 | +| stairway | 33.23 | 45.68 | +| river | 15.39 | 23.27 | +| bridge | 67.86 | 90.07 | +| bookcase | 28.8 | 48.34 | +| blind | 35.18 | 39.7 | +| coffee table | 63.06 | 79.14 | +| toilet | 86.16 | 90.94 | +| flower | 41.58 | 56.59 | +| book | 52.69 | 79.54 | +| hill | 6.61 | 10.54 | +| bench | 52.13 | 61.16 | +| countertop | 55.34 | 80.25 | +| stove | 83.57 | 89.75 | +| palm | 55.03 | 69.2 | +| kitchen island | 32.91 | 69.11 | +| computer | 71.06 | 79.49 | +| swivel chair | 51.69 | 74.5 | +| boat | 57.66 | 89.17 | +| bar | 21.75 | 22.77 | +| arcade machine | 71.45 | 81.0 | +| hovel | 9.63 | 14.14 | +| bus | 90.25 | 96.26 | +| towel | 64.98 | 87.92 | +| light | 59.93 | 79.74 | +| truck | 41.14 | 72.19 | +| tower | 39.38 | 52.97 | +| chandelier | 61.21 | 70.8 | +| awning | 33.08 | 52.74 | +| streetlight | 38.58 | 61.14 | +| booth | 34.88 | 38.46 | +| television receiver | 70.2 | 81.62 | +| airplane | 62.88 | 68.7 | +| dirt track | 9.3 | 9.88 | +| apparel | 35.76 | 51.33 | +| pole | 28.08 | 41.34 | +| land | 0.89 | 1.31 | +| bannister | 16.82 | 26.43 | +| escalator | 28.69 | 30.96 | +| ottoman | 46.39 | 58.61 | +| bottle | 28.59 | 41.04 | +| buffet | 32.49 | 44.66 | +| poster | 27.73 | 46.9 | +| stage | 13.59 | 31.56 | +| van | 44.15 | 60.09 | +| ship | 6.3 | 6.32 | +| fountain | 20.71 | 21.72 | +| conveyer belt | 54.82 | 74.05 | +| canopy | 12.2 | 21.13 | +| washer | 48.56 | 75.85 | +| plaything | 12.77 | 25.62 | +| swimming pool | 57.57 | 62.26 | +| stool | 41.28 | 73.66 | +| barrel | 84.75 | 96.67 | +| basket | 32.13 | 56.93 | +| waterfall | 52.75 | 94.91 | +| tent | 70.09 | 98.41 | +| bag | 22.67 | 39.22 | +| minibike | 74.04 | 86.49 | +| cradle | 72.73 | 97.71 | +| oven | 58.54 | 67.14 | +| ball | 37.87 | 45.35 | +| food | 65.89 | 75.44 | +| step | 27.85 | 38.45 | +| tank | 38.3 | 46.42 | +| trade name | 35.44 | 45.34 | +| microwave | 83.26 | 94.86 | +| pot | 37.62 | 44.04 | +| animal | 71.03 | 76.22 | +| bicycle | 60.86 | 80.96 | +| lake | 0.0 | 0.0 | +| dishwasher | 71.42 | 83.45 | +| screen | 50.63 | 72.12 | +| blanket | 30.72 | 47.12 | +| sculpture | 63.66 | 88.18 | +| hood | 80.57 | 85.02 | +| sconce | 53.75 | 66.56 | +| vase | 45.78 | 76.14 | +| traffic light | 38.33 | 67.73 | +| tray | 16.06 | 29.02 | +| ashcan | 46.53 | 69.26 | +| fan | 63.28 | 85.6 | +| pier | 4.61 | 5.63 | +| crt screen | 5.39 | 10.85 | +| plate | 57.81 | 74.72 | +| monitor | 9.26 | 12.22 | +| bulletin board | 44.84 | 50.26 | +| shower | 8.8 | 26.6 | +| radiator | 59.57 | 69.89 | +| glass | 22.38 | 25.43 | +| clock | 47.33 | 67.54 | +| flag | 49.9 | 56.01 | ++---------------------+-------+-------+ +2023-11-06 19:35:52,094 - mmseg - INFO - Summary: +2023-11-06 19:35:52,094 - mmseg - INFO - ++-------+------+-------+ +| aAcc | mIoU | mAcc | ++-------+------+-------+ +| 83.23 | 49.6 | 64.06 | ++-------+------+-------+ +2023-11-06 19:35:52,145 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_35000.pth was removed +2023-11-06 19:35:54,326 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_40000.pth. +2023-11-06 19:35:54,326 - mmseg - INFO - Best mIoU is 0.4960 at 40000 iter. +2023-11-06 19:35:54,327 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 19:35:54,327 - mmseg - INFO - Iter(val) [250] aAcc: 0.8323, mIoU: 0.4960, mAcc: 0.6406, IoU.wall: 0.7915, IoU.building: 0.8391, IoU.sky: 0.9468, IoU.floor: 0.8250, IoU.tree: 0.7532, IoU.ceiling: 0.8331, IoU.road: 0.8242, IoU.bed : 0.9026, IoU.windowpane: 0.6230, IoU.grass: 0.7004, IoU.cabinet: 0.5798, IoU.sidewalk: 0.6428, IoU.person: 0.8509, IoU.earth: 0.3158, IoU.door: 0.4932, IoU.table: 0.6221, IoU.mountain: 0.6045, IoU.plant: 0.5545, IoU.curtain: 0.7529, IoU.chair: 0.6092, IoU.car: 0.8731, IoU.water: 0.4563, IoU.painting: 0.6804, IoU.sofa: 0.6857, IoU.shelf: 0.4231, IoU.house: 0.4037, IoU.sea: 0.4800, IoU.mirror: 0.6572, IoU.rug: 0.6605, IoU.field: 0.4017, IoU.armchair: 0.4414, IoU.seat: 0.6368, IoU.fence: 0.4938, IoU.desk: 0.4721, IoU.rock: 0.4527, IoU.wardrobe: 0.4220, IoU.lamp: 0.6607, IoU.bathtub: 0.8133, IoU.railing: 0.3952, IoU.cushion: 0.5812, IoU.base: 0.4123, IoU.box: 0.2790, IoU.column: 0.5232, IoU.signboard: 0.4113, IoU.chest of drawers: 0.4324, IoU.counter: 0.3622, IoU.sand: 0.3647, IoU.sink: 0.7491, IoU.skyscraper: 0.3444, IoU.fireplace: 0.6940, IoU.refrigerator: 0.8094, IoU.grandstand: 0.4561, IoU.path: 0.2190, IoU.stairs: 0.3565, IoU.runway: 0.6987, IoU.case: 0.5441, IoU.pool table: 0.9474, IoU.pillow: 0.4877, IoU.screen door: 0.6346, IoU.stairway: 0.3323, IoU.river: 0.1539, IoU.bridge: 0.6786, IoU.bookcase: 0.2880, IoU.blind: 0.3518, IoU.coffee table: 0.6306, IoU.toilet: 0.8616, IoU.flower: 0.4158, IoU.book: 0.5269, IoU.hill: 0.0661, IoU.bench: 0.5213, IoU.countertop: 0.5534, IoU.stove: 0.8357, IoU.palm: 0.5503, IoU.kitchen island: 0.3291, IoU.computer: 0.7106, IoU.swivel chair: 0.5169, IoU.boat: 0.5766, IoU.bar: 0.2175, IoU.arcade machine: 0.7145, IoU.hovel: 0.0963, IoU.bus: 0.9025, IoU.towel: 0.6498, IoU.light: 0.5993, IoU.truck: 0.4114, IoU.tower: 0.3938, IoU.chandelier: 0.6121, IoU.awning: 0.3308, IoU.streetlight: 0.3858, IoU.booth: 0.3488, IoU.television receiver: 0.7020, IoU.airplane: 0.6288, IoU.dirt track: 0.0930, IoU.apparel: 0.3576, IoU.pole: 0.2808, IoU.land: 0.0089, IoU.bannister: 0.1682, IoU.escalator: 0.2869, IoU.ottoman: 0.4639, IoU.bottle: 0.2859, IoU.buffet: 0.3249, IoU.poster: 0.2773, IoU.stage: 0.1359, IoU.van: 0.4415, IoU.ship: 0.0630, IoU.fountain: 0.2071, IoU.conveyer belt: 0.5482, IoU.canopy: 0.1220, IoU.washer: 0.4856, IoU.plaything: 0.1277, IoU.swimming pool: 0.5757, IoU.stool: 0.4128, IoU.barrel: 0.8475, IoU.basket: 0.3213, IoU.waterfall: 0.5275, IoU.tent: 0.7009, IoU.bag: 0.2267, IoU.minibike: 0.7404, IoU.cradle: 0.7273, IoU.oven: 0.5854, IoU.ball: 0.3787, IoU.food: 0.6589, IoU.step: 0.2785, IoU.tank: 0.3830, IoU.trade name: 0.3544, IoU.microwave: 0.8326, IoU.pot: 0.3762, IoU.animal: 0.7103, IoU.bicycle: 0.6086, IoU.lake: 0.0000, IoU.dishwasher: 0.7142, IoU.screen: 0.5063, IoU.blanket: 0.3072, IoU.sculpture: 0.6366, IoU.hood: 0.8057, IoU.sconce: 0.5375, IoU.vase: 0.4578, IoU.traffic light: 0.3833, IoU.tray: 0.1606, IoU.ashcan: 0.4653, IoU.fan: 0.6328, IoU.pier: 0.0461, IoU.crt screen: 0.0539, IoU.plate: 0.5781, IoU.monitor: 0.0926, IoU.bulletin board: 0.4484, IoU.shower: 0.0880, IoU.radiator: 0.5957, IoU.glass: 0.2238, IoU.clock: 0.4733, IoU.flag: 0.4990, Acc.wall: 0.8827, Acc.building: 0.9247, Acc.sky: 0.9728, Acc.floor: 0.8933, Acc.tree: 0.8810, Acc.ceiling: 0.8844, Acc.road: 0.8640, Acc.bed : 0.9554, Acc.windowpane: 0.7983, Acc.grass: 0.8130, Acc.cabinet: 0.6770, Acc.sidewalk: 0.8262, Acc.person: 0.9386, Acc.earth: 0.4404, Acc.door: 0.6015, Acc.table: 0.8248, Acc.mountain: 0.8258, Acc.plant: 0.6731, Acc.curtain: 0.8234, Acc.chair: 0.7223, Acc.car: 0.9254, Acc.water: 0.6155, Acc.painting: 0.8721, Acc.sofa: 0.8399, Acc.shelf: 0.6013, Acc.house: 0.5695, Acc.sea: 0.7966, Acc.mirror: 0.8458, Acc.rug: 0.8262, Acc.field: 0.7017, Acc.armchair: 0.6148, Acc.seat: 0.8375, Acc.fence: 0.6680, Acc.desk: 0.6643, Acc.rock: 0.5916, Acc.wardrobe: 0.8483, Acc.lamp: 0.8419, Acc.bathtub: 0.9194, Acc.railing: 0.5576, Acc.cushion: 0.8538, Acc.base: 0.6232, Acc.box: 0.4115, Acc.column: 0.5998, Acc.signboard: 0.6045, Acc.chest of drawers: 0.8045, Acc.counter: 0.5258, Acc.sand: 0.5139, Acc.sink: 0.8611, Acc.skyscraper: 0.4066, Acc.fireplace: 0.8994, Acc.refrigerator: 0.8966, Acc.grandstand: 0.7048, Acc.path: 0.3286, Acc.stairs: 0.4809, Acc.runway: 0.9606, Acc.case: 0.6376, Acc.pool table: 0.9768, Acc.pillow: 0.5447, Acc.screen door: 0.9405, Acc.stairway: 0.4568, Acc.river: 0.2327, Acc.bridge: 0.9007, Acc.bookcase: 0.4834, Acc.blind: 0.3970, Acc.coffee table: 0.7914, Acc.toilet: 0.9094, Acc.flower: 0.5659, Acc.book: 0.7954, Acc.hill: 0.1054, Acc.bench: 0.6116, Acc.countertop: 0.8025, Acc.stove: 0.8975, Acc.palm: 0.6920, Acc.kitchen island: 0.6911, Acc.computer: 0.7949, Acc.swivel chair: 0.7450, Acc.boat: 0.8917, Acc.bar: 0.2277, Acc.arcade machine: 0.8100, Acc.hovel: 0.1414, Acc.bus: 0.9626, Acc.towel: 0.8792, Acc.light: 0.7974, Acc.truck: 0.7219, Acc.tower: 0.5297, Acc.chandelier: 0.7080, Acc.awning: 0.5274, Acc.streetlight: 0.6114, Acc.booth: 0.3846, Acc.television receiver: 0.8162, Acc.airplane: 0.6870, Acc.dirt track: 0.0988, Acc.apparel: 0.5133, Acc.pole: 0.4134, Acc.land: 0.0131, Acc.bannister: 0.2643, Acc.escalator: 0.3096, Acc.ottoman: 0.5861, Acc.bottle: 0.4104, Acc.buffet: 0.4466, Acc.poster: 0.4690, Acc.stage: 0.3156, Acc.van: 0.6009, Acc.ship: 0.0632, Acc.fountain: 0.2172, Acc.conveyer belt: 0.7405, Acc.canopy: 0.2113, Acc.washer: 0.7585, Acc.plaything: 0.2562, Acc.swimming pool: 0.6226, Acc.stool: 0.7366, Acc.barrel: 0.9667, Acc.basket: 0.5693, Acc.waterfall: 0.9491, Acc.tent: 0.9841, Acc.bag: 0.3922, Acc.minibike: 0.8649, Acc.cradle: 0.9771, Acc.oven: 0.6714, Acc.ball: 0.4535, Acc.food: 0.7544, Acc.step: 0.3845, Acc.tank: 0.4642, Acc.trade name: 0.4534, Acc.microwave: 0.9486, Acc.pot: 0.4404, Acc.animal: 0.7622, Acc.bicycle: 0.8096, Acc.lake: 0.0000, Acc.dishwasher: 0.8345, Acc.screen: 0.7212, Acc.blanket: 0.4712, Acc.sculpture: 0.8818, Acc.hood: 0.8502, Acc.sconce: 0.6656, Acc.vase: 0.7614, Acc.traffic light: 0.6773, Acc.tray: 0.2902, Acc.ashcan: 0.6926, Acc.fan: 0.8560, Acc.pier: 0.0563, Acc.crt screen: 0.1085, Acc.plate: 0.7472, Acc.monitor: 0.1222, Acc.bulletin board: 0.5026, Acc.shower: 0.2660, Acc.radiator: 0.6989, Acc.glass: 0.2543, Acc.clock: 0.6754, Acc.flag: 0.5601 +2023-11-06 19:36:17,402 - mmseg - INFO - Iter [40050/160000] lr: 7.497e-05, eta: 16:11:16, time: 0.904, data_time: 0.455, memory: 39436, decode.loss_cls: 0.4752, decode.loss_mask: 0.6227, decode.loss_dice: 0.9060, decode.d0.loss_cls: 1.4803, decode.d0.loss_mask: 0.6647, decode.d0.loss_dice: 1.0338, decode.d1.loss_cls: 0.5796, decode.d1.loss_mask: 0.6537, decode.d1.loss_dice: 0.9837, decode.d2.loss_cls: 0.5156, decode.d2.loss_mask: 0.6383, decode.d2.loss_dice: 0.9467, decode.d3.loss_cls: 0.4947, decode.d3.loss_mask: 0.6320, decode.d3.loss_dice: 0.9259, decode.d4.loss_cls: 0.4816, decode.d4.loss_mask: 0.6303, decode.d4.loss_dice: 0.9162, decode.d5.loss_cls: 0.4752, decode.d5.loss_mask: 0.6293, decode.d5.loss_dice: 0.9180, decode.d6.loss_cls: 0.4759, decode.d6.loss_mask: 0.6293, decode.d6.loss_dice: 0.9069, decode.d7.loss_cls: 0.4714, decode.d7.loss_mask: 0.6295, decode.d7.loss_dice: 0.9117, decode.d8.loss_cls: 0.4736, decode.d8.loss_mask: 0.6273, decode.d8.loss_dice: 0.9104, loss: 21.6397, grad_norm: 63.2150 +2023-11-06 19:36:40,880 - mmseg - INFO - Iter [40100/160000] lr: 7.494e-05, eta: 16:10:50, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4712, decode.loss_mask: 0.6270, decode.loss_dice: 0.9160, decode.d0.loss_cls: 1.4592, decode.d0.loss_mask: 0.6683, decode.d0.loss_dice: 1.0134, decode.d1.loss_cls: 0.5777, decode.d1.loss_mask: 0.6541, decode.d1.loss_dice: 0.9821, decode.d2.loss_cls: 0.5161, decode.d2.loss_mask: 0.6312, decode.d2.loss_dice: 0.9447, decode.d3.loss_cls: 0.4987, decode.d3.loss_mask: 0.6273, decode.d3.loss_dice: 0.9213, decode.d4.loss_cls: 0.4831, decode.d4.loss_mask: 0.6289, decode.d4.loss_dice: 0.9241, decode.d5.loss_cls: 0.4724, decode.d5.loss_mask: 0.6274, decode.d5.loss_dice: 0.9231, decode.d6.loss_cls: 0.4728, decode.d6.loss_mask: 0.6270, decode.d6.loss_dice: 0.9129, decode.d7.loss_cls: 0.4693, decode.d7.loss_mask: 0.6286, decode.d7.loss_dice: 0.9149, decode.d8.loss_cls: 0.4660, decode.d8.loss_mask: 0.6266, decode.d8.loss_dice: 0.9192, loss: 21.6046, grad_norm: 63.5949 +2023-11-06 19:37:04,264 - mmseg - INFO - Iter [40150/160000] lr: 7.491e-05, eta: 16:10:23, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4597, decode.loss_mask: 0.6308, decode.loss_dice: 0.9036, decode.d0.loss_cls: 1.4314, decode.d0.loss_mask: 0.6748, decode.d0.loss_dice: 1.0140, decode.d1.loss_cls: 0.5598, decode.d1.loss_mask: 0.6546, decode.d1.loss_dice: 0.9740, decode.d2.loss_cls: 0.5040, decode.d2.loss_mask: 0.6400, decode.d2.loss_dice: 0.9365, decode.d3.loss_cls: 0.4870, decode.d3.loss_mask: 0.6369, decode.d3.loss_dice: 0.9097, decode.d4.loss_cls: 0.4795, decode.d4.loss_mask: 0.6305, decode.d4.loss_dice: 0.9080, decode.d5.loss_cls: 0.4756, decode.d5.loss_mask: 0.6288, decode.d5.loss_dice: 0.9091, decode.d6.loss_cls: 0.4688, decode.d6.loss_mask: 0.6300, decode.d6.loss_dice: 0.9053, decode.d7.loss_cls: 0.4620, decode.d7.loss_mask: 0.6313, decode.d7.loss_dice: 0.9063, decode.d8.loss_cls: 0.4587, decode.d8.loss_mask: 0.6319, decode.d8.loss_dice: 0.9048, loss: 21.4472, grad_norm: 62.8255 +2023-11-06 19:37:27,294 - mmseg - INFO - Iter [40200/160000] lr: 7.488e-05, eta: 16:09:55, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4802, decode.loss_mask: 0.5903, decode.loss_dice: 0.8955, decode.d0.loss_cls: 1.4691, decode.d0.loss_mask: 0.6287, decode.d0.loss_dice: 1.0080, decode.d1.loss_cls: 0.5802, decode.d1.loss_mask: 0.6167, decode.d1.loss_dice: 0.9736, decode.d2.loss_cls: 0.5219, decode.d2.loss_mask: 0.6028, decode.d2.loss_dice: 0.9333, decode.d3.loss_cls: 0.5019, decode.d3.loss_mask: 0.5923, decode.d3.loss_dice: 0.9130, decode.d4.loss_cls: 0.4876, decode.d4.loss_mask: 0.5939, decode.d4.loss_dice: 0.9065, decode.d5.loss_cls: 0.4857, decode.d5.loss_mask: 0.5901, decode.d5.loss_dice: 0.9049, decode.d6.loss_cls: 0.4815, decode.d6.loss_mask: 0.5919, decode.d6.loss_dice: 0.9003, decode.d7.loss_cls: 0.4798, decode.d7.loss_mask: 0.5918, decode.d7.loss_dice: 0.8998, decode.d8.loss_cls: 0.4766, decode.d8.loss_mask: 0.5913, decode.d8.loss_dice: 0.8987, loss: 21.1878, grad_norm: 59.6974 +2023-11-06 19:37:50,476 - mmseg - INFO - Iter [40250/160000] lr: 7.484e-05, eta: 16:09:27, time: 0.464, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4619, decode.loss_mask: 0.6447, decode.loss_dice: 0.9279, decode.d0.loss_cls: 1.4727, decode.d0.loss_mask: 0.6844, decode.d0.loss_dice: 1.0366, decode.d1.loss_cls: 0.5754, decode.d1.loss_mask: 0.6650, decode.d1.loss_dice: 0.9954, decode.d2.loss_cls: 0.5199, decode.d2.loss_mask: 0.6477, decode.d2.loss_dice: 0.9533, decode.d3.loss_cls: 0.4933, decode.d3.loss_mask: 0.6471, decode.d3.loss_dice: 0.9421, decode.d4.loss_cls: 0.4811, decode.d4.loss_mask: 0.6432, decode.d4.loss_dice: 0.9374, decode.d5.loss_cls: 0.4807, decode.d5.loss_mask: 0.6459, decode.d5.loss_dice: 0.9368, decode.d6.loss_cls: 0.4685, decode.d6.loss_mask: 0.6468, decode.d6.loss_dice: 0.9278, decode.d7.loss_cls: 0.4669, decode.d7.loss_mask: 0.6456, decode.d7.loss_dice: 0.9270, decode.d8.loss_cls: 0.4646, decode.d8.loss_mask: 0.6432, decode.d8.loss_dice: 0.9261, loss: 21.9091, grad_norm: 60.8019 +2023-11-06 19:38:13,964 - mmseg - INFO - Iter [40300/160000] lr: 7.481e-05, eta: 16:09:00, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4745, decode.loss_mask: 0.6254, decode.loss_dice: 0.9107, decode.d0.loss_cls: 1.4901, decode.d0.loss_mask: 0.6546, decode.d0.loss_dice: 1.0253, decode.d1.loss_cls: 0.5855, decode.d1.loss_mask: 0.6473, decode.d1.loss_dice: 0.9845, decode.d2.loss_cls: 0.5244, decode.d2.loss_mask: 0.6324, decode.d2.loss_dice: 0.9402, decode.d3.loss_cls: 0.4995, decode.d3.loss_mask: 0.6271, decode.d3.loss_dice: 0.9198, decode.d4.loss_cls: 0.4883, decode.d4.loss_mask: 0.6262, decode.d4.loss_dice: 0.9189, decode.d5.loss_cls: 0.4872, decode.d5.loss_mask: 0.6257, decode.d5.loss_dice: 0.9163, decode.d6.loss_cls: 0.4817, decode.d6.loss_mask: 0.6230, decode.d6.loss_dice: 0.9121, decode.d7.loss_cls: 0.4815, decode.d7.loss_mask: 0.6261, decode.d7.loss_dice: 0.9117, decode.d8.loss_cls: 0.4725, decode.d8.loss_mask: 0.6252, decode.d8.loss_dice: 0.9123, loss: 21.6500, grad_norm: 61.7479 +2023-11-06 19:38:37,218 - mmseg - INFO - Iter [40350/160000] lr: 7.478e-05, eta: 16:08:33, time: 0.465, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4780, decode.loss_mask: 0.6285, decode.loss_dice: 0.9045, decode.d0.loss_cls: 1.4862, decode.d0.loss_mask: 0.6707, decode.d0.loss_dice: 1.0116, decode.d1.loss_cls: 0.5826, decode.d1.loss_mask: 0.6551, decode.d1.loss_dice: 0.9716, decode.d2.loss_cls: 0.5224, decode.d2.loss_mask: 0.6457, decode.d2.loss_dice: 0.9415, decode.d3.loss_cls: 0.4974, decode.d3.loss_mask: 0.6378, decode.d3.loss_dice: 0.9182, decode.d4.loss_cls: 0.4861, decode.d4.loss_mask: 0.6344, decode.d4.loss_dice: 0.9142, decode.d5.loss_cls: 0.4820, decode.d5.loss_mask: 0.6364, decode.d5.loss_dice: 0.9197, decode.d6.loss_cls: 0.4733, decode.d6.loss_mask: 0.6357, decode.d6.loss_dice: 0.9094, decode.d7.loss_cls: 0.4737, decode.d7.loss_mask: 0.6328, decode.d7.loss_dice: 0.9066, decode.d8.loss_cls: 0.4758, decode.d8.loss_mask: 0.6298, decode.d8.loss_dice: 0.9088, loss: 21.6707, grad_norm: 63.3228 +2023-11-06 19:39:00,331 - mmseg - INFO - Iter [40400/160000] lr: 7.475e-05, eta: 16:08:05, time: 0.464, data_time: 0.015, memory: 39436, decode.loss_cls: 0.4772, decode.loss_mask: 0.6329, decode.loss_dice: 0.9251, decode.d0.loss_cls: 1.4575, decode.d0.loss_mask: 0.6762, decode.d0.loss_dice: 1.0462, decode.d1.loss_cls: 0.5772, decode.d1.loss_mask: 0.6657, decode.d1.loss_dice: 1.0060, decode.d2.loss_cls: 0.5197, decode.d2.loss_mask: 0.6499, decode.d2.loss_dice: 0.9653, decode.d3.loss_cls: 0.4958, decode.d3.loss_mask: 0.6429, decode.d3.loss_dice: 0.9424, decode.d4.loss_cls: 0.4908, decode.d4.loss_mask: 0.6432, decode.d4.loss_dice: 0.9428, decode.d5.loss_cls: 0.4849, decode.d5.loss_mask: 0.6413, decode.d5.loss_dice: 0.9453, decode.d6.loss_cls: 0.4775, decode.d6.loss_mask: 0.6379, decode.d6.loss_dice: 0.9339, decode.d7.loss_cls: 0.4823, decode.d7.loss_mask: 0.6387, decode.d7.loss_dice: 0.9291, decode.d8.loss_cls: 0.4759, decode.d8.loss_mask: 0.6353, decode.d8.loss_dice: 0.9332, loss: 21.9721, grad_norm: 62.1095 +2023-11-06 19:39:25,757 - mmseg - INFO - Iter [40450/160000] lr: 7.472e-05, eta: 16:07:44, time: 0.509, data_time: 0.062, memory: 39436, decode.loss_cls: 0.4442, decode.loss_mask: 0.6116, decode.loss_dice: 0.8981, decode.d0.loss_cls: 1.4278, decode.d0.loss_mask: 0.6526, decode.d0.loss_dice: 1.0014, decode.d1.loss_cls: 0.5394, decode.d1.loss_mask: 0.6380, decode.d1.loss_dice: 0.9705, decode.d2.loss_cls: 0.4954, decode.d2.loss_mask: 0.6275, decode.d2.loss_dice: 0.9351, decode.d3.loss_cls: 0.4662, decode.d3.loss_mask: 0.6164, decode.d3.loss_dice: 0.9110, decode.d4.loss_cls: 0.4573, decode.d4.loss_mask: 0.6159, decode.d4.loss_dice: 0.9053, decode.d5.loss_cls: 0.4504, decode.d5.loss_mask: 0.6142, decode.d5.loss_dice: 0.9101, decode.d6.loss_cls: 0.4548, decode.d6.loss_mask: 0.6106, decode.d6.loss_dice: 0.8974, decode.d7.loss_cls: 0.4525, decode.d7.loss_mask: 0.6121, decode.d7.loss_dice: 0.8985, decode.d8.loss_cls: 0.4456, decode.d8.loss_mask: 0.6116, decode.d8.loss_dice: 0.8970, loss: 21.0685, grad_norm: 63.4604 +2023-11-06 19:39:48,547 - mmseg - INFO - Iter [40500/160000] lr: 7.469e-05, eta: 16:07:16, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4390, decode.loss_mask: 0.6294, decode.loss_dice: 0.8998, decode.d0.loss_cls: 1.4430, decode.d0.loss_mask: 0.6773, decode.d0.loss_dice: 1.0039, decode.d1.loss_cls: 0.5400, decode.d1.loss_mask: 0.6574, decode.d1.loss_dice: 0.9742, decode.d2.loss_cls: 0.4926, decode.d2.loss_mask: 0.6419, decode.d2.loss_dice: 0.9312, decode.d3.loss_cls: 0.4667, decode.d3.loss_mask: 0.6310, decode.d3.loss_dice: 0.9106, decode.d4.loss_cls: 0.4498, decode.d4.loss_mask: 0.6324, decode.d4.loss_dice: 0.9079, decode.d5.loss_cls: 0.4464, decode.d5.loss_mask: 0.6300, decode.d5.loss_dice: 0.9025, decode.d6.loss_cls: 0.4428, decode.d6.loss_mask: 0.6287, decode.d6.loss_dice: 0.8973, decode.d7.loss_cls: 0.4375, decode.d7.loss_mask: 0.6299, decode.d7.loss_dice: 0.8993, decode.d8.loss_cls: 0.4410, decode.d8.loss_mask: 0.6278, decode.d8.loss_dice: 0.9001, loss: 21.2114, grad_norm: 66.0897 +2023-11-06 19:40:11,648 - mmseg - INFO - Iter [40550/160000] lr: 7.466e-05, eta: 16:06:48, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4647, decode.loss_mask: 0.6104, decode.loss_dice: 0.9013, decode.d0.loss_cls: 1.4731, decode.d0.loss_mask: 0.6527, decode.d0.loss_dice: 1.0194, decode.d1.loss_cls: 0.5757, decode.d1.loss_mask: 0.6383, decode.d1.loss_dice: 0.9841, decode.d2.loss_cls: 0.5109, decode.d2.loss_mask: 0.6213, decode.d2.loss_dice: 0.9413, decode.d3.loss_cls: 0.4965, decode.d3.loss_mask: 0.6139, decode.d3.loss_dice: 0.9173, decode.d4.loss_cls: 0.4843, decode.d4.loss_mask: 0.6100, decode.d4.loss_dice: 0.9196, decode.d5.loss_cls: 0.4717, decode.d5.loss_mask: 0.6123, decode.d5.loss_dice: 0.9166, decode.d6.loss_cls: 0.4639, decode.d6.loss_mask: 0.6119, decode.d6.loss_dice: 0.9022, decode.d7.loss_cls: 0.4666, decode.d7.loss_mask: 0.6123, decode.d7.loss_dice: 0.8993, decode.d8.loss_cls: 0.4630, decode.d8.loss_mask: 0.6110, decode.d8.loss_dice: 0.9079, loss: 21.3737, grad_norm: 62.6013 +2023-11-06 19:40:34,740 - mmseg - INFO - Iter [40600/160000] lr: 7.463e-05, eta: 16:06:20, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4821, decode.loss_mask: 0.6332, decode.loss_dice: 0.9062, decode.d0.loss_cls: 1.4867, decode.d0.loss_mask: 0.6778, decode.d0.loss_dice: 1.0181, decode.d1.loss_cls: 0.5936, decode.d1.loss_mask: 0.6676, decode.d1.loss_dice: 0.9860, decode.d2.loss_cls: 0.5289, decode.d2.loss_mask: 0.6466, decode.d2.loss_dice: 0.9436, decode.d3.loss_cls: 0.5011, decode.d3.loss_mask: 0.6392, decode.d3.loss_dice: 0.9165, decode.d4.loss_cls: 0.4962, decode.d4.loss_mask: 0.6393, decode.d4.loss_dice: 0.9138, decode.d5.loss_cls: 0.4938, decode.d5.loss_mask: 0.6400, decode.d5.loss_dice: 0.9093, decode.d6.loss_cls: 0.4912, decode.d6.loss_mask: 0.6390, decode.d6.loss_dice: 0.9043, decode.d7.loss_cls: 0.4822, decode.d7.loss_mask: 0.6355, decode.d7.loss_dice: 0.9080, decode.d8.loss_cls: 0.4825, decode.d8.loss_mask: 0.6302, decode.d8.loss_dice: 0.9029, loss: 21.7953, grad_norm: 60.9997 +2023-11-06 19:40:58,039 - mmseg - INFO - Iter [40650/160000] lr: 7.459e-05, eta: 16:05:53, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4775, decode.loss_mask: 0.6042, decode.loss_dice: 0.9007, decode.d0.loss_cls: 1.4859, decode.d0.loss_mask: 0.6442, decode.d0.loss_dice: 1.0018, decode.d1.loss_cls: 0.5968, decode.d1.loss_mask: 0.6348, decode.d1.loss_dice: 0.9690, decode.d2.loss_cls: 0.5257, decode.d2.loss_mask: 0.6170, decode.d2.loss_dice: 0.9304, decode.d3.loss_cls: 0.5037, decode.d3.loss_mask: 0.6142, decode.d3.loss_dice: 0.9094, decode.d4.loss_cls: 0.4908, decode.d4.loss_mask: 0.6115, decode.d4.loss_dice: 0.9106, decode.d5.loss_cls: 0.4900, decode.d5.loss_mask: 0.6057, decode.d5.loss_dice: 0.9112, decode.d6.loss_cls: 0.4850, decode.d6.loss_mask: 0.6060, decode.d6.loss_dice: 0.8990, decode.d7.loss_cls: 0.4846, decode.d7.loss_mask: 0.6043, decode.d7.loss_dice: 0.9007, decode.d8.loss_cls: 0.4752, decode.d8.loss_mask: 0.6078, decode.d8.loss_dice: 0.9004, loss: 21.3980, grad_norm: 63.2359 +2023-11-06 19:41:21,645 - mmseg - INFO - Iter [40700/160000] lr: 7.456e-05, eta: 16:05:27, time: 0.472, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4677, decode.loss_mask: 0.6185, decode.loss_dice: 0.9062, decode.d0.loss_cls: 1.4886, decode.d0.loss_mask: 0.6609, decode.d0.loss_dice: 1.0180, decode.d1.loss_cls: 0.5742, decode.d1.loss_mask: 0.6428, decode.d1.loss_dice: 0.9816, decode.d2.loss_cls: 0.5090, decode.d2.loss_mask: 0.6358, decode.d2.loss_dice: 0.9439, decode.d3.loss_cls: 0.4931, decode.d3.loss_mask: 0.6260, decode.d3.loss_dice: 0.9205, decode.d4.loss_cls: 0.4845, decode.d4.loss_mask: 0.6199, decode.d4.loss_dice: 0.9144, decode.d5.loss_cls: 0.4799, decode.d5.loss_mask: 0.6225, decode.d5.loss_dice: 0.9137, decode.d6.loss_cls: 0.4744, decode.d6.loss_mask: 0.6189, decode.d6.loss_dice: 0.9115, decode.d7.loss_cls: 0.4701, decode.d7.loss_mask: 0.6204, decode.d7.loss_dice: 0.9118, decode.d8.loss_cls: 0.4714, decode.d8.loss_mask: 0.6203, decode.d8.loss_dice: 0.9139, loss: 21.5346, grad_norm: 63.3115 +2023-11-06 19:41:45,187 - mmseg - INFO - Iter [40750/160000] lr: 7.453e-05, eta: 16:05:00, time: 0.471, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4626, decode.loss_mask: 0.6249, decode.loss_dice: 0.8987, decode.d0.loss_cls: 1.4505, decode.d0.loss_mask: 0.6706, decode.d0.loss_dice: 1.0183, decode.d1.loss_cls: 0.5662, decode.d1.loss_mask: 0.6452, decode.d1.loss_dice: 0.9662, decode.d2.loss_cls: 0.5038, decode.d2.loss_mask: 0.6348, decode.d2.loss_dice: 0.9335, decode.d3.loss_cls: 0.4795, decode.d3.loss_mask: 0.6301, decode.d3.loss_dice: 0.9131, decode.d4.loss_cls: 0.4680, decode.d4.loss_mask: 0.6277, decode.d4.loss_dice: 0.9102, decode.d5.loss_cls: 0.4653, decode.d5.loss_mask: 0.6281, decode.d5.loss_dice: 0.9114, decode.d6.loss_cls: 0.4646, decode.d6.loss_mask: 0.6292, decode.d6.loss_dice: 0.9061, decode.d7.loss_cls: 0.4550, decode.d7.loss_mask: 0.6263, decode.d7.loss_dice: 0.9046, decode.d8.loss_cls: 0.4555, decode.d8.loss_mask: 0.6264, decode.d8.loss_dice: 0.9052, loss: 21.3817, grad_norm: 62.7983 +2023-11-06 19:42:08,618 - mmseg - INFO - Iter [40800/160000] lr: 7.450e-05, eta: 16:04:33, time: 0.469, data_time: 0.014, memory: 39436, decode.loss_cls: 0.5022, decode.loss_mask: 0.6176, decode.loss_dice: 0.9320, decode.d0.loss_cls: 1.4818, decode.d0.loss_mask: 0.6590, decode.d0.loss_dice: 1.0347, decode.d1.loss_cls: 0.6222, decode.d1.loss_mask: 0.6396, decode.d1.loss_dice: 0.9766, decode.d2.loss_cls: 0.5546, decode.d2.loss_mask: 0.6281, decode.d2.loss_dice: 0.9578, decode.d3.loss_cls: 0.5322, decode.d3.loss_mask: 0.6224, decode.d3.loss_dice: 0.9350, decode.d4.loss_cls: 0.5173, decode.d4.loss_mask: 0.6212, decode.d4.loss_dice: 0.9344, decode.d5.loss_cls: 0.5131, decode.d5.loss_mask: 0.6206, decode.d5.loss_dice: 0.9301, decode.d6.loss_cls: 0.5097, decode.d6.loss_mask: 0.6188, decode.d6.loss_dice: 0.9295, decode.d7.loss_cls: 0.5068, decode.d7.loss_mask: 0.6216, decode.d7.loss_dice: 0.9334, decode.d8.loss_cls: 0.4997, decode.d8.loss_mask: 0.6202, decode.d8.loss_dice: 0.9273, loss: 21.9995, grad_norm: 60.6014 +2023-11-06 19:42:32,085 - mmseg - INFO - Iter [40850/160000] lr: 7.447e-05, eta: 16:04:07, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4701, decode.loss_mask: 0.6027, decode.loss_dice: 0.9087, decode.d0.loss_cls: 1.4758, decode.d0.loss_mask: 0.6415, decode.d0.loss_dice: 1.0123, decode.d1.loss_cls: 0.5778, decode.d1.loss_mask: 0.6229, decode.d1.loss_dice: 0.9640, decode.d2.loss_cls: 0.5159, decode.d2.loss_mask: 0.6097, decode.d2.loss_dice: 0.9364, decode.d3.loss_cls: 0.4972, decode.d3.loss_mask: 0.6053, decode.d3.loss_dice: 0.9224, decode.d4.loss_cls: 0.4886, decode.d4.loss_mask: 0.6025, decode.d4.loss_dice: 0.9163, decode.d5.loss_cls: 0.4815, decode.d5.loss_mask: 0.6058, decode.d5.loss_dice: 0.9136, decode.d6.loss_cls: 0.4782, decode.d6.loss_mask: 0.6058, decode.d6.loss_dice: 0.9047, decode.d7.loss_cls: 0.4727, decode.d7.loss_mask: 0.6066, decode.d7.loss_dice: 0.9085, decode.d8.loss_cls: 0.4688, decode.d8.loss_mask: 0.6037, decode.d8.loss_dice: 0.9091, loss: 21.3288, grad_norm: 55.8176 +2023-11-06 19:42:55,277 - mmseg - INFO - Iter [40900/160000] lr: 7.444e-05, eta: 16:03:39, time: 0.464, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4727, decode.loss_mask: 0.6406, decode.loss_dice: 0.9063, decode.d0.loss_cls: 1.4698, decode.d0.loss_mask: 0.6824, decode.d0.loss_dice: 1.0164, decode.d1.loss_cls: 0.5824, decode.d1.loss_mask: 0.6641, decode.d1.loss_dice: 0.9765, decode.d2.loss_cls: 0.5336, decode.d2.loss_mask: 0.6472, decode.d2.loss_dice: 0.9393, decode.d3.loss_cls: 0.5111, decode.d3.loss_mask: 0.6407, decode.d3.loss_dice: 0.9129, decode.d4.loss_cls: 0.4992, decode.d4.loss_mask: 0.6406, decode.d4.loss_dice: 0.9120, decode.d5.loss_cls: 0.4909, decode.d5.loss_mask: 0.6407, decode.d5.loss_dice: 0.9079, decode.d6.loss_cls: 0.4841, decode.d6.loss_mask: 0.6444, decode.d6.loss_dice: 0.9012, decode.d7.loss_cls: 0.4733, decode.d7.loss_mask: 0.6412, decode.d7.loss_dice: 0.9051, decode.d8.loss_cls: 0.4748, decode.d8.loss_mask: 0.6415, decode.d8.loss_dice: 0.9077, loss: 21.7606, grad_norm: 61.6554 +2023-11-06 19:43:18,603 - mmseg - INFO - Iter [40950/160000] lr: 7.441e-05, eta: 16:03:12, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4649, decode.loss_mask: 0.6319, decode.loss_dice: 0.9243, decode.d0.loss_cls: 1.4580, decode.d0.loss_mask: 0.6714, decode.d0.loss_dice: 1.0321, decode.d1.loss_cls: 0.5592, decode.d1.loss_mask: 0.6581, decode.d1.loss_dice: 0.9910, decode.d2.loss_cls: 0.5031, decode.d2.loss_mask: 0.6436, decode.d2.loss_dice: 0.9585, decode.d3.loss_cls: 0.4850, decode.d3.loss_mask: 0.6372, decode.d3.loss_dice: 0.9382, decode.d4.loss_cls: 0.4732, decode.d4.loss_mask: 0.6359, decode.d4.loss_dice: 0.9319, decode.d5.loss_cls: 0.4713, decode.d5.loss_mask: 0.6361, decode.d5.loss_dice: 0.9264, decode.d6.loss_cls: 0.4718, decode.d6.loss_mask: 0.6287, decode.d6.loss_dice: 0.9169, decode.d7.loss_cls: 0.4667, decode.d7.loss_mask: 0.6309, decode.d7.loss_dice: 0.9168, decode.d8.loss_cls: 0.4652, decode.d8.loss_mask: 0.6354, decode.d8.loss_dice: 0.9275, loss: 21.6910, grad_norm: 63.9982 +2023-11-06 19:43:42,561 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 19:43:42,561 - mmseg - INFO - Iter [41000/160000] lr: 7.438e-05, eta: 16:02:47, time: 0.479, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4616, decode.loss_mask: 0.6237, decode.loss_dice: 0.9000, decode.d0.loss_cls: 1.4422, decode.d0.loss_mask: 0.6685, decode.d0.loss_dice: 1.0051, decode.d1.loss_cls: 0.5784, decode.d1.loss_mask: 0.6473, decode.d1.loss_dice: 0.9773, decode.d2.loss_cls: 0.5112, decode.d2.loss_mask: 0.6273, decode.d2.loss_dice: 0.9333, decode.d3.loss_cls: 0.4877, decode.d3.loss_mask: 0.6245, decode.d3.loss_dice: 0.9129, decode.d4.loss_cls: 0.4817, decode.d4.loss_mask: 0.6228, decode.d4.loss_dice: 0.9093, decode.d5.loss_cls: 0.4812, decode.d5.loss_mask: 0.6211, decode.d5.loss_dice: 0.9079, decode.d6.loss_cls: 0.4695, decode.d6.loss_mask: 0.6219, decode.d6.loss_dice: 0.9050, decode.d7.loss_cls: 0.4700, decode.d7.loss_mask: 0.6239, decode.d7.loss_dice: 0.9064, decode.d8.loss_cls: 0.4644, decode.d8.loss_mask: 0.6250, decode.d8.loss_dice: 0.9099, loss: 21.4209, grad_norm: 65.0625 +2023-11-06 19:44:05,889 - mmseg - INFO - Iter [41050/160000] lr: 7.434e-05, eta: 16:02:20, time: 0.467, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4536, decode.loss_mask: 0.6651, decode.loss_dice: 0.9294, decode.d0.loss_cls: 1.4292, decode.d0.loss_mask: 0.7120, decode.d0.loss_dice: 1.0454, decode.d1.loss_cls: 0.5781, decode.d1.loss_mask: 0.6931, decode.d1.loss_dice: 0.9991, decode.d2.loss_cls: 0.5119, decode.d2.loss_mask: 0.6721, decode.d2.loss_dice: 0.9604, decode.d3.loss_cls: 0.4956, decode.d3.loss_mask: 0.6647, decode.d3.loss_dice: 0.9367, decode.d4.loss_cls: 0.4783, decode.d4.loss_mask: 0.6629, decode.d4.loss_dice: 0.9378, decode.d5.loss_cls: 0.4756, decode.d5.loss_mask: 0.6615, decode.d5.loss_dice: 0.9377, decode.d6.loss_cls: 0.4654, decode.d6.loss_mask: 0.6637, decode.d6.loss_dice: 0.9301, decode.d7.loss_cls: 0.4643, decode.d7.loss_mask: 0.6613, decode.d7.loss_dice: 0.9306, decode.d8.loss_cls: 0.4622, decode.d8.loss_mask: 0.6611, decode.d8.loss_dice: 0.9319, loss: 22.0704, grad_norm: 64.1833 +2023-11-06 19:44:29,715 - mmseg - INFO - Iter [41100/160000] lr: 7.431e-05, eta: 16:01:55, time: 0.477, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4724, decode.loss_mask: 0.6211, decode.loss_dice: 0.9098, decode.d0.loss_cls: 1.4635, decode.d0.loss_mask: 0.6703, decode.d0.loss_dice: 1.0263, decode.d1.loss_cls: 0.5738, decode.d1.loss_mask: 0.6534, decode.d1.loss_dice: 0.9882, decode.d2.loss_cls: 0.5123, decode.d2.loss_mask: 0.6321, decode.d2.loss_dice: 0.9444, decode.d3.loss_cls: 0.5019, decode.d3.loss_mask: 0.6253, decode.d3.loss_dice: 0.9201, decode.d4.loss_cls: 0.4873, decode.d4.loss_mask: 0.6242, decode.d4.loss_dice: 0.9236, decode.d5.loss_cls: 0.4862, decode.d5.loss_mask: 0.6244, decode.d5.loss_dice: 0.9180, decode.d6.loss_cls: 0.4783, decode.d6.loss_mask: 0.6235, decode.d6.loss_dice: 0.9106, decode.d7.loss_cls: 0.4699, decode.d7.loss_mask: 0.6255, decode.d7.loss_dice: 0.9107, decode.d8.loss_cls: 0.4761, decode.d8.loss_mask: 0.6244, decode.d8.loss_dice: 0.9115, loss: 21.6094, grad_norm: 65.1793 +2023-11-06 19:44:53,177 - mmseg - INFO - Iter [41150/160000] lr: 7.428e-05, eta: 16:01:28, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4468, decode.loss_mask: 0.6140, decode.loss_dice: 0.8912, decode.d0.loss_cls: 1.4349, decode.d0.loss_mask: 0.6438, decode.d0.loss_dice: 0.9893, decode.d1.loss_cls: 0.5533, decode.d1.loss_mask: 0.6352, decode.d1.loss_dice: 0.9530, decode.d2.loss_cls: 0.4925, decode.d2.loss_mask: 0.6231, decode.d2.loss_dice: 0.9155, decode.d3.loss_cls: 0.4721, decode.d3.loss_mask: 0.6164, decode.d3.loss_dice: 0.8968, decode.d4.loss_cls: 0.4602, decode.d4.loss_mask: 0.6152, decode.d4.loss_dice: 0.8957, decode.d5.loss_cls: 0.4529, decode.d5.loss_mask: 0.6128, decode.d5.loss_dice: 0.8950, decode.d6.loss_cls: 0.4491, decode.d6.loss_mask: 0.6175, decode.d6.loss_dice: 0.8906, decode.d7.loss_cls: 0.4514, decode.d7.loss_mask: 0.6150, decode.d7.loss_dice: 0.8931, decode.d8.loss_cls: 0.4439, decode.d8.loss_mask: 0.6160, decode.d8.loss_dice: 0.8934, loss: 20.9795, grad_norm: 64.8813 +2023-11-06 19:45:16,497 - mmseg - INFO - Iter [41200/160000] lr: 7.425e-05, eta: 16:01:01, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4727, decode.loss_mask: 0.6502, decode.loss_dice: 0.9203, decode.d0.loss_cls: 1.4817, decode.d0.loss_mask: 0.6857, decode.d0.loss_dice: 1.0213, decode.d1.loss_cls: 0.5939, decode.d1.loss_mask: 0.6802, decode.d1.loss_dice: 0.9943, decode.d2.loss_cls: 0.5324, decode.d2.loss_mask: 0.6570, decode.d2.loss_dice: 0.9550, decode.d3.loss_cls: 0.5074, decode.d3.loss_mask: 0.6505, decode.d3.loss_dice: 0.9304, decode.d4.loss_cls: 0.4952, decode.d4.loss_mask: 0.6534, decode.d4.loss_dice: 0.9274, decode.d5.loss_cls: 0.4852, decode.d5.loss_mask: 0.6537, decode.d5.loss_dice: 0.9241, decode.d6.loss_cls: 0.4756, decode.d6.loss_mask: 0.6546, decode.d6.loss_dice: 0.9222, decode.d7.loss_cls: 0.4769, decode.d7.loss_mask: 0.6512, decode.d7.loss_dice: 0.9215, decode.d8.loss_cls: 0.4756, decode.d8.loss_mask: 0.6489, decode.d8.loss_dice: 0.9215, loss: 22.0200, grad_norm: 71.5104 +2023-11-06 19:45:39,792 - mmseg - INFO - Iter [41250/160000] lr: 7.422e-05, eta: 16:00:34, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4609, decode.loss_mask: 0.6071, decode.loss_dice: 0.9086, decode.d0.loss_cls: 1.4547, decode.d0.loss_mask: 0.6513, decode.d0.loss_dice: 1.0224, decode.d1.loss_cls: 0.5583, decode.d1.loss_mask: 0.6290, decode.d1.loss_dice: 0.9762, decode.d2.loss_cls: 0.5015, decode.d2.loss_mask: 0.6151, decode.d2.loss_dice: 0.9345, decode.d3.loss_cls: 0.4828, decode.d3.loss_mask: 0.6088, decode.d3.loss_dice: 0.9130, decode.d4.loss_cls: 0.4764, decode.d4.loss_mask: 0.6057, decode.d4.loss_dice: 0.9175, decode.d5.loss_cls: 0.4726, decode.d5.loss_mask: 0.6049, decode.d5.loss_dice: 0.9077, decode.d6.loss_cls: 0.4670, decode.d6.loss_mask: 0.6066, decode.d6.loss_dice: 0.9061, decode.d7.loss_cls: 0.4607, decode.d7.loss_mask: 0.6065, decode.d7.loss_dice: 0.9117, decode.d8.loss_cls: 0.4601, decode.d8.loss_mask: 0.6066, decode.d8.loss_dice: 0.9115, loss: 21.2460, grad_norm: 67.7569 +2023-11-06 19:46:03,136 - mmseg - INFO - Iter [41300/160000] lr: 7.419e-05, eta: 16:00:07, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4642, decode.loss_mask: 0.6258, decode.loss_dice: 0.9036, decode.d0.loss_cls: 1.4765, decode.d0.loss_mask: 0.6666, decode.d0.loss_dice: 1.0167, decode.d1.loss_cls: 0.5779, decode.d1.loss_mask: 0.6503, decode.d1.loss_dice: 0.9718, decode.d2.loss_cls: 0.5101, decode.d2.loss_mask: 0.6329, decode.d2.loss_dice: 0.9331, decode.d3.loss_cls: 0.4878, decode.d3.loss_mask: 0.6285, decode.d3.loss_dice: 0.9070, decode.d4.loss_cls: 0.4792, decode.d4.loss_mask: 0.6231, decode.d4.loss_dice: 0.9095, decode.d5.loss_cls: 0.4692, decode.d5.loss_mask: 0.6271, decode.d5.loss_dice: 0.9093, decode.d6.loss_cls: 0.4668, decode.d6.loss_mask: 0.6265, decode.d6.loss_dice: 0.9034, decode.d7.loss_cls: 0.4632, decode.d7.loss_mask: 0.6250, decode.d7.loss_dice: 0.9030, decode.d8.loss_cls: 0.4579, decode.d8.loss_mask: 0.6217, decode.d8.loss_dice: 0.9046, loss: 21.4424, grad_norm: 63.0194 +2023-11-06 19:46:26,306 - mmseg - INFO - Iter [41350/160000] lr: 7.416e-05, eta: 15:59:40, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4624, decode.loss_mask: 0.6103, decode.loss_dice: 0.9061, decode.d0.loss_cls: 1.4273, decode.d0.loss_mask: 0.6494, decode.d0.loss_dice: 1.0156, decode.d1.loss_cls: 0.5716, decode.d1.loss_mask: 0.6388, decode.d1.loss_dice: 0.9670, decode.d2.loss_cls: 0.5069, decode.d2.loss_mask: 0.6150, decode.d2.loss_dice: 0.9352, decode.d3.loss_cls: 0.4904, decode.d3.loss_mask: 0.6087, decode.d3.loss_dice: 0.9169, decode.d4.loss_cls: 0.4811, decode.d4.loss_mask: 0.6105, decode.d4.loss_dice: 0.9146, decode.d5.loss_cls: 0.4732, decode.d5.loss_mask: 0.6069, decode.d5.loss_dice: 0.9129, decode.d6.loss_cls: 0.4716, decode.d6.loss_mask: 0.6076, decode.d6.loss_dice: 0.9039, decode.d7.loss_cls: 0.4615, decode.d7.loss_mask: 0.6104, decode.d7.loss_dice: 0.9080, decode.d8.loss_cls: 0.4559, decode.d8.loss_mask: 0.6116, decode.d8.loss_dice: 0.9138, loss: 21.2648, grad_norm: 61.5160 +2023-11-06 19:46:49,518 - mmseg - INFO - Iter [41400/160000] lr: 7.413e-05, eta: 15:59:12, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4842, decode.loss_mask: 0.6329, decode.loss_dice: 0.9151, decode.d0.loss_cls: 1.4689, decode.d0.loss_mask: 0.6740, decode.d0.loss_dice: 1.0193, decode.d1.loss_cls: 0.5864, decode.d1.loss_mask: 0.6654, decode.d1.loss_dice: 0.9865, decode.d2.loss_cls: 0.5352, decode.d2.loss_mask: 0.6483, decode.d2.loss_dice: 0.9517, decode.d3.loss_cls: 0.5098, decode.d3.loss_mask: 0.6415, decode.d3.loss_dice: 0.9269, decode.d4.loss_cls: 0.4955, decode.d4.loss_mask: 0.6429, decode.d4.loss_dice: 0.9239, decode.d5.loss_cls: 0.4902, decode.d5.loss_mask: 0.6404, decode.d5.loss_dice: 0.9218, decode.d6.loss_cls: 0.4829, decode.d6.loss_mask: 0.6411, decode.d6.loss_dice: 0.9167, decode.d7.loss_cls: 0.4813, decode.d7.loss_mask: 0.6376, decode.d7.loss_dice: 0.9201, decode.d8.loss_cls: 0.4855, decode.d8.loss_mask: 0.6316, decode.d8.loss_dice: 0.9183, loss: 21.8761, grad_norm: 63.6219 +2023-11-06 19:47:12,775 - mmseg - INFO - Iter [41450/160000] lr: 7.409e-05, eta: 15:58:45, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.5096, decode.loss_mask: 0.6254, decode.loss_dice: 0.9336, decode.d0.loss_cls: 1.5011, decode.d0.loss_mask: 0.6694, decode.d0.loss_dice: 1.0536, decode.d1.loss_cls: 0.6091, decode.d1.loss_mask: 0.6508, decode.d1.loss_dice: 0.9912, decode.d2.loss_cls: 0.5552, decode.d2.loss_mask: 0.6367, decode.d2.loss_dice: 0.9578, decode.d3.loss_cls: 0.5342, decode.d3.loss_mask: 0.6249, decode.d3.loss_dice: 0.9340, decode.d4.loss_cls: 0.5203, decode.d4.loss_mask: 0.6252, decode.d4.loss_dice: 0.9318, decode.d5.loss_cls: 0.5193, decode.d5.loss_mask: 0.6245, decode.d5.loss_dice: 0.9313, decode.d6.loss_cls: 0.5163, decode.d6.loss_mask: 0.6258, decode.d6.loss_dice: 0.9278, decode.d7.loss_cls: 0.5076, decode.d7.loss_mask: 0.6259, decode.d7.loss_dice: 0.9305, decode.d8.loss_cls: 0.5082, decode.d8.loss_mask: 0.6240, decode.d8.loss_dice: 0.9322, loss: 22.1373, grad_norm: 66.6109 +2023-11-06 19:47:36,003 - mmseg - INFO - Iter [41500/160000] lr: 7.406e-05, eta: 15:58:18, time: 0.466, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4755, decode.loss_mask: 0.6529, decode.loss_dice: 0.9495, decode.d0.loss_cls: 1.5015, decode.d0.loss_mask: 0.6995, decode.d0.loss_dice: 1.0600, decode.d1.loss_cls: 0.5801, decode.d1.loss_mask: 0.6834, decode.d1.loss_dice: 1.0228, decode.d2.loss_cls: 0.5243, decode.d2.loss_mask: 0.6695, decode.d2.loss_dice: 0.9867, decode.d3.loss_cls: 0.5059, decode.d3.loss_mask: 0.6623, decode.d3.loss_dice: 0.9653, decode.d4.loss_cls: 0.4924, decode.d4.loss_mask: 0.6591, decode.d4.loss_dice: 0.9638, decode.d5.loss_cls: 0.4863, decode.d5.loss_mask: 0.6570, decode.d5.loss_dice: 0.9609, decode.d6.loss_cls: 0.4860, decode.d6.loss_mask: 0.6537, decode.d6.loss_dice: 0.9521, decode.d7.loss_cls: 0.4811, decode.d7.loss_mask: 0.6543, decode.d7.loss_dice: 0.9511, decode.d8.loss_cls: 0.4761, decode.d8.loss_mask: 0.6524, decode.d8.loss_dice: 0.9495, loss: 22.4150, grad_norm: 68.1422 +2023-11-06 19:47:59,577 - mmseg - INFO - Iter [41550/160000] lr: 7.403e-05, eta: 15:57:52, time: 0.471, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4720, decode.loss_mask: 0.6224, decode.loss_dice: 0.8965, decode.d0.loss_cls: 1.4840, decode.d0.loss_mask: 0.6694, decode.d0.loss_dice: 1.0029, decode.d1.loss_cls: 0.5701, decode.d1.loss_mask: 0.6525, decode.d1.loss_dice: 0.9748, decode.d2.loss_cls: 0.5119, decode.d2.loss_mask: 0.6383, decode.d2.loss_dice: 0.9341, decode.d3.loss_cls: 0.4941, decode.d3.loss_mask: 0.6279, decode.d3.loss_dice: 0.9044, decode.d4.loss_cls: 0.4844, decode.d4.loss_mask: 0.6260, decode.d4.loss_dice: 0.9075, decode.d5.loss_cls: 0.4805, decode.d5.loss_mask: 0.6313, decode.d5.loss_dice: 0.9053, decode.d6.loss_cls: 0.4714, decode.d6.loss_mask: 0.6281, decode.d6.loss_dice: 0.8974, decode.d7.loss_cls: 0.4769, decode.d7.loss_mask: 0.6283, decode.d7.loss_dice: 0.8974, decode.d8.loss_cls: 0.4754, decode.d8.loss_mask: 0.6247, decode.d8.loss_dice: 0.8987, loss: 21.4887, grad_norm: 59.2801 +2023-11-06 19:48:22,734 - mmseg - INFO - Iter [41600/160000] lr: 7.400e-05, eta: 15:57:24, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4665, decode.loss_mask: 0.6035, decode.loss_dice: 0.8770, decode.d0.loss_cls: 1.4569, decode.d0.loss_mask: 0.6535, decode.d0.loss_dice: 0.9882, decode.d1.loss_cls: 0.5918, decode.d1.loss_mask: 0.6283, decode.d1.loss_dice: 0.9496, decode.d2.loss_cls: 0.5241, decode.d2.loss_mask: 0.6155, decode.d2.loss_dice: 0.9066, decode.d3.loss_cls: 0.4938, decode.d3.loss_mask: 0.6132, decode.d3.loss_dice: 0.8835, decode.d4.loss_cls: 0.4846, decode.d4.loss_mask: 0.6091, decode.d4.loss_dice: 0.8842, decode.d5.loss_cls: 0.4826, decode.d5.loss_mask: 0.6080, decode.d5.loss_dice: 0.8829, decode.d6.loss_cls: 0.4719, decode.d6.loss_mask: 0.6088, decode.d6.loss_dice: 0.8809, decode.d7.loss_cls: 0.4739, decode.d7.loss_mask: 0.6039, decode.d7.loss_dice: 0.8790, decode.d8.loss_cls: 0.4693, decode.d8.loss_mask: 0.6072, decode.d8.loss_dice: 0.8840, loss: 21.0825, grad_norm: 59.7181 +2023-11-06 19:48:45,909 - mmseg - INFO - Iter [41650/160000] lr: 7.397e-05, eta: 15:56:57, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4462, decode.loss_mask: 0.6312, decode.loss_dice: 0.9206, decode.d0.loss_cls: 1.4418, decode.d0.loss_mask: 0.6784, decode.d0.loss_dice: 1.0300, decode.d1.loss_cls: 0.5639, decode.d1.loss_mask: 0.6525, decode.d1.loss_dice: 0.9883, decode.d2.loss_cls: 0.5003, decode.d2.loss_mask: 0.6420, decode.d2.loss_dice: 0.9513, decode.d3.loss_cls: 0.4806, decode.d3.loss_mask: 0.6364, decode.d3.loss_dice: 0.9301, decode.d4.loss_cls: 0.4624, decode.d4.loss_mask: 0.6335, decode.d4.loss_dice: 0.9315, decode.d5.loss_cls: 0.4612, decode.d5.loss_mask: 0.6311, decode.d5.loss_dice: 0.9301, decode.d6.loss_cls: 0.4540, decode.d6.loss_mask: 0.6324, decode.d6.loss_dice: 0.9248, decode.d7.loss_cls: 0.4474, decode.d7.loss_mask: 0.6343, decode.d7.loss_dice: 0.9285, decode.d8.loss_cls: 0.4494, decode.d8.loss_mask: 0.6349, decode.d8.loss_dice: 0.9207, loss: 21.5698, grad_norm: 63.9270 +2023-11-06 19:49:11,454 - mmseg - INFO - Iter [41700/160000] lr: 7.394e-05, eta: 15:56:36, time: 0.511, data_time: 0.061, memory: 39436, decode.loss_cls: 0.4402, decode.loss_mask: 0.6179, decode.loss_dice: 0.8909, decode.d0.loss_cls: 1.4318, decode.d0.loss_mask: 0.6548, decode.d0.loss_dice: 0.9909, decode.d1.loss_cls: 0.5420, decode.d1.loss_mask: 0.6445, decode.d1.loss_dice: 0.9517, decode.d2.loss_cls: 0.4766, decode.d2.loss_mask: 0.6315, decode.d2.loss_dice: 0.9256, decode.d3.loss_cls: 0.4615, decode.d3.loss_mask: 0.6243, decode.d3.loss_dice: 0.9013, decode.d4.loss_cls: 0.4507, decode.d4.loss_mask: 0.6256, decode.d4.loss_dice: 0.9004, decode.d5.loss_cls: 0.4472, decode.d5.loss_mask: 0.6257, decode.d5.loss_dice: 0.8983, decode.d6.loss_cls: 0.4444, decode.d6.loss_mask: 0.6234, decode.d6.loss_dice: 0.8926, decode.d7.loss_cls: 0.4402, decode.d7.loss_mask: 0.6197, decode.d7.loss_dice: 0.8947, decode.d8.loss_cls: 0.4462, decode.d8.loss_mask: 0.6176, decode.d8.loss_dice: 0.8945, loss: 21.0065, grad_norm: 58.0090 +2023-11-06 19:49:34,502 - mmseg - INFO - Iter [41750/160000] lr: 7.391e-05, eta: 15:56:09, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4492, decode.loss_mask: 0.6184, decode.loss_dice: 0.8981, decode.d0.loss_cls: 1.4715, decode.d0.loss_mask: 0.6596, decode.d0.loss_dice: 1.0039, decode.d1.loss_cls: 0.5455, decode.d1.loss_mask: 0.6440, decode.d1.loss_dice: 0.9630, decode.d2.loss_cls: 0.4906, decode.d2.loss_mask: 0.6308, decode.d2.loss_dice: 0.9338, decode.d3.loss_cls: 0.4793, decode.d3.loss_mask: 0.6189, decode.d3.loss_dice: 0.9051, decode.d4.loss_cls: 0.4697, decode.d4.loss_mask: 0.6184, decode.d4.loss_dice: 0.9094, decode.d5.loss_cls: 0.4666, decode.d5.loss_mask: 0.6195, decode.d5.loss_dice: 0.9070, decode.d6.loss_cls: 0.4601, decode.d6.loss_mask: 0.6216, decode.d6.loss_dice: 0.9025, decode.d7.loss_cls: 0.4569, decode.d7.loss_mask: 0.6202, decode.d7.loss_dice: 0.9016, decode.d8.loss_cls: 0.4587, decode.d8.loss_mask: 0.6179, decode.d8.loss_dice: 0.8997, loss: 21.2417, grad_norm: 69.1960 +2023-11-06 19:49:57,665 - mmseg - INFO - Iter [41800/160000] lr: 7.388e-05, eta: 15:55:41, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4544, decode.loss_mask: 0.6088, decode.loss_dice: 0.8946, decode.d0.loss_cls: 1.4225, decode.d0.loss_mask: 0.6452, decode.d0.loss_dice: 1.0019, decode.d1.loss_cls: 0.5695, decode.d1.loss_mask: 0.6255, decode.d1.loss_dice: 0.9591, decode.d2.loss_cls: 0.5035, decode.d2.loss_mask: 0.6171, decode.d2.loss_dice: 0.9281, decode.d3.loss_cls: 0.4729, decode.d3.loss_mask: 0.6115, decode.d3.loss_dice: 0.9098, decode.d4.loss_cls: 0.4652, decode.d4.loss_mask: 0.6127, decode.d4.loss_dice: 0.9074, decode.d5.loss_cls: 0.4592, decode.d5.loss_mask: 0.6086, decode.d5.loss_dice: 0.9013, decode.d6.loss_cls: 0.4587, decode.d6.loss_mask: 0.6039, decode.d6.loss_dice: 0.9010, decode.d7.loss_cls: 0.4540, decode.d7.loss_mask: 0.6083, decode.d7.loss_dice: 0.9019, decode.d8.loss_cls: 0.4518, decode.d8.loss_mask: 0.6056, decode.d8.loss_dice: 0.8969, loss: 21.0606, grad_norm: 67.1819 +2023-11-06 19:50:20,936 - mmseg - INFO - Iter [41850/160000] lr: 7.384e-05, eta: 15:55:14, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4454, decode.loss_mask: 0.5973, decode.loss_dice: 0.8893, decode.d0.loss_cls: 1.4687, decode.d0.loss_mask: 0.6406, decode.d0.loss_dice: 0.9959, decode.d1.loss_cls: 0.5663, decode.d1.loss_mask: 0.6301, decode.d1.loss_dice: 0.9506, decode.d2.loss_cls: 0.5015, decode.d2.loss_mask: 0.6106, decode.d2.loss_dice: 0.9182, decode.d3.loss_cls: 0.4759, decode.d3.loss_mask: 0.6067, decode.d3.loss_dice: 0.9057, decode.d4.loss_cls: 0.4627, decode.d4.loss_mask: 0.6048, decode.d4.loss_dice: 0.9037, decode.d5.loss_cls: 0.4620, decode.d5.loss_mask: 0.6012, decode.d5.loss_dice: 0.8994, decode.d6.loss_cls: 0.4506, decode.d6.loss_mask: 0.6037, decode.d6.loss_dice: 0.8940, decode.d7.loss_cls: 0.4445, decode.d7.loss_mask: 0.6018, decode.d7.loss_dice: 0.8928, decode.d8.loss_cls: 0.4454, decode.d8.loss_mask: 0.6048, decode.d8.loss_dice: 0.8948, loss: 20.9689, grad_norm: 67.9530 +2023-11-06 19:50:44,276 - mmseg - INFO - Iter [41900/160000] lr: 7.381e-05, eta: 15:54:47, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4439, decode.loss_mask: 0.6190, decode.loss_dice: 0.8787, decode.d0.loss_cls: 1.4286, decode.d0.loss_mask: 0.6576, decode.d0.loss_dice: 0.9911, decode.d1.loss_cls: 0.5577, decode.d1.loss_mask: 0.6406, decode.d1.loss_dice: 0.9492, decode.d2.loss_cls: 0.4925, decode.d2.loss_mask: 0.6284, decode.d2.loss_dice: 0.9140, decode.d3.loss_cls: 0.4683, decode.d3.loss_mask: 0.6155, decode.d3.loss_dice: 0.8826, decode.d4.loss_cls: 0.4624, decode.d4.loss_mask: 0.6168, decode.d4.loss_dice: 0.8852, decode.d5.loss_cls: 0.4499, decode.d5.loss_mask: 0.6194, decode.d5.loss_dice: 0.8908, decode.d6.loss_cls: 0.4528, decode.d6.loss_mask: 0.6179, decode.d6.loss_dice: 0.8801, decode.d7.loss_cls: 0.4427, decode.d7.loss_mask: 0.6177, decode.d7.loss_dice: 0.8851, decode.d8.loss_cls: 0.4430, decode.d8.loss_mask: 0.6185, decode.d8.loss_dice: 0.8846, loss: 20.9347, grad_norm: 65.8732 +2023-11-06 19:51:08,081 - mmseg - INFO - Iter [41950/160000] lr: 7.378e-05, eta: 15:54:22, time: 0.476, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4715, decode.loss_mask: 0.6271, decode.loss_dice: 0.9053, decode.d0.loss_cls: 1.5075, decode.d0.loss_mask: 0.6746, decode.d0.loss_dice: 1.0159, decode.d1.loss_cls: 0.5866, decode.d1.loss_mask: 0.6616, decode.d1.loss_dice: 0.9783, decode.d2.loss_cls: 0.5304, decode.d2.loss_mask: 0.6388, decode.d2.loss_dice: 0.9403, decode.d3.loss_cls: 0.4999, decode.d3.loss_mask: 0.6261, decode.d3.loss_dice: 0.9087, decode.d4.loss_cls: 0.4880, decode.d4.loss_mask: 0.6243, decode.d4.loss_dice: 0.9106, decode.d5.loss_cls: 0.4820, decode.d5.loss_mask: 0.6250, decode.d5.loss_dice: 0.9141, decode.d6.loss_cls: 0.4728, decode.d6.loss_mask: 0.6308, decode.d6.loss_dice: 0.9103, decode.d7.loss_cls: 0.4760, decode.d7.loss_mask: 0.6250, decode.d7.loss_dice: 0.9108, decode.d8.loss_cls: 0.4708, decode.d8.loss_mask: 0.6264, decode.d8.loss_dice: 0.9086, loss: 21.6483, grad_norm: 62.3653 +2023-11-06 19:51:31,225 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 19:51:31,225 - mmseg - INFO - Iter [42000/160000] lr: 7.375e-05, eta: 15:53:55, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4722, decode.loss_mask: 0.6302, decode.loss_dice: 0.9087, decode.d0.loss_cls: 1.4709, decode.d0.loss_mask: 0.6717, decode.d0.loss_dice: 1.0357, decode.d1.loss_cls: 0.5900, decode.d1.loss_mask: 0.6570, decode.d1.loss_dice: 0.9848, decode.d2.loss_cls: 0.5282, decode.d2.loss_mask: 0.6372, decode.d2.loss_dice: 0.9389, decode.d3.loss_cls: 0.4994, decode.d3.loss_mask: 0.6331, decode.d3.loss_dice: 0.9183, decode.d4.loss_cls: 0.4857, decode.d4.loss_mask: 0.6320, decode.d4.loss_dice: 0.9124, decode.d5.loss_cls: 0.4896, decode.d5.loss_mask: 0.6291, decode.d5.loss_dice: 0.9138, decode.d6.loss_cls: 0.4840, decode.d6.loss_mask: 0.6291, decode.d6.loss_dice: 0.9055, decode.d7.loss_cls: 0.4725, decode.d7.loss_mask: 0.6305, decode.d7.loss_dice: 0.9099, decode.d8.loss_cls: 0.4744, decode.d8.loss_mask: 0.6289, decode.d8.loss_dice: 0.9109, loss: 21.6846, grad_norm: 65.1718 +2023-11-06 19:51:54,279 - mmseg - INFO - Iter [42050/160000] lr: 7.372e-05, eta: 15:53:27, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4265, decode.loss_mask: 0.6144, decode.loss_dice: 0.8876, decode.d0.loss_cls: 1.4151, decode.d0.loss_mask: 0.6624, decode.d0.loss_dice: 0.9829, decode.d1.loss_cls: 0.5353, decode.d1.loss_mask: 0.6424, decode.d1.loss_dice: 0.9494, decode.d2.loss_cls: 0.4803, decode.d2.loss_mask: 0.6240, decode.d2.loss_dice: 0.9199, decode.d3.loss_cls: 0.4604, decode.d3.loss_mask: 0.6196, decode.d3.loss_dice: 0.8995, decode.d4.loss_cls: 0.4453, decode.d4.loss_mask: 0.6168, decode.d4.loss_dice: 0.8979, decode.d5.loss_cls: 0.4384, decode.d5.loss_mask: 0.6146, decode.d5.loss_dice: 0.8947, decode.d6.loss_cls: 0.4332, decode.d6.loss_mask: 0.6129, decode.d6.loss_dice: 0.8935, decode.d7.loss_cls: 0.4287, decode.d7.loss_mask: 0.6140, decode.d7.loss_dice: 0.8888, decode.d8.loss_cls: 0.4317, decode.d8.loss_mask: 0.6117, decode.d8.loss_dice: 0.8852, loss: 20.8271, grad_norm: 64.1006 +2023-11-06 19:52:17,412 - mmseg - INFO - Iter [42100/160000] lr: 7.369e-05, eta: 15:53:00, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4514, decode.loss_mask: 0.6192, decode.loss_dice: 0.9195, decode.d0.loss_cls: 1.4598, decode.d0.loss_mask: 0.6659, decode.d0.loss_dice: 1.0347, decode.d1.loss_cls: 0.5700, decode.d1.loss_mask: 0.6403, decode.d1.loss_dice: 0.9877, decode.d2.loss_cls: 0.4919, decode.d2.loss_mask: 0.6279, decode.d2.loss_dice: 0.9540, decode.d3.loss_cls: 0.4829, decode.d3.loss_mask: 0.6212, decode.d3.loss_dice: 0.9292, decode.d4.loss_cls: 0.4645, decode.d4.loss_mask: 0.6219, decode.d4.loss_dice: 0.9281, decode.d5.loss_cls: 0.4609, decode.d5.loss_mask: 0.6189, decode.d5.loss_dice: 0.9290, decode.d6.loss_cls: 0.4557, decode.d6.loss_mask: 0.6208, decode.d6.loss_dice: 0.9272, decode.d7.loss_cls: 0.4573, decode.d7.loss_mask: 0.6180, decode.d7.loss_dice: 0.9224, decode.d8.loss_cls: 0.4519, decode.d8.loss_mask: 0.6211, decode.d8.loss_dice: 0.9234, loss: 21.4767, grad_norm: 62.8963 +2023-11-06 19:52:40,275 - mmseg - INFO - Iter [42150/160000] lr: 7.366e-05, eta: 15:52:31, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4720, decode.loss_mask: 0.6126, decode.loss_dice: 0.9127, decode.d0.loss_cls: 1.4651, decode.d0.loss_mask: 0.6515, decode.d0.loss_dice: 1.0149, decode.d1.loss_cls: 0.5866, decode.d1.loss_mask: 0.6410, decode.d1.loss_dice: 0.9812, decode.d2.loss_cls: 0.5175, decode.d2.loss_mask: 0.6290, decode.d2.loss_dice: 0.9501, decode.d3.loss_cls: 0.4978, decode.d3.loss_mask: 0.6178, decode.d3.loss_dice: 0.9240, decode.d4.loss_cls: 0.4856, decode.d4.loss_mask: 0.6166, decode.d4.loss_dice: 0.9260, decode.d5.loss_cls: 0.4848, decode.d5.loss_mask: 0.6162, decode.d5.loss_dice: 0.9242, decode.d6.loss_cls: 0.4848, decode.d6.loss_mask: 0.6112, decode.d6.loss_dice: 0.9178, decode.d7.loss_cls: 0.4805, decode.d7.loss_mask: 0.6073, decode.d7.loss_dice: 0.9176, decode.d8.loss_cls: 0.4770, decode.d8.loss_mask: 0.6090, decode.d8.loss_dice: 0.9166, loss: 21.5489, grad_norm: 63.1500 +2023-11-06 19:53:03,277 - mmseg - INFO - Iter [42200/160000] lr: 7.363e-05, eta: 15:52:04, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4590, decode.loss_mask: 0.6219, decode.loss_dice: 0.8800, decode.d0.loss_cls: 1.4323, decode.d0.loss_mask: 0.6707, decode.d0.loss_dice: 0.9835, decode.d1.loss_cls: 0.5581, decode.d1.loss_mask: 0.6530, decode.d1.loss_dice: 0.9407, decode.d2.loss_cls: 0.5040, decode.d2.loss_mask: 0.6319, decode.d2.loss_dice: 0.9095, decode.d3.loss_cls: 0.4843, decode.d3.loss_mask: 0.6229, decode.d3.loss_dice: 0.8913, decode.d4.loss_cls: 0.4729, decode.d4.loss_mask: 0.6248, decode.d4.loss_dice: 0.8827, decode.d5.loss_cls: 0.4669, decode.d5.loss_mask: 0.6251, decode.d5.loss_dice: 0.8837, decode.d6.loss_cls: 0.4674, decode.d6.loss_mask: 0.6191, decode.d6.loss_dice: 0.8718, decode.d7.loss_cls: 0.4596, decode.d7.loss_mask: 0.6200, decode.d7.loss_dice: 0.8733, decode.d8.loss_cls: 0.4629, decode.d8.loss_mask: 0.6206, decode.d8.loss_dice: 0.8721, loss: 21.0659, grad_norm: 66.7364 +2023-11-06 19:53:26,289 - mmseg - INFO - Iter [42250/160000] lr: 7.359e-05, eta: 15:51:36, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4466, decode.loss_mask: 0.6086, decode.loss_dice: 0.9106, decode.d0.loss_cls: 1.4443, decode.d0.loss_mask: 0.6596, decode.d0.loss_dice: 1.0163, decode.d1.loss_cls: 0.5536, decode.d1.loss_mask: 0.6342, decode.d1.loss_dice: 0.9730, decode.d2.loss_cls: 0.4972, decode.d2.loss_mask: 0.6235, decode.d2.loss_dice: 0.9369, decode.d3.loss_cls: 0.4807, decode.d3.loss_mask: 0.6108, decode.d3.loss_dice: 0.9188, decode.d4.loss_cls: 0.4588, decode.d4.loss_mask: 0.6156, decode.d4.loss_dice: 0.9208, decode.d5.loss_cls: 0.4564, decode.d5.loss_mask: 0.6116, decode.d5.loss_dice: 0.9146, decode.d6.loss_cls: 0.4518, decode.d6.loss_mask: 0.6125, decode.d6.loss_dice: 0.9088, decode.d7.loss_cls: 0.4469, decode.d7.loss_mask: 0.6112, decode.d7.loss_dice: 0.9137, decode.d8.loss_cls: 0.4459, decode.d8.loss_mask: 0.6120, decode.d8.loss_dice: 0.9150, loss: 21.2102, grad_norm: 63.3471 +2023-11-06 19:53:49,434 - mmseg - INFO - Iter [42300/160000] lr: 7.356e-05, eta: 15:51:09, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4661, decode.loss_mask: 0.6206, decode.loss_dice: 0.9044, decode.d0.loss_cls: 1.4485, decode.d0.loss_mask: 0.6656, decode.d0.loss_dice: 1.0226, decode.d1.loss_cls: 0.5784, decode.d1.loss_mask: 0.6500, decode.d1.loss_dice: 0.9714, decode.d2.loss_cls: 0.5124, decode.d2.loss_mask: 0.6341, decode.d2.loss_dice: 0.9349, decode.d3.loss_cls: 0.4930, decode.d3.loss_mask: 0.6273, decode.d3.loss_dice: 0.9104, decode.d4.loss_cls: 0.4848, decode.d4.loss_mask: 0.6244, decode.d4.loss_dice: 0.9085, decode.d5.loss_cls: 0.4748, decode.d5.loss_mask: 0.6195, decode.d5.loss_dice: 0.9084, decode.d6.loss_cls: 0.4714, decode.d6.loss_mask: 0.6184, decode.d6.loss_dice: 0.9023, decode.d7.loss_cls: 0.4648, decode.d7.loss_mask: 0.6206, decode.d7.loss_dice: 0.9043, decode.d8.loss_cls: 0.4672, decode.d8.loss_mask: 0.6249, decode.d8.loss_dice: 0.9025, loss: 21.4365, grad_norm: 69.2252 +2023-11-06 19:54:13,028 - mmseg - INFO - Iter [42350/160000] lr: 7.353e-05, eta: 15:50:43, time: 0.472, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4762, decode.loss_mask: 0.6184, decode.loss_dice: 0.9020, decode.d0.loss_cls: 1.4733, decode.d0.loss_mask: 0.6572, decode.d0.loss_dice: 1.0214, decode.d1.loss_cls: 0.5772, decode.d1.loss_mask: 0.6434, decode.d1.loss_dice: 0.9717, decode.d2.loss_cls: 0.5255, decode.d2.loss_mask: 0.6260, decode.d2.loss_dice: 0.9403, decode.d3.loss_cls: 0.5001, decode.d3.loss_mask: 0.6203, decode.d3.loss_dice: 0.9120, decode.d4.loss_cls: 0.4860, decode.d4.loss_mask: 0.6192, decode.d4.loss_dice: 0.9147, decode.d5.loss_cls: 0.4804, decode.d5.loss_mask: 0.6201, decode.d5.loss_dice: 0.9163, decode.d6.loss_cls: 0.4812, decode.d6.loss_mask: 0.6183, decode.d6.loss_dice: 0.9037, decode.d7.loss_cls: 0.4802, decode.d7.loss_mask: 0.6214, decode.d7.loss_dice: 0.9096, decode.d8.loss_cls: 0.4734, decode.d8.loss_mask: 0.6194, decode.d8.loss_dice: 0.9113, loss: 21.5203, grad_norm: 64.9701 +2023-11-06 19:54:35,941 - mmseg - INFO - Iter [42400/160000] lr: 7.350e-05, eta: 15:50:15, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4529, decode.loss_mask: 0.6334, decode.loss_dice: 0.9131, decode.d0.loss_cls: 1.4523, decode.d0.loss_mask: 0.6768, decode.d0.loss_dice: 1.0252, decode.d1.loss_cls: 0.5636, decode.d1.loss_mask: 0.6613, decode.d1.loss_dice: 0.9780, decode.d2.loss_cls: 0.5041, decode.d2.loss_mask: 0.6451, decode.d2.loss_dice: 0.9432, decode.d3.loss_cls: 0.4814, decode.d3.loss_mask: 0.6364, decode.d3.loss_dice: 0.9246, decode.d4.loss_cls: 0.4714, decode.d4.loss_mask: 0.6352, decode.d4.loss_dice: 0.9291, decode.d5.loss_cls: 0.4627, decode.d5.loss_mask: 0.6339, decode.d5.loss_dice: 0.9213, decode.d6.loss_cls: 0.4630, decode.d6.loss_mask: 0.6341, decode.d6.loss_dice: 0.9150, decode.d7.loss_cls: 0.4603, decode.d7.loss_mask: 0.6308, decode.d7.loss_dice: 0.9174, decode.d8.loss_cls: 0.4579, decode.d8.loss_mask: 0.6309, decode.d8.loss_dice: 0.9195, loss: 21.5739, grad_norm: 67.4130 +2023-11-06 19:54:59,142 - mmseg - INFO - Iter [42450/160000] lr: 7.347e-05, eta: 15:49:48, time: 0.464, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4489, decode.loss_mask: 0.5928, decode.loss_dice: 0.9027, decode.d0.loss_cls: 1.4463, decode.d0.loss_mask: 0.6310, decode.d0.loss_dice: 1.0145, decode.d1.loss_cls: 0.5596, decode.d1.loss_mask: 0.6166, decode.d1.loss_dice: 0.9736, decode.d2.loss_cls: 0.5056, decode.d2.loss_mask: 0.6010, decode.d2.loss_dice: 0.9362, decode.d3.loss_cls: 0.4795, decode.d3.loss_mask: 0.5943, decode.d3.loss_dice: 0.9128, decode.d4.loss_cls: 0.4632, decode.d4.loss_mask: 0.5969, decode.d4.loss_dice: 0.9166, decode.d5.loss_cls: 0.4626, decode.d5.loss_mask: 0.5944, decode.d5.loss_dice: 0.9104, decode.d6.loss_cls: 0.4590, decode.d6.loss_mask: 0.5945, decode.d6.loss_dice: 0.9037, decode.d7.loss_cls: 0.4513, decode.d7.loss_mask: 0.5911, decode.d7.loss_dice: 0.9095, decode.d8.loss_cls: 0.4474, decode.d8.loss_mask: 0.5932, decode.d8.loss_dice: 0.9022, loss: 21.0114, grad_norm: 60.5258 +2023-11-06 19:55:22,198 - mmseg - INFO - Iter [42500/160000] lr: 7.344e-05, eta: 15:49:20, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4414, decode.loss_mask: 0.6201, decode.loss_dice: 0.8980, decode.d0.loss_cls: 1.4467, decode.d0.loss_mask: 0.6650, decode.d0.loss_dice: 1.0079, decode.d1.loss_cls: 0.5513, decode.d1.loss_mask: 0.6409, decode.d1.loss_dice: 0.9590, decode.d2.loss_cls: 0.4861, decode.d2.loss_mask: 0.6310, decode.d2.loss_dice: 0.9354, decode.d3.loss_cls: 0.4749, decode.d3.loss_mask: 0.6196, decode.d3.loss_dice: 0.9092, decode.d4.loss_cls: 0.4627, decode.d4.loss_mask: 0.6231, decode.d4.loss_dice: 0.9074, decode.d5.loss_cls: 0.4509, decode.d5.loss_mask: 0.6243, decode.d5.loss_dice: 0.9087, decode.d6.loss_cls: 0.4537, decode.d6.loss_mask: 0.6217, decode.d6.loss_dice: 0.9021, decode.d7.loss_cls: 0.4463, decode.d7.loss_mask: 0.6198, decode.d7.loss_dice: 0.9043, decode.d8.loss_cls: 0.4498, decode.d8.loss_mask: 0.6194, decode.d8.loss_dice: 0.8981, loss: 21.1788, grad_norm: 61.2269 +2023-11-06 19:55:45,232 - mmseg - INFO - Iter [42550/160000] lr: 7.341e-05, eta: 15:48:53, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4524, decode.loss_mask: 0.6235, decode.loss_dice: 0.8830, decode.d0.loss_cls: 1.4500, decode.d0.loss_mask: 0.6705, decode.d0.loss_dice: 1.0042, decode.d1.loss_cls: 0.5658, decode.d1.loss_mask: 0.6463, decode.d1.loss_dice: 0.9548, decode.d2.loss_cls: 0.5038, decode.d2.loss_mask: 0.6351, decode.d2.loss_dice: 0.9220, decode.d3.loss_cls: 0.4817, decode.d3.loss_mask: 0.6305, decode.d3.loss_dice: 0.9026, decode.d4.loss_cls: 0.4702, decode.d4.loss_mask: 0.6268, decode.d4.loss_dice: 0.8998, decode.d5.loss_cls: 0.4641, decode.d5.loss_mask: 0.6231, decode.d5.loss_dice: 0.9013, decode.d6.loss_cls: 0.4623, decode.d6.loss_mask: 0.6233, decode.d6.loss_dice: 0.8895, decode.d7.loss_cls: 0.4534, decode.d7.loss_mask: 0.6244, decode.d7.loss_dice: 0.8895, decode.d8.loss_cls: 0.4536, decode.d8.loss_mask: 0.6238, decode.d8.loss_dice: 0.8910, loss: 21.2223, grad_norm: 66.3566 +2023-11-06 19:56:08,435 - mmseg - INFO - Iter [42600/160000] lr: 7.338e-05, eta: 15:48:25, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4539, decode.loss_mask: 0.6120, decode.loss_dice: 0.9249, decode.d0.loss_cls: 1.4413, decode.d0.loss_mask: 0.6625, decode.d0.loss_dice: 1.0303, decode.d1.loss_cls: 0.5596, decode.d1.loss_mask: 0.6465, decode.d1.loss_dice: 0.9938, decode.d2.loss_cls: 0.5026, decode.d2.loss_mask: 0.6270, decode.d2.loss_dice: 0.9553, decode.d3.loss_cls: 0.4784, decode.d3.loss_mask: 0.6223, decode.d3.loss_dice: 0.9315, decode.d4.loss_cls: 0.4719, decode.d4.loss_mask: 0.6155, decode.d4.loss_dice: 0.9338, decode.d5.loss_cls: 0.4662, decode.d5.loss_mask: 0.6137, decode.d5.loss_dice: 0.9316, decode.d6.loss_cls: 0.4651, decode.d6.loss_mask: 0.6160, decode.d6.loss_dice: 0.9217, decode.d7.loss_cls: 0.4547, decode.d7.loss_mask: 0.6157, decode.d7.loss_dice: 0.9280, decode.d8.loss_cls: 0.4535, decode.d8.loss_mask: 0.6131, decode.d8.loss_dice: 0.9271, loss: 21.4694, grad_norm: 58.1162 +2023-11-06 19:56:31,482 - mmseg - INFO - Iter [42650/160000] lr: 7.334e-05, eta: 15:47:58, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4777, decode.loss_mask: 0.6042, decode.loss_dice: 0.9145, decode.d0.loss_cls: 1.4918, decode.d0.loss_mask: 0.6499, decode.d0.loss_dice: 1.0315, decode.d1.loss_cls: 0.5746, decode.d1.loss_mask: 0.6363, decode.d1.loss_dice: 0.9882, decode.d2.loss_cls: 0.5123, decode.d2.loss_mask: 0.6174, decode.d2.loss_dice: 0.9528, decode.d3.loss_cls: 0.5005, decode.d3.loss_mask: 0.6114, decode.d3.loss_dice: 0.9253, decode.d4.loss_cls: 0.4944, decode.d4.loss_mask: 0.6082, decode.d4.loss_dice: 0.9239, decode.d5.loss_cls: 0.4809, decode.d5.loss_mask: 0.6090, decode.d5.loss_dice: 0.9229, decode.d6.loss_cls: 0.4867, decode.d6.loss_mask: 0.6035, decode.d6.loss_dice: 0.9144, decode.d7.loss_cls: 0.4791, decode.d7.loss_mask: 0.6033, decode.d7.loss_dice: 0.9126, decode.d8.loss_cls: 0.4798, decode.d8.loss_mask: 0.6030, decode.d8.loss_dice: 0.9177, loss: 21.5278, grad_norm: 59.8337 +2023-11-06 19:56:56,048 - mmseg - INFO - Iter [42700/160000] lr: 7.331e-05, eta: 15:47:35, time: 0.491, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4780, decode.loss_mask: 0.6257, decode.loss_dice: 0.9065, decode.d0.loss_cls: 1.4777, decode.d0.loss_mask: 0.6733, decode.d0.loss_dice: 1.0191, decode.d1.loss_cls: 0.5832, decode.d1.loss_mask: 0.6519, decode.d1.loss_dice: 0.9764, decode.d2.loss_cls: 0.5298, decode.d2.loss_mask: 0.6428, decode.d2.loss_dice: 0.9429, decode.d3.loss_cls: 0.5107, decode.d3.loss_mask: 0.6297, decode.d3.loss_dice: 0.9105, decode.d4.loss_cls: 0.4920, decode.d4.loss_mask: 0.6288, decode.d4.loss_dice: 0.9152, decode.d5.loss_cls: 0.4825, decode.d5.loss_mask: 0.6278, decode.d5.loss_dice: 0.9168, decode.d6.loss_cls: 0.4747, decode.d6.loss_mask: 0.6243, decode.d6.loss_dice: 0.9098, decode.d7.loss_cls: 0.4781, decode.d7.loss_mask: 0.6269, decode.d7.loss_dice: 0.9064, decode.d8.loss_cls: 0.4759, decode.d8.loss_mask: 0.6274, decode.d8.loss_dice: 0.9078, loss: 21.6527, grad_norm: 62.0479 +2023-11-06 19:57:19,881 - mmseg - INFO - Iter [42750/160000] lr: 7.328e-05, eta: 15:47:09, time: 0.477, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4559, decode.loss_mask: 0.6158, decode.loss_dice: 0.9109, decode.d0.loss_cls: 1.4393, decode.d0.loss_mask: 0.6568, decode.d0.loss_dice: 1.0150, decode.d1.loss_cls: 0.5624, decode.d1.loss_mask: 0.6335, decode.d1.loss_dice: 0.9745, decode.d2.loss_cls: 0.5068, decode.d2.loss_mask: 0.6218, decode.d2.loss_dice: 0.9434, decode.d3.loss_cls: 0.4853, decode.d3.loss_mask: 0.6169, decode.d3.loss_dice: 0.9186, decode.d4.loss_cls: 0.4720, decode.d4.loss_mask: 0.6159, decode.d4.loss_dice: 0.9183, decode.d5.loss_cls: 0.4633, decode.d5.loss_mask: 0.6148, decode.d5.loss_dice: 0.9185, decode.d6.loss_cls: 0.4633, decode.d6.loss_mask: 0.6161, decode.d6.loss_dice: 0.9113, decode.d7.loss_cls: 0.4583, decode.d7.loss_mask: 0.6165, decode.d7.loss_dice: 0.9167, decode.d8.loss_cls: 0.4583, decode.d8.loss_mask: 0.6134, decode.d8.loss_dice: 0.9098, loss: 21.3232, grad_norm: 61.3691 +2023-11-06 19:57:43,119 - mmseg - INFO - Iter [42800/160000] lr: 7.325e-05, eta: 15:46:42, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4515, decode.loss_mask: 0.6273, decode.loss_dice: 0.8975, decode.d0.loss_cls: 1.4414, decode.d0.loss_mask: 0.6692, decode.d0.loss_dice: 1.0115, decode.d1.loss_cls: 0.5587, decode.d1.loss_mask: 0.6510, decode.d1.loss_dice: 0.9666, decode.d2.loss_cls: 0.4902, decode.d2.loss_mask: 0.6381, decode.d2.loss_dice: 0.9319, decode.d3.loss_cls: 0.4705, decode.d3.loss_mask: 0.6323, decode.d3.loss_dice: 0.9090, decode.d4.loss_cls: 0.4558, decode.d4.loss_mask: 0.6320, decode.d4.loss_dice: 0.9120, decode.d5.loss_cls: 0.4545, decode.d5.loss_mask: 0.6314, decode.d5.loss_dice: 0.9061, decode.d6.loss_cls: 0.4569, decode.d6.loss_mask: 0.6304, decode.d6.loss_dice: 0.9011, decode.d7.loss_cls: 0.4524, decode.d7.loss_mask: 0.6281, decode.d7.loss_dice: 0.9053, decode.d8.loss_cls: 0.4545, decode.d8.loss_mask: 0.6284, decode.d8.loss_dice: 0.8991, loss: 21.2949, grad_norm: 67.3780 +2023-11-06 19:58:06,354 - mmseg - INFO - Iter [42850/160000] lr: 7.322e-05, eta: 15:46:15, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4932, decode.loss_mask: 0.6013, decode.loss_dice: 0.8996, decode.d0.loss_cls: 1.4922, decode.d0.loss_mask: 0.6408, decode.d0.loss_dice: 1.0042, decode.d1.loss_cls: 0.6155, decode.d1.loss_mask: 0.6241, decode.d1.loss_dice: 0.9620, decode.d2.loss_cls: 0.5541, decode.d2.loss_mask: 0.6123, decode.d2.loss_dice: 0.9245, decode.d3.loss_cls: 0.5304, decode.d3.loss_mask: 0.6055, decode.d3.loss_dice: 0.9071, decode.d4.loss_cls: 0.5208, decode.d4.loss_mask: 0.6031, decode.d4.loss_dice: 0.9022, decode.d5.loss_cls: 0.5045, decode.d5.loss_mask: 0.5999, decode.d5.loss_dice: 0.9063, decode.d6.loss_cls: 0.5026, decode.d6.loss_mask: 0.6015, decode.d6.loss_dice: 0.8960, decode.d7.loss_cls: 0.5019, decode.d7.loss_mask: 0.5979, decode.d7.loss_dice: 0.8993, decode.d8.loss_cls: 0.4962, decode.d8.loss_mask: 0.5980, decode.d8.loss_dice: 0.8955, loss: 21.4926, grad_norm: 62.7613 +2023-11-06 19:58:29,467 - mmseg - INFO - Iter [42900/160000] lr: 7.319e-05, eta: 15:45:48, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4441, decode.loss_mask: 0.6159, decode.loss_dice: 0.9058, decode.d0.loss_cls: 1.4595, decode.d0.loss_mask: 0.6535, decode.d0.loss_dice: 0.9978, decode.d1.loss_cls: 0.5580, decode.d1.loss_mask: 0.6456, decode.d1.loss_dice: 0.9694, decode.d2.loss_cls: 0.4973, decode.d2.loss_mask: 0.6269, decode.d2.loss_dice: 0.9386, decode.d3.loss_cls: 0.4757, decode.d3.loss_mask: 0.6156, decode.d3.loss_dice: 0.9070, decode.d4.loss_cls: 0.4648, decode.d4.loss_mask: 0.6147, decode.d4.loss_dice: 0.9082, decode.d5.loss_cls: 0.4631, decode.d5.loss_mask: 0.6134, decode.d5.loss_dice: 0.9054, decode.d6.loss_cls: 0.4515, decode.d6.loss_mask: 0.6142, decode.d6.loss_dice: 0.9101, decode.d7.loss_cls: 0.4504, decode.d7.loss_mask: 0.6151, decode.d7.loss_dice: 0.9066, decode.d8.loss_cls: 0.4496, decode.d8.loss_mask: 0.6130, decode.d8.loss_dice: 0.9071, loss: 21.1981, grad_norm: 68.6759 +2023-11-06 19:58:54,987 - mmseg - INFO - Iter [42950/160000] lr: 7.316e-05, eta: 15:45:27, time: 0.510, data_time: 0.060, memory: 39436, decode.loss_cls: 0.4761, decode.loss_mask: 0.6335, decode.loss_dice: 0.9186, decode.d0.loss_cls: 1.4672, decode.d0.loss_mask: 0.6713, decode.d0.loss_dice: 1.0399, decode.d1.loss_cls: 0.5840, decode.d1.loss_mask: 0.6591, decode.d1.loss_dice: 0.9932, decode.d2.loss_cls: 0.5291, decode.d2.loss_mask: 0.6408, decode.d2.loss_dice: 0.9589, decode.d3.loss_cls: 0.5049, decode.d3.loss_mask: 0.6359, decode.d3.loss_dice: 0.9373, decode.d4.loss_cls: 0.4915, decode.d4.loss_mask: 0.6336, decode.d4.loss_dice: 0.9353, decode.d5.loss_cls: 0.4805, decode.d5.loss_mask: 0.6332, decode.d5.loss_dice: 0.9308, decode.d6.loss_cls: 0.4817, decode.d6.loss_mask: 0.6347, decode.d6.loss_dice: 0.9205, decode.d7.loss_cls: 0.4811, decode.d7.loss_mask: 0.6331, decode.d7.loss_dice: 0.9233, decode.d8.loss_cls: 0.4800, decode.d8.loss_mask: 0.6325, decode.d8.loss_dice: 0.9212, loss: 21.8629, grad_norm: 71.7899 +2023-11-06 19:59:18,118 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 19:59:18,119 - mmseg - INFO - Iter [43000/160000] lr: 7.313e-05, eta: 15:45:00, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4466, decode.loss_mask: 0.6160, decode.loss_dice: 0.9069, decode.d0.loss_cls: 1.4862, decode.d0.loss_mask: 0.6634, decode.d0.loss_dice: 1.0129, decode.d1.loss_cls: 0.5591, decode.d1.loss_mask: 0.6399, decode.d1.loss_dice: 0.9729, decode.d2.loss_cls: 0.5003, decode.d2.loss_mask: 0.6263, decode.d2.loss_dice: 0.9403, decode.d3.loss_cls: 0.4794, decode.d3.loss_mask: 0.6168, decode.d3.loss_dice: 0.9126, decode.d4.loss_cls: 0.4666, decode.d4.loss_mask: 0.6188, decode.d4.loss_dice: 0.9144, decode.d5.loss_cls: 0.4578, decode.d5.loss_mask: 0.6180, decode.d5.loss_dice: 0.9137, decode.d6.loss_cls: 0.4546, decode.d6.loss_mask: 0.6177, decode.d6.loss_dice: 0.9085, decode.d7.loss_cls: 0.4528, decode.d7.loss_mask: 0.6180, decode.d7.loss_dice: 0.9037, decode.d8.loss_cls: 0.4509, decode.d8.loss_mask: 0.6171, decode.d8.loss_dice: 0.9094, loss: 21.3016, grad_norm: 59.1795 +2023-11-06 19:59:41,428 - mmseg - INFO - Iter [43050/160000] lr: 7.309e-05, eta: 15:44:33, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4569, decode.loss_mask: 0.5944, decode.loss_dice: 0.8871, decode.d0.loss_cls: 1.4502, decode.d0.loss_mask: 0.6380, decode.d0.loss_dice: 0.9952, decode.d1.loss_cls: 0.5795, decode.d1.loss_mask: 0.6153, decode.d1.loss_dice: 0.9534, decode.d2.loss_cls: 0.5108, decode.d2.loss_mask: 0.6063, decode.d2.loss_dice: 0.9218, decode.d3.loss_cls: 0.4857, decode.d3.loss_mask: 0.5962, decode.d3.loss_dice: 0.8962, decode.d4.loss_cls: 0.4795, decode.d4.loss_mask: 0.5970, decode.d4.loss_dice: 0.8998, decode.d5.loss_cls: 0.4622, decode.d5.loss_mask: 0.5944, decode.d5.loss_dice: 0.9012, decode.d6.loss_cls: 0.4631, decode.d6.loss_mask: 0.5948, decode.d6.loss_dice: 0.8969, decode.d7.loss_cls: 0.4614, decode.d7.loss_mask: 0.5963, decode.d7.loss_dice: 0.8945, decode.d8.loss_cls: 0.4590, decode.d8.loss_mask: 0.5952, decode.d8.loss_dice: 0.8929, loss: 20.9750, grad_norm: 64.8003 +2023-11-06 20:00:09,114 - mmseg - INFO - Iter [43100/160000] lr: 7.306e-05, eta: 15:44:19, time: 0.554, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4479, decode.loss_mask: 0.6270, decode.loss_dice: 0.8950, decode.d0.loss_cls: 1.4271, decode.d0.loss_mask: 0.6756, decode.d0.loss_dice: 1.0147, decode.d1.loss_cls: 0.5565, decode.d1.loss_mask: 0.6578, decode.d1.loss_dice: 0.9643, decode.d2.loss_cls: 0.5058, decode.d2.loss_mask: 0.6371, decode.d2.loss_dice: 0.9279, decode.d3.loss_cls: 0.4871, decode.d3.loss_mask: 0.6280, decode.d3.loss_dice: 0.9054, decode.d4.loss_cls: 0.4714, decode.d4.loss_mask: 0.6268, decode.d4.loss_dice: 0.9044, decode.d5.loss_cls: 0.4635, decode.d5.loss_mask: 0.6255, decode.d5.loss_dice: 0.8962, decode.d6.loss_cls: 0.4583, decode.d6.loss_mask: 0.6245, decode.d6.loss_dice: 0.8979, decode.d7.loss_cls: 0.4579, decode.d7.loss_mask: 0.6242, decode.d7.loss_dice: 0.8966, decode.d8.loss_cls: 0.4481, decode.d8.loss_mask: 0.6256, decode.d8.loss_dice: 0.8936, loss: 21.2716, grad_norm: 59.9689 +2023-11-06 20:00:32,776 - mmseg - INFO - Iter [43150/160000] lr: 7.303e-05, eta: 15:43:53, time: 0.473, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4405, decode.loss_mask: 0.6031, decode.loss_dice: 0.8823, decode.d0.loss_cls: 1.4240, decode.d0.loss_mask: 0.6519, decode.d0.loss_dice: 0.9908, decode.d1.loss_cls: 0.5310, decode.d1.loss_mask: 0.6348, decode.d1.loss_dice: 0.9542, decode.d2.loss_cls: 0.4851, decode.d2.loss_mask: 0.6139, decode.d2.loss_dice: 0.9166, decode.d3.loss_cls: 0.4663, decode.d3.loss_mask: 0.6070, decode.d3.loss_dice: 0.8961, decode.d4.loss_cls: 0.4537, decode.d4.loss_mask: 0.6063, decode.d4.loss_dice: 0.8915, decode.d5.loss_cls: 0.4448, decode.d5.loss_mask: 0.6058, decode.d5.loss_dice: 0.8953, decode.d6.loss_cls: 0.4420, decode.d6.loss_mask: 0.6066, decode.d6.loss_dice: 0.8899, decode.d7.loss_cls: 0.4391, decode.d7.loss_mask: 0.6064, decode.d7.loss_dice: 0.8874, decode.d8.loss_cls: 0.4385, decode.d8.loss_mask: 0.6041, decode.d8.loss_dice: 0.8881, loss: 20.7970, grad_norm: 61.2204 +2023-11-06 20:00:56,071 - mmseg - INFO - Iter [43200/160000] lr: 7.300e-05, eta: 15:43:26, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4673, decode.loss_mask: 0.6182, decode.loss_dice: 0.8958, decode.d0.loss_cls: 1.4649, decode.d0.loss_mask: 0.6666, decode.d0.loss_dice: 1.0058, decode.d1.loss_cls: 0.5702, decode.d1.loss_mask: 0.6524, decode.d1.loss_dice: 0.9644, decode.d2.loss_cls: 0.5210, decode.d2.loss_mask: 0.6321, decode.d2.loss_dice: 0.9301, decode.d3.loss_cls: 0.5006, decode.d3.loss_mask: 0.6220, decode.d3.loss_dice: 0.9042, decode.d4.loss_cls: 0.4842, decode.d4.loss_mask: 0.6213, decode.d4.loss_dice: 0.9062, decode.d5.loss_cls: 0.4758, decode.d5.loss_mask: 0.6205, decode.d5.loss_dice: 0.9065, decode.d6.loss_cls: 0.4694, decode.d6.loss_mask: 0.6213, decode.d6.loss_dice: 0.8997, decode.d7.loss_cls: 0.4664, decode.d7.loss_mask: 0.6181, decode.d7.loss_dice: 0.9016, decode.d8.loss_cls: 0.4624, decode.d8.loss_mask: 0.6179, decode.d8.loss_dice: 0.8993, loss: 21.3862, grad_norm: 63.0257 +2023-11-06 20:01:19,371 - mmseg - INFO - Iter [43250/160000] lr: 7.297e-05, eta: 15:42:59, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4551, decode.loss_mask: 0.6178, decode.loss_dice: 0.9005, decode.d0.loss_cls: 1.4771, decode.d0.loss_mask: 0.6534, decode.d0.loss_dice: 0.9982, decode.d1.loss_cls: 0.5657, decode.d1.loss_mask: 0.6364, decode.d1.loss_dice: 0.9620, decode.d2.loss_cls: 0.5075, decode.d2.loss_mask: 0.6215, decode.d2.loss_dice: 0.9291, decode.d3.loss_cls: 0.4881, decode.d3.loss_mask: 0.6177, decode.d3.loss_dice: 0.8968, decode.d4.loss_cls: 0.4719, decode.d4.loss_mask: 0.6182, decode.d4.loss_dice: 0.9027, decode.d5.loss_cls: 0.4689, decode.d5.loss_mask: 0.6178, decode.d5.loss_dice: 0.9080, decode.d6.loss_cls: 0.4620, decode.d6.loss_mask: 0.6162, decode.d6.loss_dice: 0.8997, decode.d7.loss_cls: 0.4614, decode.d7.loss_mask: 0.6170, decode.d7.loss_dice: 0.9010, decode.d8.loss_cls: 0.4597, decode.d8.loss_mask: 0.6174, decode.d8.loss_dice: 0.9016, loss: 21.2502, grad_norm: 61.6921 +2023-11-06 20:01:42,510 - mmseg - INFO - Iter [43300/160000] lr: 7.294e-05, eta: 15:42:32, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4552, decode.loss_mask: 0.5898, decode.loss_dice: 0.8925, decode.d0.loss_cls: 1.4610, decode.d0.loss_mask: 0.6259, decode.d0.loss_dice: 0.9910, decode.d1.loss_cls: 0.5619, decode.d1.loss_mask: 0.6120, decode.d1.loss_dice: 0.9618, decode.d2.loss_cls: 0.5037, decode.d2.loss_mask: 0.5993, decode.d2.loss_dice: 0.9248, decode.d3.loss_cls: 0.4792, decode.d3.loss_mask: 0.5956, decode.d3.loss_dice: 0.9050, decode.d4.loss_cls: 0.4698, decode.d4.loss_mask: 0.5944, decode.d4.loss_dice: 0.9016, decode.d5.loss_cls: 0.4678, decode.d5.loss_mask: 0.5907, decode.d5.loss_dice: 0.8966, decode.d6.loss_cls: 0.4621, decode.d6.loss_mask: 0.5978, decode.d6.loss_dice: 0.8924, decode.d7.loss_cls: 0.4621, decode.d7.loss_mask: 0.5919, decode.d7.loss_dice: 0.8918, decode.d8.loss_cls: 0.4626, decode.d8.loss_mask: 0.5917, decode.d8.loss_dice: 0.8940, loss: 20.9263, grad_norm: 57.8077 +2023-11-06 20:02:05,591 - mmseg - INFO - Iter [43350/160000] lr: 7.291e-05, eta: 15:42:05, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4455, decode.loss_mask: 0.5997, decode.loss_dice: 0.8658, decode.d0.loss_cls: 1.4494, decode.d0.loss_mask: 0.6429, decode.d0.loss_dice: 0.9664, decode.d1.loss_cls: 0.5467, decode.d1.loss_mask: 0.6292, decode.d1.loss_dice: 0.9363, decode.d2.loss_cls: 0.4951, decode.d2.loss_mask: 0.6143, decode.d2.loss_dice: 0.9012, decode.d3.loss_cls: 0.4695, decode.d3.loss_mask: 0.6067, decode.d3.loss_dice: 0.8856, decode.d4.loss_cls: 0.4560, decode.d4.loss_mask: 0.6059, decode.d4.loss_dice: 0.8804, decode.d5.loss_cls: 0.4488, decode.d5.loss_mask: 0.6079, decode.d5.loss_dice: 0.8805, decode.d6.loss_cls: 0.4438, decode.d6.loss_mask: 0.6032, decode.d6.loss_dice: 0.8694, decode.d7.loss_cls: 0.4399, decode.d7.loss_mask: 0.6027, decode.d7.loss_dice: 0.8721, decode.d8.loss_cls: 0.4386, decode.d8.loss_mask: 0.5999, decode.d8.loss_dice: 0.8669, loss: 20.6701, grad_norm: 65.6907 +2023-11-06 20:02:28,459 - mmseg - INFO - Iter [43400/160000] lr: 7.288e-05, eta: 15:41:37, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4661, decode.loss_mask: 0.6311, decode.loss_dice: 0.9118, decode.d0.loss_cls: 1.4393, decode.d0.loss_mask: 0.6859, decode.d0.loss_dice: 1.0321, decode.d1.loss_cls: 0.5763, decode.d1.loss_mask: 0.6538, decode.d1.loss_dice: 0.9849, decode.d2.loss_cls: 0.5103, decode.d2.loss_mask: 0.6450, decode.d2.loss_dice: 0.9517, decode.d3.loss_cls: 0.4889, decode.d3.loss_mask: 0.6368, decode.d3.loss_dice: 0.9227, decode.d4.loss_cls: 0.4766, decode.d4.loss_mask: 0.6336, decode.d4.loss_dice: 0.9188, decode.d5.loss_cls: 0.4805, decode.d5.loss_mask: 0.6327, decode.d5.loss_dice: 0.9180, decode.d6.loss_cls: 0.4756, decode.d6.loss_mask: 0.6308, decode.d6.loss_dice: 0.9161, decode.d7.loss_cls: 0.4702, decode.d7.loss_mask: 0.6308, decode.d7.loss_dice: 0.9171, decode.d8.loss_cls: 0.4645, decode.d8.loss_mask: 0.6286, decode.d8.loss_dice: 0.9193, loss: 21.6498, grad_norm: 60.3143 +2023-11-06 20:02:51,332 - mmseg - INFO - Iter [43450/160000] lr: 7.284e-05, eta: 15:41:09, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4427, decode.loss_mask: 0.6155, decode.loss_dice: 0.9085, decode.d0.loss_cls: 1.4432, decode.d0.loss_mask: 0.6516, decode.d0.loss_dice: 1.0184, decode.d1.loss_cls: 0.5438, decode.d1.loss_mask: 0.6396, decode.d1.loss_dice: 0.9841, decode.d2.loss_cls: 0.4825, decode.d2.loss_mask: 0.6306, decode.d2.loss_dice: 0.9503, decode.d3.loss_cls: 0.4635, decode.d3.loss_mask: 0.6216, decode.d3.loss_dice: 0.9223, decode.d4.loss_cls: 0.4544, decode.d4.loss_mask: 0.6173, decode.d4.loss_dice: 0.9203, decode.d5.loss_cls: 0.4569, decode.d5.loss_mask: 0.6203, decode.d5.loss_dice: 0.9179, decode.d6.loss_cls: 0.4482, decode.d6.loss_mask: 0.6166, decode.d6.loss_dice: 0.9109, decode.d7.loss_cls: 0.4479, decode.d7.loss_mask: 0.6169, decode.d7.loss_dice: 0.9129, decode.d8.loss_cls: 0.4495, decode.d8.loss_mask: 0.6152, decode.d8.loss_dice: 0.9121, loss: 21.2358, grad_norm: 64.0590 +2023-11-06 20:03:14,162 - mmseg - INFO - Iter [43500/160000] lr: 7.281e-05, eta: 15:40:41, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4492, decode.loss_mask: 0.6141, decode.loss_dice: 0.8861, decode.d0.loss_cls: 1.4570, decode.d0.loss_mask: 0.6607, decode.d0.loss_dice: 0.9988, decode.d1.loss_cls: 0.5526, decode.d1.loss_mask: 0.6425, decode.d1.loss_dice: 0.9542, decode.d2.loss_cls: 0.4915, decode.d2.loss_mask: 0.6243, decode.d2.loss_dice: 0.9166, decode.d3.loss_cls: 0.4843, decode.d3.loss_mask: 0.6133, decode.d3.loss_dice: 0.8961, decode.d4.loss_cls: 0.4657, decode.d4.loss_mask: 0.6174, decode.d4.loss_dice: 0.8942, decode.d5.loss_cls: 0.4618, decode.d5.loss_mask: 0.6159, decode.d5.loss_dice: 0.8921, decode.d6.loss_cls: 0.4573, decode.d6.loss_mask: 0.6136, decode.d6.loss_dice: 0.8835, decode.d7.loss_cls: 0.4535, decode.d7.loss_mask: 0.6140, decode.d7.loss_dice: 0.8851, decode.d8.loss_cls: 0.4473, decode.d8.loss_mask: 0.6158, decode.d8.loss_dice: 0.8908, loss: 21.0494, grad_norm: 69.0391 +2023-11-06 20:03:37,438 - mmseg - INFO - Iter [43550/160000] lr: 7.278e-05, eta: 15:40:14, time: 0.466, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4575, decode.loss_mask: 0.6197, decode.loss_dice: 0.9064, decode.d0.loss_cls: 1.5024, decode.d0.loss_mask: 0.6554, decode.d0.loss_dice: 1.0133, decode.d1.loss_cls: 0.5762, decode.d1.loss_mask: 0.6384, decode.d1.loss_dice: 0.9597, decode.d2.loss_cls: 0.5156, decode.d2.loss_mask: 0.6270, decode.d2.loss_dice: 0.9345, decode.d3.loss_cls: 0.4908, decode.d3.loss_mask: 0.6214, decode.d3.loss_dice: 0.9128, decode.d4.loss_cls: 0.4757, decode.d4.loss_mask: 0.6232, decode.d4.loss_dice: 0.9169, decode.d5.loss_cls: 0.4725, decode.d5.loss_mask: 0.6201, decode.d5.loss_dice: 0.9181, decode.d6.loss_cls: 0.4665, decode.d6.loss_mask: 0.6188, decode.d6.loss_dice: 0.9103, decode.d7.loss_cls: 0.4627, decode.d7.loss_mask: 0.6192, decode.d7.loss_dice: 0.9082, decode.d8.loss_cls: 0.4579, decode.d8.loss_mask: 0.6204, decode.d8.loss_dice: 0.9163, loss: 21.4379, grad_norm: 68.5850 +2023-11-06 20:04:00,326 - mmseg - INFO - Iter [43600/160000] lr: 7.275e-05, eta: 15:39:46, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4432, decode.loss_mask: 0.5992, decode.loss_dice: 0.8813, decode.d0.loss_cls: 1.4552, decode.d0.loss_mask: 0.6383, decode.d0.loss_dice: 0.9946, decode.d1.loss_cls: 0.5439, decode.d1.loss_mask: 0.6222, decode.d1.loss_dice: 0.9431, decode.d2.loss_cls: 0.4874, decode.d2.loss_mask: 0.6115, decode.d2.loss_dice: 0.9173, decode.d3.loss_cls: 0.4522, decode.d3.loss_mask: 0.6083, decode.d3.loss_dice: 0.8969, decode.d4.loss_cls: 0.4455, decode.d4.loss_mask: 0.6031, decode.d4.loss_dice: 0.9001, decode.d5.loss_cls: 0.4376, decode.d5.loss_mask: 0.6021, decode.d5.loss_dice: 0.8903, decode.d6.loss_cls: 0.4372, decode.d6.loss_mask: 0.6026, decode.d6.loss_dice: 0.8924, decode.d7.loss_cls: 0.4389, decode.d7.loss_mask: 0.6029, decode.d7.loss_dice: 0.8875, decode.d8.loss_cls: 0.4402, decode.d8.loss_mask: 0.6032, decode.d8.loss_dice: 0.8843, loss: 20.7624, grad_norm: 60.0920 +2023-11-06 20:04:26,642 - mmseg - INFO - Iter [43650/160000] lr: 7.272e-05, eta: 15:39:28, time: 0.526, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4499, decode.loss_mask: 0.6264, decode.loss_dice: 0.8905, decode.d0.loss_cls: 1.4072, decode.d0.loss_mask: 0.6711, decode.d0.loss_dice: 0.9982, decode.d1.loss_cls: 0.5542, decode.d1.loss_mask: 0.6499, decode.d1.loss_dice: 0.9560, decode.d2.loss_cls: 0.4928, decode.d2.loss_mask: 0.6364, decode.d2.loss_dice: 0.9294, decode.d3.loss_cls: 0.4644, decode.d3.loss_mask: 0.6347, decode.d3.loss_dice: 0.8995, decode.d4.loss_cls: 0.4589, decode.d4.loss_mask: 0.6309, decode.d4.loss_dice: 0.9011, decode.d5.loss_cls: 0.4556, decode.d5.loss_mask: 0.6276, decode.d5.loss_dice: 0.9009, decode.d6.loss_cls: 0.4525, decode.d6.loss_mask: 0.6277, decode.d6.loss_dice: 0.8923, decode.d7.loss_cls: 0.4484, decode.d7.loss_mask: 0.6289, decode.d7.loss_dice: 0.8947, decode.d8.loss_cls: 0.4483, decode.d8.loss_mask: 0.6265, decode.d8.loss_dice: 0.8922, loss: 21.1469, grad_norm: 58.3740 +2023-11-06 20:04:51,205 - mmseg - INFO - Iter [43700/160000] lr: 7.269e-05, eta: 15:39:04, time: 0.491, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4610, decode.loss_mask: 0.6417, decode.loss_dice: 0.9061, decode.d0.loss_cls: 1.4576, decode.d0.loss_mask: 0.6918, decode.d0.loss_dice: 1.0184, decode.d1.loss_cls: 0.5595, decode.d1.loss_mask: 0.6726, decode.d1.loss_dice: 0.9736, decode.d2.loss_cls: 0.5031, decode.d2.loss_mask: 0.6591, decode.d2.loss_dice: 0.9347, decode.d3.loss_cls: 0.4860, decode.d3.loss_mask: 0.6463, decode.d3.loss_dice: 0.9184, decode.d4.loss_cls: 0.4682, decode.d4.loss_mask: 0.6462, decode.d4.loss_dice: 0.9132, decode.d5.loss_cls: 0.4669, decode.d5.loss_mask: 0.6442, decode.d5.loss_dice: 0.9139, decode.d6.loss_cls: 0.4627, decode.d6.loss_mask: 0.6420, decode.d6.loss_dice: 0.9047, decode.d7.loss_cls: 0.4621, decode.d7.loss_mask: 0.6415, decode.d7.loss_dice: 0.9032, decode.d8.loss_cls: 0.4558, decode.d8.loss_mask: 0.6436, decode.d8.loss_dice: 0.9088, loss: 21.6068, grad_norm: 69.3367 +2023-11-06 20:05:14,131 - mmseg - INFO - Iter [43750/160000] lr: 7.266e-05, eta: 15:38:37, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4609, decode.loss_mask: 0.6157, decode.loss_dice: 0.9083, decode.d0.loss_cls: 1.4532, decode.d0.loss_mask: 0.6584, decode.d0.loss_dice: 1.0191, decode.d1.loss_cls: 0.5576, decode.d1.loss_mask: 0.6408, decode.d1.loss_dice: 0.9725, decode.d2.loss_cls: 0.4996, decode.d2.loss_mask: 0.6282, decode.d2.loss_dice: 0.9382, decode.d3.loss_cls: 0.4851, decode.d3.loss_mask: 0.6217, decode.d3.loss_dice: 0.9163, decode.d4.loss_cls: 0.4700, decode.d4.loss_mask: 0.6190, decode.d4.loss_dice: 0.9139, decode.d5.loss_cls: 0.4666, decode.d5.loss_mask: 0.6178, decode.d5.loss_dice: 0.9097, decode.d6.loss_cls: 0.4597, decode.d6.loss_mask: 0.6215, decode.d6.loss_dice: 0.9093, decode.d7.loss_cls: 0.4590, decode.d7.loss_mask: 0.6212, decode.d7.loss_dice: 0.9113, decode.d8.loss_cls: 0.4592, decode.d8.loss_mask: 0.6177, decode.d8.loss_dice: 0.9142, loss: 21.3456, grad_norm: 73.9531 +2023-11-06 20:05:37,031 - mmseg - INFO - Iter [43800/160000] lr: 7.263e-05, eta: 15:38:09, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4406, decode.loss_mask: 0.6087, decode.loss_dice: 0.8916, decode.d0.loss_cls: 1.4565, decode.d0.loss_mask: 0.6394, decode.d0.loss_dice: 0.9934, decode.d1.loss_cls: 0.5503, decode.d1.loss_mask: 0.6289, decode.d1.loss_dice: 0.9530, decode.d2.loss_cls: 0.4885, decode.d2.loss_mask: 0.6159, decode.d2.loss_dice: 0.9342, decode.d3.loss_cls: 0.4699, decode.d3.loss_mask: 0.6137, decode.d3.loss_dice: 0.9086, decode.d4.loss_cls: 0.4525, decode.d4.loss_mask: 0.6109, decode.d4.loss_dice: 0.9025, decode.d5.loss_cls: 0.4572, decode.d5.loss_mask: 0.6115, decode.d5.loss_dice: 0.8972, decode.d6.loss_cls: 0.4489, decode.d6.loss_mask: 0.6089, decode.d6.loss_dice: 0.8961, decode.d7.loss_cls: 0.4439, decode.d7.loss_mask: 0.6115, decode.d7.loss_dice: 0.8916, decode.d8.loss_cls: 0.4461, decode.d8.loss_mask: 0.6101, decode.d8.loss_dice: 0.8943, loss: 20.9766, grad_norm: 62.7024 +2023-11-06 20:05:59,915 - mmseg - INFO - Iter [43850/160000] lr: 7.259e-05, eta: 15:37:41, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4351, decode.loss_mask: 0.6104, decode.loss_dice: 0.8674, decode.d0.loss_cls: 1.4280, decode.d0.loss_mask: 0.6459, decode.d0.loss_dice: 0.9733, decode.d1.loss_cls: 0.5470, decode.d1.loss_mask: 0.6352, decode.d1.loss_dice: 0.9237, decode.d2.loss_cls: 0.4797, decode.d2.loss_mask: 0.6238, decode.d2.loss_dice: 0.8978, decode.d3.loss_cls: 0.4616, decode.d3.loss_mask: 0.6110, decode.d3.loss_dice: 0.8745, decode.d4.loss_cls: 0.4470, decode.d4.loss_mask: 0.6108, decode.d4.loss_dice: 0.8761, decode.d5.loss_cls: 0.4436, decode.d5.loss_mask: 0.6107, decode.d5.loss_dice: 0.8745, decode.d6.loss_cls: 0.4349, decode.d6.loss_mask: 0.6110, decode.d6.loss_dice: 0.8712, decode.d7.loss_cls: 0.4282, decode.d7.loss_mask: 0.6105, decode.d7.loss_dice: 0.8729, decode.d8.loss_cls: 0.4302, decode.d8.loss_mask: 0.6099, decode.d8.loss_dice: 0.8725, loss: 20.6185, grad_norm: 61.1435 +2023-11-06 20:06:22,934 - mmseg - INFO - Iter [43900/160000] lr: 7.256e-05, eta: 15:37:14, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4487, decode.loss_mask: 0.6033, decode.loss_dice: 0.8833, decode.d0.loss_cls: 1.4627, decode.d0.loss_mask: 0.6446, decode.d0.loss_dice: 0.9928, decode.d1.loss_cls: 0.5553, decode.d1.loss_mask: 0.6328, decode.d1.loss_dice: 0.9496, decode.d2.loss_cls: 0.4973, decode.d2.loss_mask: 0.6156, decode.d2.loss_dice: 0.9219, decode.d3.loss_cls: 0.4736, decode.d3.loss_mask: 0.6119, decode.d3.loss_dice: 0.8972, decode.d4.loss_cls: 0.4627, decode.d4.loss_mask: 0.6062, decode.d4.loss_dice: 0.8936, decode.d5.loss_cls: 0.4584, decode.d5.loss_mask: 0.6079, decode.d5.loss_dice: 0.8983, decode.d6.loss_cls: 0.4488, decode.d6.loss_mask: 0.6085, decode.d6.loss_dice: 0.8863, decode.d7.loss_cls: 0.4493, decode.d7.loss_mask: 0.6070, decode.d7.loss_dice: 0.8867, decode.d8.loss_cls: 0.4511, decode.d8.loss_mask: 0.6061, decode.d8.loss_dice: 0.8914, loss: 20.9530, grad_norm: 69.0466 +2023-11-06 20:06:46,119 - mmseg - INFO - Iter [43950/160000] lr: 7.253e-05, eta: 15:36:47, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4321, decode.loss_mask: 0.6141, decode.loss_dice: 0.8883, decode.d0.loss_cls: 1.4085, decode.d0.loss_mask: 0.6568, decode.d0.loss_dice: 0.9854, decode.d1.loss_cls: 0.5360, decode.d1.loss_mask: 0.6391, decode.d1.loss_dice: 0.9471, decode.d2.loss_cls: 0.4791, decode.d2.loss_mask: 0.6269, decode.d2.loss_dice: 0.9189, decode.d3.loss_cls: 0.4638, decode.d3.loss_mask: 0.6169, decode.d3.loss_dice: 0.8951, decode.d4.loss_cls: 0.4459, decode.d4.loss_mask: 0.6208, decode.d4.loss_dice: 0.8926, decode.d5.loss_cls: 0.4439, decode.d5.loss_mask: 0.6179, decode.d5.loss_dice: 0.8939, decode.d6.loss_cls: 0.4362, decode.d6.loss_mask: 0.6156, decode.d6.loss_dice: 0.8909, decode.d7.loss_cls: 0.4382, decode.d7.loss_mask: 0.6155, decode.d7.loss_dice: 0.8920, decode.d8.loss_cls: 0.4294, decode.d8.loss_mask: 0.6177, decode.d8.loss_dice: 0.8894, loss: 20.8479, grad_norm: 63.7039 +2023-11-06 20:07:09,274 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 20:07:09,275 - mmseg - INFO - Iter [44000/160000] lr: 7.250e-05, eta: 15:36:20, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4442, decode.loss_mask: 0.6148, decode.loss_dice: 0.8970, decode.d0.loss_cls: 1.4879, decode.d0.loss_mask: 0.6450, decode.d0.loss_dice: 0.9984, decode.d1.loss_cls: 0.5572, decode.d1.loss_mask: 0.6385, decode.d1.loss_dice: 0.9634, decode.d2.loss_cls: 0.4932, decode.d2.loss_mask: 0.6248, decode.d2.loss_dice: 0.9307, decode.d3.loss_cls: 0.4732, decode.d3.loss_mask: 0.6202, decode.d3.loss_dice: 0.9079, decode.d4.loss_cls: 0.4647, decode.d4.loss_mask: 0.6156, decode.d4.loss_dice: 0.9105, decode.d5.loss_cls: 0.4526, decode.d5.loss_mask: 0.6173, decode.d5.loss_dice: 0.9099, decode.d6.loss_cls: 0.4473, decode.d6.loss_mask: 0.6158, decode.d6.loss_dice: 0.8992, decode.d7.loss_cls: 0.4455, decode.d7.loss_mask: 0.6189, decode.d7.loss_dice: 0.9005, decode.d8.loss_cls: 0.4473, decode.d8.loss_mask: 0.6157, decode.d8.loss_dice: 0.9005, loss: 21.1576, grad_norm: 60.7796 +2023-11-06 20:07:32,353 - mmseg - INFO - Iter [44050/160000] lr: 7.247e-05, eta: 15:35:53, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4757, decode.loss_mask: 0.6136, decode.loss_dice: 0.9326, decode.d0.loss_cls: 1.5071, decode.d0.loss_mask: 0.6536, decode.d0.loss_dice: 1.0423, decode.d1.loss_cls: 0.5911, decode.d1.loss_mask: 0.6403, decode.d1.loss_dice: 0.9998, decode.d2.loss_cls: 0.5356, decode.d2.loss_mask: 0.6279, decode.d2.loss_dice: 0.9634, decode.d3.loss_cls: 0.5119, decode.d3.loss_mask: 0.6202, decode.d3.loss_dice: 0.9379, decode.d4.loss_cls: 0.4970, decode.d4.loss_mask: 0.6149, decode.d4.loss_dice: 0.9392, decode.d5.loss_cls: 0.4931, decode.d5.loss_mask: 0.6156, decode.d5.loss_dice: 0.9340, decode.d6.loss_cls: 0.4918, decode.d6.loss_mask: 0.6135, decode.d6.loss_dice: 0.9330, decode.d7.loss_cls: 0.4837, decode.d7.loss_mask: 0.6135, decode.d7.loss_dice: 0.9379, decode.d8.loss_cls: 0.4827, decode.d8.loss_mask: 0.6115, decode.d8.loss_dice: 0.9348, loss: 21.8490, grad_norm: 61.8862 +2023-11-06 20:07:55,527 - mmseg - INFO - Iter [44100/160000] lr: 7.244e-05, eta: 15:35:26, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4360, decode.loss_mask: 0.6227, decode.loss_dice: 0.9044, decode.d0.loss_cls: 1.4356, decode.d0.loss_mask: 0.6611, decode.d0.loss_dice: 1.0092, decode.d1.loss_cls: 0.5360, decode.d1.loss_mask: 0.6457, decode.d1.loss_dice: 0.9615, decode.d2.loss_cls: 0.4914, decode.d2.loss_mask: 0.6307, decode.d2.loss_dice: 0.9360, decode.d3.loss_cls: 0.4707, decode.d3.loss_mask: 0.6210, decode.d3.loss_dice: 0.9065, decode.d4.loss_cls: 0.4505, decode.d4.loss_mask: 0.6208, decode.d4.loss_dice: 0.9083, decode.d5.loss_cls: 0.4500, decode.d5.loss_mask: 0.6212, decode.d5.loss_dice: 0.9060, decode.d6.loss_cls: 0.4515, decode.d6.loss_mask: 0.6225, decode.d6.loss_dice: 0.8978, decode.d7.loss_cls: 0.4385, decode.d7.loss_mask: 0.6238, decode.d7.loss_dice: 0.8993, decode.d8.loss_cls: 0.4402, decode.d8.loss_mask: 0.6222, decode.d8.loss_dice: 0.9013, loss: 21.1224, grad_norm: 62.8101 +2023-11-06 20:08:18,448 - mmseg - INFO - Iter [44150/160000] lr: 7.241e-05, eta: 15:34:58, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4826, decode.loss_mask: 0.6401, decode.loss_dice: 0.9370, decode.d0.loss_cls: 1.4861, decode.d0.loss_mask: 0.6831, decode.d0.loss_dice: 1.0522, decode.d1.loss_cls: 0.5788, decode.d1.loss_mask: 0.6616, decode.d1.loss_dice: 1.0040, decode.d2.loss_cls: 0.5238, decode.d2.loss_mask: 0.6494, decode.d2.loss_dice: 0.9711, decode.d3.loss_cls: 0.5022, decode.d3.loss_mask: 0.6490, decode.d3.loss_dice: 0.9473, decode.d4.loss_cls: 0.4934, decode.d4.loss_mask: 0.6455, decode.d4.loss_dice: 0.9490, decode.d5.loss_cls: 0.4841, decode.d5.loss_mask: 0.6446, decode.d5.loss_dice: 0.9524, decode.d6.loss_cls: 0.4833, decode.d6.loss_mask: 0.6398, decode.d6.loss_dice: 0.9439, decode.d7.loss_cls: 0.4884, decode.d7.loss_mask: 0.6334, decode.d7.loss_dice: 0.9398, decode.d8.loss_cls: 0.4873, decode.d8.loss_mask: 0.6371, decode.d8.loss_dice: 0.9436, loss: 22.1338, grad_norm: 63.2158 +2023-11-06 20:08:41,392 - mmseg - INFO - Iter [44200/160000] lr: 7.238e-05, eta: 15:34:31, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4434, decode.loss_mask: 0.6203, decode.loss_dice: 0.8822, decode.d0.loss_cls: 1.4471, decode.d0.loss_mask: 0.6607, decode.d0.loss_dice: 0.9935, decode.d1.loss_cls: 0.5467, decode.d1.loss_mask: 0.6441, decode.d1.loss_dice: 0.9428, decode.d2.loss_cls: 0.4865, decode.d2.loss_mask: 0.6319, decode.d2.loss_dice: 0.9103, decode.d3.loss_cls: 0.4719, decode.d3.loss_mask: 0.6215, decode.d3.loss_dice: 0.8880, decode.d4.loss_cls: 0.4600, decode.d4.loss_mask: 0.6201, decode.d4.loss_dice: 0.8880, decode.d5.loss_cls: 0.4556, decode.d5.loss_mask: 0.6226, decode.d5.loss_dice: 0.8840, decode.d6.loss_cls: 0.4542, decode.d6.loss_mask: 0.6212, decode.d6.loss_dice: 0.8813, decode.d7.loss_cls: 0.4442, decode.d7.loss_mask: 0.6223, decode.d7.loss_dice: 0.8856, decode.d8.loss_cls: 0.4449, decode.d8.loss_mask: 0.6235, decode.d8.loss_dice: 0.8804, loss: 20.9786, grad_norm: 70.8610 +2023-11-06 20:09:06,811 - mmseg - INFO - Iter [44250/160000] lr: 7.234e-05, eta: 15:34:10, time: 0.508, data_time: 0.059, memory: 39436, decode.loss_cls: 0.4168, decode.loss_mask: 0.5974, decode.loss_dice: 0.8765, decode.d0.loss_cls: 1.4193, decode.d0.loss_mask: 0.6388, decode.d0.loss_dice: 0.9739, decode.d1.loss_cls: 0.5205, decode.d1.loss_mask: 0.6204, decode.d1.loss_dice: 0.9359, decode.d2.loss_cls: 0.4648, decode.d2.loss_mask: 0.6080, decode.d2.loss_dice: 0.9080, decode.d3.loss_cls: 0.4465, decode.d3.loss_mask: 0.6052, decode.d3.loss_dice: 0.8822, decode.d4.loss_cls: 0.4342, decode.d4.loss_mask: 0.6004, decode.d4.loss_dice: 0.8824, decode.d5.loss_cls: 0.4279, decode.d5.loss_mask: 0.5979, decode.d5.loss_dice: 0.8819, decode.d6.loss_cls: 0.4286, decode.d6.loss_mask: 0.6030, decode.d6.loss_dice: 0.8769, decode.d7.loss_cls: 0.4240, decode.d7.loss_mask: 0.5982, decode.d7.loss_dice: 0.8765, decode.d8.loss_cls: 0.4166, decode.d8.loss_mask: 0.5992, decode.d8.loss_dice: 0.8795, loss: 20.4412, grad_norm: 62.0376 +2023-11-06 20:09:29,882 - mmseg - INFO - Iter [44300/160000] lr: 7.231e-05, eta: 15:33:42, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4355, decode.loss_mask: 0.6193, decode.loss_dice: 0.8679, decode.d0.loss_cls: 1.4383, decode.d0.loss_mask: 0.6680, decode.d0.loss_dice: 0.9711, decode.d1.loss_cls: 0.5511, decode.d1.loss_mask: 0.6529, decode.d1.loss_dice: 0.9352, decode.d2.loss_cls: 0.4854, decode.d2.loss_mask: 0.6357, decode.d2.loss_dice: 0.8972, decode.d3.loss_cls: 0.4635, decode.d3.loss_mask: 0.6305, decode.d3.loss_dice: 0.8738, decode.d4.loss_cls: 0.4517, decode.d4.loss_mask: 0.6251, decode.d4.loss_dice: 0.8789, decode.d5.loss_cls: 0.4391, decode.d5.loss_mask: 0.6271, decode.d5.loss_dice: 0.8736, decode.d6.loss_cls: 0.4401, decode.d6.loss_mask: 0.6222, decode.d6.loss_dice: 0.8717, decode.d7.loss_cls: 0.4313, decode.d7.loss_mask: 0.6214, decode.d7.loss_dice: 0.8673, decode.d8.loss_cls: 0.4304, decode.d8.loss_mask: 0.6212, decode.d8.loss_dice: 0.8719, loss: 20.7986, grad_norm: 67.2015 +2023-11-06 20:09:53,014 - mmseg - INFO - Iter [44350/160000] lr: 7.228e-05, eta: 15:33:15, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4287, decode.loss_mask: 0.6267, decode.loss_dice: 0.8820, decode.d0.loss_cls: 1.4593, decode.d0.loss_mask: 0.6682, decode.d0.loss_dice: 0.9940, decode.d1.loss_cls: 0.5420, decode.d1.loss_mask: 0.6514, decode.d1.loss_dice: 0.9437, decode.d2.loss_cls: 0.4744, decode.d2.loss_mask: 0.6401, decode.d2.loss_dice: 0.9240, decode.d3.loss_cls: 0.4557, decode.d3.loss_mask: 0.6266, decode.d3.loss_dice: 0.8940, decode.d4.loss_cls: 0.4442, decode.d4.loss_mask: 0.6304, decode.d4.loss_dice: 0.8960, decode.d5.loss_cls: 0.4361, decode.d5.loss_mask: 0.6279, decode.d5.loss_dice: 0.8951, decode.d6.loss_cls: 0.4323, decode.d6.loss_mask: 0.6244, decode.d6.loss_dice: 0.8853, decode.d7.loss_cls: 0.4295, decode.d7.loss_mask: 0.6258, decode.d7.loss_dice: 0.8889, decode.d8.loss_cls: 0.4213, decode.d8.loss_mask: 0.6266, decode.d8.loss_dice: 0.8897, loss: 20.9641, grad_norm: 70.9630 +2023-11-06 20:10:16,271 - mmseg - INFO - Iter [44400/160000] lr: 7.225e-05, eta: 15:32:49, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4340, decode.loss_mask: 0.6044, decode.loss_dice: 0.8942, decode.d0.loss_cls: 1.4447, decode.d0.loss_mask: 0.6440, decode.d0.loss_dice: 0.9969, decode.d1.loss_cls: 0.5549, decode.d1.loss_mask: 0.6263, decode.d1.loss_dice: 0.9513, decode.d2.loss_cls: 0.4854, decode.d2.loss_mask: 0.6156, decode.d2.loss_dice: 0.9214, decode.d3.loss_cls: 0.4613, decode.d3.loss_mask: 0.6080, decode.d3.loss_dice: 0.9021, decode.d4.loss_cls: 0.4527, decode.d4.loss_mask: 0.6083, decode.d4.loss_dice: 0.8995, decode.d5.loss_cls: 0.4500, decode.d5.loss_mask: 0.6073, decode.d5.loss_dice: 0.9020, decode.d6.loss_cls: 0.4377, decode.d6.loss_mask: 0.6042, decode.d6.loss_dice: 0.8940, decode.d7.loss_cls: 0.4373, decode.d7.loss_mask: 0.6042, decode.d7.loss_dice: 0.8954, decode.d8.loss_cls: 0.4320, decode.d8.loss_mask: 0.6064, decode.d8.loss_dice: 0.9000, loss: 20.8755, grad_norm: 68.4701 +2023-11-06 20:10:39,231 - mmseg - INFO - Iter [44450/160000] lr: 7.222e-05, eta: 15:32:21, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4157, decode.loss_mask: 0.5893, decode.loss_dice: 0.8701, decode.d0.loss_cls: 1.4341, decode.d0.loss_mask: 0.6315, decode.d0.loss_dice: 0.9841, decode.d1.loss_cls: 0.5341, decode.d1.loss_mask: 0.6143, decode.d1.loss_dice: 0.9313, decode.d2.loss_cls: 0.4664, decode.d2.loss_mask: 0.6006, decode.d2.loss_dice: 0.8958, decode.d3.loss_cls: 0.4461, decode.d3.loss_mask: 0.5938, decode.d3.loss_dice: 0.8787, decode.d4.loss_cls: 0.4333, decode.d4.loss_mask: 0.5972, decode.d4.loss_dice: 0.8776, decode.d5.loss_cls: 0.4229, decode.d5.loss_mask: 0.5983, decode.d5.loss_dice: 0.8808, decode.d6.loss_cls: 0.4239, decode.d6.loss_mask: 0.5919, decode.d6.loss_dice: 0.8733, decode.d7.loss_cls: 0.4205, decode.d7.loss_mask: 0.5917, decode.d7.loss_dice: 0.8699, decode.d8.loss_cls: 0.4182, decode.d8.loss_mask: 0.5926, decode.d8.loss_dice: 0.8725, loss: 20.3504, grad_norm: 66.0514 +2023-11-06 20:11:02,142 - mmseg - INFO - Iter [44500/160000] lr: 7.219e-05, eta: 15:31:54, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4446, decode.loss_mask: 0.6093, decode.loss_dice: 0.8959, decode.d0.loss_cls: 1.4784, decode.d0.loss_mask: 0.6514, decode.d0.loss_dice: 1.0021, decode.d1.loss_cls: 0.5547, decode.d1.loss_mask: 0.6317, decode.d1.loss_dice: 0.9596, decode.d2.loss_cls: 0.4909, decode.d2.loss_mask: 0.6216, decode.d2.loss_dice: 0.9273, decode.d3.loss_cls: 0.4686, decode.d3.loss_mask: 0.6160, decode.d3.loss_dice: 0.9070, decode.d4.loss_cls: 0.4530, decode.d4.loss_mask: 0.6147, decode.d4.loss_dice: 0.9101, decode.d5.loss_cls: 0.4507, decode.d5.loss_mask: 0.6143, decode.d5.loss_dice: 0.9042, decode.d6.loss_cls: 0.4511, decode.d6.loss_mask: 0.6093, decode.d6.loss_dice: 0.8955, decode.d7.loss_cls: 0.4396, decode.d7.loss_mask: 0.6130, decode.d7.loss_dice: 0.8937, decode.d8.loss_cls: 0.4446, decode.d8.loss_mask: 0.6127, decode.d8.loss_dice: 0.9011, loss: 21.0667, grad_norm: 63.5274 +2023-11-06 20:11:25,270 - mmseg - INFO - Iter [44550/160000] lr: 7.216e-05, eta: 15:31:27, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4407, decode.loss_mask: 0.6076, decode.loss_dice: 0.8812, decode.d0.loss_cls: 1.4425, decode.d0.loss_mask: 0.6531, decode.d0.loss_dice: 0.9983, decode.d1.loss_cls: 0.5424, decode.d1.loss_mask: 0.6382, decode.d1.loss_dice: 0.9574, decode.d2.loss_cls: 0.4892, decode.d2.loss_mask: 0.6195, decode.d2.loss_dice: 0.9198, decode.d3.loss_cls: 0.4687, decode.d3.loss_mask: 0.6130, decode.d3.loss_dice: 0.8944, decode.d4.loss_cls: 0.4506, decode.d4.loss_mask: 0.6159, decode.d4.loss_dice: 0.8953, decode.d5.loss_cls: 0.4480, decode.d5.loss_mask: 0.6113, decode.d5.loss_dice: 0.8927, decode.d6.loss_cls: 0.4476, decode.d6.loss_mask: 0.6093, decode.d6.loss_dice: 0.8829, decode.d7.loss_cls: 0.4479, decode.d7.loss_mask: 0.6100, decode.d7.loss_dice: 0.8863, decode.d8.loss_cls: 0.4403, decode.d8.loss_mask: 0.6080, decode.d8.loss_dice: 0.8868, loss: 20.8988, grad_norm: 60.9596 +2023-11-06 20:11:48,302 - mmseg - INFO - Iter [44600/160000] lr: 7.213e-05, eta: 15:30:59, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4338, decode.loss_mask: 0.6022, decode.loss_dice: 0.8641, decode.d0.loss_cls: 1.4203, decode.d0.loss_mask: 0.6410, decode.d0.loss_dice: 0.9729, decode.d1.loss_cls: 0.5342, decode.d1.loss_mask: 0.6188, decode.d1.loss_dice: 0.9200, decode.d2.loss_cls: 0.4772, decode.d2.loss_mask: 0.6080, decode.d2.loss_dice: 0.8908, decode.d3.loss_cls: 0.4525, decode.d3.loss_mask: 0.6042, decode.d3.loss_dice: 0.8702, decode.d4.loss_cls: 0.4400, decode.d4.loss_mask: 0.6025, decode.d4.loss_dice: 0.8706, decode.d5.loss_cls: 0.4387, decode.d5.loss_mask: 0.6011, decode.d5.loss_dice: 0.8700, decode.d6.loss_cls: 0.4353, decode.d6.loss_mask: 0.6042, decode.d6.loss_dice: 0.8640, decode.d7.loss_cls: 0.4345, decode.d7.loss_mask: 0.6030, decode.d7.loss_dice: 0.8675, decode.d8.loss_cls: 0.4342, decode.d8.loss_mask: 0.6012, decode.d8.loss_dice: 0.8691, loss: 20.4463, grad_norm: 60.0570 +2023-11-06 20:12:11,346 - mmseg - INFO - Iter [44650/160000] lr: 7.209e-05, eta: 15:30:32, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4456, decode.loss_mask: 0.5955, decode.loss_dice: 0.8986, decode.d0.loss_cls: 1.4236, decode.d0.loss_mask: 0.6352, decode.d0.loss_dice: 0.9987, decode.d1.loss_cls: 0.5659, decode.d1.loss_mask: 0.6157, decode.d1.loss_dice: 0.9658, decode.d2.loss_cls: 0.4942, decode.d2.loss_mask: 0.6040, decode.d2.loss_dice: 0.9316, decode.d3.loss_cls: 0.4710, decode.d3.loss_mask: 0.5967, decode.d3.loss_dice: 0.9116, decode.d4.loss_cls: 0.4617, decode.d4.loss_mask: 0.6019, decode.d4.loss_dice: 0.9108, decode.d5.loss_cls: 0.4596, decode.d5.loss_mask: 0.5986, decode.d5.loss_dice: 0.9074, decode.d6.loss_cls: 0.4472, decode.d6.loss_mask: 0.5980, decode.d6.loss_dice: 0.8980, decode.d7.loss_cls: 0.4428, decode.d7.loss_mask: 0.5966, decode.d7.loss_dice: 0.9001, decode.d8.loss_cls: 0.4444, decode.d8.loss_mask: 0.5949, decode.d8.loss_dice: 0.9002, loss: 20.9157, grad_norm: 66.4107 +2023-11-06 20:12:34,409 - mmseg - INFO - Iter [44700/160000] lr: 7.206e-05, eta: 15:30:05, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4488, decode.loss_mask: 0.6146, decode.loss_dice: 0.8933, decode.d0.loss_cls: 1.4573, decode.d0.loss_mask: 0.6637, decode.d0.loss_dice: 1.0001, decode.d1.loss_cls: 0.5577, decode.d1.loss_mask: 0.6484, decode.d1.loss_dice: 0.9603, decode.d2.loss_cls: 0.4977, decode.d2.loss_mask: 0.6261, decode.d2.loss_dice: 0.9245, decode.d3.loss_cls: 0.4810, decode.d3.loss_mask: 0.6182, decode.d3.loss_dice: 0.9009, decode.d4.loss_cls: 0.4623, decode.d4.loss_mask: 0.6168, decode.d4.loss_dice: 0.9087, decode.d5.loss_cls: 0.4642, decode.d5.loss_mask: 0.6142, decode.d5.loss_dice: 0.8989, decode.d6.loss_cls: 0.4560, decode.d6.loss_mask: 0.6171, decode.d6.loss_dice: 0.9000, decode.d7.loss_cls: 0.4538, decode.d7.loss_mask: 0.6169, decode.d7.loss_dice: 0.8978, decode.d8.loss_cls: 0.4487, decode.d8.loss_mask: 0.6138, decode.d8.loss_dice: 0.8952, loss: 21.1569, grad_norm: 75.9985 +2023-11-06 20:12:57,477 - mmseg - INFO - Iter [44750/160000] lr: 7.203e-05, eta: 15:29:38, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4383, decode.loss_mask: 0.6042, decode.loss_dice: 0.8813, decode.d0.loss_cls: 1.4771, decode.d0.loss_mask: 0.6514, decode.d0.loss_dice: 0.9922, decode.d1.loss_cls: 0.5634, decode.d1.loss_mask: 0.6309, decode.d1.loss_dice: 0.9559, decode.d2.loss_cls: 0.4903, decode.d2.loss_mask: 0.6165, decode.d2.loss_dice: 0.9167, decode.d3.loss_cls: 0.4666, decode.d3.loss_mask: 0.6117, decode.d3.loss_dice: 0.8900, decode.d4.loss_cls: 0.4572, decode.d4.loss_mask: 0.6109, decode.d4.loss_dice: 0.8960, decode.d5.loss_cls: 0.4481, decode.d5.loss_mask: 0.6095, decode.d5.loss_dice: 0.8885, decode.d6.loss_cls: 0.4441, decode.d6.loss_mask: 0.6096, decode.d6.loss_dice: 0.8861, decode.d7.loss_cls: 0.4445, decode.d7.loss_mask: 0.6090, decode.d7.loss_dice: 0.8833, decode.d8.loss_cls: 0.4456, decode.d8.loss_mask: 0.6042, decode.d8.loss_dice: 0.8801, loss: 20.9032, grad_norm: 60.2152 +2023-11-06 20:13:20,730 - mmseg - INFO - Iter [44800/160000] lr: 7.200e-05, eta: 15:29:11, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4400, decode.loss_mask: 0.5880, decode.loss_dice: 0.8754, decode.d0.loss_cls: 1.4563, decode.d0.loss_mask: 0.6281, decode.d0.loss_dice: 0.9812, decode.d1.loss_cls: 0.5368, decode.d1.loss_mask: 0.6127, decode.d1.loss_dice: 0.9422, decode.d2.loss_cls: 0.4775, decode.d2.loss_mask: 0.6030, decode.d2.loss_dice: 0.9062, decode.d3.loss_cls: 0.4586, decode.d3.loss_mask: 0.5932, decode.d3.loss_dice: 0.8833, decode.d4.loss_cls: 0.4422, decode.d4.loss_mask: 0.5921, decode.d4.loss_dice: 0.8836, decode.d5.loss_cls: 0.4349, decode.d5.loss_mask: 0.5956, decode.d5.loss_dice: 0.8870, decode.d6.loss_cls: 0.4414, decode.d6.loss_mask: 0.5899, decode.d6.loss_dice: 0.8774, decode.d7.loss_cls: 0.4400, decode.d7.loss_mask: 0.5904, decode.d7.loss_dice: 0.8746, decode.d8.loss_cls: 0.4342, decode.d8.loss_mask: 0.5898, decode.d8.loss_dice: 0.8765, loss: 20.5322, grad_norm: 59.2124 +2023-11-06 20:13:43,532 - mmseg - INFO - Iter [44850/160000] lr: 7.197e-05, eta: 15:28:44, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4383, decode.loss_mask: 0.6213, decode.loss_dice: 0.8834, decode.d0.loss_cls: 1.4036, decode.d0.loss_mask: 0.6719, decode.d0.loss_dice: 0.9892, decode.d1.loss_cls: 0.5444, decode.d1.loss_mask: 0.6442, decode.d1.loss_dice: 0.9413, decode.d2.loss_cls: 0.4775, decode.d2.loss_mask: 0.6327, decode.d2.loss_dice: 0.9142, decode.d3.loss_cls: 0.4681, decode.d3.loss_mask: 0.6247, decode.d3.loss_dice: 0.8938, decode.d4.loss_cls: 0.4561, decode.d4.loss_mask: 0.6243, decode.d4.loss_dice: 0.8924, decode.d5.loss_cls: 0.4476, decode.d5.loss_mask: 0.6256, decode.d5.loss_dice: 0.8953, decode.d6.loss_cls: 0.4496, decode.d6.loss_mask: 0.6201, decode.d6.loss_dice: 0.8850, decode.d7.loss_cls: 0.4473, decode.d7.loss_mask: 0.6227, decode.d7.loss_dice: 0.8837, decode.d8.loss_cls: 0.4420, decode.d8.loss_mask: 0.6232, decode.d8.loss_dice: 0.8896, loss: 20.9528, grad_norm: 59.8389 +2023-11-06 20:14:06,421 - mmseg - INFO - Iter [44900/160000] lr: 7.194e-05, eta: 15:28:16, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4302, decode.loss_mask: 0.6227, decode.loss_dice: 0.8848, decode.d0.loss_cls: 1.4327, decode.d0.loss_mask: 0.6642, decode.d0.loss_dice: 0.9928, decode.d1.loss_cls: 0.5265, decode.d1.loss_mask: 0.6523, decode.d1.loss_dice: 0.9531, decode.d2.loss_cls: 0.4745, decode.d2.loss_mask: 0.6340, decode.d2.loss_dice: 0.9147, decode.d3.loss_cls: 0.4653, decode.d3.loss_mask: 0.6287, decode.d3.loss_dice: 0.8917, decode.d4.loss_cls: 0.4487, decode.d4.loss_mask: 0.6269, decode.d4.loss_dice: 0.8945, decode.d5.loss_cls: 0.4455, decode.d5.loss_mask: 0.6251, decode.d5.loss_dice: 0.8933, decode.d6.loss_cls: 0.4475, decode.d6.loss_mask: 0.6199, decode.d6.loss_dice: 0.8869, decode.d7.loss_cls: 0.4354, decode.d7.loss_mask: 0.6205, decode.d7.loss_dice: 0.8871, decode.d8.loss_cls: 0.4393, decode.d8.loss_mask: 0.6194, decode.d8.loss_dice: 0.8851, loss: 20.9434, grad_norm: 65.0320 +2023-11-06 20:14:29,481 - mmseg - INFO - Iter [44950/160000] lr: 7.191e-05, eta: 15:27:49, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4251, decode.loss_mask: 0.6091, decode.loss_dice: 0.8857, decode.d0.loss_cls: 1.4319, decode.d0.loss_mask: 0.6436, decode.d0.loss_dice: 0.9759, decode.d1.loss_cls: 0.5418, decode.d1.loss_mask: 0.6293, decode.d1.loss_dice: 0.9340, decode.d2.loss_cls: 0.4818, decode.d2.loss_mask: 0.6127, decode.d2.loss_dice: 0.9061, decode.d3.loss_cls: 0.4599, decode.d3.loss_mask: 0.6109, decode.d3.loss_dice: 0.8891, decode.d4.loss_cls: 0.4415, decode.d4.loss_mask: 0.6083, decode.d4.loss_dice: 0.8898, decode.d5.loss_cls: 0.4374, decode.d5.loss_mask: 0.6078, decode.d5.loss_dice: 0.8869, decode.d6.loss_cls: 0.4341, decode.d6.loss_mask: 0.6043, decode.d6.loss_dice: 0.8876, decode.d7.loss_cls: 0.4293, decode.d7.loss_mask: 0.6073, decode.d7.loss_dice: 0.8853, decode.d8.loss_cls: 0.4264, decode.d8.loss_mask: 0.6056, decode.d8.loss_dice: 0.8870, loss: 20.6754, grad_norm: 57.5881 +2023-11-06 20:14:52,591 - mmseg - INFO - Saving checkpoint at 45000 iterations +2023-11-06 20:14:55,108 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 20:14:55,108 - mmseg - INFO - Iter [45000/160000] lr: 7.188e-05, eta: 15:27:28, time: 0.513, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4578, decode.loss_mask: 0.6046, decode.loss_dice: 0.8876, decode.d0.loss_cls: 1.4569, decode.d0.loss_mask: 0.6528, decode.d0.loss_dice: 1.0002, decode.d1.loss_cls: 0.5657, decode.d1.loss_mask: 0.6342, decode.d1.loss_dice: 0.9579, decode.d2.loss_cls: 0.5065, decode.d2.loss_mask: 0.6212, decode.d2.loss_dice: 0.9204, decode.d3.loss_cls: 0.4870, decode.d3.loss_mask: 0.6071, decode.d3.loss_dice: 0.8974, decode.d4.loss_cls: 0.4711, decode.d4.loss_mask: 0.6076, decode.d4.loss_dice: 0.8996, decode.d5.loss_cls: 0.4704, decode.d5.loss_mask: 0.6068, decode.d5.loss_dice: 0.8992, decode.d6.loss_cls: 0.4667, decode.d6.loss_mask: 0.6054, decode.d6.loss_dice: 0.8916, decode.d7.loss_cls: 0.4604, decode.d7.loss_mask: 0.6069, decode.d7.loss_dice: 0.8949, decode.d8.loss_cls: 0.4602, decode.d8.loss_mask: 0.6024, decode.d8.loss_dice: 0.8886, loss: 21.0893, grad_norm: 63.4500 +2023-11-06 20:15:15,089 - mmseg - INFO - per class results: +2023-11-06 20:15:15,095 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 78.8 | 86.45 | +| building | 80.99 | 91.54 | +| sky | 94.6 | 97.42 | +| floor | 82.39 | 88.84 | +| tree | 75.6 | 86.13 | +| ceiling | 84.33 | 91.67 | +| road | 85.16 | 89.42 | +| bed | 90.38 | 95.37 | +| windowpane | 62.27 | 78.24 | +| grass | 72.28 | 83.71 | +| cabinet | 62.38 | 74.35 | +| sidewalk | 68.77 | 82.68 | +| person | 84.01 | 90.65 | +| earth | 40.04 | 63.84 | +| door | 50.39 | 70.29 | +| table | 65.75 | 79.44 | +| mountain | 60.34 | 72.69 | +| plant | 55.3 | 70.78 | +| curtain | 75.62 | 85.67 | +| chair | 55.12 | 62.3 | +| car | 85.23 | 91.35 | +| water | 47.71 | 61.11 | +| painting | 71.67 | 90.23 | +| sofa | 68.52 | 83.81 | +| shelf | 38.31 | 51.34 | +| house | 41.13 | 65.76 | +| sea | 56.37 | 74.25 | +| mirror | 69.56 | 82.31 | +| rug | 63.27 | 81.13 | +| field | 35.52 | 45.41 | +| armchair | 41.4 | 70.4 | +| seat | 60.27 | 85.59 | +| fence | 46.3 | 68.21 | +| desk | 49.27 | 72.08 | +| rock | 51.03 | 79.99 | +| wardrobe | 43.02 | 69.09 | +| lamp | 71.03 | 83.09 | +| bathtub | 82.46 | 90.19 | +| railing | 37.3 | 55.49 | +| cushion | 61.83 | 75.76 | +| base | 36.2 | 77.32 | +| box | 27.73 | 42.39 | +| column | 54.84 | 67.03 | +| signboard | 38.49 | 62.12 | +| chest of drawers | 53.37 | 71.71 | +| counter | 52.33 | 61.56 | +| sand | 34.53 | 46.6 | +| sink | 70.95 | 84.84 | +| skyscraper | 36.97 | 45.75 | +| fireplace | 76.12 | 90.23 | +| refrigerator | 82.68 | 89.27 | +| grandstand | 33.93 | 68.77 | +| path | 18.13 | 24.1 | +| stairs | 37.59 | 48.63 | +| runway | 68.22 | 95.25 | +| case | 51.65 | 68.19 | +| pool table | 94.68 | 97.43 | +| pillow | 55.87 | 66.69 | +| screen door | 77.23 | 88.7 | +| stairway | 38.3 | 48.61 | +| river | 15.91 | 20.37 | +| bridge | 80.53 | 91.72 | +| bookcase | 26.89 | 52.66 | +| blind | 36.97 | 39.18 | +| coffee table | 68.72 | 84.8 | +| toilet | 88.02 | 90.92 | +| flower | 40.86 | 57.12 | +| book | 49.87 | 70.9 | +| hill | 4.02 | 7.8 | +| bench | 61.38 | 74.95 | +| countertop | 65.49 | 74.79 | +| stove | 79.88 | 89.63 | +| palm | 54.5 | 79.51 | +| kitchen island | 40.7 | 69.9 | +| computer | 72.75 | 78.83 | +| swivel chair | 47.58 | 78.33 | +| boat | 41.15 | 57.07 | +| bar | 56.1 | 63.75 | +| arcade machine | 85.86 | 94.04 | +| hovel | 10.58 | 15.06 | +| bus | 89.79 | 95.65 | +| towel | 72.84 | 85.64 | +| light | 59.09 | 68.21 | +| truck | 39.23 | 60.27 | +| tower | 31.63 | 51.14 | +| chandelier | 67.35 | 84.32 | +| awning | 38.23 | 48.06 | +| streetlight | 37.0 | 53.26 | +| booth | 62.54 | 69.05 | +| television receiver | 74.27 | 83.56 | +| airplane | 59.34 | 66.23 | +| dirt track | 2.04 | 10.27 | +| apparel | 33.61 | 72.48 | +| pole | 30.34 | 52.41 | +| land | 0.0 | 0.0 | +| bannister | 10.58 | 13.62 | +| escalator | 26.12 | 27.91 | +| ottoman | 47.94 | 56.21 | +| bottle | 36.88 | 51.56 | +| buffet | 37.32 | 42.49 | +| poster | 18.68 | 21.61 | +| stage | 23.13 | 28.77 | +| van | 45.79 | 70.29 | +| ship | 4.94 | 7.09 | +| fountain | 20.84 | 21.84 | +| conveyer belt | 58.77 | 95.21 | +| canopy | 38.77 | 51.34 | +| washer | 74.13 | 75.67 | +| plaything | 19.85 | 34.14 | +| swimming pool | 56.41 | 61.68 | +| stool | 38.25 | 68.68 | +| barrel | 48.73 | 98.35 | +| basket | 30.42 | 48.05 | +| waterfall | 70.17 | 91.45 | +| tent | 81.54 | 98.36 | +| bag | 18.47 | 31.96 | +| minibike | 75.43 | 89.34 | +| cradle | 69.5 | 98.36 | +| oven | 53.19 | 60.29 | +| ball | 20.04 | 27.93 | +| food | 66.29 | 79.22 | +| step | 28.08 | 43.35 | +| tank | 46.01 | 53.26 | +| trade name | 18.44 | 22.7 | +| microwave | 82.45 | 95.34 | +| pot | 39.34 | 46.31 | +| animal | 70.14 | 76.2 | +| bicycle | 62.82 | 84.58 | +| lake | 24.56 | 83.0 | +| dishwasher | 75.66 | 87.66 | +| screen | 62.57 | 86.45 | +| blanket | 29.11 | 38.71 | +| sculpture | 50.71 | 88.08 | +| hood | 78.69 | 88.79 | +| sconce | 57.89 | 73.14 | +| vase | 47.02 | 74.41 | +| traffic light | 40.46 | 65.76 | +| tray | 18.51 | 26.39 | +| ashcan | 45.63 | 68.68 | +| fan | 67.24 | 85.92 | +| pier | 0.33 | 0.35 | +| crt screen | 4.49 | 14.48 | +| plate | 62.32 | 80.24 | +| monitor | 2.11 | 2.31 | +| bulletin board | 41.83 | 61.01 | +| shower | 8.38 | 25.84 | +| radiator | 59.48 | 68.69 | +| glass | 23.44 | 26.71 | +| clock | 44.78 | 65.35 | +| flag | 49.28 | 54.85 | ++---------------------+-------+-------+ +2023-11-06 20:15:15,096 - mmseg - INFO - Summary: +2023-11-06 20:15:15,096 - mmseg - INFO - ++-------+-------+------+ +| aAcc | mIoU | mAcc | ++-------+-------+------+ +| 83.47 | 50.96 | 65.3 | ++-------+-------+------+ +2023-11-06 20:15:15,144 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_40000.pth was removed +2023-11-06 20:15:17,448 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_45000.pth. +2023-11-06 20:15:17,449 - mmseg - INFO - Best mIoU is 0.5096 at 45000 iter. +2023-11-06 20:15:17,449 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 20:15:17,449 - mmseg - INFO - Iter(val) [250] aAcc: 0.8347, mIoU: 0.5096, mAcc: 0.6530, IoU.wall: 0.7880, IoU.building: 0.8099, IoU.sky: 0.9460, IoU.floor: 0.8239, IoU.tree: 0.7560, IoU.ceiling: 0.8433, IoU.road: 0.8516, IoU.bed : 0.9038, IoU.windowpane: 0.6227, IoU.grass: 0.7228, IoU.cabinet: 0.6238, IoU.sidewalk: 0.6877, IoU.person: 0.8401, IoU.earth: 0.4004, IoU.door: 0.5039, IoU.table: 0.6575, IoU.mountain: 0.6034, IoU.plant: 0.5530, IoU.curtain: 0.7562, IoU.chair: 0.5512, IoU.car: 0.8523, IoU.water: 0.4771, IoU.painting: 0.7167, IoU.sofa: 0.6852, IoU.shelf: 0.3831, IoU.house: 0.4113, IoU.sea: 0.5637, IoU.mirror: 0.6956, IoU.rug: 0.6327, IoU.field: 0.3552, IoU.armchair: 0.4140, IoU.seat: 0.6027, IoU.fence: 0.4630, IoU.desk: 0.4927, IoU.rock: 0.5103, IoU.wardrobe: 0.4302, IoU.lamp: 0.7103, IoU.bathtub: 0.8246, IoU.railing: 0.3730, IoU.cushion: 0.6183, IoU.base: 0.3620, IoU.box: 0.2773, IoU.column: 0.5484, IoU.signboard: 0.3849, IoU.chest of drawers: 0.5337, IoU.counter: 0.5233, IoU.sand: 0.3453, IoU.sink: 0.7095, IoU.skyscraper: 0.3697, IoU.fireplace: 0.7612, IoU.refrigerator: 0.8268, IoU.grandstand: 0.3393, IoU.path: 0.1813, IoU.stairs: 0.3759, IoU.runway: 0.6822, IoU.case: 0.5165, IoU.pool table: 0.9468, IoU.pillow: 0.5587, IoU.screen door: 0.7723, IoU.stairway: 0.3830, IoU.river: 0.1591, IoU.bridge: 0.8053, IoU.bookcase: 0.2689, IoU.blind: 0.3697, IoU.coffee table: 0.6872, IoU.toilet: 0.8802, IoU.flower: 0.4086, IoU.book: 0.4987, IoU.hill: 0.0402, IoU.bench: 0.6138, IoU.countertop: 0.6549, IoU.stove: 0.7988, IoU.palm: 0.5450, IoU.kitchen island: 0.4070, IoU.computer: 0.7275, IoU.swivel chair: 0.4758, IoU.boat: 0.4115, IoU.bar: 0.5610, IoU.arcade machine: 0.8586, IoU.hovel: 0.1058, IoU.bus: 0.8979, IoU.towel: 0.7284, IoU.light: 0.5909, IoU.truck: 0.3923, IoU.tower: 0.3163, IoU.chandelier: 0.6735, IoU.awning: 0.3823, IoU.streetlight: 0.3700, IoU.booth: 0.6254, IoU.television receiver: 0.7427, IoU.airplane: 0.5934, IoU.dirt track: 0.0204, IoU.apparel: 0.3361, IoU.pole: 0.3034, IoU.land: 0.0000, IoU.bannister: 0.1058, IoU.escalator: 0.2612, IoU.ottoman: 0.4794, IoU.bottle: 0.3688, IoU.buffet: 0.3732, IoU.poster: 0.1868, IoU.stage: 0.2313, IoU.van: 0.4579, IoU.ship: 0.0494, IoU.fountain: 0.2084, IoU.conveyer belt: 0.5877, IoU.canopy: 0.3877, IoU.washer: 0.7413, IoU.plaything: 0.1985, IoU.swimming pool: 0.5641, IoU.stool: 0.3825, IoU.barrel: 0.4873, IoU.basket: 0.3042, IoU.waterfall: 0.7017, IoU.tent: 0.8154, IoU.bag: 0.1847, IoU.minibike: 0.7543, IoU.cradle: 0.6950, IoU.oven: 0.5319, IoU.ball: 0.2004, IoU.food: 0.6629, IoU.step: 0.2808, IoU.tank: 0.4601, IoU.trade name: 0.1844, IoU.microwave: 0.8245, IoU.pot: 0.3934, IoU.animal: 0.7014, IoU.bicycle: 0.6282, IoU.lake: 0.2456, IoU.dishwasher: 0.7566, IoU.screen: 0.6257, IoU.blanket: 0.2911, IoU.sculpture: 0.5071, IoU.hood: 0.7869, IoU.sconce: 0.5789, IoU.vase: 0.4702, IoU.traffic light: 0.4046, IoU.tray: 0.1851, IoU.ashcan: 0.4563, IoU.fan: 0.6724, IoU.pier: 0.0033, IoU.crt screen: 0.0449, IoU.plate: 0.6232, IoU.monitor: 0.0211, IoU.bulletin board: 0.4183, IoU.shower: 0.0838, IoU.radiator: 0.5948, IoU.glass: 0.2344, IoU.clock: 0.4478, IoU.flag: 0.4928, Acc.wall: 0.8645, Acc.building: 0.9154, Acc.sky: 0.9742, Acc.floor: 0.8884, Acc.tree: 0.8613, Acc.ceiling: 0.9167, Acc.road: 0.8942, Acc.bed : 0.9537, Acc.windowpane: 0.7824, Acc.grass: 0.8371, Acc.cabinet: 0.7435, Acc.sidewalk: 0.8268, Acc.person: 0.9065, Acc.earth: 0.6384, Acc.door: 0.7029, Acc.table: 0.7944, Acc.mountain: 0.7269, Acc.plant: 0.7078, Acc.curtain: 0.8567, Acc.chair: 0.6230, Acc.car: 0.9135, Acc.water: 0.6111, Acc.painting: 0.9023, Acc.sofa: 0.8381, Acc.shelf: 0.5134, Acc.house: 0.6576, Acc.sea: 0.7425, Acc.mirror: 0.8231, Acc.rug: 0.8113, Acc.field: 0.4541, Acc.armchair: 0.7040, Acc.seat: 0.8559, Acc.fence: 0.6821, Acc.desk: 0.7208, Acc.rock: 0.7999, Acc.wardrobe: 0.6909, Acc.lamp: 0.8309, Acc.bathtub: 0.9019, Acc.railing: 0.5549, Acc.cushion: 0.7576, Acc.base: 0.7732, Acc.box: 0.4239, Acc.column: 0.6703, Acc.signboard: 0.6212, Acc.chest of drawers: 0.7171, Acc.counter: 0.6156, Acc.sand: 0.4660, Acc.sink: 0.8484, Acc.skyscraper: 0.4575, Acc.fireplace: 0.9023, Acc.refrigerator: 0.8927, Acc.grandstand: 0.6877, Acc.path: 0.2410, Acc.stairs: 0.4863, Acc.runway: 0.9525, Acc.case: 0.6819, Acc.pool table: 0.9743, Acc.pillow: 0.6669, Acc.screen door: 0.8870, Acc.stairway: 0.4861, Acc.river: 0.2037, Acc.bridge: 0.9172, Acc.bookcase: 0.5266, Acc.blind: 0.3918, Acc.coffee table: 0.8480, Acc.toilet: 0.9092, Acc.flower: 0.5712, Acc.book: 0.7090, Acc.hill: 0.0780, Acc.bench: 0.7495, Acc.countertop: 0.7479, Acc.stove: 0.8963, Acc.palm: 0.7951, Acc.kitchen island: 0.6990, Acc.computer: 0.7883, Acc.swivel chair: 0.7833, Acc.boat: 0.5707, Acc.bar: 0.6375, Acc.arcade machine: 0.9404, Acc.hovel: 0.1506, Acc.bus: 0.9565, Acc.towel: 0.8564, Acc.light: 0.6821, Acc.truck: 0.6027, Acc.tower: 0.5114, Acc.chandelier: 0.8432, Acc.awning: 0.4806, Acc.streetlight: 0.5326, Acc.booth: 0.6905, Acc.television receiver: 0.8356, Acc.airplane: 0.6623, Acc.dirt track: 0.1027, Acc.apparel: 0.7248, Acc.pole: 0.5241, Acc.land: 0.0000, Acc.bannister: 0.1362, Acc.escalator: 0.2791, Acc.ottoman: 0.5621, Acc.bottle: 0.5156, Acc.buffet: 0.4249, Acc.poster: 0.2161, Acc.stage: 0.2877, Acc.van: 0.7029, Acc.ship: 0.0709, Acc.fountain: 0.2184, Acc.conveyer belt: 0.9521, Acc.canopy: 0.5134, Acc.washer: 0.7567, Acc.plaything: 0.3414, Acc.swimming pool: 0.6168, Acc.stool: 0.6868, Acc.barrel: 0.9835, Acc.basket: 0.4805, Acc.waterfall: 0.9145, Acc.tent: 0.9836, Acc.bag: 0.3196, Acc.minibike: 0.8934, Acc.cradle: 0.9836, Acc.oven: 0.6029, Acc.ball: 0.2793, Acc.food: 0.7922, Acc.step: 0.4335, Acc.tank: 0.5326, Acc.trade name: 0.2270, Acc.microwave: 0.9534, Acc.pot: 0.4631, Acc.animal: 0.7620, Acc.bicycle: 0.8458, Acc.lake: 0.8300, Acc.dishwasher: 0.8766, Acc.screen: 0.8645, Acc.blanket: 0.3871, Acc.sculpture: 0.8808, Acc.hood: 0.8879, Acc.sconce: 0.7314, Acc.vase: 0.7441, Acc.traffic light: 0.6576, Acc.tray: 0.2639, Acc.ashcan: 0.6868, Acc.fan: 0.8592, Acc.pier: 0.0035, Acc.crt screen: 0.1448, Acc.plate: 0.8024, Acc.monitor: 0.0231, Acc.bulletin board: 0.6101, Acc.shower: 0.2584, Acc.radiator: 0.6869, Acc.glass: 0.2671, Acc.clock: 0.6535, Acc.flag: 0.5485 +2023-11-06 20:15:40,644 - mmseg - INFO - Iter [45050/160000] lr: 7.184e-05, eta: 15:27:59, time: 0.911, data_time: 0.460, memory: 39436, decode.loss_cls: 0.4232, decode.loss_mask: 0.6121, decode.loss_dice: 0.8980, decode.d0.loss_cls: 1.4275, decode.d0.loss_mask: 0.6545, decode.d0.loss_dice: 0.9948, decode.d1.loss_cls: 0.5303, decode.d1.loss_mask: 0.6336, decode.d1.loss_dice: 0.9524, decode.d2.loss_cls: 0.4682, decode.d2.loss_mask: 0.6264, decode.d2.loss_dice: 0.9224, decode.d3.loss_cls: 0.4474, decode.d3.loss_mask: 0.6153, decode.d3.loss_dice: 0.9000, decode.d4.loss_cls: 0.4352, decode.d4.loss_mask: 0.6147, decode.d4.loss_dice: 0.8928, decode.d5.loss_cls: 0.4313, decode.d5.loss_mask: 0.6091, decode.d5.loss_dice: 0.8963, decode.d6.loss_cls: 0.4254, decode.d6.loss_mask: 0.6131, decode.d6.loss_dice: 0.8931, decode.d7.loss_cls: 0.4204, decode.d7.loss_mask: 0.6124, decode.d7.loss_dice: 0.8976, decode.d8.loss_cls: 0.4249, decode.d8.loss_mask: 0.6126, decode.d8.loss_dice: 0.8964, loss: 20.7814, grad_norm: 61.9185 +2023-11-06 20:16:03,685 - mmseg - INFO - Iter [45100/160000] lr: 7.181e-05, eta: 15:27:31, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4512, decode.loss_mask: 0.6075, decode.loss_dice: 0.8946, decode.d0.loss_cls: 1.4498, decode.d0.loss_mask: 0.6456, decode.d0.loss_dice: 0.9925, decode.d1.loss_cls: 0.5663, decode.d1.loss_mask: 0.6338, decode.d1.loss_dice: 0.9501, decode.d2.loss_cls: 0.5076, decode.d2.loss_mask: 0.6169, decode.d2.loss_dice: 0.9219, decode.d3.loss_cls: 0.4791, decode.d3.loss_mask: 0.6091, decode.d3.loss_dice: 0.9063, decode.d4.loss_cls: 0.4665, decode.d4.loss_mask: 0.6091, decode.d4.loss_dice: 0.9007, decode.d5.loss_cls: 0.4576, decode.d5.loss_mask: 0.6074, decode.d5.loss_dice: 0.9048, decode.d6.loss_cls: 0.4595, decode.d6.loss_mask: 0.6114, decode.d6.loss_dice: 0.8994, decode.d7.loss_cls: 0.4563, decode.d7.loss_mask: 0.6107, decode.d7.loss_dice: 0.8994, decode.d8.loss_cls: 0.4520, decode.d8.loss_mask: 0.6091, decode.d8.loss_dice: 0.8978, loss: 21.0741, grad_norm: 61.5430 +2023-11-06 20:16:26,991 - mmseg - INFO - Iter [45150/160000] lr: 7.178e-05, eta: 15:27:05, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4524, decode.loss_mask: 0.6150, decode.loss_dice: 0.9024, decode.d0.loss_cls: 1.4568, decode.d0.loss_mask: 0.6560, decode.d0.loss_dice: 1.0053, decode.d1.loss_cls: 0.5587, decode.d1.loss_mask: 0.6334, decode.d1.loss_dice: 0.9685, decode.d2.loss_cls: 0.4990, decode.d2.loss_mask: 0.6222, decode.d2.loss_dice: 0.9338, decode.d3.loss_cls: 0.4761, decode.d3.loss_mask: 0.6158, decode.d3.loss_dice: 0.9067, decode.d4.loss_cls: 0.4679, decode.d4.loss_mask: 0.6151, decode.d4.loss_dice: 0.9096, decode.d5.loss_cls: 0.4576, decode.d5.loss_mask: 0.6151, decode.d5.loss_dice: 0.9089, decode.d6.loss_cls: 0.4548, decode.d6.loss_mask: 0.6147, decode.d6.loss_dice: 0.9042, decode.d7.loss_cls: 0.4538, decode.d7.loss_mask: 0.6169, decode.d7.loss_dice: 0.9039, decode.d8.loss_cls: 0.4499, decode.d8.loss_mask: 0.6173, decode.d8.loss_dice: 0.9045, loss: 21.1961, grad_norm: 71.3159 +2023-11-06 20:16:50,041 - mmseg - INFO - Iter [45200/160000] lr: 7.175e-05, eta: 15:26:38, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4422, decode.loss_mask: 0.6212, decode.loss_dice: 0.8904, decode.d0.loss_cls: 1.4356, decode.d0.loss_mask: 0.6618, decode.d0.loss_dice: 1.0013, decode.d1.loss_cls: 0.5575, decode.d1.loss_mask: 0.6413, decode.d1.loss_dice: 0.9580, decode.d2.loss_cls: 0.4877, decode.d2.loss_mask: 0.6288, decode.d2.loss_dice: 0.9220, decode.d3.loss_cls: 0.4666, decode.d3.loss_mask: 0.6245, decode.d3.loss_dice: 0.9075, decode.d4.loss_cls: 0.4487, decode.d4.loss_mask: 0.6259, decode.d4.loss_dice: 0.9022, decode.d5.loss_cls: 0.4463, decode.d5.loss_mask: 0.6256, decode.d5.loss_dice: 0.9010, decode.d6.loss_cls: 0.4388, decode.d6.loss_mask: 0.6220, decode.d6.loss_dice: 0.8974, decode.d7.loss_cls: 0.4413, decode.d7.loss_mask: 0.6237, decode.d7.loss_dice: 0.8979, decode.d8.loss_cls: 0.4416, decode.d8.loss_mask: 0.6231, decode.d8.loss_dice: 0.8933, loss: 21.0752, grad_norm: 68.5702 +2023-11-06 20:17:13,083 - mmseg - INFO - Iter [45250/160000] lr: 7.172e-05, eta: 15:26:11, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4532, decode.loss_mask: 0.6209, decode.loss_dice: 0.9087, decode.d0.loss_cls: 1.4555, decode.d0.loss_mask: 0.6550, decode.d0.loss_dice: 1.0100, decode.d1.loss_cls: 0.5524, decode.d1.loss_mask: 0.6403, decode.d1.loss_dice: 0.9691, decode.d2.loss_cls: 0.4939, decode.d2.loss_mask: 0.6277, decode.d2.loss_dice: 0.9405, decode.d3.loss_cls: 0.4789, decode.d3.loss_mask: 0.6157, decode.d3.loss_dice: 0.9133, decode.d4.loss_cls: 0.4712, decode.d4.loss_mask: 0.6179, decode.d4.loss_dice: 0.9156, decode.d5.loss_cls: 0.4584, decode.d5.loss_mask: 0.6205, decode.d5.loss_dice: 0.9167, decode.d6.loss_cls: 0.4526, decode.d6.loss_mask: 0.6187, decode.d6.loss_dice: 0.9106, decode.d7.loss_cls: 0.4457, decode.d7.loss_mask: 0.6177, decode.d7.loss_dice: 0.9104, decode.d8.loss_cls: 0.4518, decode.d8.loss_mask: 0.6189, decode.d8.loss_dice: 0.9076, loss: 21.2693, grad_norm: 63.4300 +2023-11-06 20:17:36,369 - mmseg - INFO - Iter [45300/160000] lr: 7.169e-05, eta: 15:25:44, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4432, decode.loss_mask: 0.6022, decode.loss_dice: 0.8831, decode.d0.loss_cls: 1.4568, decode.d0.loss_mask: 0.6449, decode.d0.loss_dice: 0.9763, decode.d1.loss_cls: 0.5445, decode.d1.loss_mask: 0.6246, decode.d1.loss_dice: 0.9480, decode.d2.loss_cls: 0.4866, decode.d2.loss_mask: 0.6114, decode.d2.loss_dice: 0.9081, decode.d3.loss_cls: 0.4699, decode.d3.loss_mask: 0.6081, decode.d3.loss_dice: 0.8886, decode.d4.loss_cls: 0.4567, decode.d4.loss_mask: 0.6078, decode.d4.loss_dice: 0.8932, decode.d5.loss_cls: 0.4521, decode.d5.loss_mask: 0.6053, decode.d5.loss_dice: 0.8955, decode.d6.loss_cls: 0.4498, decode.d6.loss_mask: 0.6028, decode.d6.loss_dice: 0.8806, decode.d7.loss_cls: 0.4453, decode.d7.loss_mask: 0.6064, decode.d7.loss_dice: 0.8877, decode.d8.loss_cls: 0.4448, decode.d8.loss_mask: 0.6067, decode.d8.loss_dice: 0.8859, loss: 20.8171, grad_norm: 62.3354 +2023-11-06 20:17:59,332 - mmseg - INFO - Iter [45350/160000] lr: 7.166e-05, eta: 15:25:17, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4309, decode.loss_mask: 0.6159, decode.loss_dice: 0.9121, decode.d0.loss_cls: 1.4301, decode.d0.loss_mask: 0.6582, decode.d0.loss_dice: 1.0234, decode.d1.loss_cls: 0.5461, decode.d1.loss_mask: 0.6438, decode.d1.loss_dice: 0.9795, decode.d2.loss_cls: 0.4854, decode.d2.loss_mask: 0.6315, decode.d2.loss_dice: 0.9430, decode.d3.loss_cls: 0.4657, decode.d3.loss_mask: 0.6206, decode.d3.loss_dice: 0.9247, decode.d4.loss_cls: 0.4509, decode.d4.loss_mask: 0.6175, decode.d4.loss_dice: 0.9229, decode.d5.loss_cls: 0.4400, decode.d5.loss_mask: 0.6196, decode.d5.loss_dice: 0.9281, decode.d6.loss_cls: 0.4353, decode.d6.loss_mask: 0.6175, decode.d6.loss_dice: 0.9121, decode.d7.loss_cls: 0.4320, decode.d7.loss_mask: 0.6176, decode.d7.loss_dice: 0.9179, decode.d8.loss_cls: 0.4311, decode.d8.loss_mask: 0.6128, decode.d8.loss_dice: 0.9164, loss: 21.1825, grad_norm: 64.3596 +2023-11-06 20:18:22,366 - mmseg - INFO - Iter [45400/160000] lr: 7.163e-05, eta: 15:24:49, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4543, decode.loss_mask: 0.6081, decode.loss_dice: 0.8951, decode.d0.loss_cls: 1.4438, decode.d0.loss_mask: 0.6517, decode.d0.loss_dice: 1.0056, decode.d1.loss_cls: 0.5674, decode.d1.loss_mask: 0.6278, decode.d1.loss_dice: 0.9546, decode.d2.loss_cls: 0.4934, decode.d2.loss_mask: 0.6166, decode.d2.loss_dice: 0.9302, decode.d3.loss_cls: 0.4745, decode.d3.loss_mask: 0.6106, decode.d3.loss_dice: 0.9014, decode.d4.loss_cls: 0.4616, decode.d4.loss_mask: 0.6104, decode.d4.loss_dice: 0.9052, decode.d5.loss_cls: 0.4569, decode.d5.loss_mask: 0.6122, decode.d5.loss_dice: 0.9025, decode.d6.loss_cls: 0.4602, decode.d6.loss_mask: 0.6077, decode.d6.loss_dice: 0.9038, decode.d7.loss_cls: 0.4557, decode.d7.loss_mask: 0.6061, decode.d7.loss_dice: 0.9037, decode.d8.loss_cls: 0.4496, decode.d8.loss_mask: 0.6085, decode.d8.loss_dice: 0.9017, loss: 21.0809, grad_norm: 61.5197 +2023-11-06 20:18:45,710 - mmseg - INFO - Iter [45450/160000] lr: 7.159e-05, eta: 15:24:23, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4429, decode.loss_mask: 0.6133, decode.loss_dice: 0.8910, decode.d0.loss_cls: 1.4615, decode.d0.loss_mask: 0.6477, decode.d0.loss_dice: 0.9870, decode.d1.loss_cls: 0.5562, decode.d1.loss_mask: 0.6347, decode.d1.loss_dice: 0.9558, decode.d2.loss_cls: 0.4900, decode.d2.loss_mask: 0.6181, decode.d2.loss_dice: 0.9282, decode.d3.loss_cls: 0.4697, decode.d3.loss_mask: 0.6148, decode.d3.loss_dice: 0.9045, decode.d4.loss_cls: 0.4587, decode.d4.loss_mask: 0.6134, decode.d4.loss_dice: 0.9022, decode.d5.loss_cls: 0.4501, decode.d5.loss_mask: 0.6154, decode.d5.loss_dice: 0.8999, decode.d6.loss_cls: 0.4481, decode.d6.loss_mask: 0.6156, decode.d6.loss_dice: 0.8932, decode.d7.loss_cls: 0.4435, decode.d7.loss_mask: 0.6161, decode.d7.loss_dice: 0.8928, decode.d8.loss_cls: 0.4426, decode.d8.loss_mask: 0.6126, decode.d8.loss_dice: 0.8949, loss: 21.0144, grad_norm: 56.0881 +2023-11-06 20:19:11,534 - mmseg - INFO - Iter [45500/160000] lr: 7.156e-05, eta: 15:24:03, time: 0.516, data_time: 0.060, memory: 39436, decode.loss_cls: 0.4286, decode.loss_mask: 0.6060, decode.loss_dice: 0.8822, decode.d0.loss_cls: 1.4291, decode.d0.loss_mask: 0.6456, decode.d0.loss_dice: 0.9881, decode.d1.loss_cls: 0.5379, decode.d1.loss_mask: 0.6219, decode.d1.loss_dice: 0.9428, decode.d2.loss_cls: 0.4680, decode.d2.loss_mask: 0.6130, decode.d2.loss_dice: 0.9046, decode.d3.loss_cls: 0.4558, decode.d3.loss_mask: 0.6035, decode.d3.loss_dice: 0.8801, decode.d4.loss_cls: 0.4376, decode.d4.loss_mask: 0.6051, decode.d4.loss_dice: 0.8821, decode.d5.loss_cls: 0.4281, decode.d5.loss_mask: 0.6069, decode.d5.loss_dice: 0.8822, decode.d6.loss_cls: 0.4360, decode.d6.loss_mask: 0.6049, decode.d6.loss_dice: 0.8798, decode.d7.loss_cls: 0.4245, decode.d7.loss_mask: 0.6056, decode.d7.loss_dice: 0.8833, decode.d8.loss_cls: 0.4255, decode.d8.loss_mask: 0.6067, decode.d8.loss_dice: 0.8745, loss: 20.5900, grad_norm: 65.6820 +2023-11-06 20:19:34,909 - mmseg - INFO - Iter [45550/160000] lr: 7.153e-05, eta: 15:23:37, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4151, decode.loss_mask: 0.6096, decode.loss_dice: 0.8816, decode.d0.loss_cls: 1.4580, decode.d0.loss_mask: 0.6528, decode.d0.loss_dice: 0.9771, decode.d1.loss_cls: 0.5194, decode.d1.loss_mask: 0.6391, decode.d1.loss_dice: 0.9307, decode.d2.loss_cls: 0.4646, decode.d2.loss_mask: 0.6169, decode.d2.loss_dice: 0.9055, decode.d3.loss_cls: 0.4488, decode.d3.loss_mask: 0.6125, decode.d3.loss_dice: 0.8814, decode.d4.loss_cls: 0.4385, decode.d4.loss_mask: 0.6106, decode.d4.loss_dice: 0.8873, decode.d5.loss_cls: 0.4262, decode.d5.loss_mask: 0.6131, decode.d5.loss_dice: 0.8862, decode.d6.loss_cls: 0.4247, decode.d6.loss_mask: 0.6115, decode.d6.loss_dice: 0.8765, decode.d7.loss_cls: 0.4220, decode.d7.loss_mask: 0.6118, decode.d7.loss_dice: 0.8794, decode.d8.loss_cls: 0.4167, decode.d8.loss_mask: 0.6106, decode.d8.loss_dice: 0.8776, loss: 20.6058, grad_norm: 63.5686 +2023-11-06 20:19:58,442 - mmseg - INFO - Iter [45600/160000] lr: 7.150e-05, eta: 15:23:11, time: 0.471, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4157, decode.loss_mask: 0.5928, decode.loss_dice: 0.8650, decode.d0.loss_cls: 1.4346, decode.d0.loss_mask: 0.6342, decode.d0.loss_dice: 0.9616, decode.d1.loss_cls: 0.5305, decode.d1.loss_mask: 0.6137, decode.d1.loss_dice: 0.9167, decode.d2.loss_cls: 0.4732, decode.d2.loss_mask: 0.6019, decode.d2.loss_dice: 0.8929, decode.d3.loss_cls: 0.4487, decode.d3.loss_mask: 0.5974, decode.d3.loss_dice: 0.8756, decode.d4.loss_cls: 0.4373, decode.d4.loss_mask: 0.5979, decode.d4.loss_dice: 0.8768, decode.d5.loss_cls: 0.4266, decode.d5.loss_mask: 0.5966, decode.d5.loss_dice: 0.8773, decode.d6.loss_cls: 0.4178, decode.d6.loss_mask: 0.5946, decode.d6.loss_dice: 0.8655, decode.d7.loss_cls: 0.4168, decode.d7.loss_mask: 0.5942, decode.d7.loss_dice: 0.8676, decode.d8.loss_cls: 0.4204, decode.d8.loss_mask: 0.5934, decode.d8.loss_dice: 0.8661, loss: 20.3034, grad_norm: 60.7488 +2023-11-06 20:20:21,613 - mmseg - INFO - Iter [45650/160000] lr: 7.147e-05, eta: 15:22:44, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4377, decode.loss_mask: 0.6187, decode.loss_dice: 0.8820, decode.d0.loss_cls: 1.4331, decode.d0.loss_mask: 0.6594, decode.d0.loss_dice: 0.9928, decode.d1.loss_cls: 0.5385, decode.d1.loss_mask: 0.6407, decode.d1.loss_dice: 0.9507, decode.d2.loss_cls: 0.4846, decode.d2.loss_mask: 0.6269, decode.d2.loss_dice: 0.9147, decode.d3.loss_cls: 0.4636, decode.d3.loss_mask: 0.6229, decode.d3.loss_dice: 0.8903, decode.d4.loss_cls: 0.4519, decode.d4.loss_mask: 0.6206, decode.d4.loss_dice: 0.8909, decode.d5.loss_cls: 0.4515, decode.d5.loss_mask: 0.6201, decode.d5.loss_dice: 0.8925, decode.d6.loss_cls: 0.4449, decode.d6.loss_mask: 0.6168, decode.d6.loss_dice: 0.8798, decode.d7.loss_cls: 0.4426, decode.d7.loss_mask: 0.6152, decode.d7.loss_dice: 0.8871, decode.d8.loss_cls: 0.4411, decode.d8.loss_mask: 0.6163, decode.d8.loss_dice: 0.8852, loss: 20.9130, grad_norm: 65.9073 +2023-11-06 20:20:44,634 - mmseg - INFO - Iter [45700/160000] lr: 7.144e-05, eta: 15:22:17, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4210, decode.loss_mask: 0.6217, decode.loss_dice: 0.8782, decode.d0.loss_cls: 1.4041, decode.d0.loss_mask: 0.6661, decode.d0.loss_dice: 0.9745, decode.d1.loss_cls: 0.5342, decode.d1.loss_mask: 0.6519, decode.d1.loss_dice: 0.9423, decode.d2.loss_cls: 0.4764, decode.d2.loss_mask: 0.6319, decode.d2.loss_dice: 0.9037, decode.d3.loss_cls: 0.4548, decode.d3.loss_mask: 0.6235, decode.d3.loss_dice: 0.8828, decode.d4.loss_cls: 0.4475, decode.d4.loss_mask: 0.6235, decode.d4.loss_dice: 0.8822, decode.d5.loss_cls: 0.4392, decode.d5.loss_mask: 0.6224, decode.d5.loss_dice: 0.8807, decode.d6.loss_cls: 0.4346, decode.d6.loss_mask: 0.6235, decode.d6.loss_dice: 0.8790, decode.d7.loss_cls: 0.4266, decode.d7.loss_mask: 0.6238, decode.d7.loss_dice: 0.8789, decode.d8.loss_cls: 0.4220, decode.d8.loss_mask: 0.6207, decode.d8.loss_dice: 0.8811, loss: 20.7527, grad_norm: 68.4118 +2023-11-06 20:21:07,720 - mmseg - INFO - Iter [45750/160000] lr: 7.141e-05, eta: 15:21:50, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4180, decode.loss_mask: 0.6067, decode.loss_dice: 0.8854, decode.d0.loss_cls: 1.4566, decode.d0.loss_mask: 0.6563, decode.d0.loss_dice: 0.9791, decode.d1.loss_cls: 0.5289, decode.d1.loss_mask: 0.6330, decode.d1.loss_dice: 0.9471, decode.d2.loss_cls: 0.4575, decode.d2.loss_mask: 0.6220, decode.d2.loss_dice: 0.9173, decode.d3.loss_cls: 0.4495, decode.d3.loss_mask: 0.6129, decode.d3.loss_dice: 0.8961, decode.d4.loss_cls: 0.4323, decode.d4.loss_mask: 0.6122, decode.d4.loss_dice: 0.8968, decode.d5.loss_cls: 0.4275, decode.d5.loss_mask: 0.6123, decode.d5.loss_dice: 0.8982, decode.d6.loss_cls: 0.4233, decode.d6.loss_mask: 0.6113, decode.d6.loss_dice: 0.8852, decode.d7.loss_cls: 0.4175, decode.d7.loss_mask: 0.6114, decode.d7.loss_dice: 0.8895, decode.d8.loss_cls: 0.4153, decode.d8.loss_mask: 0.6084, decode.d8.loss_dice: 0.8861, loss: 20.6935, grad_norm: 58.2729 +2023-11-06 20:21:30,886 - mmseg - INFO - Iter [45800/160000] lr: 7.138e-05, eta: 15:21:23, time: 0.463, data_time: 0.015, memory: 39436, decode.loss_cls: 0.4234, decode.loss_mask: 0.6068, decode.loss_dice: 0.8799, decode.d0.loss_cls: 1.4290, decode.d0.loss_mask: 0.6495, decode.d0.loss_dice: 0.9877, decode.d1.loss_cls: 0.5203, decode.d1.loss_mask: 0.6329, decode.d1.loss_dice: 0.9454, decode.d2.loss_cls: 0.4625, decode.d2.loss_mask: 0.6151, decode.d2.loss_dice: 0.9099, decode.d3.loss_cls: 0.4452, decode.d3.loss_mask: 0.6093, decode.d3.loss_dice: 0.8919, decode.d4.loss_cls: 0.4339, decode.d4.loss_mask: 0.6098, decode.d4.loss_dice: 0.8867, decode.d5.loss_cls: 0.4248, decode.d5.loss_mask: 0.6111, decode.d5.loss_dice: 0.8898, decode.d6.loss_cls: 0.4218, decode.d6.loss_mask: 0.6068, decode.d6.loss_dice: 0.8853, decode.d7.loss_cls: 0.4210, decode.d7.loss_mask: 0.6063, decode.d7.loss_dice: 0.8842, decode.d8.loss_cls: 0.4180, decode.d8.loss_mask: 0.6058, decode.d8.loss_dice: 0.8858, loss: 20.5998, grad_norm: 65.7582 +2023-11-06 20:21:54,114 - mmseg - INFO - Iter [45850/160000] lr: 7.134e-05, eta: 15:20:56, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4541, decode.loss_mask: 0.5882, decode.loss_dice: 0.9002, decode.d0.loss_cls: 1.4522, decode.d0.loss_mask: 0.6347, decode.d0.loss_dice: 1.0178, decode.d1.loss_cls: 0.5539, decode.d1.loss_mask: 0.6118, decode.d1.loss_dice: 0.9741, decode.d2.loss_cls: 0.4998, decode.d2.loss_mask: 0.5986, decode.d2.loss_dice: 0.9359, decode.d3.loss_cls: 0.4892, decode.d3.loss_mask: 0.5953, decode.d3.loss_dice: 0.9034, decode.d4.loss_cls: 0.4746, decode.d4.loss_mask: 0.5947, decode.d4.loss_dice: 0.9041, decode.d5.loss_cls: 0.4628, decode.d5.loss_mask: 0.5924, decode.d5.loss_dice: 0.9071, decode.d6.loss_cls: 0.4670, decode.d6.loss_mask: 0.5871, decode.d6.loss_dice: 0.8983, decode.d7.loss_cls: 0.4513, decode.d7.loss_mask: 0.5900, decode.d7.loss_dice: 0.9006, decode.d8.loss_cls: 0.4537, decode.d8.loss_mask: 0.5912, decode.d8.loss_dice: 0.9028, loss: 20.9870, grad_norm: 60.3449 +2023-11-06 20:22:17,246 - mmseg - INFO - Iter [45900/160000] lr: 7.131e-05, eta: 15:20:29, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4337, decode.loss_mask: 0.6226, decode.loss_dice: 0.9048, decode.d0.loss_cls: 1.4164, decode.d0.loss_mask: 0.6620, decode.d0.loss_dice: 1.0125, decode.d1.loss_cls: 0.5422, decode.d1.loss_mask: 0.6476, decode.d1.loss_dice: 0.9813, decode.d2.loss_cls: 0.4828, decode.d2.loss_mask: 0.6250, decode.d2.loss_dice: 0.9364, decode.d3.loss_cls: 0.4642, decode.d3.loss_mask: 0.6199, decode.d3.loss_dice: 0.9128, decode.d4.loss_cls: 0.4602, decode.d4.loss_mask: 0.6206, decode.d4.loss_dice: 0.9111, decode.d5.loss_cls: 0.4483, decode.d5.loss_mask: 0.6217, decode.d5.loss_dice: 0.9116, decode.d6.loss_cls: 0.4458, decode.d6.loss_mask: 0.6249, decode.d6.loss_dice: 0.9080, decode.d7.loss_cls: 0.4401, decode.d7.loss_mask: 0.6226, decode.d7.loss_dice: 0.9094, decode.d8.loss_cls: 0.4359, decode.d8.loss_mask: 0.6206, decode.d8.loss_dice: 0.9092, loss: 21.1543, grad_norm: 65.5736 +2023-11-06 20:22:40,667 - mmseg - INFO - Iter [45950/160000] lr: 7.128e-05, eta: 15:20:03, time: 0.468, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4113, decode.loss_mask: 0.6326, decode.loss_dice: 0.9131, decode.d0.loss_cls: 1.4154, decode.d0.loss_mask: 0.6693, decode.d0.loss_dice: 1.0097, decode.d1.loss_cls: 0.5294, decode.d1.loss_mask: 0.6530, decode.d1.loss_dice: 0.9747, decode.d2.loss_cls: 0.4698, decode.d2.loss_mask: 0.6403, decode.d2.loss_dice: 0.9420, decode.d3.loss_cls: 0.4460, decode.d3.loss_mask: 0.6372, decode.d3.loss_dice: 0.9225, decode.d4.loss_cls: 0.4341, decode.d4.loss_mask: 0.6369, decode.d4.loss_dice: 0.9219, decode.d5.loss_cls: 0.4223, decode.d5.loss_mask: 0.6359, decode.d5.loss_dice: 0.9249, decode.d6.loss_cls: 0.4124, decode.d6.loss_mask: 0.6375, decode.d6.loss_dice: 0.9263, decode.d7.loss_cls: 0.4195, decode.d7.loss_mask: 0.6355, decode.d7.loss_dice: 0.9180, decode.d8.loss_cls: 0.4174, decode.d8.loss_mask: 0.6334, decode.d8.loss_dice: 0.9189, loss: 21.1612, grad_norm: 63.7195 +2023-11-06 20:23:03,802 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 20:23:03,802 - mmseg - INFO - Iter [46000/160000] lr: 7.125e-05, eta: 15:19:36, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4482, decode.loss_mask: 0.6066, decode.loss_dice: 0.8755, decode.d0.loss_cls: 1.4310, decode.d0.loss_mask: 0.6504, decode.d0.loss_dice: 0.9876, decode.d1.loss_cls: 0.5397, decode.d1.loss_mask: 0.6376, decode.d1.loss_dice: 0.9550, decode.d2.loss_cls: 0.4919, decode.d2.loss_mask: 0.6175, decode.d2.loss_dice: 0.9122, decode.d3.loss_cls: 0.4725, decode.d3.loss_mask: 0.6107, decode.d3.loss_dice: 0.8907, decode.d4.loss_cls: 0.4565, decode.d4.loss_mask: 0.6091, decode.d4.loss_dice: 0.8910, decode.d5.loss_cls: 0.4496, decode.d5.loss_mask: 0.6087, decode.d5.loss_dice: 0.8896, decode.d6.loss_cls: 0.4437, decode.d6.loss_mask: 0.6109, decode.d6.loss_dice: 0.8803, decode.d7.loss_cls: 0.4389, decode.d7.loss_mask: 0.6117, decode.d7.loss_dice: 0.8802, decode.d8.loss_cls: 0.4414, decode.d8.loss_mask: 0.6098, decode.d8.loss_dice: 0.8808, loss: 20.8293, grad_norm: 68.8722 +2023-11-06 20:23:27,888 - mmseg - INFO - Iter [46050/160000] lr: 7.122e-05, eta: 15:19:12, time: 0.482, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4424, decode.loss_mask: 0.5859, decode.loss_dice: 0.8701, decode.d0.loss_cls: 1.4550, decode.d0.loss_mask: 0.6256, decode.d0.loss_dice: 0.9827, decode.d1.loss_cls: 0.5515, decode.d1.loss_mask: 0.6125, decode.d1.loss_dice: 0.9423, decode.d2.loss_cls: 0.4875, decode.d2.loss_mask: 0.5980, decode.d2.loss_dice: 0.9081, decode.d3.loss_cls: 0.4695, decode.d3.loss_mask: 0.5894, decode.d3.loss_dice: 0.8839, decode.d4.loss_cls: 0.4564, decode.d4.loss_mask: 0.5882, decode.d4.loss_dice: 0.8882, decode.d5.loss_cls: 0.4507, decode.d5.loss_mask: 0.5865, decode.d5.loss_dice: 0.8848, decode.d6.loss_cls: 0.4486, decode.d6.loss_mask: 0.5853, decode.d6.loss_dice: 0.8702, decode.d7.loss_cls: 0.4429, decode.d7.loss_mask: 0.5856, decode.d7.loss_dice: 0.8710, decode.d8.loss_cls: 0.4404, decode.d8.loss_mask: 0.5873, decode.d8.loss_dice: 0.8680, loss: 20.5585, grad_norm: 61.8636 +2023-11-06 20:23:51,085 - mmseg - INFO - Iter [46100/160000] lr: 7.119e-05, eta: 15:18:45, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4511, decode.loss_mask: 0.6154, decode.loss_dice: 0.8900, decode.d0.loss_cls: 1.4459, decode.d0.loss_mask: 0.6539, decode.d0.loss_dice: 0.9976, decode.d1.loss_cls: 0.5518, decode.d1.loss_mask: 0.6405, decode.d1.loss_dice: 0.9599, decode.d2.loss_cls: 0.4878, decode.d2.loss_mask: 0.6265, decode.d2.loss_dice: 0.9297, decode.d3.loss_cls: 0.4654, decode.d3.loss_mask: 0.6228, decode.d3.loss_dice: 0.9031, decode.d4.loss_cls: 0.4555, decode.d4.loss_mask: 0.6182, decode.d4.loss_dice: 0.9048, decode.d5.loss_cls: 0.4554, decode.d5.loss_mask: 0.6186, decode.d5.loss_dice: 0.8969, decode.d6.loss_cls: 0.4534, decode.d6.loss_mask: 0.6146, decode.d6.loss_dice: 0.8861, decode.d7.loss_cls: 0.4448, decode.d7.loss_mask: 0.6169, decode.d7.loss_dice: 0.8927, decode.d8.loss_cls: 0.4469, decode.d8.loss_mask: 0.6177, decode.d8.loss_dice: 0.8890, loss: 21.0527, grad_norm: 59.9259 +2023-11-06 20:24:14,399 - mmseg - INFO - Iter [46150/160000] lr: 7.116e-05, eta: 15:18:19, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4235, decode.loss_mask: 0.5863, decode.loss_dice: 0.8580, decode.d0.loss_cls: 1.4177, decode.d0.loss_mask: 0.6266, decode.d0.loss_dice: 0.9576, decode.d1.loss_cls: 0.5248, decode.d1.loss_mask: 0.6104, decode.d1.loss_dice: 0.9136, decode.d2.loss_cls: 0.4651, decode.d2.loss_mask: 0.5984, decode.d2.loss_dice: 0.8887, decode.d3.loss_cls: 0.4510, decode.d3.loss_mask: 0.5920, decode.d3.loss_dice: 0.8633, decode.d4.loss_cls: 0.4320, decode.d4.loss_mask: 0.5963, decode.d4.loss_dice: 0.8636, decode.d5.loss_cls: 0.4265, decode.d5.loss_mask: 0.5900, decode.d5.loss_dice: 0.8623, decode.d6.loss_cls: 0.4228, decode.d6.loss_mask: 0.5868, decode.d6.loss_dice: 0.8585, decode.d7.loss_cls: 0.4169, decode.d7.loss_mask: 0.5897, decode.d7.loss_dice: 0.8588, decode.d8.loss_cls: 0.4212, decode.d8.loss_mask: 0.5883, decode.d8.loss_dice: 0.8659, loss: 20.1564, grad_norm: 57.6928 +2023-11-06 20:24:37,563 - mmseg - INFO - Iter [46200/160000] lr: 7.113e-05, eta: 15:17:52, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4064, decode.loss_mask: 0.6125, decode.loss_dice: 0.8631, decode.d0.loss_cls: 1.3917, decode.d0.loss_mask: 0.6589, decode.d0.loss_dice: 0.9735, decode.d1.loss_cls: 0.4990, decode.d1.loss_mask: 0.6398, decode.d1.loss_dice: 0.9386, decode.d2.loss_cls: 0.4523, decode.d2.loss_mask: 0.6275, decode.d2.loss_dice: 0.9003, decode.d3.loss_cls: 0.4372, decode.d3.loss_mask: 0.6150, decode.d3.loss_dice: 0.8746, decode.d4.loss_cls: 0.4277, decode.d4.loss_mask: 0.6126, decode.d4.loss_dice: 0.8784, decode.d5.loss_cls: 0.4175, decode.d5.loss_mask: 0.6141, decode.d5.loss_dice: 0.8806, decode.d6.loss_cls: 0.4128, decode.d6.loss_mask: 0.6148, decode.d6.loss_dice: 0.8775, decode.d7.loss_cls: 0.4050, decode.d7.loss_mask: 0.6167, decode.d7.loss_dice: 0.8768, decode.d8.loss_cls: 0.4095, decode.d8.loss_mask: 0.6144, decode.d8.loss_dice: 0.8753, loss: 20.4240, grad_norm: 60.8465 +2023-11-06 20:25:00,725 - mmseg - INFO - Iter [46250/160000] lr: 7.109e-05, eta: 15:17:25, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4352, decode.loss_mask: 0.6289, decode.loss_dice: 0.8986, decode.d0.loss_cls: 1.4351, decode.d0.loss_mask: 0.6745, decode.d0.loss_dice: 1.0095, decode.d1.loss_cls: 0.5367, decode.d1.loss_mask: 0.6611, decode.d1.loss_dice: 0.9704, decode.d2.loss_cls: 0.4849, decode.d2.loss_mask: 0.6361, decode.d2.loss_dice: 0.9382, decode.d3.loss_cls: 0.4612, decode.d3.loss_mask: 0.6333, decode.d3.loss_dice: 0.9130, decode.d4.loss_cls: 0.4540, decode.d4.loss_mask: 0.6337, decode.d4.loss_dice: 0.9130, decode.d5.loss_cls: 0.4474, decode.d5.loss_mask: 0.6303, decode.d5.loss_dice: 0.9150, decode.d6.loss_cls: 0.4378, decode.d6.loss_mask: 0.6319, decode.d6.loss_dice: 0.9086, decode.d7.loss_cls: 0.4315, decode.d7.loss_mask: 0.6325, decode.d7.loss_dice: 0.9042, decode.d8.loss_cls: 0.4375, decode.d8.loss_mask: 0.6284, decode.d8.loss_dice: 0.9017, loss: 21.2241, grad_norm: 65.5505 +2023-11-06 20:25:24,100 - mmseg - INFO - Iter [46300/160000] lr: 7.106e-05, eta: 15:16:59, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4425, decode.loss_mask: 0.5994, decode.loss_dice: 0.8763, decode.d0.loss_cls: 1.4304, decode.d0.loss_mask: 0.6428, decode.d0.loss_dice: 0.9864, decode.d1.loss_cls: 0.5542, decode.d1.loss_mask: 0.6199, decode.d1.loss_dice: 0.9372, decode.d2.loss_cls: 0.4943, decode.d2.loss_mask: 0.6102, decode.d2.loss_dice: 0.9082, decode.d3.loss_cls: 0.4669, decode.d3.loss_mask: 0.6061, decode.d3.loss_dice: 0.8845, decode.d4.loss_cls: 0.4535, decode.d4.loss_mask: 0.6050, decode.d4.loss_dice: 0.8861, decode.d5.loss_cls: 0.4530, decode.d5.loss_mask: 0.6019, decode.d5.loss_dice: 0.8791, decode.d6.loss_cls: 0.4438, decode.d6.loss_mask: 0.6012, decode.d6.loss_dice: 0.8811, decode.d7.loss_cls: 0.4422, decode.d7.loss_mask: 0.6019, decode.d7.loss_dice: 0.8836, decode.d8.loss_cls: 0.4415, decode.d8.loss_mask: 0.6056, decode.d8.loss_dice: 0.8815, loss: 20.7203, grad_norm: 60.9100 +2023-11-06 20:25:47,973 - mmseg - INFO - Iter [46350/160000] lr: 7.103e-05, eta: 15:16:34, time: 0.477, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4752, decode.loss_mask: 0.6314, decode.loss_dice: 0.9236, decode.d0.loss_cls: 1.4534, decode.d0.loss_mask: 0.6717, decode.d0.loss_dice: 1.0274, decode.d1.loss_cls: 0.5801, decode.d1.loss_mask: 0.6511, decode.d1.loss_dice: 0.9822, decode.d2.loss_cls: 0.5238, decode.d2.loss_mask: 0.6383, decode.d2.loss_dice: 0.9453, decode.d3.loss_cls: 0.5016, decode.d3.loss_mask: 0.6337, decode.d3.loss_dice: 0.9302, decode.d4.loss_cls: 0.4948, decode.d4.loss_mask: 0.6342, decode.d4.loss_dice: 0.9287, decode.d5.loss_cls: 0.4789, decode.d5.loss_mask: 0.6321, decode.d5.loss_dice: 0.9272, decode.d6.loss_cls: 0.4820, decode.d6.loss_mask: 0.6292, decode.d6.loss_dice: 0.9261, decode.d7.loss_cls: 0.4772, decode.d7.loss_mask: 0.6323, decode.d7.loss_dice: 0.9260, decode.d8.loss_cls: 0.4769, decode.d8.loss_mask: 0.6364, decode.d8.loss_dice: 0.9182, loss: 21.7693, grad_norm: 61.9896 +2023-11-06 20:26:11,537 - mmseg - INFO - Iter [46400/160000] lr: 7.100e-05, eta: 15:16:08, time: 0.471, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4458, decode.loss_mask: 0.6008, decode.loss_dice: 0.8721, decode.d0.loss_cls: 1.4815, decode.d0.loss_mask: 0.6358, decode.d0.loss_dice: 0.9792, decode.d1.loss_cls: 0.5538, decode.d1.loss_mask: 0.6230, decode.d1.loss_dice: 0.9360, decode.d2.loss_cls: 0.5018, decode.d2.loss_mask: 0.6106, decode.d2.loss_dice: 0.9021, decode.d3.loss_cls: 0.4777, decode.d3.loss_mask: 0.5992, decode.d3.loss_dice: 0.8827, decode.d4.loss_cls: 0.4680, decode.d4.loss_mask: 0.6013, decode.d4.loss_dice: 0.8771, decode.d5.loss_cls: 0.4555, decode.d5.loss_mask: 0.6005, decode.d5.loss_dice: 0.8775, decode.d6.loss_cls: 0.4513, decode.d6.loss_mask: 0.6010, decode.d6.loss_dice: 0.8732, decode.d7.loss_cls: 0.4449, decode.d7.loss_mask: 0.5997, decode.d7.loss_dice: 0.8714, decode.d8.loss_cls: 0.4475, decode.d8.loss_mask: 0.5983, decode.d8.loss_dice: 0.8745, loss: 20.7436, grad_norm: 62.2716 +2023-11-06 20:26:36,155 - mmseg - INFO - Iter [46450/160000] lr: 7.097e-05, eta: 15:15:45, time: 0.492, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4278, decode.loss_mask: 0.6087, decode.loss_dice: 0.8955, decode.d0.loss_cls: 1.4365, decode.d0.loss_mask: 0.6492, decode.d0.loss_dice: 0.9980, decode.d1.loss_cls: 0.5272, decode.d1.loss_mask: 0.6386, decode.d1.loss_dice: 0.9609, decode.d2.loss_cls: 0.4729, decode.d2.loss_mask: 0.6253, decode.d2.loss_dice: 0.9285, decode.d3.loss_cls: 0.4566, decode.d3.loss_mask: 0.6135, decode.d3.loss_dice: 0.9051, decode.d4.loss_cls: 0.4456, decode.d4.loss_mask: 0.6129, decode.d4.loss_dice: 0.9030, decode.d5.loss_cls: 0.4418, decode.d5.loss_mask: 0.6137, decode.d5.loss_dice: 0.8983, decode.d6.loss_cls: 0.4360, decode.d6.loss_mask: 0.6100, decode.d6.loss_dice: 0.8949, decode.d7.loss_cls: 0.4303, decode.d7.loss_mask: 0.6103, decode.d7.loss_dice: 0.9000, decode.d8.loss_cls: 0.4268, decode.d8.loss_mask: 0.6092, decode.d8.loss_dice: 0.8942, loss: 20.8713, grad_norm: 59.6027 +2023-11-06 20:26:59,177 - mmseg - INFO - Iter [46500/160000] lr: 7.094e-05, eta: 15:15:18, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4175, decode.loss_mask: 0.6321, decode.loss_dice: 0.8887, decode.d0.loss_cls: 1.4307, decode.d0.loss_mask: 0.6730, decode.d0.loss_dice: 0.9858, decode.d1.loss_cls: 0.5194, decode.d1.loss_mask: 0.6532, decode.d1.loss_dice: 0.9466, decode.d2.loss_cls: 0.4684, decode.d2.loss_mask: 0.6349, decode.d2.loss_dice: 0.9177, decode.d3.loss_cls: 0.4457, decode.d3.loss_mask: 0.6321, decode.d3.loss_dice: 0.8936, decode.d4.loss_cls: 0.4331, decode.d4.loss_mask: 0.6325, decode.d4.loss_dice: 0.8951, decode.d5.loss_cls: 0.4303, decode.d5.loss_mask: 0.6319, decode.d5.loss_dice: 0.8907, decode.d6.loss_cls: 0.4291, decode.d6.loss_mask: 0.6344, decode.d6.loss_dice: 0.8855, decode.d7.loss_cls: 0.4182, decode.d7.loss_mask: 0.6329, decode.d7.loss_dice: 0.8946, decode.d8.loss_cls: 0.4206, decode.d8.loss_mask: 0.6312, decode.d8.loss_dice: 0.8898, loss: 20.8896, grad_norm: 66.5015 +2023-11-06 20:27:22,240 - mmseg - INFO - Iter [46550/160000] lr: 7.091e-05, eta: 15:14:51, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4510, decode.loss_mask: 0.6005, decode.loss_dice: 0.8841, decode.d0.loss_cls: 1.4512, decode.d0.loss_mask: 0.6396, decode.d0.loss_dice: 0.9988, decode.d1.loss_cls: 0.5482, decode.d1.loss_mask: 0.6248, decode.d1.loss_dice: 0.9540, decode.d2.loss_cls: 0.4964, decode.d2.loss_mask: 0.6131, decode.d2.loss_dice: 0.9143, decode.d3.loss_cls: 0.4820, decode.d3.loss_mask: 0.6046, decode.d3.loss_dice: 0.8926, decode.d4.loss_cls: 0.4707, decode.d4.loss_mask: 0.6019, decode.d4.loss_dice: 0.8952, decode.d5.loss_cls: 0.4658, decode.d5.loss_mask: 0.6031, decode.d5.loss_dice: 0.8931, decode.d6.loss_cls: 0.4617, decode.d6.loss_mask: 0.6000, decode.d6.loss_dice: 0.8866, decode.d7.loss_cls: 0.4517, decode.d7.loss_mask: 0.6024, decode.d7.loss_dice: 0.8875, decode.d8.loss_cls: 0.4513, decode.d8.loss_mask: 0.6046, decode.d8.loss_dice: 0.8877, loss: 20.9188, grad_norm: 61.2349 +2023-11-06 20:27:45,251 - mmseg - INFO - Iter [46600/160000] lr: 7.088e-05, eta: 15:14:24, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4368, decode.loss_mask: 0.5830, decode.loss_dice: 0.8796, decode.d0.loss_cls: 1.4161, decode.d0.loss_mask: 0.6278, decode.d0.loss_dice: 0.9790, decode.d1.loss_cls: 0.5301, decode.d1.loss_mask: 0.6146, decode.d1.loss_dice: 0.9370, decode.d2.loss_cls: 0.4782, decode.d2.loss_mask: 0.5989, decode.d2.loss_dice: 0.9060, decode.d3.loss_cls: 0.4632, decode.d3.loss_mask: 0.5921, decode.d3.loss_dice: 0.8857, decode.d4.loss_cls: 0.4519, decode.d4.loss_mask: 0.5913, decode.d4.loss_dice: 0.8842, decode.d5.loss_cls: 0.4432, decode.d5.loss_mask: 0.5887, decode.d5.loss_dice: 0.8860, decode.d6.loss_cls: 0.4425, decode.d6.loss_mask: 0.5876, decode.d6.loss_dice: 0.8790, decode.d7.loss_cls: 0.4328, decode.d7.loss_mask: 0.5889, decode.d7.loss_dice: 0.8766, decode.d8.loss_cls: 0.4347, decode.d8.loss_mask: 0.5868, decode.d8.loss_dice: 0.8782, loss: 20.4806, grad_norm: 62.5881 +2023-11-06 20:28:08,512 - mmseg - INFO - Iter [46650/160000] lr: 7.084e-05, eta: 15:13:58, time: 0.465, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4545, decode.loss_mask: 0.6048, decode.loss_dice: 0.8902, decode.d0.loss_cls: 1.4715, decode.d0.loss_mask: 0.6428, decode.d0.loss_dice: 1.0105, decode.d1.loss_cls: 0.5532, decode.d1.loss_mask: 0.6336, decode.d1.loss_dice: 0.9565, decode.d2.loss_cls: 0.5034, decode.d2.loss_mask: 0.6207, decode.d2.loss_dice: 0.9295, decode.d3.loss_cls: 0.4841, decode.d3.loss_mask: 0.6138, decode.d3.loss_dice: 0.9080, decode.d4.loss_cls: 0.4681, decode.d4.loss_mask: 0.6146, decode.d4.loss_dice: 0.9054, decode.d5.loss_cls: 0.4643, decode.d5.loss_mask: 0.6105, decode.d5.loss_dice: 0.9044, decode.d6.loss_cls: 0.4578, decode.d6.loss_mask: 0.6072, decode.d6.loss_dice: 0.8980, decode.d7.loss_cls: 0.4546, decode.d7.loss_mask: 0.6102, decode.d7.loss_dice: 0.8990, decode.d8.loss_cls: 0.4572, decode.d8.loss_mask: 0.6046, decode.d8.loss_dice: 0.8982, loss: 21.1313, grad_norm: 66.1760 +2023-11-06 20:28:31,626 - mmseg - INFO - Iter [46700/160000] lr: 7.081e-05, eta: 15:13:31, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4532, decode.loss_mask: 0.6116, decode.loss_dice: 0.8831, decode.d0.loss_cls: 1.4038, decode.d0.loss_mask: 0.6508, decode.d0.loss_dice: 1.0063, decode.d1.loss_cls: 0.5510, decode.d1.loss_mask: 0.6337, decode.d1.loss_dice: 0.9491, decode.d2.loss_cls: 0.4960, decode.d2.loss_mask: 0.6236, decode.d2.loss_dice: 0.9224, decode.d3.loss_cls: 0.4767, decode.d3.loss_mask: 0.6115, decode.d3.loss_dice: 0.8924, decode.d4.loss_cls: 0.4701, decode.d4.loss_mask: 0.6085, decode.d4.loss_dice: 0.8898, decode.d5.loss_cls: 0.4577, decode.d5.loss_mask: 0.6088, decode.d5.loss_dice: 0.8956, decode.d6.loss_cls: 0.4496, decode.d6.loss_mask: 0.6108, decode.d6.loss_dice: 0.8877, decode.d7.loss_cls: 0.4470, decode.d7.loss_mask: 0.6095, decode.d7.loss_dice: 0.8879, decode.d8.loss_cls: 0.4512, decode.d8.loss_mask: 0.6109, decode.d8.loss_dice: 0.8904, loss: 20.9410, grad_norm: 64.7082 +2023-11-06 20:28:57,270 - mmseg - INFO - Iter [46750/160000] lr: 7.078e-05, eta: 15:13:10, time: 0.513, data_time: 0.058, memory: 39436, decode.loss_cls: 0.4427, decode.loss_mask: 0.5795, decode.loss_dice: 0.8585, decode.d0.loss_cls: 1.4264, decode.d0.loss_mask: 0.6282, decode.d0.loss_dice: 0.9602, decode.d1.loss_cls: 0.5337, decode.d1.loss_mask: 0.6122, decode.d1.loss_dice: 0.9276, decode.d2.loss_cls: 0.4842, decode.d2.loss_mask: 0.5901, decode.d2.loss_dice: 0.8897, decode.d3.loss_cls: 0.4670, decode.d3.loss_mask: 0.5837, decode.d3.loss_dice: 0.8630, decode.d4.loss_cls: 0.4511, decode.d4.loss_mask: 0.5835, decode.d4.loss_dice: 0.8636, decode.d5.loss_cls: 0.4523, decode.d5.loss_mask: 0.5844, decode.d5.loss_dice: 0.8683, decode.d6.loss_cls: 0.4423, decode.d6.loss_mask: 0.5817, decode.d6.loss_dice: 0.8631, decode.d7.loss_cls: 0.4479, decode.d7.loss_mask: 0.5796, decode.d7.loss_dice: 0.8558, decode.d8.loss_cls: 0.4412, decode.d8.loss_mask: 0.5821, decode.d8.loss_dice: 0.8620, loss: 20.3057, grad_norm: 60.7443 +2023-11-06 20:29:20,699 - mmseg - INFO - Iter [46800/160000] lr: 7.075e-05, eta: 15:12:44, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4396, decode.loss_mask: 0.5960, decode.loss_dice: 0.8784, decode.d0.loss_cls: 1.4263, decode.d0.loss_mask: 0.6377, decode.d0.loss_dice: 0.9857, decode.d1.loss_cls: 0.5515, decode.d1.loss_mask: 0.6208, decode.d1.loss_dice: 0.9373, decode.d2.loss_cls: 0.4893, decode.d2.loss_mask: 0.6063, decode.d2.loss_dice: 0.9033, decode.d3.loss_cls: 0.4674, decode.d3.loss_mask: 0.5953, decode.d3.loss_dice: 0.8855, decode.d4.loss_cls: 0.4586, decode.d4.loss_mask: 0.5981, decode.d4.loss_dice: 0.8852, decode.d5.loss_cls: 0.4481, decode.d5.loss_mask: 0.5984, decode.d5.loss_dice: 0.8869, decode.d6.loss_cls: 0.4477, decode.d6.loss_mask: 0.5956, decode.d6.loss_dice: 0.8795, decode.d7.loss_cls: 0.4387, decode.d7.loss_mask: 0.5980, decode.d7.loss_dice: 0.8835, decode.d8.loss_cls: 0.4475, decode.d8.loss_mask: 0.5924, decode.d8.loss_dice: 0.8832, loss: 20.6621, grad_norm: 63.3466 +2023-11-06 20:29:43,694 - mmseg - INFO - Iter [46850/160000] lr: 7.072e-05, eta: 15:12:17, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4002, decode.loss_mask: 0.6287, decode.loss_dice: 0.8773, decode.d0.loss_cls: 1.4031, decode.d0.loss_mask: 0.6711, decode.d0.loss_dice: 0.9797, decode.d1.loss_cls: 0.5048, decode.d1.loss_mask: 0.6615, decode.d1.loss_dice: 0.9373, decode.d2.loss_cls: 0.4453, decode.d2.loss_mask: 0.6432, decode.d2.loss_dice: 0.9063, decode.d3.loss_cls: 0.4256, decode.d3.loss_mask: 0.6312, decode.d3.loss_dice: 0.8854, decode.d4.loss_cls: 0.4134, decode.d4.loss_mask: 0.6321, decode.d4.loss_dice: 0.8863, decode.d5.loss_cls: 0.4068, decode.d5.loss_mask: 0.6318, decode.d5.loss_dice: 0.8896, decode.d6.loss_cls: 0.4053, decode.d6.loss_mask: 0.6317, decode.d6.loss_dice: 0.8785, decode.d7.loss_cls: 0.4072, decode.d7.loss_mask: 0.6277, decode.d7.loss_dice: 0.8753, decode.d8.loss_cls: 0.4043, decode.d8.loss_mask: 0.6288, decode.d8.loss_dice: 0.8761, loss: 20.5956, grad_norm: 66.9870 +2023-11-06 20:30:07,031 - mmseg - INFO - Iter [46900/160000] lr: 7.069e-05, eta: 15:11:51, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4126, decode.loss_mask: 0.6051, decode.loss_dice: 0.8602, decode.d0.loss_cls: 1.4171, decode.d0.loss_mask: 0.6524, decode.d0.loss_dice: 0.9638, decode.d1.loss_cls: 0.5239, decode.d1.loss_mask: 0.6309, decode.d1.loss_dice: 0.9228, decode.d2.loss_cls: 0.4635, decode.d2.loss_mask: 0.6158, decode.d2.loss_dice: 0.8931, decode.d3.loss_cls: 0.4376, decode.d3.loss_mask: 0.6079, decode.d3.loss_dice: 0.8729, decode.d4.loss_cls: 0.4230, decode.d4.loss_mask: 0.6094, decode.d4.loss_dice: 0.8768, decode.d5.loss_cls: 0.4189, decode.d5.loss_mask: 0.6119, decode.d5.loss_dice: 0.8771, decode.d6.loss_cls: 0.4168, decode.d6.loss_mask: 0.6071, decode.d6.loss_dice: 0.8648, decode.d7.loss_cls: 0.4104, decode.d7.loss_mask: 0.6072, decode.d7.loss_dice: 0.8656, decode.d8.loss_cls: 0.4132, decode.d8.loss_mask: 0.6098, decode.d8.loss_dice: 0.8626, loss: 20.3544, grad_norm: 64.5543 +2023-11-06 20:30:30,161 - mmseg - INFO - Iter [46950/160000] lr: 7.066e-05, eta: 15:11:24, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4199, decode.loss_mask: 0.6027, decode.loss_dice: 0.8498, decode.d0.loss_cls: 1.4022, decode.d0.loss_mask: 0.6409, decode.d0.loss_dice: 0.9607, decode.d1.loss_cls: 0.5063, decode.d1.loss_mask: 0.6193, decode.d1.loss_dice: 0.9236, decode.d2.loss_cls: 0.4564, decode.d2.loss_mask: 0.6155, decode.d2.loss_dice: 0.8856, decode.d3.loss_cls: 0.4372, decode.d3.loss_mask: 0.6069, decode.d3.loss_dice: 0.8632, decode.d4.loss_cls: 0.4229, decode.d4.loss_mask: 0.6045, decode.d4.loss_dice: 0.8642, decode.d5.loss_cls: 0.4218, decode.d5.loss_mask: 0.6057, decode.d5.loss_dice: 0.8594, decode.d6.loss_cls: 0.4185, decode.d6.loss_mask: 0.6052, decode.d6.loss_dice: 0.8614, decode.d7.loss_cls: 0.4159, decode.d7.loss_mask: 0.6028, decode.d7.loss_dice: 0.8584, decode.d8.loss_cls: 0.4161, decode.d8.loss_mask: 0.6065, decode.d8.loss_dice: 0.8577, loss: 20.2113, grad_norm: 61.6605 +2023-11-06 20:30:53,273 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 20:30:53,273 - mmseg - INFO - Iter [47000/160000] lr: 7.063e-05, eta: 15:10:57, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4234, decode.loss_mask: 0.5969, decode.loss_dice: 0.8899, decode.d0.loss_cls: 1.4474, decode.d0.loss_mask: 0.6355, decode.d0.loss_dice: 0.9949, decode.d1.loss_cls: 0.5449, decode.d1.loss_mask: 0.6193, decode.d1.loss_dice: 0.9510, decode.d2.loss_cls: 0.4677, decode.d2.loss_mask: 0.6053, decode.d2.loss_dice: 0.9245, decode.d3.loss_cls: 0.4538, decode.d3.loss_mask: 0.6029, decode.d3.loss_dice: 0.9028, decode.d4.loss_cls: 0.4398, decode.d4.loss_mask: 0.5979, decode.d4.loss_dice: 0.8977, decode.d5.loss_cls: 0.4402, decode.d5.loss_mask: 0.5989, decode.d5.loss_dice: 0.9029, decode.d6.loss_cls: 0.4362, decode.d6.loss_mask: 0.5963, decode.d6.loss_dice: 0.8984, decode.d7.loss_cls: 0.4269, decode.d7.loss_mask: 0.5953, decode.d7.loss_dice: 0.8973, decode.d8.loss_cls: 0.4231, decode.d8.loss_mask: 0.5948, decode.d8.loss_dice: 0.8966, loss: 20.7027, grad_norm: 61.3853 +2023-11-06 20:31:16,434 - mmseg - INFO - Iter [47050/160000] lr: 7.059e-05, eta: 15:10:31, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4528, decode.loss_mask: 0.6268, decode.loss_dice: 0.8841, decode.d0.loss_cls: 1.4596, decode.d0.loss_mask: 0.6676, decode.d0.loss_dice: 0.9882, decode.d1.loss_cls: 0.5684, decode.d1.loss_mask: 0.6433, decode.d1.loss_dice: 0.9440, decode.d2.loss_cls: 0.5042, decode.d2.loss_mask: 0.6343, decode.d2.loss_dice: 0.9119, decode.d3.loss_cls: 0.4858, decode.d3.loss_mask: 0.6243, decode.d3.loss_dice: 0.8874, decode.d4.loss_cls: 0.4726, decode.d4.loss_mask: 0.6217, decode.d4.loss_dice: 0.8889, decode.d5.loss_cls: 0.4693, decode.d5.loss_mask: 0.6213, decode.d5.loss_dice: 0.8836, decode.d6.loss_cls: 0.4558, decode.d6.loss_mask: 0.6197, decode.d6.loss_dice: 0.8815, decode.d7.loss_cls: 0.4517, decode.d7.loss_mask: 0.6229, decode.d7.loss_dice: 0.8882, decode.d8.loss_cls: 0.4497, decode.d8.loss_mask: 0.6221, decode.d8.loss_dice: 0.8850, loss: 21.1168, grad_norm: 67.1759 +2023-11-06 20:31:39,714 - mmseg - INFO - Iter [47100/160000] lr: 7.056e-05, eta: 15:10:04, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4355, decode.loss_mask: 0.5966, decode.loss_dice: 0.8876, decode.d0.loss_cls: 1.4550, decode.d0.loss_mask: 0.6325, decode.d0.loss_dice: 0.9969, decode.d1.loss_cls: 0.5434, decode.d1.loss_mask: 0.6172, decode.d1.loss_dice: 0.9469, decode.d2.loss_cls: 0.4857, decode.d2.loss_mask: 0.6022, decode.d2.loss_dice: 0.9202, decode.d3.loss_cls: 0.4641, decode.d3.loss_mask: 0.5981, decode.d3.loss_dice: 0.8952, decode.d4.loss_cls: 0.4573, decode.d4.loss_mask: 0.5970, decode.d4.loss_dice: 0.8934, decode.d5.loss_cls: 0.4501, decode.d5.loss_mask: 0.5991, decode.d5.loss_dice: 0.9018, decode.d6.loss_cls: 0.4451, decode.d6.loss_mask: 0.5978, decode.d6.loss_dice: 0.8865, decode.d7.loss_cls: 0.4390, decode.d7.loss_mask: 0.5994, decode.d7.loss_dice: 0.8908, decode.d8.loss_cls: 0.4413, decode.d8.loss_mask: 0.5953, decode.d8.loss_dice: 0.8890, loss: 20.7597, grad_norm: 63.0817 +2023-11-06 20:32:03,280 - mmseg - INFO - Iter [47150/160000] lr: 7.053e-05, eta: 15:09:39, time: 0.471, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4137, decode.loss_mask: 0.6151, decode.loss_dice: 0.8728, decode.d0.loss_cls: 1.4131, decode.d0.loss_mask: 0.6437, decode.d0.loss_dice: 0.9732, decode.d1.loss_cls: 0.5289, decode.d1.loss_mask: 0.6322, decode.d1.loss_dice: 0.9300, decode.d2.loss_cls: 0.4679, decode.d2.loss_mask: 0.6217, decode.d2.loss_dice: 0.9009, decode.d3.loss_cls: 0.4456, decode.d3.loss_mask: 0.6129, decode.d3.loss_dice: 0.8810, decode.d4.loss_cls: 0.4343, decode.d4.loss_mask: 0.6171, decode.d4.loss_dice: 0.8859, decode.d5.loss_cls: 0.4248, decode.d5.loss_mask: 0.6180, decode.d5.loss_dice: 0.8845, decode.d6.loss_cls: 0.4176, decode.d6.loss_mask: 0.6143, decode.d6.loss_dice: 0.8758, decode.d7.loss_cls: 0.4089, decode.d7.loss_mask: 0.6147, decode.d7.loss_dice: 0.8768, decode.d8.loss_cls: 0.4175, decode.d8.loss_mask: 0.6127, decode.d8.loss_dice: 0.8780, loss: 20.5338, grad_norm: 68.1101 +2023-11-06 20:32:26,648 - mmseg - INFO - Iter [47200/160000] lr: 7.050e-05, eta: 15:09:13, time: 0.467, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4188, decode.loss_mask: 0.6018, decode.loss_dice: 0.8679, decode.d0.loss_cls: 1.4228, decode.d0.loss_mask: 0.6472, decode.d0.loss_dice: 0.9840, decode.d1.loss_cls: 0.5237, decode.d1.loss_mask: 0.6250, decode.d1.loss_dice: 0.9305, decode.d2.loss_cls: 0.4626, decode.d2.loss_mask: 0.6183, decode.d2.loss_dice: 0.9084, decode.d3.loss_cls: 0.4415, decode.d3.loss_mask: 0.6111, decode.d3.loss_dice: 0.8841, decode.d4.loss_cls: 0.4303, decode.d4.loss_mask: 0.6079, decode.d4.loss_dice: 0.8826, decode.d5.loss_cls: 0.4306, decode.d5.loss_mask: 0.6052, decode.d5.loss_dice: 0.8797, decode.d6.loss_cls: 0.4243, decode.d6.loss_mask: 0.6040, decode.d6.loss_dice: 0.8674, decode.d7.loss_cls: 0.4194, decode.d7.loss_mask: 0.6024, decode.d7.loss_dice: 0.8724, decode.d8.loss_cls: 0.4186, decode.d8.loss_mask: 0.6042, decode.d8.loss_dice: 0.8723, loss: 20.4688, grad_norm: 66.9550 +2023-11-06 20:32:49,708 - mmseg - INFO - Iter [47250/160000] lr: 7.047e-05, eta: 15:08:46, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4294, decode.loss_mask: 0.5959, decode.loss_dice: 0.8820, decode.d0.loss_cls: 1.4582, decode.d0.loss_mask: 0.6420, decode.d0.loss_dice: 0.9952, decode.d1.loss_cls: 0.5453, decode.d1.loss_mask: 0.6213, decode.d1.loss_dice: 0.9462, decode.d2.loss_cls: 0.4849, decode.d2.loss_mask: 0.6023, decode.d2.loss_dice: 0.9147, decode.d3.loss_cls: 0.4572, decode.d3.loss_mask: 0.6019, decode.d3.loss_dice: 0.8907, decode.d4.loss_cls: 0.4478, decode.d4.loss_mask: 0.5990, decode.d4.loss_dice: 0.8910, decode.d5.loss_cls: 0.4397, decode.d5.loss_mask: 0.5974, decode.d5.loss_dice: 0.8845, decode.d6.loss_cls: 0.4361, decode.d6.loss_mask: 0.5973, decode.d6.loss_dice: 0.8775, decode.d7.loss_cls: 0.4293, decode.d7.loss_mask: 0.5979, decode.d7.loss_dice: 0.8858, decode.d8.loss_cls: 0.4304, decode.d8.loss_mask: 0.5953, decode.d8.loss_dice: 0.8824, loss: 20.6585, grad_norm: 67.6409 +2023-11-06 20:33:12,832 - mmseg - INFO - Iter [47300/160000] lr: 7.044e-05, eta: 15:08:19, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4066, decode.loss_mask: 0.6278, decode.loss_dice: 0.8922, decode.d0.loss_cls: 1.3988, decode.d0.loss_mask: 0.6818, decode.d0.loss_dice: 0.9897, decode.d1.loss_cls: 0.5050, decode.d1.loss_mask: 0.6549, decode.d1.loss_dice: 0.9521, decode.d2.loss_cls: 0.4569, decode.d2.loss_mask: 0.6419, decode.d2.loss_dice: 0.9174, decode.d3.loss_cls: 0.4356, decode.d3.loss_mask: 0.6343, decode.d3.loss_dice: 0.8974, decode.d4.loss_cls: 0.4211, decode.d4.loss_mask: 0.6374, decode.d4.loss_dice: 0.8937, decode.d5.loss_cls: 0.4154, decode.d5.loss_mask: 0.6389, decode.d5.loss_dice: 0.8920, decode.d6.loss_cls: 0.4163, decode.d6.loss_mask: 0.6308, decode.d6.loss_dice: 0.8880, decode.d7.loss_cls: 0.4125, decode.d7.loss_mask: 0.6297, decode.d7.loss_dice: 0.8896, decode.d8.loss_cls: 0.4122, decode.d8.loss_mask: 0.6288, decode.d8.loss_dice: 0.8935, loss: 20.7923, grad_norm: 70.7992 +2023-11-06 20:33:35,981 - mmseg - INFO - Iter [47350/160000] lr: 7.041e-05, eta: 15:07:52, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4490, decode.loss_mask: 0.5992, decode.loss_dice: 0.8832, decode.d0.loss_cls: 1.4394, decode.d0.loss_mask: 0.6371, decode.d0.loss_dice: 0.9787, decode.d1.loss_cls: 0.5559, decode.d1.loss_mask: 0.6263, decode.d1.loss_dice: 0.9443, decode.d2.loss_cls: 0.5010, decode.d2.loss_mask: 0.6064, decode.d2.loss_dice: 0.9188, decode.d3.loss_cls: 0.4785, decode.d3.loss_mask: 0.6011, decode.d3.loss_dice: 0.8959, decode.d4.loss_cls: 0.4710, decode.d4.loss_mask: 0.6017, decode.d4.loss_dice: 0.8958, decode.d5.loss_cls: 0.4604, decode.d5.loss_mask: 0.5993, decode.d5.loss_dice: 0.8903, decode.d6.loss_cls: 0.4610, decode.d6.loss_mask: 0.5982, decode.d6.loss_dice: 0.8840, decode.d7.loss_cls: 0.4563, decode.d7.loss_mask: 0.5994, decode.d7.loss_dice: 0.8851, decode.d8.loss_cls: 0.4570, decode.d8.loss_mask: 0.5947, decode.d8.loss_dice: 0.8852, loss: 20.8543, grad_norm: 61.6560 +2023-11-06 20:33:59,117 - mmseg - INFO - Iter [47400/160000] lr: 7.038e-05, eta: 15:07:26, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4445, decode.loss_mask: 0.6300, decode.loss_dice: 0.8935, decode.d0.loss_cls: 1.4248, decode.d0.loss_mask: 0.6815, decode.d0.loss_dice: 0.9942, decode.d1.loss_cls: 0.5363, decode.d1.loss_mask: 0.6627, decode.d1.loss_dice: 0.9614, decode.d2.loss_cls: 0.4909, decode.d2.loss_mask: 0.6447, decode.d2.loss_dice: 0.9243, decode.d3.loss_cls: 0.4711, decode.d3.loss_mask: 0.6377, decode.d3.loss_dice: 0.9013, decode.d4.loss_cls: 0.4655, decode.d4.loss_mask: 0.6321, decode.d4.loss_dice: 0.9003, decode.d5.loss_cls: 0.4532, decode.d5.loss_mask: 0.6336, decode.d5.loss_dice: 0.9027, decode.d6.loss_cls: 0.4504, decode.d6.loss_mask: 0.6318, decode.d6.loss_dice: 0.9013, decode.d7.loss_cls: 0.4465, decode.d7.loss_mask: 0.6336, decode.d7.loss_dice: 0.8959, decode.d8.loss_cls: 0.4460, decode.d8.loss_mask: 0.6303, decode.d8.loss_dice: 0.8966, loss: 21.2190, grad_norm: 61.4728 +2023-11-06 20:34:22,353 - mmseg - INFO - Iter [47450/160000] lr: 7.034e-05, eta: 15:06:59, time: 0.465, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4449, decode.loss_mask: 0.5865, decode.loss_dice: 0.8683, decode.d0.loss_cls: 1.4497, decode.d0.loss_mask: 0.6275, decode.d0.loss_dice: 0.9864, decode.d1.loss_cls: 0.5520, decode.d1.loss_mask: 0.6125, decode.d1.loss_dice: 0.9383, decode.d2.loss_cls: 0.4978, decode.d2.loss_mask: 0.5924, decode.d2.loss_dice: 0.9076, decode.d3.loss_cls: 0.4714, decode.d3.loss_mask: 0.5882, decode.d3.loss_dice: 0.8893, decode.d4.loss_cls: 0.4654, decode.d4.loss_mask: 0.5868, decode.d4.loss_dice: 0.8828, decode.d5.loss_cls: 0.4542, decode.d5.loss_mask: 0.5878, decode.d5.loss_dice: 0.8822, decode.d6.loss_cls: 0.4507, decode.d6.loss_mask: 0.5846, decode.d6.loss_dice: 0.8686, decode.d7.loss_cls: 0.4461, decode.d7.loss_mask: 0.5867, decode.d7.loss_dice: 0.8707, decode.d8.loss_cls: 0.4514, decode.d8.loss_mask: 0.5884, decode.d8.loss_dice: 0.8704, loss: 20.5899, grad_norm: 63.7080 +2023-11-06 20:34:45,851 - mmseg - INFO - Iter [47500/160000] lr: 7.031e-05, eta: 15:06:34, time: 0.470, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4241, decode.loss_mask: 0.5816, decode.loss_dice: 0.8747, decode.d0.loss_cls: 1.4243, decode.d0.loss_mask: 0.6228, decode.d0.loss_dice: 0.9743, decode.d1.loss_cls: 0.5312, decode.d1.loss_mask: 0.6046, decode.d1.loss_dice: 0.9363, decode.d2.loss_cls: 0.4690, decode.d2.loss_mask: 0.5900, decode.d2.loss_dice: 0.9058, decode.d3.loss_cls: 0.4545, decode.d3.loss_mask: 0.5859, decode.d3.loss_dice: 0.8827, decode.d4.loss_cls: 0.4359, decode.d4.loss_mask: 0.5867, decode.d4.loss_dice: 0.8875, decode.d5.loss_cls: 0.4317, decode.d5.loss_mask: 0.5874, decode.d5.loss_dice: 0.8867, decode.d6.loss_cls: 0.4323, decode.d6.loss_mask: 0.5851, decode.d6.loss_dice: 0.8784, decode.d7.loss_cls: 0.4235, decode.d7.loss_mask: 0.5868, decode.d7.loss_dice: 0.8793, decode.d8.loss_cls: 0.4249, decode.d8.loss_mask: 0.5859, decode.d8.loss_dice: 0.8791, loss: 20.3530, grad_norm: 63.1778 +2023-11-06 20:35:09,271 - mmseg - INFO - Iter [47550/160000] lr: 7.028e-05, eta: 15:06:08, time: 0.468, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4214, decode.loss_mask: 0.6071, decode.loss_dice: 0.8837, decode.d0.loss_cls: 1.4162, decode.d0.loss_mask: 0.6521, decode.d0.loss_dice: 0.9923, decode.d1.loss_cls: 0.5191, decode.d1.loss_mask: 0.6299, decode.d1.loss_dice: 0.9586, decode.d2.loss_cls: 0.4636, decode.d2.loss_mask: 0.6211, decode.d2.loss_dice: 0.9220, decode.d3.loss_cls: 0.4451, decode.d3.loss_mask: 0.6133, decode.d3.loss_dice: 0.8919, decode.d4.loss_cls: 0.4327, decode.d4.loss_mask: 0.6118, decode.d4.loss_dice: 0.8918, decode.d5.loss_cls: 0.4273, decode.d5.loss_mask: 0.6076, decode.d5.loss_dice: 0.8863, decode.d6.loss_cls: 0.4250, decode.d6.loss_mask: 0.6090, decode.d6.loss_dice: 0.8877, decode.d7.loss_cls: 0.4215, decode.d7.loss_mask: 0.6067, decode.d7.loss_dice: 0.8871, decode.d8.loss_cls: 0.4254, decode.d8.loss_mask: 0.6053, decode.d8.loss_dice: 0.8837, loss: 20.6462, grad_norm: 60.9550 +2023-11-06 20:35:37,231 - mmseg - INFO - Iter [47600/160000] lr: 7.025e-05, eta: 15:05:52, time: 0.559, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4348, decode.loss_mask: 0.6109, decode.loss_dice: 0.8941, decode.d0.loss_cls: 1.4334, decode.d0.loss_mask: 0.6480, decode.d0.loss_dice: 0.9925, decode.d1.loss_cls: 0.5416, decode.d1.loss_mask: 0.6311, decode.d1.loss_dice: 0.9571, decode.d2.loss_cls: 0.4790, decode.d2.loss_mask: 0.6154, decode.d2.loss_dice: 0.9256, decode.d3.loss_cls: 0.4661, decode.d3.loss_mask: 0.6060, decode.d3.loss_dice: 0.9056, decode.d4.loss_cls: 0.4578, decode.d4.loss_mask: 0.6109, decode.d4.loss_dice: 0.8973, decode.d5.loss_cls: 0.4524, decode.d5.loss_mask: 0.6099, decode.d5.loss_dice: 0.9015, decode.d6.loss_cls: 0.4438, decode.d6.loss_mask: 0.6105, decode.d6.loss_dice: 0.8927, decode.d7.loss_cls: 0.4411, decode.d7.loss_mask: 0.6101, decode.d7.loss_dice: 0.8953, decode.d8.loss_cls: 0.4443, decode.d8.loss_mask: 0.6070, decode.d8.loss_dice: 0.8920, loss: 20.9081, grad_norm: 70.8781 +2023-11-06 20:36:02,603 - mmseg - INFO - Iter [47650/160000] lr: 7.022e-05, eta: 15:05:31, time: 0.507, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4442, decode.loss_mask: 0.6101, decode.loss_dice: 0.8763, decode.d0.loss_cls: 1.4574, decode.d0.loss_mask: 0.6486, decode.d0.loss_dice: 0.9850, decode.d1.loss_cls: 0.5455, decode.d1.loss_mask: 0.6293, decode.d1.loss_dice: 0.9366, decode.d2.loss_cls: 0.4870, decode.d2.loss_mask: 0.6192, decode.d2.loss_dice: 0.9022, decode.d3.loss_cls: 0.4697, decode.d3.loss_mask: 0.6118, decode.d3.loss_dice: 0.8856, decode.d4.loss_cls: 0.4566, decode.d4.loss_mask: 0.6127, decode.d4.loss_dice: 0.8820, decode.d5.loss_cls: 0.4518, decode.d5.loss_mask: 0.6099, decode.d5.loss_dice: 0.8818, decode.d6.loss_cls: 0.4484, decode.d6.loss_mask: 0.6086, decode.d6.loss_dice: 0.8759, decode.d7.loss_cls: 0.4368, decode.d7.loss_mask: 0.6098, decode.d7.loss_dice: 0.8827, decode.d8.loss_cls: 0.4403, decode.d8.loss_mask: 0.6102, decode.d8.loss_dice: 0.8761, loss: 20.7921, grad_norm: 64.6540 +2023-11-06 20:36:25,794 - mmseg - INFO - Iter [47700/160000] lr: 7.019e-05, eta: 15:05:05, time: 0.464, data_time: 0.011, memory: 39436, decode.loss_cls: 0.4102, decode.loss_mask: 0.5922, decode.loss_dice: 0.8710, decode.d0.loss_cls: 1.3832, decode.d0.loss_mask: 0.6339, decode.d0.loss_dice: 0.9676, decode.d1.loss_cls: 0.5087, decode.d1.loss_mask: 0.6135, decode.d1.loss_dice: 0.9346, decode.d2.loss_cls: 0.4570, decode.d2.loss_mask: 0.6034, decode.d2.loss_dice: 0.8993, decode.d3.loss_cls: 0.4295, decode.d3.loss_mask: 0.5983, decode.d3.loss_dice: 0.8786, decode.d4.loss_cls: 0.4247, decode.d4.loss_mask: 0.5953, decode.d4.loss_dice: 0.8832, decode.d5.loss_cls: 0.4212, decode.d5.loss_mask: 0.5951, decode.d5.loss_dice: 0.8789, decode.d6.loss_cls: 0.4186, decode.d6.loss_mask: 0.5934, decode.d6.loss_dice: 0.8669, decode.d7.loss_cls: 0.4199, decode.d7.loss_mask: 0.5932, decode.d7.loss_dice: 0.8702, decode.d8.loss_cls: 0.4154, decode.d8.loss_mask: 0.5933, decode.d8.loss_dice: 0.8752, loss: 20.2255, grad_norm: 68.9505 +2023-11-06 20:36:50,134 - mmseg - INFO - Iter [47750/160000] lr: 7.016e-05, eta: 15:04:41, time: 0.487, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4239, decode.loss_mask: 0.5991, decode.loss_dice: 0.8805, decode.d0.loss_cls: 1.4213, decode.d0.loss_mask: 0.6410, decode.d0.loss_dice: 0.9813, decode.d1.loss_cls: 0.5327, decode.d1.loss_mask: 0.6208, decode.d1.loss_dice: 0.9455, decode.d2.loss_cls: 0.4721, decode.d2.loss_mask: 0.6131, decode.d2.loss_dice: 0.9193, decode.d3.loss_cls: 0.4523, decode.d3.loss_mask: 0.6070, decode.d3.loss_dice: 0.8951, decode.d4.loss_cls: 0.4424, decode.d4.loss_mask: 0.6021, decode.d4.loss_dice: 0.8953, decode.d5.loss_cls: 0.4418, decode.d5.loss_mask: 0.5979, decode.d5.loss_dice: 0.8889, decode.d6.loss_cls: 0.4298, decode.d6.loss_mask: 0.5996, decode.d6.loss_dice: 0.8842, decode.d7.loss_cls: 0.4240, decode.d7.loss_mask: 0.6006, decode.d7.loss_dice: 0.8843, decode.d8.loss_cls: 0.4241, decode.d8.loss_mask: 0.5998, decode.d8.loss_dice: 0.8861, loss: 20.6060, grad_norm: 63.2040 +2023-11-06 20:37:13,975 - mmseg - INFO - Iter [47800/160000] lr: 7.013e-05, eta: 15:04:16, time: 0.477, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4379, decode.loss_mask: 0.6022, decode.loss_dice: 0.8906, decode.d0.loss_cls: 1.4479, decode.d0.loss_mask: 0.6496, decode.d0.loss_dice: 0.9926, decode.d1.loss_cls: 0.5489, decode.d1.loss_mask: 0.6338, decode.d1.loss_dice: 0.9546, decode.d2.loss_cls: 0.4875, decode.d2.loss_mask: 0.6164, decode.d2.loss_dice: 0.9217, decode.d3.loss_cls: 0.4610, decode.d3.loss_mask: 0.6059, decode.d3.loss_dice: 0.8966, decode.d4.loss_cls: 0.4497, decode.d4.loss_mask: 0.6044, decode.d4.loss_dice: 0.8980, decode.d5.loss_cls: 0.4408, decode.d5.loss_mask: 0.6055, decode.d5.loss_dice: 0.8917, decode.d6.loss_cls: 0.4376, decode.d6.loss_mask: 0.6043, decode.d6.loss_dice: 0.8874, decode.d7.loss_cls: 0.4344, decode.d7.loss_mask: 0.6043, decode.d7.loss_dice: 0.8882, decode.d8.loss_cls: 0.4315, decode.d8.loss_mask: 0.6023, decode.d8.loss_dice: 0.8900, loss: 20.8176, grad_norm: 60.4258 +2023-11-06 20:37:37,052 - mmseg - INFO - Iter [47850/160000] lr: 7.009e-05, eta: 15:03:49, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4140, decode.loss_mask: 0.6054, decode.loss_dice: 0.8838, decode.d0.loss_cls: 1.3925, decode.d0.loss_mask: 0.6401, decode.d0.loss_dice: 0.9790, decode.d1.loss_cls: 0.5173, decode.d1.loss_mask: 0.6301, decode.d1.loss_dice: 0.9421, decode.d2.loss_cls: 0.4564, decode.d2.loss_mask: 0.6138, decode.d2.loss_dice: 0.9174, decode.d3.loss_cls: 0.4419, decode.d3.loss_mask: 0.6077, decode.d3.loss_dice: 0.8890, decode.d4.loss_cls: 0.4282, decode.d4.loss_mask: 0.6036, decode.d4.loss_dice: 0.8899, decode.d5.loss_cls: 0.4310, decode.d5.loss_mask: 0.6094, decode.d5.loss_dice: 0.8869, decode.d6.loss_cls: 0.4200, decode.d6.loss_mask: 0.6070, decode.d6.loss_dice: 0.8856, decode.d7.loss_cls: 0.4210, decode.d7.loss_mask: 0.6058, decode.d7.loss_dice: 0.8824, decode.d8.loss_cls: 0.4201, decode.d8.loss_mask: 0.6041, decode.d8.loss_dice: 0.8835, loss: 20.5089, grad_norm: 68.2266 +2023-11-06 20:38:00,156 - mmseg - INFO - Iter [47900/160000] lr: 7.006e-05, eta: 15:03:22, time: 0.462, data_time: 0.011, memory: 39436, decode.loss_cls: 0.4184, decode.loss_mask: 0.5952, decode.loss_dice: 0.8796, decode.d0.loss_cls: 1.4388, decode.d0.loss_mask: 0.6405, decode.d0.loss_dice: 0.9924, decode.d1.loss_cls: 0.5273, decode.d1.loss_mask: 0.6216, decode.d1.loss_dice: 0.9567, decode.d2.loss_cls: 0.4737, decode.d2.loss_mask: 0.6089, decode.d2.loss_dice: 0.9214, decode.d3.loss_cls: 0.4576, decode.d3.loss_mask: 0.5973, decode.d3.loss_dice: 0.8938, decode.d4.loss_cls: 0.4419, decode.d4.loss_mask: 0.5968, decode.d4.loss_dice: 0.8991, decode.d5.loss_cls: 0.4318, decode.d5.loss_mask: 0.5971, decode.d5.loss_dice: 0.8967, decode.d6.loss_cls: 0.4306, decode.d6.loss_mask: 0.5939, decode.d6.loss_dice: 0.8905, decode.d7.loss_cls: 0.4208, decode.d7.loss_mask: 0.5955, decode.d7.loss_dice: 0.8881, decode.d8.loss_cls: 0.4214, decode.d8.loss_mask: 0.5963, decode.d8.loss_dice: 0.8872, loss: 20.6111, grad_norm: 68.2106 +2023-11-06 20:38:23,210 - mmseg - INFO - Iter [47950/160000] lr: 7.003e-05, eta: 15:02:55, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4241, decode.loss_mask: 0.6124, decode.loss_dice: 0.8709, decode.d0.loss_cls: 1.4191, decode.d0.loss_mask: 0.6492, decode.d0.loss_dice: 0.9686, decode.d1.loss_cls: 0.5295, decode.d1.loss_mask: 0.6359, decode.d1.loss_dice: 0.9333, decode.d2.loss_cls: 0.4709, decode.d2.loss_mask: 0.6232, decode.d2.loss_dice: 0.9022, decode.d3.loss_cls: 0.4532, decode.d3.loss_mask: 0.6166, decode.d3.loss_dice: 0.8838, decode.d4.loss_cls: 0.4419, decode.d4.loss_mask: 0.6120, decode.d4.loss_dice: 0.8793, decode.d5.loss_cls: 0.4312, decode.d5.loss_mask: 0.6142, decode.d5.loss_dice: 0.8832, decode.d6.loss_cls: 0.4251, decode.d6.loss_mask: 0.6133, decode.d6.loss_dice: 0.8758, decode.d7.loss_cls: 0.4283, decode.d7.loss_mask: 0.6119, decode.d7.loss_dice: 0.8720, decode.d8.loss_cls: 0.4247, decode.d8.loss_mask: 0.6109, decode.d8.loss_dice: 0.8741, loss: 20.5911, grad_norm: 63.2121 +2023-11-06 20:38:49,201 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 20:38:49,201 - mmseg - INFO - Iter [48000/160000] lr: 7.000e-05, eta: 15:02:36, time: 0.520, data_time: 0.057, memory: 39436, decode.loss_cls: 0.4247, decode.loss_mask: 0.6046, decode.loss_dice: 0.8935, decode.d0.loss_cls: 1.4236, decode.d0.loss_mask: 0.6447, decode.d0.loss_dice: 1.0031, decode.d1.loss_cls: 0.5301, decode.d1.loss_mask: 0.6253, decode.d1.loss_dice: 0.9634, decode.d2.loss_cls: 0.4730, decode.d2.loss_mask: 0.6093, decode.d2.loss_dice: 0.9250, decode.d3.loss_cls: 0.4513, decode.d3.loss_mask: 0.6016, decode.d3.loss_dice: 0.8947, decode.d4.loss_cls: 0.4353, decode.d4.loss_mask: 0.6057, decode.d4.loss_dice: 0.8945, decode.d5.loss_cls: 0.4332, decode.d5.loss_mask: 0.6052, decode.d5.loss_dice: 0.8947, decode.d6.loss_cls: 0.4287, decode.d6.loss_mask: 0.6001, decode.d6.loss_dice: 0.8898, decode.d7.loss_cls: 0.4289, decode.d7.loss_mask: 0.6015, decode.d7.loss_dice: 0.8932, decode.d8.loss_cls: 0.4227, decode.d8.loss_mask: 0.6036, decode.d8.loss_dice: 0.8914, loss: 20.6961, grad_norm: 66.0767 +2023-11-06 20:39:12,486 - mmseg - INFO - Iter [48050/160000] lr: 6.997e-05, eta: 15:02:09, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4369, decode.loss_mask: 0.6045, decode.loss_dice: 0.8926, decode.d0.loss_cls: 1.4496, decode.d0.loss_mask: 0.6443, decode.d0.loss_dice: 1.0030, decode.d1.loss_cls: 0.5249, decode.d1.loss_mask: 0.6335, decode.d1.loss_dice: 0.9632, decode.d2.loss_cls: 0.4848, decode.d2.loss_mask: 0.6160, decode.d2.loss_dice: 0.9280, decode.d3.loss_cls: 0.4646, decode.d3.loss_mask: 0.6135, decode.d3.loss_dice: 0.8974, decode.d4.loss_cls: 0.4613, decode.d4.loss_mask: 0.6084, decode.d4.loss_dice: 0.8988, decode.d5.loss_cls: 0.4461, decode.d5.loss_mask: 0.6079, decode.d5.loss_dice: 0.9034, decode.d6.loss_cls: 0.4459, decode.d6.loss_mask: 0.6095, decode.d6.loss_dice: 0.8917, decode.d7.loss_cls: 0.4426, decode.d7.loss_mask: 0.6090, decode.d7.loss_dice: 0.8946, decode.d8.loss_cls: 0.4441, decode.d8.loss_mask: 0.6071, decode.d8.loss_dice: 0.8958, loss: 20.9229, grad_norm: 63.6240 +2023-11-06 20:39:35,688 - mmseg - INFO - Iter [48100/160000] lr: 6.994e-05, eta: 15:01:43, time: 0.464, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4254, decode.loss_mask: 0.5771, decode.loss_dice: 0.8710, decode.d0.loss_cls: 1.4511, decode.d0.loss_mask: 0.6176, decode.d0.loss_dice: 0.9738, decode.d1.loss_cls: 0.5384, decode.d1.loss_mask: 0.6019, decode.d1.loss_dice: 0.9388, decode.d2.loss_cls: 0.4725, decode.d2.loss_mask: 0.5929, decode.d2.loss_dice: 0.9013, decode.d3.loss_cls: 0.4572, decode.d3.loss_mask: 0.5831, decode.d3.loss_dice: 0.8751, decode.d4.loss_cls: 0.4373, decode.d4.loss_mask: 0.5805, decode.d4.loss_dice: 0.8824, decode.d5.loss_cls: 0.4355, decode.d5.loss_mask: 0.5801, decode.d5.loss_dice: 0.8801, decode.d6.loss_cls: 0.4300, decode.d6.loss_mask: 0.5836, decode.d6.loss_dice: 0.8685, decode.d7.loss_cls: 0.4262, decode.d7.loss_mask: 0.5805, decode.d7.loss_dice: 0.8720, decode.d8.loss_cls: 0.4207, decode.d8.loss_mask: 0.5801, decode.d8.loss_dice: 0.8713, loss: 20.3062, grad_norm: 59.0218 +2023-11-06 20:39:59,331 - mmseg - INFO - Iter [48150/160000] lr: 6.991e-05, eta: 15:01:17, time: 0.473, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4412, decode.loss_mask: 0.5819, decode.loss_dice: 0.8690, decode.d0.loss_cls: 1.4357, decode.d0.loss_mask: 0.6213, decode.d0.loss_dice: 0.9773, decode.d1.loss_cls: 0.5405, decode.d1.loss_mask: 0.6022, decode.d1.loss_dice: 0.9304, decode.d2.loss_cls: 0.4863, decode.d2.loss_mask: 0.5872, decode.d2.loss_dice: 0.8961, decode.d3.loss_cls: 0.4595, decode.d3.loss_mask: 0.5872, decode.d3.loss_dice: 0.8757, decode.d4.loss_cls: 0.4473, decode.d4.loss_mask: 0.5846, decode.d4.loss_dice: 0.8791, decode.d5.loss_cls: 0.4520, decode.d5.loss_mask: 0.5833, decode.d5.loss_dice: 0.8755, decode.d6.loss_cls: 0.4467, decode.d6.loss_mask: 0.5847, decode.d6.loss_dice: 0.8678, decode.d7.loss_cls: 0.4413, decode.d7.loss_mask: 0.5830, decode.d7.loss_dice: 0.8715, decode.d8.loss_cls: 0.4448, decode.d8.loss_mask: 0.5859, decode.d8.loss_dice: 0.8727, loss: 20.4117, grad_norm: 59.9294 +2023-11-06 20:40:22,639 - mmseg - INFO - Iter [48200/160000] lr: 6.988e-05, eta: 15:00:51, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4398, decode.loss_mask: 0.5919, decode.loss_dice: 0.8736, decode.d0.loss_cls: 1.4533, decode.d0.loss_mask: 0.6348, decode.d0.loss_dice: 0.9845, decode.d1.loss_cls: 0.5378, decode.d1.loss_mask: 0.6155, decode.d1.loss_dice: 0.9439, decode.d2.loss_cls: 0.4806, decode.d2.loss_mask: 0.6062, decode.d2.loss_dice: 0.9080, decode.d3.loss_cls: 0.4642, decode.d3.loss_mask: 0.5970, decode.d3.loss_dice: 0.8857, decode.d4.loss_cls: 0.4484, decode.d4.loss_mask: 0.5987, decode.d4.loss_dice: 0.8860, decode.d5.loss_cls: 0.4456, decode.d5.loss_mask: 0.5963, decode.d5.loss_dice: 0.8837, decode.d6.loss_cls: 0.4411, decode.d6.loss_mask: 0.5944, decode.d6.loss_dice: 0.8798, decode.d7.loss_cls: 0.4371, decode.d7.loss_mask: 0.5940, decode.d7.loss_dice: 0.8821, decode.d8.loss_cls: 0.4337, decode.d8.loss_mask: 0.5929, decode.d8.loss_dice: 0.8836, loss: 20.6141, grad_norm: 65.8450 +2023-11-06 20:40:45,924 - mmseg - INFO - Iter [48250/160000] lr: 6.984e-05, eta: 15:00:25, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4149, decode.loss_mask: 0.5871, decode.loss_dice: 0.8230, decode.d0.loss_cls: 1.4189, decode.d0.loss_mask: 0.6288, decode.d0.loss_dice: 0.9356, decode.d1.loss_cls: 0.5179, decode.d1.loss_mask: 0.6086, decode.d1.loss_dice: 0.8955, decode.d2.loss_cls: 0.4661, decode.d2.loss_mask: 0.6013, decode.d2.loss_dice: 0.8564, decode.d3.loss_cls: 0.4407, decode.d3.loss_mask: 0.5952, decode.d3.loss_dice: 0.8405, decode.d4.loss_cls: 0.4230, decode.d4.loss_mask: 0.5910, decode.d4.loss_dice: 0.8385, decode.d5.loss_cls: 0.4233, decode.d5.loss_mask: 0.5889, decode.d5.loss_dice: 0.8399, decode.d6.loss_cls: 0.4135, decode.d6.loss_mask: 0.5882, decode.d6.loss_dice: 0.8312, decode.d7.loss_cls: 0.4137, decode.d7.loss_mask: 0.5890, decode.d7.loss_dice: 0.8284, decode.d8.loss_cls: 0.4157, decode.d8.loss_mask: 0.5869, decode.d8.loss_dice: 0.8283, loss: 19.8298, grad_norm: 59.5849 +2023-11-06 20:41:09,050 - mmseg - INFO - Iter [48300/160000] lr: 6.981e-05, eta: 14:59:58, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4073, decode.loss_mask: 0.5978, decode.loss_dice: 0.8637, decode.d0.loss_cls: 1.4228, decode.d0.loss_mask: 0.6436, decode.d0.loss_dice: 0.9628, decode.d1.loss_cls: 0.5071, decode.d1.loss_mask: 0.6224, decode.d1.loss_dice: 0.9316, decode.d2.loss_cls: 0.4612, decode.d2.loss_mask: 0.6057, decode.d2.loss_dice: 0.8945, decode.d3.loss_cls: 0.4338, decode.d3.loss_mask: 0.6006, decode.d3.loss_dice: 0.8755, decode.d4.loss_cls: 0.4212, decode.d4.loss_mask: 0.6024, decode.d4.loss_dice: 0.8736, decode.d5.loss_cls: 0.4083, decode.d5.loss_mask: 0.5981, decode.d5.loss_dice: 0.8736, decode.d6.loss_cls: 0.4069, decode.d6.loss_mask: 0.5968, decode.d6.loss_dice: 0.8658, decode.d7.loss_cls: 0.4038, decode.d7.loss_mask: 0.5953, decode.d7.loss_dice: 0.8726, decode.d8.loss_cls: 0.4068, decode.d8.loss_mask: 0.5941, decode.d8.loss_dice: 0.8698, loss: 20.2197, grad_norm: 60.0466 +2023-11-06 20:41:32,335 - mmseg - INFO - Iter [48350/160000] lr: 6.978e-05, eta: 14:59:32, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4025, decode.loss_mask: 0.5804, decode.loss_dice: 0.8553, decode.d0.loss_cls: 1.4082, decode.d0.loss_mask: 0.6209, decode.d0.loss_dice: 0.9565, decode.d1.loss_cls: 0.5027, decode.d1.loss_mask: 0.6076, decode.d1.loss_dice: 0.9242, decode.d2.loss_cls: 0.4486, decode.d2.loss_mask: 0.5950, decode.d2.loss_dice: 0.8891, decode.d3.loss_cls: 0.4300, decode.d3.loss_mask: 0.5870, decode.d3.loss_dice: 0.8640, decode.d4.loss_cls: 0.4150, decode.d4.loss_mask: 0.5851, decode.d4.loss_dice: 0.8662, decode.d5.loss_cls: 0.4097, decode.d5.loss_mask: 0.5868, decode.d5.loss_dice: 0.8657, decode.d6.loss_cls: 0.4070, decode.d6.loss_mask: 0.5823, decode.d6.loss_dice: 0.8603, decode.d7.loss_cls: 0.4000, decode.d7.loss_mask: 0.5852, decode.d7.loss_dice: 0.8638, decode.d8.loss_cls: 0.3958, decode.d8.loss_mask: 0.5845, decode.d8.loss_dice: 0.8578, loss: 19.9374, grad_norm: 59.9509 +2023-11-06 20:41:56,231 - mmseg - INFO - Iter [48400/160000] lr: 6.975e-05, eta: 14:59:07, time: 0.478, data_time: 0.011, memory: 39436, decode.loss_cls: 0.3975, decode.loss_mask: 0.6183, decode.loss_dice: 0.8805, decode.d0.loss_cls: 1.3804, decode.d0.loss_mask: 0.6581, decode.d0.loss_dice: 0.9829, decode.d1.loss_cls: 0.5001, decode.d1.loss_mask: 0.6481, decode.d1.loss_dice: 0.9491, decode.d2.loss_cls: 0.4418, decode.d2.loss_mask: 0.6331, decode.d2.loss_dice: 0.9166, decode.d3.loss_cls: 0.4225, decode.d3.loss_mask: 0.6209, decode.d3.loss_dice: 0.8901, decode.d4.loss_cls: 0.4183, decode.d4.loss_mask: 0.6173, decode.d4.loss_dice: 0.8879, decode.d5.loss_cls: 0.4129, decode.d5.loss_mask: 0.6146, decode.d5.loss_dice: 0.8867, decode.d6.loss_cls: 0.4093, decode.d6.loss_mask: 0.6175, decode.d6.loss_dice: 0.8816, decode.d7.loss_cls: 0.4029, decode.d7.loss_mask: 0.6160, decode.d7.loss_dice: 0.8845, decode.d8.loss_cls: 0.3970, decode.d8.loss_mask: 0.6193, decode.d8.loss_dice: 0.8808, loss: 20.4869, grad_norm: 60.3455 +2023-11-06 20:42:19,519 - mmseg - INFO - Iter [48450/160000] lr: 6.972e-05, eta: 14:58:41, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4129, decode.loss_mask: 0.5939, decode.loss_dice: 0.8487, decode.d0.loss_cls: 1.3845, decode.d0.loss_mask: 0.6391, decode.d0.loss_dice: 0.9559, decode.d1.loss_cls: 0.5092, decode.d1.loss_mask: 0.6213, decode.d1.loss_dice: 0.9146, decode.d2.loss_cls: 0.4575, decode.d2.loss_mask: 0.6091, decode.d2.loss_dice: 0.8842, decode.d3.loss_cls: 0.4365, decode.d3.loss_mask: 0.5965, decode.d3.loss_dice: 0.8518, decode.d4.loss_cls: 0.4269, decode.d4.loss_mask: 0.5974, decode.d4.loss_dice: 0.8547, decode.d5.loss_cls: 0.4179, decode.d5.loss_mask: 0.5985, decode.d5.loss_dice: 0.8564, decode.d6.loss_cls: 0.4182, decode.d6.loss_mask: 0.5973, decode.d6.loss_dice: 0.8501, decode.d7.loss_cls: 0.4126, decode.d7.loss_mask: 0.5964, decode.d7.loss_dice: 0.8510, decode.d8.loss_cls: 0.4126, decode.d8.loss_mask: 0.5940, decode.d8.loss_dice: 0.8490, loss: 20.0487, grad_norm: 59.6103 +2023-11-06 20:42:42,602 - mmseg - INFO - Iter [48500/160000] lr: 6.969e-05, eta: 14:58:15, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4184, decode.loss_mask: 0.6048, decode.loss_dice: 0.8662, decode.d0.loss_cls: 1.4028, decode.d0.loss_mask: 0.6457, decode.d0.loss_dice: 0.9723, decode.d1.loss_cls: 0.5161, decode.d1.loss_mask: 0.6279, decode.d1.loss_dice: 0.9406, decode.d2.loss_cls: 0.4610, decode.d2.loss_mask: 0.6118, decode.d2.loss_dice: 0.9004, decode.d3.loss_cls: 0.4440, decode.d3.loss_mask: 0.6043, decode.d3.loss_dice: 0.8784, decode.d4.loss_cls: 0.4308, decode.d4.loss_mask: 0.6045, decode.d4.loss_dice: 0.8744, decode.d5.loss_cls: 0.4255, decode.d5.loss_mask: 0.6043, decode.d5.loss_dice: 0.8786, decode.d6.loss_cls: 0.4214, decode.d6.loss_mask: 0.6037, decode.d6.loss_dice: 0.8714, decode.d7.loss_cls: 0.4225, decode.d7.loss_mask: 0.6037, decode.d7.loss_dice: 0.8679, decode.d8.loss_cls: 0.4208, decode.d8.loss_mask: 0.6038, decode.d8.loss_dice: 0.8669, loss: 20.3954, grad_norm: 65.5393 +2023-11-06 20:43:05,684 - mmseg - INFO - Iter [48550/160000] lr: 6.966e-05, eta: 14:57:48, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4086, decode.loss_mask: 0.6039, decode.loss_dice: 0.8562, decode.d0.loss_cls: 1.3978, decode.d0.loss_mask: 0.6543, decode.d0.loss_dice: 0.9577, decode.d1.loss_cls: 0.5138, decode.d1.loss_mask: 0.6300, decode.d1.loss_dice: 0.9162, decode.d2.loss_cls: 0.4564, decode.d2.loss_mask: 0.6124, decode.d2.loss_dice: 0.8817, decode.d3.loss_cls: 0.4430, decode.d3.loss_mask: 0.6070, decode.d3.loss_dice: 0.8582, decode.d4.loss_cls: 0.4296, decode.d4.loss_mask: 0.6070, decode.d4.loss_dice: 0.8553, decode.d5.loss_cls: 0.4132, decode.d5.loss_mask: 0.6065, decode.d5.loss_dice: 0.8541, decode.d6.loss_cls: 0.4123, decode.d6.loss_mask: 0.6064, decode.d6.loss_dice: 0.8556, decode.d7.loss_cls: 0.4119, decode.d7.loss_mask: 0.6081, decode.d7.loss_dice: 0.8569, decode.d8.loss_cls: 0.4089, decode.d8.loss_mask: 0.6040, decode.d8.loss_dice: 0.8542, loss: 20.1812, grad_norm: 72.2813 +2023-11-06 20:43:28,860 - mmseg - INFO - Iter [48600/160000] lr: 6.963e-05, eta: 14:57:21, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4526, decode.loss_mask: 0.6083, decode.loss_dice: 0.9043, decode.d0.loss_cls: 1.4677, decode.d0.loss_mask: 0.6567, decode.d0.loss_dice: 1.0230, decode.d1.loss_cls: 0.5546, decode.d1.loss_mask: 0.6327, decode.d1.loss_dice: 0.9798, decode.d2.loss_cls: 0.4913, decode.d2.loss_mask: 0.6208, decode.d2.loss_dice: 0.9399, decode.d3.loss_cls: 0.4774, decode.d3.loss_mask: 0.6096, decode.d3.loss_dice: 0.9190, decode.d4.loss_cls: 0.4634, decode.d4.loss_mask: 0.6080, decode.d4.loss_dice: 0.9160, decode.d5.loss_cls: 0.4617, decode.d5.loss_mask: 0.6053, decode.d5.loss_dice: 0.9161, decode.d6.loss_cls: 0.4636, decode.d6.loss_mask: 0.6073, decode.d6.loss_dice: 0.9088, decode.d7.loss_cls: 0.4525, decode.d7.loss_mask: 0.6095, decode.d7.loss_dice: 0.9071, decode.d8.loss_cls: 0.4510, decode.d8.loss_mask: 0.6089, decode.d8.loss_dice: 0.9060, loss: 21.2228, grad_norm: 63.9789 +2023-11-06 20:43:51,906 - mmseg - INFO - Iter [48650/160000] lr: 6.959e-05, eta: 14:56:55, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4067, decode.loss_mask: 0.6052, decode.loss_dice: 0.8824, decode.d0.loss_cls: 1.3925, decode.d0.loss_mask: 0.6466, decode.d0.loss_dice: 0.9877, decode.d1.loss_cls: 0.5141, decode.d1.loss_mask: 0.6237, decode.d1.loss_dice: 0.9389, decode.d2.loss_cls: 0.4562, decode.d2.loss_mask: 0.6127, decode.d2.loss_dice: 0.9096, decode.d3.loss_cls: 0.4391, decode.d3.loss_mask: 0.6090, decode.d3.loss_dice: 0.8877, decode.d4.loss_cls: 0.4265, decode.d4.loss_mask: 0.6072, decode.d4.loss_dice: 0.8914, decode.d5.loss_cls: 0.4221, decode.d5.loss_mask: 0.6050, decode.d5.loss_dice: 0.8849, decode.d6.loss_cls: 0.4212, decode.d6.loss_mask: 0.6054, decode.d6.loss_dice: 0.8858, decode.d7.loss_cls: 0.4125, decode.d7.loss_mask: 0.6066, decode.d7.loss_dice: 0.8883, decode.d8.loss_cls: 0.4094, decode.d8.loss_mask: 0.6059, decode.d8.loss_dice: 0.8838, loss: 20.4681, grad_norm: 64.9404 +2023-11-06 20:44:14,842 - mmseg - INFO - Iter [48700/160000] lr: 6.956e-05, eta: 14:56:28, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4098, decode.loss_mask: 0.5716, decode.loss_dice: 0.8455, decode.d0.loss_cls: 1.3987, decode.d0.loss_mask: 0.6172, decode.d0.loss_dice: 0.9534, decode.d1.loss_cls: 0.5128, decode.d1.loss_mask: 0.5949, decode.d1.loss_dice: 0.9074, decode.d2.loss_cls: 0.4520, decode.d2.loss_mask: 0.5839, decode.d2.loss_dice: 0.8735, decode.d3.loss_cls: 0.4299, decode.d3.loss_mask: 0.5752, decode.d3.loss_dice: 0.8473, decode.d4.loss_cls: 0.4217, decode.d4.loss_mask: 0.5730, decode.d4.loss_dice: 0.8481, decode.d5.loss_cls: 0.4161, decode.d5.loss_mask: 0.5760, decode.d5.loss_dice: 0.8501, decode.d6.loss_cls: 0.4154, decode.d6.loss_mask: 0.5733, decode.d6.loss_dice: 0.8433, decode.d7.loss_cls: 0.4065, decode.d7.loss_mask: 0.5737, decode.d7.loss_dice: 0.8459, decode.d8.loss_cls: 0.4093, decode.d8.loss_mask: 0.5719, decode.d8.loss_dice: 0.8426, loss: 19.7399, grad_norm: 66.6104 +2023-11-06 20:44:38,148 - mmseg - INFO - Iter [48750/160000] lr: 6.953e-05, eta: 14:56:02, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4181, decode.loss_mask: 0.6048, decode.loss_dice: 0.8808, decode.d0.loss_cls: 1.4254, decode.d0.loss_mask: 0.6420, decode.d0.loss_dice: 0.9836, decode.d1.loss_cls: 0.5213, decode.d1.loss_mask: 0.6317, decode.d1.loss_dice: 0.9466, decode.d2.loss_cls: 0.4610, decode.d2.loss_mask: 0.6152, decode.d2.loss_dice: 0.9170, decode.d3.loss_cls: 0.4504, decode.d3.loss_mask: 0.6068, decode.d3.loss_dice: 0.8931, decode.d4.loss_cls: 0.4394, decode.d4.loss_mask: 0.6069, decode.d4.loss_dice: 0.8901, decode.d5.loss_cls: 0.4274, decode.d5.loss_mask: 0.6041, decode.d5.loss_dice: 0.8914, decode.d6.loss_cls: 0.4268, decode.d6.loss_mask: 0.6022, decode.d6.loss_dice: 0.8882, decode.d7.loss_cls: 0.4247, decode.d7.loss_mask: 0.6044, decode.d7.loss_dice: 0.8848, decode.d8.loss_cls: 0.4234, decode.d8.loss_mask: 0.6030, decode.d8.loss_dice: 0.8825, loss: 20.5968, grad_norm: 63.5032 +2023-11-06 20:45:01,667 - mmseg - INFO - Iter [48800/160000] lr: 6.950e-05, eta: 14:55:36, time: 0.470, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4248, decode.loss_mask: 0.5971, decode.loss_dice: 0.8814, decode.d0.loss_cls: 1.4153, decode.d0.loss_mask: 0.6402, decode.d0.loss_dice: 0.9814, decode.d1.loss_cls: 0.5175, decode.d1.loss_mask: 0.6201, decode.d1.loss_dice: 0.9492, decode.d2.loss_cls: 0.4659, decode.d2.loss_mask: 0.6079, decode.d2.loss_dice: 0.9048, decode.d3.loss_cls: 0.4432, decode.d3.loss_mask: 0.6041, decode.d3.loss_dice: 0.8887, decode.d4.loss_cls: 0.4349, decode.d4.loss_mask: 0.6015, decode.d4.loss_dice: 0.8870, decode.d5.loss_cls: 0.4370, decode.d5.loss_mask: 0.6037, decode.d5.loss_dice: 0.8826, decode.d6.loss_cls: 0.4342, decode.d6.loss_mask: 0.5995, decode.d6.loss_dice: 0.8752, decode.d7.loss_cls: 0.4288, decode.d7.loss_mask: 0.6012, decode.d7.loss_dice: 0.8765, decode.d8.loss_cls: 0.4238, decode.d8.loss_mask: 0.6017, decode.d8.loss_dice: 0.8812, loss: 20.5104, grad_norm: 64.5665 +2023-11-06 20:45:24,883 - mmseg - INFO - Iter [48850/160000] lr: 6.947e-05, eta: 14:55:10, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4314, decode.loss_mask: 0.6020, decode.loss_dice: 0.8909, decode.d0.loss_cls: 1.4350, decode.d0.loss_mask: 0.6475, decode.d0.loss_dice: 1.0033, decode.d1.loss_cls: 0.5303, decode.d1.loss_mask: 0.6249, decode.d1.loss_dice: 0.9646, decode.d2.loss_cls: 0.4771, decode.d2.loss_mask: 0.6144, decode.d2.loss_dice: 0.9301, decode.d3.loss_cls: 0.4631, decode.d3.loss_mask: 0.6032, decode.d3.loss_dice: 0.9037, decode.d4.loss_cls: 0.4516, decode.d4.loss_mask: 0.6027, decode.d4.loss_dice: 0.9017, decode.d5.loss_cls: 0.4454, decode.d5.loss_mask: 0.6037, decode.d5.loss_dice: 0.9001, decode.d6.loss_cls: 0.4430, decode.d6.loss_mask: 0.6030, decode.d6.loss_dice: 0.8885, decode.d7.loss_cls: 0.4327, decode.d7.loss_mask: 0.6007, decode.d7.loss_dice: 0.8929, decode.d8.loss_cls: 0.4257, decode.d8.loss_mask: 0.6033, decode.d8.loss_dice: 0.8921, loss: 20.8087, grad_norm: 62.0100 +2023-11-06 20:45:48,012 - mmseg - INFO - Iter [48900/160000] lr: 6.944e-05, eta: 14:54:43, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4382, decode.loss_mask: 0.5995, decode.loss_dice: 0.8893, decode.d0.loss_cls: 1.4390, decode.d0.loss_mask: 0.6398, decode.d0.loss_dice: 0.9962, decode.d1.loss_cls: 0.5384, decode.d1.loss_mask: 0.6229, decode.d1.loss_dice: 0.9506, decode.d2.loss_cls: 0.4859, decode.d2.loss_mask: 0.6112, decode.d2.loss_dice: 0.9211, decode.d3.loss_cls: 0.4572, decode.d3.loss_mask: 0.6031, decode.d3.loss_dice: 0.9004, decode.d4.loss_cls: 0.4443, decode.d4.loss_mask: 0.6026, decode.d4.loss_dice: 0.8983, decode.d5.loss_cls: 0.4407, decode.d5.loss_mask: 0.6022, decode.d5.loss_dice: 0.8969, decode.d6.loss_cls: 0.4440, decode.d6.loss_mask: 0.5980, decode.d6.loss_dice: 0.8894, decode.d7.loss_cls: 0.4417, decode.d7.loss_mask: 0.6003, decode.d7.loss_dice: 0.8921, decode.d8.loss_cls: 0.4346, decode.d8.loss_mask: 0.5992, decode.d8.loss_dice: 0.8953, loss: 20.7722, grad_norm: 66.4374 +2023-11-06 20:46:11,191 - mmseg - INFO - Iter [48950/160000] lr: 6.941e-05, eta: 14:54:17, time: 0.464, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4193, decode.loss_mask: 0.6111, decode.loss_dice: 0.8766, decode.d0.loss_cls: 1.4366, decode.d0.loss_mask: 0.6521, decode.d0.loss_dice: 0.9849, decode.d1.loss_cls: 0.5228, decode.d1.loss_mask: 0.6344, decode.d1.loss_dice: 0.9422, decode.d2.loss_cls: 0.4744, decode.d2.loss_mask: 0.6179, decode.d2.loss_dice: 0.9136, decode.d3.loss_cls: 0.4461, decode.d3.loss_mask: 0.6082, decode.d3.loss_dice: 0.8888, decode.d4.loss_cls: 0.4369, decode.d4.loss_mask: 0.6090, decode.d4.loss_dice: 0.8873, decode.d5.loss_cls: 0.4254, decode.d5.loss_mask: 0.6079, decode.d5.loss_dice: 0.8896, decode.d6.loss_cls: 0.4218, decode.d6.loss_mask: 0.6110, decode.d6.loss_dice: 0.8847, decode.d7.loss_cls: 0.4198, decode.d7.loss_mask: 0.6102, decode.d7.loss_dice: 0.8865, decode.d8.loss_cls: 0.4183, decode.d8.loss_mask: 0.6111, decode.d8.loss_dice: 0.8882, loss: 20.6366, grad_norm: 62.6518 +2023-11-06 20:46:34,720 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 20:46:34,720 - mmseg - INFO - Iter [49000/160000] lr: 6.938e-05, eta: 14:53:51, time: 0.471, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4312, decode.loss_mask: 0.6118, decode.loss_dice: 0.8883, decode.d0.loss_cls: 1.4341, decode.d0.loss_mask: 0.6508, decode.d0.loss_dice: 0.9930, decode.d1.loss_cls: 0.5403, decode.d1.loss_mask: 0.6314, decode.d1.loss_dice: 0.9567, decode.d2.loss_cls: 0.4696, decode.d2.loss_mask: 0.6180, decode.d2.loss_dice: 0.9107, decode.d3.loss_cls: 0.4571, decode.d3.loss_mask: 0.6112, decode.d3.loss_dice: 0.9013, decode.d4.loss_cls: 0.4467, decode.d4.loss_mask: 0.6122, decode.d4.loss_dice: 0.9002, decode.d5.loss_cls: 0.4345, decode.d5.loss_mask: 0.6132, decode.d5.loss_dice: 0.8950, decode.d6.loss_cls: 0.4323, decode.d6.loss_mask: 0.6119, decode.d6.loss_dice: 0.8915, decode.d7.loss_cls: 0.4317, decode.d7.loss_mask: 0.6119, decode.d7.loss_dice: 0.8902, decode.d8.loss_cls: 0.4294, decode.d8.loss_mask: 0.6117, decode.d8.loss_dice: 0.8873, loss: 20.8052, grad_norm: 64.7540 +2023-11-06 20:46:57,854 - mmseg - INFO - Iter [49050/160000] lr: 6.934e-05, eta: 14:53:25, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4260, decode.loss_mask: 0.6080, decode.loss_dice: 0.8819, decode.d0.loss_cls: 1.4298, decode.d0.loss_mask: 0.6395, decode.d0.loss_dice: 0.9771, decode.d1.loss_cls: 0.5257, decode.d1.loss_mask: 0.6341, decode.d1.loss_dice: 0.9436, decode.d2.loss_cls: 0.4733, decode.d2.loss_mask: 0.6179, decode.d2.loss_dice: 0.9091, decode.d3.loss_cls: 0.4537, decode.d3.loss_mask: 0.6113, decode.d3.loss_dice: 0.8933, decode.d4.loss_cls: 0.4380, decode.d4.loss_mask: 0.6081, decode.d4.loss_dice: 0.8884, decode.d5.loss_cls: 0.4318, decode.d5.loss_mask: 0.6058, decode.d5.loss_dice: 0.8898, decode.d6.loss_cls: 0.4294, decode.d6.loss_mask: 0.6071, decode.d6.loss_dice: 0.8823, decode.d7.loss_cls: 0.4292, decode.d7.loss_mask: 0.6095, decode.d7.loss_dice: 0.8863, decode.d8.loss_cls: 0.4349, decode.d8.loss_mask: 0.6094, decode.d8.loss_dice: 0.8827, loss: 20.6571, grad_norm: 65.2319 +2023-11-06 20:47:20,957 - mmseg - INFO - Iter [49100/160000] lr: 6.931e-05, eta: 14:52:58, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3973, decode.loss_mask: 0.5990, decode.loss_dice: 0.8496, decode.d0.loss_cls: 1.3900, decode.d0.loss_mask: 0.6392, decode.d0.loss_dice: 0.9555, decode.d1.loss_cls: 0.4928, decode.d1.loss_mask: 0.6229, decode.d1.loss_dice: 0.9199, decode.d2.loss_cls: 0.4437, decode.d2.loss_mask: 0.6092, decode.d2.loss_dice: 0.8828, decode.d3.loss_cls: 0.4307, decode.d3.loss_mask: 0.5993, decode.d3.loss_dice: 0.8612, decode.d4.loss_cls: 0.4163, decode.d4.loss_mask: 0.5993, decode.d4.loss_dice: 0.8631, decode.d5.loss_cls: 0.4087, decode.d5.loss_mask: 0.6010, decode.d5.loss_dice: 0.8628, decode.d6.loss_cls: 0.4061, decode.d6.loss_mask: 0.5998, decode.d6.loss_dice: 0.8533, decode.d7.loss_cls: 0.4029, decode.d7.loss_mask: 0.5976, decode.d7.loss_dice: 0.8541, decode.d8.loss_cls: 0.3981, decode.d8.loss_mask: 0.5987, decode.d8.loss_dice: 0.8507, loss: 20.0063, grad_norm: 62.9273 +2023-11-06 20:47:44,184 - mmseg - INFO - Iter [49150/160000] lr: 6.928e-05, eta: 14:52:32, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4603, decode.loss_mask: 0.6030, decode.loss_dice: 0.8951, decode.d0.loss_cls: 1.4516, decode.d0.loss_mask: 0.6458, decode.d0.loss_dice: 0.9997, decode.d1.loss_cls: 0.5656, decode.d1.loss_mask: 0.6302, decode.d1.loss_dice: 0.9596, decode.d2.loss_cls: 0.4987, decode.d2.loss_mask: 0.6156, decode.d2.loss_dice: 0.9339, decode.d3.loss_cls: 0.4827, decode.d3.loss_mask: 0.6049, decode.d3.loss_dice: 0.9025, decode.d4.loss_cls: 0.4735, decode.d4.loss_mask: 0.6034, decode.d4.loss_dice: 0.9015, decode.d5.loss_cls: 0.4638, decode.d5.loss_mask: 0.6068, decode.d5.loss_dice: 0.9034, decode.d6.loss_cls: 0.4635, decode.d6.loss_mask: 0.6045, decode.d6.loss_dice: 0.8922, decode.d7.loss_cls: 0.4543, decode.d7.loss_mask: 0.6068, decode.d7.loss_dice: 0.8979, decode.d8.loss_cls: 0.4574, decode.d8.loss_mask: 0.6015, decode.d8.loss_dice: 0.8983, loss: 21.0781, grad_norm: 67.7700 +2023-11-06 20:48:07,918 - mmseg - INFO - Iter [49200/160000] lr: 6.925e-05, eta: 14:52:07, time: 0.475, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4219, decode.loss_mask: 0.5950, decode.loss_dice: 0.8847, decode.d0.loss_cls: 1.4268, decode.d0.loss_mask: 0.6405, decode.d0.loss_dice: 0.9926, decode.d1.loss_cls: 0.5256, decode.d1.loss_mask: 0.6238, decode.d1.loss_dice: 0.9511, decode.d2.loss_cls: 0.4742, decode.d2.loss_mask: 0.6023, decode.d2.loss_dice: 0.9156, decode.d3.loss_cls: 0.4492, decode.d3.loss_mask: 0.5999, decode.d3.loss_dice: 0.8936, decode.d4.loss_cls: 0.4423, decode.d4.loss_mask: 0.5943, decode.d4.loss_dice: 0.8894, decode.d5.loss_cls: 0.4309, decode.d5.loss_mask: 0.5929, decode.d5.loss_dice: 0.8885, decode.d6.loss_cls: 0.4288, decode.d6.loss_mask: 0.5960, decode.d6.loss_dice: 0.8811, decode.d7.loss_cls: 0.4246, decode.d7.loss_mask: 0.5984, decode.d7.loss_dice: 0.8861, decode.d8.loss_cls: 0.4194, decode.d8.loss_mask: 0.5983, decode.d8.loss_dice: 0.8799, loss: 20.5477, grad_norm: 69.1973 +2023-11-06 20:48:31,182 - mmseg - INFO - Iter [49250/160000] lr: 6.922e-05, eta: 14:51:41, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4390, decode.loss_mask: 0.5885, decode.loss_dice: 0.8771, decode.d0.loss_cls: 1.4200, decode.d0.loss_mask: 0.6314, decode.d0.loss_dice: 0.9833, decode.d1.loss_cls: 0.5309, decode.d1.loss_mask: 0.6067, decode.d1.loss_dice: 0.9443, decode.d2.loss_cls: 0.4836, decode.d2.loss_mask: 0.5909, decode.d2.loss_dice: 0.9060, decode.d3.loss_cls: 0.4626, decode.d3.loss_mask: 0.5890, decode.d3.loss_dice: 0.8852, decode.d4.loss_cls: 0.4504, decode.d4.loss_mask: 0.5892, decode.d4.loss_dice: 0.8830, decode.d5.loss_cls: 0.4448, decode.d5.loss_mask: 0.5885, decode.d5.loss_dice: 0.8778, decode.d6.loss_cls: 0.4389, decode.d6.loss_mask: 0.5854, decode.d6.loss_dice: 0.8774, decode.d7.loss_cls: 0.4373, decode.d7.loss_mask: 0.5880, decode.d7.loss_dice: 0.8784, decode.d8.loss_cls: 0.4372, decode.d8.loss_mask: 0.5876, decode.d8.loss_dice: 0.8793, loss: 20.4816, grad_norm: 63.8783 +2023-11-06 20:48:56,838 - mmseg - INFO - Iter [49300/160000] lr: 6.919e-05, eta: 14:51:20, time: 0.513, data_time: 0.058, memory: 39436, decode.loss_cls: 0.4150, decode.loss_mask: 0.6004, decode.loss_dice: 0.8728, decode.d0.loss_cls: 1.4195, decode.d0.loss_mask: 0.6478, decode.d0.loss_dice: 0.9824, decode.d1.loss_cls: 0.5118, decode.d1.loss_mask: 0.6296, decode.d1.loss_dice: 0.9447, decode.d2.loss_cls: 0.4608, decode.d2.loss_mask: 0.6096, decode.d2.loss_dice: 0.9038, decode.d3.loss_cls: 0.4425, decode.d3.loss_mask: 0.6003, decode.d3.loss_dice: 0.8809, decode.d4.loss_cls: 0.4303, decode.d4.loss_mask: 0.5967, decode.d4.loss_dice: 0.8753, decode.d5.loss_cls: 0.4222, decode.d5.loss_mask: 0.5989, decode.d5.loss_dice: 0.8761, decode.d6.loss_cls: 0.4219, decode.d6.loss_mask: 0.5976, decode.d6.loss_dice: 0.8703, decode.d7.loss_cls: 0.4183, decode.d7.loss_mask: 0.5968, decode.d7.loss_dice: 0.8720, decode.d8.loss_cls: 0.4131, decode.d8.loss_mask: 0.6020, decode.d8.loss_dice: 0.8736, loss: 20.3869, grad_norm: 70.5539 +2023-11-06 20:49:20,263 - mmseg - INFO - Iter [49350/160000] lr: 6.916e-05, eta: 14:50:54, time: 0.468, data_time: 0.011, memory: 39436, decode.loss_cls: 0.4076, decode.loss_mask: 0.6144, decode.loss_dice: 0.8852, decode.d0.loss_cls: 1.3898, decode.d0.loss_mask: 0.6511, decode.d0.loss_dice: 0.9913, decode.d1.loss_cls: 0.5043, decode.d1.loss_mask: 0.6349, decode.d1.loss_dice: 0.9510, decode.d2.loss_cls: 0.4525, decode.d2.loss_mask: 0.6202, decode.d2.loss_dice: 0.9136, decode.d3.loss_cls: 0.4296, decode.d3.loss_mask: 0.6196, decode.d3.loss_dice: 0.8994, decode.d4.loss_cls: 0.4249, decode.d4.loss_mask: 0.6172, decode.d4.loss_dice: 0.9024, decode.d5.loss_cls: 0.4152, decode.d5.loss_mask: 0.6161, decode.d5.loss_dice: 0.8930, decode.d6.loss_cls: 0.4024, decode.d6.loss_mask: 0.6148, decode.d6.loss_dice: 0.8954, decode.d7.loss_cls: 0.4019, decode.d7.loss_mask: 0.6153, decode.d7.loss_dice: 0.8953, decode.d8.loss_cls: 0.4043, decode.d8.loss_mask: 0.6150, decode.d8.loss_dice: 0.8937, loss: 20.5714, grad_norm: 64.0142 +2023-11-06 20:49:48,505 - mmseg - INFO - Iter [49400/160000] lr: 6.913e-05, eta: 14:50:39, time: 0.565, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4097, decode.loss_mask: 0.6119, decode.loss_dice: 0.8771, decode.d0.loss_cls: 1.4172, decode.d0.loss_mask: 0.6554, decode.d0.loss_dice: 0.9709, decode.d1.loss_cls: 0.5114, decode.d1.loss_mask: 0.6377, decode.d1.loss_dice: 0.9306, decode.d2.loss_cls: 0.4552, decode.d2.loss_mask: 0.6193, decode.d2.loss_dice: 0.9088, decode.d3.loss_cls: 0.4307, decode.d3.loss_mask: 0.6130, decode.d3.loss_dice: 0.8853, decode.d4.loss_cls: 0.4156, decode.d4.loss_mask: 0.6123, decode.d4.loss_dice: 0.8839, decode.d5.loss_cls: 0.4125, decode.d5.loss_mask: 0.6102, decode.d5.loss_dice: 0.8845, decode.d6.loss_cls: 0.4109, decode.d6.loss_mask: 0.6088, decode.d6.loss_dice: 0.8800, decode.d7.loss_cls: 0.4093, decode.d7.loss_mask: 0.6112, decode.d7.loss_dice: 0.8781, decode.d8.loss_cls: 0.4085, decode.d8.loss_mask: 0.6089, decode.d8.loss_dice: 0.8791, loss: 20.4480, grad_norm: 64.5640 +2023-11-06 20:55:23,974 - mmseg - INFO - Iter [49450/160000] lr: 6.909e-05, eta: 15:01:51, time: 6.709, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3996, decode.loss_mask: 0.5886, decode.loss_dice: 0.8428, decode.d0.loss_cls: 1.4042, decode.d0.loss_mask: 0.6308, decode.d0.loss_dice: 0.9391, decode.d1.loss_cls: 0.5126, decode.d1.loss_mask: 0.6194, decode.d1.loss_dice: 0.8994, decode.d2.loss_cls: 0.4448, decode.d2.loss_mask: 0.6002, decode.d2.loss_dice: 0.8719, decode.d3.loss_cls: 0.4301, decode.d3.loss_mask: 0.5906, decode.d3.loss_dice: 0.8474, decode.d4.loss_cls: 0.4174, decode.d4.loss_mask: 0.5948, decode.d4.loss_dice: 0.8538, decode.d5.loss_cls: 0.4125, decode.d5.loss_mask: 0.5892, decode.d5.loss_dice: 0.8466, decode.d6.loss_cls: 0.4063, decode.d6.loss_mask: 0.5884, decode.d6.loss_dice: 0.8422, decode.d7.loss_cls: 0.4006, decode.d7.loss_mask: 0.5896, decode.d7.loss_dice: 0.8439, decode.d8.loss_cls: 0.3987, decode.d8.loss_mask: 0.5917, decode.d8.loss_dice: 0.8451, loss: 19.8424, grad_norm: 69.4015 +2023-11-06 20:55:46,283 - mmseg - INFO - Iter [49500/160000] lr: 6.906e-05, eta: 15:01:22, time: 0.446, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3939, decode.loss_mask: 0.5647, decode.loss_dice: 0.8480, decode.d0.loss_cls: 1.4284, decode.d0.loss_mask: 0.5986, decode.d0.loss_dice: 0.9555, decode.d1.loss_cls: 0.5018, decode.d1.loss_mask: 0.5848, decode.d1.loss_dice: 0.9077, decode.d2.loss_cls: 0.4493, decode.d2.loss_mask: 0.5751, decode.d2.loss_dice: 0.8804, decode.d3.loss_cls: 0.4266, decode.d3.loss_mask: 0.5637, decode.d3.loss_dice: 0.8534, decode.d4.loss_cls: 0.4136, decode.d4.loss_mask: 0.5652, decode.d4.loss_dice: 0.8537, decode.d5.loss_cls: 0.4045, decode.d5.loss_mask: 0.5638, decode.d5.loss_dice: 0.8497, decode.d6.loss_cls: 0.4017, decode.d6.loss_mask: 0.5652, decode.d6.loss_dice: 0.8428, decode.d7.loss_cls: 0.3965, decode.d7.loss_mask: 0.5653, decode.d7.loss_dice: 0.8513, decode.d8.loss_cls: 0.3980, decode.d8.loss_mask: 0.5668, decode.d8.loss_dice: 0.8532, loss: 19.6231, grad_norm: 61.8889 +2023-11-06 20:56:09,344 - mmseg - INFO - Iter [49550/160000] lr: 6.903e-05, eta: 15:00:54, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3967, decode.loss_mask: 0.5866, decode.loss_dice: 0.8522, decode.d0.loss_cls: 1.3737, decode.d0.loss_mask: 0.6241, decode.d0.loss_dice: 0.9508, decode.d1.loss_cls: 0.4952, decode.d1.loss_mask: 0.6149, decode.d1.loss_dice: 0.9180, decode.d2.loss_cls: 0.4469, decode.d2.loss_mask: 0.5980, decode.d2.loss_dice: 0.8840, decode.d3.loss_cls: 0.4268, decode.d3.loss_mask: 0.5917, decode.d3.loss_dice: 0.8626, decode.d4.loss_cls: 0.4102, decode.d4.loss_mask: 0.5896, decode.d4.loss_dice: 0.8600, decode.d5.loss_cls: 0.4027, decode.d5.loss_mask: 0.5882, decode.d5.loss_dice: 0.8597, decode.d6.loss_cls: 0.4029, decode.d6.loss_mask: 0.5855, decode.d6.loss_dice: 0.8529, decode.d7.loss_cls: 0.3965, decode.d7.loss_mask: 0.5877, decode.d7.loss_dice: 0.8552, decode.d8.loss_cls: 0.3922, decode.d8.loss_mask: 0.5875, decode.d8.loss_dice: 0.8553, loss: 19.8484, grad_norm: 64.9253 +2023-11-06 20:56:33,453 - mmseg - INFO - Iter [49600/160000] lr: 6.900e-05, eta: 15:00:29, time: 0.482, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4234, decode.loss_mask: 0.6041, decode.loss_dice: 0.8709, decode.d0.loss_cls: 1.4322, decode.d0.loss_mask: 0.6476, decode.d0.loss_dice: 0.9667, decode.d1.loss_cls: 0.5337, decode.d1.loss_mask: 0.6223, decode.d1.loss_dice: 0.9224, decode.d2.loss_cls: 0.4752, decode.d2.loss_mask: 0.6084, decode.d2.loss_dice: 0.8903, decode.d3.loss_cls: 0.4539, decode.d3.loss_mask: 0.6009, decode.d3.loss_dice: 0.8686, decode.d4.loss_cls: 0.4459, decode.d4.loss_mask: 0.5998, decode.d4.loss_dice: 0.8695, decode.d5.loss_cls: 0.4323, decode.d5.loss_mask: 0.6007, decode.d5.loss_dice: 0.8715, decode.d6.loss_cls: 0.4272, decode.d6.loss_mask: 0.6058, decode.d6.loss_dice: 0.8727, decode.d7.loss_cls: 0.4239, decode.d7.loss_mask: 0.6033, decode.d7.loss_dice: 0.8728, decode.d8.loss_cls: 0.4247, decode.d8.loss_mask: 0.6033, decode.d8.loss_dice: 0.8673, loss: 20.4415, grad_norm: 65.2905 +2023-11-06 20:56:56,852 - mmseg - INFO - Iter [49650/160000] lr: 6.897e-05, eta: 15:00:02, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3846, decode.loss_mask: 0.6071, decode.loss_dice: 0.8484, decode.d0.loss_cls: 1.3720, decode.d0.loss_mask: 0.6522, decode.d0.loss_dice: 0.9387, decode.d1.loss_cls: 0.4880, decode.d1.loss_mask: 0.6380, decode.d1.loss_dice: 0.9066, decode.d2.loss_cls: 0.4273, decode.d2.loss_mask: 0.6186, decode.d2.loss_dice: 0.8785, decode.d3.loss_cls: 0.4052, decode.d3.loss_mask: 0.6141, decode.d3.loss_dice: 0.8606, decode.d4.loss_cls: 0.3914, decode.d4.loss_mask: 0.6148, decode.d4.loss_dice: 0.8560, decode.d5.loss_cls: 0.3907, decode.d5.loss_mask: 0.6142, decode.d5.loss_dice: 0.8565, decode.d6.loss_cls: 0.3819, decode.d6.loss_mask: 0.6121, decode.d6.loss_dice: 0.8498, decode.d7.loss_cls: 0.3839, decode.d7.loss_mask: 0.6104, decode.d7.loss_dice: 0.8553, decode.d8.loss_cls: 0.3793, decode.d8.loss_mask: 0.6105, decode.d8.loss_dice: 0.8482, loss: 19.8947, grad_norm: 75.5148 +2023-11-06 20:57:19,801 - mmseg - INFO - Iter [49700/160000] lr: 6.894e-05, eta: 14:59:34, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4151, decode.loss_mask: 0.6043, decode.loss_dice: 0.8691, decode.d0.loss_cls: 1.4158, decode.d0.loss_mask: 0.6506, decode.d0.loss_dice: 0.9685, decode.d1.loss_cls: 0.5117, decode.d1.loss_mask: 0.6269, decode.d1.loss_dice: 0.9309, decode.d2.loss_cls: 0.4615, decode.d2.loss_mask: 0.6151, decode.d2.loss_dice: 0.9011, decode.d3.loss_cls: 0.4344, decode.d3.loss_mask: 0.6113, decode.d3.loss_dice: 0.8774, decode.d4.loss_cls: 0.4248, decode.d4.loss_mask: 0.6076, decode.d4.loss_dice: 0.8715, decode.d5.loss_cls: 0.4191, decode.d5.loss_mask: 0.6083, decode.d5.loss_dice: 0.8714, decode.d6.loss_cls: 0.4227, decode.d6.loss_mask: 0.6039, decode.d6.loss_dice: 0.8638, decode.d7.loss_cls: 0.4094, decode.d7.loss_mask: 0.6069, decode.d7.loss_dice: 0.8679, decode.d8.loss_cls: 0.4143, decode.d8.loss_mask: 0.6034, decode.d8.loss_dice: 0.8667, loss: 20.3554, grad_norm: 66.7968 +2023-11-06 20:57:42,618 - mmseg - INFO - Iter [49750/160000] lr: 6.891e-05, eta: 14:59:06, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4339, decode.loss_mask: 0.5906, decode.loss_dice: 0.8812, decode.d0.loss_cls: 1.4515, decode.d0.loss_mask: 0.6304, decode.d0.loss_dice: 0.9890, decode.d1.loss_cls: 0.5281, decode.d1.loss_mask: 0.6199, decode.d1.loss_dice: 0.9506, decode.d2.loss_cls: 0.4767, decode.d2.loss_mask: 0.6027, decode.d2.loss_dice: 0.9163, decode.d3.loss_cls: 0.4658, decode.d3.loss_mask: 0.5927, decode.d3.loss_dice: 0.8933, decode.d4.loss_cls: 0.4480, decode.d4.loss_mask: 0.5949, decode.d4.loss_dice: 0.8940, decode.d5.loss_cls: 0.4384, decode.d5.loss_mask: 0.5916, decode.d5.loss_dice: 0.8970, decode.d6.loss_cls: 0.4389, decode.d6.loss_mask: 0.5940, decode.d6.loss_dice: 0.8851, decode.d7.loss_cls: 0.4338, decode.d7.loss_mask: 0.5922, decode.d7.loss_dice: 0.8828, decode.d8.loss_cls: 0.4347, decode.d8.loss_mask: 0.5907, decode.d8.loss_dice: 0.8824, loss: 20.6215, grad_norm: 66.1963 +2023-11-06 20:58:05,435 - mmseg - INFO - Iter [49800/160000] lr: 6.888e-05, eta: 14:58:38, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4382, decode.loss_mask: 0.5814, decode.loss_dice: 0.8707, decode.d0.loss_cls: 1.4230, decode.d0.loss_mask: 0.6232, decode.d0.loss_dice: 0.9829, decode.d1.loss_cls: 0.5441, decode.d1.loss_mask: 0.6117, decode.d1.loss_dice: 0.9439, decode.d2.loss_cls: 0.4840, decode.d2.loss_mask: 0.5930, decode.d2.loss_dice: 0.9050, decode.d3.loss_cls: 0.4592, decode.d3.loss_mask: 0.5842, decode.d3.loss_dice: 0.8783, decode.d4.loss_cls: 0.4441, decode.d4.loss_mask: 0.5851, decode.d4.loss_dice: 0.8810, decode.d5.loss_cls: 0.4320, decode.d5.loss_mask: 0.5868, decode.d5.loss_dice: 0.8783, decode.d6.loss_cls: 0.4415, decode.d6.loss_mask: 0.5826, decode.d6.loss_dice: 0.8750, decode.d7.loss_cls: 0.4315, decode.d7.loss_mask: 0.5863, decode.d7.loss_dice: 0.8754, decode.d8.loss_cls: 0.4371, decode.d8.loss_mask: 0.5834, decode.d8.loss_dice: 0.8737, loss: 20.4165, grad_norm: 62.5191 +2023-11-06 20:58:28,194 - mmseg - INFO - Iter [49850/160000] lr: 6.884e-05, eta: 14:58:10, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4223, decode.loss_mask: 0.5866, decode.loss_dice: 0.9114, decode.d0.loss_cls: 1.4153, decode.d0.loss_mask: 0.6284, decode.d0.loss_dice: 1.0129, decode.d1.loss_cls: 0.5206, decode.d1.loss_mask: 0.6147, decode.d1.loss_dice: 0.9819, decode.d2.loss_cls: 0.4772, decode.d2.loss_mask: 0.5980, decode.d2.loss_dice: 0.9411, decode.d3.loss_cls: 0.4516, decode.d3.loss_mask: 0.5888, decode.d3.loss_dice: 0.9186, decode.d4.loss_cls: 0.4401, decode.d4.loss_mask: 0.5881, decode.d4.loss_dice: 0.9206, decode.d5.loss_cls: 0.4342, decode.d5.loss_mask: 0.5875, decode.d5.loss_dice: 0.9184, decode.d6.loss_cls: 0.4357, decode.d6.loss_mask: 0.5859, decode.d6.loss_dice: 0.9136, decode.d7.loss_cls: 0.4252, decode.d7.loss_mask: 0.5894, decode.d7.loss_dice: 0.9171, decode.d8.loss_cls: 0.4201, decode.d8.loss_mask: 0.5893, decode.d8.loss_dice: 0.9122, loss: 20.7469, grad_norm: 64.5507 +2023-11-06 20:58:50,981 - mmseg - INFO - Iter [49900/160000] lr: 6.881e-05, eta: 14:57:41, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3933, decode.loss_mask: 0.5914, decode.loss_dice: 0.8793, decode.d0.loss_cls: 1.3614, decode.d0.loss_mask: 0.6334, decode.d0.loss_dice: 0.9785, decode.d1.loss_cls: 0.4968, decode.d1.loss_mask: 0.6091, decode.d1.loss_dice: 0.9445, decode.d2.loss_cls: 0.4469, decode.d2.loss_mask: 0.6025, decode.d2.loss_dice: 0.8997, decode.d3.loss_cls: 0.4198, decode.d3.loss_mask: 0.5931, decode.d3.loss_dice: 0.8828, decode.d4.loss_cls: 0.4092, decode.d4.loss_mask: 0.5944, decode.d4.loss_dice: 0.8758, decode.d5.loss_cls: 0.4058, decode.d5.loss_mask: 0.5953, decode.d5.loss_dice: 0.8803, decode.d6.loss_cls: 0.4026, decode.d6.loss_mask: 0.5933, decode.d6.loss_dice: 0.8746, decode.d7.loss_cls: 0.3935, decode.d7.loss_mask: 0.5935, decode.d7.loss_dice: 0.8784, decode.d8.loss_cls: 0.3948, decode.d8.loss_mask: 0.5927, decode.d8.loss_dice: 0.8769, loss: 20.0935, grad_norm: 66.7370 +2023-11-06 20:59:13,768 - mmseg - INFO - Iter [49950/160000] lr: 6.878e-05, eta: 14:57:13, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4269, decode.loss_mask: 0.5859, decode.loss_dice: 0.8775, decode.d0.loss_cls: 1.4119, decode.d0.loss_mask: 0.6279, decode.d0.loss_dice: 0.9912, decode.d1.loss_cls: 0.5301, decode.d1.loss_mask: 0.6136, decode.d1.loss_dice: 0.9507, decode.d2.loss_cls: 0.4662, decode.d2.loss_mask: 0.6024, decode.d2.loss_dice: 0.9142, decode.d3.loss_cls: 0.4551, decode.d3.loss_mask: 0.5913, decode.d3.loss_dice: 0.8888, decode.d4.loss_cls: 0.4378, decode.d4.loss_mask: 0.5920, decode.d4.loss_dice: 0.8955, decode.d5.loss_cls: 0.4333, decode.d5.loss_mask: 0.5905, decode.d5.loss_dice: 0.8837, decode.d6.loss_cls: 0.4392, decode.d6.loss_mask: 0.5876, decode.d6.loss_dice: 0.8749, decode.d7.loss_cls: 0.4313, decode.d7.loss_mask: 0.5878, decode.d7.loss_dice: 0.8805, decode.d8.loss_cls: 0.4299, decode.d8.loss_mask: 0.5871, decode.d8.loss_dice: 0.8868, loss: 20.4719, grad_norm: 65.2237 +2023-11-06 20:59:36,770 - mmseg - INFO - Saving checkpoint at 50000 iterations +2023-11-06 20:59:39,133 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 20:59:39,134 - mmseg - INFO - Iter [50000/160000] lr: 6.875e-05, eta: 14:56:51, time: 0.507, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4394, decode.loss_mask: 0.5925, decode.loss_dice: 0.8772, decode.d0.loss_cls: 1.4506, decode.d0.loss_mask: 0.6363, decode.d0.loss_dice: 0.9866, decode.d1.loss_cls: 0.5402, decode.d1.loss_mask: 0.6136, decode.d1.loss_dice: 0.9375, decode.d2.loss_cls: 0.4797, decode.d2.loss_mask: 0.6008, decode.d2.loss_dice: 0.9123, decode.d3.loss_cls: 0.4647, decode.d3.loss_mask: 0.5957, decode.d3.loss_dice: 0.8905, decode.d4.loss_cls: 0.4538, decode.d4.loss_mask: 0.5942, decode.d4.loss_dice: 0.8877, decode.d5.loss_cls: 0.4505, decode.d5.loss_mask: 0.5908, decode.d5.loss_dice: 0.8842, decode.d6.loss_cls: 0.4423, decode.d6.loss_mask: 0.5912, decode.d6.loss_dice: 0.8778, decode.d7.loss_cls: 0.4390, decode.d7.loss_mask: 0.5929, decode.d7.loss_dice: 0.8825, decode.d8.loss_cls: 0.4404, decode.d8.loss_mask: 0.5930, decode.d8.loss_dice: 0.8841, loss: 20.6219, grad_norm: 65.4479 +2023-11-06 20:59:59,221 - mmseg - INFO - per class results: +2023-11-06 20:59:59,230 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 78.47 | 87.77 | +| building | 82.92 | 92.48 | +| sky | 94.75 | 97.3 | +| floor | 82.77 | 90.17 | +| tree | 75.66 | 86.89 | +| ceiling | 84.0 | 90.04 | +| road | 85.59 | 90.08 | +| bed | 89.75 | 95.69 | +| windowpane | 61.56 | 81.53 | +| grass | 66.37 | 83.05 | +| cabinet | 60.43 | 75.25 | +| sidewalk | 69.13 | 81.98 | +| person | 84.65 | 90.86 | +| earth | 35.82 | 48.85 | +| door | 51.65 | 68.16 | +| table | 62.74 | 74.7 | +| mountain | 58.83 | 71.62 | +| plant | 56.58 | 70.12 | +| curtain | 74.38 | 89.3 | +| chair | 61.31 | 70.49 | +| car | 85.92 | 91.67 | +| water | 43.38 | 56.94 | +| painting | 71.52 | 86.26 | +| sofa | 70.85 | 89.13 | +| shelf | 34.24 | 47.36 | +| house | 22.25 | 25.31 | +| sea | 50.75 | 77.8 | +| mirror | 69.48 | 85.09 | +| rug | 68.96 | 84.44 | +| field | 33.88 | 55.46 | +| armchair | 43.24 | 58.86 | +| seat | 65.62 | 84.74 | +| fence | 49.1 | 68.27 | +| desk | 52.16 | 69.27 | +| rock | 44.26 | 64.81 | +| wardrobe | 43.56 | 74.12 | +| lamp | 71.82 | 83.7 | +| bathtub | 82.08 | 92.08 | +| railing | 39.64 | 59.02 | +| cushion | 60.69 | 74.51 | +| base | 32.04 | 57.23 | +| box | 28.92 | 45.8 | +| column | 50.74 | 63.82 | +| signboard | 38.44 | 59.82 | +| chest of drawers | 54.83 | 81.45 | +| counter | 33.28 | 52.67 | +| sand | 36.41 | 48.05 | +| sink | 77.64 | 83.9 | +| skyscraper | 36.06 | 39.67 | +| fireplace | 76.83 | 90.71 | +| refrigerator | 81.3 | 90.37 | +| grandstand | 42.59 | 67.34 | +| path | 22.84 | 34.95 | +| stairs | 43.58 | 54.64 | +| runway | 74.59 | 94.92 | +| case | 46.76 | 69.08 | +| pool table | 94.79 | 97.48 | +| pillow | 61.05 | 78.46 | +| screen door | 61.49 | 93.75 | +| stairway | 38.21 | 46.64 | +| river | 14.38 | 29.57 | +| bridge | 79.39 | 88.92 | +| bookcase | 33.14 | 65.95 | +| blind | 46.08 | 49.5 | +| coffee table | 60.37 | 87.25 | +| toilet | 87.7 | 90.86 | +| flower | 39.76 | 51.16 | +| book | 51.9 | 72.01 | +| hill | 6.11 | 15.03 | +| bench | 53.26 | 64.32 | +| countertop | 64.19 | 71.24 | +| stove | 79.64 | 87.39 | +| palm | 51.31 | 72.8 | +| kitchen island | 42.22 | 86.54 | +| computer | 79.8 | 85.15 | +| swivel chair | 45.81 | 59.2 | +| boat | 41.53 | 55.36 | +| bar | 53.37 | 58.54 | +| arcade machine | 81.83 | 91.7 | +| hovel | 29.3 | 48.52 | +| bus | 85.52 | 96.51 | +| towel | 65.83 | 83.9 | +| light | 61.07 | 79.57 | +| truck | 37.07 | 51.25 | +| tower | 28.69 | 50.13 | +| chandelier | 69.45 | 80.13 | +| awning | 36.84 | 52.94 | +| streetlight | 40.31 | 56.49 | +| booth | 26.08 | 39.31 | +| television receiver | 66.22 | 81.48 | +| airplane | 60.83 | 66.42 | +| dirt track | 5.89 | 9.12 | +| apparel | 22.93 | 47.75 | +| pole | 27.46 | 42.46 | +| land | 1.28 | 1.41 | +| bannister | 21.06 | 26.99 | +| escalator | 27.06 | 31.11 | +| ottoman | 51.71 | 67.7 | +| bottle | 27.5 | 35.39 | +| buffet | 39.28 | 42.51 | +| poster | 29.93 | 46.93 | +| stage | 13.14 | 25.24 | +| van | 45.8 | 72.39 | +| ship | 4.69 | 6.62 | +| fountain | 17.37 | 21.86 | +| conveyer belt | 49.02 | 74.2 | +| canopy | 20.84 | 31.97 | +| washer | 67.66 | 75.61 | +| plaything | 20.38 | 42.16 | +| swimming pool | 40.63 | 62.86 | +| stool | 30.92 | 77.2 | +| barrel | 83.68 | 98.12 | +| basket | 36.1 | 56.92 | +| waterfall | 46.63 | 72.41 | +| tent | 91.15 | 98.59 | +| bag | 21.62 | 25.38 | +| minibike | 73.82 | 87.78 | +| cradle | 68.11 | 86.45 | +| oven | 26.56 | 74.63 | +| ball | 31.13 | 39.44 | +| food | 68.53 | 79.14 | +| step | 20.33 | 26.76 | +| tank | 47.66 | 51.52 | +| trade name | 30.25 | 46.81 | +| microwave | 41.7 | 44.33 | +| pot | 49.3 | 59.16 | +| animal | 71.32 | 76.72 | +| bicycle | 58.79 | 83.04 | +| lake | 0.0 | 0.0 | +| dishwasher | 72.04 | 82.63 | +| screen | 53.5 | 86.87 | +| blanket | 19.15 | 25.97 | +| sculpture | 66.32 | 84.44 | +| hood | 86.66 | 94.46 | +| sconce | 51.37 | 77.38 | +| vase | 48.48 | 71.2 | +| traffic light | 40.68 | 66.47 | +| tray | 16.17 | 29.8 | +| ashcan | 41.02 | 58.46 | +| fan | 68.87 | 84.57 | +| pier | 13.94 | 14.66 | +| crt screen | 4.84 | 10.45 | +| plate | 43.68 | 56.03 | +| monitor | 6.13 | 6.51 | +| bulletin board | 50.43 | 60.01 | +| shower | 15.71 | 23.85 | +| radiator | 58.7 | 67.96 | +| glass | 21.9 | 24.65 | +| clock | 50.79 | 66.08 | +| flag | 49.17 | 55.11 | ++---------------------+-------+-------+ +2023-11-06 20:59:59,230 - mmseg - INFO - Summary: +2023-11-06 20:59:59,230 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 83.34 | 49.89 | 63.88 | ++-------+-------+-------+ +2023-11-06 20:59:59,232 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 20:59:59,232 - mmseg - INFO - Iter(val) [250] aAcc: 0.8334, mIoU: 0.4989, mAcc: 0.6388, IoU.wall: 0.7847, IoU.building: 0.8292, IoU.sky: 0.9475, IoU.floor: 0.8277, IoU.tree: 0.7566, IoU.ceiling: 0.8400, IoU.road: 0.8559, IoU.bed : 0.8975, IoU.windowpane: 0.6156, IoU.grass: 0.6637, IoU.cabinet: 0.6043, IoU.sidewalk: 0.6913, IoU.person: 0.8465, IoU.earth: 0.3582, IoU.door: 0.5165, IoU.table: 0.6274, IoU.mountain: 0.5883, IoU.plant: 0.5658, IoU.curtain: 0.7438, IoU.chair: 0.6131, IoU.car: 0.8592, IoU.water: 0.4338, IoU.painting: 0.7152, IoU.sofa: 0.7085, IoU.shelf: 0.3424, IoU.house: 0.2225, IoU.sea: 0.5075, IoU.mirror: 0.6948, IoU.rug: 0.6896, IoU.field: 0.3388, IoU.armchair: 0.4324, IoU.seat: 0.6562, IoU.fence: 0.4910, IoU.desk: 0.5216, IoU.rock: 0.4426, IoU.wardrobe: 0.4356, IoU.lamp: 0.7182, IoU.bathtub: 0.8208, IoU.railing: 0.3964, IoU.cushion: 0.6069, IoU.base: 0.3204, IoU.box: 0.2892, IoU.column: 0.5074, IoU.signboard: 0.3844, IoU.chest of drawers: 0.5483, IoU.counter: 0.3328, IoU.sand: 0.3641, IoU.sink: 0.7764, IoU.skyscraper: 0.3606, IoU.fireplace: 0.7683, IoU.refrigerator: 0.8130, IoU.grandstand: 0.4259, IoU.path: 0.2284, IoU.stairs: 0.4358, IoU.runway: 0.7459, IoU.case: 0.4676, IoU.pool table: 0.9479, IoU.pillow: 0.6105, IoU.screen door: 0.6149, IoU.stairway: 0.3821, IoU.river: 0.1438, IoU.bridge: 0.7939, IoU.bookcase: 0.3314, IoU.blind: 0.4608, IoU.coffee table: 0.6037, IoU.toilet: 0.8770, IoU.flower: 0.3976, IoU.book: 0.5190, IoU.hill: 0.0611, IoU.bench: 0.5326, IoU.countertop: 0.6419, IoU.stove: 0.7964, IoU.palm: 0.5131, IoU.kitchen island: 0.4222, IoU.computer: 0.7980, IoU.swivel chair: 0.4581, IoU.boat: 0.4153, IoU.bar: 0.5337, IoU.arcade machine: 0.8183, IoU.hovel: 0.2930, IoU.bus: 0.8552, IoU.towel: 0.6583, IoU.light: 0.6107, IoU.truck: 0.3707, IoU.tower: 0.2869, IoU.chandelier: 0.6945, IoU.awning: 0.3684, IoU.streetlight: 0.4031, IoU.booth: 0.2608, IoU.television receiver: 0.6622, IoU.airplane: 0.6083, IoU.dirt track: 0.0589, IoU.apparel: 0.2293, IoU.pole: 0.2746, IoU.land: 0.0128, IoU.bannister: 0.2106, IoU.escalator: 0.2706, IoU.ottoman: 0.5171, IoU.bottle: 0.2750, IoU.buffet: 0.3928, IoU.poster: 0.2993, IoU.stage: 0.1314, IoU.van: 0.4580, IoU.ship: 0.0469, IoU.fountain: 0.1737, IoU.conveyer belt: 0.4902, IoU.canopy: 0.2084, IoU.washer: 0.6766, IoU.plaything: 0.2038, IoU.swimming pool: 0.4063, IoU.stool: 0.3092, IoU.barrel: 0.8368, IoU.basket: 0.3610, IoU.waterfall: 0.4663, IoU.tent: 0.9115, IoU.bag: 0.2162, IoU.minibike: 0.7382, IoU.cradle: 0.6811, IoU.oven: 0.2656, IoU.ball: 0.3113, IoU.food: 0.6853, IoU.step: 0.2033, IoU.tank: 0.4766, IoU.trade name: 0.3025, IoU.microwave: 0.4170, IoU.pot: 0.4930, IoU.animal: 0.7132, IoU.bicycle: 0.5879, IoU.lake: 0.0000, IoU.dishwasher: 0.7204, IoU.screen: 0.5350, IoU.blanket: 0.1915, IoU.sculpture: 0.6632, IoU.hood: 0.8666, IoU.sconce: 0.5137, IoU.vase: 0.4848, IoU.traffic light: 0.4068, IoU.tray: 0.1617, IoU.ashcan: 0.4102, IoU.fan: 0.6887, IoU.pier: 0.1394, IoU.crt screen: 0.0484, IoU.plate: 0.4368, IoU.monitor: 0.0613, IoU.bulletin board: 0.5043, IoU.shower: 0.1571, IoU.radiator: 0.5870, IoU.glass: 0.2190, IoU.clock: 0.5079, IoU.flag: 0.4917, Acc.wall: 0.8777, Acc.building: 0.9248, Acc.sky: 0.9730, Acc.floor: 0.9017, Acc.tree: 0.8689, Acc.ceiling: 0.9004, Acc.road: 0.9008, Acc.bed : 0.9569, Acc.windowpane: 0.8153, Acc.grass: 0.8305, Acc.cabinet: 0.7525, Acc.sidewalk: 0.8198, Acc.person: 0.9086, Acc.earth: 0.4885, Acc.door: 0.6816, Acc.table: 0.7470, Acc.mountain: 0.7162, Acc.plant: 0.7012, Acc.curtain: 0.8930, Acc.chair: 0.7049, Acc.car: 0.9167, Acc.water: 0.5694, Acc.painting: 0.8626, Acc.sofa: 0.8913, Acc.shelf: 0.4736, Acc.house: 0.2531, Acc.sea: 0.7780, Acc.mirror: 0.8509, Acc.rug: 0.8444, Acc.field: 0.5546, Acc.armchair: 0.5886, Acc.seat: 0.8474, Acc.fence: 0.6827, Acc.desk: 0.6927, Acc.rock: 0.6481, Acc.wardrobe: 0.7412, Acc.lamp: 0.8370, Acc.bathtub: 0.9208, Acc.railing: 0.5902, Acc.cushion: 0.7451, Acc.base: 0.5723, Acc.box: 0.4580, Acc.column: 0.6382, Acc.signboard: 0.5982, Acc.chest of drawers: 0.8145, Acc.counter: 0.5267, Acc.sand: 0.4805, Acc.sink: 0.8390, Acc.skyscraper: 0.3967, Acc.fireplace: 0.9071, Acc.refrigerator: 0.9037, Acc.grandstand: 0.6734, Acc.path: 0.3495, Acc.stairs: 0.5464, Acc.runway: 0.9492, Acc.case: 0.6908, Acc.pool table: 0.9748, Acc.pillow: 0.7846, Acc.screen door: 0.9375, Acc.stairway: 0.4664, Acc.river: 0.2957, Acc.bridge: 0.8892, Acc.bookcase: 0.6595, Acc.blind: 0.4950, Acc.coffee table: 0.8725, Acc.toilet: 0.9086, Acc.flower: 0.5116, Acc.book: 0.7201, Acc.hill: 0.1503, Acc.bench: 0.6432, Acc.countertop: 0.7124, Acc.stove: 0.8739, Acc.palm: 0.7280, Acc.kitchen island: 0.8654, Acc.computer: 0.8515, Acc.swivel chair: 0.5920, Acc.boat: 0.5536, Acc.bar: 0.5854, Acc.arcade machine: 0.9170, Acc.hovel: 0.4852, Acc.bus: 0.9651, Acc.towel: 0.8390, Acc.light: 0.7957, Acc.truck: 0.5125, Acc.tower: 0.5013, Acc.chandelier: 0.8013, Acc.awning: 0.5294, Acc.streetlight: 0.5649, Acc.booth: 0.3931, Acc.television receiver: 0.8148, Acc.airplane: 0.6642, Acc.dirt track: 0.0912, Acc.apparel: 0.4775, Acc.pole: 0.4246, Acc.land: 0.0141, Acc.bannister: 0.2699, Acc.escalator: 0.3111, Acc.ottoman: 0.6770, Acc.bottle: 0.3539, Acc.buffet: 0.4251, Acc.poster: 0.4693, Acc.stage: 0.2524, Acc.van: 0.7239, Acc.ship: 0.0662, Acc.fountain: 0.2186, Acc.conveyer belt: 0.7420, Acc.canopy: 0.3197, Acc.washer: 0.7561, Acc.plaything: 0.4216, Acc.swimming pool: 0.6286, Acc.stool: 0.7720, Acc.barrel: 0.9812, Acc.basket: 0.5692, Acc.waterfall: 0.7241, Acc.tent: 0.9859, Acc.bag: 0.2538, Acc.minibike: 0.8778, Acc.cradle: 0.8645, Acc.oven: 0.7463, Acc.ball: 0.3944, Acc.food: 0.7914, Acc.step: 0.2676, Acc.tank: 0.5152, Acc.trade name: 0.4681, Acc.microwave: 0.4433, Acc.pot: 0.5916, Acc.animal: 0.7672, Acc.bicycle: 0.8304, Acc.lake: 0.0000, Acc.dishwasher: 0.8263, Acc.screen: 0.8687, Acc.blanket: 0.2597, Acc.sculpture: 0.8444, Acc.hood: 0.9446, Acc.sconce: 0.7738, Acc.vase: 0.7120, Acc.traffic light: 0.6647, Acc.tray: 0.2980, Acc.ashcan: 0.5846, Acc.fan: 0.8457, Acc.pier: 0.1466, Acc.crt screen: 0.1045, Acc.plate: 0.5603, Acc.monitor: 0.0651, Acc.bulletin board: 0.6001, Acc.shower: 0.2385, Acc.radiator: 0.6796, Acc.glass: 0.2465, Acc.clock: 0.6608, Acc.flag: 0.5511 +2023-11-06 21:00:21,995 - mmseg - INFO - Iter [50050/160000] lr: 6.872e-05, eta: 14:57:07, time: 0.857, data_time: 0.414, memory: 39436, decode.loss_cls: 0.4180, decode.loss_mask: 0.6191, decode.loss_dice: 0.8808, decode.d0.loss_cls: 1.4365, decode.d0.loss_mask: 0.6649, decode.d0.loss_dice: 0.9897, decode.d1.loss_cls: 0.5308, decode.d1.loss_mask: 0.6490, decode.d1.loss_dice: 0.9474, decode.d2.loss_cls: 0.4768, decode.d2.loss_mask: 0.6288, decode.d2.loss_dice: 0.9156, decode.d3.loss_cls: 0.4515, decode.d3.loss_mask: 0.6195, decode.d3.loss_dice: 0.8906, decode.d4.loss_cls: 0.4336, decode.d4.loss_mask: 0.6224, decode.d4.loss_dice: 0.8889, decode.d5.loss_cls: 0.4326, decode.d5.loss_mask: 0.6209, decode.d5.loss_dice: 0.8852, decode.d6.loss_cls: 0.4336, decode.d6.loss_mask: 0.6201, decode.d6.loss_dice: 0.8795, decode.d7.loss_cls: 0.4191, decode.d7.loss_mask: 0.6183, decode.d7.loss_dice: 0.8830, decode.d8.loss_cls: 0.4223, decode.d8.loss_mask: 0.6158, decode.d8.loss_dice: 0.8835, loss: 20.7777, grad_norm: 70.3310 +2023-11-06 21:00:44,719 - mmseg - INFO - Iter [50100/160000] lr: 6.869e-05, eta: 14:56:38, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4213, decode.loss_mask: 0.5906, decode.loss_dice: 0.8794, decode.d0.loss_cls: 1.4084, decode.d0.loss_mask: 0.6271, decode.d0.loss_dice: 0.9711, decode.d1.loss_cls: 0.5136, decode.d1.loss_mask: 0.6106, decode.d1.loss_dice: 0.9334, decode.d2.loss_cls: 0.4710, decode.d2.loss_mask: 0.5932, decode.d2.loss_dice: 0.9060, decode.d3.loss_cls: 0.4465, decode.d3.loss_mask: 0.5914, decode.d3.loss_dice: 0.8841, decode.d4.loss_cls: 0.4330, decode.d4.loss_mask: 0.5883, decode.d4.loss_dice: 0.8874, decode.d5.loss_cls: 0.4291, decode.d5.loss_mask: 0.5881, decode.d5.loss_dice: 0.8825, decode.d6.loss_cls: 0.4268, decode.d6.loss_mask: 0.5887, decode.d6.loss_dice: 0.8799, decode.d7.loss_cls: 0.4130, decode.d7.loss_mask: 0.5914, decode.d7.loss_dice: 0.8863, decode.d8.loss_cls: 0.4190, decode.d8.loss_mask: 0.5872, decode.d8.loss_dice: 0.8769, loss: 20.3253, grad_norm: 65.4539 +2023-11-06 21:01:07,381 - mmseg - INFO - Iter [50150/160000] lr: 6.866e-05, eta: 14:56:10, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3959, decode.loss_mask: 0.5814, decode.loss_dice: 0.8457, decode.d0.loss_cls: 1.3934, decode.d0.loss_mask: 0.6271, decode.d0.loss_dice: 0.9467, decode.d1.loss_cls: 0.4966, decode.d1.loss_mask: 0.6078, decode.d1.loss_dice: 0.9108, decode.d2.loss_cls: 0.4463, decode.d2.loss_mask: 0.5949, decode.d2.loss_dice: 0.8843, decode.d3.loss_cls: 0.4241, decode.d3.loss_mask: 0.5876, decode.d3.loss_dice: 0.8575, decode.d4.loss_cls: 0.4133, decode.d4.loss_mask: 0.5854, decode.d4.loss_dice: 0.8528, decode.d5.loss_cls: 0.4021, decode.d5.loss_mask: 0.5851, decode.d5.loss_dice: 0.8564, decode.d6.loss_cls: 0.3977, decode.d6.loss_mask: 0.5828, decode.d6.loss_dice: 0.8468, decode.d7.loss_cls: 0.4009, decode.d7.loss_mask: 0.5833, decode.d7.loss_dice: 0.8506, decode.d8.loss_cls: 0.3931, decode.d8.loss_mask: 0.5822, decode.d8.loss_dice: 0.8494, loss: 19.7821, grad_norm: 63.2573 +2023-11-06 21:01:30,009 - mmseg - INFO - Iter [50200/160000] lr: 6.863e-05, eta: 14:55:41, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4045, decode.loss_mask: 0.6090, decode.loss_dice: 0.8684, decode.d0.loss_cls: 1.4001, decode.d0.loss_mask: 0.6493, decode.d0.loss_dice: 0.9743, decode.d1.loss_cls: 0.5189, decode.d1.loss_mask: 0.6338, decode.d1.loss_dice: 0.9324, decode.d2.loss_cls: 0.4531, decode.d2.loss_mask: 0.6221, decode.d2.loss_dice: 0.9037, decode.d3.loss_cls: 0.4309, decode.d3.loss_mask: 0.6158, decode.d3.loss_dice: 0.8781, decode.d4.loss_cls: 0.4231, decode.d4.loss_mask: 0.6139, decode.d4.loss_dice: 0.8788, decode.d5.loss_cls: 0.4130, decode.d5.loss_mask: 0.6118, decode.d5.loss_dice: 0.8795, decode.d6.loss_cls: 0.4038, decode.d6.loss_mask: 0.6110, decode.d6.loss_dice: 0.8720, decode.d7.loss_cls: 0.3980, decode.d7.loss_mask: 0.6114, decode.d7.loss_dice: 0.8758, decode.d8.loss_cls: 0.4011, decode.d8.loss_mask: 0.6109, decode.d8.loss_dice: 0.8740, loss: 20.3726, grad_norm: 69.0153 +2023-11-06 21:01:52,717 - mmseg - INFO - Iter [50250/160000] lr: 6.859e-05, eta: 14:55:13, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4209, decode.loss_mask: 0.5812, decode.loss_dice: 0.8533, decode.d0.loss_cls: 1.4361, decode.d0.loss_mask: 0.6244, decode.d0.loss_dice: 0.9585, decode.d1.loss_cls: 0.5289, decode.d1.loss_mask: 0.6047, decode.d1.loss_dice: 0.9182, decode.d2.loss_cls: 0.4678, decode.d2.loss_mask: 0.5948, decode.d2.loss_dice: 0.8839, decode.d3.loss_cls: 0.4453, decode.d3.loss_mask: 0.5859, decode.d3.loss_dice: 0.8656, decode.d4.loss_cls: 0.4289, decode.d4.loss_mask: 0.5832, decode.d4.loss_dice: 0.8657, decode.d5.loss_cls: 0.4245, decode.d5.loss_mask: 0.5864, decode.d5.loss_dice: 0.8634, decode.d6.loss_cls: 0.4214, decode.d6.loss_mask: 0.5788, decode.d6.loss_dice: 0.8568, decode.d7.loss_cls: 0.4199, decode.d7.loss_mask: 0.5828, decode.d7.loss_dice: 0.8581, decode.d8.loss_cls: 0.4199, decode.d8.loss_mask: 0.5813, decode.d8.loss_dice: 0.8549, loss: 20.0956, grad_norm: 62.2079 +2023-11-06 21:02:15,717 - mmseg - INFO - Iter [50300/160000] lr: 6.856e-05, eta: 14:54:45, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3996, decode.loss_mask: 0.5833, decode.loss_dice: 0.8473, decode.d0.loss_cls: 1.4098, decode.d0.loss_mask: 0.6237, decode.d0.loss_dice: 0.9546, decode.d1.loss_cls: 0.5093, decode.d1.loss_mask: 0.6110, decode.d1.loss_dice: 0.9077, decode.d2.loss_cls: 0.4485, decode.d2.loss_mask: 0.5982, decode.d2.loss_dice: 0.8763, decode.d3.loss_cls: 0.4232, decode.d3.loss_mask: 0.5854, decode.d3.loss_dice: 0.8572, decode.d4.loss_cls: 0.4154, decode.d4.loss_mask: 0.5853, decode.d4.loss_dice: 0.8540, decode.d5.loss_cls: 0.4082, decode.d5.loss_mask: 0.5852, decode.d5.loss_dice: 0.8534, decode.d6.loss_cls: 0.4033, decode.d6.loss_mask: 0.5838, decode.d6.loss_dice: 0.8508, decode.d7.loss_cls: 0.3945, decode.d7.loss_mask: 0.5842, decode.d7.loss_dice: 0.8536, decode.d8.loss_cls: 0.4007, decode.d8.loss_mask: 0.5830, decode.d8.loss_dice: 0.8494, loss: 19.8399, grad_norm: 62.2251 +2023-11-06 21:02:38,431 - mmseg - INFO - Iter [50350/160000] lr: 6.853e-05, eta: 14:54:17, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4334, decode.loss_mask: 0.5933, decode.loss_dice: 0.8730, decode.d0.loss_cls: 1.4326, decode.d0.loss_mask: 0.6340, decode.d0.loss_dice: 0.9779, decode.d1.loss_cls: 0.5540, decode.d1.loss_mask: 0.6151, decode.d1.loss_dice: 0.9340, decode.d2.loss_cls: 0.4853, decode.d2.loss_mask: 0.6049, decode.d2.loss_dice: 0.9040, decode.d3.loss_cls: 0.4631, decode.d3.loss_mask: 0.5992, decode.d3.loss_dice: 0.8840, decode.d4.loss_cls: 0.4481, decode.d4.loss_mask: 0.6005, decode.d4.loss_dice: 0.8834, decode.d5.loss_cls: 0.4407, decode.d5.loss_mask: 0.5991, decode.d5.loss_dice: 0.8828, decode.d6.loss_cls: 0.4415, decode.d6.loss_mask: 0.5927, decode.d6.loss_dice: 0.8707, decode.d7.loss_cls: 0.4308, decode.d7.loss_mask: 0.5936, decode.d7.loss_dice: 0.8757, decode.d8.loss_cls: 0.4335, decode.d8.loss_mask: 0.5925, decode.d8.loss_dice: 0.8734, loss: 20.5469, grad_norm: 73.0184 +2023-11-06 21:03:01,438 - mmseg - INFO - Iter [50400/160000] lr: 6.850e-05, eta: 14:53:49, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4041, decode.loss_mask: 0.6108, decode.loss_dice: 0.8643, decode.d0.loss_cls: 1.4027, decode.d0.loss_mask: 0.6534, decode.d0.loss_dice: 0.9769, decode.d1.loss_cls: 0.5108, decode.d1.loss_mask: 0.6321, decode.d1.loss_dice: 0.9335, decode.d2.loss_cls: 0.4509, decode.d2.loss_mask: 0.6166, decode.d2.loss_dice: 0.8976, decode.d3.loss_cls: 0.4334, decode.d3.loss_mask: 0.6122, decode.d3.loss_dice: 0.8698, decode.d4.loss_cls: 0.4170, decode.d4.loss_mask: 0.6141, decode.d4.loss_dice: 0.8739, decode.d5.loss_cls: 0.4163, decode.d5.loss_mask: 0.6115, decode.d5.loss_dice: 0.8719, decode.d6.loss_cls: 0.4094, decode.d6.loss_mask: 0.6128, decode.d6.loss_dice: 0.8693, decode.d7.loss_cls: 0.3995, decode.d7.loss_mask: 0.6104, decode.d7.loss_dice: 0.8680, decode.d8.loss_cls: 0.4099, decode.d8.loss_mask: 0.6089, decode.d8.loss_dice: 0.8653, loss: 20.3273, grad_norm: 64.5617 +2023-11-06 21:03:24,376 - mmseg - INFO - Iter [50450/160000] lr: 6.847e-05, eta: 14:53:22, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4163, decode.loss_mask: 0.6095, decode.loss_dice: 0.8968, decode.d0.loss_cls: 1.3907, decode.d0.loss_mask: 0.6564, decode.d0.loss_dice: 0.9937, decode.d1.loss_cls: 0.5251, decode.d1.loss_mask: 0.6353, decode.d1.loss_dice: 0.9562, decode.d2.loss_cls: 0.4647, decode.d2.loss_mask: 0.6258, decode.d2.loss_dice: 0.9273, decode.d3.loss_cls: 0.4438, decode.d3.loss_mask: 0.6164, decode.d3.loss_dice: 0.9031, decode.d4.loss_cls: 0.4309, decode.d4.loss_mask: 0.6156, decode.d4.loss_dice: 0.9028, decode.d5.loss_cls: 0.4217, decode.d5.loss_mask: 0.6154, decode.d5.loss_dice: 0.9028, decode.d6.loss_cls: 0.4209, decode.d6.loss_mask: 0.6140, decode.d6.loss_dice: 0.8978, decode.d7.loss_cls: 0.4162, decode.d7.loss_mask: 0.6115, decode.d7.loss_dice: 0.9012, decode.d8.loss_cls: 0.4155, decode.d8.loss_mask: 0.6110, decode.d8.loss_dice: 0.9017, loss: 20.7402, grad_norm: 67.2239 +2023-11-06 21:03:47,223 - mmseg - INFO - Iter [50500/160000] lr: 6.844e-05, eta: 14:52:54, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4350, decode.loss_mask: 0.6074, decode.loss_dice: 0.8874, decode.d0.loss_cls: 1.4346, decode.d0.loss_mask: 0.6488, decode.d0.loss_dice: 0.9940, decode.d1.loss_cls: 0.5393, decode.d1.loss_mask: 0.6352, decode.d1.loss_dice: 0.9466, decode.d2.loss_cls: 0.4880, decode.d2.loss_mask: 0.6157, decode.d2.loss_dice: 0.9129, decode.d3.loss_cls: 0.4688, decode.d3.loss_mask: 0.6099, decode.d3.loss_dice: 0.8963, decode.d4.loss_cls: 0.4499, decode.d4.loss_mask: 0.6125, decode.d4.loss_dice: 0.9021, decode.d5.loss_cls: 0.4428, decode.d5.loss_mask: 0.6109, decode.d5.loss_dice: 0.8968, decode.d6.loss_cls: 0.4439, decode.d6.loss_mask: 0.6074, decode.d6.loss_dice: 0.8883, decode.d7.loss_cls: 0.4407, decode.d7.loss_mask: 0.6059, decode.d7.loss_dice: 0.8900, decode.d8.loss_cls: 0.4308, decode.d8.loss_mask: 0.6074, decode.d8.loss_dice: 0.8933, loss: 20.8428, grad_norm: 66.7839 +2023-11-06 21:04:13,092 - mmseg - INFO - Iter [50550/160000] lr: 6.841e-05, eta: 14:52:32, time: 0.517, data_time: 0.066, memory: 39436, decode.loss_cls: 0.4267, decode.loss_mask: 0.5976, decode.loss_dice: 0.8619, decode.d0.loss_cls: 1.4176, decode.d0.loss_mask: 0.6416, decode.d0.loss_dice: 0.9737, decode.d1.loss_cls: 0.5292, decode.d1.loss_mask: 0.6261, decode.d1.loss_dice: 0.9381, decode.d2.loss_cls: 0.4807, decode.d2.loss_mask: 0.6129, decode.d2.loss_dice: 0.8994, decode.d3.loss_cls: 0.4590, decode.d3.loss_mask: 0.6034, decode.d3.loss_dice: 0.8698, decode.d4.loss_cls: 0.4441, decode.d4.loss_mask: 0.5988, decode.d4.loss_dice: 0.8728, decode.d5.loss_cls: 0.4323, decode.d5.loss_mask: 0.6010, decode.d5.loss_dice: 0.8651, decode.d6.loss_cls: 0.4352, decode.d6.loss_mask: 0.5973, decode.d6.loss_dice: 0.8607, decode.d7.loss_cls: 0.4243, decode.d7.loss_mask: 0.6002, decode.d7.loss_dice: 0.8689, decode.d8.loss_cls: 0.4286, decode.d8.loss_mask: 0.5979, decode.d8.loss_dice: 0.8689, loss: 20.4336, grad_norm: 63.5867 +2023-11-06 21:04:35,754 - mmseg - INFO - Iter [50600/160000] lr: 6.838e-05, eta: 14:52:04, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4021, decode.loss_mask: 0.5997, decode.loss_dice: 0.8605, decode.d0.loss_cls: 1.3792, decode.d0.loss_mask: 0.6425, decode.d0.loss_dice: 0.9642, decode.d1.loss_cls: 0.4906, decode.d1.loss_mask: 0.6216, decode.d1.loss_dice: 0.9249, decode.d2.loss_cls: 0.4368, decode.d2.loss_mask: 0.6090, decode.d2.loss_dice: 0.8902, decode.d3.loss_cls: 0.4239, decode.d3.loss_mask: 0.6046, decode.d3.loss_dice: 0.8716, decode.d4.loss_cls: 0.4095, decode.d4.loss_mask: 0.6058, decode.d4.loss_dice: 0.8716, decode.d5.loss_cls: 0.4136, decode.d5.loss_mask: 0.6041, decode.d5.loss_dice: 0.8677, decode.d6.loss_cls: 0.4024, decode.d6.loss_mask: 0.6036, decode.d6.loss_dice: 0.8696, decode.d7.loss_cls: 0.4053, decode.d7.loss_mask: 0.6027, decode.d7.loss_dice: 0.8671, decode.d8.loss_cls: 0.4005, decode.d8.loss_mask: 0.6045, decode.d8.loss_dice: 0.8687, loss: 20.1180, grad_norm: 64.4530 +2023-11-06 21:04:58,537 - mmseg - INFO - Iter [50650/160000] lr: 6.834e-05, eta: 14:51:36, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4026, decode.loss_mask: 0.5913, decode.loss_dice: 0.8829, decode.d0.loss_cls: 1.4168, decode.d0.loss_mask: 0.6313, decode.d0.loss_dice: 0.9880, decode.d1.loss_cls: 0.5142, decode.d1.loss_mask: 0.6115, decode.d1.loss_dice: 0.9400, decode.d2.loss_cls: 0.4510, decode.d2.loss_mask: 0.6029, decode.d2.loss_dice: 0.9090, decode.d3.loss_cls: 0.4206, decode.d3.loss_mask: 0.5952, decode.d3.loss_dice: 0.8926, decode.d4.loss_cls: 0.4133, decode.d4.loss_mask: 0.5904, decode.d4.loss_dice: 0.8906, decode.d5.loss_cls: 0.4102, decode.d5.loss_mask: 0.5898, decode.d5.loss_dice: 0.8834, decode.d6.loss_cls: 0.4042, decode.d6.loss_mask: 0.5892, decode.d6.loss_dice: 0.8872, decode.d7.loss_cls: 0.4046, decode.d7.loss_mask: 0.5923, decode.d7.loss_dice: 0.8869, decode.d8.loss_cls: 0.4052, decode.d8.loss_mask: 0.5893, decode.d8.loss_dice: 0.8844, loss: 20.2709, grad_norm: 67.1438 +2023-11-06 21:05:21,176 - mmseg - INFO - Iter [50700/160000] lr: 6.831e-05, eta: 14:51:07, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4068, decode.loss_mask: 0.6120, decode.loss_dice: 0.8906, decode.d0.loss_cls: 1.3920, decode.d0.loss_mask: 0.6608, decode.d0.loss_dice: 0.9849, decode.d1.loss_cls: 0.5037, decode.d1.loss_mask: 0.6362, decode.d1.loss_dice: 0.9435, decode.d2.loss_cls: 0.4524, decode.d2.loss_mask: 0.6206, decode.d2.loss_dice: 0.9163, decode.d3.loss_cls: 0.4365, decode.d3.loss_mask: 0.6170, decode.d3.loss_dice: 0.9029, decode.d4.loss_cls: 0.4203, decode.d4.loss_mask: 0.6122, decode.d4.loss_dice: 0.8948, decode.d5.loss_cls: 0.4172, decode.d5.loss_mask: 0.6114, decode.d5.loss_dice: 0.8915, decode.d6.loss_cls: 0.4120, decode.d6.loss_mask: 0.6119, decode.d6.loss_dice: 0.8936, decode.d7.loss_cls: 0.4095, decode.d7.loss_mask: 0.6126, decode.d7.loss_dice: 0.8930, decode.d8.loss_cls: 0.4036, decode.d8.loss_mask: 0.6141, decode.d8.loss_dice: 0.8964, loss: 20.5703, grad_norm: 70.9892 +2023-11-06 21:05:44,798 - mmseg - INFO - Iter [50750/160000] lr: 6.828e-05, eta: 14:50:41, time: 0.472, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4087, decode.loss_mask: 0.5816, decode.loss_dice: 0.8571, decode.d0.loss_cls: 1.4059, decode.d0.loss_mask: 0.6235, decode.d0.loss_dice: 0.9628, decode.d1.loss_cls: 0.5216, decode.d1.loss_mask: 0.6006, decode.d1.loss_dice: 0.9210, decode.d2.loss_cls: 0.4639, decode.d2.loss_mask: 0.5887, decode.d2.loss_dice: 0.8860, decode.d3.loss_cls: 0.4439, decode.d3.loss_mask: 0.5837, decode.d3.loss_dice: 0.8611, decode.d4.loss_cls: 0.4294, decode.d4.loss_mask: 0.5853, decode.d4.loss_dice: 0.8582, decode.d5.loss_cls: 0.4247, decode.d5.loss_mask: 0.5819, decode.d5.loss_dice: 0.8588, decode.d6.loss_cls: 0.4171, decode.d6.loss_mask: 0.5818, decode.d6.loss_dice: 0.8530, decode.d7.loss_cls: 0.4170, decode.d7.loss_mask: 0.5814, decode.d7.loss_dice: 0.8537, decode.d8.loss_cls: 0.4147, decode.d8.loss_mask: 0.5779, decode.d8.loss_dice: 0.8554, loss: 20.0006, grad_norm: 66.3889 +2023-11-06 21:06:07,877 - mmseg - INFO - Iter [50800/160000] lr: 6.825e-05, eta: 14:50:14, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4097, decode.loss_mask: 0.6023, decode.loss_dice: 0.8649, decode.d0.loss_cls: 1.4131, decode.d0.loss_mask: 0.6495, decode.d0.loss_dice: 0.9719, decode.d1.loss_cls: 0.5185, decode.d1.loss_mask: 0.6281, decode.d1.loss_dice: 0.9184, decode.d2.loss_cls: 0.4620, decode.d2.loss_mask: 0.6180, decode.d2.loss_dice: 0.8988, decode.d3.loss_cls: 0.4477, decode.d3.loss_mask: 0.6073, decode.d3.loss_dice: 0.8760, decode.d4.loss_cls: 0.4339, decode.d4.loss_mask: 0.6041, decode.d4.loss_dice: 0.8745, decode.d5.loss_cls: 0.4288, decode.d5.loss_mask: 0.6070, decode.d5.loss_dice: 0.8743, decode.d6.loss_cls: 0.4201, decode.d6.loss_mask: 0.6058, decode.d6.loss_dice: 0.8636, decode.d7.loss_cls: 0.4137, decode.d7.loss_mask: 0.6032, decode.d7.loss_dice: 0.8622, decode.d8.loss_cls: 0.4090, decode.d8.loss_mask: 0.6024, decode.d8.loss_dice: 0.8650, loss: 20.3540, grad_norm: 69.4300 +2023-11-06 21:06:31,301 - mmseg - INFO - Iter [50850/160000] lr: 6.822e-05, eta: 14:49:47, time: 0.468, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4089, decode.loss_mask: 0.5757, decode.loss_dice: 0.8534, decode.d0.loss_cls: 1.4164, decode.d0.loss_mask: 0.6169, decode.d0.loss_dice: 0.9585, decode.d1.loss_cls: 0.5032, decode.d1.loss_mask: 0.5957, decode.d1.loss_dice: 0.9176, decode.d2.loss_cls: 0.4524, decode.d2.loss_mask: 0.5819, decode.d2.loss_dice: 0.8884, decode.d3.loss_cls: 0.4381, decode.d3.loss_mask: 0.5783, decode.d3.loss_dice: 0.8669, decode.d4.loss_cls: 0.4236, decode.d4.loss_mask: 0.5769, decode.d4.loss_dice: 0.8610, decode.d5.loss_cls: 0.4203, decode.d5.loss_mask: 0.5751, decode.d5.loss_dice: 0.8582, decode.d6.loss_cls: 0.4194, decode.d6.loss_mask: 0.5738, decode.d6.loss_dice: 0.8518, decode.d7.loss_cls: 0.4128, decode.d7.loss_mask: 0.5755, decode.d7.loss_dice: 0.8545, decode.d8.loss_cls: 0.4115, decode.d8.loss_mask: 0.5769, decode.d8.loss_dice: 0.8599, loss: 19.9033, grad_norm: 60.4508 +2023-11-06 21:06:54,092 - mmseg - INFO - Iter [50900/160000] lr: 6.819e-05, eta: 14:49:19, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4126, decode.loss_mask: 0.5716, decode.loss_dice: 0.8521, decode.d0.loss_cls: 1.4418, decode.d0.loss_mask: 0.6102, decode.d0.loss_dice: 0.9567, decode.d1.loss_cls: 0.5193, decode.d1.loss_mask: 0.5969, decode.d1.loss_dice: 0.9222, decode.d2.loss_cls: 0.4605, decode.d2.loss_mask: 0.5867, decode.d2.loss_dice: 0.8905, decode.d3.loss_cls: 0.4399, decode.d3.loss_mask: 0.5748, decode.d3.loss_dice: 0.8644, decode.d4.loss_cls: 0.4281, decode.d4.loss_mask: 0.5737, decode.d4.loss_dice: 0.8661, decode.d5.loss_cls: 0.4215, decode.d5.loss_mask: 0.5706, decode.d5.loss_dice: 0.8642, decode.d6.loss_cls: 0.4114, decode.d6.loss_mask: 0.5708, decode.d6.loss_dice: 0.8576, decode.d7.loss_cls: 0.4088, decode.d7.loss_mask: 0.5704, decode.d7.loss_dice: 0.8614, decode.d8.loss_cls: 0.4081, decode.d8.loss_mask: 0.5695, decode.d8.loss_dice: 0.8573, loss: 19.9396, grad_norm: 73.7117 +2023-11-06 21:07:16,655 - mmseg - INFO - Iter [50950/160000] lr: 6.816e-05, eta: 14:48:51, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4393, decode.loss_mask: 0.5676, decode.loss_dice: 0.8624, decode.d0.loss_cls: 1.4432, decode.d0.loss_mask: 0.6070, decode.d0.loss_dice: 0.9648, decode.d1.loss_cls: 0.5539, decode.d1.loss_mask: 0.5949, decode.d1.loss_dice: 0.9256, decode.d2.loss_cls: 0.4959, decode.d2.loss_mask: 0.5815, decode.d2.loss_dice: 0.8923, decode.d3.loss_cls: 0.4698, decode.d3.loss_mask: 0.5715, decode.d3.loss_dice: 0.8664, decode.d4.loss_cls: 0.4530, decode.d4.loss_mask: 0.5734, decode.d4.loss_dice: 0.8725, decode.d5.loss_cls: 0.4506, decode.d5.loss_mask: 0.5696, decode.d5.loss_dice: 0.8705, decode.d6.loss_cls: 0.4476, decode.d6.loss_mask: 0.5698, decode.d6.loss_dice: 0.8581, decode.d7.loss_cls: 0.4438, decode.d7.loss_mask: 0.5662, decode.d7.loss_dice: 0.8688, decode.d8.loss_cls: 0.4415, decode.d8.loss_mask: 0.5690, decode.d8.loss_dice: 0.8667, loss: 20.2571, grad_norm: 61.7335 +2023-11-06 21:07:39,405 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 21:07:39,405 - mmseg - INFO - Iter [51000/160000] lr: 6.813e-05, eta: 14:48:22, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3994, decode.loss_mask: 0.5819, decode.loss_dice: 0.8525, decode.d0.loss_cls: 1.3862, decode.d0.loss_mask: 0.6237, decode.d0.loss_dice: 0.9581, decode.d1.loss_cls: 0.4991, decode.d1.loss_mask: 0.6032, decode.d1.loss_dice: 0.9225, decode.d2.loss_cls: 0.4523, decode.d2.loss_mask: 0.5919, decode.d2.loss_dice: 0.8869, decode.d3.loss_cls: 0.4253, decode.d3.loss_mask: 0.5881, decode.d3.loss_dice: 0.8683, decode.d4.loss_cls: 0.4087, decode.d4.loss_mask: 0.5865, decode.d4.loss_dice: 0.8667, decode.d5.loss_cls: 0.4067, decode.d5.loss_mask: 0.5861, decode.d5.loss_dice: 0.8662, decode.d6.loss_cls: 0.3997, decode.d6.loss_mask: 0.5830, decode.d6.loss_dice: 0.8554, decode.d7.loss_cls: 0.4007, decode.d7.loss_mask: 0.5820, decode.d7.loss_dice: 0.8596, decode.d8.loss_cls: 0.4014, decode.d8.loss_mask: 0.5851, decode.d8.loss_dice: 0.8534, loss: 19.8807, grad_norm: 63.3266 +2023-11-06 21:08:02,122 - mmseg - INFO - Iter [51050/160000] lr: 6.809e-05, eta: 14:47:54, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4048, decode.loss_mask: 0.6098, decode.loss_dice: 0.8533, decode.d0.loss_cls: 1.3937, decode.d0.loss_mask: 0.6508, decode.d0.loss_dice: 0.9509, decode.d1.loss_cls: 0.4968, decode.d1.loss_mask: 0.6295, decode.d1.loss_dice: 0.9209, decode.d2.loss_cls: 0.4522, decode.d2.loss_mask: 0.6171, decode.d2.loss_dice: 0.8839, decode.d3.loss_cls: 0.4288, decode.d3.loss_mask: 0.6120, decode.d3.loss_dice: 0.8650, decode.d4.loss_cls: 0.4147, decode.d4.loss_mask: 0.6119, decode.d4.loss_dice: 0.8642, decode.d5.loss_cls: 0.4099, decode.d5.loss_mask: 0.6107, decode.d5.loss_dice: 0.8579, decode.d6.loss_cls: 0.4041, decode.d6.loss_mask: 0.6109, decode.d6.loss_dice: 0.8581, decode.d7.loss_cls: 0.4018, decode.d7.loss_mask: 0.6119, decode.d7.loss_dice: 0.8589, decode.d8.loss_cls: 0.3998, decode.d8.loss_mask: 0.6129, decode.d8.loss_dice: 0.8581, loss: 20.1553, grad_norm: 68.5236 +2023-11-06 21:08:24,897 - mmseg - INFO - Iter [51100/160000] lr: 6.806e-05, eta: 14:47:26, time: 0.456, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4370, decode.loss_mask: 0.5696, decode.loss_dice: 0.8352, decode.d0.loss_cls: 1.4433, decode.d0.loss_mask: 0.6175, decode.d0.loss_dice: 0.9384, decode.d1.loss_cls: 0.5407, decode.d1.loss_mask: 0.5972, decode.d1.loss_dice: 0.8988, decode.d2.loss_cls: 0.4795, decode.d2.loss_mask: 0.5774, decode.d2.loss_dice: 0.8712, decode.d3.loss_cls: 0.4635, decode.d3.loss_mask: 0.5739, decode.d3.loss_dice: 0.8457, decode.d4.loss_cls: 0.4549, decode.d4.loss_mask: 0.5719, decode.d4.loss_dice: 0.8463, decode.d5.loss_cls: 0.4462, decode.d5.loss_mask: 0.5712, decode.d5.loss_dice: 0.8432, decode.d6.loss_cls: 0.4452, decode.d6.loss_mask: 0.5695, decode.d6.loss_dice: 0.8347, decode.d7.loss_cls: 0.4400, decode.d7.loss_mask: 0.5676, decode.d7.loss_dice: 0.8373, decode.d8.loss_cls: 0.4340, decode.d8.loss_mask: 0.5689, decode.d8.loss_dice: 0.8393, loss: 19.9590, grad_norm: 69.2675 +2023-11-06 21:08:48,235 - mmseg - INFO - Iter [51150/160000] lr: 6.803e-05, eta: 14:46:59, time: 0.467, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3962, decode.loss_mask: 0.5800, decode.loss_dice: 0.8244, decode.d0.loss_cls: 1.3639, decode.d0.loss_mask: 0.6247, decode.d0.loss_dice: 0.9367, decode.d1.loss_cls: 0.4905, decode.d1.loss_mask: 0.6135, decode.d1.loss_dice: 0.8904, decode.d2.loss_cls: 0.4363, decode.d2.loss_mask: 0.5949, decode.d2.loss_dice: 0.8651, decode.d3.loss_cls: 0.4186, decode.d3.loss_mask: 0.5850, decode.d3.loss_dice: 0.8365, decode.d4.loss_cls: 0.3980, decode.d4.loss_mask: 0.5884, decode.d4.loss_dice: 0.8353, decode.d5.loss_cls: 0.3951, decode.d5.loss_mask: 0.5873, decode.d5.loss_dice: 0.8373, decode.d6.loss_cls: 0.3926, decode.d6.loss_mask: 0.5852, decode.d6.loss_dice: 0.8327, decode.d7.loss_cls: 0.3911, decode.d7.loss_mask: 0.5836, decode.d7.loss_dice: 0.8312, decode.d8.loss_cls: 0.3936, decode.d8.loss_mask: 0.5811, decode.d8.loss_dice: 0.8294, loss: 19.5185, grad_norm: 65.9615 +2023-11-06 21:09:11,552 - mmseg - INFO - Iter [51200/160000] lr: 6.800e-05, eta: 14:46:33, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4320, decode.loss_mask: 0.5718, decode.loss_dice: 0.8519, decode.d0.loss_cls: 1.4216, decode.d0.loss_mask: 0.6118, decode.d0.loss_dice: 0.9582, decode.d1.loss_cls: 0.5214, decode.d1.loss_mask: 0.5950, decode.d1.loss_dice: 0.9131, decode.d2.loss_cls: 0.4688, decode.d2.loss_mask: 0.5844, decode.d2.loss_dice: 0.8869, decode.d3.loss_cls: 0.4476, decode.d3.loss_mask: 0.5767, decode.d3.loss_dice: 0.8697, decode.d4.loss_cls: 0.4417, decode.d4.loss_mask: 0.5767, decode.d4.loss_dice: 0.8636, decode.d5.loss_cls: 0.4402, decode.d5.loss_mask: 0.5727, decode.d5.loss_dice: 0.8616, decode.d6.loss_cls: 0.4288, decode.d6.loss_mask: 0.5738, decode.d6.loss_dice: 0.8534, decode.d7.loss_cls: 0.4261, decode.d7.loss_mask: 0.5739, decode.d7.loss_dice: 0.8572, decode.d8.loss_cls: 0.4279, decode.d8.loss_mask: 0.5722, decode.d8.loss_dice: 0.8558, loss: 20.0365, grad_norm: 70.9762 +2023-11-06 21:09:34,472 - mmseg - INFO - Iter [51250/160000] lr: 6.797e-05, eta: 14:46:05, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4145, decode.loss_mask: 0.5995, decode.loss_dice: 0.8849, decode.d0.loss_cls: 1.4255, decode.d0.loss_mask: 0.6344, decode.d0.loss_dice: 0.9807, decode.d1.loss_cls: 0.5196, decode.d1.loss_mask: 0.6170, decode.d1.loss_dice: 0.9458, decode.d2.loss_cls: 0.4605, decode.d2.loss_mask: 0.6090, decode.d2.loss_dice: 0.9186, decode.d3.loss_cls: 0.4396, decode.d3.loss_mask: 0.6025, decode.d3.loss_dice: 0.8930, decode.d4.loss_cls: 0.4259, decode.d4.loss_mask: 0.6028, decode.d4.loss_dice: 0.8987, decode.d5.loss_cls: 0.4290, decode.d5.loss_mask: 0.6023, decode.d5.loss_dice: 0.8898, decode.d6.loss_cls: 0.4233, decode.d6.loss_mask: 0.6014, decode.d6.loss_dice: 0.8852, decode.d7.loss_cls: 0.4183, decode.d7.loss_mask: 0.6029, decode.d7.loss_dice: 0.8877, decode.d8.loss_cls: 0.4167, decode.d8.loss_mask: 0.6017, decode.d8.loss_dice: 0.8896, loss: 20.5205, grad_norm: 64.2092 +2023-11-06 21:09:57,068 - mmseg - INFO - Iter [51300/160000] lr: 6.794e-05, eta: 14:45:37, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4063, decode.loss_mask: 0.6047, decode.loss_dice: 0.8715, decode.d0.loss_cls: 1.4038, decode.d0.loss_mask: 0.6448, decode.d0.loss_dice: 0.9740, decode.d1.loss_cls: 0.5118, decode.d1.loss_mask: 0.6300, decode.d1.loss_dice: 0.9366, decode.d2.loss_cls: 0.4569, decode.d2.loss_mask: 0.6184, decode.d2.loss_dice: 0.9022, decode.d3.loss_cls: 0.4400, decode.d3.loss_mask: 0.6115, decode.d3.loss_dice: 0.8771, decode.d4.loss_cls: 0.4236, decode.d4.loss_mask: 0.6069, decode.d4.loss_dice: 0.8748, decode.d5.loss_cls: 0.4171, decode.d5.loss_mask: 0.6099, decode.d5.loss_dice: 0.8780, decode.d6.loss_cls: 0.4186, decode.d6.loss_mask: 0.6046, decode.d6.loss_dice: 0.8631, decode.d7.loss_cls: 0.4101, decode.d7.loss_mask: 0.6067, decode.d7.loss_dice: 0.8643, decode.d8.loss_cls: 0.4077, decode.d8.loss_mask: 0.6078, decode.d8.loss_dice: 0.8740, loss: 20.3567, grad_norm: 66.9418 +2023-11-06 21:10:19,703 - mmseg - INFO - Iter [51350/160000] lr: 6.791e-05, eta: 14:45:08, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4360, decode.loss_mask: 0.5908, decode.loss_dice: 0.9055, decode.d0.loss_cls: 1.4594, decode.d0.loss_mask: 0.6373, decode.d0.loss_dice: 1.0172, decode.d1.loss_cls: 0.5300, decode.d1.loss_mask: 0.6312, decode.d1.loss_dice: 0.9841, decode.d2.loss_cls: 0.4777, decode.d2.loss_mask: 0.6079, decode.d2.loss_dice: 0.9365, decode.d3.loss_cls: 0.4677, decode.d3.loss_mask: 0.5950, decode.d3.loss_dice: 0.9162, decode.d4.loss_cls: 0.4527, decode.d4.loss_mask: 0.5907, decode.d4.loss_dice: 0.9185, decode.d5.loss_cls: 0.4543, decode.d5.loss_mask: 0.5909, decode.d5.loss_dice: 0.9096, decode.d6.loss_cls: 0.4427, decode.d6.loss_mask: 0.5921, decode.d6.loss_dice: 0.9044, decode.d7.loss_cls: 0.4446, decode.d7.loss_mask: 0.5922, decode.d7.loss_dice: 0.9036, decode.d8.loss_cls: 0.4405, decode.d8.loss_mask: 0.5923, decode.d8.loss_dice: 0.9080, loss: 20.9298, grad_norm: 63.8044 +2023-11-06 21:10:42,281 - mmseg - INFO - Iter [51400/160000] lr: 6.788e-05, eta: 14:44:40, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4031, decode.loss_mask: 0.5851, decode.loss_dice: 0.8426, decode.d0.loss_cls: 1.3881, decode.d0.loss_mask: 0.6217, decode.d0.loss_dice: 0.9469, decode.d1.loss_cls: 0.5063, decode.d1.loss_mask: 0.6023, decode.d1.loss_dice: 0.8989, decode.d2.loss_cls: 0.4506, decode.d2.loss_mask: 0.5931, decode.d2.loss_dice: 0.8695, decode.d3.loss_cls: 0.4322, decode.d3.loss_mask: 0.5881, decode.d3.loss_dice: 0.8532, decode.d4.loss_cls: 0.4161, decode.d4.loss_mask: 0.5864, decode.d4.loss_dice: 0.8476, decode.d5.loss_cls: 0.4056, decode.d5.loss_mask: 0.5881, decode.d5.loss_dice: 0.8496, decode.d6.loss_cls: 0.4068, decode.d6.loss_mask: 0.5875, decode.d6.loss_dice: 0.8457, decode.d7.loss_cls: 0.3991, decode.d7.loss_mask: 0.5847, decode.d7.loss_dice: 0.8471, decode.d8.loss_cls: 0.4034, decode.d8.loss_mask: 0.5862, decode.d8.loss_dice: 0.8433, loss: 19.7789, grad_norm: 67.2959 +2023-11-06 21:11:04,779 - mmseg - INFO - Iter [51450/160000] lr: 6.784e-05, eta: 14:44:11, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4254, decode.loss_mask: 0.6048, decode.loss_dice: 0.8857, decode.d0.loss_cls: 1.4033, decode.d0.loss_mask: 0.6509, decode.d0.loss_dice: 0.9799, decode.d1.loss_cls: 0.5174, decode.d1.loss_mask: 0.6290, decode.d1.loss_dice: 0.9481, decode.d2.loss_cls: 0.4643, decode.d2.loss_mask: 0.6184, decode.d2.loss_dice: 0.9160, decode.d3.loss_cls: 0.4506, decode.d3.loss_mask: 0.6110, decode.d3.loss_dice: 0.8874, decode.d4.loss_cls: 0.4339, decode.d4.loss_mask: 0.6102, decode.d4.loss_dice: 0.8890, decode.d5.loss_cls: 0.4409, decode.d5.loss_mask: 0.6078, decode.d5.loss_dice: 0.8892, decode.d6.loss_cls: 0.4311, decode.d6.loss_mask: 0.6054, decode.d6.loss_dice: 0.8824, decode.d7.loss_cls: 0.4260, decode.d7.loss_mask: 0.6067, decode.d7.loss_dice: 0.8912, decode.d8.loss_cls: 0.4304, decode.d8.loss_mask: 0.6039, decode.d8.loss_dice: 0.8823, loss: 20.6227, grad_norm: 73.2796 +2023-11-06 21:11:27,411 - mmseg - INFO - Iter [51500/160000] lr: 6.781e-05, eta: 14:43:43, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4319, decode.loss_mask: 0.6226, decode.loss_dice: 0.8890, decode.d0.loss_cls: 1.4546, decode.d0.loss_mask: 0.6588, decode.d0.loss_dice: 0.9937, decode.d1.loss_cls: 0.5485, decode.d1.loss_mask: 0.6463, decode.d1.loss_dice: 0.9597, decode.d2.loss_cls: 0.4883, decode.d2.loss_mask: 0.6295, decode.d2.loss_dice: 0.9259, decode.d3.loss_cls: 0.4675, decode.d3.loss_mask: 0.6199, decode.d3.loss_dice: 0.8972, decode.d4.loss_cls: 0.4503, decode.d4.loss_mask: 0.6189, decode.d4.loss_dice: 0.8972, decode.d5.loss_cls: 0.4419, decode.d5.loss_mask: 0.6218, decode.d5.loss_dice: 0.8997, decode.d6.loss_cls: 0.4352, decode.d6.loss_mask: 0.6221, decode.d6.loss_dice: 0.8934, decode.d7.loss_cls: 0.4281, decode.d7.loss_mask: 0.6202, decode.d7.loss_dice: 0.8989, decode.d8.loss_cls: 0.4311, decode.d8.loss_mask: 0.6189, decode.d8.loss_dice: 0.8945, loss: 21.0053, grad_norm: 62.2013 +2023-11-06 21:11:50,046 - mmseg - INFO - Iter [51550/160000] lr: 6.778e-05, eta: 14:43:15, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4101, decode.loss_mask: 0.5944, decode.loss_dice: 0.8636, decode.d0.loss_cls: 1.4102, decode.d0.loss_mask: 0.6316, decode.d0.loss_dice: 0.9626, decode.d1.loss_cls: 0.4975, decode.d1.loss_mask: 0.6126, decode.d1.loss_dice: 0.9241, decode.d2.loss_cls: 0.4507, decode.d2.loss_mask: 0.6028, decode.d2.loss_dice: 0.8988, decode.d3.loss_cls: 0.4351, decode.d3.loss_mask: 0.5947, decode.d3.loss_dice: 0.8726, decode.d4.loss_cls: 0.4267, decode.d4.loss_mask: 0.5990, decode.d4.loss_dice: 0.8698, decode.d5.loss_cls: 0.4128, decode.d5.loss_mask: 0.5970, decode.d5.loss_dice: 0.8723, decode.d6.loss_cls: 0.4157, decode.d6.loss_mask: 0.5945, decode.d6.loss_dice: 0.8725, decode.d7.loss_cls: 0.4085, decode.d7.loss_mask: 0.5979, decode.d7.loss_dice: 0.8735, decode.d8.loss_cls: 0.4061, decode.d8.loss_mask: 0.5974, decode.d8.loss_dice: 0.8695, loss: 20.1744, grad_norm: 60.9981 +2023-11-06 21:12:12,791 - mmseg - INFO - Iter [51600/160000] lr: 6.775e-05, eta: 14:42:47, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4219, decode.loss_mask: 0.5947, decode.loss_dice: 0.8721, decode.d0.loss_cls: 1.3927, decode.d0.loss_mask: 0.6412, decode.d0.loss_dice: 0.9731, decode.d1.loss_cls: 0.5175, decode.d1.loss_mask: 0.6204, decode.d1.loss_dice: 0.9339, decode.d2.loss_cls: 0.4665, decode.d2.loss_mask: 0.6064, decode.d2.loss_dice: 0.9070, decode.d3.loss_cls: 0.4564, decode.d3.loss_mask: 0.6008, decode.d3.loss_dice: 0.8735, decode.d4.loss_cls: 0.4405, decode.d4.loss_mask: 0.5980, decode.d4.loss_dice: 0.8723, decode.d5.loss_cls: 0.4273, decode.d5.loss_mask: 0.5962, decode.d5.loss_dice: 0.8819, decode.d6.loss_cls: 0.4288, decode.d6.loss_mask: 0.5953, decode.d6.loss_dice: 0.8700, decode.d7.loss_cls: 0.4199, decode.d7.loss_mask: 0.5962, decode.d7.loss_dice: 0.8683, decode.d8.loss_cls: 0.4214, decode.d8.loss_mask: 0.5949, decode.d8.loss_dice: 0.8698, loss: 20.3586, grad_norm: 62.6247 +2023-11-06 21:12:35,902 - mmseg - INFO - Iter [51650/160000] lr: 6.772e-05, eta: 14:42:20, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4084, decode.loss_mask: 0.5778, decode.loss_dice: 0.8682, decode.d0.loss_cls: 1.4490, decode.d0.loss_mask: 0.6102, decode.d0.loss_dice: 0.9659, decode.d1.loss_cls: 0.5198, decode.d1.loss_mask: 0.6000, decode.d1.loss_dice: 0.9362, decode.d2.loss_cls: 0.4586, decode.d2.loss_mask: 0.5856, decode.d2.loss_dice: 0.9076, decode.d3.loss_cls: 0.4413, decode.d3.loss_mask: 0.5786, decode.d3.loss_dice: 0.8786, decode.d4.loss_cls: 0.4281, decode.d4.loss_mask: 0.5784, decode.d4.loss_dice: 0.8805, decode.d5.loss_cls: 0.4181, decode.d5.loss_mask: 0.5794, decode.d5.loss_dice: 0.8757, decode.d6.loss_cls: 0.4157, decode.d6.loss_mask: 0.5755, decode.d6.loss_dice: 0.8693, decode.d7.loss_cls: 0.4099, decode.d7.loss_mask: 0.5787, decode.d7.loss_dice: 0.8739, decode.d8.loss_cls: 0.4093, decode.d8.loss_mask: 0.5781, decode.d8.loss_dice: 0.8708, loss: 20.1271, grad_norm: 60.9874 +2023-11-06 21:12:58,554 - mmseg - INFO - Iter [51700/160000] lr: 6.769e-05, eta: 14:41:52, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4067, decode.loss_mask: 0.5899, decode.loss_dice: 0.8771, decode.d0.loss_cls: 1.3918, decode.d0.loss_mask: 0.6357, decode.d0.loss_dice: 0.9732, decode.d1.loss_cls: 0.5040, decode.d1.loss_mask: 0.6165, decode.d1.loss_dice: 0.9400, decode.d2.loss_cls: 0.4494, decode.d2.loss_mask: 0.5978, decode.d2.loss_dice: 0.9028, decode.d3.loss_cls: 0.4331, decode.d3.loss_mask: 0.5955, decode.d3.loss_dice: 0.8774, decode.d4.loss_cls: 0.4186, decode.d4.loss_mask: 0.5950, decode.d4.loss_dice: 0.8791, decode.d5.loss_cls: 0.4156, decode.d5.loss_mask: 0.5951, decode.d5.loss_dice: 0.8845, decode.d6.loss_cls: 0.4134, decode.d6.loss_mask: 0.5932, decode.d6.loss_dice: 0.8748, decode.d7.loss_cls: 0.4082, decode.d7.loss_mask: 0.5932, decode.d7.loss_dice: 0.8792, decode.d8.loss_cls: 0.4034, decode.d8.loss_mask: 0.5897, decode.d8.loss_dice: 0.8808, loss: 20.2147, grad_norm: 69.2547 +2023-11-06 21:13:21,711 - mmseg - INFO - Iter [51750/160000] lr: 6.766e-05, eta: 14:41:25, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4350, decode.loss_mask: 0.6122, decode.loss_dice: 0.8767, decode.d0.loss_cls: 1.4254, decode.d0.loss_mask: 0.6578, decode.d0.loss_dice: 0.9748, decode.d1.loss_cls: 0.5317, decode.d1.loss_mask: 0.6326, decode.d1.loss_dice: 0.9403, decode.d2.loss_cls: 0.4811, decode.d2.loss_mask: 0.6170, decode.d2.loss_dice: 0.8983, decode.d3.loss_cls: 0.4611, decode.d3.loss_mask: 0.6146, decode.d3.loss_dice: 0.8791, decode.d4.loss_cls: 0.4531, decode.d4.loss_mask: 0.6169, decode.d4.loss_dice: 0.8784, decode.d5.loss_cls: 0.4465, decode.d5.loss_mask: 0.6154, decode.d5.loss_dice: 0.8771, decode.d6.loss_cls: 0.4446, decode.d6.loss_mask: 0.6099, decode.d6.loss_dice: 0.8727, decode.d7.loss_cls: 0.4346, decode.d7.loss_mask: 0.6116, decode.d7.loss_dice: 0.8783, decode.d8.loss_cls: 0.4335, decode.d8.loss_mask: 0.6140, decode.d8.loss_dice: 0.8737, loss: 20.6979, grad_norm: 67.1887 +2023-11-06 21:13:47,684 - mmseg - INFO - Iter [51800/160000] lr: 6.763e-05, eta: 14:41:03, time: 0.519, data_time: 0.057, memory: 39436, decode.loss_cls: 0.4220, decode.loss_mask: 0.5984, decode.loss_dice: 0.8826, decode.d0.loss_cls: 1.4473, decode.d0.loss_mask: 0.6394, decode.d0.loss_dice: 0.9953, decode.d1.loss_cls: 0.5343, decode.d1.loss_mask: 0.6212, decode.d1.loss_dice: 0.9490, decode.d2.loss_cls: 0.4719, decode.d2.loss_mask: 0.6072, decode.d2.loss_dice: 0.9152, decode.d3.loss_cls: 0.4595, decode.d3.loss_mask: 0.6014, decode.d3.loss_dice: 0.8880, decode.d4.loss_cls: 0.4309, decode.d4.loss_mask: 0.5996, decode.d4.loss_dice: 0.8930, decode.d5.loss_cls: 0.4292, decode.d5.loss_mask: 0.5992, decode.d5.loss_dice: 0.8915, decode.d6.loss_cls: 0.4320, decode.d6.loss_mask: 0.5998, decode.d6.loss_dice: 0.8833, decode.d7.loss_cls: 0.4270, decode.d7.loss_mask: 0.5999, decode.d7.loss_dice: 0.8891, decode.d8.loss_cls: 0.4294, decode.d8.loss_mask: 0.5997, decode.d8.loss_dice: 0.8865, loss: 20.6227, grad_norm: 64.4625 +2023-11-06 21:14:12,027 - mmseg - INFO - Iter [51850/160000] lr: 6.759e-05, eta: 14:40:39, time: 0.487, data_time: 0.015, memory: 39436, decode.loss_cls: 0.3910, decode.loss_mask: 0.5825, decode.loss_dice: 0.8597, decode.d0.loss_cls: 1.4351, decode.d0.loss_mask: 0.6249, decode.d0.loss_dice: 0.9616, decode.d1.loss_cls: 0.5120, decode.d1.loss_mask: 0.6069, decode.d1.loss_dice: 0.9275, decode.d2.loss_cls: 0.4438, decode.d2.loss_mask: 0.5945, decode.d2.loss_dice: 0.8919, decode.d3.loss_cls: 0.4250, decode.d3.loss_mask: 0.5876, decode.d3.loss_dice: 0.8673, decode.d4.loss_cls: 0.4066, decode.d4.loss_mask: 0.5889, decode.d4.loss_dice: 0.8762, decode.d5.loss_cls: 0.4039, decode.d5.loss_mask: 0.5876, decode.d5.loss_dice: 0.8676, decode.d6.loss_cls: 0.4020, decode.d6.loss_mask: 0.5850, decode.d6.loss_dice: 0.8623, decode.d7.loss_cls: 0.3927, decode.d7.loss_mask: 0.5844, decode.d7.loss_dice: 0.8668, decode.d8.loss_cls: 0.3915, decode.d8.loss_mask: 0.5843, decode.d8.loss_dice: 0.8659, loss: 19.9769, grad_norm: 65.4315 +2023-11-06 21:14:37,453 - mmseg - INFO - Iter [51900/160000] lr: 6.756e-05, eta: 14:40:16, time: 0.509, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3693, decode.loss_mask: 0.5844, decode.loss_dice: 0.8402, decode.d0.loss_cls: 1.3599, decode.d0.loss_mask: 0.6249, decode.d0.loss_dice: 0.9447, decode.d1.loss_cls: 0.4744, decode.d1.loss_mask: 0.6050, decode.d1.loss_dice: 0.9069, decode.d2.loss_cls: 0.4145, decode.d2.loss_mask: 0.5932, decode.d2.loss_dice: 0.8719, decode.d3.loss_cls: 0.3947, decode.d3.loss_mask: 0.5863, decode.d3.loss_dice: 0.8538, decode.d4.loss_cls: 0.3829, decode.d4.loss_mask: 0.5885, decode.d4.loss_dice: 0.8536, decode.d5.loss_cls: 0.3778, decode.d5.loss_mask: 0.5858, decode.d5.loss_dice: 0.8503, decode.d6.loss_cls: 0.3749, decode.d6.loss_mask: 0.5838, decode.d6.loss_dice: 0.8406, decode.d7.loss_cls: 0.3635, decode.d7.loss_mask: 0.5858, decode.d7.loss_dice: 0.8452, decode.d8.loss_cls: 0.3679, decode.d8.loss_mask: 0.5846, decode.d8.loss_dice: 0.8477, loss: 19.4570, grad_norm: 70.1868 +2023-11-06 21:15:01,077 - mmseg - INFO - Iter [51950/160000] lr: 6.753e-05, eta: 14:39:50, time: 0.472, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4085, decode.loss_mask: 0.5678, decode.loss_dice: 0.8380, decode.d0.loss_cls: 1.4276, decode.d0.loss_mask: 0.6128, decode.d0.loss_dice: 0.9467, decode.d1.loss_cls: 0.5106, decode.d1.loss_mask: 0.5888, decode.d1.loss_dice: 0.9081, decode.d2.loss_cls: 0.4560, decode.d2.loss_mask: 0.5779, decode.d2.loss_dice: 0.8754, decode.d3.loss_cls: 0.4361, decode.d3.loss_mask: 0.5721, decode.d3.loss_dice: 0.8513, decode.d4.loss_cls: 0.4191, decode.d4.loss_mask: 0.5724, decode.d4.loss_dice: 0.8538, decode.d5.loss_cls: 0.4130, decode.d5.loss_mask: 0.5700, decode.d5.loss_dice: 0.8495, decode.d6.loss_cls: 0.4153, decode.d6.loss_mask: 0.5714, decode.d6.loss_dice: 0.8405, decode.d7.loss_cls: 0.4037, decode.d7.loss_mask: 0.5674, decode.d7.loss_dice: 0.8416, decode.d8.loss_cls: 0.4033, decode.d8.loss_mask: 0.5665, decode.d8.loss_dice: 0.8410, loss: 19.7062, grad_norm: 62.4153 +2023-11-06 21:15:23,890 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 21:15:23,890 - mmseg - INFO - Iter [52000/160000] lr: 6.750e-05, eta: 14:39:22, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3987, decode.loss_mask: 0.5654, decode.loss_dice: 0.8531, decode.d0.loss_cls: 1.4024, decode.d0.loss_mask: 0.6036, decode.d0.loss_dice: 0.9505, decode.d1.loss_cls: 0.5001, decode.d1.loss_mask: 0.5957, decode.d1.loss_dice: 0.9108, decode.d2.loss_cls: 0.4418, decode.d2.loss_mask: 0.5801, decode.d2.loss_dice: 0.8838, decode.d3.loss_cls: 0.4223, decode.d3.loss_mask: 0.5734, decode.d3.loss_dice: 0.8641, decode.d4.loss_cls: 0.4120, decode.d4.loss_mask: 0.5690, decode.d4.loss_dice: 0.8663, decode.d5.loss_cls: 0.4017, decode.d5.loss_mask: 0.5694, decode.d5.loss_dice: 0.8632, decode.d6.loss_cls: 0.4045, decode.d6.loss_mask: 0.5688, decode.d6.loss_dice: 0.8604, decode.d7.loss_cls: 0.4021, decode.d7.loss_mask: 0.5687, decode.d7.loss_dice: 0.8597, decode.d8.loss_cls: 0.3958, decode.d8.loss_mask: 0.5674, decode.d8.loss_dice: 0.8603, loss: 19.7149, grad_norm: 66.9346 +2023-11-06 21:15:46,922 - mmseg - INFO - Iter [52050/160000] lr: 6.747e-05, eta: 14:38:55, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4276, decode.loss_mask: 0.5739, decode.loss_dice: 0.8662, decode.d0.loss_cls: 1.4266, decode.d0.loss_mask: 0.6139, decode.d0.loss_dice: 0.9670, decode.d1.loss_cls: 0.5176, decode.d1.loss_mask: 0.5980, decode.d1.loss_dice: 0.9368, decode.d2.loss_cls: 0.4711, decode.d2.loss_mask: 0.5878, decode.d2.loss_dice: 0.8955, decode.d3.loss_cls: 0.4536, decode.d3.loss_mask: 0.5786, decode.d3.loss_dice: 0.8772, decode.d4.loss_cls: 0.4401, decode.d4.loss_mask: 0.5791, decode.d4.loss_dice: 0.8768, decode.d5.loss_cls: 0.4394, decode.d5.loss_mask: 0.5754, decode.d5.loss_dice: 0.8716, decode.d6.loss_cls: 0.4312, decode.d6.loss_mask: 0.5735, decode.d6.loss_dice: 0.8655, decode.d7.loss_cls: 0.4281, decode.d7.loss_mask: 0.5756, decode.d7.loss_dice: 0.8704, decode.d8.loss_cls: 0.4249, decode.d8.loss_mask: 0.5749, decode.d8.loss_dice: 0.8672, loss: 20.1850, grad_norm: 63.5948 +2023-11-06 21:16:10,070 - mmseg - INFO - Iter [52100/160000] lr: 6.744e-05, eta: 14:38:28, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4021, decode.loss_mask: 0.5886, decode.loss_dice: 0.8659, decode.d0.loss_cls: 1.3918, decode.d0.loss_mask: 0.6350, decode.d0.loss_dice: 0.9804, decode.d1.loss_cls: 0.5037, decode.d1.loss_mask: 0.6168, decode.d1.loss_dice: 0.9296, decode.d2.loss_cls: 0.4522, decode.d2.loss_mask: 0.5972, decode.d2.loss_dice: 0.8937, decode.d3.loss_cls: 0.4295, decode.d3.loss_mask: 0.5885, decode.d3.loss_dice: 0.8792, decode.d4.loss_cls: 0.4120, decode.d4.loss_mask: 0.5898, decode.d4.loss_dice: 0.8782, decode.d5.loss_cls: 0.4113, decode.d5.loss_mask: 0.5896, decode.d5.loss_dice: 0.8758, decode.d6.loss_cls: 0.4087, decode.d6.loss_mask: 0.5868, decode.d6.loss_dice: 0.8712, decode.d7.loss_cls: 0.4038, decode.d7.loss_mask: 0.5863, decode.d7.loss_dice: 0.8732, decode.d8.loss_cls: 0.4013, decode.d8.loss_mask: 0.5881, decode.d8.loss_dice: 0.8716, loss: 20.1018, grad_norm: 62.2974 +2023-11-06 21:16:35,298 - mmseg - INFO - Iter [52150/160000] lr: 6.741e-05, eta: 14:38:05, time: 0.505, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4063, decode.loss_mask: 0.5770, decode.loss_dice: 0.8610, decode.d0.loss_cls: 1.4057, decode.d0.loss_mask: 0.6180, decode.d0.loss_dice: 0.9676, decode.d1.loss_cls: 0.5171, decode.d1.loss_mask: 0.6052, decode.d1.loss_dice: 0.9362, decode.d2.loss_cls: 0.4590, decode.d2.loss_mask: 0.5904, decode.d2.loss_dice: 0.8943, decode.d3.loss_cls: 0.4389, decode.d3.loss_mask: 0.5797, decode.d3.loss_dice: 0.8680, decode.d4.loss_cls: 0.4234, decode.d4.loss_mask: 0.5828, decode.d4.loss_dice: 0.8710, decode.d5.loss_cls: 0.4222, decode.d5.loss_mask: 0.5795, decode.d5.loss_dice: 0.8680, decode.d6.loss_cls: 0.4155, decode.d6.loss_mask: 0.5782, decode.d6.loss_dice: 0.8655, decode.d7.loss_cls: 0.4047, decode.d7.loss_mask: 0.5786, decode.d7.loss_dice: 0.8687, decode.d8.loss_cls: 0.4048, decode.d8.loss_mask: 0.5786, decode.d8.loss_dice: 0.8618, loss: 20.0278, grad_norm: 66.4285 +2023-11-06 21:17:01,939 - mmseg - INFO - Iter [52200/160000] lr: 6.738e-05, eta: 14:37:45, time: 0.533, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4142, decode.loss_mask: 0.6063, decode.loss_dice: 0.8726, decode.d0.loss_cls: 1.3995, decode.d0.loss_mask: 0.6527, decode.d0.loss_dice: 0.9698, decode.d1.loss_cls: 0.5204, decode.d1.loss_mask: 0.6307, decode.d1.loss_dice: 0.9279, decode.d2.loss_cls: 0.4641, decode.d2.loss_mask: 0.6115, decode.d2.loss_dice: 0.9021, decode.d3.loss_cls: 0.4362, decode.d3.loss_mask: 0.6077, decode.d3.loss_dice: 0.8878, decode.d4.loss_cls: 0.4216, decode.d4.loss_mask: 0.6094, decode.d4.loss_dice: 0.8866, decode.d5.loss_cls: 0.4242, decode.d5.loss_mask: 0.6054, decode.d5.loss_dice: 0.8868, decode.d6.loss_cls: 0.4165, decode.d6.loss_mask: 0.6060, decode.d6.loss_dice: 0.8793, decode.d7.loss_cls: 0.4142, decode.d7.loss_mask: 0.6077, decode.d7.loss_dice: 0.8784, decode.d8.loss_cls: 0.4123, decode.d8.loss_mask: 0.6062, decode.d8.loss_dice: 0.8789, loss: 20.4369, grad_norm: 62.6599 +2023-11-06 21:17:26,936 - mmseg - INFO - Iter [52250/160000] lr: 6.734e-05, eta: 14:37:22, time: 0.500, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4241, decode.loss_mask: 0.5752, decode.loss_dice: 0.8591, decode.d0.loss_cls: 1.4459, decode.d0.loss_mask: 0.6247, decode.d0.loss_dice: 0.9800, decode.d1.loss_cls: 0.5328, decode.d1.loss_mask: 0.6003, decode.d1.loss_dice: 0.9172, decode.d2.loss_cls: 0.4735, decode.d2.loss_mask: 0.5882, decode.d2.loss_dice: 0.8925, decode.d3.loss_cls: 0.4549, decode.d3.loss_mask: 0.5815, decode.d3.loss_dice: 0.8695, decode.d4.loss_cls: 0.4385, decode.d4.loss_mask: 0.5825, decode.d4.loss_dice: 0.8666, decode.d5.loss_cls: 0.4347, decode.d5.loss_mask: 0.5804, decode.d5.loss_dice: 0.8625, decode.d6.loss_cls: 0.4299, decode.d6.loss_mask: 0.5797, decode.d6.loss_dice: 0.8590, decode.d7.loss_cls: 0.4242, decode.d7.loss_mask: 0.5791, decode.d7.loss_dice: 0.8612, decode.d8.loss_cls: 0.4230, decode.d8.loss_mask: 0.5772, decode.d8.loss_dice: 0.8598, loss: 20.1777, grad_norm: 74.7168 +2023-11-06 21:17:49,655 - mmseg - INFO - Iter [52300/160000] lr: 6.731e-05, eta: 14:36:54, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3899, decode.loss_mask: 0.5927, decode.loss_dice: 0.8554, decode.d0.loss_cls: 1.4050, decode.d0.loss_mask: 0.6353, decode.d0.loss_dice: 0.9429, decode.d1.loss_cls: 0.4848, decode.d1.loss_mask: 0.6181, decode.d1.loss_dice: 0.9213, decode.d2.loss_cls: 0.4301, decode.d2.loss_mask: 0.6027, decode.d2.loss_dice: 0.8825, decode.d3.loss_cls: 0.4113, decode.d3.loss_mask: 0.5920, decode.d3.loss_dice: 0.8630, decode.d4.loss_cls: 0.3997, decode.d4.loss_mask: 0.5963, decode.d4.loss_dice: 0.8659, decode.d5.loss_cls: 0.3936, decode.d5.loss_mask: 0.5938, decode.d5.loss_dice: 0.8657, decode.d6.loss_cls: 0.3957, decode.d6.loss_mask: 0.5915, decode.d6.loss_dice: 0.8575, decode.d7.loss_cls: 0.3923, decode.d7.loss_mask: 0.5923, decode.d7.loss_dice: 0.8578, decode.d8.loss_cls: 0.3922, decode.d8.loss_mask: 0.5939, decode.d8.loss_dice: 0.8623, loss: 19.8774, grad_norm: 60.7355 +2023-11-06 21:18:12,270 - mmseg - INFO - Iter [52350/160000] lr: 6.728e-05, eta: 14:36:26, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3836, decode.loss_mask: 0.6044, decode.loss_dice: 0.8678, decode.d0.loss_cls: 1.3694, decode.d0.loss_mask: 0.6546, decode.d0.loss_dice: 0.9638, decode.d1.loss_cls: 0.4907, decode.d1.loss_mask: 0.6276, decode.d1.loss_dice: 0.9303, decode.d2.loss_cls: 0.4273, decode.d2.loss_mask: 0.6177, decode.d2.loss_dice: 0.8986, decode.d3.loss_cls: 0.4125, decode.d3.loss_mask: 0.6081, decode.d3.loss_dice: 0.8776, decode.d4.loss_cls: 0.3995, decode.d4.loss_mask: 0.6115, decode.d4.loss_dice: 0.8732, decode.d5.loss_cls: 0.3943, decode.d5.loss_mask: 0.6084, decode.d5.loss_dice: 0.8688, decode.d6.loss_cls: 0.3973, decode.d6.loss_mask: 0.6043, decode.d6.loss_dice: 0.8681, decode.d7.loss_cls: 0.3847, decode.d7.loss_mask: 0.6054, decode.d7.loss_dice: 0.8700, decode.d8.loss_cls: 0.3860, decode.d8.loss_mask: 0.6071, decode.d8.loss_dice: 0.8707, loss: 20.0830, grad_norm: 73.9714 +2023-11-06 21:18:35,132 - mmseg - INFO - Iter [52400/160000] lr: 6.725e-05, eta: 14:35:58, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3837, decode.loss_mask: 0.5969, decode.loss_dice: 0.8659, decode.d0.loss_cls: 1.4284, decode.d0.loss_mask: 0.6396, decode.d0.loss_dice: 0.9625, decode.d1.loss_cls: 0.4968, decode.d1.loss_mask: 0.6172, decode.d1.loss_dice: 0.9148, decode.d2.loss_cls: 0.4355, decode.d2.loss_mask: 0.6054, decode.d2.loss_dice: 0.8870, decode.d3.loss_cls: 0.4110, decode.d3.loss_mask: 0.6017, decode.d3.loss_dice: 0.8670, decode.d4.loss_cls: 0.3991, decode.d4.loss_mask: 0.6011, decode.d4.loss_dice: 0.8681, decode.d5.loss_cls: 0.3930, decode.d5.loss_mask: 0.6024, decode.d5.loss_dice: 0.8745, decode.d6.loss_cls: 0.3907, decode.d6.loss_mask: 0.5986, decode.d6.loss_dice: 0.8681, decode.d7.loss_cls: 0.3834, decode.d7.loss_mask: 0.5984, decode.d7.loss_dice: 0.8637, decode.d8.loss_cls: 0.3833, decode.d8.loss_mask: 0.6005, decode.d8.loss_dice: 0.8662, loss: 20.0046, grad_norm: 68.0240 +2023-11-06 21:18:58,151 - mmseg - INFO - Iter [52450/160000] lr: 6.722e-05, eta: 14:35:31, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4059, decode.loss_mask: 0.5557, decode.loss_dice: 0.8752, decode.d0.loss_cls: 1.4095, decode.d0.loss_mask: 0.5964, decode.d0.loss_dice: 0.9725, decode.d1.loss_cls: 0.5025, decode.d1.loss_mask: 0.5848, decode.d1.loss_dice: 0.9338, decode.d2.loss_cls: 0.4492, decode.d2.loss_mask: 0.5721, decode.d2.loss_dice: 0.9080, decode.d3.loss_cls: 0.4349, decode.d3.loss_mask: 0.5654, decode.d3.loss_dice: 0.8865, decode.d4.loss_cls: 0.4211, decode.d4.loss_mask: 0.5635, decode.d4.loss_dice: 0.8823, decode.d5.loss_cls: 0.4165, decode.d5.loss_mask: 0.5606, decode.d5.loss_dice: 0.8814, decode.d6.loss_cls: 0.4151, decode.d6.loss_mask: 0.5583, decode.d6.loss_dice: 0.8768, decode.d7.loss_cls: 0.4078, decode.d7.loss_mask: 0.5578, decode.d7.loss_dice: 0.8740, decode.d8.loss_cls: 0.4041, decode.d8.loss_mask: 0.5557, decode.d8.loss_dice: 0.8745, loss: 19.9022, grad_norm: 61.3691 +2023-11-06 21:19:20,948 - mmseg - INFO - Iter [52500/160000] lr: 6.719e-05, eta: 14:35:03, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3915, decode.loss_mask: 0.5811, decode.loss_dice: 0.8497, decode.d0.loss_cls: 1.3722, decode.d0.loss_mask: 0.6211, decode.d0.loss_dice: 0.9485, decode.d1.loss_cls: 0.4971, decode.d1.loss_mask: 0.6026, decode.d1.loss_dice: 0.9095, decode.d2.loss_cls: 0.4429, decode.d2.loss_mask: 0.5897, decode.d2.loss_dice: 0.8838, decode.d3.loss_cls: 0.4192, decode.d3.loss_mask: 0.5867, decode.d3.loss_dice: 0.8637, decode.d4.loss_cls: 0.4032, decode.d4.loss_mask: 0.5823, decode.d4.loss_dice: 0.8651, decode.d5.loss_cls: 0.4030, decode.d5.loss_mask: 0.5819, decode.d5.loss_dice: 0.8589, decode.d6.loss_cls: 0.3968, decode.d6.loss_mask: 0.5800, decode.d6.loss_dice: 0.8562, decode.d7.loss_cls: 0.3971, decode.d7.loss_mask: 0.5810, decode.d7.loss_dice: 0.8550, decode.d8.loss_cls: 0.3902, decode.d8.loss_mask: 0.5799, decode.d8.loss_dice: 0.8524, loss: 19.7422, grad_norm: 67.5937 +2023-11-06 21:19:43,572 - mmseg - INFO - Iter [52550/160000] lr: 6.716e-05, eta: 14:34:35, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4023, decode.loss_mask: 0.5789, decode.loss_dice: 0.8677, decode.d0.loss_cls: 1.4126, decode.d0.loss_mask: 0.6181, decode.d0.loss_dice: 0.9534, decode.d1.loss_cls: 0.5012, decode.d1.loss_mask: 0.6012, decode.d1.loss_dice: 0.9228, decode.d2.loss_cls: 0.4435, decode.d2.loss_mask: 0.5900, decode.d2.loss_dice: 0.8879, decode.d3.loss_cls: 0.4252, decode.d3.loss_mask: 0.5816, decode.d3.loss_dice: 0.8689, decode.d4.loss_cls: 0.4143, decode.d4.loss_mask: 0.5829, decode.d4.loss_dice: 0.8712, decode.d5.loss_cls: 0.4106, decode.d5.loss_mask: 0.5777, decode.d5.loss_dice: 0.8673, decode.d6.loss_cls: 0.4068, decode.d6.loss_mask: 0.5790, decode.d6.loss_dice: 0.8668, decode.d7.loss_cls: 0.4050, decode.d7.loss_mask: 0.5765, decode.d7.loss_dice: 0.8663, decode.d8.loss_cls: 0.4039, decode.d8.loss_mask: 0.5766, decode.d8.loss_dice: 0.8681, loss: 19.9284, grad_norm: 61.2356 +2023-11-06 21:20:08,954 - mmseg - INFO - Iter [52600/160000] lr: 6.713e-05, eta: 14:34:13, time: 0.508, data_time: 0.011, memory: 39436, decode.loss_cls: 0.3925, decode.loss_mask: 0.5774, decode.loss_dice: 0.8630, decode.d0.loss_cls: 1.3822, decode.d0.loss_mask: 0.6146, decode.d0.loss_dice: 0.9550, decode.d1.loss_cls: 0.4818, decode.d1.loss_mask: 0.6034, decode.d1.loss_dice: 0.9262, decode.d2.loss_cls: 0.4313, decode.d2.loss_mask: 0.5889, decode.d2.loss_dice: 0.8982, decode.d3.loss_cls: 0.4131, decode.d3.loss_mask: 0.5844, decode.d3.loss_dice: 0.8775, decode.d4.loss_cls: 0.4071, decode.d4.loss_mask: 0.5802, decode.d4.loss_dice: 0.8763, decode.d5.loss_cls: 0.3976, decode.d5.loss_mask: 0.5819, decode.d5.loss_dice: 0.8735, decode.d6.loss_cls: 0.3972, decode.d6.loss_mask: 0.5809, decode.d6.loss_dice: 0.8681, decode.d7.loss_cls: 0.3924, decode.d7.loss_mask: 0.5803, decode.d7.loss_dice: 0.8698, decode.d8.loss_cls: 0.3978, decode.d8.loss_mask: 0.5778, decode.d8.loss_dice: 0.8657, loss: 19.8359, grad_norm: 60.8987 +2023-11-06 21:20:32,976 - mmseg - INFO - Iter [52650/160000] lr: 6.709e-05, eta: 14:33:48, time: 0.480, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3971, decode.loss_mask: 0.5723, decode.loss_dice: 0.8415, decode.d0.loss_cls: 1.3674, decode.d0.loss_mask: 0.6152, decode.d0.loss_dice: 0.9377, decode.d1.loss_cls: 0.4895, decode.d1.loss_mask: 0.5936, decode.d1.loss_dice: 0.9012, decode.d2.loss_cls: 0.4303, decode.d2.loss_mask: 0.5800, decode.d2.loss_dice: 0.8713, decode.d3.loss_cls: 0.4197, decode.d3.loss_mask: 0.5759, decode.d3.loss_dice: 0.8492, decode.d4.loss_cls: 0.4061, decode.d4.loss_mask: 0.5763, decode.d4.loss_dice: 0.8522, decode.d5.loss_cls: 0.3996, decode.d5.loss_mask: 0.5751, decode.d5.loss_dice: 0.8573, decode.d6.loss_cls: 0.3979, decode.d6.loss_mask: 0.5763, decode.d6.loss_dice: 0.8481, decode.d7.loss_cls: 0.3948, decode.d7.loss_mask: 0.5757, decode.d7.loss_dice: 0.8520, decode.d8.loss_cls: 0.3911, decode.d8.loss_mask: 0.5738, decode.d8.loss_dice: 0.8460, loss: 19.5639, grad_norm: 63.8836 +2023-11-06 21:20:56,614 - mmseg - INFO - Iter [52700/160000] lr: 6.706e-05, eta: 14:33:22, time: 0.473, data_time: 0.015, memory: 39436, decode.loss_cls: 0.4150, decode.loss_mask: 0.5969, decode.loss_dice: 0.8722, decode.d0.loss_cls: 1.4229, decode.d0.loss_mask: 0.6409, decode.d0.loss_dice: 0.9648, decode.d1.loss_cls: 0.5311, decode.d1.loss_mask: 0.6242, decode.d1.loss_dice: 0.9372, decode.d2.loss_cls: 0.4751, decode.d2.loss_mask: 0.6084, decode.d2.loss_dice: 0.9066, decode.d3.loss_cls: 0.4455, decode.d3.loss_mask: 0.5998, decode.d3.loss_dice: 0.8795, decode.d4.loss_cls: 0.4299, decode.d4.loss_mask: 0.6004, decode.d4.loss_dice: 0.8817, decode.d5.loss_cls: 0.4301, decode.d5.loss_mask: 0.5993, decode.d5.loss_dice: 0.8787, decode.d6.loss_cls: 0.4270, decode.d6.loss_mask: 0.5961, decode.d6.loss_dice: 0.8700, decode.d7.loss_cls: 0.4240, decode.d7.loss_mask: 0.5960, decode.d7.loss_dice: 0.8734, decode.d8.loss_cls: 0.4196, decode.d8.loss_mask: 0.5966, decode.d8.loss_dice: 0.8720, loss: 20.4149, grad_norm: 65.8800 +2023-11-06 21:21:20,308 - mmseg - INFO - Iter [52750/160000] lr: 6.703e-05, eta: 14:32:56, time: 0.474, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4103, decode.loss_mask: 0.6169, decode.loss_dice: 0.8944, decode.d0.loss_cls: 1.4255, decode.d0.loss_mask: 0.6533, decode.d0.loss_dice: 0.9801, decode.d1.loss_cls: 0.5182, decode.d1.loss_mask: 0.6461, decode.d1.loss_dice: 0.9542, decode.d2.loss_cls: 0.4602, decode.d2.loss_mask: 0.6229, decode.d2.loss_dice: 0.9249, decode.d3.loss_cls: 0.4480, decode.d3.loss_mask: 0.6196, decode.d3.loss_dice: 0.9081, decode.d4.loss_cls: 0.4235, decode.d4.loss_mask: 0.6174, decode.d4.loss_dice: 0.9020, decode.d5.loss_cls: 0.4216, decode.d5.loss_mask: 0.6173, decode.d5.loss_dice: 0.9017, decode.d6.loss_cls: 0.4208, decode.d6.loss_mask: 0.6171, decode.d6.loss_dice: 0.8935, decode.d7.loss_cls: 0.4179, decode.d7.loss_mask: 0.6158, decode.d7.loss_dice: 0.8950, decode.d8.loss_cls: 0.4158, decode.d8.loss_mask: 0.6171, decode.d8.loss_dice: 0.8969, loss: 20.7560, grad_norm: 64.1231 +2023-11-06 21:21:43,591 - mmseg - INFO - Iter [52800/160000] lr: 6.700e-05, eta: 14:32:29, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4144, decode.loss_mask: 0.5888, decode.loss_dice: 0.8760, decode.d0.loss_cls: 1.4229, decode.d0.loss_mask: 0.6343, decode.d0.loss_dice: 0.9768, decode.d1.loss_cls: 0.5066, decode.d1.loss_mask: 0.6193, decode.d1.loss_dice: 0.9475, decode.d2.loss_cls: 0.4571, decode.d2.loss_mask: 0.5982, decode.d2.loss_dice: 0.9146, decode.d3.loss_cls: 0.4426, decode.d3.loss_mask: 0.5929, decode.d3.loss_dice: 0.8870, decode.d4.loss_cls: 0.4259, decode.d4.loss_mask: 0.5944, decode.d4.loss_dice: 0.8898, decode.d5.loss_cls: 0.4268, decode.d5.loss_mask: 0.5941, decode.d5.loss_dice: 0.8844, decode.d6.loss_cls: 0.4253, decode.d6.loss_mask: 0.5885, decode.d6.loss_dice: 0.8750, decode.d7.loss_cls: 0.4159, decode.d7.loss_mask: 0.5902, decode.d7.loss_dice: 0.8792, decode.d8.loss_cls: 0.4151, decode.d8.loss_mask: 0.5890, decode.d8.loss_dice: 0.8775, loss: 20.3501, grad_norm: 66.3137 +2023-11-06 21:22:06,716 - mmseg - INFO - Iter [52850/160000] lr: 6.697e-05, eta: 14:32:02, time: 0.462, data_time: 0.011, memory: 39436, decode.loss_cls: 0.3888, decode.loss_mask: 0.6021, decode.loss_dice: 0.8521, decode.d0.loss_cls: 1.3531, decode.d0.loss_mask: 0.6480, decode.d0.loss_dice: 0.9634, decode.d1.loss_cls: 0.4783, decode.d1.loss_mask: 0.6307, decode.d1.loss_dice: 0.9216, decode.d2.loss_cls: 0.4292, decode.d2.loss_mask: 0.6151, decode.d2.loss_dice: 0.8902, decode.d3.loss_cls: 0.4107, decode.d3.loss_mask: 0.6071, decode.d3.loss_dice: 0.8633, decode.d4.loss_cls: 0.4036, decode.d4.loss_mask: 0.6054, decode.d4.loss_dice: 0.8627, decode.d5.loss_cls: 0.3955, decode.d5.loss_mask: 0.6023, decode.d5.loss_dice: 0.8608, decode.d6.loss_cls: 0.3930, decode.d6.loss_mask: 0.6023, decode.d6.loss_dice: 0.8530, decode.d7.loss_cls: 0.3841, decode.d7.loss_mask: 0.6029, decode.d7.loss_dice: 0.8602, decode.d8.loss_cls: 0.3864, decode.d8.loss_mask: 0.6039, decode.d8.loss_dice: 0.8551, loss: 19.9249, grad_norm: 68.3861 +2023-11-06 21:22:33,783 - mmseg - INFO - Iter [52900/160000] lr: 6.694e-05, eta: 14:31:43, time: 0.541, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4171, decode.loss_mask: 0.5888, decode.loss_dice: 0.8465, decode.d0.loss_cls: 1.3927, decode.d0.loss_mask: 0.6203, decode.d0.loss_dice: 0.9543, decode.d1.loss_cls: 0.5003, decode.d1.loss_mask: 0.6142, decode.d1.loss_dice: 0.9242, decode.d2.loss_cls: 0.4630, decode.d2.loss_mask: 0.6006, decode.d2.loss_dice: 0.8825, decode.d3.loss_cls: 0.4369, decode.d3.loss_mask: 0.5975, decode.d3.loss_dice: 0.8621, decode.d4.loss_cls: 0.4256, decode.d4.loss_mask: 0.5927, decode.d4.loss_dice: 0.8603, decode.d5.loss_cls: 0.4216, decode.d5.loss_mask: 0.5902, decode.d5.loss_dice: 0.8536, decode.d6.loss_cls: 0.4231, decode.d6.loss_mask: 0.5899, decode.d6.loss_dice: 0.8499, decode.d7.loss_cls: 0.4138, decode.d7.loss_mask: 0.5905, decode.d7.loss_dice: 0.8519, decode.d8.loss_cls: 0.4138, decode.d8.loss_mask: 0.5894, decode.d8.loss_dice: 0.8495, loss: 20.0170, grad_norm: 67.9741 +2023-11-06 21:22:57,701 - mmseg - INFO - Iter [52950/160000] lr: 6.691e-05, eta: 14:31:18, time: 0.478, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3993, decode.loss_mask: 0.6151, decode.loss_dice: 0.8625, decode.d0.loss_cls: 1.4006, decode.d0.loss_mask: 0.6602, decode.d0.loss_dice: 0.9527, decode.d1.loss_cls: 0.5050, decode.d1.loss_mask: 0.6436, decode.d1.loss_dice: 0.9237, decode.d2.loss_cls: 0.4485, decode.d2.loss_mask: 0.6299, decode.d2.loss_dice: 0.8906, decode.d3.loss_cls: 0.4276, decode.d3.loss_mask: 0.6198, decode.d3.loss_dice: 0.8709, decode.d4.loss_cls: 0.4202, decode.d4.loss_mask: 0.6173, decode.d4.loss_dice: 0.8719, decode.d5.loss_cls: 0.4119, decode.d5.loss_mask: 0.6212, decode.d5.loss_dice: 0.8743, decode.d6.loss_cls: 0.4054, decode.d6.loss_mask: 0.6196, decode.d6.loss_dice: 0.8670, decode.d7.loss_cls: 0.4016, decode.d7.loss_mask: 0.6161, decode.d7.loss_dice: 0.8645, decode.d8.loss_cls: 0.4023, decode.d8.loss_mask: 0.6173, decode.d8.loss_dice: 0.8646, loss: 20.3251, grad_norm: 63.9858 +2023-11-06 21:23:22,020 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 21:23:22,020 - mmseg - INFO - Iter [53000/160000] lr: 6.688e-05, eta: 14:30:53, time: 0.486, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4102, decode.loss_mask: 0.5771, decode.loss_dice: 0.8353, decode.d0.loss_cls: 1.4315, decode.d0.loss_mask: 0.6249, decode.d0.loss_dice: 0.9438, decode.d1.loss_cls: 0.5082, decode.d1.loss_mask: 0.6041, decode.d1.loss_dice: 0.8943, decode.d2.loss_cls: 0.4547, decode.d2.loss_mask: 0.5884, decode.d2.loss_dice: 0.8653, decode.d3.loss_cls: 0.4345, decode.d3.loss_mask: 0.5778, decode.d3.loss_dice: 0.8487, decode.d4.loss_cls: 0.4244, decode.d4.loss_mask: 0.5793, decode.d4.loss_dice: 0.8402, decode.d5.loss_cls: 0.4237, decode.d5.loss_mask: 0.5775, decode.d5.loss_dice: 0.8459, decode.d6.loss_cls: 0.4194, decode.d6.loss_mask: 0.5788, decode.d6.loss_dice: 0.8380, decode.d7.loss_cls: 0.4161, decode.d7.loss_mask: 0.5782, decode.d7.loss_dice: 0.8322, decode.d8.loss_cls: 0.4092, decode.d8.loss_mask: 0.5785, decode.d8.loss_dice: 0.8360, loss: 19.7764, grad_norm: 65.7244 +2023-11-06 21:23:47,785 - mmseg - INFO - Iter [53050/160000] lr: 6.684e-05, eta: 14:30:31, time: 0.515, data_time: 0.058, memory: 39436, decode.loss_cls: 0.4104, decode.loss_mask: 0.5966, decode.loss_dice: 0.8596, decode.d0.loss_cls: 1.4226, decode.d0.loss_mask: 0.6407, decode.d0.loss_dice: 0.9599, decode.d1.loss_cls: 0.5147, decode.d1.loss_mask: 0.6221, decode.d1.loss_dice: 0.9254, decode.d2.loss_cls: 0.4654, decode.d2.loss_mask: 0.6023, decode.d2.loss_dice: 0.8878, decode.d3.loss_cls: 0.4445, decode.d3.loss_mask: 0.5939, decode.d3.loss_dice: 0.8661, decode.d4.loss_cls: 0.4310, decode.d4.loss_mask: 0.5936, decode.d4.loss_dice: 0.8618, decode.d5.loss_cls: 0.4204, decode.d5.loss_mask: 0.5968, decode.d5.loss_dice: 0.8641, decode.d6.loss_cls: 0.4228, decode.d6.loss_mask: 0.5951, decode.d6.loss_dice: 0.8551, decode.d7.loss_cls: 0.4135, decode.d7.loss_mask: 0.5983, decode.d7.loss_dice: 0.8606, decode.d8.loss_cls: 0.4099, decode.d8.loss_mask: 0.5981, decode.d8.loss_dice: 0.8590, loss: 20.1921, grad_norm: 65.8308 +2023-11-06 21:24:12,528 - mmseg - INFO - Iter [53100/160000] lr: 6.681e-05, eta: 14:30:07, time: 0.493, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3948, decode.loss_mask: 0.5761, decode.loss_dice: 0.8372, decode.d0.loss_cls: 1.3947, decode.d0.loss_mask: 0.6244, decode.d0.loss_dice: 0.9403, decode.d1.loss_cls: 0.4990, decode.d1.loss_mask: 0.5993, decode.d1.loss_dice: 0.8957, decode.d2.loss_cls: 0.4398, decode.d2.loss_mask: 0.5908, decode.d2.loss_dice: 0.8625, decode.d3.loss_cls: 0.4213, decode.d3.loss_mask: 0.5812, decode.d3.loss_dice: 0.8437, decode.d4.loss_cls: 0.4088, decode.d4.loss_mask: 0.5828, decode.d4.loss_dice: 0.8403, decode.d5.loss_cls: 0.4016, decode.d5.loss_mask: 0.5802, decode.d5.loss_dice: 0.8441, decode.d6.loss_cls: 0.4000, decode.d6.loss_mask: 0.5782, decode.d6.loss_dice: 0.8381, decode.d7.loss_cls: 0.3983, decode.d7.loss_mask: 0.5777, decode.d7.loss_dice: 0.8412, decode.d8.loss_cls: 0.3954, decode.d8.loss_mask: 0.5760, decode.d8.loss_dice: 0.8394, loss: 19.6031, grad_norm: 62.4254 +2023-11-06 21:24:35,619 - mmseg - INFO - Iter [53150/160000] lr: 6.678e-05, eta: 14:29:40, time: 0.463, data_time: 0.017, memory: 39436, decode.loss_cls: 0.3835, decode.loss_mask: 0.5777, decode.loss_dice: 0.8473, decode.d0.loss_cls: 1.3706, decode.d0.loss_mask: 0.6253, decode.d0.loss_dice: 0.9519, decode.d1.loss_cls: 0.4846, decode.d1.loss_mask: 0.6032, decode.d1.loss_dice: 0.9132, decode.d2.loss_cls: 0.4363, decode.d2.loss_mask: 0.5878, decode.d2.loss_dice: 0.8800, decode.d3.loss_cls: 0.4100, decode.d3.loss_mask: 0.5793, decode.d3.loss_dice: 0.8562, decode.d4.loss_cls: 0.3912, decode.d4.loss_mask: 0.5786, decode.d4.loss_dice: 0.8595, decode.d5.loss_cls: 0.3828, decode.d5.loss_mask: 0.5822, decode.d5.loss_dice: 0.8622, decode.d6.loss_cls: 0.3813, decode.d6.loss_mask: 0.5826, decode.d6.loss_dice: 0.8529, decode.d7.loss_cls: 0.3813, decode.d7.loss_mask: 0.5802, decode.d7.loss_dice: 0.8552, decode.d8.loss_cls: 0.3829, decode.d8.loss_mask: 0.5794, decode.d8.loss_dice: 0.8552, loss: 19.6146, grad_norm: 63.2499 +2023-11-06 21:24:58,653 - mmseg - INFO - Iter [53200/160000] lr: 6.675e-05, eta: 14:29:13, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3892, decode.loss_mask: 0.5706, decode.loss_dice: 0.8471, decode.d0.loss_cls: 1.4028, decode.d0.loss_mask: 0.6119, decode.d0.loss_dice: 0.9570, decode.d1.loss_cls: 0.4974, decode.d1.loss_mask: 0.5929, decode.d1.loss_dice: 0.8999, decode.d2.loss_cls: 0.4347, decode.d2.loss_mask: 0.5807, decode.d2.loss_dice: 0.8717, decode.d3.loss_cls: 0.4141, decode.d3.loss_mask: 0.5733, decode.d3.loss_dice: 0.8521, decode.d4.loss_cls: 0.4011, decode.d4.loss_mask: 0.5745, decode.d4.loss_dice: 0.8581, decode.d5.loss_cls: 0.3995, decode.d5.loss_mask: 0.5737, decode.d5.loss_dice: 0.8565, decode.d6.loss_cls: 0.3965, decode.d6.loss_mask: 0.5729, decode.d6.loss_dice: 0.8507, decode.d7.loss_cls: 0.3907, decode.d7.loss_mask: 0.5719, decode.d7.loss_dice: 0.8489, decode.d8.loss_cls: 0.3870, decode.d8.loss_mask: 0.5707, decode.d8.loss_dice: 0.8513, loss: 19.5992, grad_norm: 71.3815 +2023-11-06 21:25:21,851 - mmseg - INFO - Iter [53250/160000] lr: 6.672e-05, eta: 14:28:46, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3947, decode.loss_mask: 0.5662, decode.loss_dice: 0.8470, decode.d0.loss_cls: 1.4185, decode.d0.loss_mask: 0.6086, decode.d0.loss_dice: 0.9517, decode.d1.loss_cls: 0.4870, decode.d1.loss_mask: 0.5904, decode.d1.loss_dice: 0.9059, decode.d2.loss_cls: 0.4337, decode.d2.loss_mask: 0.5743, decode.d2.loss_dice: 0.8754, decode.d3.loss_cls: 0.4223, decode.d3.loss_mask: 0.5678, decode.d3.loss_dice: 0.8500, decode.d4.loss_cls: 0.4035, decode.d4.loss_mask: 0.5681, decode.d4.loss_dice: 0.8501, decode.d5.loss_cls: 0.3944, decode.d5.loss_mask: 0.5681, decode.d5.loss_dice: 0.8559, decode.d6.loss_cls: 0.3945, decode.d6.loss_mask: 0.5681, decode.d6.loss_dice: 0.8464, decode.d7.loss_cls: 0.3926, decode.d7.loss_mask: 0.5685, decode.d7.loss_dice: 0.8516, decode.d8.loss_cls: 0.3941, decode.d8.loss_mask: 0.5641, decode.d8.loss_dice: 0.8470, loss: 19.5606, grad_norm: 66.5736 +2023-11-06 21:25:44,478 - mmseg - INFO - Iter [53300/160000] lr: 6.669e-05, eta: 14:28:18, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4143, decode.loss_mask: 0.5993, decode.loss_dice: 0.8644, decode.d0.loss_cls: 1.4383, decode.d0.loss_mask: 0.6419, decode.d0.loss_dice: 0.9656, decode.d1.loss_cls: 0.5136, decode.d1.loss_mask: 0.6221, decode.d1.loss_dice: 0.9332, decode.d2.loss_cls: 0.4489, decode.d2.loss_mask: 0.6075, decode.d2.loss_dice: 0.8981, decode.d3.loss_cls: 0.4366, decode.d3.loss_mask: 0.5971, decode.d3.loss_dice: 0.8717, decode.d4.loss_cls: 0.4328, decode.d4.loss_mask: 0.5992, decode.d4.loss_dice: 0.8747, decode.d5.loss_cls: 0.4183, decode.d5.loss_mask: 0.5980, decode.d5.loss_dice: 0.8731, decode.d6.loss_cls: 0.4237, decode.d6.loss_mask: 0.5964, decode.d6.loss_dice: 0.8672, decode.d7.loss_cls: 0.4168, decode.d7.loss_mask: 0.5963, decode.d7.loss_dice: 0.8713, decode.d8.loss_cls: 0.4190, decode.d8.loss_mask: 0.5983, decode.d8.loss_dice: 0.8706, loss: 20.3082, grad_norm: 67.6616 +2023-11-06 21:26:07,071 - mmseg - INFO - Iter [53350/160000] lr: 6.666e-05, eta: 14:27:50, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3984, decode.loss_mask: 0.5734, decode.loss_dice: 0.8645, decode.d0.loss_cls: 1.4037, decode.d0.loss_mask: 0.6189, decode.d0.loss_dice: 0.9693, decode.d1.loss_cls: 0.4874, decode.d1.loss_mask: 0.6025, decode.d1.loss_dice: 0.9318, decode.d2.loss_cls: 0.4407, decode.d2.loss_mask: 0.5767, decode.d2.loss_dice: 0.9010, decode.d3.loss_cls: 0.4218, decode.d3.loss_mask: 0.5742, decode.d3.loss_dice: 0.8729, decode.d4.loss_cls: 0.4103, decode.d4.loss_mask: 0.5715, decode.d4.loss_dice: 0.8693, decode.d5.loss_cls: 0.4055, decode.d5.loss_mask: 0.5719, decode.d5.loss_dice: 0.8752, decode.d6.loss_cls: 0.4079, decode.d6.loss_mask: 0.5737, decode.d6.loss_dice: 0.8645, decode.d7.loss_cls: 0.4013, decode.d7.loss_mask: 0.5700, decode.d7.loss_dice: 0.8692, decode.d8.loss_cls: 0.3982, decode.d8.loss_mask: 0.5746, decode.d8.loss_dice: 0.8696, loss: 19.8698, grad_norm: 66.2810 +2023-11-06 21:26:29,747 - mmseg - INFO - Iter [53400/160000] lr: 6.663e-05, eta: 14:27:22, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3937, decode.loss_mask: 0.5458, decode.loss_dice: 0.8478, decode.d0.loss_cls: 1.3663, decode.d0.loss_mask: 0.5955, decode.d0.loss_dice: 0.9438, decode.d1.loss_cls: 0.4835, decode.d1.loss_mask: 0.5763, decode.d1.loss_dice: 0.9061, decode.d2.loss_cls: 0.4394, decode.d2.loss_mask: 0.5556, decode.d2.loss_dice: 0.8756, decode.d3.loss_cls: 0.4192, decode.d3.loss_mask: 0.5538, decode.d3.loss_dice: 0.8569, decode.d4.loss_cls: 0.4060, decode.d4.loss_mask: 0.5517, decode.d4.loss_dice: 0.8576, decode.d5.loss_cls: 0.3967, decode.d5.loss_mask: 0.5508, decode.d5.loss_dice: 0.8570, decode.d6.loss_cls: 0.3913, decode.d6.loss_mask: 0.5503, decode.d6.loss_dice: 0.8497, decode.d7.loss_cls: 0.3967, decode.d7.loss_mask: 0.5503, decode.d7.loss_dice: 0.8517, decode.d8.loss_cls: 0.3916, decode.d8.loss_mask: 0.5490, decode.d8.loss_dice: 0.8491, loss: 19.3587, grad_norm: 60.6375 +2023-11-06 21:26:52,324 - mmseg - INFO - Iter [53450/160000] lr: 6.659e-05, eta: 14:26:54, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3918, decode.loss_mask: 0.6111, decode.loss_dice: 0.8652, decode.d0.loss_cls: 1.3823, decode.d0.loss_mask: 0.6530, decode.d0.loss_dice: 0.9594, decode.d1.loss_cls: 0.4895, decode.d1.loss_mask: 0.6280, decode.d1.loss_dice: 0.9217, decode.d2.loss_cls: 0.4403, decode.d2.loss_mask: 0.6195, decode.d2.loss_dice: 0.8989, decode.d3.loss_cls: 0.4151, decode.d3.loss_mask: 0.6153, decode.d3.loss_dice: 0.8749, decode.d4.loss_cls: 0.4062, decode.d4.loss_mask: 0.6132, decode.d4.loss_dice: 0.8689, decode.d5.loss_cls: 0.3964, decode.d5.loss_mask: 0.6171, decode.d5.loss_dice: 0.8741, decode.d6.loss_cls: 0.3954, decode.d6.loss_mask: 0.6119, decode.d6.loss_dice: 0.8730, decode.d7.loss_cls: 0.3920, decode.d7.loss_mask: 0.6115, decode.d7.loss_dice: 0.8653, decode.d8.loss_cls: 0.3911, decode.d8.loss_mask: 0.6105, decode.d8.loss_dice: 0.8662, loss: 20.1587, grad_norm: 72.8558 +2023-11-06 21:27:14,879 - mmseg - INFO - Iter [53500/160000] lr: 6.656e-05, eta: 14:26:26, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3953, decode.loss_mask: 0.5959, decode.loss_dice: 0.8639, decode.d0.loss_cls: 1.3960, decode.d0.loss_mask: 0.6435, decode.d0.loss_dice: 0.9691, decode.d1.loss_cls: 0.5075, decode.d1.loss_mask: 0.6211, decode.d1.loss_dice: 0.9255, decode.d2.loss_cls: 0.4467, decode.d2.loss_mask: 0.6075, decode.d2.loss_dice: 0.8958, decode.d3.loss_cls: 0.4231, decode.d3.loss_mask: 0.6013, decode.d3.loss_dice: 0.8706, decode.d4.loss_cls: 0.4130, decode.d4.loss_mask: 0.5980, decode.d4.loss_dice: 0.8718, decode.d5.loss_cls: 0.4033, decode.d5.loss_mask: 0.5947, decode.d5.loss_dice: 0.8660, decode.d6.loss_cls: 0.4003, decode.d6.loss_mask: 0.5936, decode.d6.loss_dice: 0.8666, decode.d7.loss_cls: 0.3966, decode.d7.loss_mask: 0.5935, decode.d7.loss_dice: 0.8620, decode.d8.loss_cls: 0.3998, decode.d8.loss_mask: 0.5926, decode.d8.loss_dice: 0.8633, loss: 20.0781, grad_norm: 63.0383 +2023-11-06 21:27:37,707 - mmseg - INFO - Iter [53550/160000] lr: 6.653e-05, eta: 14:25:59, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4120, decode.loss_mask: 0.5945, decode.loss_dice: 0.8711, decode.d0.loss_cls: 1.4213, decode.d0.loss_mask: 0.6384, decode.d0.loss_dice: 0.9775, decode.d1.loss_cls: 0.5136, decode.d1.loss_mask: 0.6141, decode.d1.loss_dice: 0.9296, decode.d2.loss_cls: 0.4644, decode.d2.loss_mask: 0.6028, decode.d2.loss_dice: 0.9066, decode.d3.loss_cls: 0.4417, decode.d3.loss_mask: 0.5998, decode.d3.loss_dice: 0.8849, decode.d4.loss_cls: 0.4283, decode.d4.loss_mask: 0.5961, decode.d4.loss_dice: 0.8819, decode.d5.loss_cls: 0.4207, decode.d5.loss_mask: 0.5960, decode.d5.loss_dice: 0.8837, decode.d6.loss_cls: 0.4176, decode.d6.loss_mask: 0.5907, decode.d6.loss_dice: 0.8721, decode.d7.loss_cls: 0.4143, decode.d7.loss_mask: 0.5931, decode.d7.loss_dice: 0.8710, decode.d8.loss_cls: 0.4105, decode.d8.loss_mask: 0.5938, decode.d8.loss_dice: 0.8745, loss: 20.3164, grad_norm: 62.3338 +2023-11-06 21:28:00,561 - mmseg - INFO - Iter [53600/160000] lr: 6.650e-05, eta: 14:25:31, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4004, decode.loss_mask: 0.5879, decode.loss_dice: 0.8686, decode.d0.loss_cls: 1.4002, decode.d0.loss_mask: 0.6346, decode.d0.loss_dice: 0.9708, decode.d1.loss_cls: 0.5126, decode.d1.loss_mask: 0.6156, decode.d1.loss_dice: 0.9184, decode.d2.loss_cls: 0.4504, decode.d2.loss_mask: 0.6009, decode.d2.loss_dice: 0.8981, decode.d3.loss_cls: 0.4313, decode.d3.loss_mask: 0.5938, decode.d3.loss_dice: 0.8737, decode.d4.loss_cls: 0.4153, decode.d4.loss_mask: 0.5936, decode.d4.loss_dice: 0.8704, decode.d5.loss_cls: 0.4076, decode.d5.loss_mask: 0.5878, decode.d5.loss_dice: 0.8720, decode.d6.loss_cls: 0.4014, decode.d6.loss_mask: 0.5894, decode.d6.loss_dice: 0.8701, decode.d7.loss_cls: 0.3962, decode.d7.loss_mask: 0.5916, decode.d7.loss_dice: 0.8699, decode.d8.loss_cls: 0.3973, decode.d8.loss_mask: 0.5873, decode.d8.loss_dice: 0.8710, loss: 20.0782, grad_norm: 65.2195 +2023-11-06 21:28:23,569 - mmseg - INFO - Iter [53650/160000] lr: 6.647e-05, eta: 14:25:04, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4069, decode.loss_mask: 0.6001, decode.loss_dice: 0.8746, decode.d0.loss_cls: 1.3971, decode.d0.loss_mask: 0.6458, decode.d0.loss_dice: 0.9652, decode.d1.loss_cls: 0.5129, decode.d1.loss_mask: 0.6249, decode.d1.loss_dice: 0.9310, decode.d2.loss_cls: 0.4593, decode.d2.loss_mask: 0.6100, decode.d2.loss_dice: 0.9039, decode.d3.loss_cls: 0.4406, decode.d3.loss_mask: 0.5999, decode.d3.loss_dice: 0.8784, decode.d4.loss_cls: 0.4286, decode.d4.loss_mask: 0.5980, decode.d4.loss_dice: 0.8756, decode.d5.loss_cls: 0.4224, decode.d5.loss_mask: 0.6018, decode.d5.loss_dice: 0.8810, decode.d6.loss_cls: 0.4133, decode.d6.loss_mask: 0.6010, decode.d6.loss_dice: 0.8745, decode.d7.loss_cls: 0.4110, decode.d7.loss_mask: 0.6022, decode.d7.loss_dice: 0.8750, decode.d8.loss_cls: 0.4105, decode.d8.loss_mask: 0.6008, decode.d8.loss_dice: 0.8722, loss: 20.3184, grad_norm: 63.0201 +2023-11-06 21:28:46,216 - mmseg - INFO - Iter [53700/160000] lr: 6.644e-05, eta: 14:24:36, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3973, decode.loss_mask: 0.5703, decode.loss_dice: 0.8474, decode.d0.loss_cls: 1.3795, decode.d0.loss_mask: 0.6084, decode.d0.loss_dice: 0.9471, decode.d1.loss_cls: 0.4852, decode.d1.loss_mask: 0.5907, decode.d1.loss_dice: 0.9016, decode.d2.loss_cls: 0.4396, decode.d2.loss_mask: 0.5842, decode.d2.loss_dice: 0.8763, decode.d3.loss_cls: 0.4165, decode.d3.loss_mask: 0.5724, decode.d3.loss_dice: 0.8524, decode.d4.loss_cls: 0.4165, decode.d4.loss_mask: 0.5710, decode.d4.loss_dice: 0.8495, decode.d5.loss_cls: 0.4108, decode.d5.loss_mask: 0.5685, decode.d5.loss_dice: 0.8489, decode.d6.loss_cls: 0.4049, decode.d6.loss_mask: 0.5710, decode.d6.loss_dice: 0.8520, decode.d7.loss_cls: 0.4037, decode.d7.loss_mask: 0.5725, decode.d7.loss_dice: 0.8507, decode.d8.loss_cls: 0.4014, decode.d8.loss_mask: 0.5712, decode.d8.loss_dice: 0.8475, loss: 19.6089, grad_norm: 66.1013 +2023-11-06 21:29:08,843 - mmseg - INFO - Iter [53750/160000] lr: 6.641e-05, eta: 14:24:08, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3948, decode.loss_mask: 0.6100, decode.loss_dice: 0.8411, decode.d0.loss_cls: 1.4042, decode.d0.loss_mask: 0.6569, decode.d0.loss_dice: 0.9402, decode.d1.loss_cls: 0.4962, decode.d1.loss_mask: 0.6369, decode.d1.loss_dice: 0.9005, decode.d2.loss_cls: 0.4423, decode.d2.loss_mask: 0.6216, decode.d2.loss_dice: 0.8716, decode.d3.loss_cls: 0.4230, decode.d3.loss_mask: 0.6116, decode.d3.loss_dice: 0.8524, decode.d4.loss_cls: 0.4068, decode.d4.loss_mask: 0.6104, decode.d4.loss_dice: 0.8557, decode.d5.loss_cls: 0.4020, decode.d5.loss_mask: 0.6094, decode.d5.loss_dice: 0.8468, decode.d6.loss_cls: 0.3977, decode.d6.loss_mask: 0.6105, decode.d6.loss_dice: 0.8402, decode.d7.loss_cls: 0.3963, decode.d7.loss_mask: 0.6109, decode.d7.loss_dice: 0.8437, decode.d8.loss_cls: 0.3959, decode.d8.loss_mask: 0.6087, decode.d8.loss_dice: 0.8445, loss: 19.9826, grad_norm: 63.5734 +2023-11-06 21:29:31,564 - mmseg - INFO - Iter [53800/160000] lr: 6.638e-05, eta: 14:23:40, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3922, decode.loss_mask: 0.5884, decode.loss_dice: 0.8478, decode.d0.loss_cls: 1.3996, decode.d0.loss_mask: 0.6260, decode.d0.loss_dice: 0.9442, decode.d1.loss_cls: 0.4891, decode.d1.loss_mask: 0.6039, decode.d1.loss_dice: 0.9079, decode.d2.loss_cls: 0.4469, decode.d2.loss_mask: 0.5927, decode.d2.loss_dice: 0.8802, decode.d3.loss_cls: 0.4238, decode.d3.loss_mask: 0.5886, decode.d3.loss_dice: 0.8552, decode.d4.loss_cls: 0.4075, decode.d4.loss_mask: 0.5878, decode.d4.loss_dice: 0.8577, decode.d5.loss_cls: 0.4013, decode.d5.loss_mask: 0.5908, decode.d5.loss_dice: 0.8557, decode.d6.loss_cls: 0.4024, decode.d6.loss_mask: 0.5844, decode.d6.loss_dice: 0.8496, decode.d7.loss_cls: 0.3948, decode.d7.loss_mask: 0.5839, decode.d7.loss_dice: 0.8494, decode.d8.loss_cls: 0.3913, decode.d8.loss_mask: 0.5879, decode.d8.loss_dice: 0.8495, loss: 19.7805, grad_norm: 64.2366 +2023-11-06 21:29:54,220 - mmseg - INFO - Iter [53850/160000] lr: 6.634e-05, eta: 14:23:13, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3969, decode.loss_mask: 0.6195, decode.loss_dice: 0.8938, decode.d0.loss_cls: 1.4046, decode.d0.loss_mask: 0.6669, decode.d0.loss_dice: 1.0053, decode.d1.loss_cls: 0.5028, decode.d1.loss_mask: 0.6508, decode.d1.loss_dice: 0.9671, decode.d2.loss_cls: 0.4511, decode.d2.loss_mask: 0.6367, decode.d2.loss_dice: 0.9307, decode.d3.loss_cls: 0.4254, decode.d3.loss_mask: 0.6250, decode.d3.loss_dice: 0.9083, decode.d4.loss_cls: 0.4127, decode.d4.loss_mask: 0.6276, decode.d4.loss_dice: 0.9092, decode.d5.loss_cls: 0.4069, decode.d5.loss_mask: 0.6278, decode.d5.loss_dice: 0.9055, decode.d6.loss_cls: 0.4056, decode.d6.loss_mask: 0.6232, decode.d6.loss_dice: 0.8995, decode.d7.loss_cls: 0.4043, decode.d7.loss_mask: 0.6229, decode.d7.loss_dice: 0.9025, decode.d8.loss_cls: 0.3984, decode.d8.loss_mask: 0.6227, decode.d8.loss_dice: 0.8976, loss: 20.7514, grad_norm: 71.6791 +2023-11-06 21:30:16,959 - mmseg - INFO - Iter [53900/160000] lr: 6.631e-05, eta: 14:22:45, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3917, decode.loss_mask: 0.5754, decode.loss_dice: 0.8541, decode.d0.loss_cls: 1.4130, decode.d0.loss_mask: 0.6063, decode.d0.loss_dice: 0.9618, decode.d1.loss_cls: 0.4950, decode.d1.loss_mask: 0.5993, decode.d1.loss_dice: 0.9127, decode.d2.loss_cls: 0.4487, decode.d2.loss_mask: 0.5827, decode.d2.loss_dice: 0.8812, decode.d3.loss_cls: 0.4251, decode.d3.loss_mask: 0.5721, decode.d3.loss_dice: 0.8613, decode.d4.loss_cls: 0.4032, decode.d4.loss_mask: 0.5750, decode.d4.loss_dice: 0.8632, decode.d5.loss_cls: 0.4052, decode.d5.loss_mask: 0.5727, decode.d5.loss_dice: 0.8575, decode.d6.loss_cls: 0.4012, decode.d6.loss_mask: 0.5711, decode.d6.loss_dice: 0.8565, decode.d7.loss_cls: 0.3931, decode.d7.loss_mask: 0.5717, decode.d7.loss_dice: 0.8596, decode.d8.loss_cls: 0.3936, decode.d8.loss_mask: 0.5736, decode.d8.loss_dice: 0.8569, loss: 19.7344, grad_norm: 62.3002 +2023-11-06 21:30:39,934 - mmseg - INFO - Iter [53950/160000] lr: 6.628e-05, eta: 14:22:18, time: 0.459, data_time: 0.014, memory: 39436, decode.loss_cls: 0.4090, decode.loss_mask: 0.5604, decode.loss_dice: 0.8464, decode.d0.loss_cls: 1.3851, decode.d0.loss_mask: 0.6015, decode.d0.loss_dice: 0.9527, decode.d1.loss_cls: 0.4940, decode.d1.loss_mask: 0.5796, decode.d1.loss_dice: 0.9144, decode.d2.loss_cls: 0.4500, decode.d2.loss_mask: 0.5684, decode.d2.loss_dice: 0.8787, decode.d3.loss_cls: 0.4326, decode.d3.loss_mask: 0.5624, decode.d3.loss_dice: 0.8535, decode.d4.loss_cls: 0.4165, decode.d4.loss_mask: 0.5638, decode.d4.loss_dice: 0.8592, decode.d5.loss_cls: 0.4143, decode.d5.loss_mask: 0.5601, decode.d5.loss_dice: 0.8573, decode.d6.loss_cls: 0.4065, decode.d6.loss_mask: 0.5601, decode.d6.loss_dice: 0.8518, decode.d7.loss_cls: 0.4049, decode.d7.loss_mask: 0.5609, decode.d7.loss_dice: 0.8513, decode.d8.loss_cls: 0.4121, decode.d8.loss_mask: 0.5580, decode.d8.loss_dice: 0.8486, loss: 19.6143, grad_norm: 65.1061 +2023-11-06 21:31:02,679 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 21:31:02,679 - mmseg - INFO - Iter [54000/160000] lr: 6.625e-05, eta: 14:21:50, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4025, decode.loss_mask: 0.6041, decode.loss_dice: 0.8572, decode.d0.loss_cls: 1.3905, decode.d0.loss_mask: 0.6449, decode.d0.loss_dice: 0.9579, decode.d1.loss_cls: 0.5025, decode.d1.loss_mask: 0.6324, decode.d1.loss_dice: 0.9266, decode.d2.loss_cls: 0.4469, decode.d2.loss_mask: 0.6173, decode.d2.loss_dice: 0.8904, decode.d3.loss_cls: 0.4286, decode.d3.loss_mask: 0.6062, decode.d3.loss_dice: 0.8709, decode.d4.loss_cls: 0.4176, decode.d4.loss_mask: 0.6052, decode.d4.loss_dice: 0.8751, decode.d5.loss_cls: 0.4130, decode.d5.loss_mask: 0.6094, decode.d5.loss_dice: 0.8711, decode.d6.loss_cls: 0.4088, decode.d6.loss_mask: 0.6045, decode.d6.loss_dice: 0.8650, decode.d7.loss_cls: 0.4022, decode.d7.loss_mask: 0.6053, decode.d7.loss_dice: 0.8659, decode.d8.loss_cls: 0.4008, decode.d8.loss_mask: 0.6044, decode.d8.loss_dice: 0.8640, loss: 20.1913, grad_norm: 62.0377 +2023-11-06 21:31:25,410 - mmseg - INFO - Iter [54050/160000] lr: 6.622e-05, eta: 14:21:23, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3849, decode.loss_mask: 0.5767, decode.loss_dice: 0.8674, decode.d0.loss_cls: 1.3612, decode.d0.loss_mask: 0.6164, decode.d0.loss_dice: 0.9644, decode.d1.loss_cls: 0.4810, decode.d1.loss_mask: 0.5976, decode.d1.loss_dice: 0.9332, decode.d2.loss_cls: 0.4322, decode.d2.loss_mask: 0.5847, decode.d2.loss_dice: 0.9032, decode.d3.loss_cls: 0.4146, decode.d3.loss_mask: 0.5774, decode.d3.loss_dice: 0.8850, decode.d4.loss_cls: 0.3982, decode.d4.loss_mask: 0.5751, decode.d4.loss_dice: 0.8823, decode.d5.loss_cls: 0.3900, decode.d5.loss_mask: 0.5746, decode.d5.loss_dice: 0.8818, decode.d6.loss_cls: 0.3904, decode.d6.loss_mask: 0.5738, decode.d6.loss_dice: 0.8736, decode.d7.loss_cls: 0.3831, decode.d7.loss_mask: 0.5737, decode.d7.loss_dice: 0.8751, decode.d8.loss_cls: 0.3823, decode.d8.loss_mask: 0.5731, decode.d8.loss_dice: 0.8728, loss: 19.7799, grad_norm: 57.5287 +2023-11-06 21:31:48,148 - mmseg - INFO - Iter [54100/160000] lr: 6.619e-05, eta: 14:20:55, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4104, decode.loss_mask: 0.5894, decode.loss_dice: 0.8675, decode.d0.loss_cls: 1.4201, decode.d0.loss_mask: 0.6334, decode.d0.loss_dice: 0.9703, decode.d1.loss_cls: 0.5177, decode.d1.loss_mask: 0.6135, decode.d1.loss_dice: 0.9317, decode.d2.loss_cls: 0.4538, decode.d2.loss_mask: 0.6031, decode.d2.loss_dice: 0.8930, decode.d3.loss_cls: 0.4318, decode.d3.loss_mask: 0.5982, decode.d3.loss_dice: 0.8740, decode.d4.loss_cls: 0.4229, decode.d4.loss_mask: 0.5967, decode.d4.loss_dice: 0.8736, decode.d5.loss_cls: 0.4174, decode.d5.loss_mask: 0.5918, decode.d5.loss_dice: 0.8741, decode.d6.loss_cls: 0.4092, decode.d6.loss_mask: 0.5923, decode.d6.loss_dice: 0.8686, decode.d7.loss_cls: 0.4101, decode.d7.loss_mask: 0.5916, decode.d7.loss_dice: 0.8711, decode.d8.loss_cls: 0.4087, decode.d8.loss_mask: 0.5927, decode.d8.loss_dice: 0.8697, loss: 20.1987, grad_norm: 61.6497 +2023-11-06 21:32:10,894 - mmseg - INFO - Iter [54150/160000] lr: 6.616e-05, eta: 14:20:27, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4119, decode.loss_mask: 0.5997, decode.loss_dice: 0.8540, decode.d0.loss_cls: 1.4174, decode.d0.loss_mask: 0.6418, decode.d0.loss_dice: 0.9622, decode.d1.loss_cls: 0.5134, decode.d1.loss_mask: 0.6247, decode.d1.loss_dice: 0.9145, decode.d2.loss_cls: 0.4585, decode.d2.loss_mask: 0.6110, decode.d2.loss_dice: 0.8873, decode.d3.loss_cls: 0.4398, decode.d3.loss_mask: 0.6013, decode.d3.loss_dice: 0.8644, decode.d4.loss_cls: 0.4274, decode.d4.loss_mask: 0.5992, decode.d4.loss_dice: 0.8666, decode.d5.loss_cls: 0.4188, decode.d5.loss_mask: 0.6003, decode.d5.loss_dice: 0.8650, decode.d6.loss_cls: 0.4152, decode.d6.loss_mask: 0.5991, decode.d6.loss_dice: 0.8593, decode.d7.loss_cls: 0.4136, decode.d7.loss_mask: 0.6015, decode.d7.loss_dice: 0.8607, decode.d8.loss_cls: 0.4142, decode.d8.loss_mask: 0.6004, decode.d8.loss_dice: 0.8538, loss: 20.1969, grad_norm: 67.3189 +2023-11-06 21:32:33,597 - mmseg - INFO - Iter [54200/160000] lr: 6.613e-05, eta: 14:20:00, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4010, decode.loss_mask: 0.5818, decode.loss_dice: 0.8438, decode.d0.loss_cls: 1.4173, decode.d0.loss_mask: 0.6280, decode.d0.loss_dice: 0.9527, decode.d1.loss_cls: 0.4956, decode.d1.loss_mask: 0.6028, decode.d1.loss_dice: 0.9019, decode.d2.loss_cls: 0.4431, decode.d2.loss_mask: 0.5911, decode.d2.loss_dice: 0.8697, decode.d3.loss_cls: 0.4243, decode.d3.loss_mask: 0.5844, decode.d3.loss_dice: 0.8504, decode.d4.loss_cls: 0.4072, decode.d4.loss_mask: 0.5852, decode.d4.loss_dice: 0.8545, decode.d5.loss_cls: 0.4065, decode.d5.loss_mask: 0.5846, decode.d5.loss_dice: 0.8489, decode.d6.loss_cls: 0.4051, decode.d6.loss_mask: 0.5843, decode.d6.loss_dice: 0.8381, decode.d7.loss_cls: 0.4049, decode.d7.loss_mask: 0.5842, decode.d7.loss_dice: 0.8435, decode.d8.loss_cls: 0.4007, decode.d8.loss_mask: 0.5849, decode.d8.loss_dice: 0.8444, loss: 19.7648, grad_norm: 57.8968 +2023-11-06 21:32:56,325 - mmseg - INFO - Iter [54250/160000] lr: 6.609e-05, eta: 14:19:32, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3890, decode.loss_mask: 0.5853, decode.loss_dice: 0.8226, decode.d0.loss_cls: 1.3858, decode.d0.loss_mask: 0.6228, decode.d0.loss_dice: 0.9214, decode.d1.loss_cls: 0.4960, decode.d1.loss_mask: 0.6033, decode.d1.loss_dice: 0.8825, decode.d2.loss_cls: 0.4445, decode.d2.loss_mask: 0.5943, decode.d2.loss_dice: 0.8560, decode.d3.loss_cls: 0.4181, decode.d3.loss_mask: 0.5865, decode.d3.loss_dice: 0.8300, decode.d4.loss_cls: 0.3997, decode.d4.loss_mask: 0.5862, decode.d4.loss_dice: 0.8402, decode.d5.loss_cls: 0.3962, decode.d5.loss_mask: 0.5847, decode.d5.loss_dice: 0.8367, decode.d6.loss_cls: 0.3997, decode.d6.loss_mask: 0.5844, decode.d6.loss_dice: 0.8246, decode.d7.loss_cls: 0.3920, decode.d7.loss_mask: 0.5848, decode.d7.loss_dice: 0.8273, decode.d8.loss_cls: 0.3872, decode.d8.loss_mask: 0.5845, decode.d8.loss_dice: 0.8257, loss: 19.4921, grad_norm: 59.6583 +2023-11-06 21:33:19,138 - mmseg - INFO - Iter [54300/160000] lr: 6.606e-05, eta: 14:19:05, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4151, decode.loss_mask: 0.5803, decode.loss_dice: 0.8586, decode.d0.loss_cls: 1.4191, decode.d0.loss_mask: 0.6201, decode.d0.loss_dice: 0.9589, decode.d1.loss_cls: 0.5219, decode.d1.loss_mask: 0.6018, decode.d1.loss_dice: 0.9191, decode.d2.loss_cls: 0.4634, decode.d2.loss_mask: 0.5913, decode.d2.loss_dice: 0.8863, decode.d3.loss_cls: 0.4406, decode.d3.loss_mask: 0.5829, decode.d3.loss_dice: 0.8636, decode.d4.loss_cls: 0.4228, decode.d4.loss_mask: 0.5846, decode.d4.loss_dice: 0.8653, decode.d5.loss_cls: 0.4272, decode.d5.loss_mask: 0.5845, decode.d5.loss_dice: 0.8667, decode.d6.loss_cls: 0.4248, decode.d6.loss_mask: 0.5819, decode.d6.loss_dice: 0.8579, decode.d7.loss_cls: 0.4241, decode.d7.loss_mask: 0.5813, decode.d7.loss_dice: 0.8638, decode.d8.loss_cls: 0.4186, decode.d8.loss_mask: 0.5829, decode.d8.loss_dice: 0.8611, loss: 20.0703, grad_norm: 65.3202 +2023-11-06 21:33:44,137 - mmseg - INFO - Iter [54350/160000] lr: 6.603e-05, eta: 14:18:41, time: 0.500, data_time: 0.058, memory: 39436, decode.loss_cls: 0.3901, decode.loss_mask: 0.5756, decode.loss_dice: 0.8358, decode.d0.loss_cls: 1.4214, decode.d0.loss_mask: 0.6265, decode.d0.loss_dice: 0.9401, decode.d1.loss_cls: 0.4900, decode.d1.loss_mask: 0.6056, decode.d1.loss_dice: 0.8960, decode.d2.loss_cls: 0.4399, decode.d2.loss_mask: 0.5874, decode.d2.loss_dice: 0.8650, decode.d3.loss_cls: 0.4175, decode.d3.loss_mask: 0.5805, decode.d3.loss_dice: 0.8394, decode.d4.loss_cls: 0.4034, decode.d4.loss_mask: 0.5802, decode.d4.loss_dice: 0.8442, decode.d5.loss_cls: 0.3932, decode.d5.loss_mask: 0.5792, decode.d5.loss_dice: 0.8458, decode.d6.loss_cls: 0.3984, decode.d6.loss_mask: 0.5769, decode.d6.loss_dice: 0.8388, decode.d7.loss_cls: 0.3894, decode.d7.loss_mask: 0.5769, decode.d7.loss_dice: 0.8404, decode.d8.loss_cls: 0.3897, decode.d8.loss_mask: 0.5771, decode.d8.loss_dice: 0.8385, loss: 19.5832, grad_norm: 62.5196 +2023-11-06 21:34:06,880 - mmseg - INFO - Iter [54400/160000] lr: 6.600e-05, eta: 14:18:14, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3680, decode.loss_mask: 0.5960, decode.loss_dice: 0.8577, decode.d0.loss_cls: 1.3463, decode.d0.loss_mask: 0.6378, decode.d0.loss_dice: 0.9441, decode.d1.loss_cls: 0.4662, decode.d1.loss_mask: 0.6163, decode.d1.loss_dice: 0.9107, decode.d2.loss_cls: 0.4281, decode.d2.loss_mask: 0.6026, decode.d2.loss_dice: 0.8865, decode.d3.loss_cls: 0.4032, decode.d3.loss_mask: 0.5992, decode.d3.loss_dice: 0.8619, decode.d4.loss_cls: 0.3832, decode.d4.loss_mask: 0.6004, decode.d4.loss_dice: 0.8667, decode.d5.loss_cls: 0.3788, decode.d5.loss_mask: 0.5966, decode.d5.loss_dice: 0.8632, decode.d6.loss_cls: 0.3708, decode.d6.loss_mask: 0.5943, decode.d6.loss_dice: 0.8583, decode.d7.loss_cls: 0.3684, decode.d7.loss_mask: 0.5973, decode.d7.loss_dice: 0.8575, decode.d8.loss_cls: 0.3701, decode.d8.loss_mask: 0.5950, decode.d8.loss_dice: 0.8570, loss: 19.6821, grad_norm: 66.6172 +2023-11-06 21:34:29,662 - mmseg - INFO - Iter [54450/160000] lr: 6.597e-05, eta: 14:17:46, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4008, decode.loss_mask: 0.5908, decode.loss_dice: 0.8747, decode.d0.loss_cls: 1.3873, decode.d0.loss_mask: 0.6250, decode.d0.loss_dice: 0.9614, decode.d1.loss_cls: 0.5046, decode.d1.loss_mask: 0.6108, decode.d1.loss_dice: 0.9278, decode.d2.loss_cls: 0.4519, decode.d2.loss_mask: 0.5976, decode.d2.loss_dice: 0.9020, decode.d3.loss_cls: 0.4315, decode.d3.loss_mask: 0.5917, decode.d3.loss_dice: 0.8838, decode.d4.loss_cls: 0.4202, decode.d4.loss_mask: 0.5904, decode.d4.loss_dice: 0.8786, decode.d5.loss_cls: 0.4154, decode.d5.loss_mask: 0.5891, decode.d5.loss_dice: 0.8787, decode.d6.loss_cls: 0.4125, decode.d6.loss_mask: 0.5894, decode.d6.loss_dice: 0.8735, decode.d7.loss_cls: 0.4029, decode.d7.loss_mask: 0.5913, decode.d7.loss_dice: 0.8757, decode.d8.loss_cls: 0.4038, decode.d8.loss_mask: 0.5915, decode.d8.loss_dice: 0.8768, loss: 20.1314, grad_norm: 63.4099 +2023-11-06 21:34:52,451 - mmseg - INFO - Iter [54500/160000] lr: 6.594e-05, eta: 14:17:19, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3926, decode.loss_mask: 0.5991, decode.loss_dice: 0.8464, decode.d0.loss_cls: 1.3833, decode.d0.loss_mask: 0.6409, decode.d0.loss_dice: 0.9466, decode.d1.loss_cls: 0.4922, decode.d1.loss_mask: 0.6197, decode.d1.loss_dice: 0.9055, decode.d2.loss_cls: 0.4371, decode.d2.loss_mask: 0.6104, decode.d2.loss_dice: 0.8759, decode.d3.loss_cls: 0.4190, decode.d3.loss_mask: 0.6058, decode.d3.loss_dice: 0.8600, decode.d4.loss_cls: 0.4117, decode.d4.loss_mask: 0.6063, decode.d4.loss_dice: 0.8586, decode.d5.loss_cls: 0.3988, decode.d5.loss_mask: 0.6077, decode.d5.loss_dice: 0.8616, decode.d6.loss_cls: 0.4023, decode.d6.loss_mask: 0.6036, decode.d6.loss_dice: 0.8563, decode.d7.loss_cls: 0.3944, decode.d7.loss_mask: 0.6037, decode.d7.loss_dice: 0.8567, decode.d8.loss_cls: 0.3939, decode.d8.loss_mask: 0.6050, decode.d8.loss_dice: 0.8527, loss: 19.9476, grad_norm: 73.1399 +2023-11-06 21:35:15,113 - mmseg - INFO - Iter [54550/160000] lr: 6.591e-05, eta: 14:16:51, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3653, decode.loss_mask: 0.5698, decode.loss_dice: 0.8342, decode.d0.loss_cls: 1.3637, decode.d0.loss_mask: 0.6099, decode.d0.loss_dice: 0.9383, decode.d1.loss_cls: 0.4781, decode.d1.loss_mask: 0.5943, decode.d1.loss_dice: 0.8977, decode.d2.loss_cls: 0.4204, decode.d2.loss_mask: 0.5755, decode.d2.loss_dice: 0.8649, decode.d3.loss_cls: 0.3909, decode.d3.loss_mask: 0.5748, decode.d3.loss_dice: 0.8514, decode.d4.loss_cls: 0.3754, decode.d4.loss_mask: 0.5745, decode.d4.loss_dice: 0.8510, decode.d5.loss_cls: 0.3738, decode.d5.loss_mask: 0.5703, decode.d5.loss_dice: 0.8459, decode.d6.loss_cls: 0.3664, decode.d6.loss_mask: 0.5678, decode.d6.loss_dice: 0.8387, decode.d7.loss_cls: 0.3643, decode.d7.loss_mask: 0.5709, decode.d7.loss_dice: 0.8416, decode.d8.loss_cls: 0.3671, decode.d8.loss_mask: 0.5695, decode.d8.loss_dice: 0.8388, loss: 19.2452, grad_norm: 65.0050 +2023-11-06 21:35:37,804 - mmseg - INFO - Iter [54600/160000] lr: 6.588e-05, eta: 14:16:24, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3924, decode.loss_mask: 0.5929, decode.loss_dice: 0.8763, decode.d0.loss_cls: 1.4273, decode.d0.loss_mask: 0.6325, decode.d0.loss_dice: 0.9681, decode.d1.loss_cls: 0.4938, decode.d1.loss_mask: 0.6142, decode.d1.loss_dice: 0.9475, decode.d2.loss_cls: 0.4431, decode.d2.loss_mask: 0.6039, decode.d2.loss_dice: 0.9047, decode.d3.loss_cls: 0.4181, decode.d3.loss_mask: 0.5938, decode.d3.loss_dice: 0.8859, decode.d4.loss_cls: 0.4011, decode.d4.loss_mask: 0.5921, decode.d4.loss_dice: 0.8843, decode.d5.loss_cls: 0.4017, decode.d5.loss_mask: 0.5872, decode.d5.loss_dice: 0.8890, decode.d6.loss_cls: 0.3945, decode.d6.loss_mask: 0.5885, decode.d6.loss_dice: 0.8771, decode.d7.loss_cls: 0.3943, decode.d7.loss_mask: 0.5896, decode.d7.loss_dice: 0.8733, decode.d8.loss_cls: 0.3934, decode.d8.loss_mask: 0.5918, decode.d8.loss_dice: 0.8787, loss: 20.1312, grad_norm: 67.6592 +2023-11-06 21:36:00,437 - mmseg - INFO - Iter [54650/160000] lr: 6.584e-05, eta: 14:15:56, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4001, decode.loss_mask: 0.5650, decode.loss_dice: 0.8630, decode.d0.loss_cls: 1.4080, decode.d0.loss_mask: 0.6077, decode.d0.loss_dice: 0.9739, decode.d1.loss_cls: 0.5137, decode.d1.loss_mask: 0.5855, decode.d1.loss_dice: 0.9287, decode.d2.loss_cls: 0.4525, decode.d2.loss_mask: 0.5765, decode.d2.loss_dice: 0.8932, decode.d3.loss_cls: 0.4234, decode.d3.loss_mask: 0.5743, decode.d3.loss_dice: 0.8714, decode.d4.loss_cls: 0.4105, decode.d4.loss_mask: 0.5725, decode.d4.loss_dice: 0.8719, decode.d5.loss_cls: 0.4037, decode.d5.loss_mask: 0.5752, decode.d5.loss_dice: 0.8693, decode.d6.loss_cls: 0.4017, decode.d6.loss_mask: 0.5711, decode.d6.loss_dice: 0.8655, decode.d7.loss_cls: 0.3991, decode.d7.loss_mask: 0.5689, decode.d7.loss_dice: 0.8670, decode.d8.loss_cls: 0.4030, decode.d8.loss_mask: 0.5669, decode.d8.loss_dice: 0.8659, loss: 19.8490, grad_norm: 64.6586 +2023-11-06 21:36:23,044 - mmseg - INFO - Iter [54700/160000] lr: 6.581e-05, eta: 14:15:28, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3572, decode.loss_mask: 0.5696, decode.loss_dice: 0.8482, decode.d0.loss_cls: 1.3836, decode.d0.loss_mask: 0.6100, decode.d0.loss_dice: 0.9430, decode.d1.loss_cls: 0.4615, decode.d1.loss_mask: 0.5969, decode.d1.loss_dice: 0.9087, decode.d2.loss_cls: 0.4082, decode.d2.loss_mask: 0.5811, decode.d2.loss_dice: 0.8758, decode.d3.loss_cls: 0.3769, decode.d3.loss_mask: 0.5743, decode.d3.loss_dice: 0.8544, decode.d4.loss_cls: 0.3619, decode.d4.loss_mask: 0.5723, decode.d4.loss_dice: 0.8572, decode.d5.loss_cls: 0.3628, decode.d5.loss_mask: 0.5741, decode.d5.loss_dice: 0.8576, decode.d6.loss_cls: 0.3593, decode.d6.loss_mask: 0.5700, decode.d6.loss_dice: 0.8525, decode.d7.loss_cls: 0.3540, decode.d7.loss_mask: 0.5702, decode.d7.loss_dice: 0.8554, decode.d8.loss_cls: 0.3570, decode.d8.loss_mask: 0.5695, decode.d8.loss_dice: 0.8543, loss: 19.2778, grad_norm: 62.8897 +2023-11-06 21:36:45,821 - mmseg - INFO - Iter [54750/160000] lr: 6.578e-05, eta: 14:15:01, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4014, decode.loss_mask: 0.5790, decode.loss_dice: 0.8625, decode.d0.loss_cls: 1.3890, decode.d0.loss_mask: 0.6191, decode.d0.loss_dice: 0.9654, decode.d1.loss_cls: 0.4993, decode.d1.loss_mask: 0.6016, decode.d1.loss_dice: 0.9237, decode.d2.loss_cls: 0.4521, decode.d2.loss_mask: 0.5865, decode.d2.loss_dice: 0.8866, decode.d3.loss_cls: 0.4265, decode.d3.loss_mask: 0.5824, decode.d3.loss_dice: 0.8680, decode.d4.loss_cls: 0.4106, decode.d4.loss_mask: 0.5848, decode.d4.loss_dice: 0.8675, decode.d5.loss_cls: 0.4118, decode.d5.loss_mask: 0.5820, decode.d5.loss_dice: 0.8658, decode.d6.loss_cls: 0.4108, decode.d6.loss_mask: 0.5805, decode.d6.loss_dice: 0.8647, decode.d7.loss_cls: 0.4074, decode.d7.loss_mask: 0.5797, decode.d7.loss_dice: 0.8618, decode.d8.loss_cls: 0.4027, decode.d8.loss_mask: 0.5796, decode.d8.loss_dice: 0.8646, loss: 19.9174, grad_norm: 60.3272 +2023-11-06 21:37:30,189 - mmseg - INFO - Iter [54800/160000] lr: 6.575e-05, eta: 14:15:15, time: 0.887, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3948, decode.loss_mask: 0.5738, decode.loss_dice: 0.8627, decode.d0.loss_cls: 1.3881, decode.d0.loss_mask: 0.6156, decode.d0.loss_dice: 0.9587, decode.d1.loss_cls: 0.4871, decode.d1.loss_mask: 0.5954, decode.d1.loss_dice: 0.9283, decode.d2.loss_cls: 0.4450, decode.d2.loss_mask: 0.5826, decode.d2.loss_dice: 0.8851, decode.d3.loss_cls: 0.4262, decode.d3.loss_mask: 0.5747, decode.d3.loss_dice: 0.8721, decode.d4.loss_cls: 0.4136, decode.d4.loss_mask: 0.5733, decode.d4.loss_dice: 0.8700, decode.d5.loss_cls: 0.4002, decode.d5.loss_mask: 0.5737, decode.d5.loss_dice: 0.8690, decode.d6.loss_cls: 0.4020, decode.d6.loss_mask: 0.5746, decode.d6.loss_dice: 0.8641, decode.d7.loss_cls: 0.3991, decode.d7.loss_mask: 0.5755, decode.d7.loss_dice: 0.8634, decode.d8.loss_cls: 0.3895, decode.d8.loss_mask: 0.5742, decode.d8.loss_dice: 0.8642, loss: 19.7965, grad_norm: 61.9341 +2023-11-06 21:38:06,854 - mmseg - INFO - Iter [54850/160000] lr: 6.572e-05, eta: 14:15:14, time: 0.733, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3915, decode.loss_mask: 0.5803, decode.loss_dice: 0.8628, decode.d0.loss_cls: 1.3646, decode.d0.loss_mask: 0.6262, decode.d0.loss_dice: 0.9625, decode.d1.loss_cls: 0.4868, decode.d1.loss_mask: 0.6105, decode.d1.loss_dice: 0.9260, decode.d2.loss_cls: 0.4359, decode.d2.loss_mask: 0.5929, decode.d2.loss_dice: 0.8925, decode.d3.loss_cls: 0.4180, decode.d3.loss_mask: 0.5868, decode.d3.loss_dice: 0.8695, decode.d4.loss_cls: 0.4019, decode.d4.loss_mask: 0.5901, decode.d4.loss_dice: 0.8644, decode.d5.loss_cls: 0.4012, decode.d5.loss_mask: 0.5805, decode.d5.loss_dice: 0.8685, decode.d6.loss_cls: 0.4010, decode.d6.loss_mask: 0.5788, decode.d6.loss_dice: 0.8603, decode.d7.loss_cls: 0.3940, decode.d7.loss_mask: 0.5803, decode.d7.loss_dice: 0.8618, decode.d8.loss_cls: 0.3966, decode.d8.loss_mask: 0.5792, decode.d8.loss_dice: 0.8567, loss: 19.8221, grad_norm: 66.1399 +2023-11-06 21:38:29,604 - mmseg - INFO - Iter [54900/160000] lr: 6.569e-05, eta: 14:14:46, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3940, decode.loss_mask: 0.5735, decode.loss_dice: 0.8586, decode.d0.loss_cls: 1.4084, decode.d0.loss_mask: 0.6116, decode.d0.loss_dice: 0.9513, decode.d1.loss_cls: 0.4923, decode.d1.loss_mask: 0.5987, decode.d1.loss_dice: 0.9173, decode.d2.loss_cls: 0.4324, decode.d2.loss_mask: 0.5861, decode.d2.loss_dice: 0.8909, decode.d3.loss_cls: 0.4219, decode.d3.loss_mask: 0.5737, decode.d3.loss_dice: 0.8656, decode.d4.loss_cls: 0.3998, decode.d4.loss_mask: 0.5735, decode.d4.loss_dice: 0.8664, decode.d5.loss_cls: 0.3948, decode.d5.loss_mask: 0.5743, decode.d5.loss_dice: 0.8629, decode.d6.loss_cls: 0.4012, decode.d6.loss_mask: 0.5710, decode.d6.loss_dice: 0.8595, decode.d7.loss_cls: 0.3910, decode.d7.loss_mask: 0.5745, decode.d7.loss_dice: 0.8592, decode.d8.loss_cls: 0.3883, decode.d8.loss_mask: 0.5741, decode.d8.loss_dice: 0.8583, loss: 19.7251, grad_norm: 58.9983 +2023-11-06 21:38:52,147 - mmseg - INFO - Iter [54950/160000] lr: 6.566e-05, eta: 14:14:18, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4137, decode.loss_mask: 0.5827, decode.loss_dice: 0.8672, decode.d0.loss_cls: 1.4450, decode.d0.loss_mask: 0.6220, decode.d0.loss_dice: 0.9753, decode.d1.loss_cls: 0.5250, decode.d1.loss_mask: 0.6004, decode.d1.loss_dice: 0.9302, decode.d2.loss_cls: 0.4607, decode.d2.loss_mask: 0.5913, decode.d2.loss_dice: 0.9042, decode.d3.loss_cls: 0.4395, decode.d3.loss_mask: 0.5865, decode.d3.loss_dice: 0.8760, decode.d4.loss_cls: 0.4271, decode.d4.loss_mask: 0.5884, decode.d4.loss_dice: 0.8709, decode.d5.loss_cls: 0.4275, decode.d5.loss_mask: 0.5866, decode.d5.loss_dice: 0.8739, decode.d6.loss_cls: 0.4246, decode.d6.loss_mask: 0.5822, decode.d6.loss_dice: 0.8647, decode.d7.loss_cls: 0.4177, decode.d7.loss_mask: 0.5843, decode.d7.loss_dice: 0.8692, decode.d8.loss_cls: 0.4164, decode.d8.loss_mask: 0.5815, decode.d8.loss_dice: 0.8700, loss: 20.2049, grad_norm: 66.9650 +2023-11-06 21:39:14,724 - mmseg - INFO - Saving checkpoint at 55000 iterations +2023-11-06 21:39:17,237 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 21:39:17,237 - mmseg - INFO - Iter [55000/160000] lr: 6.563e-05, eta: 14:13:55, time: 0.502, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3965, decode.loss_mask: 0.5702, decode.loss_dice: 0.8532, decode.d0.loss_cls: 1.4160, decode.d0.loss_mask: 0.6111, decode.d0.loss_dice: 0.9574, decode.d1.loss_cls: 0.4869, decode.d1.loss_mask: 0.5999, decode.d1.loss_dice: 0.9201, decode.d2.loss_cls: 0.4414, decode.d2.loss_mask: 0.5848, decode.d2.loss_dice: 0.8832, decode.d3.loss_cls: 0.4267, decode.d3.loss_mask: 0.5758, decode.d3.loss_dice: 0.8587, decode.d4.loss_cls: 0.4085, decode.d4.loss_mask: 0.5732, decode.d4.loss_dice: 0.8616, decode.d5.loss_cls: 0.4088, decode.d5.loss_mask: 0.5725, decode.d5.loss_dice: 0.8560, decode.d6.loss_cls: 0.4039, decode.d6.loss_mask: 0.5742, decode.d6.loss_dice: 0.8556, decode.d7.loss_cls: 0.3983, decode.d7.loss_mask: 0.5720, decode.d7.loss_dice: 0.8525, decode.d8.loss_cls: 0.3931, decode.d8.loss_mask: 0.5734, decode.d8.loss_dice: 0.8538, loss: 19.7392, grad_norm: 65.7337 +2023-11-06 21:39:37,083 - mmseg - INFO - per class results: +2023-11-06 21:39:37,089 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.53 | 87.54 | +| building | 83.11 | 92.68 | +| sky | 94.42 | 97.45 | +| floor | 82.37 | 90.32 | +| tree | 76.16 | 86.58 | +| ceiling | 84.1 | 91.55 | +| road | 83.56 | 91.3 | +| bed | 90.82 | 94.96 | +| windowpane | 62.39 | 81.02 | +| grass | 67.51 | 80.12 | +| cabinet | 60.66 | 72.46 | +| sidewalk | 66.84 | 83.48 | +| person | 84.84 | 92.38 | +| earth | 33.66 | 41.65 | +| door | 49.79 | 66.56 | +| table | 64.24 | 76.12 | +| mountain | 61.55 | 74.4 | +| plant | 56.14 | 70.68 | +| curtain | 75.87 | 83.7 | +| chair | 62.41 | 72.7 | +| car | 85.75 | 91.54 | +| water | 59.01 | 80.85 | +| painting | 71.47 | 88.05 | +| sofa | 69.79 | 86.75 | +| shelf | 32.91 | 43.46 | +| house | 48.4 | 63.46 | +| sea | 62.38 | 77.12 | +| mirror | 70.42 | 80.3 | +| rug | 67.91 | 82.24 | +| field | 34.85 | 67.24 | +| armchair | 46.94 | 67.36 | +| seat | 57.43 | 86.41 | +| fence | 51.99 | 71.58 | +| desk | 45.51 | 69.46 | +| rock | 42.06 | 66.28 | +| wardrobe | 42.92 | 65.67 | +| lamp | 68.82 | 85.92 | +| bathtub | 76.68 | 86.95 | +| railing | 37.69 | 61.17 | +| cushion | 57.95 | 71.18 | +| base | 26.36 | 41.0 | +| box | 30.58 | 42.18 | +| column | 53.81 | 64.02 | +| signboard | 37.78 | 59.1 | +| chest of drawers | 49.08 | 82.64 | +| counter | 42.0 | 65.61 | +| sand | 33.67 | 48.45 | +| sink | 72.41 | 83.17 | +| skyscraper | 32.57 | 40.32 | +| fireplace | 75.0 | 86.09 | +| refrigerator | 87.43 | 94.9 | +| grandstand | 52.97 | 70.06 | +| path | 17.05 | 25.77 | +| stairs | 26.31 | 30.57 | +| runway | 70.58 | 90.77 | +| case | 43.06 | 61.99 | +| pool table | 94.38 | 97.43 | +| pillow | 55.99 | 71.7 | +| screen door | 68.64 | 89.89 | +| stairway | 23.71 | 49.01 | +| river | 23.35 | 27.81 | +| bridge | 64.41 | 84.47 | +| bookcase | 32.82 | 60.03 | +| blind | 45.0 | 54.34 | +| coffee table | 59.76 | 85.35 | +| toilet | 85.36 | 92.24 | +| flower | 39.91 | 54.03 | +| book | 53.08 | 77.5 | +| hill | 5.63 | 12.2 | +| bench | 42.55 | 54.16 | +| countertop | 59.0 | 66.67 | +| stove | 77.59 | 88.1 | +| palm | 53.85 | 74.11 | +| kitchen island | 42.92 | 92.88 | +| computer | 72.91 | 80.02 | +| swivel chair | 45.07 | 79.66 | +| boat | 44.26 | 55.11 | +| bar | 29.78 | 32.57 | +| arcade machine | 52.28 | 58.91 | +| hovel | 6.67 | 7.33 | +| bus | 89.77 | 96.11 | +| towel | 61.19 | 83.15 | +| light | 60.86 | 78.58 | +| truck | 31.09 | 53.24 | +| tower | 33.99 | 52.04 | +| chandelier | 67.84 | 78.71 | +| awning | 33.0 | 40.81 | +| streetlight | 34.89 | 60.97 | +| booth | 40.08 | 68.86 | +| television receiver | 65.93 | 84.34 | +| airplane | 58.76 | 71.22 | +| dirt track | 13.12 | 13.78 | +| apparel | 30.77 | 69.46 | +| pole | 24.47 | 34.48 | +| land | 1.73 | 4.08 | +| bannister | 19.43 | 32.0 | +| escalator | 28.72 | 29.84 | +| ottoman | 46.4 | 61.59 | +| bottle | 27.25 | 37.56 | +| buffet | 40.3 | 59.44 | +| poster | 25.54 | 41.36 | +| stage | 15.26 | 30.11 | +| van | 47.14 | 76.74 | +| ship | 7.2 | 10.62 | +| fountain | 20.66 | 21.77 | +| conveyer belt | 66.98 | 94.59 | +| canopy | 30.52 | 31.72 | +| washer | 64.77 | 75.19 | +| plaything | 19.1 | 29.68 | +| swimming pool | 48.04 | 60.92 | +| stool | 49.17 | 73.35 | +| barrel | 85.46 | 98.08 | +| basket | 33.72 | 56.09 | +| waterfall | 51.53 | 70.27 | +| tent | 93.78 | 98.36 | +| bag | 20.12 | 28.52 | +| minibike | 73.56 | 88.68 | +| cradle | 77.29 | 97.38 | +| oven | 24.93 | 70.5 | +| ball | 47.95 | 58.41 | +| food | 66.38 | 85.02 | +| step | 34.58 | 44.46 | +| tank | 39.0 | 44.5 | +| trade name | 23.05 | 29.41 | +| microwave | 43.17 | 47.8 | +| pot | 43.4 | 50.49 | +| animal | 71.77 | 77.55 | +| bicycle | 60.52 | 84.84 | +| lake | 0.0 | 0.0 | +| dishwasher | 71.15 | 83.87 | +| screen | 55.6 | 89.24 | +| blanket | 33.51 | 41.21 | +| sculpture | 65.9 | 86.84 | +| hood | 79.56 | 90.77 | +| sconce | 50.23 | 66.81 | +| vase | 51.64 | 67.87 | +| traffic light | 39.91 | 67.42 | +| tray | 19.45 | 29.73 | +| ashcan | 41.77 | 61.66 | +| fan | 69.92 | 81.95 | +| pier | 2.48 | 2.86 | +| crt screen | 4.91 | 17.22 | +| plate | 61.57 | 82.08 | +| monitor | 9.67 | 13.82 | +| bulletin board | 38.79 | 58.83 | +| shower | 12.94 | 21.71 | +| radiator | 57.62 | 71.62 | +| glass | 21.88 | 26.18 | +| clock | 52.37 | 64.0 | +| flag | 49.24 | 55.43 | ++---------------------+-------+-------+ +2023-11-06 21:39:37,089 - mmseg - INFO - Summary: +2023-11-06 21:39:37,089 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 83.54 | 49.76 | 64.14 | ++-------+-------+-------+ +2023-11-06 21:39:37,090 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 21:39:37,090 - mmseg - INFO - Iter(val) [250] aAcc: 0.8354, mIoU: 0.4976, mAcc: 0.6414, IoU.wall: 0.7953, IoU.building: 0.8311, IoU.sky: 0.9442, IoU.floor: 0.8237, IoU.tree: 0.7616, IoU.ceiling: 0.8410, IoU.road: 0.8356, IoU.bed : 0.9082, IoU.windowpane: 0.6239, IoU.grass: 0.6751, IoU.cabinet: 0.6066, IoU.sidewalk: 0.6684, IoU.person: 0.8484, IoU.earth: 0.3366, IoU.door: 0.4979, IoU.table: 0.6424, IoU.mountain: 0.6155, IoU.plant: 0.5614, IoU.curtain: 0.7587, IoU.chair: 0.6241, IoU.car: 0.8575, IoU.water: 0.5901, IoU.painting: 0.7147, IoU.sofa: 0.6979, IoU.shelf: 0.3291, IoU.house: 0.4840, IoU.sea: 0.6238, IoU.mirror: 0.7042, IoU.rug: 0.6791, IoU.field: 0.3485, IoU.armchair: 0.4694, IoU.seat: 0.5743, IoU.fence: 0.5199, IoU.desk: 0.4551, IoU.rock: 0.4206, IoU.wardrobe: 0.4292, IoU.lamp: 0.6882, IoU.bathtub: 0.7668, IoU.railing: 0.3769, IoU.cushion: 0.5795, IoU.base: 0.2636, IoU.box: 0.3058, IoU.column: 0.5381, IoU.signboard: 0.3778, IoU.chest of drawers: 0.4908, IoU.counter: 0.4200, IoU.sand: 0.3367, IoU.sink: 0.7241, IoU.skyscraper: 0.3257, IoU.fireplace: 0.7500, IoU.refrigerator: 0.8743, IoU.grandstand: 0.5297, IoU.path: 0.1705, IoU.stairs: 0.2631, IoU.runway: 0.7058, IoU.case: 0.4306, IoU.pool table: 0.9438, IoU.pillow: 0.5599, IoU.screen door: 0.6864, IoU.stairway: 0.2371, IoU.river: 0.2335, IoU.bridge: 0.6441, IoU.bookcase: 0.3282, IoU.blind: 0.4500, IoU.coffee table: 0.5976, IoU.toilet: 0.8536, IoU.flower: 0.3991, IoU.book: 0.5308, IoU.hill: 0.0563, IoU.bench: 0.4255, IoU.countertop: 0.5900, IoU.stove: 0.7759, IoU.palm: 0.5385, IoU.kitchen island: 0.4292, IoU.computer: 0.7291, IoU.swivel chair: 0.4507, IoU.boat: 0.4426, IoU.bar: 0.2978, IoU.arcade machine: 0.5228, IoU.hovel: 0.0667, IoU.bus: 0.8977, IoU.towel: 0.6119, IoU.light: 0.6086, IoU.truck: 0.3109, IoU.tower: 0.3399, IoU.chandelier: 0.6784, IoU.awning: 0.3300, IoU.streetlight: 0.3489, IoU.booth: 0.4008, IoU.television receiver: 0.6593, IoU.airplane: 0.5876, IoU.dirt track: 0.1312, IoU.apparel: 0.3077, IoU.pole: 0.2447, IoU.land: 0.0173, IoU.bannister: 0.1943, IoU.escalator: 0.2872, IoU.ottoman: 0.4640, IoU.bottle: 0.2725, IoU.buffet: 0.4030, IoU.poster: 0.2554, IoU.stage: 0.1526, IoU.van: 0.4714, IoU.ship: 0.0720, IoU.fountain: 0.2066, IoU.conveyer belt: 0.6698, IoU.canopy: 0.3052, IoU.washer: 0.6477, IoU.plaything: 0.1910, IoU.swimming pool: 0.4804, IoU.stool: 0.4917, IoU.barrel: 0.8546, IoU.basket: 0.3372, IoU.waterfall: 0.5153, IoU.tent: 0.9378, IoU.bag: 0.2012, IoU.minibike: 0.7356, IoU.cradle: 0.7729, IoU.oven: 0.2493, IoU.ball: 0.4795, IoU.food: 0.6638, IoU.step: 0.3458, IoU.tank: 0.3900, IoU.trade name: 0.2305, IoU.microwave: 0.4317, IoU.pot: 0.4340, IoU.animal: 0.7177, IoU.bicycle: 0.6052, IoU.lake: 0.0000, IoU.dishwasher: 0.7115, IoU.screen: 0.5560, IoU.blanket: 0.3351, IoU.sculpture: 0.6590, IoU.hood: 0.7956, IoU.sconce: 0.5023, IoU.vase: 0.5164, IoU.traffic light: 0.3991, IoU.tray: 0.1945, IoU.ashcan: 0.4177, IoU.fan: 0.6992, IoU.pier: 0.0248, IoU.crt screen: 0.0491, IoU.plate: 0.6157, IoU.monitor: 0.0967, IoU.bulletin board: 0.3879, IoU.shower: 0.1294, IoU.radiator: 0.5762, IoU.glass: 0.2188, IoU.clock: 0.5237, IoU.flag: 0.4924, Acc.wall: 0.8754, Acc.building: 0.9268, Acc.sky: 0.9745, Acc.floor: 0.9032, Acc.tree: 0.8658, Acc.ceiling: 0.9155, Acc.road: 0.9130, Acc.bed : 0.9496, Acc.windowpane: 0.8102, Acc.grass: 0.8012, Acc.cabinet: 0.7246, Acc.sidewalk: 0.8348, Acc.person: 0.9238, Acc.earth: 0.4165, Acc.door: 0.6656, Acc.table: 0.7612, Acc.mountain: 0.7440, Acc.plant: 0.7068, Acc.curtain: 0.8370, Acc.chair: 0.7270, Acc.car: 0.9154, Acc.water: 0.8085, Acc.painting: 0.8805, Acc.sofa: 0.8675, Acc.shelf: 0.4346, Acc.house: 0.6346, Acc.sea: 0.7712, Acc.mirror: 0.8030, Acc.rug: 0.8224, Acc.field: 0.6724, Acc.armchair: 0.6736, Acc.seat: 0.8641, Acc.fence: 0.7158, Acc.desk: 0.6946, Acc.rock: 0.6628, Acc.wardrobe: 0.6567, Acc.lamp: 0.8592, Acc.bathtub: 0.8695, Acc.railing: 0.6117, Acc.cushion: 0.7118, Acc.base: 0.4100, Acc.box: 0.4218, Acc.column: 0.6402, Acc.signboard: 0.5910, Acc.chest of drawers: 0.8264, Acc.counter: 0.6561, Acc.sand: 0.4845, Acc.sink: 0.8317, Acc.skyscraper: 0.4032, Acc.fireplace: 0.8609, Acc.refrigerator: 0.9490, Acc.grandstand: 0.7006, Acc.path: 0.2577, Acc.stairs: 0.3057, Acc.runway: 0.9077, Acc.case: 0.6199, Acc.pool table: 0.9743, Acc.pillow: 0.7170, Acc.screen door: 0.8989, Acc.stairway: 0.4901, Acc.river: 0.2781, Acc.bridge: 0.8447, Acc.bookcase: 0.6003, Acc.blind: 0.5434, Acc.coffee table: 0.8535, Acc.toilet: 0.9224, Acc.flower: 0.5403, Acc.book: 0.7750, Acc.hill: 0.1220, Acc.bench: 0.5416, Acc.countertop: 0.6667, Acc.stove: 0.8810, Acc.palm: 0.7411, Acc.kitchen island: 0.9288, Acc.computer: 0.8002, Acc.swivel chair: 0.7966, Acc.boat: 0.5511, Acc.bar: 0.3257, Acc.arcade machine: 0.5891, Acc.hovel: 0.0733, Acc.bus: 0.9611, Acc.towel: 0.8315, Acc.light: 0.7858, Acc.truck: 0.5324, Acc.tower: 0.5204, Acc.chandelier: 0.7871, Acc.awning: 0.4081, Acc.streetlight: 0.6097, Acc.booth: 0.6886, Acc.television receiver: 0.8434, Acc.airplane: 0.7122, Acc.dirt track: 0.1378, Acc.apparel: 0.6946, Acc.pole: 0.3448, Acc.land: 0.0408, Acc.bannister: 0.3200, Acc.escalator: 0.2984, Acc.ottoman: 0.6159, Acc.bottle: 0.3756, Acc.buffet: 0.5944, Acc.poster: 0.4136, Acc.stage: 0.3011, Acc.van: 0.7674, Acc.ship: 0.1062, Acc.fountain: 0.2177, Acc.conveyer belt: 0.9459, Acc.canopy: 0.3172, Acc.washer: 0.7519, Acc.plaything: 0.2968, Acc.swimming pool: 0.6092, Acc.stool: 0.7335, Acc.barrel: 0.9808, Acc.basket: 0.5609, Acc.waterfall: 0.7027, Acc.tent: 0.9836, Acc.bag: 0.2852, Acc.minibike: 0.8868, Acc.cradle: 0.9738, Acc.oven: 0.7050, Acc.ball: 0.5841, Acc.food: 0.8502, Acc.step: 0.4446, Acc.tank: 0.4450, Acc.trade name: 0.2941, Acc.microwave: 0.4780, Acc.pot: 0.5049, Acc.animal: 0.7755, Acc.bicycle: 0.8484, Acc.lake: 0.0000, Acc.dishwasher: 0.8387, Acc.screen: 0.8924, Acc.blanket: 0.4121, Acc.sculpture: 0.8684, Acc.hood: 0.9077, Acc.sconce: 0.6681, Acc.vase: 0.6787, Acc.traffic light: 0.6742, Acc.tray: 0.2973, Acc.ashcan: 0.6166, Acc.fan: 0.8195, Acc.pier: 0.0286, Acc.crt screen: 0.1722, Acc.plate: 0.8208, Acc.monitor: 0.1382, Acc.bulletin board: 0.5883, Acc.shower: 0.2171, Acc.radiator: 0.7162, Acc.glass: 0.2618, Acc.clock: 0.6400, Acc.flag: 0.5543 +2023-11-06 21:40:00,203 - mmseg - INFO - Iter [55050/160000] lr: 6.559e-05, eta: 14:14:06, time: 0.859, data_time: 0.409, memory: 39436, decode.loss_cls: 0.3769, decode.loss_mask: 0.5888, decode.loss_dice: 0.8475, decode.d0.loss_cls: 1.3679, decode.d0.loss_mask: 0.6356, decode.d0.loss_dice: 0.9418, decode.d1.loss_cls: 0.4800, decode.d1.loss_mask: 0.6121, decode.d1.loss_dice: 0.9036, decode.d2.loss_cls: 0.4185, decode.d2.loss_mask: 0.5996, decode.d2.loss_dice: 0.8811, decode.d3.loss_cls: 0.4056, decode.d3.loss_mask: 0.5945, decode.d3.loss_dice: 0.8530, decode.d4.loss_cls: 0.3875, decode.d4.loss_mask: 0.5927, decode.d4.loss_dice: 0.8526, decode.d5.loss_cls: 0.3821, decode.d5.loss_mask: 0.5904, decode.d5.loss_dice: 0.8545, decode.d6.loss_cls: 0.3803, decode.d6.loss_mask: 0.5889, decode.d6.loss_dice: 0.8518, decode.d7.loss_cls: 0.3791, decode.d7.loss_mask: 0.5894, decode.d7.loss_dice: 0.8476, decode.d8.loss_cls: 0.3736, decode.d8.loss_mask: 0.5895, decode.d8.loss_dice: 0.8500, loss: 19.6167, grad_norm: 63.4766 +2023-11-06 21:40:23,059 - mmseg - INFO - Iter [55100/160000] lr: 6.556e-05, eta: 14:13:39, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3787, decode.loss_mask: 0.5752, decode.loss_dice: 0.8199, decode.d0.loss_cls: 1.3985, decode.d0.loss_mask: 0.6144, decode.d0.loss_dice: 0.9300, decode.d1.loss_cls: 0.4809, decode.d1.loss_mask: 0.6025, decode.d1.loss_dice: 0.8849, decode.d2.loss_cls: 0.4221, decode.d2.loss_mask: 0.5907, decode.d2.loss_dice: 0.8570, decode.d3.loss_cls: 0.4099, decode.d3.loss_mask: 0.5847, decode.d3.loss_dice: 0.8330, decode.d4.loss_cls: 0.3891, decode.d4.loss_mask: 0.5844, decode.d4.loss_dice: 0.8342, decode.d5.loss_cls: 0.3843, decode.d5.loss_mask: 0.5825, decode.d5.loss_dice: 0.8300, decode.d6.loss_cls: 0.3828, decode.d6.loss_mask: 0.5796, decode.d6.loss_dice: 0.8231, decode.d7.loss_cls: 0.3767, decode.d7.loss_mask: 0.5770, decode.d7.loss_dice: 0.8273, decode.d8.loss_cls: 0.3739, decode.d8.loss_mask: 0.5768, decode.d8.loss_dice: 0.8281, loss: 19.3322, grad_norm: 63.0230 +2023-11-06 21:40:45,622 - mmseg - INFO - Iter [55150/160000] lr: 6.553e-05, eta: 14:13:11, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4090, decode.loss_mask: 0.5755, decode.loss_dice: 0.8188, decode.d0.loss_cls: 1.3909, decode.d0.loss_mask: 0.6139, decode.d0.loss_dice: 0.9165, decode.d1.loss_cls: 0.4966, decode.d1.loss_mask: 0.5998, decode.d1.loss_dice: 0.8821, decode.d2.loss_cls: 0.4533, decode.d2.loss_mask: 0.5890, decode.d2.loss_dice: 0.8553, decode.d3.loss_cls: 0.4305, decode.d3.loss_mask: 0.5799, decode.d3.loss_dice: 0.8301, decode.d4.loss_cls: 0.4138, decode.d4.loss_mask: 0.5793, decode.d4.loss_dice: 0.8352, decode.d5.loss_cls: 0.4168, decode.d5.loss_mask: 0.5759, decode.d5.loss_dice: 0.8319, decode.d6.loss_cls: 0.4109, decode.d6.loss_mask: 0.5749, decode.d6.loss_dice: 0.8276, decode.d7.loss_cls: 0.4070, decode.d7.loss_mask: 0.5763, decode.d7.loss_dice: 0.8238, decode.d8.loss_cls: 0.4087, decode.d8.loss_mask: 0.5760, decode.d8.loss_dice: 0.8229, loss: 19.5222, grad_norm: 60.4055 +2023-11-06 21:41:08,615 - mmseg - INFO - Iter [55200/160000] lr: 6.550e-05, eta: 14:12:44, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3889, decode.loss_mask: 0.5830, decode.loss_dice: 0.8632, decode.d0.loss_cls: 1.4018, decode.d0.loss_mask: 0.6229, decode.d0.loss_dice: 0.9569, decode.d1.loss_cls: 0.4931, decode.d1.loss_mask: 0.6168, decode.d1.loss_dice: 0.9307, decode.d2.loss_cls: 0.4407, decode.d2.loss_mask: 0.5981, decode.d2.loss_dice: 0.8994, decode.d3.loss_cls: 0.4124, decode.d3.loss_mask: 0.5934, decode.d3.loss_dice: 0.8744, decode.d4.loss_cls: 0.3980, decode.d4.loss_mask: 0.5912, decode.d4.loss_dice: 0.8695, decode.d5.loss_cls: 0.3965, decode.d5.loss_mask: 0.5895, decode.d5.loss_dice: 0.8734, decode.d6.loss_cls: 0.3969, decode.d6.loss_mask: 0.5885, decode.d6.loss_dice: 0.8634, decode.d7.loss_cls: 0.3928, decode.d7.loss_mask: 0.5859, decode.d7.loss_dice: 0.8662, decode.d8.loss_cls: 0.3886, decode.d8.loss_mask: 0.5846, decode.d8.loss_dice: 0.8691, loss: 19.9298, grad_norm: 62.8949 +2023-11-06 21:41:31,468 - mmseg - INFO - Iter [55250/160000] lr: 6.547e-05, eta: 14:12:16, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3805, decode.loss_mask: 0.6031, decode.loss_dice: 0.8742, decode.d0.loss_cls: 1.3820, decode.d0.loss_mask: 0.6415, decode.d0.loss_dice: 0.9636, decode.d1.loss_cls: 0.4872, decode.d1.loss_mask: 0.6245, decode.d1.loss_dice: 0.9253, decode.d2.loss_cls: 0.4247, decode.d2.loss_mask: 0.6173, decode.d2.loss_dice: 0.9136, decode.d3.loss_cls: 0.4124, decode.d3.loss_mask: 0.6068, decode.d3.loss_dice: 0.8801, decode.d4.loss_cls: 0.4011, decode.d4.loss_mask: 0.6042, decode.d4.loss_dice: 0.8768, decode.d5.loss_cls: 0.3938, decode.d5.loss_mask: 0.6033, decode.d5.loss_dice: 0.8808, decode.d6.loss_cls: 0.3856, decode.d6.loss_mask: 0.6029, decode.d6.loss_dice: 0.8781, decode.d7.loss_cls: 0.3841, decode.d7.loss_mask: 0.6023, decode.d7.loss_dice: 0.8759, decode.d8.loss_cls: 0.3856, decode.d8.loss_mask: 0.6063, decode.d8.loss_dice: 0.8794, loss: 20.0971, grad_norm: 67.6806 +2023-11-06 21:41:54,173 - mmseg - INFO - Iter [55300/160000] lr: 6.544e-05, eta: 14:11:49, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4023, decode.loss_mask: 0.5950, decode.loss_dice: 0.8810, decode.d0.loss_cls: 1.4135, decode.d0.loss_mask: 0.6430, decode.d0.loss_dice: 0.9852, decode.d1.loss_cls: 0.5072, decode.d1.loss_mask: 0.6207, decode.d1.loss_dice: 0.9471, decode.d2.loss_cls: 0.4531, decode.d2.loss_mask: 0.6084, decode.d2.loss_dice: 0.9130, decode.d3.loss_cls: 0.4268, decode.d3.loss_mask: 0.6022, decode.d3.loss_dice: 0.8949, decode.d4.loss_cls: 0.4169, decode.d4.loss_mask: 0.6030, decode.d4.loss_dice: 0.8917, decode.d5.loss_cls: 0.4127, decode.d5.loss_mask: 0.5987, decode.d5.loss_dice: 0.8930, decode.d6.loss_cls: 0.4091, decode.d6.loss_mask: 0.5984, decode.d6.loss_dice: 0.8879, decode.d7.loss_cls: 0.4050, decode.d7.loss_mask: 0.5974, decode.d7.loss_dice: 0.8878, decode.d8.loss_cls: 0.4024, decode.d8.loss_mask: 0.5969, decode.d8.loss_dice: 0.8852, loss: 20.3795, grad_norm: 60.5945 +2023-11-06 21:42:16,814 - mmseg - INFO - Iter [55350/160000] lr: 6.541e-05, eta: 14:11:21, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3884, decode.loss_mask: 0.5937, decode.loss_dice: 0.8676, decode.d0.loss_cls: 1.3908, decode.d0.loss_mask: 0.6344, decode.d0.loss_dice: 0.9685, decode.d1.loss_cls: 0.4908, decode.d1.loss_mask: 0.6123, decode.d1.loss_dice: 0.9243, decode.d2.loss_cls: 0.4321, decode.d2.loss_mask: 0.6027, decode.d2.loss_dice: 0.8943, decode.d3.loss_cls: 0.4115, decode.d3.loss_mask: 0.5975, decode.d3.loss_dice: 0.8695, decode.d4.loss_cls: 0.3968, decode.d4.loss_mask: 0.5958, decode.d4.loss_dice: 0.8736, decode.d5.loss_cls: 0.3904, decode.d5.loss_mask: 0.5961, decode.d5.loss_dice: 0.8740, decode.d6.loss_cls: 0.3929, decode.d6.loss_mask: 0.5939, decode.d6.loss_dice: 0.8667, decode.d7.loss_cls: 0.3872, decode.d7.loss_mask: 0.5956, decode.d7.loss_dice: 0.8660, decode.d8.loss_cls: 0.3927, decode.d8.loss_mask: 0.5916, decode.d8.loss_dice: 0.8687, loss: 19.9607, grad_norm: 63.0236 +2023-11-06 21:42:39,413 - mmseg - INFO - Iter [55400/160000] lr: 6.538e-05, eta: 14:10:53, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3976, decode.loss_mask: 0.5739, decode.loss_dice: 0.8548, decode.d0.loss_cls: 1.4167, decode.d0.loss_mask: 0.6151, decode.d0.loss_dice: 0.9601, decode.d1.loss_cls: 0.4986, decode.d1.loss_mask: 0.6024, decode.d1.loss_dice: 0.9117, decode.d2.loss_cls: 0.4485, decode.d2.loss_mask: 0.5840, decode.d2.loss_dice: 0.8894, decode.d3.loss_cls: 0.4241, decode.d3.loss_mask: 0.5786, decode.d3.loss_dice: 0.8634, decode.d4.loss_cls: 0.4032, decode.d4.loss_mask: 0.5762, decode.d4.loss_dice: 0.8616, decode.d5.loss_cls: 0.4063, decode.d5.loss_mask: 0.5758, decode.d5.loss_dice: 0.8552, decode.d6.loss_cls: 0.4013, decode.d6.loss_mask: 0.5748, decode.d6.loss_dice: 0.8532, decode.d7.loss_cls: 0.4036, decode.d7.loss_mask: 0.5757, decode.d7.loss_dice: 0.8560, decode.d8.loss_cls: 0.3984, decode.d8.loss_mask: 0.5755, decode.d8.loss_dice: 0.8586, loss: 19.7943, grad_norm: 61.9510 +2023-11-06 21:43:01,917 - mmseg - INFO - Iter [55450/160000] lr: 6.534e-05, eta: 14:10:25, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3752, decode.loss_mask: 0.5612, decode.loss_dice: 0.8255, decode.d0.loss_cls: 1.3959, decode.d0.loss_mask: 0.6032, decode.d0.loss_dice: 0.9305, decode.d1.loss_cls: 0.4790, decode.d1.loss_mask: 0.5864, decode.d1.loss_dice: 0.8847, decode.d2.loss_cls: 0.4214, decode.d2.loss_mask: 0.5698, decode.d2.loss_dice: 0.8574, decode.d3.loss_cls: 0.4014, decode.d3.loss_mask: 0.5640, decode.d3.loss_dice: 0.8351, decode.d4.loss_cls: 0.3859, decode.d4.loss_mask: 0.5645, decode.d4.loss_dice: 0.8370, decode.d5.loss_cls: 0.3760, decode.d5.loss_mask: 0.5654, decode.d5.loss_dice: 0.8342, decode.d6.loss_cls: 0.3774, decode.d6.loss_mask: 0.5649, decode.d6.loss_dice: 0.8269, decode.d7.loss_cls: 0.3800, decode.d7.loss_mask: 0.5620, decode.d7.loss_dice: 0.8293, decode.d8.loss_cls: 0.3764, decode.d8.loss_mask: 0.5632, decode.d8.loss_dice: 0.8306, loss: 19.1641, grad_norm: 68.5642 +2023-11-06 21:43:24,515 - mmseg - INFO - Iter [55500/160000] lr: 6.531e-05, eta: 14:09:57, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3757, decode.loss_mask: 0.5940, decode.loss_dice: 0.8430, decode.d0.loss_cls: 1.3788, decode.d0.loss_mask: 0.6340, decode.d0.loss_dice: 0.9319, decode.d1.loss_cls: 0.4918, decode.d1.loss_mask: 0.6160, decode.d1.loss_dice: 0.8971, decode.d2.loss_cls: 0.4338, decode.d2.loss_mask: 0.5988, decode.d2.loss_dice: 0.8735, decode.d3.loss_cls: 0.4096, decode.d3.loss_mask: 0.5962, decode.d3.loss_dice: 0.8439, decode.d4.loss_cls: 0.3993, decode.d4.loss_mask: 0.5937, decode.d4.loss_dice: 0.8438, decode.d5.loss_cls: 0.3861, decode.d5.loss_mask: 0.5952, decode.d5.loss_dice: 0.8489, decode.d6.loss_cls: 0.3879, decode.d6.loss_mask: 0.5906, decode.d6.loss_dice: 0.8413, decode.d7.loss_cls: 0.3824, decode.d7.loss_mask: 0.5922, decode.d7.loss_dice: 0.8455, decode.d8.loss_cls: 0.3767, decode.d8.loss_mask: 0.5908, decode.d8.loss_dice: 0.8470, loss: 19.6394, grad_norm: 63.2146 +2023-11-06 21:43:47,307 - mmseg - INFO - Iter [55550/160000] lr: 6.528e-05, eta: 14:09:30, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4168, decode.loss_mask: 0.5805, decode.loss_dice: 0.8620, decode.d0.loss_cls: 1.4462, decode.d0.loss_mask: 0.6225, decode.d0.loss_dice: 0.9724, decode.d1.loss_cls: 0.5273, decode.d1.loss_mask: 0.6045, decode.d1.loss_dice: 0.9327, decode.d2.loss_cls: 0.4667, decode.d2.loss_mask: 0.5928, decode.d2.loss_dice: 0.9049, decode.d3.loss_cls: 0.4487, decode.d3.loss_mask: 0.5836, decode.d3.loss_dice: 0.8725, decode.d4.loss_cls: 0.4291, decode.d4.loss_mask: 0.5892, decode.d4.loss_dice: 0.8762, decode.d5.loss_cls: 0.4279, decode.d5.loss_mask: 0.5867, decode.d5.loss_dice: 0.8677, decode.d6.loss_cls: 0.4202, decode.d6.loss_mask: 0.5829, decode.d6.loss_dice: 0.8655, decode.d7.loss_cls: 0.4159, decode.d7.loss_mask: 0.5853, decode.d7.loss_dice: 0.8661, decode.d8.loss_cls: 0.4174, decode.d8.loss_mask: 0.5827, decode.d8.loss_dice: 0.8632, loss: 20.2098, grad_norm: 62.5709 +2023-11-06 21:44:12,520 - mmseg - INFO - Iter [55600/160000] lr: 6.525e-05, eta: 14:09:07, time: 0.504, data_time: 0.057, memory: 39436, decode.loss_cls: 0.3639, decode.loss_mask: 0.5741, decode.loss_dice: 0.8407, decode.d0.loss_cls: 1.3520, decode.d0.loss_mask: 0.6190, decode.d0.loss_dice: 0.9324, decode.d1.loss_cls: 0.4658, decode.d1.loss_mask: 0.5957, decode.d1.loss_dice: 0.9024, decode.d2.loss_cls: 0.4084, decode.d2.loss_mask: 0.5812, decode.d2.loss_dice: 0.8755, decode.d3.loss_cls: 0.3872, decode.d3.loss_mask: 0.5755, decode.d3.loss_dice: 0.8477, decode.d4.loss_cls: 0.3773, decode.d4.loss_mask: 0.5772, decode.d4.loss_dice: 0.8519, decode.d5.loss_cls: 0.3764, decode.d5.loss_mask: 0.5740, decode.d5.loss_dice: 0.8463, decode.d6.loss_cls: 0.3679, decode.d6.loss_mask: 0.5752, decode.d6.loss_dice: 0.8438, decode.d7.loss_cls: 0.3598, decode.d7.loss_mask: 0.5767, decode.d7.loss_dice: 0.8465, decode.d8.loss_cls: 0.3596, decode.d8.loss_mask: 0.5774, decode.d8.loss_dice: 0.8516, loss: 19.2834, grad_norm: 58.2571 +2023-11-06 21:44:35,434 - mmseg - INFO - Iter [55650/160000] lr: 6.522e-05, eta: 14:08:40, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3691, decode.loss_mask: 0.5833, decode.loss_dice: 0.8525, decode.d0.loss_cls: 1.3605, decode.d0.loss_mask: 0.6270, decode.d0.loss_dice: 0.9461, decode.d1.loss_cls: 0.4833, decode.d1.loss_mask: 0.6016, decode.d1.loss_dice: 0.9019, decode.d2.loss_cls: 0.4219, decode.d2.loss_mask: 0.5916, decode.d2.loss_dice: 0.8779, decode.d3.loss_cls: 0.3996, decode.d3.loss_mask: 0.5848, decode.d3.loss_dice: 0.8601, decode.d4.loss_cls: 0.3845, decode.d4.loss_mask: 0.5848, decode.d4.loss_dice: 0.8601, decode.d5.loss_cls: 0.3818, decode.d5.loss_mask: 0.5822, decode.d5.loss_dice: 0.8546, decode.d6.loss_cls: 0.3780, decode.d6.loss_mask: 0.5839, decode.d6.loss_dice: 0.8541, decode.d7.loss_cls: 0.3711, decode.d7.loss_mask: 0.5811, decode.d7.loss_dice: 0.8485, decode.d8.loss_cls: 0.3747, decode.d8.loss_mask: 0.5825, decode.d8.loss_dice: 0.8516, loss: 19.5345, grad_norm: 67.4083 +2023-11-06 21:44:58,329 - mmseg - INFO - Iter [55700/160000] lr: 6.519e-05, eta: 14:08:13, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4016, decode.loss_mask: 0.5616, decode.loss_dice: 0.8488, decode.d0.loss_cls: 1.4230, decode.d0.loss_mask: 0.6057, decode.d0.loss_dice: 0.9529, decode.d1.loss_cls: 0.5178, decode.d1.loss_mask: 0.5869, decode.d1.loss_dice: 0.9154, decode.d2.loss_cls: 0.4528, decode.d2.loss_mask: 0.5773, decode.d2.loss_dice: 0.8832, decode.d3.loss_cls: 0.4282, decode.d3.loss_mask: 0.5735, decode.d3.loss_dice: 0.8594, decode.d4.loss_cls: 0.4136, decode.d4.loss_mask: 0.5721, decode.d4.loss_dice: 0.8657, decode.d5.loss_cls: 0.4084, decode.d5.loss_mask: 0.5686, decode.d5.loss_dice: 0.8597, decode.d6.loss_cls: 0.4091, decode.d6.loss_mask: 0.5635, decode.d6.loss_dice: 0.8523, decode.d7.loss_cls: 0.3982, decode.d7.loss_mask: 0.5620, decode.d7.loss_dice: 0.8527, decode.d8.loss_cls: 0.3966, decode.d8.loss_mask: 0.5630, decode.d8.loss_dice: 0.8530, loss: 19.7264, grad_norm: 65.4135 +2023-11-06 21:45:20,967 - mmseg - INFO - Iter [55750/160000] lr: 6.516e-05, eta: 14:07:45, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3853, decode.loss_mask: 0.5922, decode.loss_dice: 0.8586, decode.d0.loss_cls: 1.3758, decode.d0.loss_mask: 0.6265, decode.d0.loss_dice: 0.9499, decode.d1.loss_cls: 0.4887, decode.d1.loss_mask: 0.6132, decode.d1.loss_dice: 0.9188, decode.d2.loss_cls: 0.4360, decode.d2.loss_mask: 0.5977, decode.d2.loss_dice: 0.8845, decode.d3.loss_cls: 0.4154, decode.d3.loss_mask: 0.5917, decode.d3.loss_dice: 0.8652, decode.d4.loss_cls: 0.4037, decode.d4.loss_mask: 0.5932, decode.d4.loss_dice: 0.8626, decode.d5.loss_cls: 0.3974, decode.d5.loss_mask: 0.5928, decode.d5.loss_dice: 0.8607, decode.d6.loss_cls: 0.3967, decode.d6.loss_mask: 0.5932, decode.d6.loss_dice: 0.8558, decode.d7.loss_cls: 0.3921, decode.d7.loss_mask: 0.5949, decode.d7.loss_dice: 0.8571, decode.d8.loss_cls: 0.3926, decode.d8.loss_mask: 0.5932, decode.d8.loss_dice: 0.8572, loss: 19.8428, grad_norm: 66.6440 +2023-11-06 21:45:43,528 - mmseg - INFO - Iter [55800/160000] lr: 6.513e-05, eta: 14:07:17, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3588, decode.loss_mask: 0.6070, decode.loss_dice: 0.8428, decode.d0.loss_cls: 1.3414, decode.d0.loss_mask: 0.6467, decode.d0.loss_dice: 0.9358, decode.d1.loss_cls: 0.4639, decode.d1.loss_mask: 0.6265, decode.d1.loss_dice: 0.9058, decode.d2.loss_cls: 0.4043, decode.d2.loss_mask: 0.6145, decode.d2.loss_dice: 0.8709, decode.d3.loss_cls: 0.3777, decode.d3.loss_mask: 0.6102, decode.d3.loss_dice: 0.8537, decode.d4.loss_cls: 0.3723, decode.d4.loss_mask: 0.6063, decode.d4.loss_dice: 0.8483, decode.d5.loss_cls: 0.3582, decode.d5.loss_mask: 0.6079, decode.d5.loss_dice: 0.8543, decode.d6.loss_cls: 0.3630, decode.d6.loss_mask: 0.6045, decode.d6.loss_dice: 0.8426, decode.d7.loss_cls: 0.3574, decode.d7.loss_mask: 0.6068, decode.d7.loss_dice: 0.8479, decode.d8.loss_cls: 0.3580, decode.d8.loss_mask: 0.6069, decode.d8.loss_dice: 0.8448, loss: 19.5390, grad_norm: 68.9743 +2023-11-06 21:46:06,243 - mmseg - INFO - Iter [55850/160000] lr: 6.509e-05, eta: 14:06:50, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3815, decode.loss_mask: 0.5648, decode.loss_dice: 0.8294, decode.d0.loss_cls: 1.4133, decode.d0.loss_mask: 0.5962, decode.d0.loss_dice: 0.9272, decode.d1.loss_cls: 0.4915, decode.d1.loss_mask: 0.5850, decode.d1.loss_dice: 0.8871, decode.d2.loss_cls: 0.4316, decode.d2.loss_mask: 0.5698, decode.d2.loss_dice: 0.8614, decode.d3.loss_cls: 0.4124, decode.d3.loss_mask: 0.5667, decode.d3.loss_dice: 0.8352, decode.d4.loss_cls: 0.4003, decode.d4.loss_mask: 0.5681, decode.d4.loss_dice: 0.8338, decode.d5.loss_cls: 0.3916, decode.d5.loss_mask: 0.5628, decode.d5.loss_dice: 0.8343, decode.d6.loss_cls: 0.3869, decode.d6.loss_mask: 0.5652, decode.d6.loss_dice: 0.8295, decode.d7.loss_cls: 0.3784, decode.d7.loss_mask: 0.5657, decode.d7.loss_dice: 0.8340, decode.d8.loss_cls: 0.3801, decode.d8.loss_mask: 0.5672, decode.d8.loss_dice: 0.8331, loss: 19.2840, grad_norm: 60.5177 +2023-11-06 21:46:28,950 - mmseg - INFO - Iter [55900/160000] lr: 6.506e-05, eta: 14:06:22, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3870, decode.loss_mask: 0.5758, decode.loss_dice: 0.8586, decode.d0.loss_cls: 1.3818, decode.d0.loss_mask: 0.6158, decode.d0.loss_dice: 0.9604, decode.d1.loss_cls: 0.4696, decode.d1.loss_mask: 0.5965, decode.d1.loss_dice: 0.9290, decode.d2.loss_cls: 0.4232, decode.d2.loss_mask: 0.5853, decode.d2.loss_dice: 0.8923, decode.d3.loss_cls: 0.4025, decode.d3.loss_mask: 0.5745, decode.d3.loss_dice: 0.8712, decode.d4.loss_cls: 0.3968, decode.d4.loss_mask: 0.5752, decode.d4.loss_dice: 0.8677, decode.d5.loss_cls: 0.3949, decode.d5.loss_mask: 0.5722, decode.d5.loss_dice: 0.8654, decode.d6.loss_cls: 0.3872, decode.d6.loss_mask: 0.5747, decode.d6.loss_dice: 0.8642, decode.d7.loss_cls: 0.3872, decode.d7.loss_mask: 0.5746, decode.d7.loss_dice: 0.8630, decode.d8.loss_cls: 0.3874, decode.d8.loss_mask: 0.5758, decode.d8.loss_dice: 0.8596, loss: 19.6695, grad_norm: 60.8620 +2023-11-06 21:46:51,573 - mmseg - INFO - Iter [55950/160000] lr: 6.503e-05, eta: 14:05:54, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3870, decode.loss_mask: 0.5824, decode.loss_dice: 0.8843, decode.d0.loss_cls: 1.3762, decode.d0.loss_mask: 0.6190, decode.d0.loss_dice: 0.9759, decode.d1.loss_cls: 0.4906, decode.d1.loss_mask: 0.6028, decode.d1.loss_dice: 0.9520, decode.d2.loss_cls: 0.4320, decode.d2.loss_mask: 0.5876, decode.d2.loss_dice: 0.9124, decode.d3.loss_cls: 0.4156, decode.d3.loss_mask: 0.5851, decode.d3.loss_dice: 0.8930, decode.d4.loss_cls: 0.4058, decode.d4.loss_mask: 0.5820, decode.d4.loss_dice: 0.8893, decode.d5.loss_cls: 0.3972, decode.d5.loss_mask: 0.5845, decode.d5.loss_dice: 0.8898, decode.d6.loss_cls: 0.3917, decode.d6.loss_mask: 0.5826, decode.d6.loss_dice: 0.8838, decode.d7.loss_cls: 0.3877, decode.d7.loss_mask: 0.5812, decode.d7.loss_dice: 0.8818, decode.d8.loss_cls: 0.3852, decode.d8.loss_mask: 0.5820, decode.d8.loss_dice: 0.8821, loss: 20.0028, grad_norm: 63.6653 +2023-11-06 21:47:14,454 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 21:47:14,454 - mmseg - INFO - Iter [56000/160000] lr: 6.500e-05, eta: 14:05:27, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3783, decode.loss_mask: 0.5709, decode.loss_dice: 0.8423, decode.d0.loss_cls: 1.3687, decode.d0.loss_mask: 0.6122, decode.d0.loss_dice: 0.9410, decode.d1.loss_cls: 0.4774, decode.d1.loss_mask: 0.5958, decode.d1.loss_dice: 0.8985, decode.d2.loss_cls: 0.4268, decode.d2.loss_mask: 0.5836, decode.d2.loss_dice: 0.8728, decode.d3.loss_cls: 0.4108, decode.d3.loss_mask: 0.5743, decode.d3.loss_dice: 0.8517, decode.d4.loss_cls: 0.3955, decode.d4.loss_mask: 0.5748, decode.d4.loss_dice: 0.8500, decode.d5.loss_cls: 0.3900, decode.d5.loss_mask: 0.5720, decode.d5.loss_dice: 0.8511, decode.d6.loss_cls: 0.3868, decode.d6.loss_mask: 0.5711, decode.d6.loss_dice: 0.8406, decode.d7.loss_cls: 0.3824, decode.d7.loss_mask: 0.5701, decode.d7.loss_dice: 0.8389, decode.d8.loss_cls: 0.3797, decode.d8.loss_mask: 0.5734, decode.d8.loss_dice: 0.8457, loss: 19.4271, grad_norm: 66.1628 +2023-11-06 21:47:39,108 - mmseg - INFO - Iter [56050/160000] lr: 6.497e-05, eta: 14:05:03, time: 0.493, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3692, decode.loss_mask: 0.5722, decode.loss_dice: 0.8497, decode.d0.loss_cls: 1.3501, decode.d0.loss_mask: 0.6129, decode.d0.loss_dice: 0.9526, decode.d1.loss_cls: 0.4729, decode.d1.loss_mask: 0.5933, decode.d1.loss_dice: 0.9159, decode.d2.loss_cls: 0.4252, decode.d2.loss_mask: 0.5860, decode.d2.loss_dice: 0.8764, decode.d3.loss_cls: 0.3970, decode.d3.loss_mask: 0.5776, decode.d3.loss_dice: 0.8549, decode.d4.loss_cls: 0.3837, decode.d4.loss_mask: 0.5772, decode.d4.loss_dice: 0.8536, decode.d5.loss_cls: 0.3734, decode.d5.loss_mask: 0.5729, decode.d5.loss_dice: 0.8522, decode.d6.loss_cls: 0.3753, decode.d6.loss_mask: 0.5734, decode.d6.loss_dice: 0.8498, decode.d7.loss_cls: 0.3742, decode.d7.loss_mask: 0.5727, decode.d7.loss_dice: 0.8460, decode.d8.loss_cls: 0.3658, decode.d8.loss_mask: 0.5720, decode.d8.loss_dice: 0.8480, loss: 19.3961, grad_norm: 62.1601 +2023-11-06 21:48:02,108 - mmseg - INFO - Iter [56100/160000] lr: 6.494e-05, eta: 14:04:36, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4001, decode.loss_mask: 0.5671, decode.loss_dice: 0.8523, decode.d0.loss_cls: 1.4131, decode.d0.loss_mask: 0.6126, decode.d0.loss_dice: 0.9569, decode.d1.loss_cls: 0.5000, decode.d1.loss_mask: 0.6000, decode.d1.loss_dice: 0.9170, decode.d2.loss_cls: 0.4462, decode.d2.loss_mask: 0.5833, decode.d2.loss_dice: 0.8840, decode.d3.loss_cls: 0.4286, decode.d3.loss_mask: 0.5765, decode.d3.loss_dice: 0.8633, decode.d4.loss_cls: 0.4150, decode.d4.loss_mask: 0.5747, decode.d4.loss_dice: 0.8621, decode.d5.loss_cls: 0.4125, decode.d5.loss_mask: 0.5721, decode.d5.loss_dice: 0.8611, decode.d6.loss_cls: 0.4097, decode.d6.loss_mask: 0.5662, decode.d6.loss_dice: 0.8577, decode.d7.loss_cls: 0.4039, decode.d7.loss_mask: 0.5693, decode.d7.loss_dice: 0.8575, decode.d8.loss_cls: 0.4046, decode.d8.loss_mask: 0.5661, decode.d8.loss_dice: 0.8536, loss: 19.7872, grad_norm: 62.0074 +2023-11-06 21:48:24,689 - mmseg - INFO - Iter [56150/160000] lr: 6.491e-05, eta: 14:04:09, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4069, decode.loss_mask: 0.5794, decode.loss_dice: 0.8694, decode.d0.loss_cls: 1.4455, decode.d0.loss_mask: 0.6263, decode.d0.loss_dice: 0.9726, decode.d1.loss_cls: 0.5008, decode.d1.loss_mask: 0.6110, decode.d1.loss_dice: 0.9389, decode.d2.loss_cls: 0.4630, decode.d2.loss_mask: 0.5930, decode.d2.loss_dice: 0.9019, decode.d3.loss_cls: 0.4358, decode.d3.loss_mask: 0.5849, decode.d3.loss_dice: 0.8782, decode.d4.loss_cls: 0.4295, decode.d4.loss_mask: 0.5848, decode.d4.loss_dice: 0.8716, decode.d5.loss_cls: 0.4206, decode.d5.loss_mask: 0.5837, decode.d5.loss_dice: 0.8758, decode.d6.loss_cls: 0.4177, decode.d6.loss_mask: 0.5830, decode.d6.loss_dice: 0.8632, decode.d7.loss_cls: 0.4083, decode.d7.loss_mask: 0.5855, decode.d7.loss_dice: 0.8676, decode.d8.loss_cls: 0.4099, decode.d8.loss_mask: 0.5825, decode.d8.loss_dice: 0.8698, loss: 20.1610, grad_norm: 66.6208 +2023-11-06 21:48:47,353 - mmseg - INFO - Iter [56200/160000] lr: 6.488e-05, eta: 14:03:41, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3911, decode.loss_mask: 0.5984, decode.loss_dice: 0.8486, decode.d0.loss_cls: 1.3860, decode.d0.loss_mask: 0.6500, decode.d0.loss_dice: 0.9585, decode.d1.loss_cls: 0.4890, decode.d1.loss_mask: 0.6235, decode.d1.loss_dice: 0.9178, decode.d2.loss_cls: 0.4384, decode.d2.loss_mask: 0.6143, decode.d2.loss_dice: 0.8834, decode.d3.loss_cls: 0.4122, decode.d3.loss_mask: 0.6058, decode.d3.loss_dice: 0.8629, decode.d4.loss_cls: 0.4035, decode.d4.loss_mask: 0.6019, decode.d4.loss_dice: 0.8604, decode.d5.loss_cls: 0.3968, decode.d5.loss_mask: 0.6018, decode.d5.loss_dice: 0.8586, decode.d6.loss_cls: 0.3911, decode.d6.loss_mask: 0.5978, decode.d6.loss_dice: 0.8577, decode.d7.loss_cls: 0.3914, decode.d7.loss_mask: 0.5975, decode.d7.loss_dice: 0.8550, decode.d8.loss_cls: 0.3906, decode.d8.loss_mask: 0.5993, decode.d8.loss_dice: 0.8526, loss: 19.9360, grad_norm: 64.8489 +2023-11-06 21:49:09,862 - mmseg - INFO - Iter [56250/160000] lr: 6.484e-05, eta: 14:03:13, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3708, decode.loss_mask: 0.5749, decode.loss_dice: 0.8337, decode.d0.loss_cls: 1.3914, decode.d0.loss_mask: 0.6213, decode.d0.loss_dice: 0.9344, decode.d1.loss_cls: 0.4677, decode.d1.loss_mask: 0.6060, decode.d1.loss_dice: 0.8949, decode.d2.loss_cls: 0.4088, decode.d2.loss_mask: 0.5875, decode.d2.loss_dice: 0.8663, decode.d3.loss_cls: 0.3858, decode.d3.loss_mask: 0.5794, decode.d3.loss_dice: 0.8422, decode.d4.loss_cls: 0.3833, decode.d4.loss_mask: 0.5766, decode.d4.loss_dice: 0.8433, decode.d5.loss_cls: 0.3793, decode.d5.loss_mask: 0.5777, decode.d5.loss_dice: 0.8399, decode.d6.loss_cls: 0.3757, decode.d6.loss_mask: 0.5769, decode.d6.loss_dice: 0.8358, decode.d7.loss_cls: 0.3736, decode.d7.loss_mask: 0.5792, decode.d7.loss_dice: 0.8346, decode.d8.loss_cls: 0.3739, decode.d8.loss_mask: 0.5750, decode.d8.loss_dice: 0.8355, loss: 19.3253, grad_norm: 63.4216 +2023-11-06 21:49:32,528 - mmseg - INFO - Iter [56300/160000] lr: 6.481e-05, eta: 14:02:46, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3922, decode.loss_mask: 0.5915, decode.loss_dice: 0.8490, decode.d0.loss_cls: 1.4136, decode.d0.loss_mask: 0.6332, decode.d0.loss_dice: 0.9477, decode.d1.loss_cls: 0.5016, decode.d1.loss_mask: 0.6135, decode.d1.loss_dice: 0.9075, decode.d2.loss_cls: 0.4362, decode.d2.loss_mask: 0.6033, decode.d2.loss_dice: 0.8799, decode.d3.loss_cls: 0.4185, decode.d3.loss_mask: 0.5918, decode.d3.loss_dice: 0.8598, decode.d4.loss_cls: 0.4057, decode.d4.loss_mask: 0.5934, decode.d4.loss_dice: 0.8638, decode.d5.loss_cls: 0.3955, decode.d5.loss_mask: 0.5922, decode.d5.loss_dice: 0.8640, decode.d6.loss_cls: 0.4000, decode.d6.loss_mask: 0.5873, decode.d6.loss_dice: 0.8499, decode.d7.loss_cls: 0.3932, decode.d7.loss_mask: 0.5883, decode.d7.loss_dice: 0.8516, decode.d8.loss_cls: 0.3924, decode.d8.loss_mask: 0.5898, decode.d8.loss_dice: 0.8565, loss: 19.8628, grad_norm: 63.3128 +2023-11-06 21:49:55,075 - mmseg - INFO - Iter [56350/160000] lr: 6.478e-05, eta: 14:02:18, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3952, decode.loss_mask: 0.5769, decode.loss_dice: 0.8646, decode.d0.loss_cls: 1.3924, decode.d0.loss_mask: 0.6195, decode.d0.loss_dice: 0.9669, decode.d1.loss_cls: 0.4983, decode.d1.loss_mask: 0.6036, decode.d1.loss_dice: 0.9239, decode.d2.loss_cls: 0.4415, decode.d2.loss_mask: 0.5879, decode.d2.loss_dice: 0.9012, decode.d3.loss_cls: 0.4199, decode.d3.loss_mask: 0.5825, decode.d3.loss_dice: 0.8753, decode.d4.loss_cls: 0.4060, decode.d4.loss_mask: 0.5811, decode.d4.loss_dice: 0.8790, decode.d5.loss_cls: 0.4092, decode.d5.loss_mask: 0.5813, decode.d5.loss_dice: 0.8729, decode.d6.loss_cls: 0.4030, decode.d6.loss_mask: 0.5801, decode.d6.loss_dice: 0.8743, decode.d7.loss_cls: 0.4002, decode.d7.loss_mask: 0.5780, decode.d7.loss_dice: 0.8670, decode.d8.loss_cls: 0.4008, decode.d8.loss_mask: 0.5786, decode.d8.loss_dice: 0.8683, loss: 19.9294, grad_norm: 61.3122 +2023-11-06 21:50:17,918 - mmseg - INFO - Iter [56400/160000] lr: 6.475e-05, eta: 14:01:51, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3872, decode.loss_mask: 0.5671, decode.loss_dice: 0.8305, decode.d0.loss_cls: 1.3901, decode.d0.loss_mask: 0.6080, decode.d0.loss_dice: 0.9223, decode.d1.loss_cls: 0.4890, decode.d1.loss_mask: 0.5906, decode.d1.loss_dice: 0.8885, decode.d2.loss_cls: 0.4475, decode.d2.loss_mask: 0.5742, decode.d2.loss_dice: 0.8571, decode.d3.loss_cls: 0.4122, decode.d3.loss_mask: 0.5691, decode.d3.loss_dice: 0.8376, decode.d4.loss_cls: 0.4049, decode.d4.loss_mask: 0.5665, decode.d4.loss_dice: 0.8347, decode.d5.loss_cls: 0.3935, decode.d5.loss_mask: 0.5658, decode.d5.loss_dice: 0.8378, decode.d6.loss_cls: 0.3949, decode.d6.loss_mask: 0.5649, decode.d6.loss_dice: 0.8268, decode.d7.loss_cls: 0.3871, decode.d7.loss_mask: 0.5659, decode.d7.loss_dice: 0.8347, decode.d8.loss_cls: 0.3825, decode.d8.loss_mask: 0.5652, decode.d8.loss_dice: 0.8315, loss: 19.3277, grad_norm: 63.6517 +2023-11-06 21:50:40,669 - mmseg - INFO - Iter [56450/160000] lr: 6.472e-05, eta: 14:01:23, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3669, decode.loss_mask: 0.5801, decode.loss_dice: 0.8552, decode.d0.loss_cls: 1.3756, decode.d0.loss_mask: 0.6215, decode.d0.loss_dice: 0.9496, decode.d1.loss_cls: 0.4674, decode.d1.loss_mask: 0.5983, decode.d1.loss_dice: 0.9193, decode.d2.loss_cls: 0.4210, decode.d2.loss_mask: 0.5836, decode.d2.loss_dice: 0.8868, decode.d3.loss_cls: 0.4004, decode.d3.loss_mask: 0.5800, decode.d3.loss_dice: 0.8605, decode.d4.loss_cls: 0.3885, decode.d4.loss_mask: 0.5809, decode.d4.loss_dice: 0.8603, decode.d5.loss_cls: 0.3814, decode.d5.loss_mask: 0.5821, decode.d5.loss_dice: 0.8625, decode.d6.loss_cls: 0.3748, decode.d6.loss_mask: 0.5795, decode.d6.loss_dice: 0.8567, decode.d7.loss_cls: 0.3742, decode.d7.loss_mask: 0.5777, decode.d7.loss_dice: 0.8577, decode.d8.loss_cls: 0.3686, decode.d8.loss_mask: 0.5785, decode.d8.loss_dice: 0.8556, loss: 19.5450, grad_norm: 64.3844 +2023-11-06 21:51:03,665 - mmseg - INFO - Iter [56500/160000] lr: 6.469e-05, eta: 14:00:56, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4001, decode.loss_mask: 0.5813, decode.loss_dice: 0.8728, decode.d0.loss_cls: 1.4010, decode.d0.loss_mask: 0.6250, decode.d0.loss_dice: 0.9700, decode.d1.loss_cls: 0.5065, decode.d1.loss_mask: 0.6052, decode.d1.loss_dice: 0.9341, decode.d2.loss_cls: 0.4517, decode.d2.loss_mask: 0.5989, decode.d2.loss_dice: 0.9096, decode.d3.loss_cls: 0.4356, decode.d3.loss_mask: 0.5893, decode.d3.loss_dice: 0.8857, decode.d4.loss_cls: 0.4212, decode.d4.loss_mask: 0.5867, decode.d4.loss_dice: 0.8817, decode.d5.loss_cls: 0.4088, decode.d5.loss_mask: 0.5878, decode.d5.loss_dice: 0.8864, decode.d6.loss_cls: 0.4091, decode.d6.loss_mask: 0.5815, decode.d6.loss_dice: 0.8737, decode.d7.loss_cls: 0.4038, decode.d7.loss_mask: 0.5810, decode.d7.loss_dice: 0.8770, decode.d8.loss_cls: 0.4053, decode.d8.loss_mask: 0.5828, decode.d8.loss_dice: 0.8749, loss: 20.1286, grad_norm: 64.9828 +2023-11-06 21:51:26,238 - mmseg - INFO - Iter [56550/160000] lr: 6.466e-05, eta: 14:00:29, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4032, decode.loss_mask: 0.5824, decode.loss_dice: 0.8491, decode.d0.loss_cls: 1.3953, decode.d0.loss_mask: 0.6238, decode.d0.loss_dice: 0.9510, decode.d1.loss_cls: 0.4964, decode.d1.loss_mask: 0.6077, decode.d1.loss_dice: 0.9166, decode.d2.loss_cls: 0.4426, decode.d2.loss_mask: 0.5936, decode.d2.loss_dice: 0.8802, decode.d3.loss_cls: 0.4282, decode.d3.loss_mask: 0.5872, decode.d3.loss_dice: 0.8599, decode.d4.loss_cls: 0.4163, decode.d4.loss_mask: 0.5859, decode.d4.loss_dice: 0.8543, decode.d5.loss_cls: 0.4095, decode.d5.loss_mask: 0.5851, decode.d5.loss_dice: 0.8570, decode.d6.loss_cls: 0.4102, decode.d6.loss_mask: 0.5802, decode.d6.loss_dice: 0.8477, decode.d7.loss_cls: 0.4029, decode.d7.loss_mask: 0.5857, decode.d7.loss_dice: 0.8516, decode.d8.loss_cls: 0.4014, decode.d8.loss_mask: 0.5827, decode.d8.loss_dice: 0.8517, loss: 19.8394, grad_norm: 64.3657 +2023-11-06 21:51:48,799 - mmseg - INFO - Iter [56600/160000] lr: 6.463e-05, eta: 14:00:01, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3530, decode.loss_mask: 0.5815, decode.loss_dice: 0.8345, decode.d0.loss_cls: 1.3375, decode.d0.loss_mask: 0.6234, decode.d0.loss_dice: 0.9184, decode.d1.loss_cls: 0.4464, decode.d1.loss_mask: 0.6091, decode.d1.loss_dice: 0.8845, decode.d2.loss_cls: 0.4025, decode.d2.loss_mask: 0.5942, decode.d2.loss_dice: 0.8577, decode.d3.loss_cls: 0.3858, decode.d3.loss_mask: 0.5851, decode.d3.loss_dice: 0.8382, decode.d4.loss_cls: 0.3684, decode.d4.loss_mask: 0.5843, decode.d4.loss_dice: 0.8387, decode.d5.loss_cls: 0.3628, decode.d5.loss_mask: 0.5829, decode.d5.loss_dice: 0.8396, decode.d6.loss_cls: 0.3615, decode.d6.loss_mask: 0.5833, decode.d6.loss_dice: 0.8343, decode.d7.loss_cls: 0.3551, decode.d7.loss_mask: 0.5837, decode.d7.loss_dice: 0.8386, decode.d8.loss_cls: 0.3545, decode.d8.loss_mask: 0.5825, decode.d8.loss_dice: 0.8344, loss: 19.1562, grad_norm: 63.9038 +2023-11-06 21:52:11,487 - mmseg - INFO - Iter [56650/160000] lr: 6.459e-05, eta: 13:59:34, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3777, decode.loss_mask: 0.5827, decode.loss_dice: 0.8400, decode.d0.loss_cls: 1.3645, decode.d0.loss_mask: 0.6220, decode.d0.loss_dice: 0.9269, decode.d1.loss_cls: 0.4651, decode.d1.loss_mask: 0.6102, decode.d1.loss_dice: 0.8984, decode.d2.loss_cls: 0.4241, decode.d2.loss_mask: 0.5918, decode.d2.loss_dice: 0.8702, decode.d3.loss_cls: 0.4070, decode.d3.loss_mask: 0.5896, decode.d3.loss_dice: 0.8435, decode.d4.loss_cls: 0.3940, decode.d4.loss_mask: 0.5836, decode.d4.loss_dice: 0.8461, decode.d5.loss_cls: 0.3851, decode.d5.loss_mask: 0.5846, decode.d5.loss_dice: 0.8464, decode.d6.loss_cls: 0.3815, decode.d6.loss_mask: 0.5836, decode.d6.loss_dice: 0.8403, decode.d7.loss_cls: 0.3747, decode.d7.loss_mask: 0.5847, decode.d7.loss_dice: 0.8428, decode.d8.loss_cls: 0.3791, decode.d8.loss_mask: 0.5836, decode.d8.loss_dice: 0.8399, loss: 19.4635, grad_norm: 62.8607 +2023-11-06 21:52:34,373 - mmseg - INFO - Iter [56700/160000] lr: 6.456e-05, eta: 13:59:07, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3865, decode.loss_mask: 0.5944, decode.loss_dice: 0.8685, decode.d0.loss_cls: 1.3675, decode.d0.loss_mask: 0.6326, decode.d0.loss_dice: 0.9689, decode.d1.loss_cls: 0.4846, decode.d1.loss_mask: 0.6173, decode.d1.loss_dice: 0.9244, decode.d2.loss_cls: 0.4352, decode.d2.loss_mask: 0.6052, decode.d2.loss_dice: 0.9045, decode.d3.loss_cls: 0.4172, decode.d3.loss_mask: 0.5978, decode.d3.loss_dice: 0.8806, decode.d4.loss_cls: 0.4039, decode.d4.loss_mask: 0.5977, decode.d4.loss_dice: 0.8794, decode.d5.loss_cls: 0.3946, decode.d5.loss_mask: 0.5951, decode.d5.loss_dice: 0.8721, decode.d6.loss_cls: 0.3898, decode.d6.loss_mask: 0.5935, decode.d6.loss_dice: 0.8689, decode.d7.loss_cls: 0.3927, decode.d7.loss_mask: 0.5936, decode.d7.loss_dice: 0.8699, decode.d8.loss_cls: 0.3903, decode.d8.loss_mask: 0.5945, decode.d8.loss_dice: 0.8710, loss: 19.9920, grad_norm: 65.0048 +2023-11-06 21:52:57,004 - mmseg - INFO - Iter [56750/160000] lr: 6.453e-05, eta: 13:58:39, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3871, decode.loss_mask: 0.5768, decode.loss_dice: 0.8623, decode.d0.loss_cls: 1.4329, decode.d0.loss_mask: 0.6228, decode.d0.loss_dice: 0.9627, decode.d1.loss_cls: 0.4918, decode.d1.loss_mask: 0.6038, decode.d1.loss_dice: 0.9196, decode.d2.loss_cls: 0.4406, decode.d2.loss_mask: 0.5838, decode.d2.loss_dice: 0.8915, decode.d3.loss_cls: 0.4152, decode.d3.loss_mask: 0.5799, decode.d3.loss_dice: 0.8691, decode.d4.loss_cls: 0.4044, decode.d4.loss_mask: 0.5841, decode.d4.loss_dice: 0.8641, decode.d5.loss_cls: 0.3941, decode.d5.loss_mask: 0.5803, decode.d5.loss_dice: 0.8674, decode.d6.loss_cls: 0.3962, decode.d6.loss_mask: 0.5755, decode.d6.loss_dice: 0.8589, decode.d7.loss_cls: 0.3923, decode.d7.loss_mask: 0.5756, decode.d7.loss_dice: 0.8585, decode.d8.loss_cls: 0.3883, decode.d8.loss_mask: 0.5780, decode.d8.loss_dice: 0.8612, loss: 19.8189, grad_norm: 69.8299 +2023-11-06 21:53:19,746 - mmseg - INFO - Iter [56800/160000] lr: 6.450e-05, eta: 13:58:12, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3671, decode.loss_mask: 0.5709, decode.loss_dice: 0.8551, decode.d0.loss_cls: 1.3739, decode.d0.loss_mask: 0.6111, decode.d0.loss_dice: 0.9455, decode.d1.loss_cls: 0.4664, decode.d1.loss_mask: 0.5947, decode.d1.loss_dice: 0.9158, decode.d2.loss_cls: 0.4183, decode.d2.loss_mask: 0.5807, decode.d2.loss_dice: 0.8921, decode.d3.loss_cls: 0.3970, decode.d3.loss_mask: 0.5721, decode.d3.loss_dice: 0.8663, decode.d4.loss_cls: 0.3802, decode.d4.loss_mask: 0.5756, decode.d4.loss_dice: 0.8652, decode.d5.loss_cls: 0.3785, decode.d5.loss_mask: 0.5733, decode.d5.loss_dice: 0.8652, decode.d6.loss_cls: 0.3716, decode.d6.loss_mask: 0.5735, decode.d6.loss_dice: 0.8604, decode.d7.loss_cls: 0.3678, decode.d7.loss_mask: 0.5748, decode.d7.loss_dice: 0.8574, decode.d8.loss_cls: 0.3645, decode.d8.loss_mask: 0.5706, decode.d8.loss_dice: 0.8597, loss: 19.4653, grad_norm: 64.6518 +2023-11-06 21:53:44,683 - mmseg - INFO - Iter [56850/160000] lr: 6.447e-05, eta: 13:57:48, time: 0.499, data_time: 0.056, memory: 39436, decode.loss_cls: 0.3873, decode.loss_mask: 0.5717, decode.loss_dice: 0.8319, decode.d0.loss_cls: 1.3857, decode.d0.loss_mask: 0.6122, decode.d0.loss_dice: 0.9258, decode.d1.loss_cls: 0.4844, decode.d1.loss_mask: 0.5983, decode.d1.loss_dice: 0.8912, decode.d2.loss_cls: 0.4307, decode.d2.loss_mask: 0.5857, decode.d2.loss_dice: 0.8673, decode.d3.loss_cls: 0.4119, decode.d3.loss_mask: 0.5810, decode.d3.loss_dice: 0.8364, decode.d4.loss_cls: 0.3977, decode.d4.loss_mask: 0.5786, decode.d4.loss_dice: 0.8369, decode.d5.loss_cls: 0.3964, decode.d5.loss_mask: 0.5760, decode.d5.loss_dice: 0.8370, decode.d6.loss_cls: 0.3882, decode.d6.loss_mask: 0.5746, decode.d6.loss_dice: 0.8362, decode.d7.loss_cls: 0.3833, decode.d7.loss_mask: 0.5747, decode.d7.loss_dice: 0.8292, decode.d8.loss_cls: 0.3822, decode.d8.loss_mask: 0.5735, decode.d8.loss_dice: 0.8325, loss: 19.3985, grad_norm: 69.6319 +2023-11-06 21:54:07,485 - mmseg - INFO - Iter [56900/160000] lr: 6.444e-05, eta: 13:57:21, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3696, decode.loss_mask: 0.5604, decode.loss_dice: 0.8318, decode.d0.loss_cls: 1.4020, decode.d0.loss_mask: 0.5994, decode.d0.loss_dice: 0.9281, decode.d1.loss_cls: 0.4771, decode.d1.loss_mask: 0.5818, decode.d1.loss_dice: 0.8852, decode.d2.loss_cls: 0.4218, decode.d2.loss_mask: 0.5695, decode.d2.loss_dice: 0.8545, decode.d3.loss_cls: 0.3988, decode.d3.loss_mask: 0.5620, decode.d3.loss_dice: 0.8377, decode.d4.loss_cls: 0.3923, decode.d4.loss_mask: 0.5617, decode.d4.loss_dice: 0.8347, decode.d5.loss_cls: 0.3794, decode.d5.loss_mask: 0.5624, decode.d5.loss_dice: 0.8368, decode.d6.loss_cls: 0.3722, decode.d6.loss_mask: 0.5612, decode.d6.loss_dice: 0.8357, decode.d7.loss_cls: 0.3738, decode.d7.loss_mask: 0.5603, decode.d7.loss_dice: 0.8314, decode.d8.loss_cls: 0.3668, decode.d8.loss_mask: 0.5598, decode.d8.loss_dice: 0.8354, loss: 19.1437, grad_norm: 63.8728 +2023-11-06 21:54:30,209 - mmseg - INFO - Iter [56950/160000] lr: 6.441e-05, eta: 13:56:54, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3781, decode.loss_mask: 0.5779, decode.loss_dice: 0.8485, decode.d0.loss_cls: 1.3736, decode.d0.loss_mask: 0.6245, decode.d0.loss_dice: 0.9518, decode.d1.loss_cls: 0.4740, decode.d1.loss_mask: 0.6020, decode.d1.loss_dice: 0.9045, decode.d2.loss_cls: 0.4264, decode.d2.loss_mask: 0.5886, decode.d2.loss_dice: 0.8766, decode.d3.loss_cls: 0.4080, decode.d3.loss_mask: 0.5794, decode.d3.loss_dice: 0.8566, decode.d4.loss_cls: 0.3962, decode.d4.loss_mask: 0.5822, decode.d4.loss_dice: 0.8569, decode.d5.loss_cls: 0.3880, decode.d5.loss_mask: 0.5794, decode.d5.loss_dice: 0.8568, decode.d6.loss_cls: 0.3875, decode.d6.loss_mask: 0.5777, decode.d6.loss_dice: 0.8479, decode.d7.loss_cls: 0.3792, decode.d7.loss_mask: 0.5763, decode.d7.loss_dice: 0.8502, decode.d8.loss_cls: 0.3774, decode.d8.loss_mask: 0.5796, decode.d8.loss_dice: 0.8510, loss: 19.5566, grad_norm: 60.3875 +2023-11-06 21:54:52,904 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 21:54:52,904 - mmseg - INFO - Iter [57000/160000] lr: 6.438e-05, eta: 13:56:26, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3592, decode.loss_mask: 0.5824, decode.loss_dice: 0.8348, decode.d0.loss_cls: 1.3477, decode.d0.loss_mask: 0.6212, decode.d0.loss_dice: 0.9287, decode.d1.loss_cls: 0.4681, decode.d1.loss_mask: 0.5998, decode.d1.loss_dice: 0.8913, decode.d2.loss_cls: 0.4208, decode.d2.loss_mask: 0.5898, decode.d2.loss_dice: 0.8635, decode.d3.loss_cls: 0.3926, decode.d3.loss_mask: 0.5863, decode.d3.loss_dice: 0.8412, decode.d4.loss_cls: 0.3799, decode.d4.loss_mask: 0.5844, decode.d4.loss_dice: 0.8393, decode.d5.loss_cls: 0.3717, decode.d5.loss_mask: 0.5821, decode.d5.loss_dice: 0.8408, decode.d6.loss_cls: 0.3642, decode.d6.loss_mask: 0.5831, decode.d6.loss_dice: 0.8361, decode.d7.loss_cls: 0.3629, decode.d7.loss_mask: 0.5816, decode.d7.loss_dice: 0.8336, decode.d8.loss_cls: 0.3621, decode.d8.loss_mask: 0.5814, decode.d8.loss_dice: 0.8323, loss: 19.2631, grad_norm: 64.9910 +2023-11-06 21:55:15,574 - mmseg - INFO - Iter [57050/160000] lr: 6.434e-05, eta: 13:55:59, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3651, decode.loss_mask: 0.5586, decode.loss_dice: 0.8156, decode.d0.loss_cls: 1.3422, decode.d0.loss_mask: 0.5937, decode.d0.loss_dice: 0.9198, decode.d1.loss_cls: 0.4551, decode.d1.loss_mask: 0.5824, decode.d1.loss_dice: 0.8772, decode.d2.loss_cls: 0.4111, decode.d2.loss_mask: 0.5660, decode.d2.loss_dice: 0.8513, decode.d3.loss_cls: 0.3904, decode.d3.loss_mask: 0.5618, decode.d3.loss_dice: 0.8265, decode.d4.loss_cls: 0.3798, decode.d4.loss_mask: 0.5597, decode.d4.loss_dice: 0.8275, decode.d5.loss_cls: 0.3725, decode.d5.loss_mask: 0.5598, decode.d5.loss_dice: 0.8298, decode.d6.loss_cls: 0.3678, decode.d6.loss_mask: 0.5600, decode.d6.loss_dice: 0.8229, decode.d7.loss_cls: 0.3675, decode.d7.loss_mask: 0.5595, decode.d7.loss_dice: 0.8196, decode.d8.loss_cls: 0.3650, decode.d8.loss_mask: 0.5573, decode.d8.loss_dice: 0.8236, loss: 18.8891, grad_norm: 61.1512 +2023-11-06 21:55:38,477 - mmseg - INFO - Iter [57100/160000] lr: 6.431e-05, eta: 13:55:32, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3692, decode.loss_mask: 0.5925, decode.loss_dice: 0.8511, decode.d0.loss_cls: 1.3645, decode.d0.loss_mask: 0.6342, decode.d0.loss_dice: 0.9431, decode.d1.loss_cls: 0.4631, decode.d1.loss_mask: 0.6170, decode.d1.loss_dice: 0.9150, decode.d2.loss_cls: 0.4214, decode.d2.loss_mask: 0.6013, decode.d2.loss_dice: 0.8822, decode.d3.loss_cls: 0.3945, decode.d3.loss_mask: 0.5981, decode.d3.loss_dice: 0.8563, decode.d4.loss_cls: 0.3782, decode.d4.loss_mask: 0.5965, decode.d4.loss_dice: 0.8589, decode.d5.loss_cls: 0.3729, decode.d5.loss_mask: 0.5958, decode.d5.loss_dice: 0.8620, decode.d6.loss_cls: 0.3760, decode.d6.loss_mask: 0.5926, decode.d6.loss_dice: 0.8489, decode.d7.loss_cls: 0.3681, decode.d7.loss_mask: 0.5930, decode.d7.loss_dice: 0.8500, decode.d8.loss_cls: 0.3710, decode.d8.loss_mask: 0.5941, decode.d8.loss_dice: 0.8582, loss: 19.6198, grad_norm: 67.1518 +2023-11-06 21:56:01,454 - mmseg - INFO - Iter [57150/160000] lr: 6.428e-05, eta: 13:55:05, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3840, decode.loss_mask: 0.5692, decode.loss_dice: 0.8547, decode.d0.loss_cls: 1.4087, decode.d0.loss_mask: 0.6152, decode.d0.loss_dice: 0.9551, decode.d1.loss_cls: 0.5004, decode.d1.loss_mask: 0.5959, decode.d1.loss_dice: 0.9167, decode.d2.loss_cls: 0.4317, decode.d2.loss_mask: 0.5831, decode.d2.loss_dice: 0.8869, decode.d3.loss_cls: 0.4182, decode.d3.loss_mask: 0.5734, decode.d3.loss_dice: 0.8647, decode.d4.loss_cls: 0.4028, decode.d4.loss_mask: 0.5743, decode.d4.loss_dice: 0.8703, decode.d5.loss_cls: 0.3979, decode.d5.loss_mask: 0.5727, decode.d5.loss_dice: 0.8648, decode.d6.loss_cls: 0.3938, decode.d6.loss_mask: 0.5679, decode.d6.loss_dice: 0.8579, decode.d7.loss_cls: 0.3916, decode.d7.loss_mask: 0.5701, decode.d7.loss_dice: 0.8567, decode.d8.loss_cls: 0.3894, decode.d8.loss_mask: 0.5676, decode.d8.loss_dice: 0.8590, loss: 19.6948, grad_norm: 66.9102 +2023-11-06 21:56:24,105 - mmseg - INFO - Iter [57200/160000] lr: 6.425e-05, eta: 13:54:38, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3719, decode.loss_mask: 0.6119, decode.loss_dice: 0.8495, decode.d0.loss_cls: 1.3323, decode.d0.loss_mask: 0.6505, decode.d0.loss_dice: 0.9497, decode.d1.loss_cls: 0.4605, decode.d1.loss_mask: 0.6362, decode.d1.loss_dice: 0.9119, decode.d2.loss_cls: 0.4119, decode.d2.loss_mask: 0.6193, decode.d2.loss_dice: 0.8823, decode.d3.loss_cls: 0.4020, decode.d3.loss_mask: 0.6146, decode.d3.loss_dice: 0.8605, decode.d4.loss_cls: 0.3894, decode.d4.loss_mask: 0.6138, decode.d4.loss_dice: 0.8578, decode.d5.loss_cls: 0.3840, decode.d5.loss_mask: 0.6122, decode.d5.loss_dice: 0.8596, decode.d6.loss_cls: 0.3840, decode.d6.loss_mask: 0.6114, decode.d6.loss_dice: 0.8514, decode.d7.loss_cls: 0.3778, decode.d7.loss_mask: 0.6128, decode.d7.loss_dice: 0.8533, decode.d8.loss_cls: 0.3774, decode.d8.loss_mask: 0.6128, decode.d8.loss_dice: 0.8484, loss: 19.8112, grad_norm: 64.7873 +2023-11-06 21:56:46,618 - mmseg - INFO - Iter [57250/160000] lr: 6.422e-05, eta: 13:54:10, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3706, decode.loss_mask: 0.5418, decode.loss_dice: 0.8152, decode.d0.loss_cls: 1.3609, decode.d0.loss_mask: 0.5867, decode.d0.loss_dice: 0.9103, decode.d1.loss_cls: 0.4857, decode.d1.loss_mask: 0.5654, decode.d1.loss_dice: 0.8857, decode.d2.loss_cls: 0.4215, decode.d2.loss_mask: 0.5586, decode.d2.loss_dice: 0.8541, decode.d3.loss_cls: 0.3976, decode.d3.loss_mask: 0.5456, decode.d3.loss_dice: 0.8231, decode.d4.loss_cls: 0.3831, decode.d4.loss_mask: 0.5468, decode.d4.loss_dice: 0.8234, decode.d5.loss_cls: 0.3785, decode.d5.loss_mask: 0.5464, decode.d5.loss_dice: 0.8237, decode.d6.loss_cls: 0.3747, decode.d6.loss_mask: 0.5443, decode.d6.loss_dice: 0.8141, decode.d7.loss_cls: 0.3676, decode.d7.loss_mask: 0.5445, decode.d7.loss_dice: 0.8175, decode.d8.loss_cls: 0.3727, decode.d8.loss_mask: 0.5436, decode.d8.loss_dice: 0.8161, loss: 18.8196, grad_norm: 69.3110 +2023-11-06 21:57:09,574 - mmseg - INFO - Iter [57300/160000] lr: 6.419e-05, eta: 13:53:43, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3738, decode.loss_mask: 0.5766, decode.loss_dice: 0.8419, decode.d0.loss_cls: 1.3867, decode.d0.loss_mask: 0.6134, decode.d0.loss_dice: 0.9312, decode.d1.loss_cls: 0.4705, decode.d1.loss_mask: 0.6043, decode.d1.loss_dice: 0.9050, decode.d2.loss_cls: 0.4205, decode.d2.loss_mask: 0.5882, decode.d2.loss_dice: 0.8662, decode.d3.loss_cls: 0.4023, decode.d3.loss_mask: 0.5800, decode.d3.loss_dice: 0.8444, decode.d4.loss_cls: 0.3902, decode.d4.loss_mask: 0.5806, decode.d4.loss_dice: 0.8469, decode.d5.loss_cls: 0.3861, decode.d5.loss_mask: 0.5768, decode.d5.loss_dice: 0.8467, decode.d6.loss_cls: 0.3877, decode.d6.loss_mask: 0.5762, decode.d6.loss_dice: 0.8414, decode.d7.loss_cls: 0.3774, decode.d7.loss_mask: 0.5775, decode.d7.loss_dice: 0.8423, decode.d8.loss_cls: 0.3715, decode.d8.loss_mask: 0.5789, decode.d8.loss_dice: 0.8425, loss: 19.4276, grad_norm: 60.6012 +2023-11-06 21:57:32,163 - mmseg - INFO - Iter [57350/160000] lr: 6.416e-05, eta: 13:53:16, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3730, decode.loss_mask: 0.5812, decode.loss_dice: 0.8579, decode.d0.loss_cls: 1.3906, decode.d0.loss_mask: 0.6272, decode.d0.loss_dice: 0.9585, decode.d1.loss_cls: 0.4740, decode.d1.loss_mask: 0.6108, decode.d1.loss_dice: 0.9277, decode.d2.loss_cls: 0.4207, decode.d2.loss_mask: 0.5997, decode.d2.loss_dice: 0.8940, decode.d3.loss_cls: 0.3905, decode.d3.loss_mask: 0.5936, decode.d3.loss_dice: 0.8770, decode.d4.loss_cls: 0.3824, decode.d4.loss_mask: 0.5869, decode.d4.loss_dice: 0.8715, decode.d5.loss_cls: 0.3782, decode.d5.loss_mask: 0.5877, decode.d5.loss_dice: 0.8673, decode.d6.loss_cls: 0.3737, decode.d6.loss_mask: 0.5865, decode.d6.loss_dice: 0.8626, decode.d7.loss_cls: 0.3756, decode.d7.loss_mask: 0.5850, decode.d7.loss_dice: 0.8608, decode.d8.loss_cls: 0.3719, decode.d8.loss_mask: 0.5851, decode.d8.loss_dice: 0.8547, loss: 19.7065, grad_norm: 66.4094 +2023-11-06 21:57:54,780 - mmseg - INFO - Iter [57400/160000] lr: 6.413e-05, eta: 13:52:48, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3867, decode.loss_mask: 0.5774, decode.loss_dice: 0.8708, decode.d0.loss_cls: 1.4057, decode.d0.loss_mask: 0.6173, decode.d0.loss_dice: 0.9680, decode.d1.loss_cls: 0.4866, decode.d1.loss_mask: 0.5965, decode.d1.loss_dice: 0.9239, decode.d2.loss_cls: 0.4345, decode.d2.loss_mask: 0.5828, decode.d2.loss_dice: 0.8987, decode.d3.loss_cls: 0.4186, decode.d3.loss_mask: 0.5767, decode.d3.loss_dice: 0.8753, decode.d4.loss_cls: 0.4056, decode.d4.loss_mask: 0.5749, decode.d4.loss_dice: 0.8755, decode.d5.loss_cls: 0.4025, decode.d5.loss_mask: 0.5728, decode.d5.loss_dice: 0.8755, decode.d6.loss_cls: 0.3941, decode.d6.loss_mask: 0.5733, decode.d6.loss_dice: 0.8708, decode.d7.loss_cls: 0.3861, decode.d7.loss_mask: 0.5744, decode.d7.loss_dice: 0.8716, decode.d8.loss_cls: 0.3802, decode.d8.loss_mask: 0.5795, decode.d8.loss_dice: 0.8758, loss: 19.8322, grad_norm: 62.3707 +2023-11-06 21:58:17,561 - mmseg - INFO - Iter [57450/160000] lr: 6.409e-05, eta: 13:52:21, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3929, decode.loss_mask: 0.5759, decode.loss_dice: 0.8463, decode.d0.loss_cls: 1.4073, decode.d0.loss_mask: 0.6139, decode.d0.loss_dice: 0.9484, decode.d1.loss_cls: 0.4921, decode.d1.loss_mask: 0.6013, decode.d1.loss_dice: 0.9041, decode.d2.loss_cls: 0.4394, decode.d2.loss_mask: 0.5885, decode.d2.loss_dice: 0.8776, decode.d3.loss_cls: 0.4234, decode.d3.loss_mask: 0.5804, decode.d3.loss_dice: 0.8608, decode.d4.loss_cls: 0.4152, decode.d4.loss_mask: 0.5788, decode.d4.loss_dice: 0.8516, decode.d5.loss_cls: 0.4088, decode.d5.loss_mask: 0.5762, decode.d5.loss_dice: 0.8532, decode.d6.loss_cls: 0.3965, decode.d6.loss_mask: 0.5756, decode.d6.loss_dice: 0.8449, decode.d7.loss_cls: 0.3891, decode.d7.loss_mask: 0.5757, decode.d7.loss_dice: 0.8529, decode.d8.loss_cls: 0.3924, decode.d8.loss_mask: 0.5745, decode.d8.loss_dice: 0.8466, loss: 19.6841, grad_norm: 66.0529 +2023-11-06 21:58:40,113 - mmseg - INFO - Iter [57500/160000] lr: 6.406e-05, eta: 13:51:54, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3776, decode.loss_mask: 0.5540, decode.loss_dice: 0.8376, decode.d0.loss_cls: 1.3605, decode.d0.loss_mask: 0.5932, decode.d0.loss_dice: 0.9331, decode.d1.loss_cls: 0.4757, decode.d1.loss_mask: 0.5813, decode.d1.loss_dice: 0.8991, decode.d2.loss_cls: 0.4268, decode.d2.loss_mask: 0.5652, decode.d2.loss_dice: 0.8666, decode.d3.loss_cls: 0.4104, decode.d3.loss_mask: 0.5575, decode.d3.loss_dice: 0.8391, decode.d4.loss_cls: 0.3994, decode.d4.loss_mask: 0.5566, decode.d4.loss_dice: 0.8404, decode.d5.loss_cls: 0.3953, decode.d5.loss_mask: 0.5571, decode.d5.loss_dice: 0.8397, decode.d6.loss_cls: 0.3909, decode.d6.loss_mask: 0.5546, decode.d6.loss_dice: 0.8390, decode.d7.loss_cls: 0.3885, decode.d7.loss_mask: 0.5560, decode.d7.loss_dice: 0.8417, decode.d8.loss_cls: 0.3801, decode.d8.loss_mask: 0.5565, decode.d8.loss_dice: 0.8399, loss: 19.2135, grad_norm: 64.4353 +2023-11-06 21:59:03,032 - mmseg - INFO - Iter [57550/160000] lr: 6.403e-05, eta: 13:51:27, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3925, decode.loss_mask: 0.5741, decode.loss_dice: 0.8447, decode.d0.loss_cls: 1.3660, decode.d0.loss_mask: 0.6234, decode.d0.loss_dice: 0.9502, decode.d1.loss_cls: 0.4759, decode.d1.loss_mask: 0.6021, decode.d1.loss_dice: 0.9162, decode.d2.loss_cls: 0.4272, decode.d2.loss_mask: 0.5884, decode.d2.loss_dice: 0.8821, decode.d3.loss_cls: 0.4112, decode.d3.loss_mask: 0.5801, decode.d3.loss_dice: 0.8614, decode.d4.loss_cls: 0.4065, decode.d4.loss_mask: 0.5765, decode.d4.loss_dice: 0.8558, decode.d5.loss_cls: 0.4027, decode.d5.loss_mask: 0.5791, decode.d5.loss_dice: 0.8602, decode.d6.loss_cls: 0.3957, decode.d6.loss_mask: 0.5757, decode.d6.loss_dice: 0.8497, decode.d7.loss_cls: 0.3957, decode.d7.loss_mask: 0.5750, decode.d7.loss_dice: 0.8474, decode.d8.loss_cls: 0.3889, decode.d8.loss_mask: 0.5752, decode.d8.loss_dice: 0.8473, loss: 19.6269, grad_norm: 67.3358 +2023-11-06 21:59:25,704 - mmseg - INFO - Iter [57600/160000] lr: 6.400e-05, eta: 13:50:59, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3961, decode.loss_mask: 0.5701, decode.loss_dice: 0.8397, decode.d0.loss_cls: 1.3992, decode.d0.loss_mask: 0.6129, decode.d0.loss_dice: 0.9486, decode.d1.loss_cls: 0.4971, decode.d1.loss_mask: 0.5904, decode.d1.loss_dice: 0.9083, decode.d2.loss_cls: 0.4487, decode.d2.loss_mask: 0.5842, decode.d2.loss_dice: 0.8682, decode.d3.loss_cls: 0.4278, decode.d3.loss_mask: 0.5740, decode.d3.loss_dice: 0.8475, decode.d4.loss_cls: 0.4171, decode.d4.loss_mask: 0.5728, decode.d4.loss_dice: 0.8496, decode.d5.loss_cls: 0.4049, decode.d5.loss_mask: 0.5716, decode.d5.loss_dice: 0.8554, decode.d6.loss_cls: 0.4037, decode.d6.loss_mask: 0.5705, decode.d6.loss_dice: 0.8466, decode.d7.loss_cls: 0.3992, decode.d7.loss_mask: 0.5697, decode.d7.loss_dice: 0.8403, decode.d8.loss_cls: 0.3934, decode.d8.loss_mask: 0.5719, decode.d8.loss_dice: 0.8449, loss: 19.6241, grad_norm: 61.9947 +2023-11-06 21:59:48,412 - mmseg - INFO - Iter [57650/160000] lr: 6.397e-05, eta: 13:50:32, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3780, decode.loss_mask: 0.5927, decode.loss_dice: 0.8298, decode.d0.loss_cls: 1.3655, decode.d0.loss_mask: 0.6349, decode.d0.loss_dice: 0.9310, decode.d1.loss_cls: 0.4778, decode.d1.loss_mask: 0.6169, decode.d1.loss_dice: 0.8876, decode.d2.loss_cls: 0.4280, decode.d2.loss_mask: 0.6008, decode.d2.loss_dice: 0.8551, decode.d3.loss_cls: 0.4122, decode.d3.loss_mask: 0.5956, decode.d3.loss_dice: 0.8309, decode.d4.loss_cls: 0.3982, decode.d4.loss_mask: 0.5972, decode.d4.loss_dice: 0.8336, decode.d5.loss_cls: 0.3886, decode.d5.loss_mask: 0.5972, decode.d5.loss_dice: 0.8383, decode.d6.loss_cls: 0.3844, decode.d6.loss_mask: 0.5966, decode.d6.loss_dice: 0.8309, decode.d7.loss_cls: 0.3811, decode.d7.loss_mask: 0.5950, decode.d7.loss_dice: 0.8315, decode.d8.loss_cls: 0.3792, decode.d8.loss_mask: 0.5932, decode.d8.loss_dice: 0.8284, loss: 19.5101, grad_norm: 64.9445 +2023-11-06 22:00:11,230 - mmseg - INFO - Iter [57700/160000] lr: 6.394e-05, eta: 13:50:05, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3820, decode.loss_mask: 0.5789, decode.loss_dice: 0.8536, decode.d0.loss_cls: 1.4072, decode.d0.loss_mask: 0.6214, decode.d0.loss_dice: 0.9665, decode.d1.loss_cls: 0.5031, decode.d1.loss_mask: 0.6091, decode.d1.loss_dice: 0.9240, decode.d2.loss_cls: 0.4409, decode.d2.loss_mask: 0.5863, decode.d2.loss_dice: 0.8885, decode.d3.loss_cls: 0.4198, decode.d3.loss_mask: 0.5845, decode.d3.loss_dice: 0.8695, decode.d4.loss_cls: 0.4057, decode.d4.loss_mask: 0.5823, decode.d4.loss_dice: 0.8655, decode.d5.loss_cls: 0.3925, decode.d5.loss_mask: 0.5813, decode.d5.loss_dice: 0.8648, decode.d6.loss_cls: 0.3891, decode.d6.loss_mask: 0.5803, decode.d6.loss_dice: 0.8574, decode.d7.loss_cls: 0.3843, decode.d7.loss_mask: 0.5803, decode.d7.loss_dice: 0.8551, decode.d8.loss_cls: 0.3860, decode.d8.loss_mask: 0.5804, decode.d8.loss_dice: 0.8582, loss: 19.7984, grad_norm: 66.5372 +2023-11-06 22:00:33,833 - mmseg - INFO - Iter [57750/160000] lr: 6.391e-05, eta: 13:49:38, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4130, decode.loss_mask: 0.5752, decode.loss_dice: 0.8587, decode.d0.loss_cls: 1.4270, decode.d0.loss_mask: 0.6093, decode.d0.loss_dice: 0.9494, decode.d1.loss_cls: 0.5128, decode.d1.loss_mask: 0.5993, decode.d1.loss_dice: 0.9173, decode.d2.loss_cls: 0.4573, decode.d2.loss_mask: 0.5829, decode.d2.loss_dice: 0.8867, decode.d3.loss_cls: 0.4410, decode.d3.loss_mask: 0.5783, decode.d3.loss_dice: 0.8619, decode.d4.loss_cls: 0.4299, decode.d4.loss_mask: 0.5792, decode.d4.loss_dice: 0.8653, decode.d5.loss_cls: 0.4239, decode.d5.loss_mask: 0.5785, decode.d5.loss_dice: 0.8630, decode.d6.loss_cls: 0.4191, decode.d6.loss_mask: 0.5780, decode.d6.loss_dice: 0.8563, decode.d7.loss_cls: 0.4134, decode.d7.loss_mask: 0.5805, decode.d7.loss_dice: 0.8588, decode.d8.loss_cls: 0.4107, decode.d8.loss_mask: 0.5793, decode.d8.loss_dice: 0.8602, loss: 19.9663, grad_norm: 67.9497 +2023-11-06 22:00:56,739 - mmseg - INFO - Iter [57800/160000] lr: 6.388e-05, eta: 13:49:11, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3769, decode.loss_mask: 0.5845, decode.loss_dice: 0.8341, decode.d0.loss_cls: 1.3833, decode.d0.loss_mask: 0.6255, decode.d0.loss_dice: 0.9402, decode.d1.loss_cls: 0.4604, decode.d1.loss_mask: 0.6058, decode.d1.loss_dice: 0.8936, decode.d2.loss_cls: 0.4147, decode.d2.loss_mask: 0.5939, decode.d2.loss_dice: 0.8616, decode.d3.loss_cls: 0.3942, decode.d3.loss_mask: 0.5902, decode.d3.loss_dice: 0.8450, decode.d4.loss_cls: 0.3837, decode.d4.loss_mask: 0.5877, decode.d4.loss_dice: 0.8412, decode.d5.loss_cls: 0.3800, decode.d5.loss_mask: 0.5899, decode.d5.loss_dice: 0.8442, decode.d6.loss_cls: 0.3795, decode.d6.loss_mask: 0.5834, decode.d6.loss_dice: 0.8362, decode.d7.loss_cls: 0.3775, decode.d7.loss_mask: 0.5864, decode.d7.loss_dice: 0.8350, decode.d8.loss_cls: 0.3774, decode.d8.loss_mask: 0.5846, decode.d8.loss_dice: 0.8339, loss: 19.4243, grad_norm: 63.5039 +2023-11-06 22:01:20,268 - mmseg - INFO - Iter [57850/160000] lr: 6.384e-05, eta: 13:48:45, time: 0.471, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3689, decode.loss_mask: 0.5847, decode.loss_dice: 0.8519, decode.d0.loss_cls: 1.3867, decode.d0.loss_mask: 0.6277, decode.d0.loss_dice: 0.9349, decode.d1.loss_cls: 0.4630, decode.d1.loss_mask: 0.6064, decode.d1.loss_dice: 0.9034, decode.d2.loss_cls: 0.4105, decode.d2.loss_mask: 0.5961, decode.d2.loss_dice: 0.8792, decode.d3.loss_cls: 0.3878, decode.d3.loss_mask: 0.5903, decode.d3.loss_dice: 0.8575, decode.d4.loss_cls: 0.3785, decode.d4.loss_mask: 0.5880, decode.d4.loss_dice: 0.8607, decode.d5.loss_cls: 0.3738, decode.d5.loss_mask: 0.5865, decode.d5.loss_dice: 0.8547, decode.d6.loss_cls: 0.3772, decode.d6.loss_mask: 0.5828, decode.d6.loss_dice: 0.8439, decode.d7.loss_cls: 0.3720, decode.d7.loss_mask: 0.5861, decode.d7.loss_dice: 0.8481, decode.d8.loss_cls: 0.3688, decode.d8.loss_mask: 0.5856, decode.d8.loss_dice: 0.8514, loss: 19.5072, grad_norm: 61.9589 +2023-11-06 22:01:43,091 - mmseg - INFO - Iter [57900/160000] lr: 6.381e-05, eta: 13:48:18, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3479, decode.loss_mask: 0.5480, decode.loss_dice: 0.8082, decode.d0.loss_cls: 1.3370, decode.d0.loss_mask: 0.5775, decode.d0.loss_dice: 0.8985, decode.d1.loss_cls: 0.4451, decode.d1.loss_mask: 0.5652, decode.d1.loss_dice: 0.8669, decode.d2.loss_cls: 0.3818, decode.d2.loss_mask: 0.5580, decode.d2.loss_dice: 0.8369, decode.d3.loss_cls: 0.3656, decode.d3.loss_mask: 0.5523, decode.d3.loss_dice: 0.8180, decode.d4.loss_cls: 0.3600, decode.d4.loss_mask: 0.5509, decode.d4.loss_dice: 0.8171, decode.d5.loss_cls: 0.3561, decode.d5.loss_mask: 0.5478, decode.d5.loss_dice: 0.8208, decode.d6.loss_cls: 0.3557, decode.d6.loss_mask: 0.5480, decode.d6.loss_dice: 0.8077, decode.d7.loss_cls: 0.3486, decode.d7.loss_mask: 0.5500, decode.d7.loss_dice: 0.8115, decode.d8.loss_cls: 0.3433, decode.d8.loss_mask: 0.5484, decode.d8.loss_dice: 0.8165, loss: 18.4895, grad_norm: 69.6727 +2023-11-06 22:02:05,894 - mmseg - INFO - Iter [57950/160000] lr: 6.378e-05, eta: 13:47:51, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.4052, decode.loss_mask: 0.5893, decode.loss_dice: 0.8641, decode.d0.loss_cls: 1.4016, decode.d0.loss_mask: 0.6350, decode.d0.loss_dice: 0.9754, decode.d1.loss_cls: 0.4908, decode.d1.loss_mask: 0.6151, decode.d1.loss_dice: 0.9338, decode.d2.loss_cls: 0.4500, decode.d2.loss_mask: 0.6031, decode.d2.loss_dice: 0.8968, decode.d3.loss_cls: 0.4240, decode.d3.loss_mask: 0.5934, decode.d3.loss_dice: 0.8737, decode.d4.loss_cls: 0.4162, decode.d4.loss_mask: 0.5929, decode.d4.loss_dice: 0.8728, decode.d5.loss_cls: 0.4073, decode.d5.loss_mask: 0.5921, decode.d5.loss_dice: 0.8728, decode.d6.loss_cls: 0.4058, decode.d6.loss_mask: 0.5911, decode.d6.loss_dice: 0.8713, decode.d7.loss_cls: 0.4020, decode.d7.loss_mask: 0.5904, decode.d7.loss_dice: 0.8671, decode.d8.loss_cls: 0.4061, decode.d8.loss_mask: 0.5882, decode.d8.loss_dice: 0.8648, loss: 20.0920, grad_norm: 67.5582 +2023-11-06 22:02:28,738 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 22:02:28,738 - mmseg - INFO - Iter [58000/160000] lr: 6.375e-05, eta: 13:47:24, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3851, decode.loss_mask: 0.5591, decode.loss_dice: 0.8285, decode.d0.loss_cls: 1.3888, decode.d0.loss_mask: 0.5952, decode.d0.loss_dice: 0.9208, decode.d1.loss_cls: 0.4887, decode.d1.loss_mask: 0.5767, decode.d1.loss_dice: 0.8899, decode.d2.loss_cls: 0.4304, decode.d2.loss_mask: 0.5669, decode.d2.loss_dice: 0.8628, decode.d3.loss_cls: 0.4095, decode.d3.loss_mask: 0.5639, decode.d3.loss_dice: 0.8382, decode.d4.loss_cls: 0.3931, decode.d4.loss_mask: 0.5634, decode.d4.loss_dice: 0.8408, decode.d5.loss_cls: 0.3951, decode.d5.loss_mask: 0.5603, decode.d5.loss_dice: 0.8316, decode.d6.loss_cls: 0.3889, decode.d6.loss_mask: 0.5580, decode.d6.loss_dice: 0.8316, decode.d7.loss_cls: 0.3823, decode.d7.loss_mask: 0.5574, decode.d7.loss_dice: 0.8304, decode.d8.loss_cls: 0.3808, decode.d8.loss_mask: 0.5594, decode.d8.loss_dice: 0.8302, loss: 19.2077, grad_norm: 62.2260 +2023-11-06 22:02:51,472 - mmseg - INFO - Iter [58050/160000] lr: 6.372e-05, eta: 13:46:57, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3750, decode.loss_mask: 0.5895, decode.loss_dice: 0.8533, decode.d0.loss_cls: 1.3501, decode.d0.loss_mask: 0.6290, decode.d0.loss_dice: 0.9466, decode.d1.loss_cls: 0.4755, decode.d1.loss_mask: 0.6151, decode.d1.loss_dice: 0.9120, decode.d2.loss_cls: 0.4200, decode.d2.loss_mask: 0.5970, decode.d2.loss_dice: 0.8842, decode.d3.loss_cls: 0.3995, decode.d3.loss_mask: 0.5930, decode.d3.loss_dice: 0.8605, decode.d4.loss_cls: 0.3924, decode.d4.loss_mask: 0.5911, decode.d4.loss_dice: 0.8619, decode.d5.loss_cls: 0.3852, decode.d5.loss_mask: 0.5900, decode.d5.loss_dice: 0.8619, decode.d6.loss_cls: 0.3777, decode.d6.loss_mask: 0.5912, decode.d6.loss_dice: 0.8554, decode.d7.loss_cls: 0.3768, decode.d7.loss_mask: 0.5896, decode.d7.loss_dice: 0.8570, decode.d8.loss_cls: 0.3788, decode.d8.loss_mask: 0.5897, decode.d8.loss_dice: 0.8516, loss: 19.6505, grad_norm: 65.1888 +2023-11-06 22:03:16,811 - mmseg - INFO - Iter [58100/160000] lr: 6.369e-05, eta: 13:46:34, time: 0.507, data_time: 0.058, memory: 39436, decode.loss_cls: 0.3792, decode.loss_mask: 0.5802, decode.loss_dice: 0.8692, decode.d0.loss_cls: 1.3983, decode.d0.loss_mask: 0.6162, decode.d0.loss_dice: 0.9778, decode.d1.loss_cls: 0.4721, decode.d1.loss_mask: 0.6069, decode.d1.loss_dice: 0.9299, decode.d2.loss_cls: 0.4260, decode.d2.loss_mask: 0.5883, decode.d2.loss_dice: 0.9033, decode.d3.loss_cls: 0.4065, decode.d3.loss_mask: 0.5829, decode.d3.loss_dice: 0.8765, decode.d4.loss_cls: 0.3940, decode.d4.loss_mask: 0.5851, decode.d4.loss_dice: 0.8825, decode.d5.loss_cls: 0.3777, decode.d5.loss_mask: 0.5848, decode.d5.loss_dice: 0.8803, decode.d6.loss_cls: 0.3778, decode.d6.loss_mask: 0.5797, decode.d6.loss_dice: 0.8727, decode.d7.loss_cls: 0.3743, decode.d7.loss_mask: 0.5829, decode.d7.loss_dice: 0.8780, decode.d8.loss_cls: 0.3734, decode.d8.loss_mask: 0.5832, decode.d8.loss_dice: 0.8777, loss: 19.8175, grad_norm: 64.0881 +2023-11-06 22:03:39,631 - mmseg - INFO - Iter [58150/160000] lr: 6.366e-05, eta: 13:46:07, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3629, decode.loss_mask: 0.5662, decode.loss_dice: 0.8352, decode.d0.loss_cls: 1.3581, decode.d0.loss_mask: 0.6071, decode.d0.loss_dice: 0.9284, decode.d1.loss_cls: 0.4687, decode.d1.loss_mask: 0.5872, decode.d1.loss_dice: 0.8908, decode.d2.loss_cls: 0.4178, decode.d2.loss_mask: 0.5707, decode.d2.loss_dice: 0.8654, decode.d3.loss_cls: 0.4005, decode.d3.loss_mask: 0.5691, decode.d3.loss_dice: 0.8418, decode.d4.loss_cls: 0.3844, decode.d4.loss_mask: 0.5674, decode.d4.loss_dice: 0.8418, decode.d5.loss_cls: 0.3736, decode.d5.loss_mask: 0.5694, decode.d5.loss_dice: 0.8456, decode.d6.loss_cls: 0.3739, decode.d6.loss_mask: 0.5671, decode.d6.loss_dice: 0.8362, decode.d7.loss_cls: 0.3653, decode.d7.loss_mask: 0.5659, decode.d7.loss_dice: 0.8375, decode.d8.loss_cls: 0.3642, decode.d8.loss_mask: 0.5675, decode.d8.loss_dice: 0.8353, loss: 19.1650, grad_norm: 61.5210 +2023-11-06 22:04:02,452 - mmseg - INFO - Iter [58200/160000] lr: 6.363e-05, eta: 13:45:40, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3534, decode.loss_mask: 0.5775, decode.loss_dice: 0.8339, decode.d0.loss_cls: 1.3716, decode.d0.loss_mask: 0.6185, decode.d0.loss_dice: 0.9322, decode.d1.loss_cls: 0.4561, decode.d1.loss_mask: 0.6014, decode.d1.loss_dice: 0.8934, decode.d2.loss_cls: 0.4102, decode.d2.loss_mask: 0.5880, decode.d2.loss_dice: 0.8621, decode.d3.loss_cls: 0.3811, decode.d3.loss_mask: 0.5824, decode.d3.loss_dice: 0.8379, decode.d4.loss_cls: 0.3764, decode.d4.loss_mask: 0.5830, decode.d4.loss_dice: 0.8374, decode.d5.loss_cls: 0.3634, decode.d5.loss_mask: 0.5826, decode.d5.loss_dice: 0.8433, decode.d6.loss_cls: 0.3635, decode.d6.loss_mask: 0.5796, decode.d6.loss_dice: 0.8391, decode.d7.loss_cls: 0.3564, decode.d7.loss_mask: 0.5777, decode.d7.loss_dice: 0.8364, decode.d8.loss_cls: 0.3571, decode.d8.loss_mask: 0.5778, decode.d8.loss_dice: 0.8366, loss: 19.2100, grad_norm: 62.6603 +2023-11-06 22:04:25,296 - mmseg - INFO - Iter [58250/160000] lr: 6.359e-05, eta: 13:45:13, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3610, decode.loss_mask: 0.5572, decode.loss_dice: 0.8403, decode.d0.loss_cls: 1.3630, decode.d0.loss_mask: 0.5984, decode.d0.loss_dice: 0.9309, decode.d1.loss_cls: 0.4641, decode.d1.loss_mask: 0.5713, decode.d1.loss_dice: 0.8947, decode.d2.loss_cls: 0.4112, decode.d2.loss_mask: 0.5602, decode.d2.loss_dice: 0.8640, decode.d3.loss_cls: 0.3934, decode.d3.loss_mask: 0.5561, decode.d3.loss_dice: 0.8436, decode.d4.loss_cls: 0.3867, decode.d4.loss_mask: 0.5571, decode.d4.loss_dice: 0.8446, decode.d5.loss_cls: 0.3763, decode.d5.loss_mask: 0.5586, decode.d5.loss_dice: 0.8467, decode.d6.loss_cls: 0.3724, decode.d6.loss_mask: 0.5564, decode.d6.loss_dice: 0.8405, decode.d7.loss_cls: 0.3706, decode.d7.loss_mask: 0.5546, decode.d7.loss_dice: 0.8394, decode.d8.loss_cls: 0.3646, decode.d8.loss_mask: 0.5563, decode.d8.loss_dice: 0.8421, loss: 19.0764, grad_norm: 64.4397 +2023-11-06 22:04:47,958 - mmseg - INFO - Iter [58300/160000] lr: 6.356e-05, eta: 13:44:46, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3652, decode.loss_mask: 0.5657, decode.loss_dice: 0.8320, decode.d0.loss_cls: 1.3362, decode.d0.loss_mask: 0.6021, decode.d0.loss_dice: 0.9204, decode.d1.loss_cls: 0.4562, decode.d1.loss_mask: 0.5889, decode.d1.loss_dice: 0.8857, decode.d2.loss_cls: 0.4114, decode.d2.loss_mask: 0.5735, decode.d2.loss_dice: 0.8579, decode.d3.loss_cls: 0.3938, decode.d3.loss_mask: 0.5668, decode.d3.loss_dice: 0.8322, decode.d4.loss_cls: 0.3835, decode.d4.loss_mask: 0.5631, decode.d4.loss_dice: 0.8286, decode.d5.loss_cls: 0.3758, decode.d5.loss_mask: 0.5649, decode.d5.loss_dice: 0.8337, decode.d6.loss_cls: 0.3748, decode.d6.loss_mask: 0.5611, decode.d6.loss_dice: 0.8278, decode.d7.loss_cls: 0.3721, decode.d7.loss_mask: 0.5624, decode.d7.loss_dice: 0.8311, decode.d8.loss_cls: 0.3710, decode.d8.loss_mask: 0.5632, decode.d8.loss_dice: 0.8324, loss: 19.0337, grad_norm: 61.3645 +2023-11-06 22:05:10,784 - mmseg - INFO - Iter [58350/160000] lr: 6.353e-05, eta: 13:44:19, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3864, decode.loss_mask: 0.5937, decode.loss_dice: 0.8595, decode.d0.loss_cls: 1.3859, decode.d0.loss_mask: 0.6365, decode.d0.loss_dice: 0.9583, decode.d1.loss_cls: 0.4952, decode.d1.loss_mask: 0.6115, decode.d1.loss_dice: 0.9166, decode.d2.loss_cls: 0.4378, decode.d2.loss_mask: 0.5959, decode.d2.loss_dice: 0.8864, decode.d3.loss_cls: 0.4169, decode.d3.loss_mask: 0.5966, decode.d3.loss_dice: 0.8709, decode.d4.loss_cls: 0.4021, decode.d4.loss_mask: 0.5981, decode.d4.loss_dice: 0.8740, decode.d5.loss_cls: 0.3939, decode.d5.loss_mask: 0.5984, decode.d5.loss_dice: 0.8714, decode.d6.loss_cls: 0.3996, decode.d6.loss_mask: 0.5969, decode.d6.loss_dice: 0.8652, decode.d7.loss_cls: 0.3964, decode.d7.loss_mask: 0.5947, decode.d7.loss_dice: 0.8636, decode.d8.loss_cls: 0.3924, decode.d8.loss_mask: 0.5942, decode.d8.loss_dice: 0.8626, loss: 19.9515, grad_norm: 68.4224 +2023-11-06 22:05:33,494 - mmseg - INFO - Iter [58400/160000] lr: 6.350e-05, eta: 13:43:52, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3861, decode.loss_mask: 0.5792, decode.loss_dice: 0.8319, decode.d0.loss_cls: 1.3607, decode.d0.loss_mask: 0.6207, decode.d0.loss_dice: 0.9287, decode.d1.loss_cls: 0.4748, decode.d1.loss_mask: 0.6009, decode.d1.loss_dice: 0.8990, decode.d2.loss_cls: 0.4316, decode.d2.loss_mask: 0.5865, decode.d2.loss_dice: 0.8548, decode.d3.loss_cls: 0.4094, decode.d3.loss_mask: 0.5792, decode.d3.loss_dice: 0.8437, decode.d4.loss_cls: 0.3967, decode.d4.loss_mask: 0.5804, decode.d4.loss_dice: 0.8439, decode.d5.loss_cls: 0.3909, decode.d5.loss_mask: 0.5772, decode.d5.loss_dice: 0.8436, decode.d6.loss_cls: 0.3897, decode.d6.loss_mask: 0.5789, decode.d6.loss_dice: 0.8344, decode.d7.loss_cls: 0.3886, decode.d7.loss_mask: 0.5783, decode.d7.loss_dice: 0.8371, decode.d8.loss_cls: 0.3813, decode.d8.loss_mask: 0.5798, decode.d8.loss_dice: 0.8342, loss: 19.4222, grad_norm: 71.3752 +2023-11-06 22:05:56,403 - mmseg - INFO - Iter [58450/160000] lr: 6.347e-05, eta: 13:43:25, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3689, decode.loss_mask: 0.5731, decode.loss_dice: 0.8322, decode.d0.loss_cls: 1.3758, decode.d0.loss_mask: 0.6079, decode.d0.loss_dice: 0.9326, decode.d1.loss_cls: 0.4684, decode.d1.loss_mask: 0.5991, decode.d1.loss_dice: 0.8952, decode.d2.loss_cls: 0.4145, decode.d2.loss_mask: 0.5844, decode.d2.loss_dice: 0.8618, decode.d3.loss_cls: 0.3974, decode.d3.loss_mask: 0.5779, decode.d3.loss_dice: 0.8425, decode.d4.loss_cls: 0.3798, decode.d4.loss_mask: 0.5769, decode.d4.loss_dice: 0.8397, decode.d5.loss_cls: 0.3789, decode.d5.loss_mask: 0.5768, decode.d5.loss_dice: 0.8358, decode.d6.loss_cls: 0.3770, decode.d6.loss_mask: 0.5768, decode.d6.loss_dice: 0.8361, decode.d7.loss_cls: 0.3727, decode.d7.loss_mask: 0.5732, decode.d7.loss_dice: 0.8337, decode.d8.loss_cls: 0.3727, decode.d8.loss_mask: 0.5730, decode.d8.loss_dice: 0.8334, loss: 19.2682, grad_norm: 63.4470 +2023-11-06 22:06:19,405 - mmseg - INFO - Iter [58500/160000] lr: 6.344e-05, eta: 13:42:59, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3617, decode.loss_mask: 0.5683, decode.loss_dice: 0.8399, decode.d0.loss_cls: 1.3752, decode.d0.loss_mask: 0.6131, decode.d0.loss_dice: 0.9443, decode.d1.loss_cls: 0.4791, decode.d1.loss_mask: 0.5932, decode.d1.loss_dice: 0.9050, decode.d2.loss_cls: 0.4184, decode.d2.loss_mask: 0.5807, decode.d2.loss_dice: 0.8729, decode.d3.loss_cls: 0.3951, decode.d3.loss_mask: 0.5724, decode.d3.loss_dice: 0.8475, decode.d4.loss_cls: 0.3778, decode.d4.loss_mask: 0.5700, decode.d4.loss_dice: 0.8454, decode.d5.loss_cls: 0.3708, decode.d5.loss_mask: 0.5708, decode.d5.loss_dice: 0.8448, decode.d6.loss_cls: 0.3688, decode.d6.loss_mask: 0.5714, decode.d6.loss_dice: 0.8414, decode.d7.loss_cls: 0.3639, decode.d7.loss_mask: 0.5699, decode.d7.loss_dice: 0.8455, decode.d8.loss_cls: 0.3639, decode.d8.loss_mask: 0.5691, decode.d8.loss_dice: 0.8455, loss: 19.2860, grad_norm: 69.5519 +2023-11-06 22:06:42,849 - mmseg - INFO - Iter [58550/160000] lr: 6.341e-05, eta: 13:42:33, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3553, decode.loss_mask: 0.5648, decode.loss_dice: 0.8274, decode.d0.loss_cls: 1.3728, decode.d0.loss_mask: 0.6073, decode.d0.loss_dice: 0.9128, decode.d1.loss_cls: 0.4766, decode.d1.loss_mask: 0.5846, decode.d1.loss_dice: 0.8764, decode.d2.loss_cls: 0.4123, decode.d2.loss_mask: 0.5719, decode.d2.loss_dice: 0.8508, decode.d3.loss_cls: 0.3913, decode.d3.loss_mask: 0.5681, decode.d3.loss_dice: 0.8312, decode.d4.loss_cls: 0.3755, decode.d4.loss_mask: 0.5667, decode.d4.loss_dice: 0.8357, decode.d5.loss_cls: 0.3682, decode.d5.loss_mask: 0.5637, decode.d5.loss_dice: 0.8302, decode.d6.loss_cls: 0.3674, decode.d6.loss_mask: 0.5664, decode.d6.loss_dice: 0.8243, decode.d7.loss_cls: 0.3639, decode.d7.loss_mask: 0.5650, decode.d7.loss_dice: 0.8229, decode.d8.loss_cls: 0.3582, decode.d8.loss_mask: 0.5644, decode.d8.loss_dice: 0.8269, loss: 19.0028, grad_norm: 64.1247 +2023-11-06 22:07:05,520 - mmseg - INFO - Iter [58600/160000] lr: 6.338e-05, eta: 13:42:06, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3903, decode.loss_mask: 0.5913, decode.loss_dice: 0.8603, decode.d0.loss_cls: 1.4115, decode.d0.loss_mask: 0.6289, decode.d0.loss_dice: 0.9558, decode.d1.loss_cls: 0.4906, decode.d1.loss_mask: 0.6139, decode.d1.loss_dice: 0.9262, decode.d2.loss_cls: 0.4401, decode.d2.loss_mask: 0.6031, decode.d2.loss_dice: 0.8977, decode.d3.loss_cls: 0.4176, decode.d3.loss_mask: 0.5930, decode.d3.loss_dice: 0.8745, decode.d4.loss_cls: 0.4053, decode.d4.loss_mask: 0.5921, decode.d4.loss_dice: 0.8779, decode.d5.loss_cls: 0.4075, decode.d5.loss_mask: 0.5935, decode.d5.loss_dice: 0.8764, decode.d6.loss_cls: 0.3972, decode.d6.loss_mask: 0.5923, decode.d6.loss_dice: 0.8690, decode.d7.loss_cls: 0.3899, decode.d7.loss_mask: 0.5901, decode.d7.loss_dice: 0.8687, decode.d8.loss_cls: 0.3847, decode.d8.loss_mask: 0.5923, decode.d8.loss_dice: 0.8689, loss: 20.0005, grad_norm: 70.3900 +2023-11-06 22:07:28,210 - mmseg - INFO - Iter [58650/160000] lr: 6.334e-05, eta: 13:41:38, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3746, decode.loss_mask: 0.5649, decode.loss_dice: 0.8509, decode.d0.loss_cls: 1.3796, decode.d0.loss_mask: 0.6013, decode.d0.loss_dice: 0.9448, decode.d1.loss_cls: 0.4822, decode.d1.loss_mask: 0.5872, decode.d1.loss_dice: 0.9080, decode.d2.loss_cls: 0.4318, decode.d2.loss_mask: 0.5738, decode.d2.loss_dice: 0.8768, decode.d3.loss_cls: 0.4035, decode.d3.loss_mask: 0.5681, decode.d3.loss_dice: 0.8557, decode.d4.loss_cls: 0.4006, decode.d4.loss_mask: 0.5671, decode.d4.loss_dice: 0.8557, decode.d5.loss_cls: 0.3904, decode.d5.loss_mask: 0.5665, decode.d5.loss_dice: 0.8550, decode.d6.loss_cls: 0.3869, decode.d6.loss_mask: 0.5642, decode.d6.loss_dice: 0.8491, decode.d7.loss_cls: 0.3835, decode.d7.loss_mask: 0.5617, decode.d7.loss_dice: 0.8493, decode.d8.loss_cls: 0.3789, decode.d8.loss_mask: 0.5639, decode.d8.loss_dice: 0.8502, loss: 19.4259, grad_norm: 65.5906 +2023-11-06 22:07:50,748 - mmseg - INFO - Iter [58700/160000] lr: 6.331e-05, eta: 13:41:11, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3631, decode.loss_mask: 0.5638, decode.loss_dice: 0.8155, decode.d0.loss_cls: 1.3771, decode.d0.loss_mask: 0.6083, decode.d0.loss_dice: 0.9069, decode.d1.loss_cls: 0.4658, decode.d1.loss_mask: 0.5861, decode.d1.loss_dice: 0.8659, decode.d2.loss_cls: 0.4091, decode.d2.loss_mask: 0.5722, decode.d2.loss_dice: 0.8392, decode.d3.loss_cls: 0.3885, decode.d3.loss_mask: 0.5654, decode.d3.loss_dice: 0.8186, decode.d4.loss_cls: 0.3712, decode.d4.loss_mask: 0.5633, decode.d4.loss_dice: 0.8192, decode.d5.loss_cls: 0.3672, decode.d5.loss_mask: 0.5617, decode.d5.loss_dice: 0.8170, decode.d6.loss_cls: 0.3683, decode.d6.loss_mask: 0.5617, decode.d6.loss_dice: 0.8155, decode.d7.loss_cls: 0.3626, decode.d7.loss_mask: 0.5657, decode.d7.loss_dice: 0.8169, decode.d8.loss_cls: 0.3638, decode.d8.loss_mask: 0.5631, decode.d8.loss_dice: 0.8178, loss: 18.8805, grad_norm: 61.9278 +2023-11-06 22:08:13,291 - mmseg - INFO - Iter [58750/160000] lr: 6.328e-05, eta: 13:40:44, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3582, decode.loss_mask: 0.5777, decode.loss_dice: 0.8414, decode.d0.loss_cls: 1.3752, decode.d0.loss_mask: 0.6197, decode.d0.loss_dice: 0.9411, decode.d1.loss_cls: 0.4728, decode.d1.loss_mask: 0.5981, decode.d1.loss_dice: 0.8985, decode.d2.loss_cls: 0.4182, decode.d2.loss_mask: 0.5843, decode.d2.loss_dice: 0.8720, decode.d3.loss_cls: 0.3995, decode.d3.loss_mask: 0.5800, decode.d3.loss_dice: 0.8447, decode.d4.loss_cls: 0.3803, decode.d4.loss_mask: 0.5804, decode.d4.loss_dice: 0.8454, decode.d5.loss_cls: 0.3710, decode.d5.loss_mask: 0.5794, decode.d5.loss_dice: 0.8480, decode.d6.loss_cls: 0.3667, decode.d6.loss_mask: 0.5793, decode.d6.loss_dice: 0.8408, decode.d7.loss_cls: 0.3616, decode.d7.loss_mask: 0.5786, decode.d7.loss_dice: 0.8463, decode.d8.loss_cls: 0.3614, decode.d8.loss_mask: 0.5782, decode.d8.loss_dice: 0.8448, loss: 19.3436, grad_norm: 63.6568 +2023-11-06 22:08:35,939 - mmseg - INFO - Iter [58800/160000] lr: 6.325e-05, eta: 13:40:16, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3518, decode.loss_mask: 0.5526, decode.loss_dice: 0.8271, decode.d0.loss_cls: 1.3836, decode.d0.loss_mask: 0.5959, decode.d0.loss_dice: 0.9148, decode.d1.loss_cls: 0.4514, decode.d1.loss_mask: 0.5790, decode.d1.loss_dice: 0.8838, decode.d2.loss_cls: 0.4025, decode.d2.loss_mask: 0.5648, decode.d2.loss_dice: 0.8527, decode.d3.loss_cls: 0.3883, decode.d3.loss_mask: 0.5578, decode.d3.loss_dice: 0.8298, decode.d4.loss_cls: 0.3676, decode.d4.loss_mask: 0.5564, decode.d4.loss_dice: 0.8347, decode.d5.loss_cls: 0.3617, decode.d5.loss_mask: 0.5575, decode.d5.loss_dice: 0.8330, decode.d6.loss_cls: 0.3582, decode.d6.loss_mask: 0.5566, decode.d6.loss_dice: 0.8255, decode.d7.loss_cls: 0.3602, decode.d7.loss_mask: 0.5527, decode.d7.loss_dice: 0.8232, decode.d8.loss_cls: 0.3548, decode.d8.loss_mask: 0.5527, decode.d8.loss_dice: 0.8299, loss: 18.8609, grad_norm: 66.7729 +2023-11-06 22:08:58,596 - mmseg - INFO - Iter [58850/160000] lr: 6.322e-05, eta: 13:39:49, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3866, decode.loss_mask: 0.5774, decode.loss_dice: 0.8454, decode.d0.loss_cls: 1.3942, decode.d0.loss_mask: 0.6155, decode.d0.loss_dice: 0.9448, decode.d1.loss_cls: 0.4878, decode.d1.loss_mask: 0.6016, decode.d1.loss_dice: 0.9141, decode.d2.loss_cls: 0.4305, decode.d2.loss_mask: 0.5857, decode.d2.loss_dice: 0.8803, decode.d3.loss_cls: 0.4146, decode.d3.loss_mask: 0.5803, decode.d3.loss_dice: 0.8540, decode.d4.loss_cls: 0.4039, decode.d4.loss_mask: 0.5792, decode.d4.loss_dice: 0.8541, decode.d5.loss_cls: 0.3980, decode.d5.loss_mask: 0.5791, decode.d5.loss_dice: 0.8461, decode.d6.loss_cls: 0.3936, decode.d6.loss_mask: 0.5785, decode.d6.loss_dice: 0.8487, decode.d7.loss_cls: 0.3901, decode.d7.loss_mask: 0.5775, decode.d7.loss_dice: 0.8488, decode.d8.loss_cls: 0.3847, decode.d8.loss_mask: 0.5779, decode.d8.loss_dice: 0.8501, loss: 19.6229, grad_norm: 72.8800 +2023-11-06 22:09:21,446 - mmseg - INFO - Iter [58900/160000] lr: 6.319e-05, eta: 13:39:22, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.4023, decode.loss_mask: 0.5877, decode.loss_dice: 0.8747, decode.d0.loss_cls: 1.4308, decode.d0.loss_mask: 0.6362, decode.d0.loss_dice: 0.9812, decode.d1.loss_cls: 0.5100, decode.d1.loss_mask: 0.6086, decode.d1.loss_dice: 0.9457, decode.d2.loss_cls: 0.4542, decode.d2.loss_mask: 0.5984, decode.d2.loss_dice: 0.9120, decode.d3.loss_cls: 0.4240, decode.d3.loss_mask: 0.5931, decode.d3.loss_dice: 0.8906, decode.d4.loss_cls: 0.4138, decode.d4.loss_mask: 0.5931, decode.d4.loss_dice: 0.8953, decode.d5.loss_cls: 0.4070, decode.d5.loss_mask: 0.5943, decode.d5.loss_dice: 0.8887, decode.d6.loss_cls: 0.4138, decode.d6.loss_mask: 0.5895, decode.d6.loss_dice: 0.8817, decode.d7.loss_cls: 0.4026, decode.d7.loss_mask: 0.5890, decode.d7.loss_dice: 0.8799, decode.d8.loss_cls: 0.4012, decode.d8.loss_mask: 0.5905, decode.d8.loss_dice: 0.8780, loss: 20.2679, grad_norm: 66.7315 +2023-11-06 22:09:44,179 - mmseg - INFO - Iter [58950/160000] lr: 6.316e-05, eta: 13:38:55, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3923, decode.loss_mask: 0.5638, decode.loss_dice: 0.8517, decode.d0.loss_cls: 1.3948, decode.d0.loss_mask: 0.5974, decode.d0.loss_dice: 0.9435, decode.d1.loss_cls: 0.4803, decode.d1.loss_mask: 0.5865, decode.d1.loss_dice: 0.9126, decode.d2.loss_cls: 0.4370, decode.d2.loss_mask: 0.5673, decode.d2.loss_dice: 0.8721, decode.d3.loss_cls: 0.4240, decode.d3.loss_mask: 0.5630, decode.d3.loss_dice: 0.8564, decode.d4.loss_cls: 0.4067, decode.d4.loss_mask: 0.5642, decode.d4.loss_dice: 0.8556, decode.d5.loss_cls: 0.3938, decode.d5.loss_mask: 0.5660, decode.d5.loss_dice: 0.8553, decode.d6.loss_cls: 0.3968, decode.d6.loss_mask: 0.5647, decode.d6.loss_dice: 0.8498, decode.d7.loss_cls: 0.3949, decode.d7.loss_mask: 0.5633, decode.d7.loss_dice: 0.8553, decode.d8.loss_cls: 0.3909, decode.d8.loss_mask: 0.5645, decode.d8.loss_dice: 0.8567, loss: 19.5213, grad_norm: 63.9329 +2023-11-06 22:10:06,746 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 22:10:06,747 - mmseg - INFO - Iter [59000/160000] lr: 6.313e-05, eta: 13:38:28, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3714, decode.loss_mask: 0.5766, decode.loss_dice: 0.8335, decode.d0.loss_cls: 1.3752, decode.d0.loss_mask: 0.6184, decode.d0.loss_dice: 0.9356, decode.d1.loss_cls: 0.4670, decode.d1.loss_mask: 0.5962, decode.d1.loss_dice: 0.8920, decode.d2.loss_cls: 0.4103, decode.d2.loss_mask: 0.5876, decode.d2.loss_dice: 0.8688, decode.d3.loss_cls: 0.3893, decode.d3.loss_mask: 0.5790, decode.d3.loss_dice: 0.8484, decode.d4.loss_cls: 0.3834, decode.d4.loss_mask: 0.5791, decode.d4.loss_dice: 0.8458, decode.d5.loss_cls: 0.3811, decode.d5.loss_mask: 0.5787, decode.d5.loss_dice: 0.8431, decode.d6.loss_cls: 0.3742, decode.d6.loss_mask: 0.5765, decode.d6.loss_dice: 0.8373, decode.d7.loss_cls: 0.3735, decode.d7.loss_mask: 0.5776, decode.d7.loss_dice: 0.8342, decode.d8.loss_cls: 0.3667, decode.d8.loss_mask: 0.5776, decode.d8.loss_dice: 0.8362, loss: 19.3143, grad_norm: 66.6865 +2023-11-06 22:10:29,408 - mmseg - INFO - Iter [59050/160000] lr: 6.309e-05, eta: 13:38:01, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3986, decode.loss_mask: 0.5662, decode.loss_dice: 0.8472, decode.d0.loss_cls: 1.3934, decode.d0.loss_mask: 0.6169, decode.d0.loss_dice: 0.9519, decode.d1.loss_cls: 0.5060, decode.d1.loss_mask: 0.5920, decode.d1.loss_dice: 0.9122, decode.d2.loss_cls: 0.4547, decode.d2.loss_mask: 0.5759, decode.d2.loss_dice: 0.8895, decode.d3.loss_cls: 0.4337, decode.d3.loss_mask: 0.5692, decode.d3.loss_dice: 0.8636, decode.d4.loss_cls: 0.4219, decode.d4.loss_mask: 0.5681, decode.d4.loss_dice: 0.8598, decode.d5.loss_cls: 0.4099, decode.d5.loss_mask: 0.5670, decode.d5.loss_dice: 0.8573, decode.d6.loss_cls: 0.4040, decode.d6.loss_mask: 0.5671, decode.d6.loss_dice: 0.8482, decode.d7.loss_cls: 0.3986, decode.d7.loss_mask: 0.5691, decode.d7.loss_dice: 0.8519, decode.d8.loss_cls: 0.3929, decode.d8.loss_mask: 0.5663, decode.d8.loss_dice: 0.8548, loss: 19.7081, grad_norm: 64.8277 +2023-11-06 22:10:52,030 - mmseg - INFO - Iter [59100/160000] lr: 6.306e-05, eta: 13:37:34, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3841, decode.loss_mask: 0.5796, decode.loss_dice: 0.8369, decode.d0.loss_cls: 1.3814, decode.d0.loss_mask: 0.6177, decode.d0.loss_dice: 0.9474, decode.d1.loss_cls: 0.4806, decode.d1.loss_mask: 0.5980, decode.d1.loss_dice: 0.8985, decode.d2.loss_cls: 0.4245, decode.d2.loss_mask: 0.5885, decode.d2.loss_dice: 0.8586, decode.d3.loss_cls: 0.4067, decode.d3.loss_mask: 0.5817, decode.d3.loss_dice: 0.8427, decode.d4.loss_cls: 0.3940, decode.d4.loss_mask: 0.5818, decode.d4.loss_dice: 0.8480, decode.d5.loss_cls: 0.3871, decode.d5.loss_mask: 0.5816, decode.d5.loss_dice: 0.8422, decode.d6.loss_cls: 0.3895, decode.d6.loss_mask: 0.5776, decode.d6.loss_dice: 0.8399, decode.d7.loss_cls: 0.3880, decode.d7.loss_mask: 0.5783, decode.d7.loss_dice: 0.8404, decode.d8.loss_cls: 0.3812, decode.d8.loss_mask: 0.5808, decode.d8.loss_dice: 0.8388, loss: 19.4759, grad_norm: 64.2460 +2023-11-06 22:11:14,568 - mmseg - INFO - Iter [59150/160000] lr: 6.303e-05, eta: 13:37:06, time: 0.451, data_time: 0.011, memory: 39436, decode.loss_cls: 0.3694, decode.loss_mask: 0.5621, decode.loss_dice: 0.8520, decode.d0.loss_cls: 1.3978, decode.d0.loss_mask: 0.6039, decode.d0.loss_dice: 0.9443, decode.d1.loss_cls: 0.4671, decode.d1.loss_mask: 0.5858, decode.d1.loss_dice: 0.9101, decode.d2.loss_cls: 0.3981, decode.d2.loss_mask: 0.5745, decode.d2.loss_dice: 0.8821, decode.d3.loss_cls: 0.3885, decode.d3.loss_mask: 0.5666, decode.d3.loss_dice: 0.8614, decode.d4.loss_cls: 0.3805, decode.d4.loss_mask: 0.5637, decode.d4.loss_dice: 0.8550, decode.d5.loss_cls: 0.3756, decode.d5.loss_mask: 0.5661, decode.d5.loss_dice: 0.8553, decode.d6.loss_cls: 0.3689, decode.d6.loss_mask: 0.5647, decode.d6.loss_dice: 0.8548, decode.d7.loss_cls: 0.3638, decode.d7.loss_mask: 0.5660, decode.d7.loss_dice: 0.8554, decode.d8.loss_cls: 0.3589, decode.d8.loss_mask: 0.5651, decode.d8.loss_dice: 0.8544, loss: 19.3118, grad_norm: 66.7836 +2023-11-06 22:11:37,119 - mmseg - INFO - Iter [59200/160000] lr: 6.300e-05, eta: 13:36:39, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3570, decode.loss_mask: 0.5745, decode.loss_dice: 0.8364, decode.d0.loss_cls: 1.3344, decode.d0.loss_mask: 0.6185, decode.d0.loss_dice: 0.9391, decode.d1.loss_cls: 0.4522, decode.d1.loss_mask: 0.5938, decode.d1.loss_dice: 0.8957, decode.d2.loss_cls: 0.3936, decode.d2.loss_mask: 0.5850, decode.d2.loss_dice: 0.8696, decode.d3.loss_cls: 0.3775, decode.d3.loss_mask: 0.5803, decode.d3.loss_dice: 0.8406, decode.d4.loss_cls: 0.3692, decode.d4.loss_mask: 0.5774, decode.d4.loss_dice: 0.8436, decode.d5.loss_cls: 0.3551, decode.d5.loss_mask: 0.5785, decode.d5.loss_dice: 0.8417, decode.d6.loss_cls: 0.3578, decode.d6.loss_mask: 0.5793, decode.d6.loss_dice: 0.8402, decode.d7.loss_cls: 0.3594, decode.d7.loss_mask: 0.5755, decode.d7.loss_dice: 0.8378, decode.d8.loss_cls: 0.3574, decode.d8.loss_mask: 0.5758, decode.d8.loss_dice: 0.8373, loss: 19.1343, grad_norm: 67.1588 +2023-11-06 22:11:59,727 - mmseg - INFO - Iter [59250/160000] lr: 6.297e-05, eta: 13:36:12, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3739, decode.loss_mask: 0.5766, decode.loss_dice: 0.8505, decode.d0.loss_cls: 1.3943, decode.d0.loss_mask: 0.6203, decode.d0.loss_dice: 0.9484, decode.d1.loss_cls: 0.4761, decode.d1.loss_mask: 0.6026, decode.d1.loss_dice: 0.9072, decode.d2.loss_cls: 0.4213, decode.d2.loss_mask: 0.5872, decode.d2.loss_dice: 0.8818, decode.d3.loss_cls: 0.4065, decode.d3.loss_mask: 0.5838, decode.d3.loss_dice: 0.8620, decode.d4.loss_cls: 0.3896, decode.d4.loss_mask: 0.5831, decode.d4.loss_dice: 0.8617, decode.d5.loss_cls: 0.3870, decode.d5.loss_mask: 0.5815, decode.d5.loss_dice: 0.8568, decode.d6.loss_cls: 0.3806, decode.d6.loss_mask: 0.5800, decode.d6.loss_dice: 0.8554, decode.d7.loss_cls: 0.3789, decode.d7.loss_mask: 0.5783, decode.d7.loss_dice: 0.8513, decode.d8.loss_cls: 0.3776, decode.d8.loss_mask: 0.5786, decode.d8.loss_dice: 0.8529, loss: 19.5860, grad_norm: 66.3303 +2023-11-06 22:12:22,537 - mmseg - INFO - Iter [59300/160000] lr: 6.294e-05, eta: 13:35:45, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3721, decode.loss_mask: 0.5932, decode.loss_dice: 0.8467, decode.d0.loss_cls: 1.3877, decode.d0.loss_mask: 0.6369, decode.d0.loss_dice: 0.9401, decode.d1.loss_cls: 0.4780, decode.d1.loss_mask: 0.6148, decode.d1.loss_dice: 0.9045, decode.d2.loss_cls: 0.4249, decode.d2.loss_mask: 0.6045, decode.d2.loss_dice: 0.8748, decode.d3.loss_cls: 0.3990, decode.d3.loss_mask: 0.5961, decode.d3.loss_dice: 0.8601, decode.d4.loss_cls: 0.3876, decode.d4.loss_mask: 0.5969, decode.d4.loss_dice: 0.8575, decode.d5.loss_cls: 0.3803, decode.d5.loss_mask: 0.5945, decode.d5.loss_dice: 0.8570, decode.d6.loss_cls: 0.3759, decode.d6.loss_mask: 0.5951, decode.d6.loss_dice: 0.8488, decode.d7.loss_cls: 0.3722, decode.d7.loss_mask: 0.5951, decode.d7.loss_dice: 0.8462, decode.d8.loss_cls: 0.3736, decode.d8.loss_mask: 0.5941, decode.d8.loss_dice: 0.8514, loss: 19.6596, grad_norm: 67.0964 +2023-11-06 22:12:45,273 - mmseg - INFO - Iter [59350/160000] lr: 6.291e-05, eta: 13:35:18, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3581, decode.loss_mask: 0.5444, decode.loss_dice: 0.8243, decode.d0.loss_cls: 1.3810, decode.d0.loss_mask: 0.5716, decode.d0.loss_dice: 0.9105, decode.d1.loss_cls: 0.4479, decode.d1.loss_mask: 0.5690, decode.d1.loss_dice: 0.8820, decode.d2.loss_cls: 0.4059, decode.d2.loss_mask: 0.5529, decode.d2.loss_dice: 0.8547, decode.d3.loss_cls: 0.3892, decode.d3.loss_mask: 0.5465, decode.d3.loss_dice: 0.8306, decode.d4.loss_cls: 0.3721, decode.d4.loss_mask: 0.5447, decode.d4.loss_dice: 0.8324, decode.d5.loss_cls: 0.3699, decode.d5.loss_mask: 0.5460, decode.d5.loss_dice: 0.8300, decode.d6.loss_cls: 0.3671, decode.d6.loss_mask: 0.5441, decode.d6.loss_dice: 0.8238, decode.d7.loss_cls: 0.3605, decode.d7.loss_mask: 0.5433, decode.d7.loss_dice: 0.8242, decode.d8.loss_cls: 0.3551, decode.d8.loss_mask: 0.5429, decode.d8.loss_dice: 0.8308, loss: 18.7556, grad_norm: 70.3386 +2023-11-06 22:13:10,210 - mmseg - INFO - Iter [59400/160000] lr: 6.288e-05, eta: 13:34:55, time: 0.499, data_time: 0.060, memory: 39436, decode.loss_cls: 0.3712, decode.loss_mask: 0.5518, decode.loss_dice: 0.8289, decode.d0.loss_cls: 1.3729, decode.d0.loss_mask: 0.6024, decode.d0.loss_dice: 0.9340, decode.d1.loss_cls: 0.4755, decode.d1.loss_mask: 0.5775, decode.d1.loss_dice: 0.8836, decode.d2.loss_cls: 0.4202, decode.d2.loss_mask: 0.5604, decode.d2.loss_dice: 0.8593, decode.d3.loss_cls: 0.4045, decode.d3.loss_mask: 0.5512, decode.d3.loss_dice: 0.8351, decode.d4.loss_cls: 0.3871, decode.d4.loss_mask: 0.5523, decode.d4.loss_dice: 0.8343, decode.d5.loss_cls: 0.3756, decode.d5.loss_mask: 0.5579, decode.d5.loss_dice: 0.8314, decode.d6.loss_cls: 0.3814, decode.d6.loss_mask: 0.5539, decode.d6.loss_dice: 0.8264, decode.d7.loss_cls: 0.3721, decode.d7.loss_mask: 0.5529, decode.d7.loss_dice: 0.8236, decode.d8.loss_cls: 0.3744, decode.d8.loss_mask: 0.5527, decode.d8.loss_dice: 0.8242, loss: 19.0286, grad_norm: 62.7910 +2023-11-06 22:13:32,834 - mmseg - INFO - Iter [59450/160000] lr: 6.284e-05, eta: 13:34:28, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3674, decode.loss_mask: 0.5730, decode.loss_dice: 0.8517, decode.d0.loss_cls: 1.3705, decode.d0.loss_mask: 0.6118, decode.d0.loss_dice: 0.9502, decode.d1.loss_cls: 0.4691, decode.d1.loss_mask: 0.5902, decode.d1.loss_dice: 0.9086, decode.d2.loss_cls: 0.4135, decode.d2.loss_mask: 0.5776, decode.d2.loss_dice: 0.8823, decode.d3.loss_cls: 0.3965, decode.d3.loss_mask: 0.5719, decode.d3.loss_dice: 0.8585, decode.d4.loss_cls: 0.3882, decode.d4.loss_mask: 0.5706, decode.d4.loss_dice: 0.8569, decode.d5.loss_cls: 0.3826, decode.d5.loss_mask: 0.5691, decode.d5.loss_dice: 0.8564, decode.d6.loss_cls: 0.3783, decode.d6.loss_mask: 0.5711, decode.d6.loss_dice: 0.8509, decode.d7.loss_cls: 0.3723, decode.d7.loss_mask: 0.5687, decode.d7.loss_dice: 0.8508, decode.d8.loss_cls: 0.3708, decode.d8.loss_mask: 0.5689, decode.d8.loss_dice: 0.8503, loss: 19.3987, grad_norm: 63.5141 +2023-11-06 22:13:55,375 - mmseg - INFO - Iter [59500/160000] lr: 6.281e-05, eta: 13:34:01, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3472, decode.loss_mask: 0.5567, decode.loss_dice: 0.8383, decode.d0.loss_cls: 1.3352, decode.d0.loss_mask: 0.5968, decode.d0.loss_dice: 0.9182, decode.d1.loss_cls: 0.4402, decode.d1.loss_mask: 0.5760, decode.d1.loss_dice: 0.8851, decode.d2.loss_cls: 0.3871, decode.d2.loss_mask: 0.5644, decode.d2.loss_dice: 0.8662, decode.d3.loss_cls: 0.3693, decode.d3.loss_mask: 0.5624, decode.d3.loss_dice: 0.8440, decode.d4.loss_cls: 0.3651, decode.d4.loss_mask: 0.5596, decode.d4.loss_dice: 0.8402, decode.d5.loss_cls: 0.3579, decode.d5.loss_mask: 0.5605, decode.d5.loss_dice: 0.8403, decode.d6.loss_cls: 0.3571, decode.d6.loss_mask: 0.5574, decode.d6.loss_dice: 0.8350, decode.d7.loss_cls: 0.3542, decode.d7.loss_mask: 0.5574, decode.d7.loss_dice: 0.8384, decode.d8.loss_cls: 0.3511, decode.d8.loss_mask: 0.5562, decode.d8.loss_dice: 0.8374, loss: 18.8549, grad_norm: 70.0374 +2023-11-06 22:14:17,853 - mmseg - INFO - Iter [59550/160000] lr: 6.278e-05, eta: 13:33:33, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3262, decode.loss_mask: 0.5696, decode.loss_dice: 0.8106, decode.d0.loss_cls: 1.3368, decode.d0.loss_mask: 0.6100, decode.d0.loss_dice: 0.9021, decode.d1.loss_cls: 0.4236, decode.d1.loss_mask: 0.5947, decode.d1.loss_dice: 0.8626, decode.d2.loss_cls: 0.3789, decode.d2.loss_mask: 0.5795, decode.d2.loss_dice: 0.8352, decode.d3.loss_cls: 0.3603, decode.d3.loss_mask: 0.5731, decode.d3.loss_dice: 0.8205, decode.d4.loss_cls: 0.3452, decode.d4.loss_mask: 0.5697, decode.d4.loss_dice: 0.8121, decode.d5.loss_cls: 0.3390, decode.d5.loss_mask: 0.5738, decode.d5.loss_dice: 0.8160, decode.d6.loss_cls: 0.3355, decode.d6.loss_mask: 0.5709, decode.d6.loss_dice: 0.8122, decode.d7.loss_cls: 0.3284, decode.d7.loss_mask: 0.5727, decode.d7.loss_dice: 0.8105, decode.d8.loss_cls: 0.3322, decode.d8.loss_mask: 0.5706, decode.d8.loss_dice: 0.8147, loss: 18.5873, grad_norm: 65.1890 +2023-11-06 22:14:40,408 - mmseg - INFO - Iter [59600/160000] lr: 6.275e-05, eta: 13:33:06, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3503, decode.loss_mask: 0.5682, decode.loss_dice: 0.8171, decode.d0.loss_cls: 1.3542, decode.d0.loss_mask: 0.6076, decode.d0.loss_dice: 0.9169, decode.d1.loss_cls: 0.4420, decode.d1.loss_mask: 0.5911, decode.d1.loss_dice: 0.8735, decode.d2.loss_cls: 0.4014, decode.d2.loss_mask: 0.5758, decode.d2.loss_dice: 0.8394, decode.d3.loss_cls: 0.3856, decode.d3.loss_mask: 0.5727, decode.d3.loss_dice: 0.8177, decode.d4.loss_cls: 0.3738, decode.d4.loss_mask: 0.5708, decode.d4.loss_dice: 0.8174, decode.d5.loss_cls: 0.3645, decode.d5.loss_mask: 0.5710, decode.d5.loss_dice: 0.8190, decode.d6.loss_cls: 0.3585, decode.d6.loss_mask: 0.5685, decode.d6.loss_dice: 0.8165, decode.d7.loss_cls: 0.3500, decode.d7.loss_mask: 0.5727, decode.d7.loss_dice: 0.8214, decode.d8.loss_cls: 0.3506, decode.d8.loss_mask: 0.5689, decode.d8.loss_dice: 0.8201, loss: 18.8572, grad_norm: 60.5276 +2023-11-06 22:15:03,071 - mmseg - INFO - Iter [59650/160000] lr: 6.272e-05, eta: 13:32:39, time: 0.453, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3618, decode.loss_mask: 0.5815, decode.loss_dice: 0.8485, decode.d0.loss_cls: 1.3840, decode.d0.loss_mask: 0.6259, decode.d0.loss_dice: 0.9416, decode.d1.loss_cls: 0.4532, decode.d1.loss_mask: 0.6134, decode.d1.loss_dice: 0.9094, decode.d2.loss_cls: 0.4039, decode.d2.loss_mask: 0.5936, decode.d2.loss_dice: 0.8763, decode.d3.loss_cls: 0.3864, decode.d3.loss_mask: 0.5872, decode.d3.loss_dice: 0.8552, decode.d4.loss_cls: 0.3778, decode.d4.loss_mask: 0.5871, decode.d4.loss_dice: 0.8516, decode.d5.loss_cls: 0.3688, decode.d5.loss_mask: 0.5865, decode.d5.loss_dice: 0.8528, decode.d6.loss_cls: 0.3659, decode.d6.loss_mask: 0.5839, decode.d6.loss_dice: 0.8490, decode.d7.loss_cls: 0.3641, decode.d7.loss_mask: 0.5835, decode.d7.loss_dice: 0.8505, decode.d8.loss_cls: 0.3614, decode.d8.loss_mask: 0.5804, decode.d8.loss_dice: 0.8517, loss: 19.4370, grad_norm: 68.7230 +2023-11-06 22:15:25,995 - mmseg - INFO - Iter [59700/160000] lr: 6.269e-05, eta: 13:32:12, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3561, decode.loss_mask: 0.5552, decode.loss_dice: 0.8343, decode.d0.loss_cls: 1.3808, decode.d0.loss_mask: 0.5884, decode.d0.loss_dice: 0.9371, decode.d1.loss_cls: 0.4509, decode.d1.loss_mask: 0.5764, decode.d1.loss_dice: 0.8901, decode.d2.loss_cls: 0.3969, decode.d2.loss_mask: 0.5649, decode.d2.loss_dice: 0.8668, decode.d3.loss_cls: 0.3858, decode.d3.loss_mask: 0.5546, decode.d3.loss_dice: 0.8467, decode.d4.loss_cls: 0.3719, decode.d4.loss_mask: 0.5537, decode.d4.loss_dice: 0.8429, decode.d5.loss_cls: 0.3679, decode.d5.loss_mask: 0.5546, decode.d5.loss_dice: 0.8412, decode.d6.loss_cls: 0.3680, decode.d6.loss_mask: 0.5543, decode.d6.loss_dice: 0.8406, decode.d7.loss_cls: 0.3597, decode.d7.loss_mask: 0.5545, decode.d7.loss_dice: 0.8374, decode.d8.loss_cls: 0.3522, decode.d8.loss_mask: 0.5560, decode.d8.loss_dice: 0.8402, loss: 18.9801, grad_norm: 62.9303 +2023-11-06 22:15:48,672 - mmseg - INFO - Iter [59750/160000] lr: 6.266e-05, eta: 13:31:45, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3790, decode.loss_mask: 0.5850, decode.loss_dice: 0.8582, decode.d0.loss_cls: 1.4009, decode.d0.loss_mask: 0.6269, decode.d0.loss_dice: 0.9466, decode.d1.loss_cls: 0.4725, decode.d1.loss_mask: 0.6118, decode.d1.loss_dice: 0.9157, decode.d2.loss_cls: 0.4192, decode.d2.loss_mask: 0.5964, decode.d2.loss_dice: 0.8915, decode.d3.loss_cls: 0.4026, decode.d3.loss_mask: 0.5910, decode.d3.loss_dice: 0.8687, decode.d4.loss_cls: 0.3925, decode.d4.loss_mask: 0.5898, decode.d4.loss_dice: 0.8701, decode.d5.loss_cls: 0.3860, decode.d5.loss_mask: 0.5882, decode.d5.loss_dice: 0.8712, decode.d6.loss_cls: 0.3900, decode.d6.loss_mask: 0.5882, decode.d6.loss_dice: 0.8632, decode.d7.loss_cls: 0.3794, decode.d7.loss_mask: 0.5862, decode.d7.loss_dice: 0.8619, decode.d8.loss_cls: 0.3818, decode.d8.loss_mask: 0.5862, decode.d8.loss_dice: 0.8634, loss: 19.7639, grad_norm: 66.9226 +2023-11-06 22:16:11,175 - mmseg - INFO - Iter [59800/160000] lr: 6.263e-05, eta: 13:31:18, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3363, decode.loss_mask: 0.5792, decode.loss_dice: 0.8144, decode.d0.loss_cls: 1.3382, decode.d0.loss_mask: 0.6190, decode.d0.loss_dice: 0.8985, decode.d1.loss_cls: 0.4317, decode.d1.loss_mask: 0.6007, decode.d1.loss_dice: 0.8685, decode.d2.loss_cls: 0.3852, decode.d2.loss_mask: 0.5849, decode.d2.loss_dice: 0.8353, decode.d3.loss_cls: 0.3615, decode.d3.loss_mask: 0.5800, decode.d3.loss_dice: 0.8227, decode.d4.loss_cls: 0.3493, decode.d4.loss_mask: 0.5802, decode.d4.loss_dice: 0.8197, decode.d5.loss_cls: 0.3420, decode.d5.loss_mask: 0.5796, decode.d5.loss_dice: 0.8210, decode.d6.loss_cls: 0.3409, decode.d6.loss_mask: 0.5810, decode.d6.loss_dice: 0.8161, decode.d7.loss_cls: 0.3326, decode.d7.loss_mask: 0.5805, decode.d7.loss_dice: 0.8162, decode.d8.loss_cls: 0.3365, decode.d8.loss_mask: 0.5792, decode.d8.loss_dice: 0.8149, loss: 18.7459, grad_norm: 62.4233 +2023-11-06 22:16:33,775 - mmseg - INFO - Iter [59850/160000] lr: 6.259e-05, eta: 13:30:51, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3620, decode.loss_mask: 0.5494, decode.loss_dice: 0.8399, decode.d0.loss_cls: 1.3653, decode.d0.loss_mask: 0.5845, decode.d0.loss_dice: 0.9483, decode.d1.loss_cls: 0.4619, decode.d1.loss_mask: 0.5700, decode.d1.loss_dice: 0.9027, decode.d2.loss_cls: 0.4160, decode.d2.loss_mask: 0.5534, decode.d2.loss_dice: 0.8694, decode.d3.loss_cls: 0.3928, decode.d3.loss_mask: 0.5489, decode.d3.loss_dice: 0.8497, decode.d4.loss_cls: 0.3781, decode.d4.loss_mask: 0.5493, decode.d4.loss_dice: 0.8466, decode.d5.loss_cls: 0.3679, decode.d5.loss_mask: 0.5522, decode.d5.loss_dice: 0.8502, decode.d6.loss_cls: 0.3721, decode.d6.loss_mask: 0.5449, decode.d6.loss_dice: 0.8439, decode.d7.loss_cls: 0.3595, decode.d7.loss_mask: 0.5463, decode.d7.loss_dice: 0.8409, decode.d8.loss_cls: 0.3614, decode.d8.loss_mask: 0.5470, decode.d8.loss_dice: 0.8427, loss: 19.0174, grad_norm: 60.8064 +2023-11-06 22:16:56,437 - mmseg - INFO - Iter [59900/160000] lr: 6.256e-05, eta: 13:30:24, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3797, decode.loss_mask: 0.5697, decode.loss_dice: 0.8445, decode.d0.loss_cls: 1.3935, decode.d0.loss_mask: 0.6126, decode.d0.loss_dice: 0.9473, decode.d1.loss_cls: 0.4907, decode.d1.loss_mask: 0.5891, decode.d1.loss_dice: 0.8991, decode.d2.loss_cls: 0.4310, decode.d2.loss_mask: 0.5782, decode.d2.loss_dice: 0.8768, decode.d3.loss_cls: 0.4127, decode.d3.loss_mask: 0.5720, decode.d3.loss_dice: 0.8541, decode.d4.loss_cls: 0.4041, decode.d4.loss_mask: 0.5718, decode.d4.loss_dice: 0.8572, decode.d5.loss_cls: 0.3960, decode.d5.loss_mask: 0.5679, decode.d5.loss_dice: 0.8511, decode.d6.loss_cls: 0.3851, decode.d6.loss_mask: 0.5707, decode.d6.loss_dice: 0.8484, decode.d7.loss_cls: 0.3789, decode.d7.loss_mask: 0.5730, decode.d7.loss_dice: 0.8527, decode.d8.loss_cls: 0.3785, decode.d8.loss_mask: 0.5700, decode.d8.loss_dice: 0.8482, loss: 19.5045, grad_norm: 61.4196 +2023-11-06 22:17:19,920 - mmseg - INFO - Iter [59950/160000] lr: 6.253e-05, eta: 13:29:58, time: 0.470, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3823, decode.loss_mask: 0.5649, decode.loss_dice: 0.8609, decode.d0.loss_cls: 1.3762, decode.d0.loss_mask: 0.5994, decode.d0.loss_dice: 0.9451, decode.d1.loss_cls: 0.4684, decode.d1.loss_mask: 0.5884, decode.d1.loss_dice: 0.9100, decode.d2.loss_cls: 0.4208, decode.d2.loss_mask: 0.5755, decode.d2.loss_dice: 0.8862, decode.d3.loss_cls: 0.4034, decode.d3.loss_mask: 0.5712, decode.d3.loss_dice: 0.8633, decode.d4.loss_cls: 0.3888, decode.d4.loss_mask: 0.5684, decode.d4.loss_dice: 0.8642, decode.d5.loss_cls: 0.3847, decode.d5.loss_mask: 0.5669, decode.d5.loss_dice: 0.8632, decode.d6.loss_cls: 0.3821, decode.d6.loss_mask: 0.5667, decode.d6.loss_dice: 0.8606, decode.d7.loss_cls: 0.3823, decode.d7.loss_mask: 0.5644, decode.d7.loss_dice: 0.8599, decode.d8.loss_cls: 0.3822, decode.d8.loss_mask: 0.5640, decode.d8.loss_dice: 0.8593, loss: 19.4737, grad_norm: 69.8150 +2023-11-06 22:17:42,898 - mmseg - INFO - Saving checkpoint at 60000 iterations +2023-11-06 22:17:45,270 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 22:17:45,271 - mmseg - INFO - Iter [60000/160000] lr: 6.250e-05, eta: 13:29:36, time: 0.507, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3554, decode.loss_mask: 0.5584, decode.loss_dice: 0.8308, decode.d0.loss_cls: 1.3520, decode.d0.loss_mask: 0.5908, decode.d0.loss_dice: 0.9157, decode.d1.loss_cls: 0.4494, decode.d1.loss_mask: 0.5773, decode.d1.loss_dice: 0.8803, decode.d2.loss_cls: 0.3942, decode.d2.loss_mask: 0.5667, decode.d2.loss_dice: 0.8541, decode.d3.loss_cls: 0.3747, decode.d3.loss_mask: 0.5623, decode.d3.loss_dice: 0.8361, decode.d4.loss_cls: 0.3638, decode.d4.loss_mask: 0.5614, decode.d4.loss_dice: 0.8353, decode.d5.loss_cls: 0.3607, decode.d5.loss_mask: 0.5560, decode.d5.loss_dice: 0.8309, decode.d6.loss_cls: 0.3580, decode.d6.loss_mask: 0.5585, decode.d6.loss_dice: 0.8292, decode.d7.loss_cls: 0.3548, decode.d7.loss_mask: 0.5564, decode.d7.loss_dice: 0.8239, decode.d8.loss_cls: 0.3528, decode.d8.loss_mask: 0.5579, decode.d8.loss_dice: 0.8269, loss: 18.8246, grad_norm: 63.1065 +2023-11-06 22:18:05,369 - mmseg - INFO - per class results: +2023-11-06 22:18:05,377 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 78.83 | 87.31 | +| building | 82.58 | 92.47 | +| sky | 94.52 | 96.3 | +| floor | 81.91 | 89.09 | +| tree | 75.23 | 88.95 | +| ceiling | 84.32 | 90.74 | +| road | 84.64 | 88.8 | +| bed | 90.12 | 95.6 | +| windowpane | 63.98 | 80.72 | +| grass | 69.6 | 78.93 | +| cabinet | 58.86 | 73.56 | +| sidewalk | 65.99 | 83.67 | +| person | 84.41 | 90.66 | +| earth | 39.66 | 57.04 | +| door | 52.69 | 72.14 | +| table | 61.33 | 71.35 | +| mountain | 50.73 | 59.1 | +| plant | 53.82 | 65.14 | +| curtain | 77.78 | 87.23 | +| chair | 61.43 | 75.3 | +| car | 85.59 | 91.8 | +| water | 47.5 | 63.85 | +| painting | 67.89 | 88.79 | +| sofa | 70.75 | 89.5 | +| shelf | 33.21 | 47.2 | +| house | 33.06 | 38.56 | +| sea | 51.41 | 76.95 | +| mirror | 71.55 | 83.94 | +| rug | 60.11 | 73.23 | +| field | 42.69 | 70.03 | +| armchair | 45.58 | 61.85 | +| seat | 62.1 | 86.56 | +| fence | 49.35 | 70.11 | +| desk | 45.32 | 68.43 | +| rock | 42.54 | 69.09 | +| wardrobe | 43.11 | 73.79 | +| lamp | 69.88 | 83.68 | +| bathtub | 81.02 | 93.26 | +| railing | 38.72 | 57.85 | +| cushion | 59.22 | 73.85 | +| base | 35.15 | 74.69 | +| box | 27.78 | 39.32 | +| column | 51.01 | 61.62 | +| signboard | 41.51 | 57.84 | +| chest of drawers | 41.8 | 68.54 | +| counter | 34.91 | 54.07 | +| sand | 34.41 | 51.84 | +| sink | 73.27 | 84.19 | +| skyscraper | 35.52 | 41.49 | +| fireplace | 73.56 | 88.09 | +| refrigerator | 82.33 | 90.63 | +| grandstand | 38.74 | 74.43 | +| path | 18.99 | 28.66 | +| stairs | 30.81 | 39.12 | +| runway | 73.68 | 94.97 | +| case | 40.09 | 59.44 | +| pool table | 94.81 | 97.69 | +| pillow | 57.57 | 71.88 | +| screen door | 72.1 | 95.01 | +| stairway | 34.76 | 48.09 | +| river | 13.78 | 16.47 | +| bridge | 73.91 | 87.92 | +| bookcase | 24.6 | 49.19 | +| blind | 48.43 | 57.74 | +| coffee table | 62.0 | 88.41 | +| toilet | 88.83 | 92.96 | +| flower | 40.48 | 57.22 | +| book | 50.95 | 68.77 | +| hill | 5.87 | 15.56 | +| bench | 45.07 | 51.72 | +| countertop | 61.89 | 78.63 | +| stove | 79.95 | 86.58 | +| palm | 55.74 | 76.01 | +| kitchen island | 45.92 | 80.2 | +| computer | 72.51 | 78.57 | +| swivel chair | 47.02 | 70.59 | +| boat | 33.92 | 53.94 | +| bar | 35.94 | 41.87 | +| arcade machine | 82.27 | 93.72 | +| hovel | 30.33 | 47.68 | +| bus | 92.6 | 96.68 | +| towel | 66.52 | 83.3 | +| light | 61.37 | 75.1 | +| truck | 40.66 | 51.15 | +| tower | 21.16 | 36.93 | +| chandelier | 67.62 | 82.39 | +| awning | 31.45 | 45.91 | +| streetlight | 36.93 | 58.31 | +| booth | 40.97 | 43.26 | +| television receiver | 71.52 | 80.73 | +| airplane | 52.68 | 71.27 | +| dirt track | 6.53 | 10.62 | +| apparel | 36.49 | 69.36 | +| pole | 26.51 | 36.88 | +| land | 1.67 | 4.13 | +| bannister | 24.12 | 33.84 | +| escalator | 51.63 | 64.4 | +| ottoman | 49.56 | 60.64 | +| bottle | 26.82 | 36.18 | +| buffet | 37.78 | 51.58 | +| poster | 27.28 | 37.63 | +| stage | 14.42 | 32.8 | +| van | 46.03 | 78.23 | +| ship | 8.14 | 11.98 | +| fountain | 18.39 | 21.85 | +| conveyer belt | 64.6 | 94.88 | +| canopy | 13.6 | 21.55 | +| washer | 74.17 | 75.81 | +| plaything | 30.69 | 46.26 | +| swimming pool | 64.95 | 67.56 | +| stool | 43.72 | 66.69 | +| barrel | 44.18 | 97.72 | +| basket | 40.34 | 51.34 | +| waterfall | 38.01 | 60.0 | +| tent | 95.1 | 98.06 | +| bag | 19.53 | 23.4 | +| minibike | 74.74 | 88.28 | +| cradle | 78.03 | 98.17 | +| oven | 25.76 | 73.29 | +| ball | 48.15 | 59.2 | +| food | 65.71 | 80.32 | +| step | 20.19 | 32.26 | +| tank | 42.85 | 44.28 | +| trade name | 31.29 | 41.68 | +| microwave | 40.3 | 44.45 | +| pot | 53.51 | 66.31 | +| animal | 72.84 | 78.73 | +| bicycle | 61.26 | 82.59 | +| lake | 2.93 | 5.33 | +| dishwasher | 68.5 | 79.0 | +| screen | 63.83 | 89.2 | +| blanket | 17.93 | 23.26 | +| sculpture | 61.77 | 85.79 | +| hood | 86.08 | 90.53 | +| sconce | 50.08 | 69.45 | +| vase | 47.12 | 70.85 | +| traffic light | 36.62 | 67.06 | +| tray | 19.78 | 33.22 | +| ashcan | 49.38 | 71.04 | +| fan | 65.05 | 81.16 | +| pier | 50.4 | 61.25 | +| crt screen | 20.06 | 43.03 | +| plate | 59.04 | 75.56 | +| monitor | 60.07 | 88.01 | +| bulletin board | 34.77 | 60.97 | +| shower | 13.8 | 17.85 | +| radiator | 63.14 | 74.45 | +| glass | 22.25 | 24.65 | +| clock | 47.39 | 62.68 | +| flag | 48.87 | 54.0 | ++---------------------+-------+-------+ +2023-11-06 22:18:05,377 - mmseg - INFO - Summary: +2023-11-06 22:18:05,377 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 83.19 | 50.64 | 65.32 | ++-------+-------+-------+ +2023-11-06 22:18:05,378 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 22:18:05,378 - mmseg - INFO - Iter(val) [250] aAcc: 0.8319, mIoU: 0.5064, mAcc: 0.6532, IoU.wall: 0.7883, IoU.building: 0.8258, IoU.sky: 0.9452, IoU.floor: 0.8191, IoU.tree: 0.7523, IoU.ceiling: 0.8432, IoU.road: 0.8464, IoU.bed : 0.9012, IoU.windowpane: 0.6398, IoU.grass: 0.6960, IoU.cabinet: 0.5886, IoU.sidewalk: 0.6599, IoU.person: 0.8441, IoU.earth: 0.3966, IoU.door: 0.5269, IoU.table: 0.6133, IoU.mountain: 0.5073, IoU.plant: 0.5382, IoU.curtain: 0.7778, IoU.chair: 0.6143, IoU.car: 0.8559, IoU.water: 0.4750, IoU.painting: 0.6789, IoU.sofa: 0.7075, IoU.shelf: 0.3321, IoU.house: 0.3306, IoU.sea: 0.5141, IoU.mirror: 0.7155, IoU.rug: 0.6011, IoU.field: 0.4269, IoU.armchair: 0.4558, IoU.seat: 0.6210, IoU.fence: 0.4935, IoU.desk: 0.4532, IoU.rock: 0.4254, IoU.wardrobe: 0.4311, IoU.lamp: 0.6988, IoU.bathtub: 0.8102, IoU.railing: 0.3872, IoU.cushion: 0.5922, IoU.base: 0.3515, IoU.box: 0.2778, IoU.column: 0.5101, IoU.signboard: 0.4151, IoU.chest of drawers: 0.4180, IoU.counter: 0.3491, IoU.sand: 0.3441, IoU.sink: 0.7327, IoU.skyscraper: 0.3552, IoU.fireplace: 0.7356, IoU.refrigerator: 0.8233, IoU.grandstand: 0.3874, IoU.path: 0.1899, IoU.stairs: 0.3081, IoU.runway: 0.7368, IoU.case: 0.4009, IoU.pool table: 0.9481, IoU.pillow: 0.5757, IoU.screen door: 0.7210, IoU.stairway: 0.3476, IoU.river: 0.1378, IoU.bridge: 0.7391, IoU.bookcase: 0.2460, IoU.blind: 0.4843, IoU.coffee table: 0.6200, IoU.toilet: 0.8883, IoU.flower: 0.4048, IoU.book: 0.5095, IoU.hill: 0.0587, IoU.bench: 0.4507, IoU.countertop: 0.6189, IoU.stove: 0.7995, IoU.palm: 0.5574, IoU.kitchen island: 0.4592, IoU.computer: 0.7251, IoU.swivel chair: 0.4702, IoU.boat: 0.3392, IoU.bar: 0.3594, IoU.arcade machine: 0.8227, IoU.hovel: 0.3033, IoU.bus: 0.9260, IoU.towel: 0.6652, IoU.light: 0.6137, IoU.truck: 0.4066, IoU.tower: 0.2116, IoU.chandelier: 0.6762, IoU.awning: 0.3145, IoU.streetlight: 0.3693, IoU.booth: 0.4097, IoU.television receiver: 0.7152, IoU.airplane: 0.5268, IoU.dirt track: 0.0653, IoU.apparel: 0.3649, IoU.pole: 0.2651, IoU.land: 0.0167, IoU.bannister: 0.2412, IoU.escalator: 0.5163, IoU.ottoman: 0.4956, IoU.bottle: 0.2682, IoU.buffet: 0.3778, IoU.poster: 0.2728, IoU.stage: 0.1442, IoU.van: 0.4603, IoU.ship: 0.0814, IoU.fountain: 0.1839, IoU.conveyer belt: 0.6460, IoU.canopy: 0.1360, IoU.washer: 0.7417, IoU.plaything: 0.3069, IoU.swimming pool: 0.6495, IoU.stool: 0.4372, IoU.barrel: 0.4418, IoU.basket: 0.4034, IoU.waterfall: 0.3801, IoU.tent: 0.9510, IoU.bag: 0.1953, IoU.minibike: 0.7474, IoU.cradle: 0.7803, IoU.oven: 0.2576, IoU.ball: 0.4815, IoU.food: 0.6571, IoU.step: 0.2019, IoU.tank: 0.4285, IoU.trade name: 0.3129, IoU.microwave: 0.4030, IoU.pot: 0.5351, IoU.animal: 0.7284, IoU.bicycle: 0.6126, IoU.lake: 0.0293, IoU.dishwasher: 0.6850, IoU.screen: 0.6383, IoU.blanket: 0.1793, IoU.sculpture: 0.6177, IoU.hood: 0.8608, IoU.sconce: 0.5008, IoU.vase: 0.4712, IoU.traffic light: 0.3662, IoU.tray: 0.1978, IoU.ashcan: 0.4938, IoU.fan: 0.6505, IoU.pier: 0.5040, IoU.crt screen: 0.2006, IoU.plate: 0.5904, IoU.monitor: 0.6007, IoU.bulletin board: 0.3477, IoU.shower: 0.1380, IoU.radiator: 0.6314, IoU.glass: 0.2225, IoU.clock: 0.4739, IoU.flag: 0.4887, Acc.wall: 0.8731, Acc.building: 0.9247, Acc.sky: 0.9630, Acc.floor: 0.8909, Acc.tree: 0.8895, Acc.ceiling: 0.9074, Acc.road: 0.8880, Acc.bed : 0.9560, Acc.windowpane: 0.8072, Acc.grass: 0.7893, Acc.cabinet: 0.7356, Acc.sidewalk: 0.8367, Acc.person: 0.9066, Acc.earth: 0.5704, Acc.door: 0.7214, Acc.table: 0.7135, Acc.mountain: 0.5910, Acc.plant: 0.6514, Acc.curtain: 0.8723, Acc.chair: 0.7530, Acc.car: 0.9180, Acc.water: 0.6385, Acc.painting: 0.8879, Acc.sofa: 0.8950, Acc.shelf: 0.4720, Acc.house: 0.3856, Acc.sea: 0.7695, Acc.mirror: 0.8394, Acc.rug: 0.7323, Acc.field: 0.7003, Acc.armchair: 0.6185, Acc.seat: 0.8656, Acc.fence: 0.7011, Acc.desk: 0.6843, Acc.rock: 0.6909, Acc.wardrobe: 0.7379, Acc.lamp: 0.8368, Acc.bathtub: 0.9326, Acc.railing: 0.5785, Acc.cushion: 0.7385, Acc.base: 0.7469, Acc.box: 0.3932, Acc.column: 0.6162, Acc.signboard: 0.5784, Acc.chest of drawers: 0.6854, Acc.counter: 0.5407, Acc.sand: 0.5184, Acc.sink: 0.8419, Acc.skyscraper: 0.4149, Acc.fireplace: 0.8809, Acc.refrigerator: 0.9063, Acc.grandstand: 0.7443, Acc.path: 0.2866, Acc.stairs: 0.3912, Acc.runway: 0.9497, Acc.case: 0.5944, Acc.pool table: 0.9769, Acc.pillow: 0.7188, Acc.screen door: 0.9501, Acc.stairway: 0.4809, Acc.river: 0.1647, Acc.bridge: 0.8792, Acc.bookcase: 0.4919, Acc.blind: 0.5774, Acc.coffee table: 0.8841, Acc.toilet: 0.9296, Acc.flower: 0.5722, Acc.book: 0.6877, Acc.hill: 0.1556, Acc.bench: 0.5172, Acc.countertop: 0.7863, Acc.stove: 0.8658, Acc.palm: 0.7601, Acc.kitchen island: 0.8020, Acc.computer: 0.7857, Acc.swivel chair: 0.7059, Acc.boat: 0.5394, Acc.bar: 0.4187, Acc.arcade machine: 0.9372, Acc.hovel: 0.4768, Acc.bus: 0.9668, Acc.towel: 0.8330, Acc.light: 0.7510, Acc.truck: 0.5115, Acc.tower: 0.3693, Acc.chandelier: 0.8239, Acc.awning: 0.4591, Acc.streetlight: 0.5831, Acc.booth: 0.4326, Acc.television receiver: 0.8073, Acc.airplane: 0.7127, Acc.dirt track: 0.1062, Acc.apparel: 0.6936, Acc.pole: 0.3688, Acc.land: 0.0413, Acc.bannister: 0.3384, Acc.escalator: 0.6440, Acc.ottoman: 0.6064, Acc.bottle: 0.3618, Acc.buffet: 0.5158, Acc.poster: 0.3763, Acc.stage: 0.3280, Acc.van: 0.7823, Acc.ship: 0.1198, Acc.fountain: 0.2185, Acc.conveyer belt: 0.9488, Acc.canopy: 0.2155, Acc.washer: 0.7581, Acc.plaything: 0.4626, Acc.swimming pool: 0.6756, Acc.stool: 0.6669, Acc.barrel: 0.9772, Acc.basket: 0.5134, Acc.waterfall: 0.6000, Acc.tent: 0.9806, Acc.bag: 0.2340, Acc.minibike: 0.8828, Acc.cradle: 0.9817, Acc.oven: 0.7329, Acc.ball: 0.5920, Acc.food: 0.8032, Acc.step: 0.3226, Acc.tank: 0.4428, Acc.trade name: 0.4168, Acc.microwave: 0.4445, Acc.pot: 0.6631, Acc.animal: 0.7873, Acc.bicycle: 0.8259, Acc.lake: 0.0533, Acc.dishwasher: 0.7900, Acc.screen: 0.8920, Acc.blanket: 0.2326, Acc.sculpture: 0.8579, Acc.hood: 0.9053, Acc.sconce: 0.6945, Acc.vase: 0.7085, Acc.traffic light: 0.6706, Acc.tray: 0.3322, Acc.ashcan: 0.7104, Acc.fan: 0.8116, Acc.pier: 0.6125, Acc.crt screen: 0.4303, Acc.plate: 0.7556, Acc.monitor: 0.8801, Acc.bulletin board: 0.6097, Acc.shower: 0.1785, Acc.radiator: 0.7445, Acc.glass: 0.2465, Acc.clock: 0.6268, Acc.flag: 0.5400 +2023-11-06 22:18:28,358 - mmseg - INFO - Iter [60050/160000] lr: 6.247e-05, eta: 13:29:43, time: 0.862, data_time: 0.414, memory: 39436, decode.loss_cls: 0.3641, decode.loss_mask: 0.5791, decode.loss_dice: 0.8558, decode.d0.loss_cls: 1.3599, decode.d0.loss_mask: 0.6150, decode.d0.loss_dice: 0.9446, decode.d1.loss_cls: 0.4701, decode.d1.loss_mask: 0.5988, decode.d1.loss_dice: 0.9098, decode.d2.loss_cls: 0.4100, decode.d2.loss_mask: 0.5885, decode.d2.loss_dice: 0.8790, decode.d3.loss_cls: 0.3886, decode.d3.loss_mask: 0.5832, decode.d3.loss_dice: 0.8619, decode.d4.loss_cls: 0.3835, decode.d4.loss_mask: 0.5808, decode.d4.loss_dice: 0.8673, decode.d5.loss_cls: 0.3716, decode.d5.loss_mask: 0.5828, decode.d5.loss_dice: 0.8613, decode.d6.loss_cls: 0.3739, decode.d6.loss_mask: 0.5791, decode.d6.loss_dice: 0.8589, decode.d7.loss_cls: 0.3643, decode.d7.loss_mask: 0.5807, decode.d7.loss_dice: 0.8605, decode.d8.loss_cls: 0.3638, decode.d8.loss_mask: 0.5793, decode.d8.loss_dice: 0.8582, loss: 19.4742, grad_norm: 64.0801 +2023-11-06 22:18:51,131 - mmseg - INFO - Iter [60100/160000] lr: 6.244e-05, eta: 13:29:16, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3664, decode.loss_mask: 0.5489, decode.loss_dice: 0.8339, decode.d0.loss_cls: 1.3362, decode.d0.loss_mask: 0.5894, decode.d0.loss_dice: 0.9216, decode.d1.loss_cls: 0.4625, decode.d1.loss_mask: 0.5720, decode.d1.loss_dice: 0.8829, decode.d2.loss_cls: 0.4154, decode.d2.loss_mask: 0.5576, decode.d2.loss_dice: 0.8583, decode.d3.loss_cls: 0.3976, decode.d3.loss_mask: 0.5538, decode.d3.loss_dice: 0.8409, decode.d4.loss_cls: 0.3807, decode.d4.loss_mask: 0.5526, decode.d4.loss_dice: 0.8420, decode.d5.loss_cls: 0.3793, decode.d5.loss_mask: 0.5500, decode.d5.loss_dice: 0.8377, decode.d6.loss_cls: 0.3754, decode.d6.loss_mask: 0.5453, decode.d6.loss_dice: 0.8342, decode.d7.loss_cls: 0.3710, decode.d7.loss_mask: 0.5488, decode.d7.loss_dice: 0.8327, decode.d8.loss_cls: 0.3673, decode.d8.loss_mask: 0.5490, decode.d8.loss_dice: 0.8356, loss: 18.9391, grad_norm: 66.1644 +2023-11-06 22:19:13,858 - mmseg - INFO - Iter [60150/160000] lr: 6.241e-05, eta: 13:28:49, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3699, decode.loss_mask: 0.5579, decode.loss_dice: 0.8153, decode.d0.loss_cls: 1.3914, decode.d0.loss_mask: 0.6085, decode.d0.loss_dice: 0.9226, decode.d1.loss_cls: 0.4696, decode.d1.loss_mask: 0.5834, decode.d1.loss_dice: 0.8775, decode.d2.loss_cls: 0.4202, decode.d2.loss_mask: 0.5710, decode.d2.loss_dice: 0.8438, decode.d3.loss_cls: 0.3906, decode.d3.loss_mask: 0.5630, decode.d3.loss_dice: 0.8317, decode.d4.loss_cls: 0.3875, decode.d4.loss_mask: 0.5611, decode.d4.loss_dice: 0.8240, decode.d5.loss_cls: 0.3807, decode.d5.loss_mask: 0.5634, decode.d5.loss_dice: 0.8264, decode.d6.loss_cls: 0.3771, decode.d6.loss_mask: 0.5595, decode.d6.loss_dice: 0.8165, decode.d7.loss_cls: 0.3743, decode.d7.loss_mask: 0.5590, decode.d7.loss_dice: 0.8145, decode.d8.loss_cls: 0.3705, decode.d8.loss_mask: 0.5594, decode.d8.loss_dice: 0.8210, loss: 19.0114, grad_norm: 65.9697 +2023-11-06 22:19:36,419 - mmseg - INFO - Iter [60200/160000] lr: 6.238e-05, eta: 13:28:22, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3806, decode.loss_mask: 0.5621, decode.loss_dice: 0.8403, decode.d0.loss_cls: 1.3934, decode.d0.loss_mask: 0.5944, decode.d0.loss_dice: 0.9377, decode.d1.loss_cls: 0.4893, decode.d1.loss_mask: 0.5805, decode.d1.loss_dice: 0.8948, decode.d2.loss_cls: 0.4325, decode.d2.loss_mask: 0.5683, decode.d2.loss_dice: 0.8708, decode.d3.loss_cls: 0.4121, decode.d3.loss_mask: 0.5621, decode.d3.loss_dice: 0.8512, decode.d4.loss_cls: 0.3996, decode.d4.loss_mask: 0.5629, decode.d4.loss_dice: 0.8502, decode.d5.loss_cls: 0.3887, decode.d5.loss_mask: 0.5618, decode.d5.loss_dice: 0.8485, decode.d6.loss_cls: 0.3815, decode.d6.loss_mask: 0.5615, decode.d6.loss_dice: 0.8476, decode.d7.loss_cls: 0.3851, decode.d7.loss_mask: 0.5595, decode.d7.loss_dice: 0.8458, decode.d8.loss_cls: 0.3817, decode.d8.loss_mask: 0.5598, decode.d8.loss_dice: 0.8435, loss: 19.3480, grad_norm: 68.3524 +2023-11-06 22:19:59,042 - mmseg - INFO - Iter [60250/160000] lr: 6.234e-05, eta: 13:27:55, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3438, decode.loss_mask: 0.5705, decode.loss_dice: 0.8500, decode.d0.loss_cls: 1.3748, decode.d0.loss_mask: 0.6039, decode.d0.loss_dice: 0.9369, decode.d1.loss_cls: 0.4580, decode.d1.loss_mask: 0.5944, decode.d1.loss_dice: 0.8982, decode.d2.loss_cls: 0.4036, decode.d2.loss_mask: 0.5814, decode.d2.loss_dice: 0.8746, decode.d3.loss_cls: 0.3814, decode.d3.loss_mask: 0.5708, decode.d3.loss_dice: 0.8518, decode.d4.loss_cls: 0.3620, decode.d4.loss_mask: 0.5722, decode.d4.loss_dice: 0.8583, decode.d5.loss_cls: 0.3576, decode.d5.loss_mask: 0.5720, decode.d5.loss_dice: 0.8564, decode.d6.loss_cls: 0.3564, decode.d6.loss_mask: 0.5708, decode.d6.loss_dice: 0.8521, decode.d7.loss_cls: 0.3457, decode.d7.loss_mask: 0.5712, decode.d7.loss_dice: 0.8526, decode.d8.loss_cls: 0.3467, decode.d8.loss_mask: 0.5711, decode.d8.loss_dice: 0.8471, loss: 19.1862, grad_norm: 64.7951 +2023-11-06 22:20:21,619 - mmseg - INFO - Iter [60300/160000] lr: 6.231e-05, eta: 13:27:28, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3720, decode.loss_mask: 0.5662, decode.loss_dice: 0.8308, decode.d0.loss_cls: 1.3968, decode.d0.loss_mask: 0.6092, decode.d0.loss_dice: 0.9359, decode.d1.loss_cls: 0.4767, decode.d1.loss_mask: 0.5848, decode.d1.loss_dice: 0.8894, decode.d2.loss_cls: 0.4217, decode.d2.loss_mask: 0.5770, decode.d2.loss_dice: 0.8620, decode.d3.loss_cls: 0.3994, decode.d3.loss_mask: 0.5681, decode.d3.loss_dice: 0.8389, decode.d4.loss_cls: 0.3821, decode.d4.loss_mask: 0.5697, decode.d4.loss_dice: 0.8419, decode.d5.loss_cls: 0.3789, decode.d5.loss_mask: 0.5711, decode.d5.loss_dice: 0.8383, decode.d6.loss_cls: 0.3846, decode.d6.loss_mask: 0.5672, decode.d6.loss_dice: 0.8345, decode.d7.loss_cls: 0.3740, decode.d7.loss_mask: 0.5680, decode.d7.loss_dice: 0.8337, decode.d8.loss_cls: 0.3745, decode.d8.loss_mask: 0.5682, decode.d8.loss_dice: 0.8335, loss: 19.2489, grad_norm: 65.9183 +2023-11-06 22:20:44,089 - mmseg - INFO - Iter [60350/160000] lr: 6.228e-05, eta: 13:27:00, time: 0.449, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3722, decode.loss_mask: 0.5803, decode.loss_dice: 0.8216, decode.d0.loss_cls: 1.3497, decode.d0.loss_mask: 0.6242, decode.d0.loss_dice: 0.9194, decode.d1.loss_cls: 0.4693, decode.d1.loss_mask: 0.6060, decode.d1.loss_dice: 0.8824, decode.d2.loss_cls: 0.4069, decode.d2.loss_mask: 0.5911, decode.d2.loss_dice: 0.8539, decode.d3.loss_cls: 0.3888, decode.d3.loss_mask: 0.5806, decode.d3.loss_dice: 0.8301, decode.d4.loss_cls: 0.3774, decode.d4.loss_mask: 0.5793, decode.d4.loss_dice: 0.8317, decode.d5.loss_cls: 0.3741, decode.d5.loss_mask: 0.5829, decode.d5.loss_dice: 0.8366, decode.d6.loss_cls: 0.3716, decode.d6.loss_mask: 0.5834, decode.d6.loss_dice: 0.8297, decode.d7.loss_cls: 0.3691, decode.d7.loss_mask: 0.5826, decode.d7.loss_dice: 0.8265, decode.d8.loss_cls: 0.3633, decode.d8.loss_mask: 0.5811, decode.d8.loss_dice: 0.8277, loss: 19.1934, grad_norm: 67.4237 +2023-11-06 22:21:07,022 - mmseg - INFO - Iter [60400/160000] lr: 6.225e-05, eta: 13:26:34, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3774, decode.loss_mask: 0.5684, decode.loss_dice: 0.8479, decode.d0.loss_cls: 1.3611, decode.d0.loss_mask: 0.6085, decode.d0.loss_dice: 0.9451, decode.d1.loss_cls: 0.4634, decode.d1.loss_mask: 0.5872, decode.d1.loss_dice: 0.9042, decode.d2.loss_cls: 0.4183, decode.d2.loss_mask: 0.5764, decode.d2.loss_dice: 0.8740, decode.d3.loss_cls: 0.4002, decode.d3.loss_mask: 0.5704, decode.d3.loss_dice: 0.8537, decode.d4.loss_cls: 0.3872, decode.d4.loss_mask: 0.5689, decode.d4.loss_dice: 0.8563, decode.d5.loss_cls: 0.3870, decode.d5.loss_mask: 0.5701, decode.d5.loss_dice: 0.8514, decode.d6.loss_cls: 0.3820, decode.d6.loss_mask: 0.5686, decode.d6.loss_dice: 0.8434, decode.d7.loss_cls: 0.3777, decode.d7.loss_mask: 0.5680, decode.d7.loss_dice: 0.8453, decode.d8.loss_cls: 0.3785, decode.d8.loss_mask: 0.5697, decode.d8.loss_dice: 0.8488, loss: 19.3589, grad_norm: 64.7749 +2023-11-06 22:21:29,760 - mmseg - INFO - Iter [60450/160000] lr: 6.222e-05, eta: 13:26:07, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3612, decode.loss_mask: 0.5653, decode.loss_dice: 0.8085, decode.d0.loss_cls: 1.3530, decode.d0.loss_mask: 0.6048, decode.d0.loss_dice: 0.9056, decode.d1.loss_cls: 0.4492, decode.d1.loss_mask: 0.5880, decode.d1.loss_dice: 0.8807, decode.d2.loss_cls: 0.4055, decode.d2.loss_mask: 0.5812, decode.d2.loss_dice: 0.8431, decode.d3.loss_cls: 0.3923, decode.d3.loss_mask: 0.5687, decode.d3.loss_dice: 0.8176, decode.d4.loss_cls: 0.3706, decode.d4.loss_mask: 0.5692, decode.d4.loss_dice: 0.8220, decode.d5.loss_cls: 0.3719, decode.d5.loss_mask: 0.5652, decode.d5.loss_dice: 0.8159, decode.d6.loss_cls: 0.3644, decode.d6.loss_mask: 0.5677, decode.d6.loss_dice: 0.8121, decode.d7.loss_cls: 0.3641, decode.d7.loss_mask: 0.5668, decode.d7.loss_dice: 0.8126, decode.d8.loss_cls: 0.3609, decode.d8.loss_mask: 0.5660, decode.d8.loss_dice: 0.8112, loss: 18.8655, grad_norm: 64.5299 +2023-11-06 22:21:52,508 - mmseg - INFO - Iter [60500/160000] lr: 6.219e-05, eta: 13:25:40, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3670, decode.loss_mask: 0.5660, decode.loss_dice: 0.8457, decode.d0.loss_cls: 1.3922, decode.d0.loss_mask: 0.6115, decode.d0.loss_dice: 0.9446, decode.d1.loss_cls: 0.4687, decode.d1.loss_mask: 0.5902, decode.d1.loss_dice: 0.9011, decode.d2.loss_cls: 0.4198, decode.d2.loss_mask: 0.5736, decode.d2.loss_dice: 0.8698, decode.d3.loss_cls: 0.3937, decode.d3.loss_mask: 0.5669, decode.d3.loss_dice: 0.8508, decode.d4.loss_cls: 0.3860, decode.d4.loss_mask: 0.5643, decode.d4.loss_dice: 0.8502, decode.d5.loss_cls: 0.3838, decode.d5.loss_mask: 0.5654, decode.d5.loss_dice: 0.8508, decode.d6.loss_cls: 0.3781, decode.d6.loss_mask: 0.5648, decode.d6.loss_dice: 0.8458, decode.d7.loss_cls: 0.3778, decode.d7.loss_mask: 0.5620, decode.d7.loss_dice: 0.8447, decode.d8.loss_cls: 0.3759, decode.d8.loss_mask: 0.5618, decode.d8.loss_dice: 0.8427, loss: 19.3157, grad_norm: 69.5609 +2023-11-06 22:22:15,163 - mmseg - INFO - Iter [60550/160000] lr: 6.216e-05, eta: 13:25:13, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3554, decode.loss_mask: 0.5614, decode.loss_dice: 0.8220, decode.d0.loss_cls: 1.3672, decode.d0.loss_mask: 0.6068, decode.d0.loss_dice: 0.9110, decode.d1.loss_cls: 0.4594, decode.d1.loss_mask: 0.5882, decode.d1.loss_dice: 0.8783, decode.d2.loss_cls: 0.4030, decode.d2.loss_mask: 0.5759, decode.d2.loss_dice: 0.8437, decode.d3.loss_cls: 0.3856, decode.d3.loss_mask: 0.5656, decode.d3.loss_dice: 0.8230, decode.d4.loss_cls: 0.3718, decode.d4.loss_mask: 0.5671, decode.d4.loss_dice: 0.8293, decode.d5.loss_cls: 0.3700, decode.d5.loss_mask: 0.5644, decode.d5.loss_dice: 0.8219, decode.d6.loss_cls: 0.3625, decode.d6.loss_mask: 0.5639, decode.d6.loss_dice: 0.8239, decode.d7.loss_cls: 0.3584, decode.d7.loss_mask: 0.5654, decode.d7.loss_dice: 0.8241, decode.d8.loss_cls: 0.3587, decode.d8.loss_mask: 0.5650, decode.d8.loss_dice: 0.8235, loss: 18.9164, grad_norm: 61.0548 +2023-11-06 22:22:37,719 - mmseg - INFO - Iter [60600/160000] lr: 6.213e-05, eta: 13:24:46, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3855, decode.loss_mask: 0.5382, decode.loss_dice: 0.8240, decode.d0.loss_cls: 1.3928, decode.d0.loss_mask: 0.5833, decode.d0.loss_dice: 0.9287, decode.d1.loss_cls: 0.4843, decode.d1.loss_mask: 0.5665, decode.d1.loss_dice: 0.8855, decode.d2.loss_cls: 0.4343, decode.d2.loss_mask: 0.5574, decode.d2.loss_dice: 0.8570, decode.d3.loss_cls: 0.4197, decode.d3.loss_mask: 0.5499, decode.d3.loss_dice: 0.8383, decode.d4.loss_cls: 0.3987, decode.d4.loss_mask: 0.5492, decode.d4.loss_dice: 0.8374, decode.d5.loss_cls: 0.3973, decode.d5.loss_mask: 0.5462, decode.d5.loss_dice: 0.8387, decode.d6.loss_cls: 0.3968, decode.d6.loss_mask: 0.5380, decode.d6.loss_dice: 0.8335, decode.d7.loss_cls: 0.3912, decode.d7.loss_mask: 0.5411, decode.d7.loss_dice: 0.8285, decode.d8.loss_cls: 0.3870, decode.d8.loss_mask: 0.5402, decode.d8.loss_dice: 0.8290, loss: 19.0980, grad_norm: 63.7797 +2023-11-06 22:23:02,626 - mmseg - INFO - Iter [60650/160000] lr: 6.209e-05, eta: 13:24:23, time: 0.498, data_time: 0.058, memory: 39436, decode.loss_cls: 0.3582, decode.loss_mask: 0.5429, decode.loss_dice: 0.8286, decode.d0.loss_cls: 1.4096, decode.d0.loss_mask: 0.5754, decode.d0.loss_dice: 0.9147, decode.d1.loss_cls: 0.4636, decode.d1.loss_mask: 0.5667, decode.d1.loss_dice: 0.8779, decode.d2.loss_cls: 0.4083, decode.d2.loss_mask: 0.5523, decode.d2.loss_dice: 0.8546, decode.d3.loss_cls: 0.3927, decode.d3.loss_mask: 0.5479, decode.d3.loss_dice: 0.8381, decode.d4.loss_cls: 0.3762, decode.d4.loss_mask: 0.5458, decode.d4.loss_dice: 0.8337, decode.d5.loss_cls: 0.3665, decode.d5.loss_mask: 0.5443, decode.d5.loss_dice: 0.8341, decode.d6.loss_cls: 0.3674, decode.d6.loss_mask: 0.5428, decode.d6.loss_dice: 0.8242, decode.d7.loss_cls: 0.3620, decode.d7.loss_mask: 0.5426, decode.d7.loss_dice: 0.8230, decode.d8.loss_cls: 0.3634, decode.d8.loss_mask: 0.5439, decode.d8.loss_dice: 0.8253, loss: 18.8267, grad_norm: 64.5802 +2023-11-06 22:23:25,238 - mmseg - INFO - Iter [60700/160000] lr: 6.206e-05, eta: 13:23:56, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3637, decode.loss_mask: 0.5619, decode.loss_dice: 0.8152, decode.d0.loss_cls: 1.3998, decode.d0.loss_mask: 0.5910, decode.d0.loss_dice: 0.9159, decode.d1.loss_cls: 0.4652, decode.d1.loss_mask: 0.5777, decode.d1.loss_dice: 0.8725, decode.d2.loss_cls: 0.4128, decode.d2.loss_mask: 0.5651, decode.d2.loss_dice: 0.8442, decode.d3.loss_cls: 0.3973, decode.d3.loss_mask: 0.5673, decode.d3.loss_dice: 0.8288, decode.d4.loss_cls: 0.3797, decode.d4.loss_mask: 0.5644, decode.d4.loss_dice: 0.8271, decode.d5.loss_cls: 0.3776, decode.d5.loss_mask: 0.5606, decode.d5.loss_dice: 0.8239, decode.d6.loss_cls: 0.3692, decode.d6.loss_mask: 0.5599, decode.d6.loss_dice: 0.8184, decode.d7.loss_cls: 0.3663, decode.d7.loss_mask: 0.5611, decode.d7.loss_dice: 0.8168, decode.d8.loss_cls: 0.3697, decode.d8.loss_mask: 0.5617, decode.d8.loss_dice: 0.8184, loss: 18.9534, grad_norm: 63.3281 +2023-11-06 22:23:47,780 - mmseg - INFO - Iter [60750/160000] lr: 6.203e-05, eta: 13:23:28, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3478, decode.loss_mask: 0.5683, decode.loss_dice: 0.8366, decode.d0.loss_cls: 1.3605, decode.d0.loss_mask: 0.6121, decode.d0.loss_dice: 0.9224, decode.d1.loss_cls: 0.4516, decode.d1.loss_mask: 0.5937, decode.d1.loss_dice: 0.8921, decode.d2.loss_cls: 0.4066, decode.d2.loss_mask: 0.5774, decode.d2.loss_dice: 0.8628, decode.d3.loss_cls: 0.3791, decode.d3.loss_mask: 0.5776, decode.d3.loss_dice: 0.8463, decode.d4.loss_cls: 0.3692, decode.d4.loss_mask: 0.5716, decode.d4.loss_dice: 0.8442, decode.d5.loss_cls: 0.3536, decode.d5.loss_mask: 0.5740, decode.d5.loss_dice: 0.8446, decode.d6.loss_cls: 0.3558, decode.d6.loss_mask: 0.5738, decode.d6.loss_dice: 0.8409, decode.d7.loss_cls: 0.3511, decode.d7.loss_mask: 0.5726, decode.d7.loss_dice: 0.8380, decode.d8.loss_cls: 0.3514, decode.d8.loss_mask: 0.5702, decode.d8.loss_dice: 0.8391, loss: 19.0852, grad_norm: 63.0007 +2023-11-06 22:24:10,465 - mmseg - INFO - Iter [60800/160000] lr: 6.200e-05, eta: 13:23:02, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3724, decode.loss_mask: 0.5501, decode.loss_dice: 0.8441, decode.d0.loss_cls: 1.3780, decode.d0.loss_mask: 0.5860, decode.d0.loss_dice: 0.9418, decode.d1.loss_cls: 0.4654, decode.d1.loss_mask: 0.5757, decode.d1.loss_dice: 0.9078, decode.d2.loss_cls: 0.4199, decode.d2.loss_mask: 0.5599, decode.d2.loss_dice: 0.8813, decode.d3.loss_cls: 0.3957, decode.d3.loss_mask: 0.5530, decode.d3.loss_dice: 0.8576, decode.d4.loss_cls: 0.3877, decode.d4.loss_mask: 0.5514, decode.d4.loss_dice: 0.8549, decode.d5.loss_cls: 0.3802, decode.d5.loss_mask: 0.5519, decode.d5.loss_dice: 0.8560, decode.d6.loss_cls: 0.3727, decode.d6.loss_mask: 0.5528, decode.d6.loss_dice: 0.8508, decode.d7.loss_cls: 0.3701, decode.d7.loss_mask: 0.5517, decode.d7.loss_dice: 0.8452, decode.d8.loss_cls: 0.3698, decode.d8.loss_mask: 0.5505, decode.d8.loss_dice: 0.8481, loss: 19.1823, grad_norm: 61.4047 +2023-11-06 22:24:33,345 - mmseg - INFO - Iter [60850/160000] lr: 6.197e-05, eta: 13:22:35, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3889, decode.loss_mask: 0.5531, decode.loss_dice: 0.8365, decode.d0.loss_cls: 1.3745, decode.d0.loss_mask: 0.5913, decode.d0.loss_dice: 0.9386, decode.d1.loss_cls: 0.4887, decode.d1.loss_mask: 0.5746, decode.d1.loss_dice: 0.8896, decode.d2.loss_cls: 0.4324, decode.d2.loss_mask: 0.5651, decode.d2.loss_dice: 0.8616, decode.d3.loss_cls: 0.4084, decode.d3.loss_mask: 0.5565, decode.d3.loss_dice: 0.8460, decode.d4.loss_cls: 0.4024, decode.d4.loss_mask: 0.5572, decode.d4.loss_dice: 0.8459, decode.d5.loss_cls: 0.3932, decode.d5.loss_mask: 0.5569, decode.d5.loss_dice: 0.8416, decode.d6.loss_cls: 0.3905, decode.d6.loss_mask: 0.5540, decode.d6.loss_dice: 0.8405, decode.d7.loss_cls: 0.3830, decode.d7.loss_mask: 0.5533, decode.d7.loss_dice: 0.8420, decode.d8.loss_cls: 0.3871, decode.d8.loss_mask: 0.5544, decode.d8.loss_dice: 0.8425, loss: 19.2504, grad_norm: 64.7646 +2023-11-06 22:24:56,144 - mmseg - INFO - Iter [60900/160000] lr: 6.194e-05, eta: 13:22:08, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3625, decode.loss_mask: 0.5505, decode.loss_dice: 0.8140, decode.d0.loss_cls: 1.3829, decode.d0.loss_mask: 0.5959, decode.d0.loss_dice: 0.9157, decode.d1.loss_cls: 0.4613, decode.d1.loss_mask: 0.5761, decode.d1.loss_dice: 0.8832, decode.d2.loss_cls: 0.4121, decode.d2.loss_mask: 0.5641, decode.d2.loss_dice: 0.8478, decode.d3.loss_cls: 0.3942, decode.d3.loss_mask: 0.5555, decode.d3.loss_dice: 0.8299, decode.d4.loss_cls: 0.3815, decode.d4.loss_mask: 0.5537, decode.d4.loss_dice: 0.8263, decode.d5.loss_cls: 0.3761, decode.d5.loss_mask: 0.5558, decode.d5.loss_dice: 0.8235, decode.d6.loss_cls: 0.3670, decode.d6.loss_mask: 0.5513, decode.d6.loss_dice: 0.8207, decode.d7.loss_cls: 0.3616, decode.d7.loss_mask: 0.5542, decode.d7.loss_dice: 0.8179, decode.d8.loss_cls: 0.3578, decode.d8.loss_mask: 0.5506, decode.d8.loss_dice: 0.8176, loss: 18.8616, grad_norm: 61.3652 +2023-11-06 22:25:18,695 - mmseg - INFO - Iter [60950/160000] lr: 6.191e-05, eta: 13:21:41, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3578, decode.loss_mask: 0.5749, decode.loss_dice: 0.8469, decode.d0.loss_cls: 1.3555, decode.d0.loss_mask: 0.6242, decode.d0.loss_dice: 0.9464, decode.d1.loss_cls: 0.4558, decode.d1.loss_mask: 0.6011, decode.d1.loss_dice: 0.9062, decode.d2.loss_cls: 0.4142, decode.d2.loss_mask: 0.5901, decode.d2.loss_dice: 0.8737, decode.d3.loss_cls: 0.3907, decode.d3.loss_mask: 0.5824, decode.d3.loss_dice: 0.8538, decode.d4.loss_cls: 0.3795, decode.d4.loss_mask: 0.5800, decode.d4.loss_dice: 0.8535, decode.d5.loss_cls: 0.3749, decode.d5.loss_mask: 0.5790, decode.d5.loss_dice: 0.8531, decode.d6.loss_cls: 0.3687, decode.d6.loss_mask: 0.5762, decode.d6.loss_dice: 0.8428, decode.d7.loss_cls: 0.3641, decode.d7.loss_mask: 0.5763, decode.d7.loss_dice: 0.8481, decode.d8.loss_cls: 0.3608, decode.d8.loss_mask: 0.5761, decode.d8.loss_dice: 0.8481, loss: 19.3549, grad_norm: 67.7207 +2023-11-06 22:25:41,269 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 22:25:41,269 - mmseg - INFO - Iter [61000/160000] lr: 6.188e-05, eta: 13:21:14, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3528, decode.loss_mask: 0.5610, decode.loss_dice: 0.8444, decode.d0.loss_cls: 1.3741, decode.d0.loss_mask: 0.5992, decode.d0.loss_dice: 0.9412, decode.d1.loss_cls: 0.4650, decode.d1.loss_mask: 0.5784, decode.d1.loss_dice: 0.9020, decode.d2.loss_cls: 0.4106, decode.d2.loss_mask: 0.5678, decode.d2.loss_dice: 0.8710, decode.d3.loss_cls: 0.3835, decode.d3.loss_mask: 0.5647, decode.d3.loss_dice: 0.8534, decode.d4.loss_cls: 0.3681, decode.d4.loss_mask: 0.5659, decode.d4.loss_dice: 0.8532, decode.d5.loss_cls: 0.3731, decode.d5.loss_mask: 0.5620, decode.d5.loss_dice: 0.8525, decode.d6.loss_cls: 0.3623, decode.d6.loss_mask: 0.5597, decode.d6.loss_dice: 0.8466, decode.d7.loss_cls: 0.3614, decode.d7.loss_mask: 0.5584, decode.d7.loss_dice: 0.8494, decode.d8.loss_cls: 0.3553, decode.d8.loss_mask: 0.5593, decode.d8.loss_dice: 0.8469, loss: 19.1430, grad_norm: 64.5850 +2023-11-06 22:26:03,846 - mmseg - INFO - Iter [61050/160000] lr: 6.184e-05, eta: 13:20:47, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3753, decode.loss_mask: 0.5426, decode.loss_dice: 0.8149, decode.d0.loss_cls: 1.3581, decode.d0.loss_mask: 0.5807, decode.d0.loss_dice: 0.9120, decode.d1.loss_cls: 0.4784, decode.d1.loss_mask: 0.5624, decode.d1.loss_dice: 0.8657, decode.d2.loss_cls: 0.4143, decode.d2.loss_mask: 0.5507, decode.d2.loss_dice: 0.8459, decode.d3.loss_cls: 0.3977, decode.d3.loss_mask: 0.5486, decode.d3.loss_dice: 0.8302, decode.d4.loss_cls: 0.3831, decode.d4.loss_mask: 0.5449, decode.d4.loss_dice: 0.8307, decode.d5.loss_cls: 0.3857, decode.d5.loss_mask: 0.5450, decode.d5.loss_dice: 0.8209, decode.d6.loss_cls: 0.3841, decode.d6.loss_mask: 0.5446, decode.d6.loss_dice: 0.8186, decode.d7.loss_cls: 0.3753, decode.d7.loss_mask: 0.5425, decode.d7.loss_dice: 0.8152, decode.d8.loss_cls: 0.3796, decode.d8.loss_mask: 0.5432, decode.d8.loss_dice: 0.8138, loss: 18.8049, grad_norm: 63.5844 +2023-11-06 22:26:26,326 - mmseg - INFO - Iter [61100/160000] lr: 6.181e-05, eta: 13:20:20, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3535, decode.loss_mask: 0.5752, decode.loss_dice: 0.8250, decode.d0.loss_cls: 1.3321, decode.d0.loss_mask: 0.6192, decode.d0.loss_dice: 0.9175, decode.d1.loss_cls: 0.4376, decode.d1.loss_mask: 0.6023, decode.d1.loss_dice: 0.8764, decode.d2.loss_cls: 0.3837, decode.d2.loss_mask: 0.5863, decode.d2.loss_dice: 0.8506, decode.d3.loss_cls: 0.3810, decode.d3.loss_mask: 0.5793, decode.d3.loss_dice: 0.8297, decode.d4.loss_cls: 0.3685, decode.d4.loss_mask: 0.5786, decode.d4.loss_dice: 0.8307, decode.d5.loss_cls: 0.3631, decode.d5.loss_mask: 0.5781, decode.d5.loss_dice: 0.8306, decode.d6.loss_cls: 0.3552, decode.d6.loss_mask: 0.5770, decode.d6.loss_dice: 0.8262, decode.d7.loss_cls: 0.3594, decode.d7.loss_mask: 0.5775, decode.d7.loss_dice: 0.8198, decode.d8.loss_cls: 0.3553, decode.d8.loss_mask: 0.5763, decode.d8.loss_dice: 0.8292, loss: 18.9748, grad_norm: 70.5990 +2023-11-06 22:26:49,013 - mmseg - INFO - Iter [61150/160000] lr: 6.178e-05, eta: 13:19:53, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3707, decode.loss_mask: 0.5852, decode.loss_dice: 0.8455, decode.d0.loss_cls: 1.3897, decode.d0.loss_mask: 0.6254, decode.d0.loss_dice: 0.9527, decode.d1.loss_cls: 0.4653, decode.d1.loss_mask: 0.6089, decode.d1.loss_dice: 0.9060, decode.d2.loss_cls: 0.4188, decode.d2.loss_mask: 0.5960, decode.d2.loss_dice: 0.8748, decode.d3.loss_cls: 0.4041, decode.d3.loss_mask: 0.5912, decode.d3.loss_dice: 0.8457, decode.d4.loss_cls: 0.3855, decode.d4.loss_mask: 0.5920, decode.d4.loss_dice: 0.8541, decode.d5.loss_cls: 0.3844, decode.d5.loss_mask: 0.5903, decode.d5.loss_dice: 0.8527, decode.d6.loss_cls: 0.3785, decode.d6.loss_mask: 0.5877, decode.d6.loss_dice: 0.8442, decode.d7.loss_cls: 0.3713, decode.d7.loss_mask: 0.5887, decode.d7.loss_dice: 0.8482, decode.d8.loss_cls: 0.3703, decode.d8.loss_mask: 0.5854, decode.d8.loss_dice: 0.8505, loss: 19.5639, grad_norm: 65.2087 +2023-11-06 22:27:11,534 - mmseg - INFO - Iter [61200/160000] lr: 6.175e-05, eta: 13:19:26, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3470, decode.loss_mask: 0.5797, decode.loss_dice: 0.8415, decode.d0.loss_cls: 1.3593, decode.d0.loss_mask: 0.6242, decode.d0.loss_dice: 0.9271, decode.d1.loss_cls: 0.4399, decode.d1.loss_mask: 0.6041, decode.d1.loss_dice: 0.8991, decode.d2.loss_cls: 0.3968, decode.d2.loss_mask: 0.6000, decode.d2.loss_dice: 0.8692, decode.d3.loss_cls: 0.3836, decode.d3.loss_mask: 0.5892, decode.d3.loss_dice: 0.8461, decode.d4.loss_cls: 0.3698, decode.d4.loss_mask: 0.5856, decode.d4.loss_dice: 0.8449, decode.d5.loss_cls: 0.3620, decode.d5.loss_mask: 0.5796, decode.d5.loss_dice: 0.8461, decode.d6.loss_cls: 0.3638, decode.d6.loss_mask: 0.5804, decode.d6.loss_dice: 0.8356, decode.d7.loss_cls: 0.3563, decode.d7.loss_mask: 0.5817, decode.d7.loss_dice: 0.8399, decode.d8.loss_cls: 0.3512, decode.d8.loss_mask: 0.5817, decode.d8.loss_dice: 0.8422, loss: 19.2278, grad_norm: 67.0361 +2023-11-06 22:27:34,112 - mmseg - INFO - Iter [61250/160000] lr: 6.172e-05, eta: 13:18:59, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3708, decode.loss_mask: 0.5734, decode.loss_dice: 0.8266, decode.d0.loss_cls: 1.3740, decode.d0.loss_mask: 0.6182, decode.d0.loss_dice: 0.9221, decode.d1.loss_cls: 0.4775, decode.d1.loss_mask: 0.5960, decode.d1.loss_dice: 0.8820, decode.d2.loss_cls: 0.4206, decode.d2.loss_mask: 0.5838, decode.d2.loss_dice: 0.8582, decode.d3.loss_cls: 0.3976, decode.d3.loss_mask: 0.5729, decode.d3.loss_dice: 0.8388, decode.d4.loss_cls: 0.3843, decode.d4.loss_mask: 0.5722, decode.d4.loss_dice: 0.8317, decode.d5.loss_cls: 0.3792, decode.d5.loss_mask: 0.5755, decode.d5.loss_dice: 0.8325, decode.d6.loss_cls: 0.3738, decode.d6.loss_mask: 0.5761, decode.d6.loss_dice: 0.8271, decode.d7.loss_cls: 0.3695, decode.d7.loss_mask: 0.5753, decode.d7.loss_dice: 0.8293, decode.d8.loss_cls: 0.3690, decode.d8.loss_mask: 0.5745, decode.d8.loss_dice: 0.8291, loss: 19.2115, grad_norm: 60.9750 +2023-11-06 22:27:56,825 - mmseg - INFO - Iter [61300/160000] lr: 6.169e-05, eta: 13:18:32, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3510, decode.loss_mask: 0.5725, decode.loss_dice: 0.8349, decode.d0.loss_cls: 1.3426, decode.d0.loss_mask: 0.6127, decode.d0.loss_dice: 0.9436, decode.d1.loss_cls: 0.4513, decode.d1.loss_mask: 0.5959, decode.d1.loss_dice: 0.8910, decode.d2.loss_cls: 0.3939, decode.d2.loss_mask: 0.5831, decode.d2.loss_dice: 0.8756, decode.d3.loss_cls: 0.3787, decode.d3.loss_mask: 0.5754, decode.d3.loss_dice: 0.8477, decode.d4.loss_cls: 0.3669, decode.d4.loss_mask: 0.5740, decode.d4.loss_dice: 0.8467, decode.d5.loss_cls: 0.3527, decode.d5.loss_mask: 0.5754, decode.d5.loss_dice: 0.8506, decode.d6.loss_cls: 0.3600, decode.d6.loss_mask: 0.5742, decode.d6.loss_dice: 0.8388, decode.d7.loss_cls: 0.3499, decode.d7.loss_mask: 0.5762, decode.d7.loss_dice: 0.8401, decode.d8.loss_cls: 0.3477, decode.d8.loss_mask: 0.5734, decode.d8.loss_dice: 0.8403, loss: 19.1167, grad_norm: 66.8027 +2023-11-06 22:28:19,558 - mmseg - INFO - Iter [61350/160000] lr: 6.166e-05, eta: 13:18:05, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3392, decode.loss_mask: 0.5763, decode.loss_dice: 0.8287, decode.d0.loss_cls: 1.3456, decode.d0.loss_mask: 0.6165, decode.d0.loss_dice: 0.9232, decode.d1.loss_cls: 0.4335, decode.d1.loss_mask: 0.5980, decode.d1.loss_dice: 0.8839, decode.d2.loss_cls: 0.3862, decode.d2.loss_mask: 0.5871, decode.d2.loss_dice: 0.8532, decode.d3.loss_cls: 0.3656, decode.d3.loss_mask: 0.5813, decode.d3.loss_dice: 0.8354, decode.d4.loss_cls: 0.3538, decode.d4.loss_mask: 0.5828, decode.d4.loss_dice: 0.8360, decode.d5.loss_cls: 0.3485, decode.d5.loss_mask: 0.5826, decode.d5.loss_dice: 0.8370, decode.d6.loss_cls: 0.3432, decode.d6.loss_mask: 0.5778, decode.d6.loss_dice: 0.8308, decode.d7.loss_cls: 0.3390, decode.d7.loss_mask: 0.5792, decode.d7.loss_dice: 0.8332, decode.d8.loss_cls: 0.3371, decode.d8.loss_mask: 0.5777, decode.d8.loss_dice: 0.8312, loss: 18.9436, grad_norm: 62.7426 +2023-11-06 22:28:42,122 - mmseg - INFO - Iter [61400/160000] lr: 6.163e-05, eta: 13:17:38, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3740, decode.loss_mask: 0.5518, decode.loss_dice: 0.8254, decode.d0.loss_cls: 1.3607, decode.d0.loss_mask: 0.5874, decode.d0.loss_dice: 0.9150, decode.d1.loss_cls: 0.4654, decode.d1.loss_mask: 0.5774, decode.d1.loss_dice: 0.8733, decode.d2.loss_cls: 0.4171, decode.d2.loss_mask: 0.5643, decode.d2.loss_dice: 0.8420, decode.d3.loss_cls: 0.4051, decode.d3.loss_mask: 0.5530, decode.d3.loss_dice: 0.8246, decode.d4.loss_cls: 0.3931, decode.d4.loss_mask: 0.5503, decode.d4.loss_dice: 0.8264, decode.d5.loss_cls: 0.3839, decode.d5.loss_mask: 0.5508, decode.d5.loss_dice: 0.8282, decode.d6.loss_cls: 0.3817, decode.d6.loss_mask: 0.5509, decode.d6.loss_dice: 0.8228, decode.d7.loss_cls: 0.3768, decode.d7.loss_mask: 0.5496, decode.d7.loss_dice: 0.8215, decode.d8.loss_cls: 0.3757, decode.d8.loss_mask: 0.5517, decode.d8.loss_dice: 0.8247, loss: 18.9244, grad_norm: 63.7602 +2023-11-06 22:29:04,636 - mmseg - INFO - Iter [61450/160000] lr: 6.159e-05, eta: 13:17:11, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3636, decode.loss_mask: 0.5827, decode.loss_dice: 0.8260, decode.d0.loss_cls: 1.3225, decode.d0.loss_mask: 0.6292, decode.d0.loss_dice: 0.9259, decode.d1.loss_cls: 0.4657, decode.d1.loss_mask: 0.6067, decode.d1.loss_dice: 0.8859, decode.d2.loss_cls: 0.4094, decode.d2.loss_mask: 0.5898, decode.d2.loss_dice: 0.8512, decode.d3.loss_cls: 0.3890, decode.d3.loss_mask: 0.5844, decode.d3.loss_dice: 0.8340, decode.d4.loss_cls: 0.3813, decode.d4.loss_mask: 0.5864, decode.d4.loss_dice: 0.8337, decode.d5.loss_cls: 0.3746, decode.d5.loss_mask: 0.5816, decode.d5.loss_dice: 0.8307, decode.d6.loss_cls: 0.3692, decode.d6.loss_mask: 0.5828, decode.d6.loss_dice: 0.8258, decode.d7.loss_cls: 0.3643, decode.d7.loss_mask: 0.5810, decode.d7.loss_dice: 0.8257, decode.d8.loss_cls: 0.3559, decode.d8.loss_mask: 0.5813, decode.d8.loss_dice: 0.8258, loss: 19.1662, grad_norm: 72.9723 +2023-11-06 22:29:27,221 - mmseg - INFO - Iter [61500/160000] lr: 6.156e-05, eta: 13:16:44, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3585, decode.loss_mask: 0.5625, decode.loss_dice: 0.8410, decode.d0.loss_cls: 1.4125, decode.d0.loss_mask: 0.5991, decode.d0.loss_dice: 0.9303, decode.d1.loss_cls: 0.4592, decode.d1.loss_mask: 0.5845, decode.d1.loss_dice: 0.8954, decode.d2.loss_cls: 0.4039, decode.d2.loss_mask: 0.5680, decode.d2.loss_dice: 0.8633, decode.d3.loss_cls: 0.3815, decode.d3.loss_mask: 0.5660, decode.d3.loss_dice: 0.8497, decode.d4.loss_cls: 0.3706, decode.d4.loss_mask: 0.5684, decode.d4.loss_dice: 0.8462, decode.d5.loss_cls: 0.3682, decode.d5.loss_mask: 0.5621, decode.d5.loss_dice: 0.8493, decode.d6.loss_cls: 0.3688, decode.d6.loss_mask: 0.5624, decode.d6.loss_dice: 0.8455, decode.d7.loss_cls: 0.3602, decode.d7.loss_mask: 0.5628, decode.d7.loss_dice: 0.8435, decode.d8.loss_cls: 0.3577, decode.d8.loss_mask: 0.5629, decode.d8.loss_dice: 0.8390, loss: 19.1431, grad_norm: 63.4468 +2023-11-06 22:29:49,849 - mmseg - INFO - Iter [61550/160000] lr: 6.153e-05, eta: 13:16:17, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3465, decode.loss_mask: 0.5724, decode.loss_dice: 0.8258, decode.d0.loss_cls: 1.3402, decode.d0.loss_mask: 0.6116, decode.d0.loss_dice: 0.9144, decode.d1.loss_cls: 0.4528, decode.d1.loss_mask: 0.5925, decode.d1.loss_dice: 0.8734, decode.d2.loss_cls: 0.4000, decode.d2.loss_mask: 0.5816, decode.d2.loss_dice: 0.8474, decode.d3.loss_cls: 0.3747, decode.d3.loss_mask: 0.5781, decode.d3.loss_dice: 0.8342, decode.d4.loss_cls: 0.3653, decode.d4.loss_mask: 0.5801, decode.d4.loss_dice: 0.8267, decode.d5.loss_cls: 0.3622, decode.d5.loss_mask: 0.5772, decode.d5.loss_dice: 0.8299, decode.d6.loss_cls: 0.3560, decode.d6.loss_mask: 0.5754, decode.d6.loss_dice: 0.8248, decode.d7.loss_cls: 0.3499, decode.d7.loss_mask: 0.5766, decode.d7.loss_dice: 0.8249, decode.d8.loss_cls: 0.3499, decode.d8.loss_mask: 0.5743, decode.d8.loss_dice: 0.8269, loss: 18.9456, grad_norm: 65.5648 +2023-11-06 22:30:12,746 - mmseg - INFO - Iter [61600/160000] lr: 6.150e-05, eta: 13:15:51, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3473, decode.loss_mask: 0.5784, decode.loss_dice: 0.8372, decode.d0.loss_cls: 1.3648, decode.d0.loss_mask: 0.6273, decode.d0.loss_dice: 0.9369, decode.d1.loss_cls: 0.4409, decode.d1.loss_mask: 0.5973, decode.d1.loss_dice: 0.8970, decode.d2.loss_cls: 0.3989, decode.d2.loss_mask: 0.5870, decode.d2.loss_dice: 0.8642, decode.d3.loss_cls: 0.3795, decode.d3.loss_mask: 0.5802, decode.d3.loss_dice: 0.8475, decode.d4.loss_cls: 0.3689, decode.d4.loss_mask: 0.5808, decode.d4.loss_dice: 0.8504, decode.d5.loss_cls: 0.3600, decode.d5.loss_mask: 0.5810, decode.d5.loss_dice: 0.8504, decode.d6.loss_cls: 0.3616, decode.d6.loss_mask: 0.5767, decode.d6.loss_dice: 0.8396, decode.d7.loss_cls: 0.3470, decode.d7.loss_mask: 0.5796, decode.d7.loss_dice: 0.8468, decode.d8.loss_cls: 0.3524, decode.d8.loss_mask: 0.5779, decode.d8.loss_dice: 0.8369, loss: 19.1943, grad_norm: 64.7724 +2023-11-06 22:30:35,380 - mmseg - INFO - Iter [61650/160000] lr: 6.147e-05, eta: 13:15:24, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3495, decode.loss_mask: 0.5584, decode.loss_dice: 0.8145, decode.d0.loss_cls: 1.3709, decode.d0.loss_mask: 0.5883, decode.d0.loss_dice: 0.8955, decode.d1.loss_cls: 0.4485, decode.d1.loss_mask: 0.5795, decode.d1.loss_dice: 0.8645, decode.d2.loss_cls: 0.3915, decode.d2.loss_mask: 0.5653, decode.d2.loss_dice: 0.8457, decode.d3.loss_cls: 0.3755, decode.d3.loss_mask: 0.5586, decode.d3.loss_dice: 0.8233, decode.d4.loss_cls: 0.3632, decode.d4.loss_mask: 0.5607, decode.d4.loss_dice: 0.8210, decode.d5.loss_cls: 0.3516, decode.d5.loss_mask: 0.5574, decode.d5.loss_dice: 0.8229, decode.d6.loss_cls: 0.3491, decode.d6.loss_mask: 0.5586, decode.d6.loss_dice: 0.8178, decode.d7.loss_cls: 0.3462, decode.d7.loss_mask: 0.5566, decode.d7.loss_dice: 0.8204, decode.d8.loss_cls: 0.3489, decode.d8.loss_mask: 0.5603, decode.d8.loss_dice: 0.8138, loss: 18.6783, grad_norm: 69.8743 +2023-11-06 22:30:58,188 - mmseg - INFO - Iter [61700/160000] lr: 6.144e-05, eta: 13:14:58, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3598, decode.loss_mask: 0.5620, decode.loss_dice: 0.8356, decode.d0.loss_cls: 1.3546, decode.d0.loss_mask: 0.6009, decode.d0.loss_dice: 0.9348, decode.d1.loss_cls: 0.4509, decode.d1.loss_mask: 0.5874, decode.d1.loss_dice: 0.8937, decode.d2.loss_cls: 0.4003, decode.d2.loss_mask: 0.5707, decode.d2.loss_dice: 0.8655, decode.d3.loss_cls: 0.3914, decode.d3.loss_mask: 0.5636, decode.d3.loss_dice: 0.8412, decode.d4.loss_cls: 0.3737, decode.d4.loss_mask: 0.5656, decode.d4.loss_dice: 0.8415, decode.d5.loss_cls: 0.3688, decode.d5.loss_mask: 0.5635, decode.d5.loss_dice: 0.8399, decode.d6.loss_cls: 0.3651, decode.d6.loss_mask: 0.5620, decode.d6.loss_dice: 0.8369, decode.d7.loss_cls: 0.3604, decode.d7.loss_mask: 0.5644, decode.d7.loss_dice: 0.8373, decode.d8.loss_cls: 0.3570, decode.d8.loss_mask: 0.5642, decode.d8.loss_dice: 0.8342, loss: 19.0468, grad_norm: 64.3217 +2023-11-06 22:31:21,117 - mmseg - INFO - Iter [61750/160000] lr: 6.141e-05, eta: 13:14:31, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3665, decode.loss_mask: 0.5598, decode.loss_dice: 0.8286, decode.d0.loss_cls: 1.3961, decode.d0.loss_mask: 0.5937, decode.d0.loss_dice: 0.9247, decode.d1.loss_cls: 0.4696, decode.d1.loss_mask: 0.5758, decode.d1.loss_dice: 0.8753, decode.d2.loss_cls: 0.4083, decode.d2.loss_mask: 0.5631, decode.d2.loss_dice: 0.8529, decode.d3.loss_cls: 0.3947, decode.d3.loss_mask: 0.5608, decode.d3.loss_dice: 0.8316, decode.d4.loss_cls: 0.3767, decode.d4.loss_mask: 0.5589, decode.d4.loss_dice: 0.8378, decode.d5.loss_cls: 0.3709, decode.d5.loss_mask: 0.5582, decode.d5.loss_dice: 0.8362, decode.d6.loss_cls: 0.3721, decode.d6.loss_mask: 0.5572, decode.d6.loss_dice: 0.8245, decode.d7.loss_cls: 0.3721, decode.d7.loss_mask: 0.5573, decode.d7.loss_dice: 0.8227, decode.d8.loss_cls: 0.3716, decode.d8.loss_mask: 0.5557, decode.d8.loss_dice: 0.8300, loss: 19.0034, grad_norm: 60.9736 +2023-11-06 22:31:43,716 - mmseg - INFO - Iter [61800/160000] lr: 6.138e-05, eta: 13:14:04, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3745, decode.loss_mask: 0.5657, decode.loss_dice: 0.8278, decode.d0.loss_cls: 1.3784, decode.d0.loss_mask: 0.6079, decode.d0.loss_dice: 0.9162, decode.d1.loss_cls: 0.4682, decode.d1.loss_mask: 0.5924, decode.d1.loss_dice: 0.8889, decode.d2.loss_cls: 0.4183, decode.d2.loss_mask: 0.5772, decode.d2.loss_dice: 0.8567, decode.d3.loss_cls: 0.3963, decode.d3.loss_mask: 0.5691, decode.d3.loss_dice: 0.8410, decode.d4.loss_cls: 0.3856, decode.d4.loss_mask: 0.5694, decode.d4.loss_dice: 0.8422, decode.d5.loss_cls: 0.3749, decode.d5.loss_mask: 0.5703, decode.d5.loss_dice: 0.8395, decode.d6.loss_cls: 0.3776, decode.d6.loss_mask: 0.5683, decode.d6.loss_dice: 0.8331, decode.d7.loss_cls: 0.3714, decode.d7.loss_mask: 0.5683, decode.d7.loss_dice: 0.8302, decode.d8.loss_cls: 0.3713, decode.d8.loss_mask: 0.5659, decode.d8.loss_dice: 0.8334, loss: 19.1798, grad_norm: 64.3417 +2023-11-06 22:32:06,285 - mmseg - INFO - Iter [61850/160000] lr: 6.134e-05, eta: 13:13:37, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3595, decode.loss_mask: 0.5543, decode.loss_dice: 0.8125, decode.d0.loss_cls: 1.3929, decode.d0.loss_mask: 0.5989, decode.d0.loss_dice: 0.9220, decode.d1.loss_cls: 0.4510, decode.d1.loss_mask: 0.5734, decode.d1.loss_dice: 0.8764, decode.d2.loss_cls: 0.4045, decode.d2.loss_mask: 0.5644, decode.d2.loss_dice: 0.8400, decode.d3.loss_cls: 0.3891, decode.d3.loss_mask: 0.5544, decode.d3.loss_dice: 0.8172, decode.d4.loss_cls: 0.3725, decode.d4.loss_mask: 0.5573, decode.d4.loss_dice: 0.8231, decode.d5.loss_cls: 0.3652, decode.d5.loss_mask: 0.5558, decode.d5.loss_dice: 0.8189, decode.d6.loss_cls: 0.3631, decode.d6.loss_mask: 0.5559, decode.d6.loss_dice: 0.8161, decode.d7.loss_cls: 0.3587, decode.d7.loss_mask: 0.5549, decode.d7.loss_dice: 0.8132, decode.d8.loss_cls: 0.3595, decode.d8.loss_mask: 0.5544, decode.d8.loss_dice: 0.8140, loss: 18.7931, grad_norm: 64.6481 +2023-11-06 22:32:31,273 - mmseg - INFO - Iter [61900/160000] lr: 6.131e-05, eta: 13:13:14, time: 0.500, data_time: 0.059, memory: 39436, decode.loss_cls: 0.3477, decode.loss_mask: 0.5681, decode.loss_dice: 0.8356, decode.d0.loss_cls: 1.3630, decode.d0.loss_mask: 0.6156, decode.d0.loss_dice: 0.9285, decode.d1.loss_cls: 0.4469, decode.d1.loss_mask: 0.5898, decode.d1.loss_dice: 0.8915, decode.d2.loss_cls: 0.3981, decode.d2.loss_mask: 0.5764, decode.d2.loss_dice: 0.8601, decode.d3.loss_cls: 0.3711, decode.d3.loss_mask: 0.5730, decode.d3.loss_dice: 0.8395, decode.d4.loss_cls: 0.3595, decode.d4.loss_mask: 0.5710, decode.d4.loss_dice: 0.8402, decode.d5.loss_cls: 0.3567, decode.d5.loss_mask: 0.5713, decode.d5.loss_dice: 0.8394, decode.d6.loss_cls: 0.3560, decode.d6.loss_mask: 0.5686, decode.d6.loss_dice: 0.8325, decode.d7.loss_cls: 0.3482, decode.d7.loss_mask: 0.5705, decode.d7.loss_dice: 0.8360, decode.d8.loss_cls: 0.3475, decode.d8.loss_mask: 0.5684, decode.d8.loss_dice: 0.8380, loss: 19.0086, grad_norm: 65.0883 +2023-11-06 22:32:53,959 - mmseg - INFO - Iter [61950/160000] lr: 6.128e-05, eta: 13:12:47, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3504, decode.loss_mask: 0.5408, decode.loss_dice: 0.8198, decode.d0.loss_cls: 1.3474, decode.d0.loss_mask: 0.5754, decode.d0.loss_dice: 0.9178, decode.d1.loss_cls: 0.4519, decode.d1.loss_mask: 0.5616, decode.d1.loss_dice: 0.8789, decode.d2.loss_cls: 0.3944, decode.d2.loss_mask: 0.5519, decode.d2.loss_dice: 0.8557, decode.d3.loss_cls: 0.3815, decode.d3.loss_mask: 0.5443, decode.d3.loss_dice: 0.8320, decode.d4.loss_cls: 0.3636, decode.d4.loss_mask: 0.5420, decode.d4.loss_dice: 0.8312, decode.d5.loss_cls: 0.3616, decode.d5.loss_mask: 0.5424, decode.d5.loss_dice: 0.8290, decode.d6.loss_cls: 0.3581, decode.d6.loss_mask: 0.5406, decode.d6.loss_dice: 0.8263, decode.d7.loss_cls: 0.3495, decode.d7.loss_mask: 0.5409, decode.d7.loss_dice: 0.8237, decode.d8.loss_cls: 0.3536, decode.d8.loss_mask: 0.5404, decode.d8.loss_dice: 0.8215, loss: 18.6283, grad_norm: 61.1911 +2023-11-06 22:33:16,717 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 22:33:16,717 - mmseg - INFO - Iter [62000/160000] lr: 6.125e-05, eta: 13:12:21, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3252, decode.loss_mask: 0.5684, decode.loss_dice: 0.8029, decode.d0.loss_cls: 1.3112, decode.d0.loss_mask: 0.6231, decode.d0.loss_dice: 0.8986, decode.d1.loss_cls: 0.4084, decode.d1.loss_mask: 0.5969, decode.d1.loss_dice: 0.8615, decode.d2.loss_cls: 0.3638, decode.d2.loss_mask: 0.5826, decode.d2.loss_dice: 0.8395, decode.d3.loss_cls: 0.3468, decode.d3.loss_mask: 0.5750, decode.d3.loss_dice: 0.8154, decode.d4.loss_cls: 0.3342, decode.d4.loss_mask: 0.5721, decode.d4.loss_dice: 0.8113, decode.d5.loss_cls: 0.3280, decode.d5.loss_mask: 0.5720, decode.d5.loss_dice: 0.8079, decode.d6.loss_cls: 0.3267, decode.d6.loss_mask: 0.5705, decode.d6.loss_dice: 0.8035, decode.d7.loss_cls: 0.3212, decode.d7.loss_mask: 0.5696, decode.d7.loss_dice: 0.8083, decode.d8.loss_cls: 0.3243, decode.d8.loss_mask: 0.5690, decode.d8.loss_dice: 0.8083, loss: 18.4463, grad_norm: 69.1674 +2023-11-06 22:33:39,274 - mmseg - INFO - Iter [62050/160000] lr: 6.122e-05, eta: 13:11:54, time: 0.451, data_time: 0.011, memory: 39436, decode.loss_cls: 0.3418, decode.loss_mask: 0.5654, decode.loss_dice: 0.8150, decode.d0.loss_cls: 1.3417, decode.d0.loss_mask: 0.6025, decode.d0.loss_dice: 0.9017, decode.d1.loss_cls: 0.4346, decode.d1.loss_mask: 0.5906, decode.d1.loss_dice: 0.8828, decode.d2.loss_cls: 0.3959, decode.d2.loss_mask: 0.5748, decode.d2.loss_dice: 0.8460, decode.d3.loss_cls: 0.3690, decode.d3.loss_mask: 0.5712, decode.d3.loss_dice: 0.8258, decode.d4.loss_cls: 0.3605, decode.d4.loss_mask: 0.5696, decode.d4.loss_dice: 0.8251, decode.d5.loss_cls: 0.3548, decode.d5.loss_mask: 0.5666, decode.d5.loss_dice: 0.8206, decode.d6.loss_cls: 0.3456, decode.d6.loss_mask: 0.5663, decode.d6.loss_dice: 0.8188, decode.d7.loss_cls: 0.3450, decode.d7.loss_mask: 0.5648, decode.d7.loss_dice: 0.8164, decode.d8.loss_cls: 0.3421, decode.d8.loss_mask: 0.5634, decode.d8.loss_dice: 0.8164, loss: 18.7347, grad_norm: 63.3820 +2023-11-06 22:34:01,979 - mmseg - INFO - Iter [62100/160000] lr: 6.119e-05, eta: 13:11:27, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3420, decode.loss_mask: 0.5658, decode.loss_dice: 0.8295, decode.d0.loss_cls: 1.3536, decode.d0.loss_mask: 0.6089, decode.d0.loss_dice: 0.9179, decode.d1.loss_cls: 0.4499, decode.d1.loss_mask: 0.5888, decode.d1.loss_dice: 0.8863, decode.d2.loss_cls: 0.3867, decode.d2.loss_mask: 0.5805, decode.d2.loss_dice: 0.8598, decode.d3.loss_cls: 0.3686, decode.d3.loss_mask: 0.5689, decode.d3.loss_dice: 0.8354, decode.d4.loss_cls: 0.3542, decode.d4.loss_mask: 0.5676, decode.d4.loss_dice: 0.8337, decode.d5.loss_cls: 0.3465, decode.d5.loss_mask: 0.5658, decode.d5.loss_dice: 0.8377, decode.d6.loss_cls: 0.3498, decode.d6.loss_mask: 0.5656, decode.d6.loss_dice: 0.8282, decode.d7.loss_cls: 0.3456, decode.d7.loss_mask: 0.5674, decode.d7.loss_dice: 0.8268, decode.d8.loss_cls: 0.3414, decode.d8.loss_mask: 0.5656, decode.d8.loss_dice: 0.8299, loss: 18.8687, grad_norm: 64.2427 +2023-11-06 22:34:25,028 - mmseg - INFO - Iter [62150/160000] lr: 6.116e-05, eta: 13:11:01, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3667, decode.loss_mask: 0.5481, decode.loss_dice: 0.8283, decode.d0.loss_cls: 1.4051, decode.d0.loss_mask: 0.5861, decode.d0.loss_dice: 0.9264, decode.d1.loss_cls: 0.4672, decode.d1.loss_mask: 0.5689, decode.d1.loss_dice: 0.8810, decode.d2.loss_cls: 0.4087, decode.d2.loss_mask: 0.5560, decode.d2.loss_dice: 0.8613, decode.d3.loss_cls: 0.3921, decode.d3.loss_mask: 0.5525, decode.d3.loss_dice: 0.8373, decode.d4.loss_cls: 0.3752, decode.d4.loss_mask: 0.5527, decode.d4.loss_dice: 0.8367, decode.d5.loss_cls: 0.3702, decode.d5.loss_mask: 0.5522, decode.d5.loss_dice: 0.8380, decode.d6.loss_cls: 0.3696, decode.d6.loss_mask: 0.5484, decode.d6.loss_dice: 0.8356, decode.d7.loss_cls: 0.3675, decode.d7.loss_mask: 0.5487, decode.d7.loss_dice: 0.8350, decode.d8.loss_cls: 0.3674, decode.d8.loss_mask: 0.5490, decode.d8.loss_dice: 0.8292, loss: 18.9606, grad_norm: 65.0023 +2023-11-06 22:34:47,621 - mmseg - INFO - Iter [62200/160000] lr: 6.113e-05, eta: 13:10:34, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3479, decode.loss_mask: 0.5464, decode.loss_dice: 0.8063, decode.d0.loss_cls: 1.3401, decode.d0.loss_mask: 0.5899, decode.d0.loss_dice: 0.9095, decode.d1.loss_cls: 0.4541, decode.d1.loss_mask: 0.5705, decode.d1.loss_dice: 0.8670, decode.d2.loss_cls: 0.4106, decode.d2.loss_mask: 0.5560, decode.d2.loss_dice: 0.8385, decode.d3.loss_cls: 0.3859, decode.d3.loss_mask: 0.5484, decode.d3.loss_dice: 0.8163, decode.d4.loss_cls: 0.3628, decode.d4.loss_mask: 0.5506, decode.d4.loss_dice: 0.8174, decode.d5.loss_cls: 0.3608, decode.d5.loss_mask: 0.5486, decode.d5.loss_dice: 0.8090, decode.d6.loss_cls: 0.3576, decode.d6.loss_mask: 0.5485, decode.d6.loss_dice: 0.8038, decode.d7.loss_cls: 0.3523, decode.d7.loss_mask: 0.5494, decode.d7.loss_dice: 0.8073, decode.d8.loss_cls: 0.3522, decode.d8.loss_mask: 0.5501, decode.d8.loss_dice: 0.8082, loss: 18.5663, grad_norm: 68.1052 +2023-11-06 22:35:10,131 - mmseg - INFO - Iter [62250/160000] lr: 6.109e-05, eta: 13:10:07, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3379, decode.loss_mask: 0.5569, decode.loss_dice: 0.8024, decode.d0.loss_cls: 1.3219, decode.d0.loss_mask: 0.5981, decode.d0.loss_dice: 0.9045, decode.d1.loss_cls: 0.4269, decode.d1.loss_mask: 0.5821, decode.d1.loss_dice: 0.8639, decode.d2.loss_cls: 0.3821, decode.d2.loss_mask: 0.5676, decode.d2.loss_dice: 0.8352, decode.d3.loss_cls: 0.3678, decode.d3.loss_mask: 0.5593, decode.d3.loss_dice: 0.8112, decode.d4.loss_cls: 0.3526, decode.d4.loss_mask: 0.5609, decode.d4.loss_dice: 0.8064, decode.d5.loss_cls: 0.3430, decode.d5.loss_mask: 0.5621, decode.d5.loss_dice: 0.8066, decode.d6.loss_cls: 0.3415, decode.d6.loss_mask: 0.5577, decode.d6.loss_dice: 0.8000, decode.d7.loss_cls: 0.3373, decode.d7.loss_mask: 0.5578, decode.d7.loss_dice: 0.7988, decode.d8.loss_cls: 0.3427, decode.d8.loss_mask: 0.5550, decode.d8.loss_dice: 0.7966, loss: 18.4370, grad_norm: 66.9315 +2023-11-06 22:35:32,880 - mmseg - INFO - Iter [62300/160000] lr: 6.106e-05, eta: 13:09:41, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3533, decode.loss_mask: 0.5441, decode.loss_dice: 0.8121, decode.d0.loss_cls: 1.3765, decode.d0.loss_mask: 0.5836, decode.d0.loss_dice: 0.9122, decode.d1.loss_cls: 0.4583, decode.d1.loss_mask: 0.5647, decode.d1.loss_dice: 0.8672, decode.d2.loss_cls: 0.3956, decode.d2.loss_mask: 0.5598, decode.d2.loss_dice: 0.8374, decode.d3.loss_cls: 0.3790, decode.d3.loss_mask: 0.5488, decode.d3.loss_dice: 0.8190, decode.d4.loss_cls: 0.3620, decode.d4.loss_mask: 0.5485, decode.d4.loss_dice: 0.8166, decode.d5.loss_cls: 0.3578, decode.d5.loss_mask: 0.5465, decode.d5.loss_dice: 0.8162, decode.d6.loss_cls: 0.3535, decode.d6.loss_mask: 0.5471, decode.d6.loss_dice: 0.8116, decode.d7.loss_cls: 0.3498, decode.d7.loss_mask: 0.5442, decode.d7.loss_dice: 0.8123, decode.d8.loss_cls: 0.3497, decode.d8.loss_mask: 0.5443, decode.d8.loss_dice: 0.8120, loss: 18.5836, grad_norm: 63.1683 +2023-11-06 22:35:55,725 - mmseg - INFO - Iter [62350/160000] lr: 6.103e-05, eta: 13:09:14, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3501, decode.loss_mask: 0.5614, decode.loss_dice: 0.8235, decode.d0.loss_cls: 1.3767, decode.d0.loss_mask: 0.6042, decode.d0.loss_dice: 0.9152, decode.d1.loss_cls: 0.4613, decode.d1.loss_mask: 0.5869, decode.d1.loss_dice: 0.8825, decode.d2.loss_cls: 0.3924, decode.d2.loss_mask: 0.5749, decode.d2.loss_dice: 0.8593, decode.d3.loss_cls: 0.3741, decode.d3.loss_mask: 0.5681, decode.d3.loss_dice: 0.8336, decode.d4.loss_cls: 0.3584, decode.d4.loss_mask: 0.5666, decode.d4.loss_dice: 0.8323, decode.d5.loss_cls: 0.3579, decode.d5.loss_mask: 0.5636, decode.d5.loss_dice: 0.8277, decode.d6.loss_cls: 0.3533, decode.d6.loss_mask: 0.5622, decode.d6.loss_dice: 0.8210, decode.d7.loss_cls: 0.3538, decode.d7.loss_mask: 0.5590, decode.d7.loss_dice: 0.8214, decode.d8.loss_cls: 0.3516, decode.d8.loss_mask: 0.5609, decode.d8.loss_dice: 0.8234, loss: 18.8773, grad_norm: 68.9229 +2023-11-06 22:36:18,588 - mmseg - INFO - Iter [62400/160000] lr: 6.100e-05, eta: 13:08:48, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3727, decode.loss_mask: 0.5406, decode.loss_dice: 0.8256, decode.d0.loss_cls: 1.3859, decode.d0.loss_mask: 0.5834, decode.d0.loss_dice: 0.9328, decode.d1.loss_cls: 0.4849, decode.d1.loss_mask: 0.5644, decode.d1.loss_dice: 0.8910, decode.d2.loss_cls: 0.4241, decode.d2.loss_mask: 0.5508, decode.d2.loss_dice: 0.8639, decode.d3.loss_cls: 0.4036, decode.d3.loss_mask: 0.5444, decode.d3.loss_dice: 0.8354, decode.d4.loss_cls: 0.3943, decode.d4.loss_mask: 0.5409, decode.d4.loss_dice: 0.8385, decode.d5.loss_cls: 0.3844, decode.d5.loss_mask: 0.5422, decode.d5.loss_dice: 0.8367, decode.d6.loss_cls: 0.3769, decode.d6.loss_mask: 0.5414, decode.d6.loss_dice: 0.8278, decode.d7.loss_cls: 0.3755, decode.d7.loss_mask: 0.5419, decode.d7.loss_dice: 0.8270, decode.d8.loss_cls: 0.3769, decode.d8.loss_mask: 0.5391, decode.d8.loss_dice: 0.8214, loss: 18.9686, grad_norm: 62.6941 +2023-11-06 22:36:41,230 - mmseg - INFO - Iter [62450/160000] lr: 6.097e-05, eta: 13:08:21, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3723, decode.loss_mask: 0.5521, decode.loss_dice: 0.8289, decode.d0.loss_cls: 1.3790, decode.d0.loss_mask: 0.5978, decode.d0.loss_dice: 0.9187, decode.d1.loss_cls: 0.4761, decode.d1.loss_mask: 0.5800, decode.d1.loss_dice: 0.8906, decode.d2.loss_cls: 0.4273, decode.d2.loss_mask: 0.5655, decode.d2.loss_dice: 0.8624, decode.d3.loss_cls: 0.4054, decode.d3.loss_mask: 0.5597, decode.d3.loss_dice: 0.8404, decode.d4.loss_cls: 0.3902, decode.d4.loss_mask: 0.5555, decode.d4.loss_dice: 0.8383, decode.d5.loss_cls: 0.3807, decode.d5.loss_mask: 0.5561, decode.d5.loss_dice: 0.8363, decode.d6.loss_cls: 0.3830, decode.d6.loss_mask: 0.5532, decode.d6.loss_dice: 0.8297, decode.d7.loss_cls: 0.3750, decode.d7.loss_mask: 0.5540, decode.d7.loss_dice: 0.8303, decode.d8.loss_cls: 0.3764, decode.d8.loss_mask: 0.5501, decode.d8.loss_dice: 0.8298, loss: 19.0948, grad_norm: 64.8420 +2023-11-06 22:37:04,040 - mmseg - INFO - Iter [62500/160000] lr: 6.094e-05, eta: 13:07:54, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3645, decode.loss_mask: 0.5957, decode.loss_dice: 0.8523, decode.d0.loss_cls: 1.3619, decode.d0.loss_mask: 0.6385, decode.d0.loss_dice: 0.9559, decode.d1.loss_cls: 0.4680, decode.d1.loss_mask: 0.6121, decode.d1.loss_dice: 0.9096, decode.d2.loss_cls: 0.4143, decode.d2.loss_mask: 0.6072, decode.d2.loss_dice: 0.8822, decode.d3.loss_cls: 0.4001, decode.d3.loss_mask: 0.5994, decode.d3.loss_dice: 0.8619, decode.d4.loss_cls: 0.3863, decode.d4.loss_mask: 0.5986, decode.d4.loss_dice: 0.8598, decode.d5.loss_cls: 0.3740, decode.d5.loss_mask: 0.5965, decode.d5.loss_dice: 0.8586, decode.d6.loss_cls: 0.3725, decode.d6.loss_mask: 0.5961, decode.d6.loss_dice: 0.8511, decode.d7.loss_cls: 0.3687, decode.d7.loss_mask: 0.5929, decode.d7.loss_dice: 0.8506, decode.d8.loss_cls: 0.3657, decode.d8.loss_mask: 0.5959, decode.d8.loss_dice: 0.8544, loss: 19.6450, grad_norm: 67.1420 +2023-11-06 22:37:27,083 - mmseg - INFO - Iter [62550/160000] lr: 6.091e-05, eta: 13:07:28, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3585, decode.loss_mask: 0.5449, decode.loss_dice: 0.8229, decode.d0.loss_cls: 1.3803, decode.d0.loss_mask: 0.5809, decode.d0.loss_dice: 0.9177, decode.d1.loss_cls: 0.4585, decode.d1.loss_mask: 0.5688, decode.d1.loss_dice: 0.8828, decode.d2.loss_cls: 0.4064, decode.d2.loss_mask: 0.5526, decode.d2.loss_dice: 0.8553, decode.d3.loss_cls: 0.3899, decode.d3.loss_mask: 0.5461, decode.d3.loss_dice: 0.8291, decode.d4.loss_cls: 0.3724, decode.d4.loss_mask: 0.5498, decode.d4.loss_dice: 0.8308, decode.d5.loss_cls: 0.3638, decode.d5.loss_mask: 0.5464, decode.d5.loss_dice: 0.8294, decode.d6.loss_cls: 0.3659, decode.d6.loss_mask: 0.5447, decode.d6.loss_dice: 0.8282, decode.d7.loss_cls: 0.3580, decode.d7.loss_mask: 0.5455, decode.d7.loss_dice: 0.8270, decode.d8.loss_cls: 0.3579, decode.d8.loss_mask: 0.5472, decode.d8.loss_dice: 0.8261, loss: 18.7878, grad_norm: 62.9886 +2023-11-06 22:37:49,861 - mmseg - INFO - Iter [62600/160000] lr: 6.088e-05, eta: 13:07:02, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3468, decode.loss_mask: 0.5770, decode.loss_dice: 0.8469, decode.d0.loss_cls: 1.3658, decode.d0.loss_mask: 0.6200, decode.d0.loss_dice: 0.9378, decode.d1.loss_cls: 0.4449, decode.d1.loss_mask: 0.6035, decode.d1.loss_dice: 0.9041, decode.d2.loss_cls: 0.3984, decode.d2.loss_mask: 0.5853, decode.d2.loss_dice: 0.8744, decode.d3.loss_cls: 0.3809, decode.d3.loss_mask: 0.5824, decode.d3.loss_dice: 0.8527, decode.d4.loss_cls: 0.3647, decode.d4.loss_mask: 0.5824, decode.d4.loss_dice: 0.8554, decode.d5.loss_cls: 0.3575, decode.d5.loss_mask: 0.5812, decode.d5.loss_dice: 0.8501, decode.d6.loss_cls: 0.3600, decode.d6.loss_mask: 0.5787, decode.d6.loss_dice: 0.8437, decode.d7.loss_cls: 0.3490, decode.d7.loss_mask: 0.5793, decode.d7.loss_dice: 0.8458, decode.d8.loss_cls: 0.3460, decode.d8.loss_mask: 0.5768, decode.d8.loss_dice: 0.8484, loss: 19.2400, grad_norm: 62.1434 +2023-11-06 22:38:12,612 - mmseg - INFO - Iter [62650/160000] lr: 6.084e-05, eta: 13:06:35, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3429, decode.loss_mask: 0.5820, decode.loss_dice: 0.8180, decode.d0.loss_cls: 1.3479, decode.d0.loss_mask: 0.6243, decode.d0.loss_dice: 0.9071, decode.d1.loss_cls: 0.4421, decode.d1.loss_mask: 0.6046, decode.d1.loss_dice: 0.8808, decode.d2.loss_cls: 0.3863, decode.d2.loss_mask: 0.5916, decode.d2.loss_dice: 0.8519, decode.d3.loss_cls: 0.3648, decode.d3.loss_mask: 0.5871, decode.d3.loss_dice: 0.8324, decode.d4.loss_cls: 0.3528, decode.d4.loss_mask: 0.5856, decode.d4.loss_dice: 0.8318, decode.d5.loss_cls: 0.3491, decode.d5.loss_mask: 0.5838, decode.d5.loss_dice: 0.8280, decode.d6.loss_cls: 0.3447, decode.d6.loss_mask: 0.5858, decode.d6.loss_dice: 0.8217, decode.d7.loss_cls: 0.3489, decode.d7.loss_mask: 0.5816, decode.d7.loss_dice: 0.8217, decode.d8.loss_cls: 0.3439, decode.d8.loss_mask: 0.5823, decode.d8.loss_dice: 0.8203, loss: 18.9458, grad_norm: 64.8930 +2023-11-06 22:38:35,075 - mmseg - INFO - Iter [62700/160000] lr: 6.081e-05, eta: 13:06:08, time: 0.449, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3554, decode.loss_mask: 0.5888, decode.loss_dice: 0.8311, decode.d0.loss_cls: 1.3769, decode.d0.loss_mask: 0.6262, decode.d0.loss_dice: 0.9194, decode.d1.loss_cls: 0.4616, decode.d1.loss_mask: 0.6125, decode.d1.loss_dice: 0.8849, decode.d2.loss_cls: 0.4123, decode.d2.loss_mask: 0.5991, decode.d2.loss_dice: 0.8627, decode.d3.loss_cls: 0.3875, decode.d3.loss_mask: 0.5912, decode.d3.loss_dice: 0.8385, decode.d4.loss_cls: 0.3751, decode.d4.loss_mask: 0.5904, decode.d4.loss_dice: 0.8370, decode.d5.loss_cls: 0.3703, decode.d5.loss_mask: 0.5910, decode.d5.loss_dice: 0.8358, decode.d6.loss_cls: 0.3678, decode.d6.loss_mask: 0.5869, decode.d6.loss_dice: 0.8293, decode.d7.loss_cls: 0.3601, decode.d7.loss_mask: 0.5892, decode.d7.loss_dice: 0.8337, decode.d8.loss_cls: 0.3596, decode.d8.loss_mask: 0.5881, decode.d8.loss_dice: 0.8304, loss: 19.2928, grad_norm: 62.4281 +2023-11-06 22:38:57,516 - mmseg - INFO - Iter [62750/160000] lr: 6.078e-05, eta: 13:05:41, time: 0.449, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3579, decode.loss_mask: 0.5602, decode.loss_dice: 0.8343, decode.d0.loss_cls: 1.3674, decode.d0.loss_mask: 0.5982, decode.d0.loss_dice: 0.9291, decode.d1.loss_cls: 0.4596, decode.d1.loss_mask: 0.5821, decode.d1.loss_dice: 0.8770, decode.d2.loss_cls: 0.4029, decode.d2.loss_mask: 0.5671, decode.d2.loss_dice: 0.8621, decode.d3.loss_cls: 0.3862, decode.d3.loss_mask: 0.5592, decode.d3.loss_dice: 0.8381, decode.d4.loss_cls: 0.3736, decode.d4.loss_mask: 0.5584, decode.d4.loss_dice: 0.8401, decode.d5.loss_cls: 0.3696, decode.d5.loss_mask: 0.5601, decode.d5.loss_dice: 0.8371, decode.d6.loss_cls: 0.3622, decode.d6.loss_mask: 0.5597, decode.d6.loss_dice: 0.8315, decode.d7.loss_cls: 0.3553, decode.d7.loss_mask: 0.5605, decode.d7.loss_dice: 0.8364, decode.d8.loss_cls: 0.3551, decode.d8.loss_mask: 0.5591, decode.d8.loss_dice: 0.8368, loss: 18.9768, grad_norm: 58.4953 +2023-11-06 22:39:20,378 - mmseg - INFO - Iter [62800/160000] lr: 6.075e-05, eta: 13:05:15, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3702, decode.loss_mask: 0.5527, decode.loss_dice: 0.8523, decode.d0.loss_cls: 1.3730, decode.d0.loss_mask: 0.5956, decode.d0.loss_dice: 0.9577, decode.d1.loss_cls: 0.4693, decode.d1.loss_mask: 0.5842, decode.d1.loss_dice: 0.9062, decode.d2.loss_cls: 0.4152, decode.d2.loss_mask: 0.5661, decode.d2.loss_dice: 0.8762, decode.d3.loss_cls: 0.3979, decode.d3.loss_mask: 0.5577, decode.d3.loss_dice: 0.8542, decode.d4.loss_cls: 0.3840, decode.d4.loss_mask: 0.5562, decode.d4.loss_dice: 0.8549, decode.d5.loss_cls: 0.3810, decode.d5.loss_mask: 0.5565, decode.d5.loss_dice: 0.8545, decode.d6.loss_cls: 0.3743, decode.d6.loss_mask: 0.5533, decode.d6.loss_dice: 0.8544, decode.d7.loss_cls: 0.3729, decode.d7.loss_mask: 0.5541, decode.d7.loss_dice: 0.8561, decode.d8.loss_cls: 0.3684, decode.d8.loss_mask: 0.5535, decode.d8.loss_dice: 0.8516, loss: 19.2541, grad_norm: 62.3638 +2023-11-06 22:39:43,009 - mmseg - INFO - Iter [62850/160000] lr: 6.072e-05, eta: 13:04:48, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3495, decode.loss_mask: 0.5599, decode.loss_dice: 0.8351, decode.d0.loss_cls: 1.3602, decode.d0.loss_mask: 0.6074, decode.d0.loss_dice: 0.9353, decode.d1.loss_cls: 0.4536, decode.d1.loss_mask: 0.5800, decode.d1.loss_dice: 0.9004, decode.d2.loss_cls: 0.4042, decode.d2.loss_mask: 0.5728, decode.d2.loss_dice: 0.8678, decode.d3.loss_cls: 0.3924, decode.d3.loss_mask: 0.5651, decode.d3.loss_dice: 0.8369, decode.d4.loss_cls: 0.3696, decode.d4.loss_mask: 0.5659, decode.d4.loss_dice: 0.8395, decode.d5.loss_cls: 0.3654, decode.d5.loss_mask: 0.5611, decode.d5.loss_dice: 0.8381, decode.d6.loss_cls: 0.3568, decode.d6.loss_mask: 0.5614, decode.d6.loss_dice: 0.8350, decode.d7.loss_cls: 0.3501, decode.d7.loss_mask: 0.5599, decode.d7.loss_dice: 0.8370, decode.d8.loss_cls: 0.3503, decode.d8.loss_mask: 0.5617, decode.d8.loss_dice: 0.8334, loss: 19.0058, grad_norm: 66.3327 +2023-11-06 22:40:05,878 - mmseg - INFO - Iter [62900/160000] lr: 6.069e-05, eta: 13:04:22, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3753, decode.loss_mask: 0.5595, decode.loss_dice: 0.8379, decode.d0.loss_cls: 1.3962, decode.d0.loss_mask: 0.6034, decode.d0.loss_dice: 0.9329, decode.d1.loss_cls: 0.4765, decode.d1.loss_mask: 0.5828, decode.d1.loss_dice: 0.9018, decode.d2.loss_cls: 0.4232, decode.d2.loss_mask: 0.5690, decode.d2.loss_dice: 0.8654, decode.d3.loss_cls: 0.3946, decode.d3.loss_mask: 0.5635, decode.d3.loss_dice: 0.8504, decode.d4.loss_cls: 0.3912, decode.d4.loss_mask: 0.5599, decode.d4.loss_dice: 0.8507, decode.d5.loss_cls: 0.3837, decode.d5.loss_mask: 0.5609, decode.d5.loss_dice: 0.8467, decode.d6.loss_cls: 0.3766, decode.d6.loss_mask: 0.5607, decode.d6.loss_dice: 0.8374, decode.d7.loss_cls: 0.3746, decode.d7.loss_mask: 0.5612, decode.d7.loss_dice: 0.8387, decode.d8.loss_cls: 0.3748, decode.d8.loss_mask: 0.5605, decode.d8.loss_dice: 0.8404, loss: 19.2502, grad_norm: 66.5534 +2023-11-06 22:40:28,822 - mmseg - INFO - Iter [62950/160000] lr: 6.066e-05, eta: 13:03:56, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3533, decode.loss_mask: 0.5760, decode.loss_dice: 0.8448, decode.d0.loss_cls: 1.3479, decode.d0.loss_mask: 0.6211, decode.d0.loss_dice: 0.9337, decode.d1.loss_cls: 0.4578, decode.d1.loss_mask: 0.5961, decode.d1.loss_dice: 0.9067, decode.d2.loss_cls: 0.4001, decode.d2.loss_mask: 0.5864, decode.d2.loss_dice: 0.8713, decode.d3.loss_cls: 0.3824, decode.d3.loss_mask: 0.5782, decode.d3.loss_dice: 0.8540, decode.d4.loss_cls: 0.3714, decode.d4.loss_mask: 0.5783, decode.d4.loss_dice: 0.8512, decode.d5.loss_cls: 0.3596, decode.d5.loss_mask: 0.5763, decode.d5.loss_dice: 0.8533, decode.d6.loss_cls: 0.3624, decode.d6.loss_mask: 0.5760, decode.d6.loss_dice: 0.8488, decode.d7.loss_cls: 0.3556, decode.d7.loss_mask: 0.5764, decode.d7.loss_dice: 0.8527, decode.d8.loss_cls: 0.3519, decode.d8.loss_mask: 0.5757, decode.d8.loss_dice: 0.8521, loss: 19.2517, grad_norm: 62.6754 +2023-11-06 22:40:51,492 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 22:40:51,492 - mmseg - INFO - Iter [63000/160000] lr: 6.063e-05, eta: 13:03:29, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3635, decode.loss_mask: 0.5540, decode.loss_dice: 0.8170, decode.d0.loss_cls: 1.3616, decode.d0.loss_mask: 0.5950, decode.d0.loss_dice: 0.9081, decode.d1.loss_cls: 0.4497, decode.d1.loss_mask: 0.5791, decode.d1.loss_dice: 0.8706, decode.d2.loss_cls: 0.4148, decode.d2.loss_mask: 0.5617, decode.d2.loss_dice: 0.8405, decode.d3.loss_cls: 0.3924, decode.d3.loss_mask: 0.5561, decode.d3.loss_dice: 0.8264, decode.d4.loss_cls: 0.3758, decode.d4.loss_mask: 0.5561, decode.d4.loss_dice: 0.8231, decode.d5.loss_cls: 0.3666, decode.d5.loss_mask: 0.5553, decode.d5.loss_dice: 0.8236, decode.d6.loss_cls: 0.3724, decode.d6.loss_mask: 0.5531, decode.d6.loss_dice: 0.8133, decode.d7.loss_cls: 0.3612, decode.d7.loss_mask: 0.5537, decode.d7.loss_dice: 0.8200, decode.d8.loss_cls: 0.3632, decode.d8.loss_mask: 0.5536, decode.d8.loss_dice: 0.8221, loss: 18.8036, grad_norm: 66.1084 +2023-11-06 22:41:13,982 - mmseg - INFO - Iter [63050/160000] lr: 6.059e-05, eta: 13:03:02, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3499, decode.loss_mask: 0.5631, decode.loss_dice: 0.8142, decode.d0.loss_cls: 1.3613, decode.d0.loss_mask: 0.6026, decode.d0.loss_dice: 0.9080, decode.d1.loss_cls: 0.4508, decode.d1.loss_mask: 0.5844, decode.d1.loss_dice: 0.8749, decode.d2.loss_cls: 0.3992, decode.d2.loss_mask: 0.5713, decode.d2.loss_dice: 0.8450, decode.d3.loss_cls: 0.3785, decode.d3.loss_mask: 0.5639, decode.d3.loss_dice: 0.8230, decode.d4.loss_cls: 0.3649, decode.d4.loss_mask: 0.5648, decode.d4.loss_dice: 0.8250, decode.d5.loss_cls: 0.3539, decode.d5.loss_mask: 0.5621, decode.d5.loss_dice: 0.8233, decode.d6.loss_cls: 0.3556, decode.d6.loss_mask: 0.5637, decode.d6.loss_dice: 0.8174, decode.d7.loss_cls: 0.3503, decode.d7.loss_mask: 0.5649, decode.d7.loss_dice: 0.8210, decode.d8.loss_cls: 0.3454, decode.d8.loss_mask: 0.5644, decode.d8.loss_dice: 0.8199, loss: 18.7865, grad_norm: 66.3716 +2023-11-06 22:41:36,800 - mmseg - INFO - Iter [63100/160000] lr: 6.056e-05, eta: 13:02:36, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3763, decode.loss_mask: 0.5498, decode.loss_dice: 0.8208, decode.d0.loss_cls: 1.3898, decode.d0.loss_mask: 0.5955, decode.d0.loss_dice: 0.9215, decode.d1.loss_cls: 0.4701, decode.d1.loss_mask: 0.5753, decode.d1.loss_dice: 0.8856, decode.d2.loss_cls: 0.4232, decode.d2.loss_mask: 0.5596, decode.d2.loss_dice: 0.8531, decode.d3.loss_cls: 0.4011, decode.d3.loss_mask: 0.5556, decode.d3.loss_dice: 0.8246, decode.d4.loss_cls: 0.3884, decode.d4.loss_mask: 0.5531, decode.d4.loss_dice: 0.8236, decode.d5.loss_cls: 0.3893, decode.d5.loss_mask: 0.5520, decode.d5.loss_dice: 0.8262, decode.d6.loss_cls: 0.3767, decode.d6.loss_mask: 0.5514, decode.d6.loss_dice: 0.8180, decode.d7.loss_cls: 0.3736, decode.d7.loss_mask: 0.5497, decode.d7.loss_dice: 0.8240, decode.d8.loss_cls: 0.3758, decode.d8.loss_mask: 0.5485, decode.d8.loss_dice: 0.8212, loss: 18.9734, grad_norm: 62.6800 +2023-11-06 22:41:59,381 - mmseg - INFO - Iter [63150/160000] lr: 6.053e-05, eta: 13:02:09, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3469, decode.loss_mask: 0.5487, decode.loss_dice: 0.8176, decode.d0.loss_cls: 1.3516, decode.d0.loss_mask: 0.5861, decode.d0.loss_dice: 0.9092, decode.d1.loss_cls: 0.4506, decode.d1.loss_mask: 0.5671, decode.d1.loss_dice: 0.8690, decode.d2.loss_cls: 0.3978, decode.d2.loss_mask: 0.5533, decode.d2.loss_dice: 0.8390, decode.d3.loss_cls: 0.3709, decode.d3.loss_mask: 0.5487, decode.d3.loss_dice: 0.8239, decode.d4.loss_cls: 0.3631, decode.d4.loss_mask: 0.5479, decode.d4.loss_dice: 0.8227, decode.d5.loss_cls: 0.3595, decode.d5.loss_mask: 0.5479, decode.d5.loss_dice: 0.8203, decode.d6.loss_cls: 0.3531, decode.d6.loss_mask: 0.5487, decode.d6.loss_dice: 0.8160, decode.d7.loss_cls: 0.3494, decode.d7.loss_mask: 0.5504, decode.d7.loss_dice: 0.8196, decode.d8.loss_cls: 0.3513, decode.d8.loss_mask: 0.5488, decode.d8.loss_dice: 0.8146, loss: 18.5939, grad_norm: 71.1365 +2023-11-06 22:42:24,739 - mmseg - INFO - Iter [63200/160000] lr: 6.050e-05, eta: 13:01:46, time: 0.507, data_time: 0.058, memory: 39436, decode.loss_cls: 0.3601, decode.loss_mask: 0.5606, decode.loss_dice: 0.8312, decode.d0.loss_cls: 1.3769, decode.d0.loss_mask: 0.6084, decode.d0.loss_dice: 0.9328, decode.d1.loss_cls: 0.4680, decode.d1.loss_mask: 0.5806, decode.d1.loss_dice: 0.8815, decode.d2.loss_cls: 0.4116, decode.d2.loss_mask: 0.5715, decode.d2.loss_dice: 0.8566, decode.d3.loss_cls: 0.3900, decode.d3.loss_mask: 0.5632, decode.d3.loss_dice: 0.8380, decode.d4.loss_cls: 0.3733, decode.d4.loss_mask: 0.5622, decode.d4.loss_dice: 0.8398, decode.d5.loss_cls: 0.3729, decode.d5.loss_mask: 0.5613, decode.d5.loss_dice: 0.8381, decode.d6.loss_cls: 0.3671, decode.d6.loss_mask: 0.5600, decode.d6.loss_dice: 0.8316, decode.d7.loss_cls: 0.3622, decode.d7.loss_mask: 0.5576, decode.d7.loss_dice: 0.8305, decode.d8.loss_cls: 0.3571, decode.d8.loss_mask: 0.5609, decode.d8.loss_dice: 0.8312, loss: 19.0365, grad_norm: 59.2260 +2023-11-06 22:42:47,579 - mmseg - INFO - Iter [63250/160000] lr: 6.047e-05, eta: 13:01:20, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3283, decode.loss_mask: 0.5669, decode.loss_dice: 0.8266, decode.d0.loss_cls: 1.3137, decode.d0.loss_mask: 0.6103, decode.d0.loss_dice: 0.9217, decode.d1.loss_cls: 0.4278, decode.d1.loss_mask: 0.5891, decode.d1.loss_dice: 0.8748, decode.d2.loss_cls: 0.3759, decode.d2.loss_mask: 0.5764, decode.d2.loss_dice: 0.8554, decode.d3.loss_cls: 0.3610, decode.d3.loss_mask: 0.5735, decode.d3.loss_dice: 0.8299, decode.d4.loss_cls: 0.3455, decode.d4.loss_mask: 0.5732, decode.d4.loss_dice: 0.8344, decode.d5.loss_cls: 0.3402, decode.d5.loss_mask: 0.5713, decode.d5.loss_dice: 0.8298, decode.d6.loss_cls: 0.3330, decode.d6.loss_mask: 0.5690, decode.d6.loss_dice: 0.8247, decode.d7.loss_cls: 0.3296, decode.d7.loss_mask: 0.5692, decode.d7.loss_dice: 0.8255, decode.d8.loss_cls: 0.3232, decode.d8.loss_mask: 0.5702, decode.d8.loss_dice: 0.8233, loss: 18.6934, grad_norm: 67.2711 +2023-11-06 22:43:10,429 - mmseg - INFO - Iter [63300/160000] lr: 6.044e-05, eta: 13:00:54, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3307, decode.loss_mask: 0.5494, decode.loss_dice: 0.8312, decode.d0.loss_cls: 1.3653, decode.d0.loss_mask: 0.5948, decode.d0.loss_dice: 0.9256, decode.d1.loss_cls: 0.4305, decode.d1.loss_mask: 0.5733, decode.d1.loss_dice: 0.8871, decode.d2.loss_cls: 0.3787, decode.d2.loss_mask: 0.5580, decode.d2.loss_dice: 0.8598, decode.d3.loss_cls: 0.3587, decode.d3.loss_mask: 0.5531, decode.d3.loss_dice: 0.8381, decode.d4.loss_cls: 0.3468, decode.d4.loss_mask: 0.5553, decode.d4.loss_dice: 0.8380, decode.d5.loss_cls: 0.3436, decode.d5.loss_mask: 0.5507, decode.d5.loss_dice: 0.8370, decode.d6.loss_cls: 0.3421, decode.d6.loss_mask: 0.5504, decode.d6.loss_dice: 0.8297, decode.d7.loss_cls: 0.3370, decode.d7.loss_mask: 0.5494, decode.d7.loss_dice: 0.8306, decode.d8.loss_cls: 0.3303, decode.d8.loss_mask: 0.5505, decode.d8.loss_dice: 0.8301, loss: 18.6559, grad_norm: 61.9421 +2023-11-06 22:43:33,239 - mmseg - INFO - Iter [63350/160000] lr: 6.041e-05, eta: 13:00:27, time: 0.456, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3450, decode.loss_mask: 0.5561, decode.loss_dice: 0.8153, decode.d0.loss_cls: 1.3494, decode.d0.loss_mask: 0.5974, decode.d0.loss_dice: 0.9170, decode.d1.loss_cls: 0.4350, decode.d1.loss_mask: 0.5762, decode.d1.loss_dice: 0.8700, decode.d2.loss_cls: 0.3928, decode.d2.loss_mask: 0.5627, decode.d2.loss_dice: 0.8416, decode.d3.loss_cls: 0.3748, decode.d3.loss_mask: 0.5552, decode.d3.loss_dice: 0.8129, decode.d4.loss_cls: 0.3588, decode.d4.loss_mask: 0.5588, decode.d4.loss_dice: 0.8222, decode.d5.loss_cls: 0.3528, decode.d5.loss_mask: 0.5574, decode.d5.loss_dice: 0.8192, decode.d6.loss_cls: 0.3549, decode.d6.loss_mask: 0.5565, decode.d6.loss_dice: 0.8132, decode.d7.loss_cls: 0.3442, decode.d7.loss_mask: 0.5558, decode.d7.loss_dice: 0.8156, decode.d8.loss_cls: 0.3426, decode.d8.loss_mask: 0.5550, decode.d8.loss_dice: 0.8201, loss: 18.6287, grad_norm: 71.8008 +2023-11-06 22:43:55,798 - mmseg - INFO - Iter [63400/160000] lr: 6.038e-05, eta: 13:00:01, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3463, decode.loss_mask: 0.5672, decode.loss_dice: 0.8201, decode.d0.loss_cls: 1.3191, decode.d0.loss_mask: 0.6073, decode.d0.loss_dice: 0.9136, decode.d1.loss_cls: 0.4451, decode.d1.loss_mask: 0.5901, decode.d1.loss_dice: 0.8751, decode.d2.loss_cls: 0.3942, decode.d2.loss_mask: 0.5747, decode.d2.loss_dice: 0.8494, decode.d3.loss_cls: 0.3735, decode.d3.loss_mask: 0.5691, decode.d3.loss_dice: 0.8270, decode.d4.loss_cls: 0.3580, decode.d4.loss_mask: 0.5706, decode.d4.loss_dice: 0.8277, decode.d5.loss_cls: 0.3550, decode.d5.loss_mask: 0.5680, decode.d5.loss_dice: 0.8279, decode.d6.loss_cls: 0.3525, decode.d6.loss_mask: 0.5681, decode.d6.loss_dice: 0.8216, decode.d7.loss_cls: 0.3512, decode.d7.loss_mask: 0.5693, decode.d7.loss_dice: 0.8202, decode.d8.loss_cls: 0.3514, decode.d8.loss_mask: 0.5683, decode.d8.loss_dice: 0.8254, loss: 18.8070, grad_norm: 65.7393 +2023-11-06 22:44:18,518 - mmseg - INFO - Iter [63450/160000] lr: 6.034e-05, eta: 12:59:34, time: 0.454, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3761, decode.loss_mask: 0.5400, decode.loss_dice: 0.8379, decode.d0.loss_cls: 1.4083, decode.d0.loss_mask: 0.5873, decode.d0.loss_dice: 0.9449, decode.d1.loss_cls: 0.4747, decode.d1.loss_mask: 0.5660, decode.d1.loss_dice: 0.9011, decode.d2.loss_cls: 0.4227, decode.d2.loss_mask: 0.5522, decode.d2.loss_dice: 0.8773, decode.d3.loss_cls: 0.4002, decode.d3.loss_mask: 0.5457, decode.d3.loss_dice: 0.8453, decode.d4.loss_cls: 0.3925, decode.d4.loss_mask: 0.5447, decode.d4.loss_dice: 0.8463, decode.d5.loss_cls: 0.3837, decode.d5.loss_mask: 0.5433, decode.d5.loss_dice: 0.8471, decode.d6.loss_cls: 0.3829, decode.d6.loss_mask: 0.5420, decode.d6.loss_dice: 0.8383, decode.d7.loss_cls: 0.3817, decode.d7.loss_mask: 0.5419, decode.d7.loss_dice: 0.8380, decode.d8.loss_cls: 0.3732, decode.d8.loss_mask: 0.5422, decode.d8.loss_dice: 0.8399, loss: 19.1175, grad_norm: 58.1672 +2023-11-06 22:44:41,154 - mmseg - INFO - Iter [63500/160000] lr: 6.031e-05, eta: 12:59:07, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3283, decode.loss_mask: 0.5601, decode.loss_dice: 0.8372, decode.d0.loss_cls: 1.2998, decode.d0.loss_mask: 0.5989, decode.d0.loss_dice: 0.9288, decode.d1.loss_cls: 0.4242, decode.d1.loss_mask: 0.5837, decode.d1.loss_dice: 0.8978, decode.d2.loss_cls: 0.3764, decode.d2.loss_mask: 0.5738, decode.d2.loss_dice: 0.8607, decode.d3.loss_cls: 0.3528, decode.d3.loss_mask: 0.5637, decode.d3.loss_dice: 0.8468, decode.d4.loss_cls: 0.3395, decode.d4.loss_mask: 0.5647, decode.d4.loss_dice: 0.8447, decode.d5.loss_cls: 0.3377, decode.d5.loss_mask: 0.5610, decode.d5.loss_dice: 0.8431, decode.d6.loss_cls: 0.3377, decode.d6.loss_mask: 0.5593, decode.d6.loss_dice: 0.8405, decode.d7.loss_cls: 0.3341, decode.d7.loss_mask: 0.5588, decode.d7.loss_dice: 0.8431, decode.d8.loss_cls: 0.3323, decode.d8.loss_mask: 0.5599, decode.d8.loss_dice: 0.8418, loss: 18.7311, grad_norm: 60.7860 +2023-11-06 22:45:03,783 - mmseg - INFO - Iter [63550/160000] lr: 6.028e-05, eta: 12:58:41, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3220, decode.loss_mask: 0.5389, decode.loss_dice: 0.7919, decode.d0.loss_cls: 1.3536, decode.d0.loss_mask: 0.5739, decode.d0.loss_dice: 0.8841, decode.d1.loss_cls: 0.4217, decode.d1.loss_mask: 0.5652, decode.d1.loss_dice: 0.8507, decode.d2.loss_cls: 0.3705, decode.d2.loss_mask: 0.5506, decode.d2.loss_dice: 0.8222, decode.d3.loss_cls: 0.3517, decode.d3.loss_mask: 0.5440, decode.d3.loss_dice: 0.8036, decode.d4.loss_cls: 0.3388, decode.d4.loss_mask: 0.5459, decode.d4.loss_dice: 0.8012, decode.d5.loss_cls: 0.3349, decode.d5.loss_mask: 0.5383, decode.d5.loss_dice: 0.8002, decode.d6.loss_cls: 0.3281, decode.d6.loss_mask: 0.5424, decode.d6.loss_dice: 0.7972, decode.d7.loss_cls: 0.3290, decode.d7.loss_mask: 0.5427, decode.d7.loss_dice: 0.7956, decode.d8.loss_cls: 0.3188, decode.d8.loss_mask: 0.5410, decode.d8.loss_dice: 0.7951, loss: 18.0939, grad_norm: 61.6974 +2023-11-06 22:45:26,455 - mmseg - INFO - Iter [63600/160000] lr: 6.025e-05, eta: 12:58:14, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3492, decode.loss_mask: 0.5779, decode.loss_dice: 0.8456, decode.d0.loss_cls: 1.3989, decode.d0.loss_mask: 0.6186, decode.d0.loss_dice: 0.9355, decode.d1.loss_cls: 0.4547, decode.d1.loss_mask: 0.5963, decode.d1.loss_dice: 0.9066, decode.d2.loss_cls: 0.4030, decode.d2.loss_mask: 0.5807, decode.d2.loss_dice: 0.8724, decode.d3.loss_cls: 0.3756, decode.d3.loss_mask: 0.5792, decode.d3.loss_dice: 0.8580, decode.d4.loss_cls: 0.3624, decode.d4.loss_mask: 0.5783, decode.d4.loss_dice: 0.8506, decode.d5.loss_cls: 0.3555, decode.d5.loss_mask: 0.5806, decode.d5.loss_dice: 0.8549, decode.d6.loss_cls: 0.3559, decode.d6.loss_mask: 0.5754, decode.d6.loss_dice: 0.8488, decode.d7.loss_cls: 0.3523, decode.d7.loss_mask: 0.5755, decode.d7.loss_dice: 0.8452, decode.d8.loss_cls: 0.3514, decode.d8.loss_mask: 0.5756, decode.d8.loss_dice: 0.8478, loss: 19.2624, grad_norm: 64.8483 +2023-11-06 22:45:49,015 - mmseg - INFO - Iter [63650/160000] lr: 6.022e-05, eta: 12:57:47, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3185, decode.loss_mask: 0.5702, decode.loss_dice: 0.8278, decode.d0.loss_cls: 1.3317, decode.d0.loss_mask: 0.6033, decode.d0.loss_dice: 0.9268, decode.d1.loss_cls: 0.4352, decode.d1.loss_mask: 0.5880, decode.d1.loss_dice: 0.8895, decode.d2.loss_cls: 0.3816, decode.d2.loss_mask: 0.5734, decode.d2.loss_dice: 0.8579, decode.d3.loss_cls: 0.3609, decode.d3.loss_mask: 0.5692, decode.d3.loss_dice: 0.8336, decode.d4.loss_cls: 0.3486, decode.d4.loss_mask: 0.5705, decode.d4.loss_dice: 0.8362, decode.d5.loss_cls: 0.3420, decode.d5.loss_mask: 0.5696, decode.d5.loss_dice: 0.8332, decode.d6.loss_cls: 0.3287, decode.d6.loss_mask: 0.5746, decode.d6.loss_dice: 0.8272, decode.d7.loss_cls: 0.3259, decode.d7.loss_mask: 0.5730, decode.d7.loss_dice: 0.8308, decode.d8.loss_cls: 0.3244, decode.d8.loss_mask: 0.5710, decode.d8.loss_dice: 0.8369, loss: 18.7601, grad_norm: 63.2349 +2023-11-06 22:46:11,579 - mmseg - INFO - Iter [63700/160000] lr: 6.019e-05, eta: 12:57:21, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3697, decode.loss_mask: 0.5592, decode.loss_dice: 0.8082, decode.d0.loss_cls: 1.3792, decode.d0.loss_mask: 0.6070, decode.d0.loss_dice: 0.9099, decode.d1.loss_cls: 0.4646, decode.d1.loss_mask: 0.5867, decode.d1.loss_dice: 0.8671, decode.d2.loss_cls: 0.4127, decode.d2.loss_mask: 0.5710, decode.d2.loss_dice: 0.8423, decode.d3.loss_cls: 0.3925, decode.d3.loss_mask: 0.5633, decode.d3.loss_dice: 0.8230, decode.d4.loss_cls: 0.3857, decode.d4.loss_mask: 0.5585, decode.d4.loss_dice: 0.8150, decode.d5.loss_cls: 0.3753, decode.d5.loss_mask: 0.5615, decode.d5.loss_dice: 0.8155, decode.d6.loss_cls: 0.3725, decode.d6.loss_mask: 0.5586, decode.d6.loss_dice: 0.8098, decode.d7.loss_cls: 0.3739, decode.d7.loss_mask: 0.5595, decode.d7.loss_dice: 0.8165, decode.d8.loss_cls: 0.3674, decode.d8.loss_mask: 0.5597, decode.d8.loss_dice: 0.8116, loss: 18.8971, grad_norm: 62.4781 +2023-11-06 22:46:34,421 - mmseg - INFO - Iter [63750/160000] lr: 6.016e-05, eta: 12:56:54, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3449, decode.loss_mask: 0.5801, decode.loss_dice: 0.8461, decode.d0.loss_cls: 1.3739, decode.d0.loss_mask: 0.6189, decode.d0.loss_dice: 0.9358, decode.d1.loss_cls: 0.4440, decode.d1.loss_mask: 0.6022, decode.d1.loss_dice: 0.8973, decode.d2.loss_cls: 0.3876, decode.d2.loss_mask: 0.5895, decode.d2.loss_dice: 0.8715, decode.d3.loss_cls: 0.3711, decode.d3.loss_mask: 0.5817, decode.d3.loss_dice: 0.8533, decode.d4.loss_cls: 0.3551, decode.d4.loss_mask: 0.5848, decode.d4.loss_dice: 0.8517, decode.d5.loss_cls: 0.3561, decode.d5.loss_mask: 0.5824, decode.d5.loss_dice: 0.8483, decode.d6.loss_cls: 0.3582, decode.d6.loss_mask: 0.5768, decode.d6.loss_dice: 0.8446, decode.d7.loss_cls: 0.3485, decode.d7.loss_mask: 0.5792, decode.d7.loss_dice: 0.8475, decode.d8.loss_cls: 0.3435, decode.d8.loss_mask: 0.5798, decode.d8.loss_dice: 0.8465, loss: 19.2010, grad_norm: 66.3518 +2023-11-06 22:46:57,030 - mmseg - INFO - Iter [63800/160000] lr: 6.013e-05, eta: 12:56:28, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3597, decode.loss_mask: 0.5472, decode.loss_dice: 0.8374, decode.d0.loss_cls: 1.3448, decode.d0.loss_mask: 0.5876, decode.d0.loss_dice: 0.9289, decode.d1.loss_cls: 0.4527, decode.d1.loss_mask: 0.5696, decode.d1.loss_dice: 0.8895, decode.d2.loss_cls: 0.4068, decode.d2.loss_mask: 0.5574, decode.d2.loss_dice: 0.8653, decode.d3.loss_cls: 0.3887, decode.d3.loss_mask: 0.5558, decode.d3.loss_dice: 0.8458, decode.d4.loss_cls: 0.3760, decode.d4.loss_mask: 0.5547, decode.d4.loss_dice: 0.8439, decode.d5.loss_cls: 0.3729, decode.d5.loss_mask: 0.5505, decode.d5.loss_dice: 0.8428, decode.d6.loss_cls: 0.3681, decode.d6.loss_mask: 0.5488, decode.d6.loss_dice: 0.8396, decode.d7.loss_cls: 0.3606, decode.d7.loss_mask: 0.5514, decode.d7.loss_dice: 0.8375, decode.d8.loss_cls: 0.3611, decode.d8.loss_mask: 0.5518, decode.d8.loss_dice: 0.8386, loss: 18.9355, grad_norm: 58.6370 +2023-11-06 22:47:19,672 - mmseg - INFO - Iter [63850/160000] lr: 6.009e-05, eta: 12:56:01, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3490, decode.loss_mask: 0.5623, decode.loss_dice: 0.8206, decode.d0.loss_cls: 1.3458, decode.d0.loss_mask: 0.6008, decode.d0.loss_dice: 0.9111, decode.d1.loss_cls: 0.4476, decode.d1.loss_mask: 0.5881, decode.d1.loss_dice: 0.8704, decode.d2.loss_cls: 0.4069, decode.d2.loss_mask: 0.5704, decode.d2.loss_dice: 0.8516, decode.d3.loss_cls: 0.3830, decode.d3.loss_mask: 0.5661, decode.d3.loss_dice: 0.8302, decode.d4.loss_cls: 0.3671, decode.d4.loss_mask: 0.5651, decode.d4.loss_dice: 0.8263, decode.d5.loss_cls: 0.3637, decode.d5.loss_mask: 0.5649, decode.d5.loss_dice: 0.8282, decode.d6.loss_cls: 0.3573, decode.d6.loss_mask: 0.5617, decode.d6.loss_dice: 0.8177, decode.d7.loss_cls: 0.3568, decode.d7.loss_mask: 0.5604, decode.d7.loss_dice: 0.8221, decode.d8.loss_cls: 0.3539, decode.d8.loss_mask: 0.5571, decode.d8.loss_dice: 0.8238, loss: 18.8300, grad_norm: 70.6350 +2023-11-06 22:47:42,179 - mmseg - INFO - Iter [63900/160000] lr: 6.006e-05, eta: 12:55:34, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3454, decode.loss_mask: 0.5465, decode.loss_dice: 0.8226, decode.d0.loss_cls: 1.3525, decode.d0.loss_mask: 0.5907, decode.d0.loss_dice: 0.9259, decode.d1.loss_cls: 0.4383, decode.d1.loss_mask: 0.5672, decode.d1.loss_dice: 0.8858, decode.d2.loss_cls: 0.3906, decode.d2.loss_mask: 0.5557, decode.d2.loss_dice: 0.8570, decode.d3.loss_cls: 0.3711, decode.d3.loss_mask: 0.5486, decode.d3.loss_dice: 0.8341, decode.d4.loss_cls: 0.3644, decode.d4.loss_mask: 0.5475, decode.d4.loss_dice: 0.8304, decode.d5.loss_cls: 0.3538, decode.d5.loss_mask: 0.5479, decode.d5.loss_dice: 0.8326, decode.d6.loss_cls: 0.3506, decode.d6.loss_mask: 0.5465, decode.d6.loss_dice: 0.8287, decode.d7.loss_cls: 0.3448, decode.d7.loss_mask: 0.5467, decode.d7.loss_dice: 0.8313, decode.d8.loss_cls: 0.3458, decode.d8.loss_mask: 0.5469, decode.d8.loss_dice: 0.8299, loss: 18.6796, grad_norm: 62.3031 +2023-11-06 22:48:04,891 - mmseg - INFO - Iter [63950/160000] lr: 6.003e-05, eta: 12:55:08, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3511, decode.loss_mask: 0.5307, decode.loss_dice: 0.8004, decode.d0.loss_cls: 1.3670, decode.d0.loss_mask: 0.5729, decode.d0.loss_dice: 0.8955, decode.d1.loss_cls: 0.4356, decode.d1.loss_mask: 0.5561, decode.d1.loss_dice: 0.8625, decode.d2.loss_cls: 0.3898, decode.d2.loss_mask: 0.5415, decode.d2.loss_dice: 0.8320, decode.d3.loss_cls: 0.3742, decode.d3.loss_mask: 0.5367, decode.d3.loss_dice: 0.8088, decode.d4.loss_cls: 0.3606, decode.d4.loss_mask: 0.5334, decode.d4.loss_dice: 0.8083, decode.d5.loss_cls: 0.3658, decode.d5.loss_mask: 0.5333, decode.d5.loss_dice: 0.8051, decode.d6.loss_cls: 0.3585, decode.d6.loss_mask: 0.5325, decode.d6.loss_dice: 0.7976, decode.d7.loss_cls: 0.3528, decode.d7.loss_mask: 0.5310, decode.d7.loss_dice: 0.8014, decode.d8.loss_cls: 0.3481, decode.d8.loss_mask: 0.5319, decode.d8.loss_dice: 0.8014, loss: 18.3164, grad_norm: 69.9490 +2023-11-06 22:48:27,660 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 22:48:27,660 - mmseg - INFO - Iter [64000/160000] lr: 6.000e-05, eta: 12:54:42, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3680, decode.loss_mask: 0.5528, decode.loss_dice: 0.8392, decode.d0.loss_cls: 1.3618, decode.d0.loss_mask: 0.5930, decode.d0.loss_dice: 0.9274, decode.d1.loss_cls: 0.4693, decode.d1.loss_mask: 0.5720, decode.d1.loss_dice: 0.8827, decode.d2.loss_cls: 0.4156, decode.d2.loss_mask: 0.5652, decode.d2.loss_dice: 0.8704, decode.d3.loss_cls: 0.4075, decode.d3.loss_mask: 0.5568, decode.d3.loss_dice: 0.8459, decode.d4.loss_cls: 0.3934, decode.d4.loss_mask: 0.5537, decode.d4.loss_dice: 0.8416, decode.d5.loss_cls: 0.3783, decode.d5.loss_mask: 0.5574, decode.d5.loss_dice: 0.8377, decode.d6.loss_cls: 0.3767, decode.d6.loss_mask: 0.5552, decode.d6.loss_dice: 0.8360, decode.d7.loss_cls: 0.3693, decode.d7.loss_mask: 0.5533, decode.d7.loss_dice: 0.8365, decode.d8.loss_cls: 0.3695, decode.d8.loss_mask: 0.5543, decode.d8.loss_dice: 0.8389, loss: 19.0794, grad_norm: 74.5912 +2023-11-06 22:48:50,235 - mmseg - INFO - Iter [64050/160000] lr: 5.997e-05, eta: 12:54:15, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3594, decode.loss_mask: 0.5675, decode.loss_dice: 0.8412, decode.d0.loss_cls: 1.3382, decode.d0.loss_mask: 0.6128, decode.d0.loss_dice: 0.9318, decode.d1.loss_cls: 0.4531, decode.d1.loss_mask: 0.5952, decode.d1.loss_dice: 0.9025, decode.d2.loss_cls: 0.3993, decode.d2.loss_mask: 0.5768, decode.d2.loss_dice: 0.8713, decode.d3.loss_cls: 0.3822, decode.d3.loss_mask: 0.5701, decode.d3.loss_dice: 0.8514, decode.d4.loss_cls: 0.3753, decode.d4.loss_mask: 0.5681, decode.d4.loss_dice: 0.8451, decode.d5.loss_cls: 0.3697, decode.d5.loss_mask: 0.5707, decode.d5.loss_dice: 0.8452, decode.d6.loss_cls: 0.3593, decode.d6.loss_mask: 0.5698, decode.d6.loss_dice: 0.8409, decode.d7.loss_cls: 0.3544, decode.d7.loss_mask: 0.5690, decode.d7.loss_dice: 0.8454, decode.d8.loss_cls: 0.3537, decode.d8.loss_mask: 0.5689, decode.d8.loss_dice: 0.8439, loss: 19.1324, grad_norm: 68.2009 +2023-11-06 22:49:12,911 - mmseg - INFO - Iter [64100/160000] lr: 5.994e-05, eta: 12:53:48, time: 0.454, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3703, decode.loss_mask: 0.5426, decode.loss_dice: 0.8323, decode.d0.loss_cls: 1.3739, decode.d0.loss_mask: 0.5886, decode.d0.loss_dice: 0.9185, decode.d1.loss_cls: 0.4734, decode.d1.loss_mask: 0.5629, decode.d1.loss_dice: 0.8879, decode.d2.loss_cls: 0.4141, decode.d2.loss_mask: 0.5555, decode.d2.loss_dice: 0.8615, decode.d3.loss_cls: 0.3988, decode.d3.loss_mask: 0.5473, decode.d3.loss_dice: 0.8396, decode.d4.loss_cls: 0.3831, decode.d4.loss_mask: 0.5463, decode.d4.loss_dice: 0.8392, decode.d5.loss_cls: 0.3820, decode.d5.loss_mask: 0.5470, decode.d5.loss_dice: 0.8413, decode.d6.loss_cls: 0.3793, decode.d6.loss_mask: 0.5455, decode.d6.loss_dice: 0.8362, decode.d7.loss_cls: 0.3738, decode.d7.loss_mask: 0.5456, decode.d7.loss_dice: 0.8340, decode.d8.loss_cls: 0.3752, decode.d8.loss_mask: 0.5420, decode.d8.loss_dice: 0.8333, loss: 18.9711, grad_norm: 64.4297 +2023-11-06 22:49:35,716 - mmseg - INFO - Iter [64150/160000] lr: 5.991e-05, eta: 12:53:22, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3532, decode.loss_mask: 0.5612, decode.loss_dice: 0.8141, decode.d0.loss_cls: 1.3598, decode.d0.loss_mask: 0.6090, decode.d0.loss_dice: 0.9307, decode.d1.loss_cls: 0.4431, decode.d1.loss_mask: 0.5874, decode.d1.loss_dice: 0.8780, decode.d2.loss_cls: 0.3996, decode.d2.loss_mask: 0.5685, decode.d2.loss_dice: 0.8480, decode.d3.loss_cls: 0.3750, decode.d3.loss_mask: 0.5654, decode.d3.loss_dice: 0.8256, decode.d4.loss_cls: 0.3716, decode.d4.loss_mask: 0.5626, decode.d4.loss_dice: 0.8250, decode.d5.loss_cls: 0.3567, decode.d5.loss_mask: 0.5639, decode.d5.loss_dice: 0.8274, decode.d6.loss_cls: 0.3578, decode.d6.loss_mask: 0.5599, decode.d6.loss_dice: 0.8203, decode.d7.loss_cls: 0.3517, decode.d7.loss_mask: 0.5628, decode.d7.loss_dice: 0.8175, decode.d8.loss_cls: 0.3526, decode.d8.loss_mask: 0.5628, decode.d8.loss_dice: 0.8155, loss: 18.8268, grad_norm: 64.5075 +2023-11-06 22:49:58,559 - mmseg - INFO - Iter [64200/160000] lr: 5.988e-05, eta: 12:52:56, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3419, decode.loss_mask: 0.5395, decode.loss_dice: 0.8184, decode.d0.loss_cls: 1.3551, decode.d0.loss_mask: 0.5746, decode.d0.loss_dice: 0.9245, decode.d1.loss_cls: 0.4340, decode.d1.loss_mask: 0.5594, decode.d1.loss_dice: 0.8782, decode.d2.loss_cls: 0.3904, decode.d2.loss_mask: 0.5454, decode.d2.loss_dice: 0.8405, decode.d3.loss_cls: 0.3736, decode.d3.loss_mask: 0.5419, decode.d3.loss_dice: 0.8285, decode.d4.loss_cls: 0.3610, decode.d4.loss_mask: 0.5417, decode.d4.loss_dice: 0.8273, decode.d5.loss_cls: 0.3496, decode.d5.loss_mask: 0.5415, decode.d5.loss_dice: 0.8265, decode.d6.loss_cls: 0.3511, decode.d6.loss_mask: 0.5389, decode.d6.loss_dice: 0.8227, decode.d7.loss_cls: 0.3434, decode.d7.loss_mask: 0.5389, decode.d7.loss_dice: 0.8220, decode.d8.loss_cls: 0.3454, decode.d8.loss_mask: 0.5406, decode.d8.loss_dice: 0.8227, loss: 18.5195, grad_norm: 64.0091 +2023-11-06 22:50:20,974 - mmseg - INFO - Iter [64250/160000] lr: 5.984e-05, eta: 12:52:29, time: 0.448, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3373, decode.loss_mask: 0.5676, decode.loss_dice: 0.8273, decode.d0.loss_cls: 1.3313, decode.d0.loss_mask: 0.6129, decode.d0.loss_dice: 0.9192, decode.d1.loss_cls: 0.4478, decode.d1.loss_mask: 0.5927, decode.d1.loss_dice: 0.8854, decode.d2.loss_cls: 0.3908, decode.d2.loss_mask: 0.5808, decode.d2.loss_dice: 0.8565, decode.d3.loss_cls: 0.3696, decode.d3.loss_mask: 0.5718, decode.d3.loss_dice: 0.8333, decode.d4.loss_cls: 0.3578, decode.d4.loss_mask: 0.5720, decode.d4.loss_dice: 0.8345, decode.d5.loss_cls: 0.3475, decode.d5.loss_mask: 0.5718, decode.d5.loss_dice: 0.8361, decode.d6.loss_cls: 0.3438, decode.d6.loss_mask: 0.5680, decode.d6.loss_dice: 0.8318, decode.d7.loss_cls: 0.3389, decode.d7.loss_mask: 0.5707, decode.d7.loss_dice: 0.8293, decode.d8.loss_cls: 0.3376, decode.d8.loss_mask: 0.5697, decode.d8.loss_dice: 0.8308, loss: 18.8644, grad_norm: 63.4599 +2023-11-06 22:50:43,535 - mmseg - INFO - Iter [64300/160000] lr: 5.981e-05, eta: 12:52:02, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3460, decode.loss_mask: 0.5711, decode.loss_dice: 0.8230, decode.d0.loss_cls: 1.3438, decode.d0.loss_mask: 0.6172, decode.d0.loss_dice: 0.9198, decode.d1.loss_cls: 0.4421, decode.d1.loss_mask: 0.5982, decode.d1.loss_dice: 0.8807, decode.d2.loss_cls: 0.3842, decode.d2.loss_mask: 0.5856, decode.d2.loss_dice: 0.8523, decode.d3.loss_cls: 0.3711, decode.d3.loss_mask: 0.5749, decode.d3.loss_dice: 0.8261, decode.d4.loss_cls: 0.3592, decode.d4.loss_mask: 0.5754, decode.d4.loss_dice: 0.8302, decode.d5.loss_cls: 0.3591, decode.d5.loss_mask: 0.5735, decode.d5.loss_dice: 0.8301, decode.d6.loss_cls: 0.3456, decode.d6.loss_mask: 0.5766, decode.d6.loss_dice: 0.8236, decode.d7.loss_cls: 0.3496, decode.d7.loss_mask: 0.5735, decode.d7.loss_dice: 0.8246, decode.d8.loss_cls: 0.3446, decode.d8.loss_mask: 0.5718, decode.d8.loss_dice: 0.8261, loss: 18.8996, grad_norm: 59.0968 +2023-11-06 22:51:06,274 - mmseg - INFO - Iter [64350/160000] lr: 5.978e-05, eta: 12:51:36, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3634, decode.loss_mask: 0.5516, decode.loss_dice: 0.8303, decode.d0.loss_cls: 1.3702, decode.d0.loss_mask: 0.5947, decode.d0.loss_dice: 0.9291, decode.d1.loss_cls: 0.4676, decode.d1.loss_mask: 0.5724, decode.d1.loss_dice: 0.8867, decode.d2.loss_cls: 0.4141, decode.d2.loss_mask: 0.5584, decode.d2.loss_dice: 0.8610, decode.d3.loss_cls: 0.3929, decode.d3.loss_mask: 0.5493, decode.d3.loss_dice: 0.8330, decode.d4.loss_cls: 0.3780, decode.d4.loss_mask: 0.5492, decode.d4.loss_dice: 0.8344, decode.d5.loss_cls: 0.3723, decode.d5.loss_mask: 0.5501, decode.d5.loss_dice: 0.8354, decode.d6.loss_cls: 0.3702, decode.d6.loss_mask: 0.5491, decode.d6.loss_dice: 0.8305, decode.d7.loss_cls: 0.3601, decode.d7.loss_mask: 0.5498, decode.d7.loss_dice: 0.8343, decode.d8.loss_cls: 0.3666, decode.d8.loss_mask: 0.5514, decode.d8.loss_dice: 0.8273, loss: 18.9332, grad_norm: 68.4467 +2023-11-06 22:51:29,297 - mmseg - INFO - Iter [64400/160000] lr: 5.975e-05, eta: 12:51:10, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3540, decode.loss_mask: 0.5525, decode.loss_dice: 0.8034, decode.d0.loss_cls: 1.3549, decode.d0.loss_mask: 0.5950, decode.d0.loss_dice: 0.9036, decode.d1.loss_cls: 0.4486, decode.d1.loss_mask: 0.5769, decode.d1.loss_dice: 0.8580, decode.d2.loss_cls: 0.4042, decode.d2.loss_mask: 0.5627, decode.d2.loss_dice: 0.8335, decode.d3.loss_cls: 0.3780, decode.d3.loss_mask: 0.5593, decode.d3.loss_dice: 0.8135, decode.d4.loss_cls: 0.3722, decode.d4.loss_mask: 0.5570, decode.d4.loss_dice: 0.8098, decode.d5.loss_cls: 0.3562, decode.d5.loss_mask: 0.5553, decode.d5.loss_dice: 0.8117, decode.d6.loss_cls: 0.3596, decode.d6.loss_mask: 0.5526, decode.d6.loss_dice: 0.8026, decode.d7.loss_cls: 0.3624, decode.d7.loss_mask: 0.5532, decode.d7.loss_dice: 0.8046, decode.d8.loss_cls: 0.3514, decode.d8.loss_mask: 0.5546, decode.d8.loss_dice: 0.8037, loss: 18.6047, grad_norm: 63.6076 +2023-11-06 22:51:54,250 - mmseg - INFO - Iter [64450/160000] lr: 5.972e-05, eta: 12:50:47, time: 0.499, data_time: 0.058, memory: 39436, decode.loss_cls: 0.3437, decode.loss_mask: 0.5676, decode.loss_dice: 0.8061, decode.d0.loss_cls: 1.3433, decode.d0.loss_mask: 0.6097, decode.d0.loss_dice: 0.8932, decode.d1.loss_cls: 0.4289, decode.d1.loss_mask: 0.5886, decode.d1.loss_dice: 0.8544, decode.d2.loss_cls: 0.3899, decode.d2.loss_mask: 0.5762, decode.d2.loss_dice: 0.8370, decode.d3.loss_cls: 0.3677, decode.d3.loss_mask: 0.5679, decode.d3.loss_dice: 0.8115, decode.d4.loss_cls: 0.3533, decode.d4.loss_mask: 0.5712, decode.d4.loss_dice: 0.8119, decode.d5.loss_cls: 0.3495, decode.d5.loss_mask: 0.5720, decode.d5.loss_dice: 0.8110, decode.d6.loss_cls: 0.3476, decode.d6.loss_mask: 0.5685, decode.d6.loss_dice: 0.8042, decode.d7.loss_cls: 0.3445, decode.d7.loss_mask: 0.5695, decode.d7.loss_dice: 0.8050, decode.d8.loss_cls: 0.3398, decode.d8.loss_mask: 0.5674, decode.d8.loss_dice: 0.8039, loss: 18.6052, grad_norm: 63.7580 +2023-11-06 22:52:16,972 - mmseg - INFO - Iter [64500/160000] lr: 5.969e-05, eta: 12:50:21, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3372, decode.loss_mask: 0.5671, decode.loss_dice: 0.8345, decode.d0.loss_cls: 1.3510, decode.d0.loss_mask: 0.6120, decode.d0.loss_dice: 0.9362, decode.d1.loss_cls: 0.4393, decode.d1.loss_mask: 0.5880, decode.d1.loss_dice: 0.8897, decode.d2.loss_cls: 0.3836, decode.d2.loss_mask: 0.5773, decode.d2.loss_dice: 0.8667, decode.d3.loss_cls: 0.3638, decode.d3.loss_mask: 0.5715, decode.d3.loss_dice: 0.8390, decode.d4.loss_cls: 0.3526, decode.d4.loss_mask: 0.5703, decode.d4.loss_dice: 0.8418, decode.d5.loss_cls: 0.3508, decode.d5.loss_mask: 0.5677, decode.d5.loss_dice: 0.8390, decode.d6.loss_cls: 0.3440, decode.d6.loss_mask: 0.5661, decode.d6.loss_dice: 0.8331, decode.d7.loss_cls: 0.3425, decode.d7.loss_mask: 0.5655, decode.d7.loss_dice: 0.8287, decode.d8.loss_cls: 0.3397, decode.d8.loss_mask: 0.5650, decode.d8.loss_dice: 0.8377, loss: 18.9016, grad_norm: 64.5606 +2023-11-06 22:52:39,858 - mmseg - INFO - Iter [64550/160000] lr: 5.966e-05, eta: 12:49:54, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3386, decode.loss_mask: 0.5489, decode.loss_dice: 0.8238, decode.d0.loss_cls: 1.3268, decode.d0.loss_mask: 0.5951, decode.d0.loss_dice: 0.9187, decode.d1.loss_cls: 0.4304, decode.d1.loss_mask: 0.5752, decode.d1.loss_dice: 0.8734, decode.d2.loss_cls: 0.3914, decode.d2.loss_mask: 0.5593, decode.d2.loss_dice: 0.8451, decode.d3.loss_cls: 0.3733, decode.d3.loss_mask: 0.5527, decode.d3.loss_dice: 0.8303, decode.d4.loss_cls: 0.3541, decode.d4.loss_mask: 0.5529, decode.d4.loss_dice: 0.8297, decode.d5.loss_cls: 0.3497, decode.d5.loss_mask: 0.5511, decode.d5.loss_dice: 0.8325, decode.d6.loss_cls: 0.3420, decode.d6.loss_mask: 0.5501, decode.d6.loss_dice: 0.8246, decode.d7.loss_cls: 0.3386, decode.d7.loss_mask: 0.5499, decode.d7.loss_dice: 0.8259, decode.d8.loss_cls: 0.3366, decode.d8.loss_mask: 0.5504, decode.d8.loss_dice: 0.8306, loss: 18.6018, grad_norm: 65.0088 +2023-11-06 22:53:02,627 - mmseg - INFO - Iter [64600/160000] lr: 5.963e-05, eta: 12:49:28, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3690, decode.loss_mask: 0.5316, decode.loss_dice: 0.8015, decode.d0.loss_cls: 1.3955, decode.d0.loss_mask: 0.5723, decode.d0.loss_dice: 0.8951, decode.d1.loss_cls: 0.4712, decode.d1.loss_mask: 0.5536, decode.d1.loss_dice: 0.8561, decode.d2.loss_cls: 0.4172, decode.d2.loss_mask: 0.5414, decode.d2.loss_dice: 0.8293, decode.d3.loss_cls: 0.4014, decode.d3.loss_mask: 0.5372, decode.d3.loss_dice: 0.8107, decode.d4.loss_cls: 0.3816, decode.d4.loss_mask: 0.5383, decode.d4.loss_dice: 0.8083, decode.d5.loss_cls: 0.3787, decode.d5.loss_mask: 0.5361, decode.d5.loss_dice: 0.8087, decode.d6.loss_cls: 0.3800, decode.d6.loss_mask: 0.5299, decode.d6.loss_dice: 0.8006, decode.d7.loss_cls: 0.3682, decode.d7.loss_mask: 0.5344, decode.d7.loss_dice: 0.8072, decode.d8.loss_cls: 0.3680, decode.d8.loss_mask: 0.5308, decode.d8.loss_dice: 0.7999, loss: 18.5540, grad_norm: 65.6695 +2023-11-06 22:53:25,068 - mmseg - INFO - Iter [64650/160000] lr: 5.959e-05, eta: 12:49:01, time: 0.449, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3194, decode.loss_mask: 0.5334, decode.loss_dice: 0.8009, decode.d0.loss_cls: 1.3308, decode.d0.loss_mask: 0.5764, decode.d0.loss_dice: 0.8943, decode.d1.loss_cls: 0.4101, decode.d1.loss_mask: 0.5593, decode.d1.loss_dice: 0.8554, decode.d2.loss_cls: 0.3686, decode.d2.loss_mask: 0.5436, decode.d2.loss_dice: 0.8256, decode.d3.loss_cls: 0.3510, decode.d3.loss_mask: 0.5413, decode.d3.loss_dice: 0.8080, decode.d4.loss_cls: 0.3374, decode.d4.loss_mask: 0.5394, decode.d4.loss_dice: 0.8056, decode.d5.loss_cls: 0.3332, decode.d5.loss_mask: 0.5378, decode.d5.loss_dice: 0.8031, decode.d6.loss_cls: 0.3335, decode.d6.loss_mask: 0.5339, decode.d6.loss_dice: 0.7991, decode.d7.loss_cls: 0.3240, decode.d7.loss_mask: 0.5336, decode.d7.loss_dice: 0.8034, decode.d8.loss_cls: 0.3255, decode.d8.loss_mask: 0.5357, decode.d8.loss_dice: 0.8019, loss: 18.0652, grad_norm: 61.4099 +2023-11-06 22:53:47,632 - mmseg - INFO - Iter [64700/160000] lr: 5.956e-05, eta: 12:48:35, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3386, decode.loss_mask: 0.5525, decode.loss_dice: 0.8032, decode.d0.loss_cls: 1.3294, decode.d0.loss_mask: 0.5864, decode.d0.loss_dice: 0.8930, decode.d1.loss_cls: 0.4390, decode.d1.loss_mask: 0.5744, decode.d1.loss_dice: 0.8610, decode.d2.loss_cls: 0.3884, decode.d2.loss_mask: 0.5594, decode.d2.loss_dice: 0.8276, decode.d3.loss_cls: 0.3693, decode.d3.loss_mask: 0.5524, decode.d3.loss_dice: 0.8096, decode.d4.loss_cls: 0.3551, decode.d4.loss_mask: 0.5547, decode.d4.loss_dice: 0.8102, decode.d5.loss_cls: 0.3520, decode.d5.loss_mask: 0.5516, decode.d5.loss_dice: 0.8081, decode.d6.loss_cls: 0.3533, decode.d6.loss_mask: 0.5486, decode.d6.loss_dice: 0.8009, decode.d7.loss_cls: 0.3439, decode.d7.loss_mask: 0.5516, decode.d7.loss_dice: 0.8027, decode.d8.loss_cls: 0.3439, decode.d8.loss_mask: 0.5493, decode.d8.loss_dice: 0.7975, loss: 18.4080, grad_norm: 64.6580 +2023-11-06 22:54:10,108 - mmseg - INFO - Iter [64750/160000] lr: 5.953e-05, eta: 12:48:08, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3406, decode.loss_mask: 0.5351, decode.loss_dice: 0.7955, decode.d0.loss_cls: 1.3522, decode.d0.loss_mask: 0.5809, decode.d0.loss_dice: 0.8900, decode.d1.loss_cls: 0.4345, decode.d1.loss_mask: 0.5619, decode.d1.loss_dice: 0.8529, decode.d2.loss_cls: 0.3807, decode.d2.loss_mask: 0.5469, decode.d2.loss_dice: 0.8292, decode.d3.loss_cls: 0.3633, decode.d3.loss_mask: 0.5400, decode.d3.loss_dice: 0.8049, decode.d4.loss_cls: 0.3527, decode.d4.loss_mask: 0.5383, decode.d4.loss_dice: 0.8032, decode.d5.loss_cls: 0.3485, decode.d5.loss_mask: 0.5382, decode.d5.loss_dice: 0.8052, decode.d6.loss_cls: 0.3502, decode.d6.loss_mask: 0.5358, decode.d6.loss_dice: 0.7958, decode.d7.loss_cls: 0.3451, decode.d7.loss_mask: 0.5363, decode.d7.loss_dice: 0.7986, decode.d8.loss_cls: 0.3369, decode.d8.loss_mask: 0.5381, decode.d8.loss_dice: 0.7996, loss: 18.2312, grad_norm: 62.1802 +2023-11-06 22:54:32,860 - mmseg - INFO - Iter [64800/160000] lr: 5.950e-05, eta: 12:47:42, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3547, decode.loss_mask: 0.5651, decode.loss_dice: 0.8134, decode.d0.loss_cls: 1.3667, decode.d0.loss_mask: 0.6098, decode.d0.loss_dice: 0.9163, decode.d1.loss_cls: 0.4531, decode.d1.loss_mask: 0.5954, decode.d1.loss_dice: 0.8781, decode.d2.loss_cls: 0.4019, decode.d2.loss_mask: 0.5784, decode.d2.loss_dice: 0.8410, decode.d3.loss_cls: 0.3858, decode.d3.loss_mask: 0.5739, decode.d3.loss_dice: 0.8191, decode.d4.loss_cls: 0.3715, decode.d4.loss_mask: 0.5725, decode.d4.loss_dice: 0.8200, decode.d5.loss_cls: 0.3609, decode.d5.loss_mask: 0.5700, decode.d5.loss_dice: 0.8182, decode.d6.loss_cls: 0.3614, decode.d6.loss_mask: 0.5642, decode.d6.loss_dice: 0.8137, decode.d7.loss_cls: 0.3585, decode.d7.loss_mask: 0.5639, decode.d7.loss_dice: 0.8151, decode.d8.loss_cls: 0.3530, decode.d8.loss_mask: 0.5665, decode.d8.loss_dice: 0.8112, loss: 18.8734, grad_norm: 62.3602 +2023-11-06 22:54:55,531 - mmseg - INFO - Iter [64850/160000] lr: 5.947e-05, eta: 12:47:15, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3271, decode.loss_mask: 0.5257, decode.loss_dice: 0.7911, decode.d0.loss_cls: 1.3124, decode.d0.loss_mask: 0.5679, decode.d0.loss_dice: 0.8899, decode.d1.loss_cls: 0.4164, decode.d1.loss_mask: 0.5521, decode.d1.loss_dice: 0.8578, decode.d2.loss_cls: 0.3660, decode.d2.loss_mask: 0.5343, decode.d2.loss_dice: 0.8240, decode.d3.loss_cls: 0.3493, decode.d3.loss_mask: 0.5302, decode.d3.loss_dice: 0.8017, decode.d4.loss_cls: 0.3403, decode.d4.loss_mask: 0.5301, decode.d4.loss_dice: 0.7968, decode.d5.loss_cls: 0.3343, decode.d5.loss_mask: 0.5288, decode.d5.loss_dice: 0.7997, decode.d6.loss_cls: 0.3338, decode.d6.loss_mask: 0.5273, decode.d6.loss_dice: 0.7934, decode.d7.loss_cls: 0.3241, decode.d7.loss_mask: 0.5291, decode.d7.loss_dice: 0.7936, decode.d8.loss_cls: 0.3224, decode.d8.loss_mask: 0.5270, decode.d8.loss_dice: 0.7958, loss: 17.9225, grad_norm: 56.1538 +2023-11-06 22:55:18,254 - mmseg - INFO - Iter [64900/160000] lr: 5.944e-05, eta: 12:46:49, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3502, decode.loss_mask: 0.5848, decode.loss_dice: 0.8478, decode.d0.loss_cls: 1.3539, decode.d0.loss_mask: 0.6296, decode.d0.loss_dice: 0.9385, decode.d1.loss_cls: 0.4467, decode.d1.loss_mask: 0.6068, decode.d1.loss_dice: 0.9025, decode.d2.loss_cls: 0.3993, decode.d2.loss_mask: 0.5945, decode.d2.loss_dice: 0.8741, decode.d3.loss_cls: 0.3760, decode.d3.loss_mask: 0.5875, decode.d3.loss_dice: 0.8553, decode.d4.loss_cls: 0.3658, decode.d4.loss_mask: 0.5864, decode.d4.loss_dice: 0.8513, decode.d5.loss_cls: 0.3574, decode.d5.loss_mask: 0.5857, decode.d5.loss_dice: 0.8513, decode.d6.loss_cls: 0.3565, decode.d6.loss_mask: 0.5848, decode.d6.loss_dice: 0.8435, decode.d7.loss_cls: 0.3567, decode.d7.loss_mask: 0.5803, decode.d7.loss_dice: 0.8448, decode.d8.loss_cls: 0.3545, decode.d8.loss_mask: 0.5813, decode.d8.loss_dice: 0.8437, loss: 19.2914, grad_norm: 60.3552 +2023-11-06 22:55:41,035 - mmseg - INFO - Iter [64950/160000] lr: 5.941e-05, eta: 12:46:23, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3582, decode.loss_mask: 0.5814, decode.loss_dice: 0.8493, decode.d0.loss_cls: 1.3568, decode.d0.loss_mask: 0.6215, decode.d0.loss_dice: 0.9612, decode.d1.loss_cls: 0.4456, decode.d1.loss_mask: 0.6048, decode.d1.loss_dice: 0.9195, decode.d2.loss_cls: 0.4122, decode.d2.loss_mask: 0.5939, decode.d2.loss_dice: 0.8814, decode.d3.loss_cls: 0.3819, decode.d3.loss_mask: 0.5871, decode.d3.loss_dice: 0.8643, decode.d4.loss_cls: 0.3741, decode.d4.loss_mask: 0.5856, decode.d4.loss_dice: 0.8673, decode.d5.loss_cls: 0.3698, decode.d5.loss_mask: 0.5852, decode.d5.loss_dice: 0.8659, decode.d6.loss_cls: 0.3600, decode.d6.loss_mask: 0.5843, decode.d6.loss_dice: 0.8545, decode.d7.loss_cls: 0.3591, decode.d7.loss_mask: 0.5819, decode.d7.loss_dice: 0.8558, decode.d8.loss_cls: 0.3586, decode.d8.loss_mask: 0.5811, decode.d8.loss_dice: 0.8557, loss: 19.4583, grad_norm: 66.9880 +2023-11-06 22:56:03,648 - mmseg - INFO - Saving checkpoint at 65000 iterations +2023-11-06 22:56:06,135 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 22:56:06,136 - mmseg - INFO - Iter [65000/160000] lr: 5.938e-05, eta: 12:46:00, time: 0.502, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3359, decode.loss_mask: 0.5572, decode.loss_dice: 0.8146, decode.d0.loss_cls: 1.3364, decode.d0.loss_mask: 0.6001, decode.d0.loss_dice: 0.9051, decode.d1.loss_cls: 0.4293, decode.d1.loss_mask: 0.5817, decode.d1.loss_dice: 0.8674, decode.d2.loss_cls: 0.3831, decode.d2.loss_mask: 0.5678, decode.d2.loss_dice: 0.8456, decode.d3.loss_cls: 0.3640, decode.d3.loss_mask: 0.5627, decode.d3.loss_dice: 0.8270, decode.d4.loss_cls: 0.3538, decode.d4.loss_mask: 0.5601, decode.d4.loss_dice: 0.8204, decode.d5.loss_cls: 0.3455, decode.d5.loss_mask: 0.5598, decode.d5.loss_dice: 0.8184, decode.d6.loss_cls: 0.3466, decode.d6.loss_mask: 0.5576, decode.d6.loss_dice: 0.8126, decode.d7.loss_cls: 0.3431, decode.d7.loss_mask: 0.5562, decode.d7.loss_dice: 0.8114, decode.d8.loss_cls: 0.3450, decode.d8.loss_mask: 0.5544, decode.d8.loss_dice: 0.8085, loss: 18.5714, grad_norm: 65.9830 +2023-11-06 22:56:25,924 - mmseg - INFO - per class results: +2023-11-06 22:56:25,929 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.34 | 86.51 | +| building | 82.92 | 89.81 | +| sky | 94.7 | 97.51 | +| floor | 82.9 | 90.18 | +| tree | 75.3 | 87.91 | +| ceiling | 83.4 | 90.98 | +| road | 85.92 | 91.28 | +| bed | 89.16 | 95.84 | +| windowpane | 63.44 | 80.75 | +| grass | 68.57 | 83.38 | +| cabinet | 57.48 | 69.25 | +| sidewalk | 71.07 | 82.19 | +| person | 84.84 | 92.91 | +| earth | 35.48 | 47.83 | +| door | 55.32 | 72.22 | +| table | 64.36 | 79.88 | +| mountain | 52.92 | 75.1 | +| plant | 53.02 | 66.86 | +| curtain | 77.11 | 89.68 | +| chair | 63.41 | 76.61 | +| car | 86.67 | 92.47 | +| water | 49.73 | 64.68 | +| painting | 73.69 | 87.98 | +| sofa | 70.4 | 79.27 | +| shelf | 44.79 | 68.1 | +| house | 42.97 | 76.2 | +| sea | 55.51 | 87.88 | +| mirror | 70.7 | 84.05 | +| rug | 64.39 | 78.31 | +| field | 43.79 | 65.05 | +| armchair | 48.46 | 72.99 | +| seat | 63.93 | 84.11 | +| fence | 47.9 | 66.1 | +| desk | 46.3 | 71.61 | +| rock | 40.69 | 66.65 | +| wardrobe | 48.15 | 69.41 | +| lamp | 71.18 | 84.01 | +| bathtub | 84.02 | 86.58 | +| railing | 34.37 | 53.73 | +| cushion | 61.19 | 81.5 | +| base | 41.48 | 70.04 | +| box | 26.83 | 40.39 | +| column | 51.15 | 72.12 | +| signboard | 40.17 | 58.7 | +| chest of drawers | 38.77 | 82.4 | +| counter | 39.17 | 53.46 | +| sand | 41.77 | 46.26 | +| sink | 78.0 | 87.19 | +| skyscraper | 37.42 | 42.87 | +| fireplace | 72.04 | 88.0 | +| refrigerator | 75.9 | 90.21 | +| grandstand | 47.22 | 77.29 | +| path | 19.29 | 40.09 | +| stairs | 36.77 | 51.64 | +| runway | 72.97 | 93.44 | +| case | 57.57 | 75.3 | +| pool table | 94.69 | 97.39 | +| pillow | 55.06 | 63.26 | +| screen door | 74.05 | 92.28 | +| stairway | 32.99 | 36.06 | +| river | 16.73 | 22.67 | +| bridge | 78.1 | 86.52 | +| bookcase | 37.0 | 54.78 | +| blind | 36.15 | 41.38 | +| coffee table | 68.58 | 85.59 | +| toilet | 87.47 | 91.54 | +| flower | 44.32 | 65.13 | +| book | 54.24 | 73.64 | +| hill | 5.9 | 9.57 | +| bench | 54.08 | 69.82 | +| countertop | 61.26 | 70.64 | +| stove | 79.39 | 88.99 | +| palm | 53.11 | 67.23 | +| kitchen island | 37.05 | 68.39 | +| computer | 78.62 | 87.07 | +| swivel chair | 50.82 | 70.84 | +| boat | 73.11 | 91.86 | +| bar | 41.35 | 49.0 | +| arcade machine | 82.83 | 94.43 | +| hovel | 28.95 | 47.9 | +| bus | 91.17 | 95.56 | +| towel | 65.95 | 77.03 | +| light | 59.44 | 82.37 | +| truck | 35.24 | 53.78 | +| tower | 32.11 | 55.46 | +| chandelier | 65.4 | 84.34 | +| awning | 36.08 | 46.01 | +| streetlight | 39.71 | 58.11 | +| booth | 45.9 | 46.83 | +| television receiver | 70.32 | 83.27 | +| airplane | 66.72 | 74.17 | +| dirt track | 10.87 | 12.8 | +| apparel | 29.99 | 47.99 | +| pole | 31.19 | 49.82 | +| land | 1.04 | 1.09 | +| bannister | 14.89 | 32.38 | +| escalator | 21.34 | 22.62 | +| ottoman | 48.18 | 75.81 | +| bottle | 27.19 | 37.92 | +| buffet | 47.89 | 59.5 | +| poster | 28.31 | 38.78 | +| stage | 17.01 | 33.58 | +| van | 50.19 | 69.13 | +| ship | 6.47 | 6.5 | +| fountain | 30.07 | 31.35 | +| conveyer belt | 59.14 | 73.36 | +| canopy | 13.58 | 31.14 | +| washer | 73.74 | 74.46 | +| plaything | 22.07 | 45.53 | +| swimming pool | 61.81 | 67.23 | +| stool | 42.4 | 70.75 | +| barrel | 81.91 | 97.69 | +| basket | 40.1 | 57.91 | +| waterfall | 67.9 | 80.0 | +| tent | 64.03 | 98.25 | +| bag | 18.49 | 26.09 | +| minibike | 72.35 | 88.02 | +| cradle | 67.97 | 97.62 | +| oven | 43.59 | 51.56 | +| ball | 19.14 | 22.23 | +| food | 65.85 | 72.67 | +| step | 32.33 | 54.25 | +| tank | 46.49 | 47.65 | +| trade name | 30.52 | 37.1 | +| microwave | 84.3 | 95.53 | +| pot | 51.49 | 69.8 | +| animal | 67.39 | 70.07 | +| bicycle | 63.55 | 82.67 | +| lake | 0.01 | 0.01 | +| dishwasher | 69.4 | 79.86 | +| screen | 55.59 | 87.11 | +| blanket | 20.79 | 24.17 | +| sculpture | 60.09 | 86.25 | +| hood | 82.8 | 88.84 | +| sconce | 52.5 | 70.28 | +| vase | 46.52 | 73.09 | +| traffic light | 36.93 | 70.06 | +| tray | 17.72 | 38.05 | +| ashcan | 44.19 | 72.31 | +| fan | 67.61 | 84.09 | +| pier | 14.93 | 16.45 | +| crt screen | 5.45 | 13.16 | +| plate | 46.91 | 61.72 | +| monitor | 16.34 | 20.42 | +| bulletin board | 27.34 | 50.14 | +| shower | 14.37 | 22.14 | +| radiator | 65.75 | 72.94 | +| glass | 21.61 | 24.42 | +| clock | 52.3 | 67.55 | +| flag | 47.87 | 58.24 | ++---------------------+-------+-------+ +2023-11-06 22:56:25,929 - mmseg - INFO - Summary: +2023-11-06 22:56:25,929 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 83.68 | 51.34 | 65.55 | ++-------+-------+-------+ +2023-11-06 22:56:25,974 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_45000.pth was removed +2023-11-06 22:56:28,150 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_65000.pth. +2023-11-06 22:56:28,151 - mmseg - INFO - Best mIoU is 0.5134 at 65000 iter. +2023-11-06 22:56:28,151 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 22:56:28,151 - mmseg - INFO - Iter(val) [250] aAcc: 0.8368, mIoU: 0.5134, mAcc: 0.6555, IoU.wall: 0.7934, IoU.building: 0.8292, IoU.sky: 0.9470, IoU.floor: 0.8290, IoU.tree: 0.7530, IoU.ceiling: 0.8340, IoU.road: 0.8592, IoU.bed : 0.8916, IoU.windowpane: 0.6344, IoU.grass: 0.6857, IoU.cabinet: 0.5748, IoU.sidewalk: 0.7107, IoU.person: 0.8484, IoU.earth: 0.3548, IoU.door: 0.5532, IoU.table: 0.6436, IoU.mountain: 0.5292, IoU.plant: 0.5302, IoU.curtain: 0.7711, IoU.chair: 0.6341, IoU.car: 0.8667, IoU.water: 0.4973, IoU.painting: 0.7369, IoU.sofa: 0.7040, IoU.shelf: 0.4479, IoU.house: 0.4297, IoU.sea: 0.5551, IoU.mirror: 0.7070, IoU.rug: 0.6439, IoU.field: 0.4379, IoU.armchair: 0.4846, IoU.seat: 0.6393, IoU.fence: 0.4790, IoU.desk: 0.4630, IoU.rock: 0.4069, IoU.wardrobe: 0.4815, IoU.lamp: 0.7118, IoU.bathtub: 0.8402, IoU.railing: 0.3437, IoU.cushion: 0.6119, IoU.base: 0.4148, IoU.box: 0.2683, IoU.column: 0.5115, IoU.signboard: 0.4017, IoU.chest of drawers: 0.3877, IoU.counter: 0.3917, IoU.sand: 0.4177, IoU.sink: 0.7800, IoU.skyscraper: 0.3742, IoU.fireplace: 0.7204, IoU.refrigerator: 0.7590, IoU.grandstand: 0.4722, IoU.path: 0.1929, IoU.stairs: 0.3677, IoU.runway: 0.7297, IoU.case: 0.5757, IoU.pool table: 0.9469, IoU.pillow: 0.5506, IoU.screen door: 0.7405, IoU.stairway: 0.3299, IoU.river: 0.1673, IoU.bridge: 0.7810, IoU.bookcase: 0.3700, IoU.blind: 0.3615, IoU.coffee table: 0.6858, IoU.toilet: 0.8747, IoU.flower: 0.4432, IoU.book: 0.5424, IoU.hill: 0.0590, IoU.bench: 0.5408, IoU.countertop: 0.6126, IoU.stove: 0.7939, IoU.palm: 0.5311, IoU.kitchen island: 0.3705, IoU.computer: 0.7862, IoU.swivel chair: 0.5082, IoU.boat: 0.7311, IoU.bar: 0.4135, IoU.arcade machine: 0.8283, IoU.hovel: 0.2895, IoU.bus: 0.9117, IoU.towel: 0.6595, IoU.light: 0.5944, IoU.truck: 0.3524, IoU.tower: 0.3211, IoU.chandelier: 0.6540, IoU.awning: 0.3608, IoU.streetlight: 0.3971, IoU.booth: 0.4590, IoU.television receiver: 0.7032, IoU.airplane: 0.6672, IoU.dirt track: 0.1087, IoU.apparel: 0.2999, IoU.pole: 0.3119, IoU.land: 0.0104, IoU.bannister: 0.1489, IoU.escalator: 0.2134, IoU.ottoman: 0.4818, IoU.bottle: 0.2719, IoU.buffet: 0.4789, IoU.poster: 0.2831, IoU.stage: 0.1701, IoU.van: 0.5019, IoU.ship: 0.0647, IoU.fountain: 0.3007, IoU.conveyer belt: 0.5914, IoU.canopy: 0.1358, IoU.washer: 0.7374, IoU.plaything: 0.2207, IoU.swimming pool: 0.6181, IoU.stool: 0.4240, IoU.barrel: 0.8191, IoU.basket: 0.4010, IoU.waterfall: 0.6790, IoU.tent: 0.6403, IoU.bag: 0.1849, IoU.minibike: 0.7235, IoU.cradle: 0.6797, IoU.oven: 0.4359, IoU.ball: 0.1914, IoU.food: 0.6585, IoU.step: 0.3233, IoU.tank: 0.4649, IoU.trade name: 0.3052, IoU.microwave: 0.8430, IoU.pot: 0.5149, IoU.animal: 0.6739, IoU.bicycle: 0.6355, IoU.lake: 0.0001, IoU.dishwasher: 0.6940, IoU.screen: 0.5559, IoU.blanket: 0.2079, IoU.sculpture: 0.6009, IoU.hood: 0.8280, IoU.sconce: 0.5250, IoU.vase: 0.4652, IoU.traffic light: 0.3693, IoU.tray: 0.1772, IoU.ashcan: 0.4419, IoU.fan: 0.6761, IoU.pier: 0.1493, IoU.crt screen: 0.0545, IoU.plate: 0.4691, IoU.monitor: 0.1634, IoU.bulletin board: 0.2734, IoU.shower: 0.1437, IoU.radiator: 0.6575, IoU.glass: 0.2161, IoU.clock: 0.5230, IoU.flag: 0.4787, Acc.wall: 0.8651, Acc.building: 0.8981, Acc.sky: 0.9751, Acc.floor: 0.9018, Acc.tree: 0.8791, Acc.ceiling: 0.9098, Acc.road: 0.9128, Acc.bed : 0.9584, Acc.windowpane: 0.8075, Acc.grass: 0.8338, Acc.cabinet: 0.6925, Acc.sidewalk: 0.8219, Acc.person: 0.9291, Acc.earth: 0.4783, Acc.door: 0.7222, Acc.table: 0.7988, Acc.mountain: 0.7510, Acc.plant: 0.6686, Acc.curtain: 0.8968, Acc.chair: 0.7661, Acc.car: 0.9247, Acc.water: 0.6468, Acc.painting: 0.8798, Acc.sofa: 0.7927, Acc.shelf: 0.6810, Acc.house: 0.7620, Acc.sea: 0.8788, Acc.mirror: 0.8405, Acc.rug: 0.7831, Acc.field: 0.6505, Acc.armchair: 0.7299, Acc.seat: 0.8411, Acc.fence: 0.6610, Acc.desk: 0.7161, Acc.rock: 0.6665, Acc.wardrobe: 0.6941, Acc.lamp: 0.8401, Acc.bathtub: 0.8658, Acc.railing: 0.5373, Acc.cushion: 0.8150, Acc.base: 0.7004, Acc.box: 0.4039, Acc.column: 0.7212, Acc.signboard: 0.5870, Acc.chest of drawers: 0.8240, Acc.counter: 0.5346, Acc.sand: 0.4626, Acc.sink: 0.8719, Acc.skyscraper: 0.4287, Acc.fireplace: 0.8800, Acc.refrigerator: 0.9021, Acc.grandstand: 0.7729, Acc.path: 0.4009, Acc.stairs: 0.5164, Acc.runway: 0.9344, Acc.case: 0.7530, Acc.pool table: 0.9739, Acc.pillow: 0.6326, Acc.screen door: 0.9228, Acc.stairway: 0.3606, Acc.river: 0.2267, Acc.bridge: 0.8652, Acc.bookcase: 0.5478, Acc.blind: 0.4138, Acc.coffee table: 0.8559, Acc.toilet: 0.9154, Acc.flower: 0.6513, Acc.book: 0.7364, Acc.hill: 0.0957, Acc.bench: 0.6982, Acc.countertop: 0.7064, Acc.stove: 0.8899, Acc.palm: 0.6723, Acc.kitchen island: 0.6839, Acc.computer: 0.8707, Acc.swivel chair: 0.7084, Acc.boat: 0.9186, Acc.bar: 0.4900, Acc.arcade machine: 0.9443, Acc.hovel: 0.4790, Acc.bus: 0.9556, Acc.towel: 0.7703, Acc.light: 0.8237, Acc.truck: 0.5378, Acc.tower: 0.5546, Acc.chandelier: 0.8434, Acc.awning: 0.4601, Acc.streetlight: 0.5811, Acc.booth: 0.4683, Acc.television receiver: 0.8327, Acc.airplane: 0.7417, Acc.dirt track: 0.1280, Acc.apparel: 0.4799, Acc.pole: 0.4982, Acc.land: 0.0109, Acc.bannister: 0.3238, Acc.escalator: 0.2262, Acc.ottoman: 0.7581, Acc.bottle: 0.3792, Acc.buffet: 0.5950, Acc.poster: 0.3878, Acc.stage: 0.3358, Acc.van: 0.6913, Acc.ship: 0.0650, Acc.fountain: 0.3135, Acc.conveyer belt: 0.7336, Acc.canopy: 0.3114, Acc.washer: 0.7446, Acc.plaything: 0.4553, Acc.swimming pool: 0.6723, Acc.stool: 0.7075, Acc.barrel: 0.9769, Acc.basket: 0.5791, Acc.waterfall: 0.8000, Acc.tent: 0.9825, Acc.bag: 0.2609, Acc.minibike: 0.8802, Acc.cradle: 0.9762, Acc.oven: 0.5156, Acc.ball: 0.2223, Acc.food: 0.7267, Acc.step: 0.5425, Acc.tank: 0.4765, Acc.trade name: 0.3710, Acc.microwave: 0.9553, Acc.pot: 0.6980, Acc.animal: 0.7007, Acc.bicycle: 0.8267, Acc.lake: 0.0001, Acc.dishwasher: 0.7986, Acc.screen: 0.8711, Acc.blanket: 0.2417, Acc.sculpture: 0.8625, Acc.hood: 0.8884, Acc.sconce: 0.7028, Acc.vase: 0.7309, Acc.traffic light: 0.7006, Acc.tray: 0.3805, Acc.ashcan: 0.7231, Acc.fan: 0.8409, Acc.pier: 0.1645, Acc.crt screen: 0.1316, Acc.plate: 0.6172, Acc.monitor: 0.2042, Acc.bulletin board: 0.5014, Acc.shower: 0.2214, Acc.radiator: 0.7294, Acc.glass: 0.2442, Acc.clock: 0.6755, Acc.flag: 0.5824 +2023-11-06 22:56:50,694 - mmseg - INFO - Iter [65050/160000] lr: 5.934e-05, eta: 12:46:05, time: 0.891, data_time: 0.453, memory: 39436, decode.loss_cls: 0.3432, decode.loss_mask: 0.5725, decode.loss_dice: 0.8153, decode.d0.loss_cls: 1.3550, decode.d0.loss_mask: 0.6160, decode.d0.loss_dice: 0.9090, decode.d1.loss_cls: 0.4400, decode.d1.loss_mask: 0.5955, decode.d1.loss_dice: 0.8764, decode.d2.loss_cls: 0.3878, decode.d2.loss_mask: 0.5844, decode.d2.loss_dice: 0.8479, decode.d3.loss_cls: 0.3729, decode.d3.loss_mask: 0.5767, decode.d3.loss_dice: 0.8260, decode.d4.loss_cls: 0.3634, decode.d4.loss_mask: 0.5742, decode.d4.loss_dice: 0.8227, decode.d5.loss_cls: 0.3528, decode.d5.loss_mask: 0.5740, decode.d5.loss_dice: 0.8226, decode.d6.loss_cls: 0.3502, decode.d6.loss_mask: 0.5746, decode.d6.loss_dice: 0.8194, decode.d7.loss_cls: 0.3477, decode.d7.loss_mask: 0.5733, decode.d7.loss_dice: 0.8156, decode.d8.loss_cls: 0.3410, decode.d8.loss_mask: 0.5742, decode.d8.loss_dice: 0.8175, loss: 18.8419, grad_norm: 71.7089 +2023-11-06 22:57:13,301 - mmseg - INFO - Iter [65100/160000] lr: 5.931e-05, eta: 12:45:39, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3576, decode.loss_mask: 0.5671, decode.loss_dice: 0.8465, decode.d0.loss_cls: 1.3683, decode.d0.loss_mask: 0.5986, decode.d0.loss_dice: 0.9352, decode.d1.loss_cls: 0.4655, decode.d1.loss_mask: 0.5852, decode.d1.loss_dice: 0.8952, decode.d2.loss_cls: 0.4106, decode.d2.loss_mask: 0.5731, decode.d2.loss_dice: 0.8727, decode.d3.loss_cls: 0.3864, decode.d3.loss_mask: 0.5694, decode.d3.loss_dice: 0.8476, decode.d4.loss_cls: 0.3704, decode.d4.loss_mask: 0.5692, decode.d4.loss_dice: 0.8528, decode.d5.loss_cls: 0.3721, decode.d5.loss_mask: 0.5660, decode.d5.loss_dice: 0.8523, decode.d6.loss_cls: 0.3676, decode.d6.loss_mask: 0.5672, decode.d6.loss_dice: 0.8429, decode.d7.loss_cls: 0.3552, decode.d7.loss_mask: 0.5674, decode.d7.loss_dice: 0.8459, decode.d8.loss_cls: 0.3584, decode.d8.loss_mask: 0.5682, decode.d8.loss_dice: 0.8496, loss: 19.1844, grad_norm: 62.2110 +2023-11-06 22:57:35,818 - mmseg - INFO - Iter [65150/160000] lr: 5.928e-05, eta: 12:45:12, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3444, decode.loss_mask: 0.5597, decode.loss_dice: 0.8228, decode.d0.loss_cls: 1.3592, decode.d0.loss_mask: 0.5984, decode.d0.loss_dice: 0.9120, decode.d1.loss_cls: 0.4351, decode.d1.loss_mask: 0.5813, decode.d1.loss_dice: 0.8726, decode.d2.loss_cls: 0.4013, decode.d2.loss_mask: 0.5700, decode.d2.loss_dice: 0.8479, decode.d3.loss_cls: 0.3687, decode.d3.loss_mask: 0.5643, decode.d3.loss_dice: 0.8242, decode.d4.loss_cls: 0.3593, decode.d4.loss_mask: 0.5626, decode.d4.loss_dice: 0.8263, decode.d5.loss_cls: 0.3525, decode.d5.loss_mask: 0.5616, decode.d5.loss_dice: 0.8279, decode.d6.loss_cls: 0.3520, decode.d6.loss_mask: 0.5598, decode.d6.loss_dice: 0.8182, decode.d7.loss_cls: 0.3442, decode.d7.loss_mask: 0.5621, decode.d7.loss_dice: 0.8219, decode.d8.loss_cls: 0.3470, decode.d8.loss_mask: 0.5620, decode.d8.loss_dice: 0.8200, loss: 18.7395, grad_norm: 63.1910 +2023-11-06 22:57:58,535 - mmseg - INFO - Iter [65200/160000] lr: 5.925e-05, eta: 12:44:46, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3521, decode.loss_mask: 0.5682, decode.loss_dice: 0.8370, decode.d0.loss_cls: 1.3458, decode.d0.loss_mask: 0.6182, decode.d0.loss_dice: 0.9403, decode.d1.loss_cls: 0.4434, decode.d1.loss_mask: 0.5945, decode.d1.loss_dice: 0.9009, decode.d2.loss_cls: 0.3886, decode.d2.loss_mask: 0.5802, decode.d2.loss_dice: 0.8730, decode.d3.loss_cls: 0.3727, decode.d3.loss_mask: 0.5716, decode.d3.loss_dice: 0.8478, decode.d4.loss_cls: 0.3654, decode.d4.loss_mask: 0.5702, decode.d4.loss_dice: 0.8444, decode.d5.loss_cls: 0.3554, decode.d5.loss_mask: 0.5707, decode.d5.loss_dice: 0.8442, decode.d6.loss_cls: 0.3614, decode.d6.loss_mask: 0.5686, decode.d6.loss_dice: 0.8394, decode.d7.loss_cls: 0.3498, decode.d7.loss_mask: 0.5689, decode.d7.loss_dice: 0.8402, decode.d8.loss_cls: 0.3516, decode.d8.loss_mask: 0.5684, decode.d8.loss_dice: 0.8408, loss: 19.0736, grad_norm: 60.7148 +2023-11-06 22:58:21,181 - mmseg - INFO - Iter [65250/160000] lr: 5.922e-05, eta: 12:44:19, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3374, decode.loss_mask: 0.5479, decode.loss_dice: 0.8073, decode.d0.loss_cls: 1.3515, decode.d0.loss_mask: 0.5870, decode.d0.loss_dice: 0.8991, decode.d1.loss_cls: 0.4300, decode.d1.loss_mask: 0.5705, decode.d1.loss_dice: 0.8662, decode.d2.loss_cls: 0.3883, decode.d2.loss_mask: 0.5571, decode.d2.loss_dice: 0.8384, decode.d3.loss_cls: 0.3690, decode.d3.loss_mask: 0.5479, decode.d3.loss_dice: 0.8168, decode.d4.loss_cls: 0.3524, decode.d4.loss_mask: 0.5486, decode.d4.loss_dice: 0.8181, decode.d5.loss_cls: 0.3466, decode.d5.loss_mask: 0.5496, decode.d5.loss_dice: 0.8166, decode.d6.loss_cls: 0.3430, decode.d6.loss_mask: 0.5492, decode.d6.loss_dice: 0.8125, decode.d7.loss_cls: 0.3405, decode.d7.loss_mask: 0.5486, decode.d7.loss_dice: 0.8100, decode.d8.loss_cls: 0.3363, decode.d8.loss_mask: 0.5481, decode.d8.loss_dice: 0.8090, loss: 18.4437, grad_norm: 59.2974 +2023-11-06 22:58:44,026 - mmseg - INFO - Iter [65300/160000] lr: 5.919e-05, eta: 12:43:53, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3445, decode.loss_mask: 0.5520, decode.loss_dice: 0.8141, decode.d0.loss_cls: 1.3508, decode.d0.loss_mask: 0.5944, decode.d0.loss_dice: 0.9101, decode.d1.loss_cls: 0.4370, decode.d1.loss_mask: 0.5748, decode.d1.loss_dice: 0.8705, decode.d2.loss_cls: 0.3850, decode.d2.loss_mask: 0.5645, decode.d2.loss_dice: 0.8376, decode.d3.loss_cls: 0.3710, decode.d3.loss_mask: 0.5612, decode.d3.loss_dice: 0.8230, decode.d4.loss_cls: 0.3604, decode.d4.loss_mask: 0.5580, decode.d4.loss_dice: 0.8195, decode.d5.loss_cls: 0.3510, decode.d5.loss_mask: 0.5557, decode.d5.loss_dice: 0.8192, decode.d6.loss_cls: 0.3506, decode.d6.loss_mask: 0.5522, decode.d6.loss_dice: 0.8135, decode.d7.loss_cls: 0.3447, decode.d7.loss_mask: 0.5518, decode.d7.loss_dice: 0.8169, decode.d8.loss_cls: 0.3430, decode.d8.loss_mask: 0.5515, decode.d8.loss_dice: 0.8151, loss: 18.5936, grad_norm: 66.7335 +2023-11-06 22:59:07,004 - mmseg - INFO - Iter [65350/160000] lr: 5.916e-05, eta: 12:43:27, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3535, decode.loss_mask: 0.5455, decode.loss_dice: 0.8117, decode.d0.loss_cls: 1.3590, decode.d0.loss_mask: 0.5893, decode.d0.loss_dice: 0.9140, decode.d1.loss_cls: 0.4466, decode.d1.loss_mask: 0.5710, decode.d1.loss_dice: 0.8724, decode.d2.loss_cls: 0.3945, decode.d2.loss_mask: 0.5565, decode.d2.loss_dice: 0.8443, decode.d3.loss_cls: 0.3821, decode.d3.loss_mask: 0.5458, decode.d3.loss_dice: 0.8198, decode.d4.loss_cls: 0.3724, decode.d4.loss_mask: 0.5470, decode.d4.loss_dice: 0.8208, decode.d5.loss_cls: 0.3616, decode.d5.loss_mask: 0.5462, decode.d5.loss_dice: 0.8193, decode.d6.loss_cls: 0.3566, decode.d6.loss_mask: 0.5462, decode.d6.loss_dice: 0.8161, decode.d7.loss_cls: 0.3539, decode.d7.loss_mask: 0.5434, decode.d7.loss_dice: 0.8137, decode.d8.loss_cls: 0.3518, decode.d8.loss_mask: 0.5428, decode.d8.loss_dice: 0.8149, loss: 18.6125, grad_norm: 57.9567 +2023-11-06 22:59:29,702 - mmseg - INFO - Iter [65400/160000] lr: 5.913e-05, eta: 12:43:01, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3547, decode.loss_mask: 0.5545, decode.loss_dice: 0.8148, decode.d0.loss_cls: 1.3549, decode.d0.loss_mask: 0.5969, decode.d0.loss_dice: 0.9199, decode.d1.loss_cls: 0.4464, decode.d1.loss_mask: 0.5763, decode.d1.loss_dice: 0.8787, decode.d2.loss_cls: 0.3977, decode.d2.loss_mask: 0.5625, decode.d2.loss_dice: 0.8513, decode.d3.loss_cls: 0.3852, decode.d3.loss_mask: 0.5539, decode.d3.loss_dice: 0.8277, decode.d4.loss_cls: 0.3675, decode.d4.loss_mask: 0.5554, decode.d4.loss_dice: 0.8271, decode.d5.loss_cls: 0.3596, decode.d5.loss_mask: 0.5552, decode.d5.loss_dice: 0.8257, decode.d6.loss_cls: 0.3585, decode.d6.loss_mask: 0.5564, decode.d6.loss_dice: 0.8253, decode.d7.loss_cls: 0.3533, decode.d7.loss_mask: 0.5546, decode.d7.loss_dice: 0.8167, decode.d8.loss_cls: 0.3543, decode.d8.loss_mask: 0.5541, decode.d8.loss_dice: 0.8186, loss: 18.7577, grad_norm: 68.3042 +2023-11-06 22:59:52,338 - mmseg - INFO - Iter [65450/160000] lr: 5.909e-05, eta: 12:42:34, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3392, decode.loss_mask: 0.5437, decode.loss_dice: 0.8248, decode.d0.loss_cls: 1.3584, decode.d0.loss_mask: 0.5838, decode.d0.loss_dice: 0.9192, decode.d1.loss_cls: 0.4369, decode.d1.loss_mask: 0.5656, decode.d1.loss_dice: 0.8849, decode.d2.loss_cls: 0.4011, decode.d2.loss_mask: 0.5522, decode.d2.loss_dice: 0.8513, decode.d3.loss_cls: 0.3668, decode.d3.loss_mask: 0.5443, decode.d3.loss_dice: 0.8301, decode.d4.loss_cls: 0.3611, decode.d4.loss_mask: 0.5457, decode.d4.loss_dice: 0.8285, decode.d5.loss_cls: 0.3525, decode.d5.loss_mask: 0.5443, decode.d5.loss_dice: 0.8293, decode.d6.loss_cls: 0.3489, decode.d6.loss_mask: 0.5441, decode.d6.loss_dice: 0.8271, decode.d7.loss_cls: 0.3417, decode.d7.loss_mask: 0.5442, decode.d7.loss_dice: 0.8248, decode.d8.loss_cls: 0.3401, decode.d8.loss_mask: 0.5429, decode.d8.loss_dice: 0.8252, loss: 18.6029, grad_norm: 60.3768 +2023-11-06 23:00:14,977 - mmseg - INFO - Iter [65500/160000] lr: 5.906e-05, eta: 12:42:08, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3465, decode.loss_mask: 0.5488, decode.loss_dice: 0.8154, decode.d0.loss_cls: 1.3335, decode.d0.loss_mask: 0.5990, decode.d0.loss_dice: 0.9055, decode.d1.loss_cls: 0.4442, decode.d1.loss_mask: 0.5799, decode.d1.loss_dice: 0.8755, decode.d2.loss_cls: 0.4041, decode.d2.loss_mask: 0.5624, decode.d2.loss_dice: 0.8399, decode.d3.loss_cls: 0.3825, decode.d3.loss_mask: 0.5540, decode.d3.loss_dice: 0.8223, decode.d4.loss_cls: 0.3645, decode.d4.loss_mask: 0.5536, decode.d4.loss_dice: 0.8204, decode.d5.loss_cls: 0.3654, decode.d5.loss_mask: 0.5514, decode.d5.loss_dice: 0.8202, decode.d6.loss_cls: 0.3553, decode.d6.loss_mask: 0.5523, decode.d6.loss_dice: 0.8123, decode.d7.loss_cls: 0.3497, decode.d7.loss_mask: 0.5521, decode.d7.loss_dice: 0.8170, decode.d8.loss_cls: 0.3476, decode.d8.loss_mask: 0.5498, decode.d8.loss_dice: 0.8155, loss: 18.6406, grad_norm: 65.7122 +2023-11-06 23:00:37,611 - mmseg - INFO - Iter [65550/160000] lr: 5.903e-05, eta: 12:41:42, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3575, decode.loss_mask: 0.5620, decode.loss_dice: 0.8531, decode.d0.loss_cls: 1.3518, decode.d0.loss_mask: 0.6001, decode.d0.loss_dice: 0.9414, decode.d1.loss_cls: 0.4526, decode.d1.loss_mask: 0.5840, decode.d1.loss_dice: 0.9096, decode.d2.loss_cls: 0.4040, decode.d2.loss_mask: 0.5707, decode.d2.loss_dice: 0.8686, decode.d3.loss_cls: 0.3848, decode.d3.loss_mask: 0.5649, decode.d3.loss_dice: 0.8579, decode.d4.loss_cls: 0.3750, decode.d4.loss_mask: 0.5638, decode.d4.loss_dice: 0.8567, decode.d5.loss_cls: 0.3698, decode.d5.loss_mask: 0.5633, decode.d5.loss_dice: 0.8573, decode.d6.loss_cls: 0.3666, decode.d6.loss_mask: 0.5623, decode.d6.loss_dice: 0.8562, decode.d7.loss_cls: 0.3663, decode.d7.loss_mask: 0.5606, decode.d7.loss_dice: 0.8503, decode.d8.loss_cls: 0.3576, decode.d8.loss_mask: 0.5608, decode.d8.loss_dice: 0.8475, loss: 19.1770, grad_norm: 60.1437 +2023-11-06 23:01:00,262 - mmseg - INFO - Iter [65600/160000] lr: 5.900e-05, eta: 12:41:15, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3438, decode.loss_mask: 0.5680, decode.loss_dice: 0.8241, decode.d0.loss_cls: 1.3000, decode.d0.loss_mask: 0.6161, decode.d0.loss_dice: 0.9220, decode.d1.loss_cls: 0.4384, decode.d1.loss_mask: 0.5913, decode.d1.loss_dice: 0.8866, decode.d2.loss_cls: 0.3866, decode.d2.loss_mask: 0.5828, decode.d2.loss_dice: 0.8619, decode.d3.loss_cls: 0.3642, decode.d3.loss_mask: 0.5740, decode.d3.loss_dice: 0.8350, decode.d4.loss_cls: 0.3529, decode.d4.loss_mask: 0.5706, decode.d4.loss_dice: 0.8307, decode.d5.loss_cls: 0.3461, decode.d5.loss_mask: 0.5718, decode.d5.loss_dice: 0.8304, decode.d6.loss_cls: 0.3471, decode.d6.loss_mask: 0.5710, decode.d6.loss_dice: 0.8247, decode.d7.loss_cls: 0.3453, decode.d7.loss_mask: 0.5694, decode.d7.loss_dice: 0.8272, decode.d8.loss_cls: 0.3412, decode.d8.loss_mask: 0.5670, decode.d8.loss_dice: 0.8256, loss: 18.8159, grad_norm: 64.8755 +2023-11-06 23:01:22,794 - mmseg - INFO - Iter [65650/160000] lr: 5.897e-05, eta: 12:40:49, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3596, decode.loss_mask: 0.5662, decode.loss_dice: 0.8357, decode.d0.loss_cls: 1.3660, decode.d0.loss_mask: 0.6084, decode.d0.loss_dice: 0.9357, decode.d1.loss_cls: 0.4747, decode.d1.loss_mask: 0.5878, decode.d1.loss_dice: 0.8966, decode.d2.loss_cls: 0.4213, decode.d2.loss_mask: 0.5788, decode.d2.loss_dice: 0.8663, decode.d3.loss_cls: 0.3995, decode.d3.loss_mask: 0.5704, decode.d3.loss_dice: 0.8443, decode.d4.loss_cls: 0.3819, decode.d4.loss_mask: 0.5695, decode.d4.loss_dice: 0.8440, decode.d5.loss_cls: 0.3743, decode.d5.loss_mask: 0.5680, decode.d5.loss_dice: 0.8369, decode.d6.loss_cls: 0.3727, decode.d6.loss_mask: 0.5684, decode.d6.loss_dice: 0.8301, decode.d7.loss_cls: 0.3617, decode.d7.loss_mask: 0.5679, decode.d7.loss_dice: 0.8375, decode.d8.loss_cls: 0.3578, decode.d8.loss_mask: 0.5685, decode.d8.loss_dice: 0.8398, loss: 19.1904, grad_norm: 71.0050 +2023-11-06 23:01:47,866 - mmseg - INFO - Iter [65700/160000] lr: 5.894e-05, eta: 12:40:26, time: 0.501, data_time: 0.057, memory: 39436, decode.loss_cls: 0.3099, decode.loss_mask: 0.5488, decode.loss_dice: 0.8132, decode.d0.loss_cls: 1.3203, decode.d0.loss_mask: 0.5862, decode.d0.loss_dice: 0.9015, decode.d1.loss_cls: 0.4011, decode.d1.loss_mask: 0.5716, decode.d1.loss_dice: 0.8705, decode.d2.loss_cls: 0.3502, decode.d2.loss_mask: 0.5605, decode.d2.loss_dice: 0.8372, decode.d3.loss_cls: 0.3266, decode.d3.loss_mask: 0.5527, decode.d3.loss_dice: 0.8243, decode.d4.loss_cls: 0.3187, decode.d4.loss_mask: 0.5522, decode.d4.loss_dice: 0.8229, decode.d5.loss_cls: 0.3136, decode.d5.loss_mask: 0.5508, decode.d5.loss_dice: 0.8218, decode.d6.loss_cls: 0.3191, decode.d6.loss_mask: 0.5513, decode.d6.loss_dice: 0.8099, decode.d7.loss_cls: 0.3121, decode.d7.loss_mask: 0.5479, decode.d7.loss_dice: 0.8132, decode.d8.loss_cls: 0.3094, decode.d8.loss_mask: 0.5473, decode.d8.loss_dice: 0.8132, loss: 18.1777, grad_norm: 61.0364 +2023-11-06 23:02:10,784 - mmseg - INFO - Iter [65750/160000] lr: 5.891e-05, eta: 12:40:00, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3063, decode.loss_mask: 0.5676, decode.loss_dice: 0.8214, decode.d0.loss_cls: 1.3073, decode.d0.loss_mask: 0.6087, decode.d0.loss_dice: 0.9088, decode.d1.loss_cls: 0.4066, decode.d1.loss_mask: 0.5918, decode.d1.loss_dice: 0.8794, decode.d2.loss_cls: 0.3566, decode.d2.loss_mask: 0.5812, decode.d2.loss_dice: 0.8434, decode.d3.loss_cls: 0.3341, decode.d3.loss_mask: 0.5716, decode.d3.loss_dice: 0.8262, decode.d4.loss_cls: 0.3249, decode.d4.loss_mask: 0.5693, decode.d4.loss_dice: 0.8207, decode.d5.loss_cls: 0.3077, decode.d5.loss_mask: 0.5707, decode.d5.loss_dice: 0.8234, decode.d6.loss_cls: 0.3123, decode.d6.loss_mask: 0.5688, decode.d6.loss_dice: 0.8206, decode.d7.loss_cls: 0.3071, decode.d7.loss_mask: 0.5684, decode.d7.loss_dice: 0.8202, decode.d8.loss_cls: 0.3079, decode.d8.loss_mask: 0.5683, decode.d8.loss_dice: 0.8203, loss: 18.4216, grad_norm: 62.7695 +2023-11-06 23:02:33,530 - mmseg - INFO - Iter [65800/160000] lr: 5.888e-05, eta: 12:39:33, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3219, decode.loss_mask: 0.5548, decode.loss_dice: 0.8028, decode.d0.loss_cls: 1.3520, decode.d0.loss_mask: 0.5971, decode.d0.loss_dice: 0.8961, decode.d1.loss_cls: 0.4203, decode.d1.loss_mask: 0.5778, decode.d1.loss_dice: 0.8599, decode.d2.loss_cls: 0.3652, decode.d2.loss_mask: 0.5665, decode.d2.loss_dice: 0.8327, decode.d3.loss_cls: 0.3449, decode.d3.loss_mask: 0.5566, decode.d3.loss_dice: 0.8107, decode.d4.loss_cls: 0.3275, decode.d4.loss_mask: 0.5590, decode.d4.loss_dice: 0.8104, decode.d5.loss_cls: 0.3282, decode.d5.loss_mask: 0.5559, decode.d5.loss_dice: 0.8124, decode.d6.loss_cls: 0.3256, decode.d6.loss_mask: 0.5546, decode.d6.loss_dice: 0.8087, decode.d7.loss_cls: 0.3207, decode.d7.loss_mask: 0.5549, decode.d7.loss_dice: 0.8132, decode.d8.loss_cls: 0.3196, decode.d8.loss_mask: 0.5560, decode.d8.loss_dice: 0.8075, loss: 18.3136, grad_norm: 62.0178 +2023-11-06 23:02:56,179 - mmseg - INFO - Iter [65850/160000] lr: 5.884e-05, eta: 12:39:07, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3353, decode.loss_mask: 0.5361, decode.loss_dice: 0.8063, decode.d0.loss_cls: 1.3562, decode.d0.loss_mask: 0.5734, decode.d0.loss_dice: 0.9106, decode.d1.loss_cls: 0.4281, decode.d1.loss_mask: 0.5592, decode.d1.loss_dice: 0.8822, decode.d2.loss_cls: 0.3797, decode.d2.loss_mask: 0.5498, decode.d2.loss_dice: 0.8439, decode.d3.loss_cls: 0.3634, decode.d3.loss_mask: 0.5401, decode.d3.loss_dice: 0.8176, decode.d4.loss_cls: 0.3577, decode.d4.loss_mask: 0.5400, decode.d4.loss_dice: 0.8183, decode.d5.loss_cls: 0.3481, decode.d5.loss_mask: 0.5394, decode.d5.loss_dice: 0.8105, decode.d6.loss_cls: 0.3485, decode.d6.loss_mask: 0.5370, decode.d6.loss_dice: 0.8047, decode.d7.loss_cls: 0.3431, decode.d7.loss_mask: 0.5381, decode.d7.loss_dice: 0.8044, decode.d8.loss_cls: 0.3390, decode.d8.loss_mask: 0.5382, decode.d8.loss_dice: 0.8079, loss: 18.3570, grad_norm: 62.1002 +2023-11-06 23:03:18,739 - mmseg - INFO - Iter [65900/160000] lr: 5.881e-05, eta: 12:38:40, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3312, decode.loss_mask: 0.5501, decode.loss_dice: 0.8060, decode.d0.loss_cls: 1.3297, decode.d0.loss_mask: 0.5940, decode.d0.loss_dice: 0.9133, decode.d1.loss_cls: 0.4327, decode.d1.loss_mask: 0.5779, decode.d1.loss_dice: 0.8625, decode.d2.loss_cls: 0.3746, decode.d2.loss_mask: 0.5619, decode.d2.loss_dice: 0.8397, decode.d3.loss_cls: 0.3561, decode.d3.loss_mask: 0.5539, decode.d3.loss_dice: 0.8095, decode.d4.loss_cls: 0.3456, decode.d4.loss_mask: 0.5511, decode.d4.loss_dice: 0.8095, decode.d5.loss_cls: 0.3336, decode.d5.loss_mask: 0.5518, decode.d5.loss_dice: 0.8121, decode.d6.loss_cls: 0.3316, decode.d6.loss_mask: 0.5516, decode.d6.loss_dice: 0.8095, decode.d7.loss_cls: 0.3348, decode.d7.loss_mask: 0.5503, decode.d7.loss_dice: 0.8085, decode.d8.loss_cls: 0.3291, decode.d8.loss_mask: 0.5504, decode.d8.loss_dice: 0.8050, loss: 18.3676, grad_norm: 62.4176 +2023-11-06 23:03:41,242 - mmseg - INFO - Iter [65950/160000] lr: 5.878e-05, eta: 12:38:14, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3383, decode.loss_mask: 0.5667, decode.loss_dice: 0.8055, decode.d0.loss_cls: 1.3728, decode.d0.loss_mask: 0.6128, decode.d0.loss_dice: 0.8959, decode.d1.loss_cls: 0.4507, decode.d1.loss_mask: 0.5890, decode.d1.loss_dice: 0.8533, decode.d2.loss_cls: 0.3881, decode.d2.loss_mask: 0.5744, decode.d2.loss_dice: 0.8304, decode.d3.loss_cls: 0.3636, decode.d3.loss_mask: 0.5707, decode.d3.loss_dice: 0.8145, decode.d4.loss_cls: 0.3620, decode.d4.loss_mask: 0.5657, decode.d4.loss_dice: 0.8106, decode.d5.loss_cls: 0.3505, decode.d5.loss_mask: 0.5686, decode.d5.loss_dice: 0.8110, decode.d6.loss_cls: 0.3459, decode.d6.loss_mask: 0.5668, decode.d6.loss_dice: 0.8068, decode.d7.loss_cls: 0.3453, decode.d7.loss_mask: 0.5653, decode.d7.loss_dice: 0.8055, decode.d8.loss_cls: 0.3393, decode.d8.loss_mask: 0.5681, decode.d8.loss_dice: 0.8058, loss: 18.6441, grad_norm: 70.4179 +2023-11-06 23:04:03,974 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 23:04:03,974 - mmseg - INFO - Iter [66000/160000] lr: 5.875e-05, eta: 12:37:48, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3354, decode.loss_mask: 0.5666, decode.loss_dice: 0.8236, decode.d0.loss_cls: 1.3247, decode.d0.loss_mask: 0.6107, decode.d0.loss_dice: 0.9232, decode.d1.loss_cls: 0.4214, decode.d1.loss_mask: 0.5861, decode.d1.loss_dice: 0.8897, decode.d2.loss_cls: 0.3782, decode.d2.loss_mask: 0.5736, decode.d2.loss_dice: 0.8500, decode.d3.loss_cls: 0.3563, decode.d3.loss_mask: 0.5682, decode.d3.loss_dice: 0.8333, decode.d4.loss_cls: 0.3412, decode.d4.loss_mask: 0.5714, decode.d4.loss_dice: 0.8311, decode.d5.loss_cls: 0.3431, decode.d5.loss_mask: 0.5707, decode.d5.loss_dice: 0.8313, decode.d6.loss_cls: 0.3424, decode.d6.loss_mask: 0.5680, decode.d6.loss_dice: 0.8287, decode.d7.loss_cls: 0.3370, decode.d7.loss_mask: 0.5682, decode.d7.loss_dice: 0.8285, decode.d8.loss_cls: 0.3384, decode.d8.loss_mask: 0.5662, decode.d8.loss_dice: 0.8231, loss: 18.7301, grad_norm: 69.9511 +2023-11-06 23:04:26,706 - mmseg - INFO - Iter [66050/160000] lr: 5.872e-05, eta: 12:37:21, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3192, decode.loss_mask: 0.5218, decode.loss_dice: 0.7818, decode.d0.loss_cls: 1.3140, decode.d0.loss_mask: 0.5683, decode.d0.loss_dice: 0.8780, decode.d1.loss_cls: 0.4179, decode.d1.loss_mask: 0.5441, decode.d1.loss_dice: 0.8406, decode.d2.loss_cls: 0.3661, decode.d2.loss_mask: 0.5345, decode.d2.loss_dice: 0.8071, decode.d3.loss_cls: 0.3488, decode.d3.loss_mask: 0.5261, decode.d3.loss_dice: 0.7885, decode.d4.loss_cls: 0.3349, decode.d4.loss_mask: 0.5218, decode.d4.loss_dice: 0.7877, decode.d5.loss_cls: 0.3242, decode.d5.loss_mask: 0.5244, decode.d5.loss_dice: 0.7891, decode.d6.loss_cls: 0.3269, decode.d6.loss_mask: 0.5208, decode.d6.loss_dice: 0.7817, decode.d7.loss_cls: 0.3216, decode.d7.loss_mask: 0.5219, decode.d7.loss_dice: 0.7824, decode.d8.loss_cls: 0.3207, decode.d8.loss_mask: 0.5200, decode.d8.loss_dice: 0.7760, loss: 17.7110, grad_norm: 63.5794 +2023-11-06 23:04:49,296 - mmseg - INFO - Iter [66100/160000] lr: 5.869e-05, eta: 12:36:55, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3300, decode.loss_mask: 0.5663, decode.loss_dice: 0.8137, decode.d0.loss_cls: 1.3432, decode.d0.loss_mask: 0.6073, decode.d0.loss_dice: 0.9006, decode.d1.loss_cls: 0.4317, decode.d1.loss_mask: 0.5938, decode.d1.loss_dice: 0.8710, decode.d2.loss_cls: 0.3814, decode.d2.loss_mask: 0.5725, decode.d2.loss_dice: 0.8305, decode.d3.loss_cls: 0.3566, decode.d3.loss_mask: 0.5672, decode.d3.loss_dice: 0.8146, decode.d4.loss_cls: 0.3436, decode.d4.loss_mask: 0.5665, decode.d4.loss_dice: 0.8127, decode.d5.loss_cls: 0.3409, decode.d5.loss_mask: 0.5677, decode.d5.loss_dice: 0.8133, decode.d6.loss_cls: 0.3386, decode.d6.loss_mask: 0.5658, decode.d6.loss_dice: 0.8112, decode.d7.loss_cls: 0.3305, decode.d7.loss_mask: 0.5660, decode.d7.loss_dice: 0.8137, decode.d8.loss_cls: 0.3315, decode.d8.loss_mask: 0.5659, decode.d8.loss_dice: 0.8126, loss: 18.5611, grad_norm: 63.3069 +2023-11-06 23:05:12,282 - mmseg - INFO - Iter [66150/160000] lr: 5.866e-05, eta: 12:36:29, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3263, decode.loss_mask: 0.5343, decode.loss_dice: 0.8062, decode.d0.loss_cls: 1.3352, decode.d0.loss_mask: 0.5694, decode.d0.loss_dice: 0.8983, decode.d1.loss_cls: 0.4266, decode.d1.loss_mask: 0.5545, decode.d1.loss_dice: 0.8691, decode.d2.loss_cls: 0.3718, decode.d2.loss_mask: 0.5472, decode.d2.loss_dice: 0.8383, decode.d3.loss_cls: 0.3513, decode.d3.loss_mask: 0.5380, decode.d3.loss_dice: 0.8193, decode.d4.loss_cls: 0.3464, decode.d4.loss_mask: 0.5353, decode.d4.loss_dice: 0.8229, decode.d5.loss_cls: 0.3323, decode.d5.loss_mask: 0.5364, decode.d5.loss_dice: 0.8155, decode.d6.loss_cls: 0.3349, decode.d6.loss_mask: 0.5358, decode.d6.loss_dice: 0.8109, decode.d7.loss_cls: 0.3266, decode.d7.loss_mask: 0.5346, decode.d7.loss_dice: 0.8161, decode.d8.loss_cls: 0.3272, decode.d8.loss_mask: 0.5363, decode.d8.loss_dice: 0.8132, loss: 18.2101, grad_norm: 64.6252 +2023-11-06 23:05:35,274 - mmseg - INFO - Iter [66200/160000] lr: 5.863e-05, eta: 12:36:03, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3333, decode.loss_mask: 0.5574, decode.loss_dice: 0.8081, decode.d0.loss_cls: 1.3197, decode.d0.loss_mask: 0.5978, decode.d0.loss_dice: 0.8978, decode.d1.loss_cls: 0.4203, decode.d1.loss_mask: 0.5742, decode.d1.loss_dice: 0.8605, decode.d2.loss_cls: 0.3703, decode.d2.loss_mask: 0.5674, decode.d2.loss_dice: 0.8368, decode.d3.loss_cls: 0.3593, decode.d3.loss_mask: 0.5607, decode.d3.loss_dice: 0.8133, decode.d4.loss_cls: 0.3516, decode.d4.loss_mask: 0.5591, decode.d4.loss_dice: 0.8098, decode.d5.loss_cls: 0.3437, decode.d5.loss_mask: 0.5585, decode.d5.loss_dice: 0.8133, decode.d6.loss_cls: 0.3414, decode.d6.loss_mask: 0.5601, decode.d6.loss_dice: 0.8071, decode.d7.loss_cls: 0.3378, decode.d7.loss_mask: 0.5584, decode.d7.loss_dice: 0.8056, decode.d8.loss_cls: 0.3386, decode.d8.loss_mask: 0.5575, decode.d8.loss_dice: 0.8078, loss: 18.4271, grad_norm: 57.3562 +2023-11-06 23:05:57,757 - mmseg - INFO - Iter [66250/160000] lr: 5.859e-05, eta: 12:35:37, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3441, decode.loss_mask: 0.5766, decode.loss_dice: 0.8488, decode.d0.loss_cls: 1.3405, decode.d0.loss_mask: 0.6114, decode.d0.loss_dice: 0.9255, decode.d1.loss_cls: 0.4352, decode.d1.loss_mask: 0.6037, decode.d1.loss_dice: 0.8973, decode.d2.loss_cls: 0.3889, decode.d2.loss_mask: 0.5864, decode.d2.loss_dice: 0.8728, decode.d3.loss_cls: 0.3717, decode.d3.loss_mask: 0.5799, decode.d3.loss_dice: 0.8514, decode.d4.loss_cls: 0.3573, decode.d4.loss_mask: 0.5806, decode.d4.loss_dice: 0.8502, decode.d5.loss_cls: 0.3554, decode.d5.loss_mask: 0.5798, decode.d5.loss_dice: 0.8494, decode.d6.loss_cls: 0.3504, decode.d6.loss_mask: 0.5762, decode.d6.loss_dice: 0.8482, decode.d7.loss_cls: 0.3432, decode.d7.loss_mask: 0.5782, decode.d7.loss_dice: 0.8462, decode.d8.loss_cls: 0.3423, decode.d8.loss_mask: 0.5790, decode.d8.loss_dice: 0.8502, loss: 19.1205, grad_norm: 59.6583 +2023-11-06 23:06:20,286 - mmseg - INFO - Iter [66300/160000] lr: 5.856e-05, eta: 12:35:10, time: 0.451, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3552, decode.loss_mask: 0.5549, decode.loss_dice: 0.8228, decode.d0.loss_cls: 1.3558, decode.d0.loss_mask: 0.5958, decode.d0.loss_dice: 0.9216, decode.d1.loss_cls: 0.4450, decode.d1.loss_mask: 0.5763, decode.d1.loss_dice: 0.8843, decode.d2.loss_cls: 0.3974, decode.d2.loss_mask: 0.5644, decode.d2.loss_dice: 0.8500, decode.d3.loss_cls: 0.3891, decode.d3.loss_mask: 0.5558, decode.d3.loss_dice: 0.8236, decode.d4.loss_cls: 0.3694, decode.d4.loss_mask: 0.5571, decode.d4.loss_dice: 0.8241, decode.d5.loss_cls: 0.3624, decode.d5.loss_mask: 0.5565, decode.d5.loss_dice: 0.8254, decode.d6.loss_cls: 0.3632, decode.d6.loss_mask: 0.5550, decode.d6.loss_dice: 0.8238, decode.d7.loss_cls: 0.3639, decode.d7.loss_mask: 0.5538, decode.d7.loss_dice: 0.8251, decode.d8.loss_cls: 0.3548, decode.d8.loss_mask: 0.5525, decode.d8.loss_dice: 0.8258, loss: 18.8047, grad_norm: 63.2917 +2023-11-06 23:06:42,822 - mmseg - INFO - Iter [66350/160000] lr: 5.853e-05, eta: 12:34:44, time: 0.451, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3604, decode.loss_mask: 0.5428, decode.loss_dice: 0.8168, decode.d0.loss_cls: 1.3842, decode.d0.loss_mask: 0.5808, decode.d0.loss_dice: 0.9219, decode.d1.loss_cls: 0.4486, decode.d1.loss_mask: 0.5654, decode.d1.loss_dice: 0.8827, decode.d2.loss_cls: 0.3973, decode.d2.loss_mask: 0.5535, decode.d2.loss_dice: 0.8483, decode.d3.loss_cls: 0.3767, decode.d3.loss_mask: 0.5437, decode.d3.loss_dice: 0.8307, decode.d4.loss_cls: 0.3706, decode.d4.loss_mask: 0.5446, decode.d4.loss_dice: 0.8287, decode.d5.loss_cls: 0.3555, decode.d5.loss_mask: 0.5464, decode.d5.loss_dice: 0.8291, decode.d6.loss_cls: 0.3633, decode.d6.loss_mask: 0.5427, decode.d6.loss_dice: 0.8192, decode.d7.loss_cls: 0.3553, decode.d7.loss_mask: 0.5446, decode.d7.loss_dice: 0.8220, decode.d8.loss_cls: 0.3556, decode.d8.loss_mask: 0.5452, decode.d8.loss_dice: 0.8228, loss: 18.6994, grad_norm: 66.9024 +2023-11-06 23:07:05,423 - mmseg - INFO - Iter [66400/160000] lr: 5.850e-05, eta: 12:34:17, time: 0.452, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3439, decode.loss_mask: 0.5430, decode.loss_dice: 0.8108, decode.d0.loss_cls: 1.3544, decode.d0.loss_mask: 0.5895, decode.d0.loss_dice: 0.9167, decode.d1.loss_cls: 0.4493, decode.d1.loss_mask: 0.5619, decode.d1.loss_dice: 0.8749, decode.d2.loss_cls: 0.3998, decode.d2.loss_mask: 0.5496, decode.d2.loss_dice: 0.8491, decode.d3.loss_cls: 0.3808, decode.d3.loss_mask: 0.5451, decode.d3.loss_dice: 0.8189, decode.d4.loss_cls: 0.3703, decode.d4.loss_mask: 0.5430, decode.d4.loss_dice: 0.8192, decode.d5.loss_cls: 0.3637, decode.d5.loss_mask: 0.5431, decode.d5.loss_dice: 0.8171, decode.d6.loss_cls: 0.3516, decode.d6.loss_mask: 0.5415, decode.d6.loss_dice: 0.8159, decode.d7.loss_cls: 0.3497, decode.d7.loss_mask: 0.5423, decode.d7.loss_dice: 0.8168, decode.d8.loss_cls: 0.3474, decode.d8.loss_mask: 0.5427, decode.d8.loss_dice: 0.8180, loss: 18.5698, grad_norm: 70.2009 +2023-11-06 23:07:28,262 - mmseg - INFO - Iter [66450/160000] lr: 5.847e-05, eta: 12:33:51, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3606, decode.loss_mask: 0.5204, decode.loss_dice: 0.7977, decode.d0.loss_cls: 1.3874, decode.d0.loss_mask: 0.5657, decode.d0.loss_dice: 0.9069, decode.d1.loss_cls: 0.4450, decode.d1.loss_mask: 0.5457, decode.d1.loss_dice: 0.8567, decode.d2.loss_cls: 0.3953, decode.d2.loss_mask: 0.5314, decode.d2.loss_dice: 0.8356, decode.d3.loss_cls: 0.3854, decode.d3.loss_mask: 0.5236, decode.d3.loss_dice: 0.8099, decode.d4.loss_cls: 0.3716, decode.d4.loss_mask: 0.5238, decode.d4.loss_dice: 0.8065, decode.d5.loss_cls: 0.3611, decode.d5.loss_mask: 0.5245, decode.d5.loss_dice: 0.8133, decode.d6.loss_cls: 0.3624, decode.d6.loss_mask: 0.5215, decode.d6.loss_dice: 0.8012, decode.d7.loss_cls: 0.3550, decode.d7.loss_mask: 0.5220, decode.d7.loss_dice: 0.8041, decode.d8.loss_cls: 0.3519, decode.d8.loss_mask: 0.5218, decode.d8.loss_dice: 0.8018, loss: 18.3101, grad_norm: 65.1446 +2023-11-06 23:07:50,962 - mmseg - INFO - Iter [66500/160000] lr: 5.844e-05, eta: 12:33:25, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3256, decode.loss_mask: 0.5637, decode.loss_dice: 0.8039, decode.d0.loss_cls: 1.3296, decode.d0.loss_mask: 0.6112, decode.d0.loss_dice: 0.8975, decode.d1.loss_cls: 0.4297, decode.d1.loss_mask: 0.5894, decode.d1.loss_dice: 0.8604, decode.d2.loss_cls: 0.3713, decode.d2.loss_mask: 0.5800, decode.d2.loss_dice: 0.8358, decode.d3.loss_cls: 0.3541, decode.d3.loss_mask: 0.5696, decode.d3.loss_dice: 0.8081, decode.d4.loss_cls: 0.3454, decode.d4.loss_mask: 0.5683, decode.d4.loss_dice: 0.8089, decode.d5.loss_cls: 0.3392, decode.d5.loss_mask: 0.5658, decode.d5.loss_dice: 0.8088, decode.d6.loss_cls: 0.3357, decode.d6.loss_mask: 0.5666, decode.d6.loss_dice: 0.8040, decode.d7.loss_cls: 0.3328, decode.d7.loss_mask: 0.5662, decode.d7.loss_dice: 0.8070, decode.d8.loss_cls: 0.3255, decode.d8.loss_mask: 0.5660, decode.d8.loss_dice: 0.8081, loss: 18.4782, grad_norm: 71.6339 +2023-11-06 23:08:13,800 - mmseg - INFO - Iter [66550/160000] lr: 5.841e-05, eta: 12:32:59, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3388, decode.loss_mask: 0.5615, decode.loss_dice: 0.8084, decode.d0.loss_cls: 1.3326, decode.d0.loss_mask: 0.6100, decode.d0.loss_dice: 0.8942, decode.d1.loss_cls: 0.4331, decode.d1.loss_mask: 0.5814, decode.d1.loss_dice: 0.8625, decode.d2.loss_cls: 0.3801, decode.d2.loss_mask: 0.5721, decode.d2.loss_dice: 0.8341, decode.d3.loss_cls: 0.3651, decode.d3.loss_mask: 0.5666, decode.d3.loss_dice: 0.8133, decode.d4.loss_cls: 0.3488, decode.d4.loss_mask: 0.5655, decode.d4.loss_dice: 0.8121, decode.d5.loss_cls: 0.3393, decode.d5.loss_mask: 0.5650, decode.d5.loss_dice: 0.8145, decode.d6.loss_cls: 0.3376, decode.d6.loss_mask: 0.5647, decode.d6.loss_dice: 0.8154, decode.d7.loss_cls: 0.3342, decode.d7.loss_mask: 0.5622, decode.d7.loss_dice: 0.8108, decode.d8.loss_cls: 0.3364, decode.d8.loss_mask: 0.5611, decode.d8.loss_dice: 0.8066, loss: 18.5278, grad_norm: 58.4284 +2023-11-06 23:08:36,489 - mmseg - INFO - Iter [66600/160000] lr: 5.838e-05, eta: 12:32:33, time: 0.456, data_time: 0.015, memory: 39436, decode.loss_cls: 0.3461, decode.loss_mask: 0.5437, decode.loss_dice: 0.8045, decode.d0.loss_cls: 1.3199, decode.d0.loss_mask: 0.5782, decode.d0.loss_dice: 0.8953, decode.d1.loss_cls: 0.4390, decode.d1.loss_mask: 0.5641, decode.d1.loss_dice: 0.8566, decode.d2.loss_cls: 0.3891, decode.d2.loss_mask: 0.5530, decode.d2.loss_dice: 0.8295, decode.d3.loss_cls: 0.3683, decode.d3.loss_mask: 0.5510, decode.d3.loss_dice: 0.8165, decode.d4.loss_cls: 0.3585, decode.d4.loss_mask: 0.5503, decode.d4.loss_dice: 0.8145, decode.d5.loss_cls: 0.3568, decode.d5.loss_mask: 0.5482, decode.d5.loss_dice: 0.8105, decode.d6.loss_cls: 0.3481, decode.d6.loss_mask: 0.5487, decode.d6.loss_dice: 0.8125, decode.d7.loss_cls: 0.3427, decode.d7.loss_mask: 0.5468, decode.d7.loss_dice: 0.8085, decode.d8.loss_cls: 0.3390, decode.d8.loss_mask: 0.5459, decode.d8.loss_dice: 0.8087, loss: 18.3944, grad_norm: 67.6283 +2023-11-06 23:08:59,134 - mmseg - INFO - Iter [66650/160000] lr: 5.834e-05, eta: 12:32:06, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3595, decode.loss_mask: 0.5532, decode.loss_dice: 0.8446, decode.d0.loss_cls: 1.3722, decode.d0.loss_mask: 0.6040, decode.d0.loss_dice: 0.9490, decode.d1.loss_cls: 0.4648, decode.d1.loss_mask: 0.5830, decode.d1.loss_dice: 0.9098, decode.d2.loss_cls: 0.4083, decode.d2.loss_mask: 0.5677, decode.d2.loss_dice: 0.8799, decode.d3.loss_cls: 0.3884, decode.d3.loss_mask: 0.5590, decode.d3.loss_dice: 0.8555, decode.d4.loss_cls: 0.3795, decode.d4.loss_mask: 0.5562, decode.d4.loss_dice: 0.8533, decode.d5.loss_cls: 0.3712, decode.d5.loss_mask: 0.5548, decode.d5.loss_dice: 0.8467, decode.d6.loss_cls: 0.3655, decode.d6.loss_mask: 0.5553, decode.d6.loss_dice: 0.8465, decode.d7.loss_cls: 0.3623, decode.d7.loss_mask: 0.5547, decode.d7.loss_dice: 0.8482, decode.d8.loss_cls: 0.3578, decode.d8.loss_mask: 0.5540, decode.d8.loss_dice: 0.8457, loss: 19.1508, grad_norm: 70.0102 +2023-11-06 23:09:21,758 - mmseg - INFO - Iter [66700/160000] lr: 5.831e-05, eta: 12:31:40, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3442, decode.loss_mask: 0.5576, decode.loss_dice: 0.8244, decode.d0.loss_cls: 1.3471, decode.d0.loss_mask: 0.6003, decode.d0.loss_dice: 0.9120, decode.d1.loss_cls: 0.4470, decode.d1.loss_mask: 0.5782, decode.d1.loss_dice: 0.8811, decode.d2.loss_cls: 0.3867, decode.d2.loss_mask: 0.5654, decode.d2.loss_dice: 0.8510, decode.d3.loss_cls: 0.3743, decode.d3.loss_mask: 0.5615, decode.d3.loss_dice: 0.8328, decode.d4.loss_cls: 0.3513, decode.d4.loss_mask: 0.5622, decode.d4.loss_dice: 0.8341, decode.d5.loss_cls: 0.3543, decode.d5.loss_mask: 0.5582, decode.d5.loss_dice: 0.8250, decode.d6.loss_cls: 0.3535, decode.d6.loss_mask: 0.5601, decode.d6.loss_dice: 0.8274, decode.d7.loss_cls: 0.3454, decode.d7.loss_mask: 0.5602, decode.d7.loss_dice: 0.8292, decode.d8.loss_cls: 0.3422, decode.d8.loss_mask: 0.5577, decode.d8.loss_dice: 0.8297, loss: 18.7544, grad_norm: 68.6098 +2023-11-06 23:09:44,398 - mmseg - INFO - Iter [66750/160000] lr: 5.828e-05, eta: 12:31:14, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3359, decode.loss_mask: 0.5573, decode.loss_dice: 0.8081, decode.d0.loss_cls: 1.3483, decode.d0.loss_mask: 0.6065, decode.d0.loss_dice: 0.8995, decode.d1.loss_cls: 0.4476, decode.d1.loss_mask: 0.5862, decode.d1.loss_dice: 0.8643, decode.d2.loss_cls: 0.3960, decode.d2.loss_mask: 0.5699, decode.d2.loss_dice: 0.8389, decode.d3.loss_cls: 0.3746, decode.d3.loss_mask: 0.5605, decode.d3.loss_dice: 0.8126, decode.d4.loss_cls: 0.3616, decode.d4.loss_mask: 0.5610, decode.d4.loss_dice: 0.8032, decode.d5.loss_cls: 0.3504, decode.d5.loss_mask: 0.5613, decode.d5.loss_dice: 0.8069, decode.d6.loss_cls: 0.3479, decode.d6.loss_mask: 0.5600, decode.d6.loss_dice: 0.8083, decode.d7.loss_cls: 0.3460, decode.d7.loss_mask: 0.5588, decode.d7.loss_dice: 0.8111, decode.d8.loss_cls: 0.3382, decode.d8.loss_mask: 0.5592, decode.d8.loss_dice: 0.8092, loss: 18.5894, grad_norm: 73.6843 +2023-11-06 23:10:06,967 - mmseg - INFO - Iter [66800/160000] lr: 5.825e-05, eta: 12:30:47, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3341, decode.loss_mask: 0.5677, decode.loss_dice: 0.8114, decode.d0.loss_cls: 1.3413, decode.d0.loss_mask: 0.6073, decode.d0.loss_dice: 0.9043, decode.d1.loss_cls: 0.4428, decode.d1.loss_mask: 0.5866, decode.d1.loss_dice: 0.8664, decode.d2.loss_cls: 0.3868, decode.d2.loss_mask: 0.5755, decode.d2.loss_dice: 0.8379, decode.d3.loss_cls: 0.3627, decode.d3.loss_mask: 0.5668, decode.d3.loss_dice: 0.8176, decode.d4.loss_cls: 0.3546, decode.d4.loss_mask: 0.5670, decode.d4.loss_dice: 0.8143, decode.d5.loss_cls: 0.3446, decode.d5.loss_mask: 0.5676, decode.d5.loss_dice: 0.8152, decode.d6.loss_cls: 0.3466, decode.d6.loss_mask: 0.5683, decode.d6.loss_dice: 0.8160, decode.d7.loss_cls: 0.3410, decode.d7.loss_mask: 0.5676, decode.d7.loss_dice: 0.8120, decode.d8.loss_cls: 0.3390, decode.d8.loss_mask: 0.5673, decode.d8.loss_dice: 0.8138, loss: 18.6442, grad_norm: 61.5376 +2023-11-06 23:10:29,689 - mmseg - INFO - Iter [66850/160000] lr: 5.822e-05, eta: 12:30:21, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3252, decode.loss_mask: 0.5613, decode.loss_dice: 0.8165, decode.d0.loss_cls: 1.3337, decode.d0.loss_mask: 0.6086, decode.d0.loss_dice: 0.9110, decode.d1.loss_cls: 0.4204, decode.d1.loss_mask: 0.5875, decode.d1.loss_dice: 0.8774, decode.d2.loss_cls: 0.3715, decode.d2.loss_mask: 0.5721, decode.d2.loss_dice: 0.8440, decode.d3.loss_cls: 0.3511, decode.d3.loss_mask: 0.5622, decode.d3.loss_dice: 0.8180, decode.d4.loss_cls: 0.3435, decode.d4.loss_mask: 0.5626, decode.d4.loss_dice: 0.8196, decode.d5.loss_cls: 0.3406, decode.d5.loss_mask: 0.5603, decode.d5.loss_dice: 0.8204, decode.d6.loss_cls: 0.3344, decode.d6.loss_mask: 0.5582, decode.d6.loss_dice: 0.8190, decode.d7.loss_cls: 0.3284, decode.d7.loss_mask: 0.5600, decode.d7.loss_dice: 0.8171, decode.d8.loss_cls: 0.3286, decode.d8.loss_mask: 0.5609, decode.d8.loss_dice: 0.8171, loss: 18.5310, grad_norm: 63.4249 +2023-11-06 23:10:52,346 - mmseg - INFO - Iter [66900/160000] lr: 5.819e-05, eta: 12:29:55, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3313, decode.loss_mask: 0.5492, decode.loss_dice: 0.7904, decode.d0.loss_cls: 1.3305, decode.d0.loss_mask: 0.5876, decode.d0.loss_dice: 0.8845, decode.d1.loss_cls: 0.4189, decode.d1.loss_mask: 0.5688, decode.d1.loss_dice: 0.8581, decode.d2.loss_cls: 0.3810, decode.d2.loss_mask: 0.5562, decode.d2.loss_dice: 0.8185, decode.d3.loss_cls: 0.3573, decode.d3.loss_mask: 0.5524, decode.d3.loss_dice: 0.7978, decode.d4.loss_cls: 0.3521, decode.d4.loss_mask: 0.5484, decode.d4.loss_dice: 0.7980, decode.d5.loss_cls: 0.3409, decode.d5.loss_mask: 0.5510, decode.d5.loss_dice: 0.7932, decode.d6.loss_cls: 0.3316, decode.d6.loss_mask: 0.5479, decode.d6.loss_dice: 0.7994, decode.d7.loss_cls: 0.3316, decode.d7.loss_mask: 0.5489, decode.d7.loss_dice: 0.7936, decode.d8.loss_cls: 0.3263, decode.d8.loss_mask: 0.5513, decode.d8.loss_dice: 0.7984, loss: 18.1953, grad_norm: 62.4363 +2023-11-06 23:11:17,308 - mmseg - INFO - Iter [66950/160000] lr: 5.816e-05, eta: 12:29:32, time: 0.499, data_time: 0.056, memory: 39436, decode.loss_cls: 0.3520, decode.loss_mask: 0.5817, decode.loss_dice: 0.8201, decode.d0.loss_cls: 1.3441, decode.d0.loss_mask: 0.6194, decode.d0.loss_dice: 0.9063, decode.d1.loss_cls: 0.4400, decode.d1.loss_mask: 0.6032, decode.d1.loss_dice: 0.8800, decode.d2.loss_cls: 0.4038, decode.d2.loss_mask: 0.5944, decode.d2.loss_dice: 0.8543, decode.d3.loss_cls: 0.3743, decode.d3.loss_mask: 0.5888, decode.d3.loss_dice: 0.8336, decode.d4.loss_cls: 0.3636, decode.d4.loss_mask: 0.5847, decode.d4.loss_dice: 0.8298, decode.d5.loss_cls: 0.3560, decode.d5.loss_mask: 0.5844, decode.d5.loss_dice: 0.8293, decode.d6.loss_cls: 0.3573, decode.d6.loss_mask: 0.5838, decode.d6.loss_dice: 0.8271, decode.d7.loss_cls: 0.3508, decode.d7.loss_mask: 0.5847, decode.d7.loss_dice: 0.8259, decode.d8.loss_cls: 0.3462, decode.d8.loss_mask: 0.5826, decode.d8.loss_dice: 0.8249, loss: 19.0272, grad_norm: 70.9127 +2023-11-06 23:11:40,188 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 23:11:40,189 - mmseg - INFO - Iter [67000/160000] lr: 5.813e-05, eta: 12:29:06, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3218, decode.loss_mask: 0.5494, decode.loss_dice: 0.8128, decode.d0.loss_cls: 1.3297, decode.d0.loss_mask: 0.5988, decode.d0.loss_dice: 0.8955, decode.d1.loss_cls: 0.4220, decode.d1.loss_mask: 0.5746, decode.d1.loss_dice: 0.8649, decode.d2.loss_cls: 0.3760, decode.d2.loss_mask: 0.5570, decode.d2.loss_dice: 0.8401, decode.d3.loss_cls: 0.3486, decode.d3.loss_mask: 0.5512, decode.d3.loss_dice: 0.8230, decode.d4.loss_cls: 0.3362, decode.d4.loss_mask: 0.5540, decode.d4.loss_dice: 0.8180, decode.d5.loss_cls: 0.3342, decode.d5.loss_mask: 0.5517, decode.d5.loss_dice: 0.8165, decode.d6.loss_cls: 0.3299, decode.d6.loss_mask: 0.5521, decode.d6.loss_dice: 0.8110, decode.d7.loss_cls: 0.3269, decode.d7.loss_mask: 0.5502, decode.d7.loss_dice: 0.8080, decode.d8.loss_cls: 0.3233, decode.d8.loss_mask: 0.5506, decode.d8.loss_dice: 0.8109, loss: 18.3388, grad_norm: 70.6052 +2023-11-06 23:12:02,611 - mmseg - INFO - Iter [67050/160000] lr: 5.809e-05, eta: 12:28:39, time: 0.448, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3188, decode.loss_mask: 0.5652, decode.loss_dice: 0.7942, decode.d0.loss_cls: 1.3087, decode.d0.loss_mask: 0.6138, decode.d0.loss_dice: 0.8779, decode.d1.loss_cls: 0.4148, decode.d1.loss_mask: 0.5926, decode.d1.loss_dice: 0.8475, decode.d2.loss_cls: 0.3596, decode.d2.loss_mask: 0.5768, decode.d2.loss_dice: 0.8217, decode.d3.loss_cls: 0.3482, decode.d3.loss_mask: 0.5687, decode.d3.loss_dice: 0.7988, decode.d4.loss_cls: 0.3345, decode.d4.loss_mask: 0.5678, decode.d4.loss_dice: 0.7953, decode.d5.loss_cls: 0.3291, decode.d5.loss_mask: 0.5680, decode.d5.loss_dice: 0.7969, decode.d6.loss_cls: 0.3289, decode.d6.loss_mask: 0.5665, decode.d6.loss_dice: 0.7889, decode.d7.loss_cls: 0.3248, decode.d7.loss_mask: 0.5677, decode.d7.loss_dice: 0.7914, decode.d8.loss_cls: 0.3222, decode.d8.loss_mask: 0.5666, decode.d8.loss_dice: 0.7952, loss: 18.2509, grad_norm: 63.4249 +2023-11-06 23:12:25,198 - mmseg - INFO - Iter [67100/160000] lr: 5.806e-05, eta: 12:28:13, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3513, decode.loss_mask: 0.5219, decode.loss_dice: 0.8038, decode.d0.loss_cls: 1.3506, decode.d0.loss_mask: 0.5633, decode.d0.loss_dice: 0.9048, decode.d1.loss_cls: 0.4521, decode.d1.loss_mask: 0.5434, decode.d1.loss_dice: 0.8525, decode.d2.loss_cls: 0.3997, decode.d2.loss_mask: 0.5299, decode.d2.loss_dice: 0.8348, decode.d3.loss_cls: 0.3747, decode.d3.loss_mask: 0.5266, decode.d3.loss_dice: 0.8140, decode.d4.loss_cls: 0.3592, decode.d4.loss_mask: 0.5221, decode.d4.loss_dice: 0.8115, decode.d5.loss_cls: 0.3577, decode.d5.loss_mask: 0.5227, decode.d5.loss_dice: 0.8043, decode.d6.loss_cls: 0.3544, decode.d6.loss_mask: 0.5226, decode.d6.loss_dice: 0.8050, decode.d7.loss_cls: 0.3510, decode.d7.loss_mask: 0.5216, decode.d7.loss_dice: 0.8053, decode.d8.loss_cls: 0.3502, decode.d8.loss_mask: 0.5215, decode.d8.loss_dice: 0.8086, loss: 18.2411, grad_norm: 58.3170 +2023-11-06 23:12:47,793 - mmseg - INFO - Iter [67150/160000] lr: 5.803e-05, eta: 12:27:46, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3261, decode.loss_mask: 0.5350, decode.loss_dice: 0.8091, decode.d0.loss_cls: 1.3110, decode.d0.loss_mask: 0.5746, decode.d0.loss_dice: 0.8974, decode.d1.loss_cls: 0.4208, decode.d1.loss_mask: 0.5564, decode.d1.loss_dice: 0.8639, decode.d2.loss_cls: 0.3684, decode.d2.loss_mask: 0.5479, decode.d2.loss_dice: 0.8361, decode.d3.loss_cls: 0.3569, decode.d3.loss_mask: 0.5377, decode.d3.loss_dice: 0.8154, decode.d4.loss_cls: 0.3378, decode.d4.loss_mask: 0.5404, decode.d4.loss_dice: 0.8191, decode.d5.loss_cls: 0.3301, decode.d5.loss_mask: 0.5395, decode.d5.loss_dice: 0.8138, decode.d6.loss_cls: 0.3304, decode.d6.loss_mask: 0.5355, decode.d6.loss_dice: 0.8120, decode.d7.loss_cls: 0.3258, decode.d7.loss_mask: 0.5364, decode.d7.loss_dice: 0.8094, decode.d8.loss_cls: 0.3272, decode.d8.loss_mask: 0.5369, decode.d8.loss_dice: 0.8116, loss: 18.1623, grad_norm: 61.8298 +2023-11-06 23:13:10,422 - mmseg - INFO - Iter [67200/160000] lr: 5.800e-05, eta: 12:27:20, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3262, decode.loss_mask: 0.5518, decode.loss_dice: 0.7971, decode.d0.loss_cls: 1.2926, decode.d0.loss_mask: 0.5925, decode.d0.loss_dice: 0.8926, decode.d1.loss_cls: 0.4118, decode.d1.loss_mask: 0.5717, decode.d1.loss_dice: 0.8541, decode.d2.loss_cls: 0.3655, decode.d2.loss_mask: 0.5623, decode.d2.loss_dice: 0.8335, decode.d3.loss_cls: 0.3521, decode.d3.loss_mask: 0.5542, decode.d3.loss_dice: 0.8043, decode.d4.loss_cls: 0.3360, decode.d4.loss_mask: 0.5550, decode.d4.loss_dice: 0.8104, decode.d5.loss_cls: 0.3272, decode.d5.loss_mask: 0.5551, decode.d5.loss_dice: 0.8079, decode.d6.loss_cls: 0.3303, decode.d6.loss_mask: 0.5542, decode.d6.loss_dice: 0.7969, decode.d7.loss_cls: 0.3210, decode.d7.loss_mask: 0.5521, decode.d7.loss_dice: 0.8067, decode.d8.loss_cls: 0.3258, decode.d8.loss_mask: 0.5512, decode.d8.loss_dice: 0.8041, loss: 18.1963, grad_norm: 60.7947 +2023-11-06 23:13:32,911 - mmseg - INFO - Iter [67250/160000] lr: 5.797e-05, eta: 12:26:54, time: 0.451, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3323, decode.loss_mask: 0.5616, decode.loss_dice: 0.8081, decode.d0.loss_cls: 1.3181, decode.d0.loss_mask: 0.6010, decode.d0.loss_dice: 0.8961, decode.d1.loss_cls: 0.4279, decode.d1.loss_mask: 0.5813, decode.d1.loss_dice: 0.8599, decode.d2.loss_cls: 0.3801, decode.d2.loss_mask: 0.5742, decode.d2.loss_dice: 0.8347, decode.d3.loss_cls: 0.3647, decode.d3.loss_mask: 0.5639, decode.d3.loss_dice: 0.8156, decode.d4.loss_cls: 0.3532, decode.d4.loss_mask: 0.5630, decode.d4.loss_dice: 0.8129, decode.d5.loss_cls: 0.3453, decode.d5.loss_mask: 0.5627, decode.d5.loss_dice: 0.8159, decode.d6.loss_cls: 0.3450, decode.d6.loss_mask: 0.5614, decode.d6.loss_dice: 0.8094, decode.d7.loss_cls: 0.3366, decode.d7.loss_mask: 0.5611, decode.d7.loss_dice: 0.8094, decode.d8.loss_cls: 0.3356, decode.d8.loss_mask: 0.5601, decode.d8.loss_dice: 0.8131, loss: 18.5041, grad_norm: 62.0458 +2023-11-06 23:13:55,528 - mmseg - INFO - Iter [67300/160000] lr: 5.794e-05, eta: 12:26:27, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3297, decode.loss_mask: 0.5414, decode.loss_dice: 0.7829, decode.d0.loss_cls: 1.3629, decode.d0.loss_mask: 0.5851, decode.d0.loss_dice: 0.8838, decode.d1.loss_cls: 0.4284, decode.d1.loss_mask: 0.5630, decode.d1.loss_dice: 0.8454, decode.d2.loss_cls: 0.3851, decode.d2.loss_mask: 0.5537, decode.d2.loss_dice: 0.8167, decode.d3.loss_cls: 0.3654, decode.d3.loss_mask: 0.5434, decode.d3.loss_dice: 0.7918, decode.d4.loss_cls: 0.3520, decode.d4.loss_mask: 0.5453, decode.d4.loss_dice: 0.7919, decode.d5.loss_cls: 0.3420, decode.d5.loss_mask: 0.5423, decode.d5.loss_dice: 0.7901, decode.d6.loss_cls: 0.3376, decode.d6.loss_mask: 0.5387, decode.d6.loss_dice: 0.7910, decode.d7.loss_cls: 0.3267, decode.d7.loss_mask: 0.5388, decode.d7.loss_dice: 0.7842, decode.d8.loss_cls: 0.3280, decode.d8.loss_mask: 0.5381, decode.d8.loss_dice: 0.7873, loss: 18.1127, grad_norm: 65.2992 +2023-11-06 23:14:18,056 - mmseg - INFO - Iter [67350/160000] lr: 5.791e-05, eta: 12:26:01, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3311, decode.loss_mask: 0.5507, decode.loss_dice: 0.8005, decode.d0.loss_cls: 1.3282, decode.d0.loss_mask: 0.5930, decode.d0.loss_dice: 0.8946, decode.d1.loss_cls: 0.4219, decode.d1.loss_mask: 0.5795, decode.d1.loss_dice: 0.8505, decode.d2.loss_cls: 0.3715, decode.d2.loss_mask: 0.5644, decode.d2.loss_dice: 0.8272, decode.d3.loss_cls: 0.3580, decode.d3.loss_mask: 0.5562, decode.d3.loss_dice: 0.8032, decode.d4.loss_cls: 0.3467, decode.d4.loss_mask: 0.5530, decode.d4.loss_dice: 0.8023, decode.d5.loss_cls: 0.3372, decode.d5.loss_mask: 0.5517, decode.d5.loss_dice: 0.8027, decode.d6.loss_cls: 0.3383, decode.d6.loss_mask: 0.5502, decode.d6.loss_dice: 0.7999, decode.d7.loss_cls: 0.3277, decode.d7.loss_mask: 0.5517, decode.d7.loss_dice: 0.8006, decode.d8.loss_cls: 0.3283, decode.d8.loss_mask: 0.5519, decode.d8.loss_dice: 0.8053, loss: 18.2781, grad_norm: 66.9348 +2023-11-06 23:14:40,914 - mmseg - INFO - Iter [67400/160000] lr: 5.788e-05, eta: 12:25:35, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3307, decode.loss_mask: 0.5323, decode.loss_dice: 0.8201, decode.d0.loss_cls: 1.3671, decode.d0.loss_mask: 0.5774, decode.d0.loss_dice: 0.9208, decode.d1.loss_cls: 0.4323, decode.d1.loss_mask: 0.5587, decode.d1.loss_dice: 0.8855, decode.d2.loss_cls: 0.3816, decode.d2.loss_mask: 0.5426, decode.d2.loss_dice: 0.8488, decode.d3.loss_cls: 0.3581, decode.d3.loss_mask: 0.5378, decode.d3.loss_dice: 0.8269, decode.d4.loss_cls: 0.3497, decode.d4.loss_mask: 0.5347, decode.d4.loss_dice: 0.8240, decode.d5.loss_cls: 0.3414, decode.d5.loss_mask: 0.5330, decode.d5.loss_dice: 0.8250, decode.d6.loss_cls: 0.3421, decode.d6.loss_mask: 0.5324, decode.d6.loss_dice: 0.8184, decode.d7.loss_cls: 0.3386, decode.d7.loss_mask: 0.5305, decode.d7.loss_dice: 0.8144, decode.d8.loss_cls: 0.3313, decode.d8.loss_mask: 0.5335, decode.d8.loss_dice: 0.8189, loss: 18.3889, grad_norm: 58.7744 +2023-11-06 23:15:03,609 - mmseg - INFO - Iter [67450/160000] lr: 5.784e-05, eta: 12:25:09, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3373, decode.loss_mask: 0.5474, decode.loss_dice: 0.8158, decode.d0.loss_cls: 1.3783, decode.d0.loss_mask: 0.5838, decode.d0.loss_dice: 0.9177, decode.d1.loss_cls: 0.4342, decode.d1.loss_mask: 0.5715, decode.d1.loss_dice: 0.8768, decode.d2.loss_cls: 0.3814, decode.d2.loss_mask: 0.5558, decode.d2.loss_dice: 0.8535, decode.d3.loss_cls: 0.3634, decode.d3.loss_mask: 0.5509, decode.d3.loss_dice: 0.8361, decode.d4.loss_cls: 0.3533, decode.d4.loss_mask: 0.5498, decode.d4.loss_dice: 0.8304, decode.d5.loss_cls: 0.3444, decode.d5.loss_mask: 0.5501, decode.d5.loss_dice: 0.8304, decode.d6.loss_cls: 0.3431, decode.d6.loss_mask: 0.5488, decode.d6.loss_dice: 0.8257, decode.d7.loss_cls: 0.3362, decode.d7.loss_mask: 0.5473, decode.d7.loss_dice: 0.8244, decode.d8.loss_cls: 0.3345, decode.d8.loss_mask: 0.5474, decode.d8.loss_dice: 0.8166, loss: 18.5863, grad_norm: 65.8674 +2023-11-06 23:15:26,458 - mmseg - INFO - Iter [67500/160000] lr: 5.781e-05, eta: 12:24:43, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3455, decode.loss_mask: 0.5413, decode.loss_dice: 0.8094, decode.d0.loss_cls: 1.3424, decode.d0.loss_mask: 0.5818, decode.d0.loss_dice: 0.9000, decode.d1.loss_cls: 0.4348, decode.d1.loss_mask: 0.5622, decode.d1.loss_dice: 0.8660, decode.d2.loss_cls: 0.3918, decode.d2.loss_mask: 0.5498, decode.d2.loss_dice: 0.8327, decode.d3.loss_cls: 0.3737, decode.d3.loss_mask: 0.5464, decode.d3.loss_dice: 0.8221, decode.d4.loss_cls: 0.3600, decode.d4.loss_mask: 0.5455, decode.d4.loss_dice: 0.8170, decode.d5.loss_cls: 0.3511, decode.d5.loss_mask: 0.5425, decode.d5.loss_dice: 0.8188, decode.d6.loss_cls: 0.3485, decode.d6.loss_mask: 0.5417, decode.d6.loss_dice: 0.8109, decode.d7.loss_cls: 0.3521, decode.d7.loss_mask: 0.5396, decode.d7.loss_dice: 0.8073, decode.d8.loss_cls: 0.3446, decode.d8.loss_mask: 0.5425, decode.d8.loss_dice: 0.8062, loss: 18.4282, grad_norm: 64.7512 +2023-11-06 23:15:49,820 - mmseg - INFO - Iter [67550/160000] lr: 5.778e-05, eta: 12:24:18, time: 0.467, data_time: 0.011, memory: 39436, decode.loss_cls: 0.3573, decode.loss_mask: 0.5505, decode.loss_dice: 0.8365, decode.d0.loss_cls: 1.3709, decode.d0.loss_mask: 0.5927, decode.d0.loss_dice: 0.9328, decode.d1.loss_cls: 0.4598, decode.d1.loss_mask: 0.5719, decode.d1.loss_dice: 0.8893, decode.d2.loss_cls: 0.4063, decode.d2.loss_mask: 0.5571, decode.d2.loss_dice: 0.8613, decode.d3.loss_cls: 0.3870, decode.d3.loss_mask: 0.5496, decode.d3.loss_dice: 0.8393, decode.d4.loss_cls: 0.3741, decode.d4.loss_mask: 0.5533, decode.d4.loss_dice: 0.8400, decode.d5.loss_cls: 0.3691, decode.d5.loss_mask: 0.5495, decode.d5.loss_dice: 0.8401, decode.d6.loss_cls: 0.3656, decode.d6.loss_mask: 0.5484, decode.d6.loss_dice: 0.8345, decode.d7.loss_cls: 0.3619, decode.d7.loss_mask: 0.5514, decode.d7.loss_dice: 0.8365, decode.d8.loss_cls: 0.3600, decode.d8.loss_mask: 0.5513, decode.d8.loss_dice: 0.8354, loss: 18.9336, grad_norm: 59.1915 +2023-11-06 23:16:12,874 - mmseg - INFO - Iter [67600/160000] lr: 5.775e-05, eta: 12:23:52, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3571, decode.loss_mask: 0.5534, decode.loss_dice: 0.8316, decode.d0.loss_cls: 1.3575, decode.d0.loss_mask: 0.5945, decode.d0.loss_dice: 0.9092, decode.d1.loss_cls: 0.4458, decode.d1.loss_mask: 0.5722, decode.d1.loss_dice: 0.8721, decode.d2.loss_cls: 0.4010, decode.d2.loss_mask: 0.5627, decode.d2.loss_dice: 0.8562, decode.d3.loss_cls: 0.3875, decode.d3.loss_mask: 0.5567, decode.d3.loss_dice: 0.8331, decode.d4.loss_cls: 0.3693, decode.d4.loss_mask: 0.5575, decode.d4.loss_dice: 0.8343, decode.d5.loss_cls: 0.3635, decode.d5.loss_mask: 0.5565, decode.d5.loss_dice: 0.8331, decode.d6.loss_cls: 0.3618, decode.d6.loss_mask: 0.5547, decode.d6.loss_dice: 0.8281, decode.d7.loss_cls: 0.3577, decode.d7.loss_mask: 0.5547, decode.d7.loss_dice: 0.8290, decode.d8.loss_cls: 0.3600, decode.d8.loss_mask: 0.5531, decode.d8.loss_dice: 0.8266, loss: 18.8308, grad_norm: 62.6625 +2023-11-06 23:16:35,473 - mmseg - INFO - Iter [67650/160000] lr: 5.772e-05, eta: 12:23:26, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3372, decode.loss_mask: 0.5493, decode.loss_dice: 0.7928, decode.d0.loss_cls: 1.3304, decode.d0.loss_mask: 0.6005, decode.d0.loss_dice: 0.8900, decode.d1.loss_cls: 0.4210, decode.d1.loss_mask: 0.5793, decode.d1.loss_dice: 0.8485, decode.d2.loss_cls: 0.3812, decode.d2.loss_mask: 0.5648, decode.d2.loss_dice: 0.8208, decode.d3.loss_cls: 0.3652, decode.d3.loss_mask: 0.5549, decode.d3.loss_dice: 0.8000, decode.d4.loss_cls: 0.3471, decode.d4.loss_mask: 0.5570, decode.d4.loss_dice: 0.8030, decode.d5.loss_cls: 0.3398, decode.d5.loss_mask: 0.5545, decode.d5.loss_dice: 0.8042, decode.d6.loss_cls: 0.3314, decode.d6.loss_mask: 0.5546, decode.d6.loss_dice: 0.7975, decode.d7.loss_cls: 0.3338, decode.d7.loss_mask: 0.5521, decode.d7.loss_dice: 0.7999, decode.d8.loss_cls: 0.3320, decode.d8.loss_mask: 0.5514, decode.d8.loss_dice: 0.7947, loss: 18.2887, grad_norm: 62.8238 +2023-11-06 23:16:58,341 - mmseg - INFO - Iter [67700/160000] lr: 5.769e-05, eta: 12:23:00, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3216, decode.loss_mask: 0.5516, decode.loss_dice: 0.7866, decode.d0.loss_cls: 1.3052, decode.d0.loss_mask: 0.5864, decode.d0.loss_dice: 0.8731, decode.d1.loss_cls: 0.4213, decode.d1.loss_mask: 0.5683, decode.d1.loss_dice: 0.8401, decode.d2.loss_cls: 0.3621, decode.d2.loss_mask: 0.5603, decode.d2.loss_dice: 0.8124, decode.d3.loss_cls: 0.3506, decode.d3.loss_mask: 0.5514, decode.d3.loss_dice: 0.7946, decode.d4.loss_cls: 0.3391, decode.d4.loss_mask: 0.5499, decode.d4.loss_dice: 0.7961, decode.d5.loss_cls: 0.3306, decode.d5.loss_mask: 0.5482, decode.d5.loss_dice: 0.7904, decode.d6.loss_cls: 0.3231, decode.d6.loss_mask: 0.5505, decode.d6.loss_dice: 0.7911, decode.d7.loss_cls: 0.3209, decode.d7.loss_mask: 0.5489, decode.d7.loss_dice: 0.7871, decode.d8.loss_cls: 0.3217, decode.d8.loss_mask: 0.5484, decode.d8.loss_dice: 0.7866, loss: 18.0179, grad_norm: 60.6062 +2023-11-06 23:17:21,097 - mmseg - INFO - Iter [67750/160000] lr: 5.766e-05, eta: 12:22:34, time: 0.455, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3197, decode.loss_mask: 0.5299, decode.loss_dice: 0.7982, decode.d0.loss_cls: 1.3649, decode.d0.loss_mask: 0.5683, decode.d0.loss_dice: 0.8953, decode.d1.loss_cls: 0.4187, decode.d1.loss_mask: 0.5534, decode.d1.loss_dice: 0.8558, decode.d2.loss_cls: 0.3698, decode.d2.loss_mask: 0.5431, decode.d2.loss_dice: 0.8279, decode.d3.loss_cls: 0.3474, decode.d3.loss_mask: 0.5346, decode.d3.loss_dice: 0.8083, decode.d4.loss_cls: 0.3365, decode.d4.loss_mask: 0.5324, decode.d4.loss_dice: 0.8082, decode.d5.loss_cls: 0.3267, decode.d5.loss_mask: 0.5328, decode.d5.loss_dice: 0.8082, decode.d6.loss_cls: 0.3219, decode.d6.loss_mask: 0.5316, decode.d6.loss_dice: 0.7979, decode.d7.loss_cls: 0.3181, decode.d7.loss_mask: 0.5299, decode.d7.loss_dice: 0.8005, decode.d8.loss_cls: 0.3189, decode.d8.loss_mask: 0.5294, decode.d8.loss_dice: 0.8010, loss: 18.0292, grad_norm: 64.7732 +2023-11-06 23:17:43,941 - mmseg - INFO - Iter [67800/160000] lr: 5.763e-05, eta: 12:22:08, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3252, decode.loss_mask: 0.5572, decode.loss_dice: 0.8175, decode.d0.loss_cls: 1.3364, decode.d0.loss_mask: 0.5960, decode.d0.loss_dice: 0.9019, decode.d1.loss_cls: 0.4173, decode.d1.loss_mask: 0.5756, decode.d1.loss_dice: 0.8666, decode.d2.loss_cls: 0.3636, decode.d2.loss_mask: 0.5657, decode.d2.loss_dice: 0.8427, decode.d3.loss_cls: 0.3552, decode.d3.loss_mask: 0.5603, decode.d3.loss_dice: 0.8225, decode.d4.loss_cls: 0.3419, decode.d4.loss_mask: 0.5585, decode.d4.loss_dice: 0.8200, decode.d5.loss_cls: 0.3313, decode.d5.loss_mask: 0.5582, decode.d5.loss_dice: 0.8206, decode.d6.loss_cls: 0.3334, decode.d6.loss_mask: 0.5593, decode.d6.loss_dice: 0.8179, decode.d7.loss_cls: 0.3325, decode.d7.loss_mask: 0.5595, decode.d7.loss_dice: 0.8162, decode.d8.loss_cls: 0.3309, decode.d8.loss_mask: 0.5580, decode.d8.loss_dice: 0.8188, loss: 18.4610, grad_norm: 65.4026 +2023-11-06 23:18:06,886 - mmseg - INFO - Iter [67850/160000] lr: 5.759e-05, eta: 12:21:42, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3212, decode.loss_mask: 0.5424, decode.loss_dice: 0.8037, decode.d0.loss_cls: 1.3374, decode.d0.loss_mask: 0.5875, decode.d0.loss_dice: 0.9075, decode.d1.loss_cls: 0.4215, decode.d1.loss_mask: 0.5635, decode.d1.loss_dice: 0.8678, decode.d2.loss_cls: 0.3836, decode.d2.loss_mask: 0.5514, decode.d2.loss_dice: 0.8372, decode.d3.loss_cls: 0.3572, decode.d3.loss_mask: 0.5434, decode.d3.loss_dice: 0.8129, decode.d4.loss_cls: 0.3414, decode.d4.loss_mask: 0.5445, decode.d4.loss_dice: 0.8089, decode.d5.loss_cls: 0.3373, decode.d5.loss_mask: 0.5411, decode.d5.loss_dice: 0.8117, decode.d6.loss_cls: 0.3314, decode.d6.loss_mask: 0.5417, decode.d6.loss_dice: 0.8096, decode.d7.loss_cls: 0.3273, decode.d7.loss_mask: 0.5423, decode.d7.loss_dice: 0.8084, decode.d8.loss_cls: 0.3285, decode.d8.loss_mask: 0.5409, decode.d8.loss_dice: 0.8086, loss: 18.2617, grad_norm: 69.8807 +2023-11-06 23:18:29,847 - mmseg - INFO - Iter [67900/160000] lr: 5.756e-05, eta: 12:21:16, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3379, decode.loss_mask: 0.5495, decode.loss_dice: 0.8010, decode.d0.loss_cls: 1.3460, decode.d0.loss_mask: 0.5958, decode.d0.loss_dice: 0.9069, decode.d1.loss_cls: 0.4439, decode.d1.loss_mask: 0.5753, decode.d1.loss_dice: 0.8694, decode.d2.loss_cls: 0.3874, decode.d2.loss_mask: 0.5579, decode.d2.loss_dice: 0.8345, decode.d3.loss_cls: 0.3662, decode.d3.loss_mask: 0.5558, decode.d3.loss_dice: 0.8174, decode.d4.loss_cls: 0.3587, decode.d4.loss_mask: 0.5551, decode.d4.loss_dice: 0.8101, decode.d5.loss_cls: 0.3541, decode.d5.loss_mask: 0.5530, decode.d5.loss_dice: 0.8126, decode.d6.loss_cls: 0.3520, decode.d6.loss_mask: 0.5504, decode.d6.loss_dice: 0.8070, decode.d7.loss_cls: 0.3423, decode.d7.loss_mask: 0.5500, decode.d7.loss_dice: 0.8081, decode.d8.loss_cls: 0.3390, decode.d8.loss_mask: 0.5501, decode.d8.loss_dice: 0.8113, loss: 18.4985, grad_norm: 63.8101 +2023-11-06 23:18:52,356 - mmseg - INFO - Iter [67950/160000] lr: 5.753e-05, eta: 12:20:50, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3438, decode.loss_mask: 0.5274, decode.loss_dice: 0.7908, decode.d0.loss_cls: 1.3536, decode.d0.loss_mask: 0.5740, decode.d0.loss_dice: 0.8841, decode.d1.loss_cls: 0.4372, decode.d1.loss_mask: 0.5506, decode.d1.loss_dice: 0.8520, decode.d2.loss_cls: 0.3884, decode.d2.loss_mask: 0.5385, decode.d2.loss_dice: 0.8207, decode.d3.loss_cls: 0.3643, decode.d3.loss_mask: 0.5319, decode.d3.loss_dice: 0.8006, decode.d4.loss_cls: 0.3514, decode.d4.loss_mask: 0.5314, decode.d4.loss_dice: 0.8008, decode.d5.loss_cls: 0.3499, decode.d5.loss_mask: 0.5323, decode.d5.loss_dice: 0.7971, decode.d6.loss_cls: 0.3510, decode.d6.loss_mask: 0.5277, decode.d6.loss_dice: 0.7959, decode.d7.loss_cls: 0.3452, decode.d7.loss_mask: 0.5278, decode.d7.loss_dice: 0.7996, decode.d8.loss_cls: 0.3474, decode.d8.loss_mask: 0.5279, decode.d8.loss_dice: 0.7933, loss: 18.1366, grad_norm: 61.3276 +2023-11-06 23:19:14,913 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 23:19:14,913 - mmseg - INFO - Iter [68000/160000] lr: 5.750e-05, eta: 12:20:24, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3550, decode.loss_mask: 0.5619, decode.loss_dice: 0.8338, decode.d0.loss_cls: 1.3615, decode.d0.loss_mask: 0.6067, decode.d0.loss_dice: 0.9310, decode.d1.loss_cls: 0.4556, decode.d1.loss_mask: 0.5861, decode.d1.loss_dice: 0.8833, decode.d2.loss_cls: 0.4009, decode.d2.loss_mask: 0.5690, decode.d2.loss_dice: 0.8564, decode.d3.loss_cls: 0.3845, decode.d3.loss_mask: 0.5646, decode.d3.loss_dice: 0.8344, decode.d4.loss_cls: 0.3646, decode.d4.loss_mask: 0.5650, decode.d4.loss_dice: 0.8406, decode.d5.loss_cls: 0.3610, decode.d5.loss_mask: 0.5624, decode.d5.loss_dice: 0.8405, decode.d6.loss_cls: 0.3629, decode.d6.loss_mask: 0.5644, decode.d6.loss_dice: 0.8289, decode.d7.loss_cls: 0.3619, decode.d7.loss_mask: 0.5633, decode.d7.loss_dice: 0.8260, decode.d8.loss_cls: 0.3566, decode.d8.loss_mask: 0.5631, decode.d8.loss_dice: 0.8333, loss: 18.9789, grad_norm: 63.0103 +2023-11-06 23:19:37,584 - mmseg - INFO - Iter [68050/160000] lr: 5.747e-05, eta: 12:19:58, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3331, decode.loss_mask: 0.5786, decode.loss_dice: 0.8440, decode.d0.loss_cls: 1.3259, decode.d0.loss_mask: 0.6306, decode.d0.loss_dice: 0.9456, decode.d1.loss_cls: 0.4356, decode.d1.loss_mask: 0.6004, decode.d1.loss_dice: 0.9064, decode.d2.loss_cls: 0.3846, decode.d2.loss_mask: 0.5858, decode.d2.loss_dice: 0.8737, decode.d3.loss_cls: 0.3584, decode.d3.loss_mask: 0.5807, decode.d3.loss_dice: 0.8505, decode.d4.loss_cls: 0.3460, decode.d4.loss_mask: 0.5812, decode.d4.loss_dice: 0.8546, decode.d5.loss_cls: 0.3457, decode.d5.loss_mask: 0.5773, decode.d5.loss_dice: 0.8494, decode.d6.loss_cls: 0.3414, decode.d6.loss_mask: 0.5764, decode.d6.loss_dice: 0.8452, decode.d7.loss_cls: 0.3390, decode.d7.loss_mask: 0.5757, decode.d7.loss_dice: 0.8472, decode.d8.loss_cls: 0.3366, decode.d8.loss_mask: 0.5761, decode.d8.loss_dice: 0.8487, loss: 19.0742, grad_norm: 65.2340 +2023-11-06 23:20:00,165 - mmseg - INFO - Iter [68100/160000] lr: 5.744e-05, eta: 12:19:31, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3225, decode.loss_mask: 0.5481, decode.loss_dice: 0.7949, decode.d0.loss_cls: 1.3265, decode.d0.loss_mask: 0.5853, decode.d0.loss_dice: 0.8899, decode.d1.loss_cls: 0.4291, decode.d1.loss_mask: 0.5704, decode.d1.loss_dice: 0.8533, decode.d2.loss_cls: 0.3738, decode.d2.loss_mask: 0.5551, decode.d2.loss_dice: 0.8267, decode.d3.loss_cls: 0.3568, decode.d3.loss_mask: 0.5498, decode.d3.loss_dice: 0.8014, decode.d4.loss_cls: 0.3423, decode.d4.loss_mask: 0.5521, decode.d4.loss_dice: 0.8062, decode.d5.loss_cls: 0.3337, decode.d5.loss_mask: 0.5481, decode.d5.loss_dice: 0.8072, decode.d6.loss_cls: 0.3305, decode.d6.loss_mask: 0.5485, decode.d6.loss_dice: 0.7969, decode.d7.loss_cls: 0.3334, decode.d7.loss_mask: 0.5470, decode.d7.loss_dice: 0.8006, decode.d8.loss_cls: 0.3264, decode.d8.loss_mask: 0.5486, decode.d8.loss_dice: 0.8006, loss: 18.2055, grad_norm: 63.5308 +2023-11-06 23:20:22,884 - mmseg - INFO - Iter [68150/160000] lr: 5.741e-05, eta: 12:19:05, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3335, decode.loss_mask: 0.5661, decode.loss_dice: 0.8191, decode.d0.loss_cls: 1.3120, decode.d0.loss_mask: 0.6090, decode.d0.loss_dice: 0.9070, decode.d1.loss_cls: 0.4191, decode.d1.loss_mask: 0.5861, decode.d1.loss_dice: 0.8764, decode.d2.loss_cls: 0.3699, decode.d2.loss_mask: 0.5748, decode.d2.loss_dice: 0.8474, decode.d3.loss_cls: 0.3563, decode.d3.loss_mask: 0.5697, decode.d3.loss_dice: 0.8329, decode.d4.loss_cls: 0.3448, decode.d4.loss_mask: 0.5700, decode.d4.loss_dice: 0.8338, decode.d5.loss_cls: 0.3361, decode.d5.loss_mask: 0.5671, decode.d5.loss_dice: 0.8300, decode.d6.loss_cls: 0.3349, decode.d6.loss_mask: 0.5666, decode.d6.loss_dice: 0.8192, decode.d7.loss_cls: 0.3412, decode.d7.loss_mask: 0.5643, decode.d7.loss_dice: 0.8160, decode.d8.loss_cls: 0.3311, decode.d8.loss_mask: 0.5651, decode.d8.loss_dice: 0.8213, loss: 18.6207, grad_norm: 66.0218 +2023-11-06 23:20:45,538 - mmseg - INFO - Iter [68200/160000] lr: 5.738e-05, eta: 12:18:39, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3373, decode.loss_mask: 0.5454, decode.loss_dice: 0.7918, decode.d0.loss_cls: 1.3379, decode.d0.loss_mask: 0.5795, decode.d0.loss_dice: 0.8871, decode.d1.loss_cls: 0.4288, decode.d1.loss_mask: 0.5674, decode.d1.loss_dice: 0.8528, decode.d2.loss_cls: 0.3792, decode.d2.loss_mask: 0.5568, decode.d2.loss_dice: 0.8286, decode.d3.loss_cls: 0.3618, decode.d3.loss_mask: 0.5470, decode.d3.loss_dice: 0.8074, decode.d4.loss_cls: 0.3519, decode.d4.loss_mask: 0.5444, decode.d4.loss_dice: 0.8040, decode.d5.loss_cls: 0.3397, decode.d5.loss_mask: 0.5459, decode.d5.loss_dice: 0.8076, decode.d6.loss_cls: 0.3352, decode.d6.loss_mask: 0.5462, decode.d6.loss_dice: 0.8046, decode.d7.loss_cls: 0.3379, decode.d7.loss_mask: 0.5476, decode.d7.loss_dice: 0.8018, decode.d8.loss_cls: 0.3368, decode.d8.loss_mask: 0.5442, decode.d8.loss_dice: 0.7969, loss: 18.2535, grad_norm: 66.8847 +2023-11-06 23:21:10,662 - mmseg - INFO - Iter [68250/160000] lr: 5.734e-05, eta: 12:18:16, time: 0.502, data_time: 0.058, memory: 39436, decode.loss_cls: 0.3349, decode.loss_mask: 0.5312, decode.loss_dice: 0.8153, decode.d0.loss_cls: 1.3446, decode.d0.loss_mask: 0.5735, decode.d0.loss_dice: 0.9112, decode.d1.loss_cls: 0.4362, decode.d1.loss_mask: 0.5539, decode.d1.loss_dice: 0.8690, decode.d2.loss_cls: 0.3763, decode.d2.loss_mask: 0.5479, decode.d2.loss_dice: 0.8382, decode.d3.loss_cls: 0.3614, decode.d3.loss_mask: 0.5362, decode.d3.loss_dice: 0.8248, decode.d4.loss_cls: 0.3488, decode.d4.loss_mask: 0.5382, decode.d4.loss_dice: 0.8223, decode.d5.loss_cls: 0.3404, decode.d5.loss_mask: 0.5368, decode.d5.loss_dice: 0.8224, decode.d6.loss_cls: 0.3340, decode.d6.loss_mask: 0.5344, decode.d6.loss_dice: 0.8204, decode.d7.loss_cls: 0.3314, decode.d7.loss_mask: 0.5356, decode.d7.loss_dice: 0.8174, decode.d8.loss_cls: 0.3304, decode.d8.loss_mask: 0.5327, decode.d8.loss_dice: 0.8220, loss: 18.3218, grad_norm: 66.0509 +2023-11-06 23:21:33,164 - mmseg - INFO - Iter [68300/160000] lr: 5.731e-05, eta: 12:17:50, time: 0.450, data_time: 0.011, memory: 39436, decode.loss_cls: 0.3241, decode.loss_mask: 0.5510, decode.loss_dice: 0.8018, decode.d0.loss_cls: 1.3400, decode.d0.loss_mask: 0.5863, decode.d0.loss_dice: 0.9018, decode.d1.loss_cls: 0.4216, decode.d1.loss_mask: 0.5735, decode.d1.loss_dice: 0.8617, decode.d2.loss_cls: 0.3749, decode.d2.loss_mask: 0.5652, decode.d2.loss_dice: 0.8354, decode.d3.loss_cls: 0.3568, decode.d3.loss_mask: 0.5527, decode.d3.loss_dice: 0.8093, decode.d4.loss_cls: 0.3452, decode.d4.loss_mask: 0.5524, decode.d4.loss_dice: 0.8040, decode.d5.loss_cls: 0.3367, decode.d5.loss_mask: 0.5540, decode.d5.loss_dice: 0.8071, decode.d6.loss_cls: 0.3332, decode.d6.loss_mask: 0.5478, decode.d6.loss_dice: 0.7999, decode.d7.loss_cls: 0.3286, decode.d7.loss_mask: 0.5505, decode.d7.loss_dice: 0.7972, decode.d8.loss_cls: 0.3305, decode.d8.loss_mask: 0.5478, decode.d8.loss_dice: 0.8041, loss: 18.2950, grad_norm: 64.2187 +2023-11-06 23:21:55,707 - mmseg - INFO - Iter [68350/160000] lr: 5.728e-05, eta: 12:17:24, time: 0.451, data_time: 0.011, memory: 39436, decode.loss_cls: 0.3149, decode.loss_mask: 0.5399, decode.loss_dice: 0.8010, decode.d0.loss_cls: 1.3064, decode.d0.loss_mask: 0.5766, decode.d0.loss_dice: 0.8833, decode.d1.loss_cls: 0.4138, decode.d1.loss_mask: 0.5630, decode.d1.loss_dice: 0.8523, decode.d2.loss_cls: 0.3653, decode.d2.loss_mask: 0.5465, decode.d2.loss_dice: 0.8303, decode.d3.loss_cls: 0.3377, decode.d3.loss_mask: 0.5440, decode.d3.loss_dice: 0.8096, decode.d4.loss_cls: 0.3254, decode.d4.loss_mask: 0.5419, decode.d4.loss_dice: 0.8064, decode.d5.loss_cls: 0.3227, decode.d5.loss_mask: 0.5413, decode.d5.loss_dice: 0.8000, decode.d6.loss_cls: 0.3148, decode.d6.loss_mask: 0.5408, decode.d6.loss_dice: 0.8008, decode.d7.loss_cls: 0.3169, decode.d7.loss_mask: 0.5386, decode.d7.loss_dice: 0.8010, decode.d8.loss_cls: 0.3151, decode.d8.loss_mask: 0.5374, decode.d8.loss_dice: 0.8063, loss: 17.9938, grad_norm: 65.3544 +2023-11-06 23:22:18,422 - mmseg - INFO - Iter [68400/160000] lr: 5.725e-05, eta: 12:16:58, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3266, decode.loss_mask: 0.5227, decode.loss_dice: 0.7980, decode.d0.loss_cls: 1.3340, decode.d0.loss_mask: 0.5639, decode.d0.loss_dice: 0.9019, decode.d1.loss_cls: 0.4351, decode.d1.loss_mask: 0.5469, decode.d1.loss_dice: 0.8588, decode.d2.loss_cls: 0.3788, decode.d2.loss_mask: 0.5375, decode.d2.loss_dice: 0.8341, decode.d3.loss_cls: 0.3523, decode.d3.loss_mask: 0.5325, decode.d3.loss_dice: 0.8094, decode.d4.loss_cls: 0.3406, decode.d4.loss_mask: 0.5305, decode.d4.loss_dice: 0.8122, decode.d5.loss_cls: 0.3380, decode.d5.loss_mask: 0.5263, decode.d5.loss_dice: 0.8115, decode.d6.loss_cls: 0.3318, decode.d6.loss_mask: 0.5256, decode.d6.loss_dice: 0.8031, decode.d7.loss_cls: 0.3303, decode.d7.loss_mask: 0.5245, decode.d7.loss_dice: 0.7991, decode.d8.loss_cls: 0.3250, decode.d8.loss_mask: 0.5237, decode.d8.loss_dice: 0.8057, loss: 18.0603, grad_norm: 63.6462 +2023-11-06 23:22:41,173 - mmseg - INFO - Iter [68450/160000] lr: 5.722e-05, eta: 12:16:32, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3109, decode.loss_mask: 0.5256, decode.loss_dice: 0.7756, decode.d0.loss_cls: 1.3398, decode.d0.loss_mask: 0.5589, decode.d0.loss_dice: 0.8666, decode.d1.loss_cls: 0.4140, decode.d1.loss_mask: 0.5455, decode.d1.loss_dice: 0.8364, decode.d2.loss_cls: 0.3643, decode.d2.loss_mask: 0.5315, decode.d2.loss_dice: 0.8079, decode.d3.loss_cls: 0.3406, decode.d3.loss_mask: 0.5270, decode.d3.loss_dice: 0.7879, decode.d4.loss_cls: 0.3269, decode.d4.loss_mask: 0.5270, decode.d4.loss_dice: 0.7884, decode.d5.loss_cls: 0.3255, decode.d5.loss_mask: 0.5248, decode.d5.loss_dice: 0.7840, decode.d6.loss_cls: 0.3220, decode.d6.loss_mask: 0.5239, decode.d6.loss_dice: 0.7764, decode.d7.loss_cls: 0.3177, decode.d7.loss_mask: 0.5269, decode.d7.loss_dice: 0.7759, decode.d8.loss_cls: 0.3156, decode.d8.loss_mask: 0.5252, decode.d8.loss_dice: 0.7758, loss: 17.6684, grad_norm: 59.3655 +2023-11-06 23:23:03,693 - mmseg - INFO - Iter [68500/160000] lr: 5.719e-05, eta: 12:16:05, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3350, decode.loss_mask: 0.5615, decode.loss_dice: 0.8173, decode.d0.loss_cls: 1.3351, decode.d0.loss_mask: 0.6085, decode.d0.loss_dice: 0.9254, decode.d1.loss_cls: 0.4356, decode.d1.loss_mask: 0.5860, decode.d1.loss_dice: 0.8781, decode.d2.loss_cls: 0.3853, decode.d2.loss_mask: 0.5720, decode.d2.loss_dice: 0.8538, decode.d3.loss_cls: 0.3638, decode.d3.loss_mask: 0.5657, decode.d3.loss_dice: 0.8269, decode.d4.loss_cls: 0.3463, decode.d4.loss_mask: 0.5662, decode.d4.loss_dice: 0.8281, decode.d5.loss_cls: 0.3421, decode.d5.loss_mask: 0.5646, decode.d5.loss_dice: 0.8271, decode.d6.loss_cls: 0.3407, decode.d6.loss_mask: 0.5617, decode.d6.loss_dice: 0.8181, decode.d7.loss_cls: 0.3353, decode.d7.loss_mask: 0.5639, decode.d7.loss_dice: 0.8243, decode.d8.loss_cls: 0.3342, decode.d8.loss_mask: 0.5611, decode.d8.loss_dice: 0.8210, loss: 18.6847, grad_norm: 65.2699 +2023-11-06 23:23:26,474 - mmseg - INFO - Iter [68550/160000] lr: 5.716e-05, eta: 12:15:39, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3178, decode.loss_mask: 0.5345, decode.loss_dice: 0.7996, decode.d0.loss_cls: 1.3593, decode.d0.loss_mask: 0.5719, decode.d0.loss_dice: 0.8843, decode.d1.loss_cls: 0.4223, decode.d1.loss_mask: 0.5590, decode.d1.loss_dice: 0.8509, decode.d2.loss_cls: 0.3675, decode.d2.loss_mask: 0.5429, decode.d2.loss_dice: 0.8231, decode.d3.loss_cls: 0.3535, decode.d3.loss_mask: 0.5389, decode.d3.loss_dice: 0.8010, decode.d4.loss_cls: 0.3370, decode.d4.loss_mask: 0.5382, decode.d4.loss_dice: 0.8023, decode.d5.loss_cls: 0.3301, decode.d5.loss_mask: 0.5375, decode.d5.loss_dice: 0.8037, decode.d6.loss_cls: 0.3250, decode.d6.loss_mask: 0.5334, decode.d6.loss_dice: 0.7966, decode.d7.loss_cls: 0.3204, decode.d7.loss_mask: 0.5337, decode.d7.loss_dice: 0.8018, decode.d8.loss_cls: 0.3161, decode.d8.loss_mask: 0.5337, decode.d8.loss_dice: 0.8010, loss: 18.0372, grad_norm: 64.4756 +2023-11-06 23:23:49,472 - mmseg - INFO - Iter [68600/160000] lr: 5.713e-05, eta: 12:15:14, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3427, decode.loss_mask: 0.5406, decode.loss_dice: 0.8219, decode.d0.loss_cls: 1.3816, decode.d0.loss_mask: 0.5802, decode.d0.loss_dice: 0.9176, decode.d1.loss_cls: 0.4455, decode.d1.loss_mask: 0.5610, decode.d1.loss_dice: 0.8749, decode.d2.loss_cls: 0.4051, decode.d2.loss_mask: 0.5450, decode.d2.loss_dice: 0.8469, decode.d3.loss_cls: 0.3715, decode.d3.loss_mask: 0.5428, decode.d3.loss_dice: 0.8258, decode.d4.loss_cls: 0.3562, decode.d4.loss_mask: 0.5438, decode.d4.loss_dice: 0.8271, decode.d5.loss_cls: 0.3486, decode.d5.loss_mask: 0.5406, decode.d5.loss_dice: 0.8248, decode.d6.loss_cls: 0.3449, decode.d6.loss_mask: 0.5401, decode.d6.loss_dice: 0.8220, decode.d7.loss_cls: 0.3391, decode.d7.loss_mask: 0.5401, decode.d7.loss_dice: 0.8225, decode.d8.loss_cls: 0.3406, decode.d8.loss_mask: 0.5398, decode.d8.loss_dice: 0.8229, loss: 18.5563, grad_norm: 65.1365 +2023-11-06 23:24:12,113 - mmseg - INFO - Iter [68650/160000] lr: 5.709e-05, eta: 12:14:48, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3279, decode.loss_mask: 0.5427, decode.loss_dice: 0.7955, decode.d0.loss_cls: 1.3699, decode.d0.loss_mask: 0.5808, decode.d0.loss_dice: 0.8872, decode.d1.loss_cls: 0.4299, decode.d1.loss_mask: 0.5654, decode.d1.loss_dice: 0.8442, decode.d2.loss_cls: 0.3758, decode.d2.loss_mask: 0.5515, decode.d2.loss_dice: 0.8234, decode.d3.loss_cls: 0.3587, decode.d3.loss_mask: 0.5447, decode.d3.loss_dice: 0.8031, decode.d4.loss_cls: 0.3442, decode.d4.loss_mask: 0.5444, decode.d4.loss_dice: 0.7990, decode.d5.loss_cls: 0.3368, decode.d5.loss_mask: 0.5460, decode.d5.loss_dice: 0.8009, decode.d6.loss_cls: 0.3376, decode.d6.loss_mask: 0.5441, decode.d6.loss_dice: 0.7935, decode.d7.loss_cls: 0.3332, decode.d7.loss_mask: 0.5445, decode.d7.loss_dice: 0.7968, decode.d8.loss_cls: 0.3322, decode.d8.loss_mask: 0.5436, decode.d8.loss_dice: 0.7913, loss: 18.1889, grad_norm: 62.7878 +2023-11-06 23:24:34,725 - mmseg - INFO - Iter [68700/160000] lr: 5.706e-05, eta: 12:14:22, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3433, decode.loss_mask: 0.5425, decode.loss_dice: 0.7864, decode.d0.loss_cls: 1.3376, decode.d0.loss_mask: 0.5847, decode.d0.loss_dice: 0.8861, decode.d1.loss_cls: 0.4365, decode.d1.loss_mask: 0.5705, decode.d1.loss_dice: 0.8497, decode.d2.loss_cls: 0.3851, decode.d2.loss_mask: 0.5558, decode.d2.loss_dice: 0.8138, decode.d3.loss_cls: 0.3664, decode.d3.loss_mask: 0.5465, decode.d3.loss_dice: 0.7961, decode.d4.loss_cls: 0.3603, decode.d4.loss_mask: 0.5438, decode.d4.loss_dice: 0.7908, decode.d5.loss_cls: 0.3519, decode.d5.loss_mask: 0.5439, decode.d5.loss_dice: 0.7897, decode.d6.loss_cls: 0.3504, decode.d6.loss_mask: 0.5434, decode.d6.loss_dice: 0.7874, decode.d7.loss_cls: 0.3442, decode.d7.loss_mask: 0.5442, decode.d7.loss_dice: 0.7885, decode.d8.loss_cls: 0.3454, decode.d8.loss_mask: 0.5422, decode.d8.loss_dice: 0.7884, loss: 18.2155, grad_norm: 61.2547 +2023-11-06 23:24:57,328 - mmseg - INFO - Iter [68750/160000] lr: 5.703e-05, eta: 12:13:55, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3067, decode.loss_mask: 0.5291, decode.loss_dice: 0.7915, decode.d0.loss_cls: 1.3158, decode.d0.loss_mask: 0.5668, decode.d0.loss_dice: 0.8790, decode.d1.loss_cls: 0.4039, decode.d1.loss_mask: 0.5494, decode.d1.loss_dice: 0.8421, decode.d2.loss_cls: 0.3526, decode.d2.loss_mask: 0.5343, decode.d2.loss_dice: 0.8116, decode.d3.loss_cls: 0.3345, decode.d3.loss_mask: 0.5324, decode.d3.loss_dice: 0.7969, decode.d4.loss_cls: 0.3268, decode.d4.loss_mask: 0.5329, decode.d4.loss_dice: 0.7949, decode.d5.loss_cls: 0.3177, decode.d5.loss_mask: 0.5327, decode.d5.loss_dice: 0.7925, decode.d6.loss_cls: 0.3168, decode.d6.loss_mask: 0.5337, decode.d6.loss_dice: 0.7865, decode.d7.loss_cls: 0.3113, decode.d7.loss_mask: 0.5327, decode.d7.loss_dice: 0.7853, decode.d8.loss_cls: 0.3105, decode.d8.loss_mask: 0.5308, decode.d8.loss_dice: 0.7932, loss: 17.7451, grad_norm: 64.7605 +2023-11-06 23:25:19,886 - mmseg - INFO - Iter [68800/160000] lr: 5.700e-05, eta: 12:13:29, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3149, decode.loss_mask: 0.5132, decode.loss_dice: 0.7693, decode.d0.loss_cls: 1.3187, decode.d0.loss_mask: 0.5617, decode.d0.loss_dice: 0.8737, decode.d1.loss_cls: 0.4051, decode.d1.loss_mask: 0.5402, decode.d1.loss_dice: 0.8369, decode.d2.loss_cls: 0.3635, decode.d2.loss_mask: 0.5268, decode.d2.loss_dice: 0.7971, decode.d3.loss_cls: 0.3459, decode.d3.loss_mask: 0.5212, decode.d3.loss_dice: 0.7877, decode.d4.loss_cls: 0.3298, decode.d4.loss_mask: 0.5201, decode.d4.loss_dice: 0.7819, decode.d5.loss_cls: 0.3305, decode.d5.loss_mask: 0.5171, decode.d5.loss_dice: 0.7802, decode.d6.loss_cls: 0.3190, decode.d6.loss_mask: 0.5169, decode.d6.loss_dice: 0.7749, decode.d7.loss_cls: 0.3157, decode.d7.loss_mask: 0.5179, decode.d7.loss_dice: 0.7762, decode.d8.loss_cls: 0.3148, decode.d8.loss_mask: 0.5148, decode.d8.loss_dice: 0.7738, loss: 17.5595, grad_norm: 60.4267 +2023-11-06 23:25:42,556 - mmseg - INFO - Iter [68850/160000] lr: 5.697e-05, eta: 12:13:03, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3509, decode.loss_mask: 0.5668, decode.loss_dice: 0.8164, decode.d0.loss_cls: 1.3435, decode.d0.loss_mask: 0.6140, decode.d0.loss_dice: 0.9139, decode.d1.loss_cls: 0.4457, decode.d1.loss_mask: 0.5900, decode.d1.loss_dice: 0.8775, decode.d2.loss_cls: 0.4000, decode.d2.loss_mask: 0.5745, decode.d2.loss_dice: 0.8437, decode.d3.loss_cls: 0.3770, decode.d3.loss_mask: 0.5679, decode.d3.loss_dice: 0.8275, decode.d4.loss_cls: 0.3669, decode.d4.loss_mask: 0.5674, decode.d4.loss_dice: 0.8224, decode.d5.loss_cls: 0.3616, decode.d5.loss_mask: 0.5657, decode.d5.loss_dice: 0.8228, decode.d6.loss_cls: 0.3530, decode.d6.loss_mask: 0.5709, decode.d6.loss_dice: 0.8200, decode.d7.loss_cls: 0.3547, decode.d7.loss_mask: 0.5696, decode.d7.loss_dice: 0.8177, decode.d8.loss_cls: 0.3537, decode.d8.loss_mask: 0.5674, decode.d8.loss_dice: 0.8174, loss: 18.8403, grad_norm: 71.8355 +2023-11-06 23:26:05,179 - mmseg - INFO - Iter [68900/160000] lr: 5.694e-05, eta: 12:12:37, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3305, decode.loss_mask: 0.5704, decode.loss_dice: 0.8044, decode.d0.loss_cls: 1.3267, decode.d0.loss_mask: 0.6098, decode.d0.loss_dice: 0.8996, decode.d1.loss_cls: 0.4217, decode.d1.loss_mask: 0.5960, decode.d1.loss_dice: 0.8650, decode.d2.loss_cls: 0.3758, decode.d2.loss_mask: 0.5776, decode.d2.loss_dice: 0.8326, decode.d3.loss_cls: 0.3610, decode.d3.loss_mask: 0.5727, decode.d3.loss_dice: 0.8137, decode.d4.loss_cls: 0.3446, decode.d4.loss_mask: 0.5730, decode.d4.loss_dice: 0.8144, decode.d5.loss_cls: 0.3374, decode.d5.loss_mask: 0.5737, decode.d5.loss_dice: 0.8127, decode.d6.loss_cls: 0.3393, decode.d6.loss_mask: 0.5724, decode.d6.loss_dice: 0.8005, decode.d7.loss_cls: 0.3303, decode.d7.loss_mask: 0.5716, decode.d7.loss_dice: 0.8045, decode.d8.loss_cls: 0.3337, decode.d8.loss_mask: 0.5711, decode.d8.loss_dice: 0.8050, loss: 18.5416, grad_norm: 69.8691 +2023-11-06 23:26:27,847 - mmseg - INFO - Iter [68950/160000] lr: 5.691e-05, eta: 12:12:11, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3379, decode.loss_mask: 0.5523, decode.loss_dice: 0.8599, decode.d0.loss_cls: 1.3615, decode.d0.loss_mask: 0.5932, decode.d0.loss_dice: 0.9462, decode.d1.loss_cls: 0.4398, decode.d1.loss_mask: 0.5755, decode.d1.loss_dice: 0.9166, decode.d2.loss_cls: 0.3830, decode.d2.loss_mask: 0.5606, decode.d2.loss_dice: 0.8831, decode.d3.loss_cls: 0.3675, decode.d3.loss_mask: 0.5584, decode.d3.loss_dice: 0.8633, decode.d4.loss_cls: 0.3466, decode.d4.loss_mask: 0.5567, decode.d4.loss_dice: 0.8627, decode.d5.loss_cls: 0.3437, decode.d5.loss_mask: 0.5554, decode.d5.loss_dice: 0.8617, decode.d6.loss_cls: 0.3408, decode.d6.loss_mask: 0.5527, decode.d6.loss_dice: 0.8564, decode.d7.loss_cls: 0.3367, decode.d7.loss_mask: 0.5522, decode.d7.loss_dice: 0.8584, decode.d8.loss_cls: 0.3401, decode.d8.loss_mask: 0.5512, decode.d8.loss_dice: 0.8561, loss: 18.9705, grad_norm: 63.8983 +2023-11-06 23:26:50,694 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 23:26:50,694 - mmseg - INFO - Iter [69000/160000] lr: 5.688e-05, eta: 12:11:45, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3179, decode.loss_mask: 0.5314, decode.loss_dice: 0.7993, decode.d0.loss_cls: 1.3114, decode.d0.loss_mask: 0.5662, decode.d0.loss_dice: 0.8867, decode.d1.loss_cls: 0.4060, decode.d1.loss_mask: 0.5526, decode.d1.loss_dice: 0.8551, decode.d2.loss_cls: 0.3641, decode.d2.loss_mask: 0.5404, decode.d2.loss_dice: 0.8274, decode.d3.loss_cls: 0.3465, decode.d3.loss_mask: 0.5345, decode.d3.loss_dice: 0.8055, decode.d4.loss_cls: 0.3320, decode.d4.loss_mask: 0.5300, decode.d4.loss_dice: 0.8056, decode.d5.loss_cls: 0.3292, decode.d5.loss_mask: 0.5306, decode.d5.loss_dice: 0.8066, decode.d6.loss_cls: 0.3213, decode.d6.loss_mask: 0.5304, decode.d6.loss_dice: 0.8011, decode.d7.loss_cls: 0.3157, decode.d7.loss_mask: 0.5307, decode.d7.loss_dice: 0.8021, decode.d8.loss_cls: 0.3167, decode.d8.loss_mask: 0.5316, decode.d8.loss_dice: 0.7975, loss: 17.9258, grad_norm: 62.7898 +2023-11-06 23:27:13,297 - mmseg - INFO - Iter [69050/160000] lr: 5.684e-05, eta: 12:11:19, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3385, decode.loss_mask: 0.5483, decode.loss_dice: 0.8158, decode.d0.loss_cls: 1.3379, decode.d0.loss_mask: 0.5973, decode.d0.loss_dice: 0.9084, decode.d1.loss_cls: 0.4207, decode.d1.loss_mask: 0.5768, decode.d1.loss_dice: 0.8806, decode.d2.loss_cls: 0.3798, decode.d2.loss_mask: 0.5627, decode.d2.loss_dice: 0.8442, decode.d3.loss_cls: 0.3661, decode.d3.loss_mask: 0.5548, decode.d3.loss_dice: 0.8214, decode.d4.loss_cls: 0.3537, decode.d4.loss_mask: 0.5509, decode.d4.loss_dice: 0.8197, decode.d5.loss_cls: 0.3465, decode.d5.loss_mask: 0.5530, decode.d5.loss_dice: 0.8249, decode.d6.loss_cls: 0.3380, decode.d6.loss_mask: 0.5527, decode.d6.loss_dice: 0.8178, decode.d7.loss_cls: 0.3385, decode.d7.loss_mask: 0.5507, decode.d7.loss_dice: 0.8183, decode.d8.loss_cls: 0.3338, decode.d8.loss_mask: 0.5508, decode.d8.loss_dice: 0.8161, loss: 18.5189, grad_norm: 65.8387 +2023-11-06 23:27:35,750 - mmseg - INFO - Iter [69100/160000] lr: 5.681e-05, eta: 12:10:53, time: 0.449, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3324, decode.loss_mask: 0.5487, decode.loss_dice: 0.8186, decode.d0.loss_cls: 1.3153, decode.d0.loss_mask: 0.5909, decode.d0.loss_dice: 0.9185, decode.d1.loss_cls: 0.4282, decode.d1.loss_mask: 0.5647, decode.d1.loss_dice: 0.8666, decode.d2.loss_cls: 0.3802, decode.d2.loss_mask: 0.5571, decode.d2.loss_dice: 0.8377, decode.d3.loss_cls: 0.3555, decode.d3.loss_mask: 0.5508, decode.d3.loss_dice: 0.8247, decode.d4.loss_cls: 0.3499, decode.d4.loss_mask: 0.5499, decode.d4.loss_dice: 0.8212, decode.d5.loss_cls: 0.3427, decode.d5.loss_mask: 0.5483, decode.d5.loss_dice: 0.8261, decode.d6.loss_cls: 0.3358, decode.d6.loss_mask: 0.5493, decode.d6.loss_dice: 0.8208, decode.d7.loss_cls: 0.3313, decode.d7.loss_mask: 0.5492, decode.d7.loss_dice: 0.8176, decode.d8.loss_cls: 0.3286, decode.d8.loss_mask: 0.5494, decode.d8.loss_dice: 0.8183, loss: 18.4283, grad_norm: 69.3912 +2023-11-06 23:27:58,237 - mmseg - INFO - Iter [69150/160000] lr: 5.678e-05, eta: 12:10:26, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3291, decode.loss_mask: 0.5352, decode.loss_dice: 0.7833, decode.d0.loss_cls: 1.3118, decode.d0.loss_mask: 0.5790, decode.d0.loss_dice: 0.8733, decode.d1.loss_cls: 0.4206, decode.d1.loss_mask: 0.5599, decode.d1.loss_dice: 0.8397, decode.d2.loss_cls: 0.3742, decode.d2.loss_mask: 0.5472, decode.d2.loss_dice: 0.8116, decode.d3.loss_cls: 0.3500, decode.d3.loss_mask: 0.5373, decode.d3.loss_dice: 0.7975, decode.d4.loss_cls: 0.3361, decode.d4.loss_mask: 0.5372, decode.d4.loss_dice: 0.7975, decode.d5.loss_cls: 0.3286, decode.d5.loss_mask: 0.5387, decode.d5.loss_dice: 0.7946, decode.d6.loss_cls: 0.3324, decode.d6.loss_mask: 0.5363, decode.d6.loss_dice: 0.7840, decode.d7.loss_cls: 0.3252, decode.d7.loss_mask: 0.5386, decode.d7.loss_dice: 0.7911, decode.d8.loss_cls: 0.3242, decode.d8.loss_mask: 0.5383, decode.d8.loss_dice: 0.7888, loss: 17.9410, grad_norm: 64.7089 +2023-11-06 23:28:20,973 - mmseg - INFO - Iter [69200/160000] lr: 5.675e-05, eta: 12:10:00, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3286, decode.loss_mask: 0.5412, decode.loss_dice: 0.8176, decode.d0.loss_cls: 1.3281, decode.d0.loss_mask: 0.5871, decode.d0.loss_dice: 0.9006, decode.d1.loss_cls: 0.4241, decode.d1.loss_mask: 0.5594, decode.d1.loss_dice: 0.8657, decode.d2.loss_cls: 0.3746, decode.d2.loss_mask: 0.5481, decode.d2.loss_dice: 0.8394, decode.d3.loss_cls: 0.3544, decode.d3.loss_mask: 0.5431, decode.d3.loss_dice: 0.8262, decode.d4.loss_cls: 0.3425, decode.d4.loss_mask: 0.5460, decode.d4.loss_dice: 0.8256, decode.d5.loss_cls: 0.3347, decode.d5.loss_mask: 0.5444, decode.d5.loss_dice: 0.8251, decode.d6.loss_cls: 0.3310, decode.d6.loss_mask: 0.5438, decode.d6.loss_dice: 0.8228, decode.d7.loss_cls: 0.3256, decode.d7.loss_mask: 0.5452, decode.d7.loss_dice: 0.8214, decode.d8.loss_cls: 0.3283, decode.d8.loss_mask: 0.5417, decode.d8.loss_dice: 0.8172, loss: 18.3336, grad_norm: 58.6180 +2023-11-06 23:28:43,447 - mmseg - INFO - Iter [69250/160000] lr: 5.672e-05, eta: 12:09:34, time: 0.449, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3443, decode.loss_mask: 0.5498, decode.loss_dice: 0.8023, decode.d0.loss_cls: 1.3489, decode.d0.loss_mask: 0.5967, decode.d0.loss_dice: 0.8930, decode.d1.loss_cls: 0.4389, decode.d1.loss_mask: 0.5742, decode.d1.loss_dice: 0.8572, decode.d2.loss_cls: 0.3969, decode.d2.loss_mask: 0.5585, decode.d2.loss_dice: 0.8226, decode.d3.loss_cls: 0.3729, decode.d3.loss_mask: 0.5539, decode.d3.loss_dice: 0.8120, decode.d4.loss_cls: 0.3612, decode.d4.loss_mask: 0.5514, decode.d4.loss_dice: 0.8122, decode.d5.loss_cls: 0.3537, decode.d5.loss_mask: 0.5488, decode.d5.loss_dice: 0.8106, decode.d6.loss_cls: 0.3539, decode.d6.loss_mask: 0.5489, decode.d6.loss_dice: 0.8057, decode.d7.loss_cls: 0.3476, decode.d7.loss_mask: 0.5466, decode.d7.loss_dice: 0.8064, decode.d8.loss_cls: 0.3462, decode.d8.loss_mask: 0.5491, decode.d8.loss_dice: 0.8052, loss: 18.4696, grad_norm: 62.4589 +2023-11-06 23:29:06,106 - mmseg - INFO - Iter [69300/160000] lr: 5.669e-05, eta: 12:09:08, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3223, decode.loss_mask: 0.5558, decode.loss_dice: 0.8183, decode.d0.loss_cls: 1.3035, decode.d0.loss_mask: 0.5904, decode.d0.loss_dice: 0.9068, decode.d1.loss_cls: 0.4180, decode.d1.loss_mask: 0.5746, decode.d1.loss_dice: 0.8734, decode.d2.loss_cls: 0.3759, decode.d2.loss_mask: 0.5604, decode.d2.loss_dice: 0.8410, decode.d3.loss_cls: 0.3560, decode.d3.loss_mask: 0.5516, decode.d3.loss_dice: 0.8226, decode.d4.loss_cls: 0.3425, decode.d4.loss_mask: 0.5548, decode.d4.loss_dice: 0.8215, decode.d5.loss_cls: 0.3370, decode.d5.loss_mask: 0.5560, decode.d5.loss_dice: 0.8220, decode.d6.loss_cls: 0.3329, decode.d6.loss_mask: 0.5548, decode.d6.loss_dice: 0.8173, decode.d7.loss_cls: 0.3297, decode.d7.loss_mask: 0.5539, decode.d7.loss_dice: 0.8176, decode.d8.loss_cls: 0.3276, decode.d8.loss_mask: 0.5566, decode.d8.loss_dice: 0.8158, loss: 18.4104, grad_norm: 63.0985 +2023-11-06 23:29:28,569 - mmseg - INFO - Iter [69350/160000] lr: 5.666e-05, eta: 12:08:42, time: 0.449, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3223, decode.loss_mask: 0.5477, decode.loss_dice: 0.8103, decode.d0.loss_cls: 1.3218, decode.d0.loss_mask: 0.5920, decode.d0.loss_dice: 0.9002, decode.d1.loss_cls: 0.4159, decode.d1.loss_mask: 0.5750, decode.d1.loss_dice: 0.8563, decode.d2.loss_cls: 0.3722, decode.d2.loss_mask: 0.5619, decode.d2.loss_dice: 0.8348, decode.d3.loss_cls: 0.3538, decode.d3.loss_mask: 0.5569, decode.d3.loss_dice: 0.8189, decode.d4.loss_cls: 0.3471, decode.d4.loss_mask: 0.5522, decode.d4.loss_dice: 0.8146, decode.d5.loss_cls: 0.3370, decode.d5.loss_mask: 0.5514, decode.d5.loss_dice: 0.8152, decode.d6.loss_cls: 0.3333, decode.d6.loss_mask: 0.5512, decode.d6.loss_dice: 0.8089, decode.d7.loss_cls: 0.3288, decode.d7.loss_mask: 0.5493, decode.d7.loss_dice: 0.8068, decode.d8.loss_cls: 0.3276, decode.d8.loss_mask: 0.5502, decode.d8.loss_dice: 0.8084, loss: 18.3222, grad_norm: 66.6246 +2023-11-06 23:29:51,485 - mmseg - INFO - Iter [69400/160000] lr: 5.663e-05, eta: 12:08:16, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3486, decode.loss_mask: 0.5514, decode.loss_dice: 0.8015, decode.d0.loss_cls: 1.3754, decode.d0.loss_mask: 0.6015, decode.d0.loss_dice: 0.8980, decode.d1.loss_cls: 0.4411, decode.d1.loss_mask: 0.5738, decode.d1.loss_dice: 0.8622, decode.d2.loss_cls: 0.3975, decode.d2.loss_mask: 0.5646, decode.d2.loss_dice: 0.8249, decode.d3.loss_cls: 0.3712, decode.d3.loss_mask: 0.5561, decode.d3.loss_dice: 0.8130, decode.d4.loss_cls: 0.3673, decode.d4.loss_mask: 0.5548, decode.d4.loss_dice: 0.8096, decode.d5.loss_cls: 0.3594, decode.d5.loss_mask: 0.5535, decode.d5.loss_dice: 0.8104, decode.d6.loss_cls: 0.3532, decode.d6.loss_mask: 0.5519, decode.d6.loss_dice: 0.8031, decode.d7.loss_cls: 0.3578, decode.d7.loss_mask: 0.5498, decode.d7.loss_dice: 0.8030, decode.d8.loss_cls: 0.3465, decode.d8.loss_mask: 0.5518, decode.d8.loss_dice: 0.8058, loss: 18.5588, grad_norm: 64.5777 +2023-11-06 23:30:14,098 - mmseg - INFO - Iter [69450/160000] lr: 5.659e-05, eta: 12:07:50, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3529, decode.loss_mask: 0.5409, decode.loss_dice: 0.7966, decode.d0.loss_cls: 1.3411, decode.d0.loss_mask: 0.5861, decode.d0.loss_dice: 0.8874, decode.d1.loss_cls: 0.4477, decode.d1.loss_mask: 0.5639, decode.d1.loss_dice: 0.8563, decode.d2.loss_cls: 0.3891, decode.d2.loss_mask: 0.5524, decode.d2.loss_dice: 0.8229, decode.d3.loss_cls: 0.3707, decode.d3.loss_mask: 0.5481, decode.d3.loss_dice: 0.8045, decode.d4.loss_cls: 0.3637, decode.d4.loss_mask: 0.5446, decode.d4.loss_dice: 0.8013, decode.d5.loss_cls: 0.3487, decode.d5.loss_mask: 0.5454, decode.d5.loss_dice: 0.8019, decode.d6.loss_cls: 0.3529, decode.d6.loss_mask: 0.5432, decode.d6.loss_dice: 0.7997, decode.d7.loss_cls: 0.3516, decode.d7.loss_mask: 0.5433, decode.d7.loss_dice: 0.8016, decode.d8.loss_cls: 0.3479, decode.d8.loss_mask: 0.5426, decode.d8.loss_dice: 0.8010, loss: 18.3501, grad_norm: 61.8436 +2023-11-06 23:30:38,948 - mmseg - INFO - Iter [69500/160000] lr: 5.656e-05, eta: 12:07:27, time: 0.497, data_time: 0.058, memory: 39436, decode.loss_cls: 0.3314, decode.loss_mask: 0.5500, decode.loss_dice: 0.8203, decode.d0.loss_cls: 1.3245, decode.d0.loss_mask: 0.5944, decode.d0.loss_dice: 0.9075, decode.d1.loss_cls: 0.4181, decode.d1.loss_mask: 0.5745, decode.d1.loss_dice: 0.8674, decode.d2.loss_cls: 0.3779, decode.d2.loss_mask: 0.5589, decode.d2.loss_dice: 0.8433, decode.d3.loss_cls: 0.3489, decode.d3.loss_mask: 0.5530, decode.d3.loss_dice: 0.8236, decode.d4.loss_cls: 0.3394, decode.d4.loss_mask: 0.5516, decode.d4.loss_dice: 0.8222, decode.d5.loss_cls: 0.3326, decode.d5.loss_mask: 0.5550, decode.d5.loss_dice: 0.8243, decode.d6.loss_cls: 0.3286, decode.d6.loss_mask: 0.5475, decode.d6.loss_dice: 0.8151, decode.d7.loss_cls: 0.3292, decode.d7.loss_mask: 0.5487, decode.d7.loss_dice: 0.8168, decode.d8.loss_cls: 0.3236, decode.d8.loss_mask: 0.5494, decode.d8.loss_dice: 0.8181, loss: 18.3958, grad_norm: 67.4075 +2023-11-06 23:31:01,466 - mmseg - INFO - Iter [69550/160000] lr: 5.653e-05, eta: 12:07:01, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3237, decode.loss_mask: 0.5520, decode.loss_dice: 0.8201, decode.d0.loss_cls: 1.3417, decode.d0.loss_mask: 0.5877, decode.d0.loss_dice: 0.9007, decode.d1.loss_cls: 0.4320, decode.d1.loss_mask: 0.5692, decode.d1.loss_dice: 0.8689, decode.d2.loss_cls: 0.3683, decode.d2.loss_mask: 0.5602, decode.d2.loss_dice: 0.8405, decode.d3.loss_cls: 0.3509, decode.d3.loss_mask: 0.5560, decode.d3.loss_dice: 0.8271, decode.d4.loss_cls: 0.3384, decode.d4.loss_mask: 0.5552, decode.d4.loss_dice: 0.8203, decode.d5.loss_cls: 0.3288, decode.d5.loss_mask: 0.5581, decode.d5.loss_dice: 0.8199, decode.d6.loss_cls: 0.3283, decode.d6.loss_mask: 0.5562, decode.d6.loss_dice: 0.8164, decode.d7.loss_cls: 0.3208, decode.d7.loss_mask: 0.5562, decode.d7.loss_dice: 0.8185, decode.d8.loss_cls: 0.3235, decode.d8.loss_mask: 0.5520, decode.d8.loss_dice: 0.8183, loss: 18.4098, grad_norm: 69.5080 +2023-11-06 23:31:24,069 - mmseg - INFO - Iter [69600/160000] lr: 5.650e-05, eta: 12:06:35, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3311, decode.loss_mask: 0.5245, decode.loss_dice: 0.7826, decode.d0.loss_cls: 1.3177, decode.d0.loss_mask: 0.5670, decode.d0.loss_dice: 0.8691, decode.d1.loss_cls: 0.4209, decode.d1.loss_mask: 0.5450, decode.d1.loss_dice: 0.8383, decode.d2.loss_cls: 0.3647, decode.d2.loss_mask: 0.5402, decode.d2.loss_dice: 0.8197, decode.d3.loss_cls: 0.3457, decode.d3.loss_mask: 0.5345, decode.d3.loss_dice: 0.7981, decode.d4.loss_cls: 0.3378, decode.d4.loss_mask: 0.5349, decode.d4.loss_dice: 0.8015, decode.d5.loss_cls: 0.3372, decode.d5.loss_mask: 0.5316, decode.d5.loss_dice: 0.7962, decode.d6.loss_cls: 0.3360, decode.d6.loss_mask: 0.5277, decode.d6.loss_dice: 0.7868, decode.d7.loss_cls: 0.3305, decode.d7.loss_mask: 0.5276, decode.d7.loss_dice: 0.7919, decode.d8.loss_cls: 0.3287, decode.d8.loss_mask: 0.5290, decode.d8.loss_dice: 0.7928, loss: 17.8894, grad_norm: 61.3298 +2023-11-06 23:31:46,726 - mmseg - INFO - Iter [69650/160000] lr: 5.647e-05, eta: 12:06:09, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2959, decode.loss_mask: 0.5130, decode.loss_dice: 0.7665, decode.d0.loss_cls: 1.3111, decode.d0.loss_mask: 0.5568, decode.d0.loss_dice: 0.8588, decode.d1.loss_cls: 0.3799, decode.d1.loss_mask: 0.5369, decode.d1.loss_dice: 0.8213, decode.d2.loss_cls: 0.3389, decode.d2.loss_mask: 0.5254, decode.d2.loss_dice: 0.7908, decode.d3.loss_cls: 0.3208, decode.d3.loss_mask: 0.5174, decode.d3.loss_dice: 0.7778, decode.d4.loss_cls: 0.3109, decode.d4.loss_mask: 0.5169, decode.d4.loss_dice: 0.7765, decode.d5.loss_cls: 0.3003, decode.d5.loss_mask: 0.5180, decode.d5.loss_dice: 0.7771, decode.d6.loss_cls: 0.2987, decode.d6.loss_mask: 0.5158, decode.d6.loss_dice: 0.7677, decode.d7.loss_cls: 0.2966, decode.d7.loss_mask: 0.5129, decode.d7.loss_dice: 0.7682, decode.d8.loss_cls: 0.2910, decode.d8.loss_mask: 0.5119, decode.d8.loss_dice: 0.7687, loss: 17.2425, grad_norm: 59.0020 +2023-11-06 23:32:09,512 - mmseg - INFO - Iter [69700/160000] lr: 5.644e-05, eta: 12:05:43, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3172, decode.loss_mask: 0.5531, decode.loss_dice: 0.7935, decode.d0.loss_cls: 1.3087, decode.d0.loss_mask: 0.6020, decode.d0.loss_dice: 0.8902, decode.d1.loss_cls: 0.4025, decode.d1.loss_mask: 0.5733, decode.d1.loss_dice: 0.8494, decode.d2.loss_cls: 0.3611, decode.d2.loss_mask: 0.5650, decode.d2.loss_dice: 0.8248, decode.d3.loss_cls: 0.3432, decode.d3.loss_mask: 0.5554, decode.d3.loss_dice: 0.8051, decode.d4.loss_cls: 0.3281, decode.d4.loss_mask: 0.5569, decode.d4.loss_dice: 0.8045, decode.d5.loss_cls: 0.3286, decode.d5.loss_mask: 0.5516, decode.d5.loss_dice: 0.7996, decode.d6.loss_cls: 0.3201, decode.d6.loss_mask: 0.5525, decode.d6.loss_dice: 0.7952, decode.d7.loss_cls: 0.3200, decode.d7.loss_mask: 0.5520, decode.d7.loss_dice: 0.7943, decode.d8.loss_cls: 0.3205, decode.d8.loss_mask: 0.5509, decode.d8.loss_dice: 0.7970, loss: 18.1162, grad_norm: 63.8053 +2023-11-06 23:32:32,043 - mmseg - INFO - Iter [69750/160000] lr: 5.641e-05, eta: 12:05:17, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3232, decode.loss_mask: 0.5327, decode.loss_dice: 0.7872, decode.d0.loss_cls: 1.3633, decode.d0.loss_mask: 0.5760, decode.d0.loss_dice: 0.8797, decode.d1.loss_cls: 0.4246, decode.d1.loss_mask: 0.5603, decode.d1.loss_dice: 0.8397, decode.d2.loss_cls: 0.3705, decode.d2.loss_mask: 0.5470, decode.d2.loss_dice: 0.8209, decode.d3.loss_cls: 0.3536, decode.d3.loss_mask: 0.5368, decode.d3.loss_dice: 0.8014, decode.d4.loss_cls: 0.3462, decode.d4.loss_mask: 0.5358, decode.d4.loss_dice: 0.7965, decode.d5.loss_cls: 0.3365, decode.d5.loss_mask: 0.5360, decode.d5.loss_dice: 0.7983, decode.d6.loss_cls: 0.3331, decode.d6.loss_mask: 0.5350, decode.d6.loss_dice: 0.7904, decode.d7.loss_cls: 0.3298, decode.d7.loss_mask: 0.5344, decode.d7.loss_dice: 0.7915, decode.d8.loss_cls: 0.3245, decode.d8.loss_mask: 0.5348, decode.d8.loss_dice: 0.7951, loss: 18.0348, grad_norm: 67.4007 +2023-11-06 23:32:54,843 - mmseg - INFO - Iter [69800/160000] lr: 5.638e-05, eta: 12:04:51, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3414, decode.loss_mask: 0.5387, decode.loss_dice: 0.8243, decode.d0.loss_cls: 1.3623, decode.d0.loss_mask: 0.5841, decode.d0.loss_dice: 0.9155, decode.d1.loss_cls: 0.4540, decode.d1.loss_mask: 0.5608, decode.d1.loss_dice: 0.8844, decode.d2.loss_cls: 0.3889, decode.d2.loss_mask: 0.5473, decode.d2.loss_dice: 0.8562, decode.d3.loss_cls: 0.3728, decode.d3.loss_mask: 0.5428, decode.d3.loss_dice: 0.8402, decode.d4.loss_cls: 0.3580, decode.d4.loss_mask: 0.5439, decode.d4.loss_dice: 0.8403, decode.d5.loss_cls: 0.3479, decode.d5.loss_mask: 0.5450, decode.d5.loss_dice: 0.8369, decode.d6.loss_cls: 0.3503, decode.d6.loss_mask: 0.5413, decode.d6.loss_dice: 0.8296, decode.d7.loss_cls: 0.3406, decode.d7.loss_mask: 0.5411, decode.d7.loss_dice: 0.8311, decode.d8.loss_cls: 0.3368, decode.d8.loss_mask: 0.5412, decode.d8.loss_dice: 0.8274, loss: 18.6251, grad_norm: 69.8851 +2023-11-06 23:33:17,335 - mmseg - INFO - Iter [69850/160000] lr: 5.634e-05, eta: 12:04:25, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3359, decode.loss_mask: 0.5371, decode.loss_dice: 0.7930, decode.d0.loss_cls: 1.3700, decode.d0.loss_mask: 0.5791, decode.d0.loss_dice: 0.8874, decode.d1.loss_cls: 0.4254, decode.d1.loss_mask: 0.5608, decode.d1.loss_dice: 0.8495, decode.d2.loss_cls: 0.3802, decode.d2.loss_mask: 0.5475, decode.d2.loss_dice: 0.8247, decode.d3.loss_cls: 0.3690, decode.d3.loss_mask: 0.5394, decode.d3.loss_dice: 0.8025, decode.d4.loss_cls: 0.3537, decode.d4.loss_mask: 0.5384, decode.d4.loss_dice: 0.7979, decode.d5.loss_cls: 0.3420, decode.d5.loss_mask: 0.5410, decode.d5.loss_dice: 0.7980, decode.d6.loss_cls: 0.3378, decode.d6.loss_mask: 0.5349, decode.d6.loss_dice: 0.7945, decode.d7.loss_cls: 0.3366, decode.d7.loss_mask: 0.5381, decode.d7.loss_dice: 0.7963, decode.d8.loss_cls: 0.3371, decode.d8.loss_mask: 0.5352, decode.d8.loss_dice: 0.7896, loss: 18.1724, grad_norm: 63.6258 +2023-11-06 23:33:40,050 - mmseg - INFO - Iter [69900/160000] lr: 5.631e-05, eta: 12:03:59, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3326, decode.loss_mask: 0.5330, decode.loss_dice: 0.7935, decode.d0.loss_cls: 1.3326, decode.d0.loss_mask: 0.5709, decode.d0.loss_dice: 0.8821, decode.d1.loss_cls: 0.4208, decode.d1.loss_mask: 0.5558, decode.d1.loss_dice: 0.8472, decode.d2.loss_cls: 0.3748, decode.d2.loss_mask: 0.5377, decode.d2.loss_dice: 0.8214, decode.d3.loss_cls: 0.3576, decode.d3.loss_mask: 0.5344, decode.d3.loss_dice: 0.8032, decode.d4.loss_cls: 0.3437, decode.d4.loss_mask: 0.5341, decode.d4.loss_dice: 0.8006, decode.d5.loss_cls: 0.3434, decode.d5.loss_mask: 0.5309, decode.d5.loss_dice: 0.8014, decode.d6.loss_cls: 0.3347, decode.d6.loss_mask: 0.5330, decode.d6.loss_dice: 0.7953, decode.d7.loss_cls: 0.3367, decode.d7.loss_mask: 0.5313, decode.d7.loss_dice: 0.7937, decode.d8.loss_cls: 0.3310, decode.d8.loss_mask: 0.5309, decode.d8.loss_dice: 0.7945, loss: 18.0328, grad_norm: 64.7357 +2023-11-06 23:34:02,601 - mmseg - INFO - Iter [69950/160000] lr: 5.628e-05, eta: 12:03:33, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3208, decode.loss_mask: 0.5474, decode.loss_dice: 0.8102, decode.d0.loss_cls: 1.3191, decode.d0.loss_mask: 0.5816, decode.d0.loss_dice: 0.8926, decode.d1.loss_cls: 0.4108, decode.d1.loss_mask: 0.5639, decode.d1.loss_dice: 0.8631, decode.d2.loss_cls: 0.3657, decode.d2.loss_mask: 0.5557, decode.d2.loss_dice: 0.8389, decode.d3.loss_cls: 0.3455, decode.d3.loss_mask: 0.5478, decode.d3.loss_dice: 0.8210, decode.d4.loss_cls: 0.3399, decode.d4.loss_mask: 0.5462, decode.d4.loss_dice: 0.8140, decode.d5.loss_cls: 0.3292, decode.d5.loss_mask: 0.5456, decode.d5.loss_dice: 0.8159, decode.d6.loss_cls: 0.3231, decode.d6.loss_mask: 0.5475, decode.d6.loss_dice: 0.8076, decode.d7.loss_cls: 0.3238, decode.d7.loss_mask: 0.5468, decode.d7.loss_dice: 0.8104, decode.d8.loss_cls: 0.3226, decode.d8.loss_mask: 0.5475, decode.d8.loss_dice: 0.8115, loss: 18.2156, grad_norm: 74.3699 +2023-11-06 23:34:25,277 - mmseg - INFO - Saving checkpoint at 70000 iterations +2023-11-06 23:34:27,758 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 23:34:27,758 - mmseg - INFO - Iter [70000/160000] lr: 5.625e-05, eta: 12:03:10, time: 0.503, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3146, decode.loss_mask: 0.5412, decode.loss_dice: 0.7880, decode.d0.loss_cls: 1.3209, decode.d0.loss_mask: 0.5789, decode.d0.loss_dice: 0.8715, decode.d1.loss_cls: 0.4120, decode.d1.loss_mask: 0.5682, decode.d1.loss_dice: 0.8353, decode.d2.loss_cls: 0.3586, decode.d2.loss_mask: 0.5503, decode.d2.loss_dice: 0.8146, decode.d3.loss_cls: 0.3435, decode.d3.loss_mask: 0.5432, decode.d3.loss_dice: 0.7959, decode.d4.loss_cls: 0.3294, decode.d4.loss_mask: 0.5430, decode.d4.loss_dice: 0.7898, decode.d5.loss_cls: 0.3265, decode.d5.loss_mask: 0.5424, decode.d5.loss_dice: 0.7841, decode.d6.loss_cls: 0.3212, decode.d6.loss_mask: 0.5427, decode.d6.loss_dice: 0.7878, decode.d7.loss_cls: 0.3216, decode.d7.loss_mask: 0.5411, decode.d7.loss_dice: 0.7837, decode.d8.loss_cls: 0.3173, decode.d8.loss_mask: 0.5411, decode.d8.loss_dice: 0.7868, loss: 17.8953, grad_norm: 67.8870 +2023-11-06 23:34:47,612 - mmseg - INFO - per class results: +2023-11-06 23:34:47,617 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.47 | 87.91 | +| building | 83.41 | 92.49 | +| sky | 94.53 | 97.02 | +| floor | 82.68 | 90.24 | +| tree | 74.55 | 87.15 | +| ceiling | 84.44 | 91.43 | +| road | 83.41 | 89.14 | +| bed | 90.36 | 96.66 | +| windowpane | 64.56 | 79.03 | +| grass | 62.91 | 72.83 | +| cabinet | 61.15 | 72.47 | +| sidewalk | 66.49 | 80.48 | +| person | 84.83 | 92.97 | +| earth | 36.81 | 51.79 | +| door | 54.05 | 67.99 | +| table | 64.86 | 81.1 | +| mountain | 57.39 | 72.97 | +| plant | 51.36 | 61.92 | +| curtain | 77.45 | 89.08 | +| chair | 62.46 | 76.39 | +| car | 86.52 | 92.39 | +| water | 51.54 | 67.53 | +| painting | 68.7 | 88.51 | +| sofa | 68.29 | 82.23 | +| shelf | 41.36 | 61.81 | +| house | 36.37 | 54.41 | +| sea | 48.24 | 76.68 | +| mirror | 70.16 | 83.95 | +| rug | 64.78 | 77.46 | +| field | 26.48 | 55.82 | +| armchair | 41.86 | 60.53 | +| seat | 61.65 | 84.67 | +| fence | 48.86 | 62.82 | +| desk | 52.42 | 73.44 | +| rock | 45.74 | 68.52 | +| wardrobe | 44.35 | 63.03 | +| lamp | 72.32 | 83.11 | +| bathtub | 87.46 | 91.46 | +| railing | 37.31 | 55.17 | +| cushion | 55.58 | 66.03 | +| base | 38.64 | 68.18 | +| box | 28.46 | 40.94 | +| column | 52.49 | 65.53 | +| signboard | 38.8 | 56.97 | +| chest of drawers | 45.5 | 74.2 | +| counter | 37.54 | 54.53 | +| sand | 46.22 | 57.37 | +| sink | 76.88 | 83.76 | +| skyscraper | 37.61 | 43.22 | +| fireplace | 75.39 | 89.5 | +| refrigerator | 75.75 | 89.85 | +| grandstand | 38.95 | 65.02 | +| path | 23.39 | 35.19 | +| stairs | 48.08 | 56.44 | +| runway | 66.52 | 94.82 | +| case | 40.84 | 56.93 | +| pool table | 94.6 | 97.81 | +| pillow | 54.75 | 71.41 | +| screen door | 67.49 | 88.2 | +| stairway | 36.65 | 47.59 | +| river | 13.09 | 16.13 | +| bridge | 74.26 | 90.52 | +| bookcase | 32.53 | 45.54 | +| blind | 45.14 | 51.8 | +| coffee table | 69.85 | 84.83 | +| toilet | 88.6 | 90.88 | +| flower | 33.14 | 50.79 | +| book | 51.57 | 69.6 | +| hill | 5.9 | 14.78 | +| bench | 45.47 | 55.92 | +| countertop | 65.04 | 77.56 | +| stove | 77.42 | 89.78 | +| palm | 50.8 | 78.77 | +| kitchen island | 46.68 | 91.32 | +| computer | 71.71 | 77.33 | +| swivel chair | 44.53 | 62.64 | +| boat | 31.0 | 57.59 | +| bar | 53.48 | 63.97 | +| arcade machine | 74.5 | 86.54 | +| hovel | 31.96 | 48.31 | +| bus | 89.27 | 95.71 | +| towel | 65.18 | 78.44 | +| light | 60.92 | 77.58 | +| truck | 37.52 | 49.77 | +| tower | 33.75 | 58.06 | +| chandelier | 67.26 | 80.01 | +| awning | 31.03 | 38.02 | +| streetlight | 37.2 | 53.96 | +| booth | 52.02 | 55.32 | +| television receiver | 75.11 | 84.7 | +| airplane | 64.79 | 72.4 | +| dirt track | 6.68 | 35.06 | +| apparel | 37.7 | 63.48 | +| pole | 26.09 | 39.72 | +| land | 3.0 | 6.52 | +| bannister | 16.43 | 38.3 | +| escalator | 23.16 | 24.84 | +| ottoman | 51.38 | 60.88 | +| bottle | 26.98 | 35.32 | +| buffet | 39.62 | 51.67 | +| poster | 28.52 | 40.0 | +| stage | 15.34 | 30.63 | +| van | 44.28 | 62.21 | +| ship | 2.67 | 6.33 | +| fountain | 21.24 | 21.81 | +| conveyer belt | 41.77 | 74.81 | +| canopy | 15.13 | 20.31 | +| washer | 67.63 | 75.22 | +| plaything | 28.36 | 46.05 | +| swimming pool | 56.94 | 67.65 | +| stool | 46.53 | 69.21 | +| barrel | 42.16 | 74.96 | +| basket | 40.45 | 53.79 | +| waterfall | 46.92 | 53.54 | +| tent | 95.84 | 98.17 | +| bag | 21.97 | 27.74 | +| minibike | 76.41 | 88.3 | +| cradle | 70.57 | 97.48 | +| oven | 16.26 | 45.11 | +| ball | 14.77 | 15.89 | +| food | 63.31 | 70.66 | +| step | 28.57 | 37.99 | +| tank | 49.52 | 51.93 | +| trade name | 22.66 | 27.13 | +| microwave | 40.62 | 44.66 | +| pot | 55.54 | 68.58 | +| animal | 72.19 | 75.95 | +| bicycle | 62.69 | 80.97 | +| lake | 48.07 | 68.55 | +| dishwasher | 68.43 | 80.36 | +| screen | 60.39 | 90.12 | +| blanket | 19.75 | 25.0 | +| sculpture | 58.99 | 85.42 | +| hood | 89.31 | 94.0 | +| sconce | 52.63 | 70.45 | +| vase | 49.6 | 67.96 | +| traffic light | 33.89 | 74.11 | +| tray | 17.26 | 34.63 | +| ashcan | 43.51 | 57.85 | +| fan | 71.68 | 84.52 | +| pier | 42.85 | 59.36 | +| crt screen | 11.54 | 15.24 | +| plate | 60.81 | 74.27 | +| monitor | 17.35 | 27.1 | +| bulletin board | 39.0 | 67.83 | +| shower | 4.72 | 26.11 | +| radiator | 60.29 | 68.49 | +| glass | 22.58 | 25.28 | +| clock | 49.92 | 61.56 | +| flag | 36.48 | 40.01 | ++---------------------+-------+-------+ +2023-11-06 23:34:47,617 - mmseg - INFO - Summary: +2023-11-06 23:34:47,617 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 83.39 | 50.34 | 64.32 | ++-------+-------+-------+ +2023-11-06 23:34:47,618 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 23:34:47,618 - mmseg - INFO - Iter(val) [250] aAcc: 0.8339, mIoU: 0.5034, mAcc: 0.6432, IoU.wall: 0.7947, IoU.building: 0.8341, IoU.sky: 0.9453, IoU.floor: 0.8268, IoU.tree: 0.7455, IoU.ceiling: 0.8444, IoU.road: 0.8341, IoU.bed : 0.9036, IoU.windowpane: 0.6456, IoU.grass: 0.6291, IoU.cabinet: 0.6115, IoU.sidewalk: 0.6649, IoU.person: 0.8483, IoU.earth: 0.3681, IoU.door: 0.5405, IoU.table: 0.6486, IoU.mountain: 0.5739, IoU.plant: 0.5136, IoU.curtain: 0.7745, IoU.chair: 0.6246, IoU.car: 0.8652, IoU.water: 0.5154, IoU.painting: 0.6870, IoU.sofa: 0.6829, IoU.shelf: 0.4136, IoU.house: 0.3637, IoU.sea: 0.4824, IoU.mirror: 0.7016, IoU.rug: 0.6478, IoU.field: 0.2648, IoU.armchair: 0.4186, IoU.seat: 0.6165, IoU.fence: 0.4886, IoU.desk: 0.5242, IoU.rock: 0.4574, IoU.wardrobe: 0.4435, IoU.lamp: 0.7232, IoU.bathtub: 0.8746, IoU.railing: 0.3731, IoU.cushion: 0.5558, IoU.base: 0.3864, IoU.box: 0.2846, IoU.column: 0.5249, IoU.signboard: 0.3880, IoU.chest of drawers: 0.4550, IoU.counter: 0.3754, IoU.sand: 0.4622, IoU.sink: 0.7688, IoU.skyscraper: 0.3761, IoU.fireplace: 0.7539, IoU.refrigerator: 0.7575, IoU.grandstand: 0.3895, IoU.path: 0.2339, IoU.stairs: 0.4808, IoU.runway: 0.6652, IoU.case: 0.4084, IoU.pool table: 0.9460, IoU.pillow: 0.5475, IoU.screen door: 0.6749, IoU.stairway: 0.3665, IoU.river: 0.1309, IoU.bridge: 0.7426, IoU.bookcase: 0.3253, IoU.blind: 0.4514, IoU.coffee table: 0.6985, IoU.toilet: 0.8860, IoU.flower: 0.3314, IoU.book: 0.5157, IoU.hill: 0.0590, IoU.bench: 0.4547, IoU.countertop: 0.6504, IoU.stove: 0.7742, IoU.palm: 0.5080, IoU.kitchen island: 0.4668, IoU.computer: 0.7171, IoU.swivel chair: 0.4453, IoU.boat: 0.3100, IoU.bar: 0.5348, IoU.arcade machine: 0.7450, IoU.hovel: 0.3196, IoU.bus: 0.8927, IoU.towel: 0.6518, IoU.light: 0.6092, IoU.truck: 0.3752, IoU.tower: 0.3375, IoU.chandelier: 0.6726, IoU.awning: 0.3103, IoU.streetlight: 0.3720, IoU.booth: 0.5202, IoU.television receiver: 0.7511, IoU.airplane: 0.6479, IoU.dirt track: 0.0668, IoU.apparel: 0.3770, IoU.pole: 0.2609, IoU.land: 0.0300, IoU.bannister: 0.1643, IoU.escalator: 0.2316, IoU.ottoman: 0.5138, IoU.bottle: 0.2698, IoU.buffet: 0.3962, IoU.poster: 0.2852, IoU.stage: 0.1534, IoU.van: 0.4428, IoU.ship: 0.0267, IoU.fountain: 0.2124, IoU.conveyer belt: 0.4177, IoU.canopy: 0.1513, IoU.washer: 0.6763, IoU.plaything: 0.2836, IoU.swimming pool: 0.5694, IoU.stool: 0.4653, IoU.barrel: 0.4216, IoU.basket: 0.4045, IoU.waterfall: 0.4692, IoU.tent: 0.9584, IoU.bag: 0.2197, IoU.minibike: 0.7641, IoU.cradle: 0.7057, IoU.oven: 0.1626, IoU.ball: 0.1477, IoU.food: 0.6331, IoU.step: 0.2857, IoU.tank: 0.4952, IoU.trade name: 0.2266, IoU.microwave: 0.4062, IoU.pot: 0.5554, IoU.animal: 0.7219, IoU.bicycle: 0.6269, IoU.lake: 0.4807, IoU.dishwasher: 0.6843, IoU.screen: 0.6039, IoU.blanket: 0.1975, IoU.sculpture: 0.5899, IoU.hood: 0.8931, IoU.sconce: 0.5263, IoU.vase: 0.4960, IoU.traffic light: 0.3389, IoU.tray: 0.1726, IoU.ashcan: 0.4351, IoU.fan: 0.7168, IoU.pier: 0.4285, IoU.crt screen: 0.1154, IoU.plate: 0.6081, IoU.monitor: 0.1735, IoU.bulletin board: 0.3900, IoU.shower: 0.0472, IoU.radiator: 0.6029, IoU.glass: 0.2258, IoU.clock: 0.4992, IoU.flag: 0.3648, Acc.wall: 0.8791, Acc.building: 0.9249, Acc.sky: 0.9702, Acc.floor: 0.9024, Acc.tree: 0.8715, Acc.ceiling: 0.9143, Acc.road: 0.8914, Acc.bed : 0.9666, Acc.windowpane: 0.7903, Acc.grass: 0.7283, Acc.cabinet: 0.7247, Acc.sidewalk: 0.8048, Acc.person: 0.9297, Acc.earth: 0.5179, Acc.door: 0.6799, Acc.table: 0.8110, Acc.mountain: 0.7297, Acc.plant: 0.6192, Acc.curtain: 0.8908, Acc.chair: 0.7639, Acc.car: 0.9239, Acc.water: 0.6753, Acc.painting: 0.8851, Acc.sofa: 0.8223, Acc.shelf: 0.6181, Acc.house: 0.5441, Acc.sea: 0.7668, Acc.mirror: 0.8395, Acc.rug: 0.7746, Acc.field: 0.5582, Acc.armchair: 0.6053, Acc.seat: 0.8467, Acc.fence: 0.6282, Acc.desk: 0.7344, Acc.rock: 0.6852, Acc.wardrobe: 0.6303, Acc.lamp: 0.8311, Acc.bathtub: 0.9146, Acc.railing: 0.5517, Acc.cushion: 0.6603, Acc.base: 0.6818, Acc.box: 0.4094, Acc.column: 0.6553, Acc.signboard: 0.5697, Acc.chest of drawers: 0.7420, Acc.counter: 0.5453, Acc.sand: 0.5737, Acc.sink: 0.8376, Acc.skyscraper: 0.4322, Acc.fireplace: 0.8950, Acc.refrigerator: 0.8985, Acc.grandstand: 0.6502, Acc.path: 0.3519, Acc.stairs: 0.5644, Acc.runway: 0.9482, Acc.case: 0.5693, Acc.pool table: 0.9781, Acc.pillow: 0.7141, Acc.screen door: 0.8820, Acc.stairway: 0.4759, Acc.river: 0.1613, Acc.bridge: 0.9052, Acc.bookcase: 0.4554, Acc.blind: 0.5180, Acc.coffee table: 0.8483, Acc.toilet: 0.9088, Acc.flower: 0.5079, Acc.book: 0.6960, Acc.hill: 0.1478, Acc.bench: 0.5592, Acc.countertop: 0.7756, Acc.stove: 0.8978, Acc.palm: 0.7877, Acc.kitchen island: 0.9132, Acc.computer: 0.7733, Acc.swivel chair: 0.6264, Acc.boat: 0.5759, Acc.bar: 0.6397, Acc.arcade machine: 0.8654, Acc.hovel: 0.4831, Acc.bus: 0.9571, Acc.towel: 0.7844, Acc.light: 0.7758, Acc.truck: 0.4977, Acc.tower: 0.5806, Acc.chandelier: 0.8001, Acc.awning: 0.3802, Acc.streetlight: 0.5396, Acc.booth: 0.5532, Acc.television receiver: 0.8470, Acc.airplane: 0.7240, Acc.dirt track: 0.3506, Acc.apparel: 0.6348, Acc.pole: 0.3972, Acc.land: 0.0652, Acc.bannister: 0.3830, Acc.escalator: 0.2484, Acc.ottoman: 0.6088, Acc.bottle: 0.3532, Acc.buffet: 0.5167, Acc.poster: 0.4000, Acc.stage: 0.3063, Acc.van: 0.6221, Acc.ship: 0.0633, Acc.fountain: 0.2181, Acc.conveyer belt: 0.7481, Acc.canopy: 0.2031, Acc.washer: 0.7522, Acc.plaything: 0.4605, Acc.swimming pool: 0.6765, Acc.stool: 0.6921, Acc.barrel: 0.7496, Acc.basket: 0.5379, Acc.waterfall: 0.5354, Acc.tent: 0.9817, Acc.bag: 0.2774, Acc.minibike: 0.8830, Acc.cradle: 0.9748, Acc.oven: 0.4511, Acc.ball: 0.1589, Acc.food: 0.7066, Acc.step: 0.3799, Acc.tank: 0.5193, Acc.trade name: 0.2713, Acc.microwave: 0.4466, Acc.pot: 0.6858, Acc.animal: 0.7595, Acc.bicycle: 0.8097, Acc.lake: 0.6855, Acc.dishwasher: 0.8036, Acc.screen: 0.9012, Acc.blanket: 0.2500, Acc.sculpture: 0.8542, Acc.hood: 0.9400, Acc.sconce: 0.7045, Acc.vase: 0.6796, Acc.traffic light: 0.7411, Acc.tray: 0.3463, Acc.ashcan: 0.5785, Acc.fan: 0.8452, Acc.pier: 0.5936, Acc.crt screen: 0.1524, Acc.plate: 0.7427, Acc.monitor: 0.2710, Acc.bulletin board: 0.6783, Acc.shower: 0.2611, Acc.radiator: 0.6849, Acc.glass: 0.2528, Acc.clock: 0.6156, Acc.flag: 0.4001 +2023-11-06 23:35:10,391 - mmseg - INFO - Iter [70050/160000] lr: 5.622e-05, eta: 12:03:10, time: 0.853, data_time: 0.410, memory: 39436, decode.loss_cls: 0.3314, decode.loss_mask: 0.5316, decode.loss_dice: 0.7946, decode.d0.loss_cls: 1.2985, decode.d0.loss_mask: 0.5759, decode.d0.loss_dice: 0.8936, decode.d1.loss_cls: 0.4246, decode.d1.loss_mask: 0.5542, decode.d1.loss_dice: 0.8501, decode.d2.loss_cls: 0.3756, decode.d2.loss_mask: 0.5431, decode.d2.loss_dice: 0.8255, decode.d3.loss_cls: 0.3561, decode.d3.loss_mask: 0.5357, decode.d3.loss_dice: 0.8050, decode.d4.loss_cls: 0.3453, decode.d4.loss_mask: 0.5368, decode.d4.loss_dice: 0.8068, decode.d5.loss_cls: 0.3378, decode.d5.loss_mask: 0.5362, decode.d5.loss_dice: 0.8034, decode.d6.loss_cls: 0.3380, decode.d6.loss_mask: 0.5311, decode.d6.loss_dice: 0.7961, decode.d7.loss_cls: 0.3361, decode.d7.loss_mask: 0.5336, decode.d7.loss_dice: 0.7951, decode.d8.loss_cls: 0.3276, decode.d8.loss_mask: 0.5310, decode.d8.loss_dice: 0.7960, loss: 18.0467, grad_norm: 57.5786 +2023-11-06 23:35:33,072 - mmseg - INFO - Iter [70100/160000] lr: 5.619e-05, eta: 12:02:44, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3332, decode.loss_mask: 0.5334, decode.loss_dice: 0.7968, decode.d0.loss_cls: 1.3337, decode.d0.loss_mask: 0.5839, decode.d0.loss_dice: 0.9037, decode.d1.loss_cls: 0.4325, decode.d1.loss_mask: 0.5504, decode.d1.loss_dice: 0.8584, decode.d2.loss_cls: 0.3749, decode.d2.loss_mask: 0.5379, decode.d2.loss_dice: 0.8320, decode.d3.loss_cls: 0.3609, decode.d3.loss_mask: 0.5373, decode.d3.loss_dice: 0.8107, decode.d4.loss_cls: 0.3497, decode.d4.loss_mask: 0.5362, decode.d4.loss_dice: 0.8110, decode.d5.loss_cls: 0.3411, decode.d5.loss_mask: 0.5358, decode.d5.loss_dice: 0.8085, decode.d6.loss_cls: 0.3413, decode.d6.loss_mask: 0.5325, decode.d6.loss_dice: 0.8037, decode.d7.loss_cls: 0.3343, decode.d7.loss_mask: 0.5326, decode.d7.loss_dice: 0.8045, decode.d8.loss_cls: 0.3347, decode.d8.loss_mask: 0.5348, decode.d8.loss_dice: 0.8059, loss: 18.1864, grad_norm: 70.5984 +2023-11-06 23:35:55,731 - mmseg - INFO - Iter [70150/160000] lr: 5.616e-05, eta: 12:02:18, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3216, decode.loss_mask: 0.5599, decode.loss_dice: 0.8226, decode.d0.loss_cls: 1.3040, decode.d0.loss_mask: 0.6000, decode.d0.loss_dice: 0.8960, decode.d1.loss_cls: 0.4186, decode.d1.loss_mask: 0.5801, decode.d1.loss_dice: 0.8618, decode.d2.loss_cls: 0.3688, decode.d2.loss_mask: 0.5674, decode.d2.loss_dice: 0.8428, decode.d3.loss_cls: 0.3398, decode.d3.loss_mask: 0.5654, decode.d3.loss_dice: 0.8237, decode.d4.loss_cls: 0.3373, decode.d4.loss_mask: 0.5626, decode.d4.loss_dice: 0.8199, decode.d5.loss_cls: 0.3296, decode.d5.loss_mask: 0.5602, decode.d5.loss_dice: 0.8228, decode.d6.loss_cls: 0.3270, decode.d6.loss_mask: 0.5608, decode.d6.loss_dice: 0.8212, decode.d7.loss_cls: 0.3221, decode.d7.loss_mask: 0.5595, decode.d7.loss_dice: 0.8195, decode.d8.loss_cls: 0.3190, decode.d8.loss_mask: 0.5606, decode.d8.loss_dice: 0.8178, loss: 18.4126, grad_norm: 60.7067 +2023-11-06 23:36:18,558 - mmseg - INFO - Iter [70200/160000] lr: 5.613e-05, eta: 12:01:52, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3462, decode.loss_mask: 0.5530, decode.loss_dice: 0.7904, decode.d0.loss_cls: 1.3489, decode.d0.loss_mask: 0.6046, decode.d0.loss_dice: 0.8983, decode.d1.loss_cls: 0.4410, decode.d1.loss_mask: 0.5798, decode.d1.loss_dice: 0.8529, decode.d2.loss_cls: 0.3964, decode.d2.loss_mask: 0.5641, decode.d2.loss_dice: 0.8223, decode.d3.loss_cls: 0.3724, decode.d3.loss_mask: 0.5600, decode.d3.loss_dice: 0.7992, decode.d4.loss_cls: 0.3613, decode.d4.loss_mask: 0.5561, decode.d4.loss_dice: 0.7994, decode.d5.loss_cls: 0.3533, decode.d5.loss_mask: 0.5552, decode.d5.loss_dice: 0.7934, decode.d6.loss_cls: 0.3513, decode.d6.loss_mask: 0.5563, decode.d6.loss_dice: 0.7924, decode.d7.loss_cls: 0.3475, decode.d7.loss_mask: 0.5544, decode.d7.loss_dice: 0.7886, decode.d8.loss_cls: 0.3514, decode.d8.loss_mask: 0.5520, decode.d8.loss_dice: 0.7880, loss: 18.4298, grad_norm: 69.7954 +2023-11-06 23:36:41,189 - mmseg - INFO - Iter [70250/160000] lr: 5.609e-05, eta: 12:01:26, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3242, decode.loss_mask: 0.5511, decode.loss_dice: 0.8133, decode.d0.loss_cls: 1.3368, decode.d0.loss_mask: 0.5907, decode.d0.loss_dice: 0.9113, decode.d1.loss_cls: 0.4166, decode.d1.loss_mask: 0.5719, decode.d1.loss_dice: 0.8727, decode.d2.loss_cls: 0.3652, decode.d2.loss_mask: 0.5613, decode.d2.loss_dice: 0.8430, decode.d3.loss_cls: 0.3528, decode.d3.loss_mask: 0.5529, decode.d3.loss_dice: 0.8204, decode.d4.loss_cls: 0.3368, decode.d4.loss_mask: 0.5516, decode.d4.loss_dice: 0.8214, decode.d5.loss_cls: 0.3290, decode.d5.loss_mask: 0.5527, decode.d5.loss_dice: 0.8212, decode.d6.loss_cls: 0.3276, decode.d6.loss_mask: 0.5526, decode.d6.loss_dice: 0.8130, decode.d7.loss_cls: 0.3220, decode.d7.loss_mask: 0.5522, decode.d7.loss_dice: 0.8161, decode.d8.loss_cls: 0.3242, decode.d8.loss_mask: 0.5507, decode.d8.loss_dice: 0.8142, loss: 18.3695, grad_norm: 70.7751 +2023-11-06 23:37:03,727 - mmseg - INFO - Iter [70300/160000] lr: 5.606e-05, eta: 12:01:00, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3454, decode.loss_mask: 0.5583, decode.loss_dice: 0.8140, decode.d0.loss_cls: 1.3288, decode.d0.loss_mask: 0.5944, decode.d0.loss_dice: 0.9212, decode.d1.loss_cls: 0.4347, decode.d1.loss_mask: 0.5863, decode.d1.loss_dice: 0.8799, decode.d2.loss_cls: 0.3906, decode.d2.loss_mask: 0.5643, decode.d2.loss_dice: 0.8390, decode.d3.loss_cls: 0.3697, decode.d3.loss_mask: 0.5611, decode.d3.loss_dice: 0.8229, decode.d4.loss_cls: 0.3639, decode.d4.loss_mask: 0.5617, decode.d4.loss_dice: 0.8216, decode.d5.loss_cls: 0.3528, decode.d5.loss_mask: 0.5608, decode.d5.loss_dice: 0.8183, decode.d6.loss_cls: 0.3507, decode.d6.loss_mask: 0.5575, decode.d6.loss_dice: 0.8165, decode.d7.loss_cls: 0.3481, decode.d7.loss_mask: 0.5579, decode.d7.loss_dice: 0.8169, decode.d8.loss_cls: 0.3451, decode.d8.loss_mask: 0.5581, decode.d8.loss_dice: 0.8126, loss: 18.6530, grad_norm: 69.7536 +2023-11-06 23:37:26,377 - mmseg - INFO - Iter [70350/160000] lr: 5.603e-05, eta: 12:00:34, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3181, decode.loss_mask: 0.5518, decode.loss_dice: 0.8261, decode.d0.loss_cls: 1.3275, decode.d0.loss_mask: 0.5990, decode.d0.loss_dice: 0.9077, decode.d1.loss_cls: 0.4238, decode.d1.loss_mask: 0.5713, decode.d1.loss_dice: 0.8748, decode.d2.loss_cls: 0.3670, decode.d2.loss_mask: 0.5608, decode.d2.loss_dice: 0.8543, decode.d3.loss_cls: 0.3497, decode.d3.loss_mask: 0.5539, decode.d3.loss_dice: 0.8299, decode.d4.loss_cls: 0.3384, decode.d4.loss_mask: 0.5517, decode.d4.loss_dice: 0.8325, decode.d5.loss_cls: 0.3336, decode.d5.loss_mask: 0.5527, decode.d5.loss_dice: 0.8325, decode.d6.loss_cls: 0.3303, decode.d6.loss_mask: 0.5526, decode.d6.loss_dice: 0.8231, decode.d7.loss_cls: 0.3184, decode.d7.loss_mask: 0.5532, decode.d7.loss_dice: 0.8271, decode.d8.loss_cls: 0.3208, decode.d8.loss_mask: 0.5519, decode.d8.loss_dice: 0.8294, loss: 18.4641, grad_norm: 60.4013 +2023-11-06 23:37:49,006 - mmseg - INFO - Iter [70400/160000] lr: 5.600e-05, eta: 12:00:08, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3248, decode.loss_mask: 0.5234, decode.loss_dice: 0.7932, decode.d0.loss_cls: 1.3032, decode.d0.loss_mask: 0.5640, decode.d0.loss_dice: 0.8862, decode.d1.loss_cls: 0.4159, decode.d1.loss_mask: 0.5450, decode.d1.loss_dice: 0.8425, decode.d2.loss_cls: 0.3736, decode.d2.loss_mask: 0.5303, decode.d2.loss_dice: 0.8198, decode.d3.loss_cls: 0.3561, decode.d3.loss_mask: 0.5262, decode.d3.loss_dice: 0.8028, decode.d4.loss_cls: 0.3411, decode.d4.loss_mask: 0.5245, decode.d4.loss_dice: 0.8011, decode.d5.loss_cls: 0.3378, decode.d5.loss_mask: 0.5235, decode.d5.loss_dice: 0.7971, decode.d6.loss_cls: 0.3383, decode.d6.loss_mask: 0.5228, decode.d6.loss_dice: 0.7925, decode.d7.loss_cls: 0.3325, decode.d7.loss_mask: 0.5245, decode.d7.loss_dice: 0.7970, decode.d8.loss_cls: 0.3290, decode.d8.loss_mask: 0.5228, decode.d8.loss_dice: 0.7941, loss: 17.8858, grad_norm: 58.1857 +2023-11-06 23:38:11,687 - mmseg - INFO - Iter [70450/160000] lr: 5.597e-05, eta: 11:59:42, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3242, decode.loss_mask: 0.5380, decode.loss_dice: 0.8108, decode.d0.loss_cls: 1.3226, decode.d0.loss_mask: 0.5742, decode.d0.loss_dice: 0.9019, decode.d1.loss_cls: 0.4018, decode.d1.loss_mask: 0.5561, decode.d1.loss_dice: 0.8687, decode.d2.loss_cls: 0.3554, decode.d2.loss_mask: 0.5495, decode.d2.loss_dice: 0.8442, decode.d3.loss_cls: 0.3475, decode.d3.loss_mask: 0.5418, decode.d3.loss_dice: 0.8229, decode.d4.loss_cls: 0.3311, decode.d4.loss_mask: 0.5415, decode.d4.loss_dice: 0.8262, decode.d5.loss_cls: 0.3258, decode.d5.loss_mask: 0.5403, decode.d5.loss_dice: 0.8240, decode.d6.loss_cls: 0.3271, decode.d6.loss_mask: 0.5376, decode.d6.loss_dice: 0.8190, decode.d7.loss_cls: 0.3221, decode.d7.loss_mask: 0.5383, decode.d7.loss_dice: 0.8182, decode.d8.loss_cls: 0.3233, decode.d8.loss_mask: 0.5378, decode.d8.loss_dice: 0.8172, loss: 18.1889, grad_norm: 62.8407 +2023-11-06 23:38:34,250 - mmseg - INFO - Iter [70500/160000] lr: 5.594e-05, eta: 11:59:16, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3265, decode.loss_mask: 0.5495, decode.loss_dice: 0.7866, decode.d0.loss_cls: 1.3215, decode.d0.loss_mask: 0.5960, decode.d0.loss_dice: 0.8818, decode.d1.loss_cls: 0.4182, decode.d1.loss_mask: 0.5802, decode.d1.loss_dice: 0.8479, decode.d2.loss_cls: 0.3658, decode.d2.loss_mask: 0.5612, decode.d2.loss_dice: 0.8181, decode.d3.loss_cls: 0.3537, decode.d3.loss_mask: 0.5550, decode.d3.loss_dice: 0.7971, decode.d4.loss_cls: 0.3428, decode.d4.loss_mask: 0.5534, decode.d4.loss_dice: 0.7988, decode.d5.loss_cls: 0.3353, decode.d5.loss_mask: 0.5499, decode.d5.loss_dice: 0.7932, decode.d6.loss_cls: 0.3337, decode.d6.loss_mask: 0.5504, decode.d6.loss_dice: 0.7903, decode.d7.loss_cls: 0.3266, decode.d7.loss_mask: 0.5513, decode.d7.loss_dice: 0.7936, decode.d8.loss_cls: 0.3267, decode.d8.loss_mask: 0.5506, decode.d8.loss_dice: 0.7914, loss: 18.1470, grad_norm: 64.3603 +2023-11-06 23:38:56,938 - mmseg - INFO - Iter [70550/160000] lr: 5.591e-05, eta: 11:58:50, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3144, decode.loss_mask: 0.5282, decode.loss_dice: 0.8150, decode.d0.loss_cls: 1.3439, decode.d0.loss_mask: 0.5680, decode.d0.loss_dice: 0.8972, decode.d1.loss_cls: 0.4119, decode.d1.loss_mask: 0.5524, decode.d1.loss_dice: 0.8652, decode.d2.loss_cls: 0.3634, decode.d2.loss_mask: 0.5415, decode.d2.loss_dice: 0.8422, decode.d3.loss_cls: 0.3426, decode.d3.loss_mask: 0.5354, decode.d3.loss_dice: 0.8220, decode.d4.loss_cls: 0.3290, decode.d4.loss_mask: 0.5330, decode.d4.loss_dice: 0.8204, decode.d5.loss_cls: 0.3220, decode.d5.loss_mask: 0.5317, decode.d5.loss_dice: 0.8278, decode.d6.loss_cls: 0.3242, decode.d6.loss_mask: 0.5287, decode.d6.loss_dice: 0.8195, decode.d7.loss_cls: 0.3151, decode.d7.loss_mask: 0.5311, decode.d7.loss_dice: 0.8183, decode.d8.loss_cls: 0.3137, decode.d8.loss_mask: 0.5291, decode.d8.loss_dice: 0.8174, loss: 18.1041, grad_norm: 62.4616 +2023-11-06 23:39:19,813 - mmseg - INFO - Iter [70600/160000] lr: 5.588e-05, eta: 11:58:24, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3217, decode.loss_mask: 0.5533, decode.loss_dice: 0.7997, decode.d0.loss_cls: 1.3401, decode.d0.loss_mask: 0.6019, decode.d0.loss_dice: 0.8932, decode.d1.loss_cls: 0.4160, decode.d1.loss_mask: 0.5732, decode.d1.loss_dice: 0.8549, decode.d2.loss_cls: 0.3691, decode.d2.loss_mask: 0.5620, decode.d2.loss_dice: 0.8291, decode.d3.loss_cls: 0.3475, decode.d3.loss_mask: 0.5512, decode.d3.loss_dice: 0.8109, decode.d4.loss_cls: 0.3321, decode.d4.loss_mask: 0.5536, decode.d4.loss_dice: 0.8119, decode.d5.loss_cls: 0.3198, decode.d5.loss_mask: 0.5545, decode.d5.loss_dice: 0.8168, decode.d6.loss_cls: 0.3237, decode.d6.loss_mask: 0.5546, decode.d6.loss_dice: 0.8083, decode.d7.loss_cls: 0.3192, decode.d7.loss_mask: 0.5553, decode.d7.loss_dice: 0.8099, decode.d8.loss_cls: 0.3179, decode.d8.loss_mask: 0.5540, decode.d8.loss_dice: 0.8107, loss: 18.2663, grad_norm: 73.1373 +2023-11-06 23:39:42,469 - mmseg - INFO - Iter [70650/160000] lr: 5.584e-05, eta: 11:57:58, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3221, decode.loss_mask: 0.5395, decode.loss_dice: 0.7948, decode.d0.loss_cls: 1.3302, decode.d0.loss_mask: 0.5843, decode.d0.loss_dice: 0.8745, decode.d1.loss_cls: 0.4141, decode.d1.loss_mask: 0.5595, decode.d1.loss_dice: 0.8475, decode.d2.loss_cls: 0.3774, decode.d2.loss_mask: 0.5451, decode.d2.loss_dice: 0.8194, decode.d3.loss_cls: 0.3609, decode.d3.loss_mask: 0.5392, decode.d3.loss_dice: 0.7976, decode.d4.loss_cls: 0.3428, decode.d4.loss_mask: 0.5430, decode.d4.loss_dice: 0.8004, decode.d5.loss_cls: 0.3353, decode.d5.loss_mask: 0.5415, decode.d5.loss_dice: 0.7982, decode.d6.loss_cls: 0.3307, decode.d6.loss_mask: 0.5396, decode.d6.loss_dice: 0.7971, decode.d7.loss_cls: 0.3280, decode.d7.loss_mask: 0.5393, decode.d7.loss_dice: 0.7965, decode.d8.loss_cls: 0.3203, decode.d8.loss_mask: 0.5391, decode.d8.loss_dice: 0.7981, loss: 18.0559, grad_norm: 66.2190 +2023-11-06 23:40:05,038 - mmseg - INFO - Iter [70700/160000] lr: 5.581e-05, eta: 11:57:32, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3045, decode.loss_mask: 0.5489, decode.loss_dice: 0.8017, decode.d0.loss_cls: 1.3217, decode.d0.loss_mask: 0.5840, decode.d0.loss_dice: 0.8920, decode.d1.loss_cls: 0.4105, decode.d1.loss_mask: 0.5656, decode.d1.loss_dice: 0.8461, decode.d2.loss_cls: 0.3523, decode.d2.loss_mask: 0.5567, decode.d2.loss_dice: 0.8262, decode.d3.loss_cls: 0.3289, decode.d3.loss_mask: 0.5493, decode.d3.loss_dice: 0.8055, decode.d4.loss_cls: 0.3173, decode.d4.loss_mask: 0.5486, decode.d4.loss_dice: 0.8063, decode.d5.loss_cls: 0.3169, decode.d5.loss_mask: 0.5472, decode.d5.loss_dice: 0.8091, decode.d6.loss_cls: 0.3070, decode.d6.loss_mask: 0.5448, decode.d6.loss_dice: 0.8006, decode.d7.loss_cls: 0.3046, decode.d7.loss_mask: 0.5497, decode.d7.loss_dice: 0.8090, decode.d8.loss_cls: 0.3024, decode.d8.loss_mask: 0.5503, decode.d8.loss_dice: 0.8022, loss: 18.0101, grad_norm: 60.9070 +2023-11-06 23:40:29,944 - mmseg - INFO - Iter [70750/160000] lr: 5.578e-05, eta: 11:57:09, time: 0.498, data_time: 0.058, memory: 39436, decode.loss_cls: 0.3056, decode.loss_mask: 0.5450, decode.loss_dice: 0.8074, decode.d0.loss_cls: 1.3363, decode.d0.loss_mask: 0.5895, decode.d0.loss_dice: 0.9079, decode.d1.loss_cls: 0.4053, decode.d1.loss_mask: 0.5661, decode.d1.loss_dice: 0.8726, decode.d2.loss_cls: 0.3542, decode.d2.loss_mask: 0.5542, decode.d2.loss_dice: 0.8394, decode.d3.loss_cls: 0.3331, decode.d3.loss_mask: 0.5450, decode.d3.loss_dice: 0.8174, decode.d4.loss_cls: 0.3202, decode.d4.loss_mask: 0.5446, decode.d4.loss_dice: 0.8163, decode.d5.loss_cls: 0.3153, decode.d5.loss_mask: 0.5454, decode.d5.loss_dice: 0.8134, decode.d6.loss_cls: 0.3140, decode.d6.loss_mask: 0.5446, decode.d6.loss_dice: 0.8063, decode.d7.loss_cls: 0.3104, decode.d7.loss_mask: 0.5448, decode.d7.loss_dice: 0.8118, decode.d8.loss_cls: 0.3111, decode.d8.loss_mask: 0.5435, decode.d8.loss_dice: 0.8080, loss: 18.1286, grad_norm: 69.8119 +2023-11-06 23:40:52,482 - mmseg - INFO - Iter [70800/160000] lr: 5.575e-05, eta: 11:56:43, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2954, decode.loss_mask: 0.5197, decode.loss_dice: 0.7815, decode.d0.loss_cls: 1.3235, decode.d0.loss_mask: 0.5574, decode.d0.loss_dice: 0.8639, decode.d1.loss_cls: 0.3892, decode.d1.loss_mask: 0.5426, decode.d1.loss_dice: 0.8325, decode.d2.loss_cls: 0.3375, decode.d2.loss_mask: 0.5318, decode.d2.loss_dice: 0.8093, decode.d3.loss_cls: 0.3210, decode.d3.loss_mask: 0.5233, decode.d3.loss_dice: 0.7934, decode.d4.loss_cls: 0.3135, decode.d4.loss_mask: 0.5221, decode.d4.loss_dice: 0.7873, decode.d5.loss_cls: 0.3035, decode.d5.loss_mask: 0.5202, decode.d5.loss_dice: 0.7854, decode.d6.loss_cls: 0.3028, decode.d6.loss_mask: 0.5190, decode.d6.loss_dice: 0.7793, decode.d7.loss_cls: 0.3006, decode.d7.loss_mask: 0.5186, decode.d7.loss_dice: 0.7845, decode.d8.loss_cls: 0.2972, decode.d8.loss_mask: 0.5184, decode.d8.loss_dice: 0.7835, loss: 17.4579, grad_norm: 60.6647 +2023-11-06 23:41:15,094 - mmseg - INFO - Iter [70850/160000] lr: 5.572e-05, eta: 11:56:17, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3002, decode.loss_mask: 0.5348, decode.loss_dice: 0.7752, decode.d0.loss_cls: 1.2815, decode.d0.loss_mask: 0.5743, decode.d0.loss_dice: 0.8752, decode.d1.loss_cls: 0.3839, decode.d1.loss_mask: 0.5540, decode.d1.loss_dice: 0.8399, decode.d2.loss_cls: 0.3415, decode.d2.loss_mask: 0.5469, decode.d2.loss_dice: 0.8115, decode.d3.loss_cls: 0.3260, decode.d3.loss_mask: 0.5387, decode.d3.loss_dice: 0.7911, decode.d4.loss_cls: 0.3141, decode.d4.loss_mask: 0.5398, decode.d4.loss_dice: 0.7888, decode.d5.loss_cls: 0.3119, decode.d5.loss_mask: 0.5380, decode.d5.loss_dice: 0.7839, decode.d6.loss_cls: 0.3101, decode.d6.loss_mask: 0.5373, decode.d6.loss_dice: 0.7847, decode.d7.loss_cls: 0.3042, decode.d7.loss_mask: 0.5379, decode.d7.loss_dice: 0.7815, decode.d8.loss_cls: 0.2944, decode.d8.loss_mask: 0.5356, decode.d8.loss_dice: 0.7837, loss: 17.6204, grad_norm: 65.0311 +2023-11-06 23:41:37,740 - mmseg - INFO - Iter [70900/160000] lr: 5.569e-05, eta: 11:55:51, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3021, decode.loss_mask: 0.5301, decode.loss_dice: 0.7975, decode.d0.loss_cls: 1.3128, decode.d0.loss_mask: 0.5806, decode.d0.loss_dice: 0.8992, decode.d1.loss_cls: 0.4156, decode.d1.loss_mask: 0.5525, decode.d1.loss_dice: 0.8496, decode.d2.loss_cls: 0.3561, decode.d2.loss_mask: 0.5397, decode.d2.loss_dice: 0.8255, decode.d3.loss_cls: 0.3355, decode.d3.loss_mask: 0.5348, decode.d3.loss_dice: 0.8060, decode.d4.loss_cls: 0.3198, decode.d4.loss_mask: 0.5349, decode.d4.loss_dice: 0.8032, decode.d5.loss_cls: 0.3074, decode.d5.loss_mask: 0.5331, decode.d5.loss_dice: 0.8055, decode.d6.loss_cls: 0.3088, decode.d6.loss_mask: 0.5304, decode.d6.loss_dice: 0.7995, decode.d7.loss_cls: 0.3061, decode.d7.loss_mask: 0.5298, decode.d7.loss_dice: 0.7965, decode.d8.loss_cls: 0.3030, decode.d8.loss_mask: 0.5288, decode.d8.loss_dice: 0.7992, loss: 17.8436, grad_norm: 61.9984 +2023-11-06 23:42:00,389 - mmseg - INFO - Iter [70950/160000] lr: 5.566e-05, eta: 11:55:25, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3174, decode.loss_mask: 0.5185, decode.loss_dice: 0.7858, decode.d0.loss_cls: 1.3343, decode.d0.loss_mask: 0.5592, decode.d0.loss_dice: 0.8850, decode.d1.loss_cls: 0.4265, decode.d1.loss_mask: 0.5426, decode.d1.loss_dice: 0.8458, decode.d2.loss_cls: 0.3695, decode.d2.loss_mask: 0.5278, decode.d2.loss_dice: 0.8202, decode.d3.loss_cls: 0.3485, decode.d3.loss_mask: 0.5241, decode.d3.loss_dice: 0.7997, decode.d4.loss_cls: 0.3393, decode.d4.loss_mask: 0.5235, decode.d4.loss_dice: 0.7965, decode.d5.loss_cls: 0.3309, decode.d5.loss_mask: 0.5249, decode.d5.loss_dice: 0.7967, decode.d6.loss_cls: 0.3287, decode.d6.loss_mask: 0.5212, decode.d6.loss_dice: 0.7929, decode.d7.loss_cls: 0.3212, decode.d7.loss_mask: 0.5206, decode.d7.loss_dice: 0.7942, decode.d8.loss_cls: 0.3201, decode.d8.loss_mask: 0.5187, decode.d8.loss_dice: 0.7891, loss: 17.8236, grad_norm: 63.6459 +2023-11-06 23:42:23,201 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 23:42:23,201 - mmseg - INFO - Iter [71000/160000] lr: 5.563e-05, eta: 11:54:59, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3032, decode.loss_mask: 0.5237, decode.loss_dice: 0.7786, decode.d0.loss_cls: 1.3251, decode.d0.loss_mask: 0.5596, decode.d0.loss_dice: 0.8703, decode.d1.loss_cls: 0.3984, decode.d1.loss_mask: 0.5438, decode.d1.loss_dice: 0.8408, decode.d2.loss_cls: 0.3492, decode.d2.loss_mask: 0.5332, decode.d2.loss_dice: 0.8118, decode.d3.loss_cls: 0.3215, decode.d3.loss_mask: 0.5269, decode.d3.loss_dice: 0.7931, decode.d4.loss_cls: 0.3174, decode.d4.loss_mask: 0.5251, decode.d4.loss_dice: 0.7892, decode.d5.loss_cls: 0.3093, decode.d5.loss_mask: 0.5267, decode.d5.loss_dice: 0.7856, decode.d6.loss_cls: 0.3057, decode.d6.loss_mask: 0.5257, decode.d6.loss_dice: 0.7892, decode.d7.loss_cls: 0.3025, decode.d7.loss_mask: 0.5246, decode.d7.loss_dice: 0.7834, decode.d8.loss_cls: 0.2977, decode.d8.loss_mask: 0.5269, decode.d8.loss_dice: 0.7827, loss: 17.5707, grad_norm: 59.1313 +2023-11-06 23:42:45,814 - mmseg - INFO - Iter [71050/160000] lr: 5.559e-05, eta: 11:54:34, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3061, decode.loss_mask: 0.5516, decode.loss_dice: 0.7787, decode.d0.loss_cls: 1.2873, decode.d0.loss_mask: 0.5907, decode.d0.loss_dice: 0.8718, decode.d1.loss_cls: 0.3907, decode.d1.loss_mask: 0.5723, decode.d1.loss_dice: 0.8315, decode.d2.loss_cls: 0.3456, decode.d2.loss_mask: 0.5558, decode.d2.loss_dice: 0.8074, decode.d3.loss_cls: 0.3301, decode.d3.loss_mask: 0.5543, decode.d3.loss_dice: 0.7943, decode.d4.loss_cls: 0.3244, decode.d4.loss_mask: 0.5513, decode.d4.loss_dice: 0.7860, decode.d5.loss_cls: 0.3133, decode.d5.loss_mask: 0.5542, decode.d5.loss_dice: 0.7872, decode.d6.loss_cls: 0.3176, decode.d6.loss_mask: 0.5528, decode.d6.loss_dice: 0.7860, decode.d7.loss_cls: 0.3072, decode.d7.loss_mask: 0.5535, decode.d7.loss_dice: 0.7869, decode.d8.loss_cls: 0.3050, decode.d8.loss_mask: 0.5514, decode.d8.loss_dice: 0.7863, loss: 17.8310, grad_norm: 64.1542 +2023-11-06 23:43:08,348 - mmseg - INFO - Iter [71100/160000] lr: 5.556e-05, eta: 11:54:07, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3155, decode.loss_mask: 0.5198, decode.loss_dice: 0.7947, decode.d0.loss_cls: 1.3359, decode.d0.loss_mask: 0.5574, decode.d0.loss_dice: 0.8824, decode.d1.loss_cls: 0.4131, decode.d1.loss_mask: 0.5416, decode.d1.loss_dice: 0.8433, decode.d2.loss_cls: 0.3594, decode.d2.loss_mask: 0.5301, decode.d2.loss_dice: 0.8238, decode.d3.loss_cls: 0.3401, decode.d3.loss_mask: 0.5259, decode.d3.loss_dice: 0.7995, decode.d4.loss_cls: 0.3314, decode.d4.loss_mask: 0.5238, decode.d4.loss_dice: 0.7993, decode.d5.loss_cls: 0.3215, decode.d5.loss_mask: 0.5213, decode.d5.loss_dice: 0.7962, decode.d6.loss_cls: 0.3132, decode.d6.loss_mask: 0.5214, decode.d6.loss_dice: 0.8008, decode.d7.loss_cls: 0.3145, decode.d7.loss_mask: 0.5199, decode.d7.loss_dice: 0.7966, decode.d8.loss_cls: 0.3139, decode.d8.loss_mask: 0.5207, decode.d8.loss_dice: 0.8004, loss: 17.7774, grad_norm: 60.2930 +2023-11-06 23:43:30,880 - mmseg - INFO - Iter [71150/160000] lr: 5.553e-05, eta: 11:53:41, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3319, decode.loss_mask: 0.5530, decode.loss_dice: 0.8041, decode.d0.loss_cls: 1.3337, decode.d0.loss_mask: 0.5935, decode.d0.loss_dice: 0.8917, decode.d1.loss_cls: 0.4203, decode.d1.loss_mask: 0.5783, decode.d1.loss_dice: 0.8545, decode.d2.loss_cls: 0.3739, decode.d2.loss_mask: 0.5638, decode.d2.loss_dice: 0.8308, decode.d3.loss_cls: 0.3591, decode.d3.loss_mask: 0.5567, decode.d3.loss_dice: 0.8114, decode.d4.loss_cls: 0.3494, decode.d4.loss_mask: 0.5557, decode.d4.loss_dice: 0.8139, decode.d5.loss_cls: 0.3418, decode.d5.loss_mask: 0.5559, decode.d5.loss_dice: 0.8080, decode.d6.loss_cls: 0.3353, decode.d6.loss_mask: 0.5536, decode.d6.loss_dice: 0.8059, decode.d7.loss_cls: 0.3367, decode.d7.loss_mask: 0.5531, decode.d7.loss_dice: 0.8053, decode.d8.loss_cls: 0.3319, decode.d8.loss_mask: 0.5541, decode.d8.loss_dice: 0.8087, loss: 18.3657, grad_norm: 68.2207 +2023-11-06 23:43:53,392 - mmseg - INFO - Iter [71200/160000] lr: 5.550e-05, eta: 11:53:15, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3192, decode.loss_mask: 0.5509, decode.loss_dice: 0.8080, decode.d0.loss_cls: 1.3284, decode.d0.loss_mask: 0.5962, decode.d0.loss_dice: 0.9057, decode.d1.loss_cls: 0.4092, decode.d1.loss_mask: 0.5772, decode.d1.loss_dice: 0.8609, decode.d2.loss_cls: 0.3719, decode.d2.loss_mask: 0.5564, decode.d2.loss_dice: 0.8333, decode.d3.loss_cls: 0.3502, decode.d3.loss_mask: 0.5541, decode.d3.loss_dice: 0.8180, decode.d4.loss_cls: 0.3374, decode.d4.loss_mask: 0.5539, decode.d4.loss_dice: 0.8212, decode.d5.loss_cls: 0.3284, decode.d5.loss_mask: 0.5540, decode.d5.loss_dice: 0.8186, decode.d6.loss_cls: 0.3285, decode.d6.loss_mask: 0.5523, decode.d6.loss_dice: 0.8095, decode.d7.loss_cls: 0.3158, decode.d7.loss_mask: 0.5532, decode.d7.loss_dice: 0.8111, decode.d8.loss_cls: 0.3160, decode.d8.loss_mask: 0.5522, decode.d8.loss_dice: 0.8146, loss: 18.3064, grad_norm: 65.5176 +2023-11-06 23:44:16,008 - mmseg - INFO - Iter [71250/160000] lr: 5.547e-05, eta: 11:52:49, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3096, decode.loss_mask: 0.5327, decode.loss_dice: 0.7850, decode.d0.loss_cls: 1.3118, decode.d0.loss_mask: 0.5821, decode.d0.loss_dice: 0.8812, decode.d1.loss_cls: 0.4054, decode.d1.loss_mask: 0.5588, decode.d1.loss_dice: 0.8389, decode.d2.loss_cls: 0.3459, decode.d2.loss_mask: 0.5469, decode.d2.loss_dice: 0.8127, decode.d3.loss_cls: 0.3353, decode.d3.loss_mask: 0.5387, decode.d3.loss_dice: 0.7948, decode.d4.loss_cls: 0.3216, decode.d4.loss_mask: 0.5370, decode.d4.loss_dice: 0.7988, decode.d5.loss_cls: 0.3149, decode.d5.loss_mask: 0.5368, decode.d5.loss_dice: 0.7929, decode.d6.loss_cls: 0.3150, decode.d6.loss_mask: 0.5350, decode.d6.loss_dice: 0.7900, decode.d7.loss_cls: 0.3062, decode.d7.loss_mask: 0.5333, decode.d7.loss_dice: 0.7933, decode.d8.loss_cls: 0.3049, decode.d8.loss_mask: 0.5342, decode.d8.loss_dice: 0.7880, loss: 17.7817, grad_norm: 65.7308 +2023-11-06 23:44:38,648 - mmseg - INFO - Iter [71300/160000] lr: 5.544e-05, eta: 11:52:23, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3106, decode.loss_mask: 0.5244, decode.loss_dice: 0.7785, decode.d0.loss_cls: 1.2942, decode.d0.loss_mask: 0.5683, decode.d0.loss_dice: 0.8712, decode.d1.loss_cls: 0.4137, decode.d1.loss_mask: 0.5495, decode.d1.loss_dice: 0.8356, decode.d2.loss_cls: 0.3622, decode.d2.loss_mask: 0.5355, decode.d2.loss_dice: 0.8051, decode.d3.loss_cls: 0.3463, decode.d3.loss_mask: 0.5271, decode.d3.loss_dice: 0.7815, decode.d4.loss_cls: 0.3308, decode.d4.loss_mask: 0.5249, decode.d4.loss_dice: 0.7812, decode.d5.loss_cls: 0.3236, decode.d5.loss_mask: 0.5214, decode.d5.loss_dice: 0.7834, decode.d6.loss_cls: 0.3190, decode.d6.loss_mask: 0.5218, decode.d6.loss_dice: 0.7792, decode.d7.loss_cls: 0.3133, decode.d7.loss_mask: 0.5244, decode.d7.loss_dice: 0.7801, decode.d8.loss_cls: 0.3139, decode.d8.loss_mask: 0.5254, decode.d8.loss_dice: 0.7830, loss: 17.6290, grad_norm: 61.9536 +2023-11-06 23:45:01,186 - mmseg - INFO - Iter [71350/160000] lr: 5.541e-05, eta: 11:51:57, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3213, decode.loss_mask: 0.5275, decode.loss_dice: 0.7964, decode.d0.loss_cls: 1.3646, decode.d0.loss_mask: 0.5699, decode.d0.loss_dice: 0.8877, decode.d1.loss_cls: 0.4342, decode.d1.loss_mask: 0.5471, decode.d1.loss_dice: 0.8473, decode.d2.loss_cls: 0.3742, decode.d2.loss_mask: 0.5361, decode.d2.loss_dice: 0.8166, decode.d3.loss_cls: 0.3555, decode.d3.loss_mask: 0.5294, decode.d3.loss_dice: 0.7980, decode.d4.loss_cls: 0.3373, decode.d4.loss_mask: 0.5309, decode.d4.loss_dice: 0.8014, decode.d5.loss_cls: 0.3348, decode.d5.loss_mask: 0.5300, decode.d5.loss_dice: 0.8000, decode.d6.loss_cls: 0.3317, decode.d6.loss_mask: 0.5278, decode.d6.loss_dice: 0.7960, decode.d7.loss_cls: 0.3251, decode.d7.loss_mask: 0.5288, decode.d7.loss_dice: 0.7973, decode.d8.loss_cls: 0.3260, decode.d8.loss_mask: 0.5242, decode.d8.loss_dice: 0.7971, loss: 17.9942, grad_norm: 65.3266 +2023-11-06 23:45:24,122 - mmseg - INFO - Iter [71400/160000] lr: 5.538e-05, eta: 11:51:32, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3268, decode.loss_mask: 0.5341, decode.loss_dice: 0.8035, decode.d0.loss_cls: 1.3149, decode.d0.loss_mask: 0.5766, decode.d0.loss_dice: 0.8878, decode.d1.loss_cls: 0.4206, decode.d1.loss_mask: 0.5547, decode.d1.loss_dice: 0.8570, decode.d2.loss_cls: 0.3695, decode.d2.loss_mask: 0.5455, decode.d2.loss_dice: 0.8286, decode.d3.loss_cls: 0.3528, decode.d3.loss_mask: 0.5406, decode.d3.loss_dice: 0.8075, decode.d4.loss_cls: 0.3342, decode.d4.loss_mask: 0.5364, decode.d4.loss_dice: 0.8064, decode.d5.loss_cls: 0.3365, decode.d5.loss_mask: 0.5387, decode.d5.loss_dice: 0.8089, decode.d6.loss_cls: 0.3400, decode.d6.loss_mask: 0.5320, decode.d6.loss_dice: 0.8022, decode.d7.loss_cls: 0.3362, decode.d7.loss_mask: 0.5331, decode.d7.loss_dice: 0.8029, decode.d8.loss_cls: 0.3307, decode.d8.loss_mask: 0.5345, decode.d8.loss_dice: 0.7974, loss: 18.0906, grad_norm: 70.5854 +2023-11-06 23:45:46,691 - mmseg - INFO - Iter [71450/160000] lr: 5.534e-05, eta: 11:51:06, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3238, decode.loss_mask: 0.5642, decode.loss_dice: 0.8232, decode.d0.loss_cls: 1.3119, decode.d0.loss_mask: 0.6059, decode.d0.loss_dice: 0.9023, decode.d1.loss_cls: 0.4237, decode.d1.loss_mask: 0.5861, decode.d1.loss_dice: 0.8746, decode.d2.loss_cls: 0.3721, decode.d2.loss_mask: 0.5739, decode.d2.loss_dice: 0.8491, decode.d3.loss_cls: 0.3491, decode.d3.loss_mask: 0.5687, decode.d3.loss_dice: 0.8296, decode.d4.loss_cls: 0.3421, decode.d4.loss_mask: 0.5670, decode.d4.loss_dice: 0.8265, decode.d5.loss_cls: 0.3309, decode.d5.loss_mask: 0.5682, decode.d5.loss_dice: 0.8298, decode.d6.loss_cls: 0.3320, decode.d6.loss_mask: 0.5641, decode.d6.loss_dice: 0.8226, decode.d7.loss_cls: 0.3258, decode.d7.loss_mask: 0.5659, decode.d7.loss_dice: 0.8241, decode.d8.loss_cls: 0.3245, decode.d8.loss_mask: 0.5641, decode.d8.loss_dice: 0.8217, loss: 18.5673, grad_norm: 67.9259 +2023-11-06 23:46:09,287 - mmseg - INFO - Iter [71500/160000] lr: 5.531e-05, eta: 11:50:40, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3319, decode.loss_mask: 0.5505, decode.loss_dice: 0.7992, decode.d0.loss_cls: 1.3205, decode.d0.loss_mask: 0.5923, decode.d0.loss_dice: 0.8883, decode.d1.loss_cls: 0.4204, decode.d1.loss_mask: 0.5683, decode.d1.loss_dice: 0.8467, decode.d2.loss_cls: 0.3746, decode.d2.loss_mask: 0.5584, decode.d2.loss_dice: 0.8258, decode.d3.loss_cls: 0.3563, decode.d3.loss_mask: 0.5500, decode.d3.loss_dice: 0.8049, decode.d4.loss_cls: 0.3471, decode.d4.loss_mask: 0.5504, decode.d4.loss_dice: 0.8043, decode.d5.loss_cls: 0.3453, decode.d5.loss_mask: 0.5495, decode.d5.loss_dice: 0.8019, decode.d6.loss_cls: 0.3384, decode.d6.loss_mask: 0.5469, decode.d6.loss_dice: 0.7941, decode.d7.loss_cls: 0.3375, decode.d7.loss_mask: 0.5499, decode.d7.loss_dice: 0.7925, decode.d8.loss_cls: 0.3363, decode.d8.loss_mask: 0.5516, decode.d8.loss_dice: 0.7947, loss: 18.2284, grad_norm: 62.1901 +2023-11-06 23:46:31,703 - mmseg - INFO - Iter [71550/160000] lr: 5.528e-05, eta: 11:50:14, time: 0.448, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3084, decode.loss_mask: 0.5645, decode.loss_dice: 0.8006, decode.d0.loss_cls: 1.3210, decode.d0.loss_mask: 0.6055, decode.d0.loss_dice: 0.8828, decode.d1.loss_cls: 0.4028, decode.d1.loss_mask: 0.5815, decode.d1.loss_dice: 0.8472, decode.d2.loss_cls: 0.3554, decode.d2.loss_mask: 0.5681, decode.d2.loss_dice: 0.8217, decode.d3.loss_cls: 0.3361, decode.d3.loss_mask: 0.5680, decode.d3.loss_dice: 0.8018, decode.d4.loss_cls: 0.3277, decode.d4.loss_mask: 0.5653, decode.d4.loss_dice: 0.7980, decode.d5.loss_cls: 0.3178, decode.d5.loss_mask: 0.5642, decode.d5.loss_dice: 0.7993, decode.d6.loss_cls: 0.3183, decode.d6.loss_mask: 0.5624, decode.d6.loss_dice: 0.7925, decode.d7.loss_cls: 0.3149, decode.d7.loss_mask: 0.5631, decode.d7.loss_dice: 0.7944, decode.d8.loss_cls: 0.3087, decode.d8.loss_mask: 0.5638, decode.d8.loss_dice: 0.7962, loss: 18.1520, grad_norm: 64.4530 +2023-11-06 23:46:54,381 - mmseg - INFO - Iter [71600/160000] lr: 5.525e-05, eta: 11:49:48, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3104, decode.loss_mask: 0.5451, decode.loss_dice: 0.8012, decode.d0.loss_cls: 1.3138, decode.d0.loss_mask: 0.5808, decode.d0.loss_dice: 0.8871, decode.d1.loss_cls: 0.4050, decode.d1.loss_mask: 0.5700, decode.d1.loss_dice: 0.8585, decode.d2.loss_cls: 0.3494, decode.d2.loss_mask: 0.5535, decode.d2.loss_dice: 0.8304, decode.d3.loss_cls: 0.3343, decode.d3.loss_mask: 0.5478, decode.d3.loss_dice: 0.8133, decode.d4.loss_cls: 0.3234, decode.d4.loss_mask: 0.5477, decode.d4.loss_dice: 0.8125, decode.d5.loss_cls: 0.3223, decode.d5.loss_mask: 0.5476, decode.d5.loss_dice: 0.8048, decode.d6.loss_cls: 0.3124, decode.d6.loss_mask: 0.5456, decode.d6.loss_dice: 0.7986, decode.d7.loss_cls: 0.3101, decode.d7.loss_mask: 0.5472, decode.d7.loss_dice: 0.8080, decode.d8.loss_cls: 0.3081, decode.d8.loss_mask: 0.5463, decode.d8.loss_dice: 0.8039, loss: 18.0393, grad_norm: 65.9839 +2023-11-06 23:47:16,888 - mmseg - INFO - Iter [71650/160000] lr: 5.522e-05, eta: 11:49:22, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3302, decode.loss_mask: 0.5421, decode.loss_dice: 0.8179, decode.d0.loss_cls: 1.3599, decode.d0.loss_mask: 0.5784, decode.d0.loss_dice: 0.9031, decode.d1.loss_cls: 0.4336, decode.d1.loss_mask: 0.5620, decode.d1.loss_dice: 0.8727, decode.d2.loss_cls: 0.3708, decode.d2.loss_mask: 0.5549, decode.d2.loss_dice: 0.8473, decode.d3.loss_cls: 0.3534, decode.d3.loss_mask: 0.5453, decode.d3.loss_dice: 0.8292, decode.d4.loss_cls: 0.3423, decode.d4.loss_mask: 0.5443, decode.d4.loss_dice: 0.8255, decode.d5.loss_cls: 0.3357, decode.d5.loss_mask: 0.5439, decode.d5.loss_dice: 0.8278, decode.d6.loss_cls: 0.3311, decode.d6.loss_mask: 0.5440, decode.d6.loss_dice: 0.8195, decode.d7.loss_cls: 0.3302, decode.d7.loss_mask: 0.5422, decode.d7.loss_dice: 0.8186, decode.d8.loss_cls: 0.3252, decode.d8.loss_mask: 0.5440, decode.d8.loss_dice: 0.8200, loss: 18.3951, grad_norm: 66.6316 +2023-11-06 23:47:39,564 - mmseg - INFO - Iter [71700/160000] lr: 5.519e-05, eta: 11:48:56, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3128, decode.loss_mask: 0.5386, decode.loss_dice: 0.8068, decode.d0.loss_cls: 1.3114, decode.d0.loss_mask: 0.5829, decode.d0.loss_dice: 0.8846, decode.d1.loss_cls: 0.4064, decode.d1.loss_mask: 0.5572, decode.d1.loss_dice: 0.8529, decode.d2.loss_cls: 0.3655, decode.d2.loss_mask: 0.5457, decode.d2.loss_dice: 0.8258, decode.d3.loss_cls: 0.3395, decode.d3.loss_mask: 0.5400, decode.d3.loss_dice: 0.8083, decode.d4.loss_cls: 0.3240, decode.d4.loss_mask: 0.5386, decode.d4.loss_dice: 0.8127, decode.d5.loss_cls: 0.3187, decode.d5.loss_mask: 0.5387, decode.d5.loss_dice: 0.8083, decode.d6.loss_cls: 0.3173, decode.d6.loss_mask: 0.5384, decode.d6.loss_dice: 0.8060, decode.d7.loss_cls: 0.3121, decode.d7.loss_mask: 0.5383, decode.d7.loss_dice: 0.8050, decode.d8.loss_cls: 0.3151, decode.d8.loss_mask: 0.5365, decode.d8.loss_dice: 0.8070, loss: 17.9950, grad_norm: 62.4223 +2023-11-06 23:48:02,170 - mmseg - INFO - Iter [71750/160000] lr: 5.516e-05, eta: 11:48:30, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2944, decode.loss_mask: 0.5251, decode.loss_dice: 0.7731, decode.d0.loss_cls: 1.3132, decode.d0.loss_mask: 0.5659, decode.d0.loss_dice: 0.8647, decode.d1.loss_cls: 0.4019, decode.d1.loss_mask: 0.5436, decode.d1.loss_dice: 0.8377, decode.d2.loss_cls: 0.3501, decode.d2.loss_mask: 0.5318, decode.d2.loss_dice: 0.8044, decode.d3.loss_cls: 0.3277, decode.d3.loss_mask: 0.5275, decode.d3.loss_dice: 0.7845, decode.d4.loss_cls: 0.3109, decode.d4.loss_mask: 0.5272, decode.d4.loss_dice: 0.7826, decode.d5.loss_cls: 0.3096, decode.d5.loss_mask: 0.5244, decode.d5.loss_dice: 0.7799, decode.d6.loss_cls: 0.3083, decode.d6.loss_mask: 0.5228, decode.d6.loss_dice: 0.7766, decode.d7.loss_cls: 0.3001, decode.d7.loss_mask: 0.5237, decode.d7.loss_dice: 0.7788, decode.d8.loss_cls: 0.2965, decode.d8.loss_mask: 0.5249, decode.d8.loss_dice: 0.7765, loss: 17.4885, grad_norm: 60.7059 +2023-11-06 23:48:25,100 - mmseg - INFO - Iter [71800/160000] lr: 5.513e-05, eta: 11:48:05, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3453, decode.loss_mask: 0.5243, decode.loss_dice: 0.8257, decode.d0.loss_cls: 1.3264, decode.d0.loss_mask: 0.5681, decode.d0.loss_dice: 0.9134, decode.d1.loss_cls: 0.4325, decode.d1.loss_mask: 0.5514, decode.d1.loss_dice: 0.8839, decode.d2.loss_cls: 0.3828, decode.d2.loss_mask: 0.5358, decode.d2.loss_dice: 0.8512, decode.d3.loss_cls: 0.3692, decode.d3.loss_mask: 0.5293, decode.d3.loss_dice: 0.8312, decode.d4.loss_cls: 0.3594, decode.d4.loss_mask: 0.5266, decode.d4.loss_dice: 0.8307, decode.d5.loss_cls: 0.3569, decode.d5.loss_mask: 0.5256, decode.d5.loss_dice: 0.8243, decode.d6.loss_cls: 0.3486, decode.d6.loss_mask: 0.5278, decode.d6.loss_dice: 0.8265, decode.d7.loss_cls: 0.3475, decode.d7.loss_mask: 0.5266, decode.d7.loss_dice: 0.8268, decode.d8.loss_cls: 0.3472, decode.d8.loss_mask: 0.5262, decode.d8.loss_dice: 0.8227, loss: 18.3937, grad_norm: 59.0537 +2023-11-06 23:48:47,718 - mmseg - INFO - Iter [71850/160000] lr: 5.509e-05, eta: 11:47:39, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3161, decode.loss_mask: 0.5640, decode.loss_dice: 0.8340, decode.d0.loss_cls: 1.3197, decode.d0.loss_mask: 0.6057, decode.d0.loss_dice: 0.9305, decode.d1.loss_cls: 0.4171, decode.d1.loss_mask: 0.5831, decode.d1.loss_dice: 0.8943, decode.d2.loss_cls: 0.3674, decode.d2.loss_mask: 0.5728, decode.d2.loss_dice: 0.8604, decode.d3.loss_cls: 0.3443, decode.d3.loss_mask: 0.5642, decode.d3.loss_dice: 0.8390, decode.d4.loss_cls: 0.3317, decode.d4.loss_mask: 0.5643, decode.d4.loss_dice: 0.8412, decode.d5.loss_cls: 0.3261, decode.d5.loss_mask: 0.5630, decode.d5.loss_dice: 0.8365, decode.d6.loss_cls: 0.3289, decode.d6.loss_mask: 0.5605, decode.d6.loss_dice: 0.8372, decode.d7.loss_cls: 0.3179, decode.d7.loss_mask: 0.5623, decode.d7.loss_dice: 0.8350, decode.d8.loss_cls: 0.3148, decode.d8.loss_mask: 0.5619, decode.d8.loss_dice: 0.8369, loss: 18.6311, grad_norm: 68.8496 +2023-11-06 23:49:10,497 - mmseg - INFO - Iter [71900/160000] lr: 5.506e-05, eta: 11:47:13, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3296, decode.loss_mask: 0.5489, decode.loss_dice: 0.7973, decode.d0.loss_cls: 1.3333, decode.d0.loss_mask: 0.5916, decode.d0.loss_dice: 0.8849, decode.d1.loss_cls: 0.4205, decode.d1.loss_mask: 0.5668, decode.d1.loss_dice: 0.8513, decode.d2.loss_cls: 0.3729, decode.d2.loss_mask: 0.5590, decode.d2.loss_dice: 0.8186, decode.d3.loss_cls: 0.3525, decode.d3.loss_mask: 0.5528, decode.d3.loss_dice: 0.7984, decode.d4.loss_cls: 0.3424, decode.d4.loss_mask: 0.5487, decode.d4.loss_dice: 0.8026, decode.d5.loss_cls: 0.3390, decode.d5.loss_mask: 0.5501, decode.d5.loss_dice: 0.7965, decode.d6.loss_cls: 0.3400, decode.d6.loss_mask: 0.5497, decode.d6.loss_dice: 0.7957, decode.d7.loss_cls: 0.3321, decode.d7.loss_mask: 0.5512, decode.d7.loss_dice: 0.7925, decode.d8.loss_cls: 0.3298, decode.d8.loss_mask: 0.5501, decode.d8.loss_dice: 0.7941, loss: 18.1929, grad_norm: 66.3975 +2023-11-06 23:49:33,206 - mmseg - INFO - Iter [71950/160000] lr: 5.503e-05, eta: 11:46:47, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3373, decode.loss_mask: 0.5328, decode.loss_dice: 0.8044, decode.d0.loss_cls: 1.3561, decode.d0.loss_mask: 0.5756, decode.d0.loss_dice: 0.9103, decode.d1.loss_cls: 0.4410, decode.d1.loss_mask: 0.5527, decode.d1.loss_dice: 0.8689, decode.d2.loss_cls: 0.3894, decode.d2.loss_mask: 0.5393, decode.d2.loss_dice: 0.8382, decode.d3.loss_cls: 0.3629, decode.d3.loss_mask: 0.5395, decode.d3.loss_dice: 0.8190, decode.d4.loss_cls: 0.3566, decode.d4.loss_mask: 0.5352, decode.d4.loss_dice: 0.8145, decode.d5.loss_cls: 0.3536, decode.d5.loss_mask: 0.5353, decode.d5.loss_dice: 0.8114, decode.d6.loss_cls: 0.3491, decode.d6.loss_mask: 0.5353, decode.d6.loss_dice: 0.8045, decode.d7.loss_cls: 0.3420, decode.d7.loss_mask: 0.5353, decode.d7.loss_dice: 0.8088, decode.d8.loss_cls: 0.3371, decode.d8.loss_mask: 0.5352, decode.d8.loss_dice: 0.8077, loss: 18.3289, grad_norm: 61.5724 +2023-11-06 23:49:58,113 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 23:49:58,113 - mmseg - INFO - Iter [72000/160000] lr: 5.500e-05, eta: 11:46:24, time: 0.498, data_time: 0.059, memory: 39436, decode.loss_cls: 0.3214, decode.loss_mask: 0.5577, decode.loss_dice: 0.8176, decode.d0.loss_cls: 1.3128, decode.d0.loss_mask: 0.6019, decode.d0.loss_dice: 0.9146, decode.d1.loss_cls: 0.4143, decode.d1.loss_mask: 0.5738, decode.d1.loss_dice: 0.8774, decode.d2.loss_cls: 0.3681, decode.d2.loss_mask: 0.5676, decode.d2.loss_dice: 0.8483, decode.d3.loss_cls: 0.3419, decode.d3.loss_mask: 0.5589, decode.d3.loss_dice: 0.8356, decode.d4.loss_cls: 0.3375, decode.d4.loss_mask: 0.5613, decode.d4.loss_dice: 0.8281, decode.d5.loss_cls: 0.3292, decode.d5.loss_mask: 0.5607, decode.d5.loss_dice: 0.8242, decode.d6.loss_cls: 0.3262, decode.d6.loss_mask: 0.5582, decode.d6.loss_dice: 0.8217, decode.d7.loss_cls: 0.3272, decode.d7.loss_mask: 0.5557, decode.d7.loss_dice: 0.8234, decode.d8.loss_cls: 0.3208, decode.d8.loss_mask: 0.5554, decode.d8.loss_dice: 0.8213, loss: 18.4627, grad_norm: 64.9661 +2023-11-06 23:50:20,707 - mmseg - INFO - Iter [72050/160000] lr: 5.497e-05, eta: 11:45:58, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3237, decode.loss_mask: 0.5414, decode.loss_dice: 0.8190, decode.d0.loss_cls: 1.3326, decode.d0.loss_mask: 0.5790, decode.d0.loss_dice: 0.9133, decode.d1.loss_cls: 0.4234, decode.d1.loss_mask: 0.5641, decode.d1.loss_dice: 0.8611, decode.d2.loss_cls: 0.3700, decode.d2.loss_mask: 0.5531, decode.d2.loss_dice: 0.8459, decode.d3.loss_cls: 0.3523, decode.d3.loss_mask: 0.5459, decode.d3.loss_dice: 0.8284, decode.d4.loss_cls: 0.3382, decode.d4.loss_mask: 0.5455, decode.d4.loss_dice: 0.8282, decode.d5.loss_cls: 0.3362, decode.d5.loss_mask: 0.5435, decode.d5.loss_dice: 0.8208, decode.d6.loss_cls: 0.3360, decode.d6.loss_mask: 0.5414, decode.d6.loss_dice: 0.8184, decode.d7.loss_cls: 0.3297, decode.d7.loss_mask: 0.5418, decode.d7.loss_dice: 0.8184, decode.d8.loss_cls: 0.3242, decode.d8.loss_mask: 0.5423, decode.d8.loss_dice: 0.8219, loss: 18.3396, grad_norm: 64.3803 +2023-11-06 23:50:43,539 - mmseg - INFO - Iter [72100/160000] lr: 5.494e-05, eta: 11:45:33, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3097, decode.loss_mask: 0.5420, decode.loss_dice: 0.8050, decode.d0.loss_cls: 1.3095, decode.d0.loss_mask: 0.5811, decode.d0.loss_dice: 0.8946, decode.d1.loss_cls: 0.4061, decode.d1.loss_mask: 0.5627, decode.d1.loss_dice: 0.8590, decode.d2.loss_cls: 0.3614, decode.d2.loss_mask: 0.5473, decode.d2.loss_dice: 0.8284, decode.d3.loss_cls: 0.3446, decode.d3.loss_mask: 0.5405, decode.d3.loss_dice: 0.8048, decode.d4.loss_cls: 0.3291, decode.d4.loss_mask: 0.5408, decode.d4.loss_dice: 0.8056, decode.d5.loss_cls: 0.3230, decode.d5.loss_mask: 0.5401, decode.d5.loss_dice: 0.8125, decode.d6.loss_cls: 0.3188, decode.d6.loss_mask: 0.5405, decode.d6.loss_dice: 0.8024, decode.d7.loss_cls: 0.3148, decode.d7.loss_mask: 0.5395, decode.d7.loss_dice: 0.8042, decode.d8.loss_cls: 0.3167, decode.d8.loss_mask: 0.5395, decode.d8.loss_dice: 0.8054, loss: 18.0295, grad_norm: 65.4754 +2023-11-06 23:51:06,253 - mmseg - INFO - Iter [72150/160000] lr: 5.491e-05, eta: 11:45:07, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3163, decode.loss_mask: 0.5310, decode.loss_dice: 0.8015, decode.d0.loss_cls: 1.3248, decode.d0.loss_mask: 0.5708, decode.d0.loss_dice: 0.8847, decode.d1.loss_cls: 0.4175, decode.d1.loss_mask: 0.5500, decode.d1.loss_dice: 0.8552, decode.d2.loss_cls: 0.3617, decode.d2.loss_mask: 0.5402, decode.d2.loss_dice: 0.8254, decode.d3.loss_cls: 0.3420, decode.d3.loss_mask: 0.5366, decode.d3.loss_dice: 0.8057, decode.d4.loss_cls: 0.3286, decode.d4.loss_mask: 0.5359, decode.d4.loss_dice: 0.8096, decode.d5.loss_cls: 0.3237, decode.d5.loss_mask: 0.5345, decode.d5.loss_dice: 0.8077, decode.d6.loss_cls: 0.3221, decode.d6.loss_mask: 0.5312, decode.d6.loss_dice: 0.8027, decode.d7.loss_cls: 0.3148, decode.d7.loss_mask: 0.5331, decode.d7.loss_dice: 0.8032, decode.d8.loss_cls: 0.3169, decode.d8.loss_mask: 0.5334, decode.d8.loss_dice: 0.8056, loss: 17.9666, grad_norm: 61.7991 +2023-11-06 23:51:29,190 - mmseg - INFO - Iter [72200/160000] lr: 5.488e-05, eta: 11:44:42, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3231, decode.loss_mask: 0.5285, decode.loss_dice: 0.8061, decode.d0.loss_cls: 1.3160, decode.d0.loss_mask: 0.5626, decode.d0.loss_dice: 0.8905, decode.d1.loss_cls: 0.4138, decode.d1.loss_mask: 0.5509, decode.d1.loss_dice: 0.8563, decode.d2.loss_cls: 0.3769, decode.d2.loss_mask: 0.5399, decode.d2.loss_dice: 0.8248, decode.d3.loss_cls: 0.3511, decode.d3.loss_mask: 0.5324, decode.d3.loss_dice: 0.8070, decode.d4.loss_cls: 0.3388, decode.d4.loss_mask: 0.5306, decode.d4.loss_dice: 0.8108, decode.d5.loss_cls: 0.3394, decode.d5.loss_mask: 0.5293, decode.d5.loss_dice: 0.8076, decode.d6.loss_cls: 0.3308, decode.d6.loss_mask: 0.5283, decode.d6.loss_dice: 0.8051, decode.d7.loss_cls: 0.3245, decode.d7.loss_mask: 0.5301, decode.d7.loss_dice: 0.8070, decode.d8.loss_cls: 0.3250, decode.d8.loss_mask: 0.5280, decode.d8.loss_dice: 0.8057, loss: 18.0210, grad_norm: 63.3136 +2023-11-06 23:51:51,844 - mmseg - INFO - Iter [72250/160000] lr: 5.484e-05, eta: 11:44:16, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2986, decode.loss_mask: 0.5458, decode.loss_dice: 0.7838, decode.d0.loss_cls: 1.3048, decode.d0.loss_mask: 0.5818, decode.d0.loss_dice: 0.8620, decode.d1.loss_cls: 0.3843, decode.d1.loss_mask: 0.5651, decode.d1.loss_dice: 0.8340, decode.d2.loss_cls: 0.3476, decode.d2.loss_mask: 0.5571, decode.d2.loss_dice: 0.8012, decode.d3.loss_cls: 0.3186, decode.d3.loss_mask: 0.5505, decode.d3.loss_dice: 0.7876, decode.d4.loss_cls: 0.3103, decode.d4.loss_mask: 0.5489, decode.d4.loss_dice: 0.7885, decode.d5.loss_cls: 0.3021, decode.d5.loss_mask: 0.5460, decode.d5.loss_dice: 0.7860, decode.d6.loss_cls: 0.3041, decode.d6.loss_mask: 0.5455, decode.d6.loss_dice: 0.7805, decode.d7.loss_cls: 0.3002, decode.d7.loss_mask: 0.5466, decode.d7.loss_dice: 0.7808, decode.d8.loss_cls: 0.2949, decode.d8.loss_mask: 0.5460, decode.d8.loss_dice: 0.7858, loss: 17.6892, grad_norm: 70.3534 +2023-11-06 23:52:14,502 - mmseg - INFO - Iter [72300/160000] lr: 5.481e-05, eta: 11:43:50, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2937, decode.loss_mask: 0.5423, decode.loss_dice: 0.7829, decode.d0.loss_cls: 1.2804, decode.d0.loss_mask: 0.5841, decode.d0.loss_dice: 0.8694, decode.d1.loss_cls: 0.3936, decode.d1.loss_mask: 0.5604, decode.d1.loss_dice: 0.8271, decode.d2.loss_cls: 0.3393, decode.d2.loss_mask: 0.5509, decode.d2.loss_dice: 0.8116, decode.d3.loss_cls: 0.3280, decode.d3.loss_mask: 0.5443, decode.d3.loss_dice: 0.7837, decode.d4.loss_cls: 0.3105, decode.d4.loss_mask: 0.5440, decode.d4.loss_dice: 0.7881, decode.d5.loss_cls: 0.3062, decode.d5.loss_mask: 0.5445, decode.d5.loss_dice: 0.7827, decode.d6.loss_cls: 0.3042, decode.d6.loss_mask: 0.5435, decode.d6.loss_dice: 0.7806, decode.d7.loss_cls: 0.3002, decode.d7.loss_mask: 0.5426, decode.d7.loss_dice: 0.7831, decode.d8.loss_cls: 0.2987, decode.d8.loss_mask: 0.5432, decode.d8.loss_dice: 0.7835, loss: 17.6474, grad_norm: 64.9318 +2023-11-06 23:52:37,202 - mmseg - INFO - Iter [72350/160000] lr: 5.478e-05, eta: 11:43:24, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3177, decode.loss_mask: 0.5124, decode.loss_dice: 0.7938, decode.d0.loss_cls: 1.3333, decode.d0.loss_mask: 0.5495, decode.d0.loss_dice: 0.8900, decode.d1.loss_cls: 0.4077, decode.d1.loss_mask: 0.5325, decode.d1.loss_dice: 0.8493, decode.d2.loss_cls: 0.3576, decode.d2.loss_mask: 0.5232, decode.d2.loss_dice: 0.8308, decode.d3.loss_cls: 0.3462, decode.d3.loss_mask: 0.5173, decode.d3.loss_dice: 0.8056, decode.d4.loss_cls: 0.3356, decode.d4.loss_mask: 0.5146, decode.d4.loss_dice: 0.8047, decode.d5.loss_cls: 0.3260, decode.d5.loss_mask: 0.5127, decode.d5.loss_dice: 0.8071, decode.d6.loss_cls: 0.3279, decode.d6.loss_mask: 0.5104, decode.d6.loss_dice: 0.7958, decode.d7.loss_cls: 0.3243, decode.d7.loss_mask: 0.5118, decode.d7.loss_dice: 0.7921, decode.d8.loss_cls: 0.3180, decode.d8.loss_mask: 0.5111, decode.d8.loss_dice: 0.7932, loss: 17.7522, grad_norm: 61.4309 +2023-11-06 23:52:59,858 - mmseg - INFO - Iter [72400/160000] lr: 5.475e-05, eta: 11:42:58, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3294, decode.loss_mask: 0.5343, decode.loss_dice: 0.8073, decode.d0.loss_cls: 1.3430, decode.d0.loss_mask: 0.5792, decode.d0.loss_dice: 0.9006, decode.d1.loss_cls: 0.4175, decode.d1.loss_mask: 0.5622, decode.d1.loss_dice: 0.8731, decode.d2.loss_cls: 0.3705, decode.d2.loss_mask: 0.5453, decode.d2.loss_dice: 0.8387, decode.d3.loss_cls: 0.3534, decode.d3.loss_mask: 0.5389, decode.d3.loss_dice: 0.8194, decode.d4.loss_cls: 0.3461, decode.d4.loss_mask: 0.5362, decode.d4.loss_dice: 0.8137, decode.d5.loss_cls: 0.3349, decode.d5.loss_mask: 0.5357, decode.d5.loss_dice: 0.8130, decode.d6.loss_cls: 0.3367, decode.d6.loss_mask: 0.5369, decode.d6.loss_dice: 0.8093, decode.d7.loss_cls: 0.3315, decode.d7.loss_mask: 0.5349, decode.d7.loss_dice: 0.8124, decode.d8.loss_cls: 0.3286, decode.d8.loss_mask: 0.5370, decode.d8.loss_dice: 0.8092, loss: 18.2286, grad_norm: 72.1026 +2023-11-06 23:53:22,612 - mmseg - INFO - Iter [72450/160000] lr: 5.472e-05, eta: 11:42:33, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2892, decode.loss_mask: 0.5428, decode.loss_dice: 0.7987, decode.d0.loss_cls: 1.2712, decode.d0.loss_mask: 0.5936, decode.d0.loss_dice: 0.8869, decode.d1.loss_cls: 0.3858, decode.d1.loss_mask: 0.5663, decode.d1.loss_dice: 0.8538, decode.d2.loss_cls: 0.3264, decode.d2.loss_mask: 0.5547, decode.d2.loss_dice: 0.8266, decode.d3.loss_cls: 0.3171, decode.d3.loss_mask: 0.5481, decode.d3.loss_dice: 0.8042, decode.d4.loss_cls: 0.3007, decode.d4.loss_mask: 0.5488, decode.d4.loss_dice: 0.8050, decode.d5.loss_cls: 0.2960, decode.d5.loss_mask: 0.5471, decode.d5.loss_dice: 0.8021, decode.d6.loss_cls: 0.2954, decode.d6.loss_mask: 0.5442, decode.d6.loss_dice: 0.7961, decode.d7.loss_cls: 0.2881, decode.d7.loss_mask: 0.5428, decode.d7.loss_dice: 0.8016, decode.d8.loss_cls: 0.2910, decode.d8.loss_mask: 0.5432, decode.d8.loss_dice: 0.7984, loss: 17.7659, grad_norm: 63.4132 +2023-11-06 23:53:45,298 - mmseg - INFO - Iter [72500/160000] lr: 5.469e-05, eta: 11:42:07, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3253, decode.loss_mask: 0.5463, decode.loss_dice: 0.8028, decode.d0.loss_cls: 1.3313, decode.d0.loss_mask: 0.5900, decode.d0.loss_dice: 0.8983, decode.d1.loss_cls: 0.4320, decode.d1.loss_mask: 0.5681, decode.d1.loss_dice: 0.8543, decode.d2.loss_cls: 0.3747, decode.d2.loss_mask: 0.5579, decode.d2.loss_dice: 0.8278, decode.d3.loss_cls: 0.3583, decode.d3.loss_mask: 0.5483, decode.d3.loss_dice: 0.8033, decode.d4.loss_cls: 0.3466, decode.d4.loss_mask: 0.5504, decode.d4.loss_dice: 0.8051, decode.d5.loss_cls: 0.3340, decode.d5.loss_mask: 0.5480, decode.d5.loss_dice: 0.8049, decode.d6.loss_cls: 0.3314, decode.d6.loss_mask: 0.5466, decode.d6.loss_dice: 0.7986, decode.d7.loss_cls: 0.3253, decode.d7.loss_mask: 0.5480, decode.d7.loss_dice: 0.8033, decode.d8.loss_cls: 0.3293, decode.d8.loss_mask: 0.5467, decode.d8.loss_dice: 0.8048, loss: 18.2416, grad_norm: 64.6862 +2023-11-06 23:54:07,912 - mmseg - INFO - Iter [72550/160000] lr: 5.466e-05, eta: 11:41:41, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3197, decode.loss_mask: 0.5426, decode.loss_dice: 0.8026, decode.d0.loss_cls: 1.3158, decode.d0.loss_mask: 0.5820, decode.d0.loss_dice: 0.8996, decode.d1.loss_cls: 0.4065, decode.d1.loss_mask: 0.5660, decode.d1.loss_dice: 0.8632, decode.d2.loss_cls: 0.3584, decode.d2.loss_mask: 0.5551, decode.d2.loss_dice: 0.8356, decode.d3.loss_cls: 0.3444, decode.d3.loss_mask: 0.5453, decode.d3.loss_dice: 0.8155, decode.d4.loss_cls: 0.3337, decode.d4.loss_mask: 0.5449, decode.d4.loss_dice: 0.8131, decode.d5.loss_cls: 0.3287, decode.d5.loss_mask: 0.5450, decode.d5.loss_dice: 0.8037, decode.d6.loss_cls: 0.3256, decode.d6.loss_mask: 0.5426, decode.d6.loss_dice: 0.8017, decode.d7.loss_cls: 0.3263, decode.d7.loss_mask: 0.5414, decode.d7.loss_dice: 0.8021, decode.d8.loss_cls: 0.3229, decode.d8.loss_mask: 0.5413, decode.d8.loss_dice: 0.8054, loss: 18.1305, grad_norm: 68.4905 +2023-11-06 23:54:30,646 - mmseg - INFO - Iter [72600/160000] lr: 5.463e-05, eta: 11:41:16, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3095, decode.loss_mask: 0.5320, decode.loss_dice: 0.7767, decode.d0.loss_cls: 1.3034, decode.d0.loss_mask: 0.5750, decode.d0.loss_dice: 0.8708, decode.d1.loss_cls: 0.4076, decode.d1.loss_mask: 0.5501, decode.d1.loss_dice: 0.8214, decode.d2.loss_cls: 0.3600, decode.d2.loss_mask: 0.5388, decode.d2.loss_dice: 0.8001, decode.d3.loss_cls: 0.3416, decode.d3.loss_mask: 0.5312, decode.d3.loss_dice: 0.7833, decode.d4.loss_cls: 0.3272, decode.d4.loss_mask: 0.5292, decode.d4.loss_dice: 0.7812, decode.d5.loss_cls: 0.3139, decode.d5.loss_mask: 0.5320, decode.d5.loss_dice: 0.7803, decode.d6.loss_cls: 0.3184, decode.d6.loss_mask: 0.5330, decode.d6.loss_dice: 0.7823, decode.d7.loss_cls: 0.3060, decode.d7.loss_mask: 0.5315, decode.d7.loss_dice: 0.7808, decode.d8.loss_cls: 0.3100, decode.d8.loss_mask: 0.5293, decode.d8.loss_dice: 0.7797, loss: 17.6364, grad_norm: 63.1866 +2023-11-06 23:54:53,394 - mmseg - INFO - Iter [72650/160000] lr: 5.459e-05, eta: 11:40:50, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2922, decode.loss_mask: 0.5311, decode.loss_dice: 0.7829, decode.d0.loss_cls: 1.2974, decode.d0.loss_mask: 0.5716, decode.d0.loss_dice: 0.8700, decode.d1.loss_cls: 0.3866, decode.d1.loss_mask: 0.5533, decode.d1.loss_dice: 0.8337, decode.d2.loss_cls: 0.3435, decode.d2.loss_mask: 0.5415, decode.d2.loss_dice: 0.8102, decode.d3.loss_cls: 0.3226, decode.d3.loss_mask: 0.5350, decode.d3.loss_dice: 0.7933, decode.d4.loss_cls: 0.3135, decode.d4.loss_mask: 0.5335, decode.d4.loss_dice: 0.7881, decode.d5.loss_cls: 0.3047, decode.d5.loss_mask: 0.5338, decode.d5.loss_dice: 0.7911, decode.d6.loss_cls: 0.3032, decode.d6.loss_mask: 0.5291, decode.d6.loss_dice: 0.7848, decode.d7.loss_cls: 0.2969, decode.d7.loss_mask: 0.5314, decode.d7.loss_dice: 0.7860, decode.d8.loss_cls: 0.2985, decode.d8.loss_mask: 0.5300, decode.d8.loss_dice: 0.7860, loss: 17.5756, grad_norm: 67.2110 +2023-11-06 23:55:16,110 - mmseg - INFO - Iter [72700/160000] lr: 5.456e-05, eta: 11:40:24, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3126, decode.loss_mask: 0.5350, decode.loss_dice: 0.8104, decode.d0.loss_cls: 1.3259, decode.d0.loss_mask: 0.5752, decode.d0.loss_dice: 0.9019, decode.d1.loss_cls: 0.4086, decode.d1.loss_mask: 0.5547, decode.d1.loss_dice: 0.8610, decode.d2.loss_cls: 0.3593, decode.d2.loss_mask: 0.5475, decode.d2.loss_dice: 0.8368, decode.d3.loss_cls: 0.3446, decode.d3.loss_mask: 0.5418, decode.d3.loss_dice: 0.8249, decode.d4.loss_cls: 0.3302, decode.d4.loss_mask: 0.5426, decode.d4.loss_dice: 0.8232, decode.d5.loss_cls: 0.3252, decode.d5.loss_mask: 0.5356, decode.d5.loss_dice: 0.8175, decode.d6.loss_cls: 0.3204, decode.d6.loss_mask: 0.5347, decode.d6.loss_dice: 0.8147, decode.d7.loss_cls: 0.3150, decode.d7.loss_mask: 0.5376, decode.d7.loss_dice: 0.8161, decode.d8.loss_cls: 0.3180, decode.d8.loss_mask: 0.5338, decode.d8.loss_dice: 0.8109, loss: 18.1157, grad_norm: 72.6663 +2023-11-06 23:55:38,724 - mmseg - INFO - Iter [72750/160000] lr: 5.453e-05, eta: 11:39:58, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3247, decode.loss_mask: 0.5492, decode.loss_dice: 0.8079, decode.d0.loss_cls: 1.3154, decode.d0.loss_mask: 0.5866, decode.d0.loss_dice: 0.9000, decode.d1.loss_cls: 0.4164, decode.d1.loss_mask: 0.5696, decode.d1.loss_dice: 0.8536, decode.d2.loss_cls: 0.3601, decode.d2.loss_mask: 0.5626, decode.d2.loss_dice: 0.8380, decode.d3.loss_cls: 0.3489, decode.d3.loss_mask: 0.5513, decode.d3.loss_dice: 0.8161, decode.d4.loss_cls: 0.3385, decode.d4.loss_mask: 0.5501, decode.d4.loss_dice: 0.8103, decode.d5.loss_cls: 0.3362, decode.d5.loss_mask: 0.5491, decode.d5.loss_dice: 0.8106, decode.d6.loss_cls: 0.3304, decode.d6.loss_mask: 0.5493, decode.d6.loss_dice: 0.8057, decode.d7.loss_cls: 0.3246, decode.d7.loss_mask: 0.5468, decode.d7.loss_dice: 0.8057, decode.d8.loss_cls: 0.3259, decode.d8.loss_mask: 0.5475, decode.d8.loss_dice: 0.8115, loss: 18.2424, grad_norm: 64.6377 +2023-11-06 23:56:01,267 - mmseg - INFO - Iter [72800/160000] lr: 5.450e-05, eta: 11:39:32, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3173, decode.loss_mask: 0.5435, decode.loss_dice: 0.7810, decode.d0.loss_cls: 1.3279, decode.d0.loss_mask: 0.5809, decode.d0.loss_dice: 0.8709, decode.d1.loss_cls: 0.4177, decode.d1.loss_mask: 0.5660, decode.d1.loss_dice: 0.8316, decode.d2.loss_cls: 0.3694, decode.d2.loss_mask: 0.5522, decode.d2.loss_dice: 0.8108, decode.d3.loss_cls: 0.3541, decode.d3.loss_mask: 0.5460, decode.d3.loss_dice: 0.7842, decode.d4.loss_cls: 0.3376, decode.d4.loss_mask: 0.5434, decode.d4.loss_dice: 0.7867, decode.d5.loss_cls: 0.3372, decode.d5.loss_mask: 0.5427, decode.d5.loss_dice: 0.7814, decode.d6.loss_cls: 0.3291, decode.d6.loss_mask: 0.5410, decode.d6.loss_dice: 0.7786, decode.d7.loss_cls: 0.3252, decode.d7.loss_mask: 0.5417, decode.d7.loss_dice: 0.7825, decode.d8.loss_cls: 0.3180, decode.d8.loss_mask: 0.5421, decode.d8.loss_dice: 0.7809, loss: 17.9214, grad_norm: 67.6875 +2023-11-06 23:56:24,095 - mmseg - INFO - Iter [72850/160000] lr: 5.447e-05, eta: 11:39:07, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3161, decode.loss_mask: 0.5297, decode.loss_dice: 0.8123, decode.d0.loss_cls: 1.3060, decode.d0.loss_mask: 0.5730, decode.d0.loss_dice: 0.9141, decode.d1.loss_cls: 0.4098, decode.d1.loss_mask: 0.5487, decode.d1.loss_dice: 0.8608, decode.d2.loss_cls: 0.3538, decode.d2.loss_mask: 0.5398, decode.d2.loss_dice: 0.8434, decode.d3.loss_cls: 0.3385, decode.d3.loss_mask: 0.5292, decode.d3.loss_dice: 0.8142, decode.d4.loss_cls: 0.3299, decode.d4.loss_mask: 0.5306, decode.d4.loss_dice: 0.8205, decode.d5.loss_cls: 0.3247, decode.d5.loss_mask: 0.5303, decode.d5.loss_dice: 0.8193, decode.d6.loss_cls: 0.3230, decode.d6.loss_mask: 0.5314, decode.d6.loss_dice: 0.8118, decode.d7.loss_cls: 0.3167, decode.d7.loss_mask: 0.5316, decode.d7.loss_dice: 0.8151, decode.d8.loss_cls: 0.3179, decode.d8.loss_mask: 0.5320, decode.d8.loss_dice: 0.8121, loss: 18.0361, grad_norm: 60.2532 +2023-11-06 23:56:46,924 - mmseg - INFO - Iter [72900/160000] lr: 5.444e-05, eta: 11:38:41, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3078, decode.loss_mask: 0.5309, decode.loss_dice: 0.7852, decode.d0.loss_cls: 1.3082, decode.d0.loss_mask: 0.5753, decode.d0.loss_dice: 0.8914, decode.d1.loss_cls: 0.4037, decode.d1.loss_mask: 0.5508, decode.d1.loss_dice: 0.8402, decode.d2.loss_cls: 0.3566, decode.d2.loss_mask: 0.5408, decode.d2.loss_dice: 0.8151, decode.d3.loss_cls: 0.3303, decode.d3.loss_mask: 0.5347, decode.d3.loss_dice: 0.7962, decode.d4.loss_cls: 0.3281, decode.d4.loss_mask: 0.5346, decode.d4.loss_dice: 0.7904, decode.d5.loss_cls: 0.3237, decode.d5.loss_mask: 0.5333, decode.d5.loss_dice: 0.7908, decode.d6.loss_cls: 0.3169, decode.d6.loss_mask: 0.5306, decode.d6.loss_dice: 0.7907, decode.d7.loss_cls: 0.3140, decode.d7.loss_mask: 0.5306, decode.d7.loss_dice: 0.7898, decode.d8.loss_cls: 0.3080, decode.d8.loss_mask: 0.5340, decode.d8.loss_dice: 0.7866, loss: 17.7692, grad_norm: 79.3139 +2023-11-06 23:57:09,605 - mmseg - INFO - Iter [72950/160000] lr: 5.441e-05, eta: 11:38:16, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3256, decode.loss_mask: 0.5458, decode.loss_dice: 0.7961, decode.d0.loss_cls: 1.3368, decode.d0.loss_mask: 0.5864, decode.d0.loss_dice: 0.8870, decode.d1.loss_cls: 0.4271, decode.d1.loss_mask: 0.5734, decode.d1.loss_dice: 0.8484, decode.d2.loss_cls: 0.3784, decode.d2.loss_mask: 0.5537, decode.d2.loss_dice: 0.8180, decode.d3.loss_cls: 0.3619, decode.d3.loss_mask: 0.5497, decode.d3.loss_dice: 0.7992, decode.d4.loss_cls: 0.3480, decode.d4.loss_mask: 0.5485, decode.d4.loss_dice: 0.7988, decode.d5.loss_cls: 0.3410, decode.d5.loss_mask: 0.5482, decode.d5.loss_dice: 0.7990, decode.d6.loss_cls: 0.3364, decode.d6.loss_mask: 0.5455, decode.d6.loss_dice: 0.7961, decode.d7.loss_cls: 0.3302, decode.d7.loss_mask: 0.5451, decode.d7.loss_dice: 0.7979, decode.d8.loss_cls: 0.3332, decode.d8.loss_mask: 0.5446, decode.d8.loss_dice: 0.7992, loss: 18.1990, grad_norm: 62.3662 +2023-11-06 23:57:32,503 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-06 23:57:32,504 - mmseg - INFO - Iter [73000/160000] lr: 5.438e-05, eta: 11:37:50, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3062, decode.loss_mask: 0.5471, decode.loss_dice: 0.7776, decode.d0.loss_cls: 1.3118, decode.d0.loss_mask: 0.5894, decode.d0.loss_dice: 0.8700, decode.d1.loss_cls: 0.4048, decode.d1.loss_mask: 0.5691, decode.d1.loss_dice: 0.8255, decode.d2.loss_cls: 0.3568, decode.d2.loss_mask: 0.5593, decode.d2.loss_dice: 0.8023, decode.d3.loss_cls: 0.3366, decode.d3.loss_mask: 0.5492, decode.d3.loss_dice: 0.7909, decode.d4.loss_cls: 0.3222, decode.d4.loss_mask: 0.5492, decode.d4.loss_dice: 0.7846, decode.d5.loss_cls: 0.3180, decode.d5.loss_mask: 0.5512, decode.d5.loss_dice: 0.7838, decode.d6.loss_cls: 0.3187, decode.d6.loss_mask: 0.5458, decode.d6.loss_dice: 0.7772, decode.d7.loss_cls: 0.3111, decode.d7.loss_mask: 0.5474, decode.d7.loss_dice: 0.7763, decode.d8.loss_cls: 0.3073, decode.d8.loss_mask: 0.5476, decode.d8.loss_dice: 0.7810, loss: 17.8180, grad_norm: 66.7287 +2023-11-06 23:57:55,319 - mmseg - INFO - Iter [73050/160000] lr: 5.434e-05, eta: 11:37:25, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3111, decode.loss_mask: 0.5228, decode.loss_dice: 0.7880, decode.d0.loss_cls: 1.2657, decode.d0.loss_mask: 0.5686, decode.d0.loss_dice: 0.8855, decode.d1.loss_cls: 0.3944, decode.d1.loss_mask: 0.5433, decode.d1.loss_dice: 0.8460, decode.d2.loss_cls: 0.3573, decode.d2.loss_mask: 0.5315, decode.d2.loss_dice: 0.8224, decode.d3.loss_cls: 0.3355, decode.d3.loss_mask: 0.5258, decode.d3.loss_dice: 0.7990, decode.d4.loss_cls: 0.3260, decode.d4.loss_mask: 0.5262, decode.d4.loss_dice: 0.7955, decode.d5.loss_cls: 0.3210, decode.d5.loss_mask: 0.5241, decode.d5.loss_dice: 0.7994, decode.d6.loss_cls: 0.3153, decode.d6.loss_mask: 0.5244, decode.d6.loss_dice: 0.7914, decode.d7.loss_cls: 0.3083, decode.d7.loss_mask: 0.5219, decode.d7.loss_dice: 0.7924, decode.d8.loss_cls: 0.3098, decode.d8.loss_mask: 0.5216, decode.d8.loss_dice: 0.7947, loss: 17.6688, grad_norm: 66.4883 +2023-11-06 23:58:17,999 - mmseg - INFO - Iter [73100/160000] lr: 5.431e-05, eta: 11:36:59, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3040, decode.loss_mask: 0.5375, decode.loss_dice: 0.7910, decode.d0.loss_cls: 1.3280, decode.d0.loss_mask: 0.5687, decode.d0.loss_dice: 0.8785, decode.d1.loss_cls: 0.4075, decode.d1.loss_mask: 0.5585, decode.d1.loss_dice: 0.8377, decode.d2.loss_cls: 0.3580, decode.d2.loss_mask: 0.5445, decode.d2.loss_dice: 0.8211, decode.d3.loss_cls: 0.3339, decode.d3.loss_mask: 0.5412, decode.d3.loss_dice: 0.8028, decode.d4.loss_cls: 0.3202, decode.d4.loss_mask: 0.5395, decode.d4.loss_dice: 0.7978, decode.d5.loss_cls: 0.3177, decode.d5.loss_mask: 0.5384, decode.d5.loss_dice: 0.7995, decode.d6.loss_cls: 0.3189, decode.d6.loss_mask: 0.5372, decode.d6.loss_dice: 0.7930, decode.d7.loss_cls: 0.3081, decode.d7.loss_mask: 0.5357, decode.d7.loss_dice: 0.7913, decode.d8.loss_cls: 0.3061, decode.d8.loss_mask: 0.5369, decode.d8.loss_dice: 0.7932, loss: 17.8465, grad_norm: 66.9023 +2023-11-06 23:58:40,689 - mmseg - INFO - Iter [73150/160000] lr: 5.428e-05, eta: 11:36:33, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3362, decode.loss_mask: 0.5506, decode.loss_dice: 0.8178, decode.d0.loss_cls: 1.3270, decode.d0.loss_mask: 0.5978, decode.d0.loss_dice: 0.9044, decode.d1.loss_cls: 0.4256, decode.d1.loss_mask: 0.5761, decode.d1.loss_dice: 0.8801, decode.d2.loss_cls: 0.3783, decode.d2.loss_mask: 0.5646, decode.d2.loss_dice: 0.8504, decode.d3.loss_cls: 0.3595, decode.d3.loss_mask: 0.5562, decode.d3.loss_dice: 0.8271, decode.d4.loss_cls: 0.3480, decode.d4.loss_mask: 0.5544, decode.d4.loss_dice: 0.8291, decode.d5.loss_cls: 0.3380, decode.d5.loss_mask: 0.5557, decode.d5.loss_dice: 0.8274, decode.d6.loss_cls: 0.3450, decode.d6.loss_mask: 0.5555, decode.d6.loss_dice: 0.8210, decode.d7.loss_cls: 0.3360, decode.d7.loss_mask: 0.5540, decode.d7.loss_dice: 0.8274, decode.d8.loss_cls: 0.3317, decode.d8.loss_mask: 0.5532, decode.d8.loss_dice: 0.8268, loss: 18.5549, grad_norm: 66.0023 +2023-11-06 23:59:03,451 - mmseg - INFO - Iter [73200/160000] lr: 5.425e-05, eta: 11:36:08, time: 0.455, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3014, decode.loss_mask: 0.5419, decode.loss_dice: 0.7980, decode.d0.loss_cls: 1.2921, decode.d0.loss_mask: 0.5890, decode.d0.loss_dice: 0.8839, decode.d1.loss_cls: 0.3938, decode.d1.loss_mask: 0.5576, decode.d1.loss_dice: 0.8526, decode.d2.loss_cls: 0.3409, decode.d2.loss_mask: 0.5507, decode.d2.loss_dice: 0.8287, decode.d3.loss_cls: 0.3279, decode.d3.loss_mask: 0.5449, decode.d3.loss_dice: 0.8060, decode.d4.loss_cls: 0.3118, decode.d4.loss_mask: 0.5432, decode.d4.loss_dice: 0.8055, decode.d5.loss_cls: 0.3046, decode.d5.loss_mask: 0.5423, decode.d5.loss_dice: 0.8063, decode.d6.loss_cls: 0.3025, decode.d6.loss_mask: 0.5439, decode.d6.loss_dice: 0.8022, decode.d7.loss_cls: 0.3024, decode.d7.loss_mask: 0.5430, decode.d7.loss_dice: 0.8014, decode.d8.loss_cls: 0.3001, decode.d8.loss_mask: 0.5436, decode.d8.loss_dice: 0.7977, loss: 17.8598, grad_norm: 62.2488 +2023-11-06 23:59:25,951 - mmseg - INFO - Iter [73250/160000] lr: 5.422e-05, eta: 11:35:42, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3086, decode.loss_mask: 0.5384, decode.loss_dice: 0.7936, decode.d0.loss_cls: 1.3310, decode.d0.loss_mask: 0.5865, decode.d0.loss_dice: 0.8959, decode.d1.loss_cls: 0.4070, decode.d1.loss_mask: 0.5610, decode.d1.loss_dice: 0.8537, decode.d2.loss_cls: 0.3542, decode.d2.loss_mask: 0.5504, decode.d2.loss_dice: 0.8177, decode.d3.loss_cls: 0.3347, decode.d3.loss_mask: 0.5396, decode.d3.loss_dice: 0.8020, decode.d4.loss_cls: 0.3232, decode.d4.loss_mask: 0.5407, decode.d4.loss_dice: 0.8057, decode.d5.loss_cls: 0.3179, decode.d5.loss_mask: 0.5413, decode.d5.loss_dice: 0.8054, decode.d6.loss_cls: 0.3170, decode.d6.loss_mask: 0.5406, decode.d6.loss_dice: 0.7956, decode.d7.loss_cls: 0.3122, decode.d7.loss_mask: 0.5389, decode.d7.loss_dice: 0.7961, decode.d8.loss_cls: 0.3094, decode.d8.loss_mask: 0.5385, decode.d8.loss_dice: 0.7966, loss: 17.9532, grad_norm: 65.1835 +2023-11-06 23:59:51,136 - mmseg - INFO - Iter [73300/160000] lr: 5.419e-05, eta: 11:35:19, time: 0.504, data_time: 0.057, memory: 39436, decode.loss_cls: 0.3143, decode.loss_mask: 0.5349, decode.loss_dice: 0.7972, decode.d0.loss_cls: 1.3209, decode.d0.loss_mask: 0.5787, decode.d0.loss_dice: 0.8857, decode.d1.loss_cls: 0.4126, decode.d1.loss_mask: 0.5575, decode.d1.loss_dice: 0.8555, decode.d2.loss_cls: 0.3627, decode.d2.loss_mask: 0.5465, decode.d2.loss_dice: 0.8253, decode.d3.loss_cls: 0.3449, decode.d3.loss_mask: 0.5404, decode.d3.loss_dice: 0.8043, decode.d4.loss_cls: 0.3274, decode.d4.loss_mask: 0.5393, decode.d4.loss_dice: 0.8078, decode.d5.loss_cls: 0.3282, decode.d5.loss_mask: 0.5378, decode.d5.loss_dice: 0.8033, decode.d6.loss_cls: 0.3211, decode.d6.loss_mask: 0.5383, decode.d6.loss_dice: 0.7916, decode.d7.loss_cls: 0.3170, decode.d7.loss_mask: 0.5370, decode.d7.loss_dice: 0.7956, decode.d8.loss_cls: 0.3154, decode.d8.loss_mask: 0.5346, decode.d8.loss_dice: 0.7956, loss: 17.9715, grad_norm: 62.2851 +2023-11-07 00:00:13,753 - mmseg - INFO - Iter [73350/160000] lr: 5.416e-05, eta: 11:34:53, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3259, decode.loss_mask: 0.5279, decode.loss_dice: 0.7998, decode.d0.loss_cls: 1.3687, decode.d0.loss_mask: 0.5687, decode.d0.loss_dice: 0.8952, decode.d1.loss_cls: 0.4133, decode.d1.loss_mask: 0.5501, decode.d1.loss_dice: 0.8625, decode.d2.loss_cls: 0.3705, decode.d2.loss_mask: 0.5388, decode.d2.loss_dice: 0.8299, decode.d3.loss_cls: 0.3515, decode.d3.loss_mask: 0.5314, decode.d3.loss_dice: 0.8149, decode.d4.loss_cls: 0.3393, decode.d4.loss_mask: 0.5309, decode.d4.loss_dice: 0.8106, decode.d5.loss_cls: 0.3336, decode.d5.loss_mask: 0.5293, decode.d5.loss_dice: 0.8065, decode.d6.loss_cls: 0.3307, decode.d6.loss_mask: 0.5277, decode.d6.loss_dice: 0.7993, decode.d7.loss_cls: 0.3322, decode.d7.loss_mask: 0.5268, decode.d7.loss_dice: 0.7993, decode.d8.loss_cls: 0.3301, decode.d8.loss_mask: 0.5279, decode.d8.loss_dice: 0.8007, loss: 18.0739, grad_norm: 62.1151 +2023-11-07 00:00:36,488 - mmseg - INFO - Iter [73400/160000] lr: 5.413e-05, eta: 11:34:28, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2934, decode.loss_mask: 0.5122, decode.loss_dice: 0.7825, decode.d0.loss_cls: 1.3032, decode.d0.loss_mask: 0.5512, decode.d0.loss_dice: 0.8676, decode.d1.loss_cls: 0.3915, decode.d1.loss_mask: 0.5325, decode.d1.loss_dice: 0.8332, decode.d2.loss_cls: 0.3452, decode.d2.loss_mask: 0.5253, decode.d2.loss_dice: 0.8096, decode.d3.loss_cls: 0.3230, decode.d3.loss_mask: 0.5157, decode.d3.loss_dice: 0.7897, decode.d4.loss_cls: 0.3118, decode.d4.loss_mask: 0.5175, decode.d4.loss_dice: 0.7892, decode.d5.loss_cls: 0.3046, decode.d5.loss_mask: 0.5179, decode.d5.loss_dice: 0.7813, decode.d6.loss_cls: 0.2952, decode.d6.loss_mask: 0.5174, decode.d6.loss_dice: 0.7821, decode.d7.loss_cls: 0.2987, decode.d7.loss_mask: 0.5147, decode.d7.loss_dice: 0.7777, decode.d8.loss_cls: 0.2953, decode.d8.loss_mask: 0.5155, decode.d8.loss_dice: 0.7839, loss: 17.3786, grad_norm: 61.9036 +2023-11-07 00:00:59,237 - mmseg - INFO - Iter [73450/160000] lr: 5.409e-05, eta: 11:34:02, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3096, decode.loss_mask: 0.5336, decode.loss_dice: 0.8005, decode.d0.loss_cls: 1.3143, decode.d0.loss_mask: 0.5649, decode.d0.loss_dice: 0.8836, decode.d1.loss_cls: 0.4056, decode.d1.loss_mask: 0.5545, decode.d1.loss_dice: 0.8581, decode.d2.loss_cls: 0.3538, decode.d2.loss_mask: 0.5405, decode.d2.loss_dice: 0.8307, decode.d3.loss_cls: 0.3356, decode.d3.loss_mask: 0.5352, decode.d3.loss_dice: 0.8107, decode.d4.loss_cls: 0.3226, decode.d4.loss_mask: 0.5362, decode.d4.loss_dice: 0.8051, decode.d5.loss_cls: 0.3197, decode.d5.loss_mask: 0.5340, decode.d5.loss_dice: 0.8047, decode.d6.loss_cls: 0.3155, decode.d6.loss_mask: 0.5314, decode.d6.loss_dice: 0.8070, decode.d7.loss_cls: 0.3079, decode.d7.loss_mask: 0.5328, decode.d7.loss_dice: 0.8034, decode.d8.loss_cls: 0.3080, decode.d8.loss_mask: 0.5334, decode.d8.loss_dice: 0.8067, loss: 17.8996, grad_norm: 64.7703 +2023-11-07 00:01:21,869 - mmseg - INFO - Iter [73500/160000] lr: 5.406e-05, eta: 11:33:36, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3100, decode.loss_mask: 0.5190, decode.loss_dice: 0.7768, decode.d0.loss_cls: 1.3122, decode.d0.loss_mask: 0.5656, decode.d0.loss_dice: 0.8609, decode.d1.loss_cls: 0.4101, decode.d1.loss_mask: 0.5434, decode.d1.loss_dice: 0.8275, decode.d2.loss_cls: 0.3582, decode.d2.loss_mask: 0.5276, decode.d2.loss_dice: 0.8039, decode.d3.loss_cls: 0.3361, decode.d3.loss_mask: 0.5233, decode.d3.loss_dice: 0.7818, decode.d4.loss_cls: 0.3224, decode.d4.loss_mask: 0.5190, decode.d4.loss_dice: 0.7833, decode.d5.loss_cls: 0.3249, decode.d5.loss_mask: 0.5219, decode.d5.loss_dice: 0.7867, decode.d6.loss_cls: 0.3180, decode.d6.loss_mask: 0.5179, decode.d6.loss_dice: 0.7795, decode.d7.loss_cls: 0.3112, decode.d7.loss_mask: 0.5201, decode.d7.loss_dice: 0.7799, decode.d8.loss_cls: 0.3095, decode.d8.loss_mask: 0.5197, decode.d8.loss_dice: 0.7781, loss: 17.5484, grad_norm: 62.5447 +2023-11-07 00:01:44,506 - mmseg - INFO - Iter [73550/160000] lr: 5.403e-05, eta: 11:33:11, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3159, decode.loss_mask: 0.5444, decode.loss_dice: 0.7910, decode.d0.loss_cls: 1.3244, decode.d0.loss_mask: 0.5805, decode.d0.loss_dice: 0.8861, decode.d1.loss_cls: 0.3967, decode.d1.loss_mask: 0.5621, decode.d1.loss_dice: 0.8511, decode.d2.loss_cls: 0.3675, decode.d2.loss_mask: 0.5502, decode.d2.loss_dice: 0.8100, decode.d3.loss_cls: 0.3424, decode.d3.loss_mask: 0.5452, decode.d3.loss_dice: 0.8037, decode.d4.loss_cls: 0.3344, decode.d4.loss_mask: 0.5467, decode.d4.loss_dice: 0.8031, decode.d5.loss_cls: 0.3275, decode.d5.loss_mask: 0.5475, decode.d5.loss_dice: 0.8006, decode.d6.loss_cls: 0.3232, decode.d6.loss_mask: 0.5468, decode.d6.loss_dice: 0.7938, decode.d7.loss_cls: 0.3175, decode.d7.loss_mask: 0.5433, decode.d7.loss_dice: 0.7970, decode.d8.loss_cls: 0.3176, decode.d8.loss_mask: 0.5431, decode.d8.loss_dice: 0.7924, loss: 18.0059, grad_norm: 69.6146 +2023-11-07 00:02:07,269 - mmseg - INFO - Iter [73600/160000] lr: 5.400e-05, eta: 11:32:45, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3132, decode.loss_mask: 0.5389, decode.loss_dice: 0.8045, decode.d0.loss_cls: 1.3019, decode.d0.loss_mask: 0.5778, decode.d0.loss_dice: 0.8922, decode.d1.loss_cls: 0.4082, decode.d1.loss_mask: 0.5631, decode.d1.loss_dice: 0.8513, decode.d2.loss_cls: 0.3569, decode.d2.loss_mask: 0.5503, decode.d2.loss_dice: 0.8252, decode.d3.loss_cls: 0.3412, decode.d3.loss_mask: 0.5404, decode.d3.loss_dice: 0.8135, decode.d4.loss_cls: 0.3366, decode.d4.loss_mask: 0.5382, decode.d4.loss_dice: 0.8104, decode.d5.loss_cls: 0.3251, decode.d5.loss_mask: 0.5398, decode.d5.loss_dice: 0.8091, decode.d6.loss_cls: 0.3228, decode.d6.loss_mask: 0.5363, decode.d6.loss_dice: 0.8043, decode.d7.loss_cls: 0.3137, decode.d7.loss_mask: 0.5377, decode.d7.loss_dice: 0.8032, decode.d8.loss_cls: 0.3118, decode.d8.loss_mask: 0.5399, decode.d8.loss_dice: 0.8086, loss: 18.0159, grad_norm: 63.0932 +2023-11-07 00:02:30,057 - mmseg - INFO - Iter [73650/160000] lr: 5.397e-05, eta: 11:32:19, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3070, decode.loss_mask: 0.5218, decode.loss_dice: 0.7863, decode.d0.loss_cls: 1.3192, decode.d0.loss_mask: 0.5609, decode.d0.loss_dice: 0.8793, decode.d1.loss_cls: 0.4051, decode.d1.loss_mask: 0.5421, decode.d1.loss_dice: 0.8363, decode.d2.loss_cls: 0.3549, decode.d2.loss_mask: 0.5266, decode.d2.loss_dice: 0.8113, decode.d3.loss_cls: 0.3371, decode.d3.loss_mask: 0.5224, decode.d3.loss_dice: 0.7975, decode.d4.loss_cls: 0.3281, decode.d4.loss_mask: 0.5224, decode.d4.loss_dice: 0.7907, decode.d5.loss_cls: 0.3210, decode.d5.loss_mask: 0.5211, decode.d5.loss_dice: 0.7930, decode.d6.loss_cls: 0.3166, decode.d6.loss_mask: 0.5208, decode.d6.loss_dice: 0.7872, decode.d7.loss_cls: 0.3062, decode.d7.loss_mask: 0.5209, decode.d7.loss_dice: 0.7920, decode.d8.loss_cls: 0.3129, decode.d8.loss_mask: 0.5200, decode.d8.loss_dice: 0.7910, loss: 17.6517, grad_norm: 61.5874 +2023-11-07 00:02:52,773 - mmseg - INFO - Iter [73700/160000] lr: 5.394e-05, eta: 11:31:54, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3099, decode.loss_mask: 0.5389, decode.loss_dice: 0.8050, decode.d0.loss_cls: 1.3066, decode.d0.loss_mask: 0.5793, decode.d0.loss_dice: 0.8959, decode.d1.loss_cls: 0.4088, decode.d1.loss_mask: 0.5587, decode.d1.loss_dice: 0.8535, decode.d2.loss_cls: 0.3656, decode.d2.loss_mask: 0.5448, decode.d2.loss_dice: 0.8244, decode.d3.loss_cls: 0.3406, decode.d3.loss_mask: 0.5417, decode.d3.loss_dice: 0.8058, decode.d4.loss_cls: 0.3277, decode.d4.loss_mask: 0.5424, decode.d4.loss_dice: 0.8108, decode.d5.loss_cls: 0.3143, decode.d5.loss_mask: 0.5436, decode.d5.loss_dice: 0.8140, decode.d6.loss_cls: 0.3159, decode.d6.loss_mask: 0.5421, decode.d6.loss_dice: 0.8080, decode.d7.loss_cls: 0.3110, decode.d7.loss_mask: 0.5421, decode.d7.loss_dice: 0.8076, decode.d8.loss_cls: 0.3140, decode.d8.loss_mask: 0.5390, decode.d8.loss_dice: 0.8058, loss: 18.0176, grad_norm: 65.4423 +2023-11-07 00:03:15,322 - mmseg - INFO - Iter [73750/160000] lr: 5.391e-05, eta: 11:31:28, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3200, decode.loss_mask: 0.5504, decode.loss_dice: 0.8028, decode.d0.loss_cls: 1.3379, decode.d0.loss_mask: 0.5924, decode.d0.loss_dice: 0.8943, decode.d1.loss_cls: 0.4321, decode.d1.loss_mask: 0.5695, decode.d1.loss_dice: 0.8514, decode.d2.loss_cls: 0.3710, decode.d2.loss_mask: 0.5607, decode.d2.loss_dice: 0.8270, decode.d3.loss_cls: 0.3540, decode.d3.loss_mask: 0.5542, decode.d3.loss_dice: 0.8088, decode.d4.loss_cls: 0.3366, decode.d4.loss_mask: 0.5526, decode.d4.loss_dice: 0.8086, decode.d5.loss_cls: 0.3355, decode.d5.loss_mask: 0.5483, decode.d5.loss_dice: 0.8111, decode.d6.loss_cls: 0.3305, decode.d6.loss_mask: 0.5518, decode.d6.loss_dice: 0.8049, decode.d7.loss_cls: 0.3258, decode.d7.loss_mask: 0.5505, decode.d7.loss_dice: 0.8065, decode.d8.loss_cls: 0.3186, decode.d8.loss_mask: 0.5500, decode.d8.loss_dice: 0.8067, loss: 18.2646, grad_norm: 64.2080 +2023-11-07 00:03:37,975 - mmseg - INFO - Iter [73800/160000] lr: 5.388e-05, eta: 11:31:02, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3115, decode.loss_mask: 0.5322, decode.loss_dice: 0.7883, decode.d0.loss_cls: 1.3133, decode.d0.loss_mask: 0.5755, decode.d0.loss_dice: 0.8808, decode.d1.loss_cls: 0.4060, decode.d1.loss_mask: 0.5541, decode.d1.loss_dice: 0.8473, decode.d2.loss_cls: 0.3616, decode.d2.loss_mask: 0.5423, decode.d2.loss_dice: 0.8154, decode.d3.loss_cls: 0.3391, decode.d3.loss_mask: 0.5358, decode.d3.loss_dice: 0.7983, decode.d4.loss_cls: 0.3258, decode.d4.loss_mask: 0.5336, decode.d4.loss_dice: 0.7981, decode.d5.loss_cls: 0.3223, decode.d5.loss_mask: 0.5310, decode.d5.loss_dice: 0.7953, decode.d6.loss_cls: 0.3157, decode.d6.loss_mask: 0.5315, decode.d6.loss_dice: 0.7876, decode.d7.loss_cls: 0.3121, decode.d7.loss_mask: 0.5334, decode.d7.loss_dice: 0.7878, decode.d8.loss_cls: 0.3081, decode.d8.loss_mask: 0.5342, decode.d8.loss_dice: 0.7922, loss: 17.8105, grad_norm: 69.3533 +2023-11-07 00:04:00,727 - mmseg - INFO - Iter [73850/160000] lr: 5.384e-05, eta: 11:30:37, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2976, decode.loss_mask: 0.5470, decode.loss_dice: 0.7954, decode.d0.loss_cls: 1.3084, decode.d0.loss_mask: 0.5879, decode.d0.loss_dice: 0.8784, decode.d1.loss_cls: 0.3934, decode.d1.loss_mask: 0.5695, decode.d1.loss_dice: 0.8456, decode.d2.loss_cls: 0.3365, decode.d2.loss_mask: 0.5546, decode.d2.loss_dice: 0.8213, decode.d3.loss_cls: 0.3246, decode.d3.loss_mask: 0.5474, decode.d3.loss_dice: 0.8010, decode.d4.loss_cls: 0.3108, decode.d4.loss_mask: 0.5450, decode.d4.loss_dice: 0.8007, decode.d5.loss_cls: 0.3053, decode.d5.loss_mask: 0.5445, decode.d5.loss_dice: 0.7984, decode.d6.loss_cls: 0.3024, decode.d6.loss_mask: 0.5453, decode.d6.loss_dice: 0.7987, decode.d7.loss_cls: 0.3016, decode.d7.loss_mask: 0.5453, decode.d7.loss_dice: 0.7964, decode.d8.loss_cls: 0.2981, decode.d8.loss_mask: 0.5460, decode.d8.loss_dice: 0.7955, loss: 17.8426, grad_norm: 65.3796 +2023-11-07 00:04:23,263 - mmseg - INFO - Iter [73900/160000] lr: 5.381e-05, eta: 11:30:11, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3179, decode.loss_mask: 0.5446, decode.loss_dice: 0.8005, decode.d0.loss_cls: 1.3178, decode.d0.loss_mask: 0.5804, decode.d0.loss_dice: 0.8838, decode.d1.loss_cls: 0.4078, decode.d1.loss_mask: 0.5661, decode.d1.loss_dice: 0.8501, decode.d2.loss_cls: 0.3616, decode.d2.loss_mask: 0.5539, decode.d2.loss_dice: 0.8257, decode.d3.loss_cls: 0.3441, decode.d3.loss_mask: 0.5492, decode.d3.loss_dice: 0.8069, decode.d4.loss_cls: 0.3314, decode.d4.loss_mask: 0.5488, decode.d4.loss_dice: 0.8048, decode.d5.loss_cls: 0.3268, decode.d5.loss_mask: 0.5444, decode.d5.loss_dice: 0.8063, decode.d6.loss_cls: 0.3309, decode.d6.loss_mask: 0.5407, decode.d6.loss_dice: 0.7978, decode.d7.loss_cls: 0.3183, decode.d7.loss_mask: 0.5424, decode.d7.loss_dice: 0.7986, decode.d8.loss_cls: 0.3183, decode.d8.loss_mask: 0.5450, decode.d8.loss_dice: 0.7994, loss: 18.0644, grad_norm: 69.0236 +2023-11-07 00:04:45,941 - mmseg - INFO - Iter [73950/160000] lr: 5.378e-05, eta: 11:29:45, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3262, decode.loss_mask: 0.5350, decode.loss_dice: 0.7983, decode.d0.loss_cls: 1.3469, decode.d0.loss_mask: 0.5778, decode.d0.loss_dice: 0.8858, decode.d1.loss_cls: 0.4310, decode.d1.loss_mask: 0.5607, decode.d1.loss_dice: 0.8542, decode.d2.loss_cls: 0.3739, decode.d2.loss_mask: 0.5484, decode.d2.loss_dice: 0.8259, decode.d3.loss_cls: 0.3524, decode.d3.loss_mask: 0.5392, decode.d3.loss_dice: 0.8042, decode.d4.loss_cls: 0.3439, decode.d4.loss_mask: 0.5373, decode.d4.loss_dice: 0.8055, decode.d5.loss_cls: 0.3326, decode.d5.loss_mask: 0.5389, decode.d5.loss_dice: 0.7994, decode.d6.loss_cls: 0.3316, decode.d6.loss_mask: 0.5353, decode.d6.loss_dice: 0.7934, decode.d7.loss_cls: 0.3281, decode.d7.loss_mask: 0.5368, decode.d7.loss_dice: 0.7992, decode.d8.loss_cls: 0.3265, decode.d8.loss_mask: 0.5345, decode.d8.loss_dice: 0.8002, loss: 18.1032, grad_norm: 64.0302 +2023-11-07 00:05:08,607 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 00:05:08,608 - mmseg - INFO - Iter [74000/160000] lr: 5.375e-05, eta: 11:29:20, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3211, decode.loss_mask: 0.5277, decode.loss_dice: 0.7796, decode.d0.loss_cls: 1.3124, decode.d0.loss_mask: 0.5731, decode.d0.loss_dice: 0.8728, decode.d1.loss_cls: 0.4097, decode.d1.loss_mask: 0.5554, decode.d1.loss_dice: 0.8353, decode.d2.loss_cls: 0.3621, decode.d2.loss_mask: 0.5417, decode.d2.loss_dice: 0.8070, decode.d3.loss_cls: 0.3581, decode.d3.loss_mask: 0.5346, decode.d3.loss_dice: 0.7849, decode.d4.loss_cls: 0.3410, decode.d4.loss_mask: 0.5339, decode.d4.loss_dice: 0.7855, decode.d5.loss_cls: 0.3325, decode.d5.loss_mask: 0.5328, decode.d5.loss_dice: 0.7889, decode.d6.loss_cls: 0.3331, decode.d6.loss_mask: 0.5318, decode.d6.loss_dice: 0.7847, decode.d7.loss_cls: 0.3297, decode.d7.loss_mask: 0.5281, decode.d7.loss_dice: 0.7826, decode.d8.loss_cls: 0.3233, decode.d8.loss_mask: 0.5285, decode.d8.loss_dice: 0.7862, loss: 17.8184, grad_norm: 65.5482 +2023-11-07 00:05:31,286 - mmseg - INFO - Iter [74050/160000] lr: 5.372e-05, eta: 11:28:54, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3107, decode.loss_mask: 0.5362, decode.loss_dice: 0.7842, decode.d0.loss_cls: 1.3080, decode.d0.loss_mask: 0.5717, decode.d0.loss_dice: 0.8693, decode.d1.loss_cls: 0.3952, decode.d1.loss_mask: 0.5496, decode.d1.loss_dice: 0.8362, decode.d2.loss_cls: 0.3460, decode.d2.loss_mask: 0.5449, decode.d2.loss_dice: 0.8086, decode.d3.loss_cls: 0.3353, decode.d3.loss_mask: 0.5347, decode.d3.loss_dice: 0.7882, decode.d4.loss_cls: 0.3189, decode.d4.loss_mask: 0.5355, decode.d4.loss_dice: 0.7877, decode.d5.loss_cls: 0.3119, decode.d5.loss_mask: 0.5354, decode.d5.loss_dice: 0.7886, decode.d6.loss_cls: 0.3142, decode.d6.loss_mask: 0.5312, decode.d6.loss_dice: 0.7843, decode.d7.loss_cls: 0.3110, decode.d7.loss_mask: 0.5325, decode.d7.loss_dice: 0.7872, decode.d8.loss_cls: 0.3104, decode.d8.loss_mask: 0.5343, decode.d8.loss_dice: 0.7863, loss: 17.6882, grad_norm: 62.4989 +2023-11-07 00:05:53,820 - mmseg - INFO - Iter [74100/160000] lr: 5.369e-05, eta: 11:28:28, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3239, decode.loss_mask: 0.5417, decode.loss_dice: 0.7850, decode.d0.loss_cls: 1.3084, decode.d0.loss_mask: 0.5857, decode.d0.loss_dice: 0.8602, decode.d1.loss_cls: 0.4112, decode.d1.loss_mask: 0.5649, decode.d1.loss_dice: 0.8382, decode.d2.loss_cls: 0.3650, decode.d2.loss_mask: 0.5526, decode.d2.loss_dice: 0.8071, decode.d3.loss_cls: 0.3527, decode.d3.loss_mask: 0.5466, decode.d3.loss_dice: 0.7880, decode.d4.loss_cls: 0.3308, decode.d4.loss_mask: 0.5460, decode.d4.loss_dice: 0.7906, decode.d5.loss_cls: 0.3309, decode.d5.loss_mask: 0.5438, decode.d5.loss_dice: 0.7895, decode.d6.loss_cls: 0.3309, decode.d6.loss_mask: 0.5413, decode.d6.loss_dice: 0.7862, decode.d7.loss_cls: 0.3231, decode.d7.loss_mask: 0.5430, decode.d7.loss_dice: 0.7854, decode.d8.loss_cls: 0.3267, decode.d8.loss_mask: 0.5409, decode.d8.loss_dice: 0.7841, loss: 17.9246, grad_norm: 61.2705 +2023-11-07 00:06:16,574 - mmseg - INFO - Iter [74150/160000] lr: 5.366e-05, eta: 11:28:03, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2926, decode.loss_mask: 0.5323, decode.loss_dice: 0.7951, decode.d0.loss_cls: 1.2915, decode.d0.loss_mask: 0.5794, decode.d0.loss_dice: 0.8782, decode.d1.loss_cls: 0.3881, decode.d1.loss_mask: 0.5525, decode.d1.loss_dice: 0.8411, decode.d2.loss_cls: 0.3370, decode.d2.loss_mask: 0.5431, decode.d2.loss_dice: 0.8164, decode.d3.loss_cls: 0.3207, decode.d3.loss_mask: 0.5397, decode.d3.loss_dice: 0.7974, decode.d4.loss_cls: 0.3129, decode.d4.loss_mask: 0.5347, decode.d4.loss_dice: 0.8011, decode.d5.loss_cls: 0.3055, decode.d5.loss_mask: 0.5342, decode.d5.loss_dice: 0.7995, decode.d6.loss_cls: 0.3046, decode.d6.loss_mask: 0.5320, decode.d6.loss_dice: 0.7902, decode.d7.loss_cls: 0.3004, decode.d7.loss_mask: 0.5326, decode.d7.loss_dice: 0.7890, decode.d8.loss_cls: 0.2979, decode.d8.loss_mask: 0.5326, decode.d8.loss_dice: 0.7926, loss: 17.6649, grad_norm: 66.8914 +2023-11-07 00:06:39,194 - mmseg - INFO - Iter [74200/160000] lr: 5.363e-05, eta: 11:27:37, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3055, decode.loss_mask: 0.5649, decode.loss_dice: 0.8094, decode.d0.loss_cls: 1.3054, decode.d0.loss_mask: 0.6064, decode.d0.loss_dice: 0.8920, decode.d1.loss_cls: 0.4075, decode.d1.loss_mask: 0.5883, decode.d1.loss_dice: 0.8675, decode.d2.loss_cls: 0.3545, decode.d2.loss_mask: 0.5759, decode.d2.loss_dice: 0.8394, decode.d3.loss_cls: 0.3409, decode.d3.loss_mask: 0.5717, decode.d3.loss_dice: 0.8187, decode.d4.loss_cls: 0.3307, decode.d4.loss_mask: 0.5680, decode.d4.loss_dice: 0.8209, decode.d5.loss_cls: 0.3222, decode.d5.loss_mask: 0.5662, decode.d5.loss_dice: 0.8185, decode.d6.loss_cls: 0.3159, decode.d6.loss_mask: 0.5679, decode.d6.loss_dice: 0.8106, decode.d7.loss_cls: 0.3149, decode.d7.loss_mask: 0.5650, decode.d7.loss_dice: 0.8094, decode.d8.loss_cls: 0.3102, decode.d8.loss_mask: 0.5636, decode.d8.loss_dice: 0.8080, loss: 18.3399, grad_norm: 68.5447 +2023-11-07 00:07:01,964 - mmseg - INFO - Iter [74250/160000] lr: 5.359e-05, eta: 11:27:11, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3121, decode.loss_mask: 0.5609, decode.loss_dice: 0.8141, decode.d0.loss_cls: 1.3077, decode.d0.loss_mask: 0.6059, decode.d0.loss_dice: 0.9012, decode.d1.loss_cls: 0.4140, decode.d1.loss_mask: 0.5843, decode.d1.loss_dice: 0.8721, decode.d2.loss_cls: 0.3624, decode.d2.loss_mask: 0.5761, decode.d2.loss_dice: 0.8403, decode.d3.loss_cls: 0.3439, decode.d3.loss_mask: 0.5646, decode.d3.loss_dice: 0.8227, decode.d4.loss_cls: 0.3332, decode.d4.loss_mask: 0.5632, decode.d4.loss_dice: 0.8195, decode.d5.loss_cls: 0.3220, decode.d5.loss_mask: 0.5661, decode.d5.loss_dice: 0.8180, decode.d6.loss_cls: 0.3213, decode.d6.loss_mask: 0.5646, decode.d6.loss_dice: 0.8112, decode.d7.loss_cls: 0.3181, decode.d7.loss_mask: 0.5623, decode.d7.loss_dice: 0.8140, decode.d8.loss_cls: 0.3185, decode.d8.loss_mask: 0.5605, decode.d8.loss_dice: 0.8089, loss: 18.3836, grad_norm: 69.6834 +2023-11-07 00:07:24,657 - mmseg - INFO - Iter [74300/160000] lr: 5.356e-05, eta: 11:26:46, time: 0.454, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2951, decode.loss_mask: 0.5426, decode.loss_dice: 0.7900, decode.d0.loss_cls: 1.3484, decode.d0.loss_mask: 0.5754, decode.d0.loss_dice: 0.8716, decode.d1.loss_cls: 0.3910, decode.d1.loss_mask: 0.5597, decode.d1.loss_dice: 0.8405, decode.d2.loss_cls: 0.3367, decode.d2.loss_mask: 0.5467, decode.d2.loss_dice: 0.8203, decode.d3.loss_cls: 0.3274, decode.d3.loss_mask: 0.5410, decode.d3.loss_dice: 0.7968, decode.d4.loss_cls: 0.3125, decode.d4.loss_mask: 0.5388, decode.d4.loss_dice: 0.7983, decode.d5.loss_cls: 0.3104, decode.d5.loss_mask: 0.5418, decode.d5.loss_dice: 0.7965, decode.d6.loss_cls: 0.3059, decode.d6.loss_mask: 0.5415, decode.d6.loss_dice: 0.7945, decode.d7.loss_cls: 0.2994, decode.d7.loss_mask: 0.5401, decode.d7.loss_dice: 0.7926, decode.d8.loss_cls: 0.3000, decode.d8.loss_mask: 0.5404, decode.d8.loss_dice: 0.7925, loss: 17.7885, grad_norm: 64.4723 +2023-11-07 00:07:47,321 - mmseg - INFO - Iter [74350/160000] lr: 5.353e-05, eta: 11:26:20, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3064, decode.loss_mask: 0.5184, decode.loss_dice: 0.7857, decode.d0.loss_cls: 1.2912, decode.d0.loss_mask: 0.5614, decode.d0.loss_dice: 0.8760, decode.d1.loss_cls: 0.3943, decode.d1.loss_mask: 0.5431, decode.d1.loss_dice: 0.8445, decode.d2.loss_cls: 0.3415, decode.d2.loss_mask: 0.5311, decode.d2.loss_dice: 0.8232, decode.d3.loss_cls: 0.3262, decode.d3.loss_mask: 0.5242, decode.d3.loss_dice: 0.8042, decode.d4.loss_cls: 0.3175, decode.d4.loss_mask: 0.5234, decode.d4.loss_dice: 0.8001, decode.d5.loss_cls: 0.3099, decode.d5.loss_mask: 0.5214, decode.d5.loss_dice: 0.8012, decode.d6.loss_cls: 0.3112, decode.d6.loss_mask: 0.5193, decode.d6.loss_dice: 0.7952, decode.d7.loss_cls: 0.3065, decode.d7.loss_mask: 0.5177, decode.d7.loss_dice: 0.7924, decode.d8.loss_cls: 0.3053, decode.d8.loss_mask: 0.5211, decode.d8.loss_dice: 0.7896, loss: 17.6033, grad_norm: 64.7291 +2023-11-07 00:08:09,861 - mmseg - INFO - Iter [74400/160000] lr: 5.350e-05, eta: 11:25:54, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3102, decode.loss_mask: 0.5293, decode.loss_dice: 0.7637, decode.d0.loss_cls: 1.2864, decode.d0.loss_mask: 0.5623, decode.d0.loss_dice: 0.8595, decode.d1.loss_cls: 0.3987, decode.d1.loss_mask: 0.5481, decode.d1.loss_dice: 0.8191, decode.d2.loss_cls: 0.3549, decode.d2.loss_mask: 0.5358, decode.d2.loss_dice: 0.7869, decode.d3.loss_cls: 0.3319, decode.d3.loss_mask: 0.5274, decode.d3.loss_dice: 0.7695, decode.d4.loss_cls: 0.3294, decode.d4.loss_mask: 0.5290, decode.d4.loss_dice: 0.7719, decode.d5.loss_cls: 0.3209, decode.d5.loss_mask: 0.5272, decode.d5.loss_dice: 0.7722, decode.d6.loss_cls: 0.3156, decode.d6.loss_mask: 0.5289, decode.d6.loss_dice: 0.7718, decode.d7.loss_cls: 0.3071, decode.d7.loss_mask: 0.5274, decode.d7.loss_dice: 0.7721, decode.d8.loss_cls: 0.3083, decode.d8.loss_mask: 0.5295, decode.d8.loss_dice: 0.7704, loss: 17.4653, grad_norm: 67.6833 +2023-11-07 00:08:32,400 - mmseg - INFO - Iter [74450/160000] lr: 5.347e-05, eta: 11:25:29, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3118, decode.loss_mask: 0.5537, decode.loss_dice: 0.8033, decode.d0.loss_cls: 1.3140, decode.d0.loss_mask: 0.5968, decode.d0.loss_dice: 0.8927, decode.d1.loss_cls: 0.4013, decode.d1.loss_mask: 0.5849, decode.d1.loss_dice: 0.8487, decode.d2.loss_cls: 0.3554, decode.d2.loss_mask: 0.5667, decode.d2.loss_dice: 0.8261, decode.d3.loss_cls: 0.3370, decode.d3.loss_mask: 0.5611, decode.d3.loss_dice: 0.8110, decode.d4.loss_cls: 0.3283, decode.d4.loss_mask: 0.5577, decode.d4.loss_dice: 0.8095, decode.d5.loss_cls: 0.3230, decode.d5.loss_mask: 0.5581, decode.d5.loss_dice: 0.8084, decode.d6.loss_cls: 0.3230, decode.d6.loss_mask: 0.5546, decode.d6.loss_dice: 0.8028, decode.d7.loss_cls: 0.3202, decode.d7.loss_mask: 0.5555, decode.d7.loss_dice: 0.8030, decode.d8.loss_cls: 0.3181, decode.d8.loss_mask: 0.5550, decode.d8.loss_dice: 0.8035, loss: 18.1852, grad_norm: 66.9317 +2023-11-07 00:08:55,029 - mmseg - INFO - Iter [74500/160000] lr: 5.344e-05, eta: 11:25:03, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2992, decode.loss_mask: 0.5372, decode.loss_dice: 0.8049, decode.d0.loss_cls: 1.3044, decode.d0.loss_mask: 0.5804, decode.d0.loss_dice: 0.8814, decode.d1.loss_cls: 0.3974, decode.d1.loss_mask: 0.5564, decode.d1.loss_dice: 0.8429, decode.d2.loss_cls: 0.3521, decode.d2.loss_mask: 0.5479, decode.d2.loss_dice: 0.8245, decode.d3.loss_cls: 0.3323, decode.d3.loss_mask: 0.5415, decode.d3.loss_dice: 0.8048, decode.d4.loss_cls: 0.3213, decode.d4.loss_mask: 0.5397, decode.d4.loss_dice: 0.8028, decode.d5.loss_cls: 0.3117, decode.d5.loss_mask: 0.5385, decode.d5.loss_dice: 0.8043, decode.d6.loss_cls: 0.3108, decode.d6.loss_mask: 0.5380, decode.d6.loss_dice: 0.8004, decode.d7.loss_cls: 0.3069, decode.d7.loss_mask: 0.5375, decode.d7.loss_dice: 0.8032, decode.d8.loss_cls: 0.2998, decode.d8.loss_mask: 0.5380, decode.d8.loss_dice: 0.8042, loss: 17.8644, grad_norm: 61.2061 +2023-11-07 00:09:20,074 - mmseg - INFO - Iter [74550/160000] lr: 5.341e-05, eta: 11:24:40, time: 0.501, data_time: 0.058, memory: 39436, decode.loss_cls: 0.3050, decode.loss_mask: 0.5513, decode.loss_dice: 0.7860, decode.d0.loss_cls: 1.3121, decode.d0.loss_mask: 0.5958, decode.d0.loss_dice: 0.8740, decode.d1.loss_cls: 0.4110, decode.d1.loss_mask: 0.5726, decode.d1.loss_dice: 0.8452, decode.d2.loss_cls: 0.3570, decode.d2.loss_mask: 0.5602, decode.d2.loss_dice: 0.8151, decode.d3.loss_cls: 0.3301, decode.d3.loss_mask: 0.5530, decode.d3.loss_dice: 0.7939, decode.d4.loss_cls: 0.3276, decode.d4.loss_mask: 0.5521, decode.d4.loss_dice: 0.7961, decode.d5.loss_cls: 0.3153, decode.d5.loss_mask: 0.5514, decode.d5.loss_dice: 0.7916, decode.d6.loss_cls: 0.3131, decode.d6.loss_mask: 0.5531, decode.d6.loss_dice: 0.7882, decode.d7.loss_cls: 0.3088, decode.d7.loss_mask: 0.5509, decode.d7.loss_dice: 0.7861, decode.d8.loss_cls: 0.3032, decode.d8.loss_mask: 0.5498, decode.d8.loss_dice: 0.7846, loss: 17.9342, grad_norm: 72.0002 +2023-11-07 00:09:42,720 - mmseg - INFO - Iter [74600/160000] lr: 5.338e-05, eta: 11:24:15, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3061, decode.loss_mask: 0.5400, decode.loss_dice: 0.8141, decode.d0.loss_cls: 1.3027, decode.d0.loss_mask: 0.5827, decode.d0.loss_dice: 0.8978, decode.d1.loss_cls: 0.4077, decode.d1.loss_mask: 0.5560, decode.d1.loss_dice: 0.8571, decode.d2.loss_cls: 0.3580, decode.d2.loss_mask: 0.5493, decode.d2.loss_dice: 0.8302, decode.d3.loss_cls: 0.3354, decode.d3.loss_mask: 0.5442, decode.d3.loss_dice: 0.8096, decode.d4.loss_cls: 0.3231, decode.d4.loss_mask: 0.5398, decode.d4.loss_dice: 0.8090, decode.d5.loss_cls: 0.3157, decode.d5.loss_mask: 0.5423, decode.d5.loss_dice: 0.8157, decode.d6.loss_cls: 0.3155, decode.d6.loss_mask: 0.5411, decode.d6.loss_dice: 0.8128, decode.d7.loss_cls: 0.3046, decode.d7.loss_mask: 0.5412, decode.d7.loss_dice: 0.8106, decode.d8.loss_cls: 0.3059, decode.d8.loss_mask: 0.5403, decode.d8.loss_dice: 0.8126, loss: 18.0210, grad_norm: 62.4721 +2023-11-07 00:10:05,631 - mmseg - INFO - Iter [74650/160000] lr: 5.334e-05, eta: 11:23:49, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2971, decode.loss_mask: 0.5395, decode.loss_dice: 0.7926, decode.d0.loss_cls: 1.2822, decode.d0.loss_mask: 0.5870, decode.d0.loss_dice: 0.8774, decode.d1.loss_cls: 0.3823, decode.d1.loss_mask: 0.5678, decode.d1.loss_dice: 0.8407, decode.d2.loss_cls: 0.3400, decode.d2.loss_mask: 0.5558, decode.d2.loss_dice: 0.8175, decode.d3.loss_cls: 0.3219, decode.d3.loss_mask: 0.5431, decode.d3.loss_dice: 0.7960, decode.d4.loss_cls: 0.3103, decode.d4.loss_mask: 0.5427, decode.d4.loss_dice: 0.7968, decode.d5.loss_cls: 0.3057, decode.d5.loss_mask: 0.5423, decode.d5.loss_dice: 0.7968, decode.d6.loss_cls: 0.2986, decode.d6.loss_mask: 0.5412, decode.d6.loss_dice: 0.7920, decode.d7.loss_cls: 0.3001, decode.d7.loss_mask: 0.5415, decode.d7.loss_dice: 0.7944, decode.d8.loss_cls: 0.2973, decode.d8.loss_mask: 0.5387, decode.d8.loss_dice: 0.7963, loss: 17.7357, grad_norm: 70.5126 +2023-11-07 00:10:28,301 - mmseg - INFO - Iter [74700/160000] lr: 5.331e-05, eta: 11:23:24, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3151, decode.loss_mask: 0.5042, decode.loss_dice: 0.7852, decode.d0.loss_cls: 1.3411, decode.d0.loss_mask: 0.5468, decode.d0.loss_dice: 0.8775, decode.d1.loss_cls: 0.4069, decode.d1.loss_mask: 0.5324, decode.d1.loss_dice: 0.8447, decode.d2.loss_cls: 0.3672, decode.d2.loss_mask: 0.5133, decode.d2.loss_dice: 0.8149, decode.d3.loss_cls: 0.3397, decode.d3.loss_mask: 0.5089, decode.d3.loss_dice: 0.7928, decode.d4.loss_cls: 0.3288, decode.d4.loss_mask: 0.5079, decode.d4.loss_dice: 0.7940, decode.d5.loss_cls: 0.3231, decode.d5.loss_mask: 0.5053, decode.d5.loss_dice: 0.7900, decode.d6.loss_cls: 0.3225, decode.d6.loss_mask: 0.5067, decode.d6.loss_dice: 0.7851, decode.d7.loss_cls: 0.3143, decode.d7.loss_mask: 0.5054, decode.d7.loss_dice: 0.7876, decode.d8.loss_cls: 0.3174, decode.d8.loss_mask: 0.5042, decode.d8.loss_dice: 0.7896, loss: 17.5726, grad_norm: 58.8632 +2023-11-07 00:10:50,863 - mmseg - INFO - Iter [74750/160000] lr: 5.328e-05, eta: 11:22:58, time: 0.451, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2948, decode.loss_mask: 0.5282, decode.loss_dice: 0.7791, decode.d0.loss_cls: 1.3205, decode.d0.loss_mask: 0.5675, decode.d0.loss_dice: 0.8694, decode.d1.loss_cls: 0.3889, decode.d1.loss_mask: 0.5473, decode.d1.loss_dice: 0.8280, decode.d2.loss_cls: 0.3401, decode.d2.loss_mask: 0.5409, decode.d2.loss_dice: 0.8033, decode.d3.loss_cls: 0.3212, decode.d3.loss_mask: 0.5307, decode.d3.loss_dice: 0.7891, decode.d4.loss_cls: 0.3032, decode.d4.loss_mask: 0.5341, decode.d4.loss_dice: 0.7932, decode.d5.loss_cls: 0.3037, decode.d5.loss_mask: 0.5292, decode.d5.loss_dice: 0.7880, decode.d6.loss_cls: 0.2989, decode.d6.loss_mask: 0.5292, decode.d6.loss_dice: 0.7836, decode.d7.loss_cls: 0.2966, decode.d7.loss_mask: 0.5278, decode.d7.loss_dice: 0.7811, decode.d8.loss_cls: 0.2935, decode.d8.loss_mask: 0.5280, decode.d8.loss_dice: 0.7852, loss: 17.5244, grad_norm: 58.4567 +2023-11-07 00:11:13,338 - mmseg - INFO - Iter [74800/160000] lr: 5.325e-05, eta: 11:22:32, time: 0.449, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2912, decode.loss_mask: 0.5188, decode.loss_dice: 0.7678, decode.d0.loss_cls: 1.2596, decode.d0.loss_mask: 0.5523, decode.d0.loss_dice: 0.8555, decode.d1.loss_cls: 0.3894, decode.d1.loss_mask: 0.5374, decode.d1.loss_dice: 0.8172, decode.d2.loss_cls: 0.3406, decode.d2.loss_mask: 0.5260, decode.d2.loss_dice: 0.7939, decode.d3.loss_cls: 0.3164, decode.d3.loss_mask: 0.5224, decode.d3.loss_dice: 0.7772, decode.d4.loss_cls: 0.3065, decode.d4.loss_mask: 0.5207, decode.d4.loss_dice: 0.7786, decode.d5.loss_cls: 0.3030, decode.d5.loss_mask: 0.5200, decode.d5.loss_dice: 0.7762, decode.d6.loss_cls: 0.3001, decode.d6.loss_mask: 0.5205, decode.d6.loss_dice: 0.7699, decode.d7.loss_cls: 0.2904, decode.d7.loss_mask: 0.5203, decode.d7.loss_dice: 0.7708, decode.d8.loss_cls: 0.2918, decode.d8.loss_mask: 0.5189, decode.d8.loss_dice: 0.7719, loss: 17.2252, grad_norm: 63.9436 +2023-11-07 00:11:36,040 - mmseg - INFO - Iter [74850/160000] lr: 5.322e-05, eta: 11:22:07, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3036, decode.loss_mask: 0.5248, decode.loss_dice: 0.7745, decode.d0.loss_cls: 1.3249, decode.d0.loss_mask: 0.5639, decode.d0.loss_dice: 0.8667, decode.d1.loss_cls: 0.3972, decode.d1.loss_mask: 0.5493, decode.d1.loss_dice: 0.8359, decode.d2.loss_cls: 0.3555, decode.d2.loss_mask: 0.5370, decode.d2.loss_dice: 0.8016, decode.d3.loss_cls: 0.3353, decode.d3.loss_mask: 0.5304, decode.d3.loss_dice: 0.7804, decode.d4.loss_cls: 0.3200, decode.d4.loss_mask: 0.5269, decode.d4.loss_dice: 0.7877, decode.d5.loss_cls: 0.3147, decode.d5.loss_mask: 0.5271, decode.d5.loss_dice: 0.7833, decode.d6.loss_cls: 0.3076, decode.d6.loss_mask: 0.5247, decode.d6.loss_dice: 0.7756, decode.d7.loss_cls: 0.3017, decode.d7.loss_mask: 0.5257, decode.d7.loss_dice: 0.7812, decode.d8.loss_cls: 0.3033, decode.d8.loss_mask: 0.5252, decode.d8.loss_dice: 0.7753, loss: 17.5610, grad_norm: 69.0010 +2023-11-07 00:11:58,763 - mmseg - INFO - Iter [74900/160000] lr: 5.319e-05, eta: 11:21:41, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2908, decode.loss_mask: 0.5459, decode.loss_dice: 0.7764, decode.d0.loss_cls: 1.3029, decode.d0.loss_mask: 0.5895, decode.d0.loss_dice: 0.8629, decode.d1.loss_cls: 0.3883, decode.d1.loss_mask: 0.5657, decode.d1.loss_dice: 0.8353, decode.d2.loss_cls: 0.3452, decode.d2.loss_mask: 0.5544, decode.d2.loss_dice: 0.8032, decode.d3.loss_cls: 0.3251, decode.d3.loss_mask: 0.5479, decode.d3.loss_dice: 0.7818, decode.d4.loss_cls: 0.3083, decode.d4.loss_mask: 0.5493, decode.d4.loss_dice: 0.7858, decode.d5.loss_cls: 0.2986, decode.d5.loss_mask: 0.5484, decode.d5.loss_dice: 0.7848, decode.d6.loss_cls: 0.2945, decode.d6.loss_mask: 0.5446, decode.d6.loss_dice: 0.7755, decode.d7.loss_cls: 0.2915, decode.d7.loss_mask: 0.5477, decode.d7.loss_dice: 0.7752, decode.d8.loss_cls: 0.2905, decode.d8.loss_mask: 0.5459, decode.d8.loss_dice: 0.7816, loss: 17.6374, grad_norm: 64.2810 +2023-11-07 00:12:21,706 - mmseg - INFO - Iter [74950/160000] lr: 5.316e-05, eta: 11:21:16, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2819, decode.loss_mask: 0.5658, decode.loss_dice: 0.7976, decode.d0.loss_cls: 1.2838, decode.d0.loss_mask: 0.6135, decode.d0.loss_dice: 0.8811, decode.d1.loss_cls: 0.3788, decode.d1.loss_mask: 0.5861, decode.d1.loss_dice: 0.8533, decode.d2.loss_cls: 0.3314, decode.d2.loss_mask: 0.5718, decode.d2.loss_dice: 0.8194, decode.d3.loss_cls: 0.3121, decode.d3.loss_mask: 0.5670, decode.d3.loss_dice: 0.8053, decode.d4.loss_cls: 0.3029, decode.d4.loss_mask: 0.5621, decode.d4.loss_dice: 0.8044, decode.d5.loss_cls: 0.2995, decode.d5.loss_mask: 0.5639, decode.d5.loss_dice: 0.7989, decode.d6.loss_cls: 0.2936, decode.d6.loss_mask: 0.5624, decode.d6.loss_dice: 0.7958, decode.d7.loss_cls: 0.2850, decode.d7.loss_mask: 0.5665, decode.d7.loss_dice: 0.8004, decode.d8.loss_cls: 0.2863, decode.d8.loss_mask: 0.5646, decode.d8.loss_dice: 0.7983, loss: 17.9338, grad_norm: 72.0410 +2023-11-07 00:12:44,490 - mmseg - INFO - Saving checkpoint at 75000 iterations +2023-11-07 00:12:46,840 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 00:12:46,840 - mmseg - INFO - Iter [75000/160000] lr: 5.313e-05, eta: 11:20:53, time: 0.503, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2825, decode.loss_mask: 0.5409, decode.loss_dice: 0.7846, decode.d0.loss_cls: 1.2819, decode.d0.loss_mask: 0.5851, decode.d0.loss_dice: 0.8740, decode.d1.loss_cls: 0.3637, decode.d1.loss_mask: 0.5685, decode.d1.loss_dice: 0.8401, decode.d2.loss_cls: 0.3197, decode.d2.loss_mask: 0.5544, decode.d2.loss_dice: 0.8096, decode.d3.loss_cls: 0.3100, decode.d3.loss_mask: 0.5460, decode.d3.loss_dice: 0.7893, decode.d4.loss_cls: 0.2975, decode.d4.loss_mask: 0.5454, decode.d4.loss_dice: 0.7909, decode.d5.loss_cls: 0.2880, decode.d5.loss_mask: 0.5463, decode.d5.loss_dice: 0.7850, decode.d6.loss_cls: 0.2879, decode.d6.loss_mask: 0.5437, decode.d6.loss_dice: 0.7837, decode.d7.loss_cls: 0.2819, decode.d7.loss_mask: 0.5424, decode.d7.loss_dice: 0.7835, decode.d8.loss_cls: 0.2806, decode.d8.loss_mask: 0.5427, decode.d8.loss_dice: 0.7898, loss: 17.5395, grad_norm: 63.4884 +2023-11-07 00:13:06,362 - mmseg - INFO - per class results: +2023-11-07 00:13:06,367 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 80.03 | 88.4 | +| building | 83.05 | 92.25 | +| sky | 94.45 | 97.07 | +| floor | 83.1 | 90.91 | +| tree | 75.56 | 87.68 | +| ceiling | 85.05 | 92.79 | +| road | 85.79 | 91.75 | +| bed | 90.24 | 95.34 | +| windowpane | 62.63 | 80.59 | +| grass | 68.42 | 75.79 | +| cabinet | 61.94 | 74.64 | +| sidewalk | 70.35 | 84.13 | +| person | 84.57 | 92.78 | +| earth | 42.0 | 64.0 | +| door | 55.94 | 71.67 | +| table | 65.67 | 81.88 | +| mountain | 63.79 | 81.53 | +| plant | 54.74 | 66.84 | +| curtain | 74.45 | 87.4 | +| chair | 60.92 | 75.74 | +| car | 86.25 | 93.14 | +| water | 48.2 | 58.5 | +| painting | 72.95 | 88.33 | +| sofa | 71.37 | 84.14 | +| shelf | 40.71 | 56.48 | +| house | 40.76 | 52.34 | +| sea | 58.21 | 90.29 | +| mirror | 72.23 | 83.7 | +| rug | 65.55 | 77.01 | +| field | 26.48 | 46.49 | +| armchair | 47.57 | 66.63 | +| seat | 61.32 | 83.15 | +| fence | 45.81 | 62.97 | +| desk | 50.76 | 66.27 | +| rock | 48.8 | 61.2 | +| wardrobe | 48.08 | 66.13 | +| lamp | 70.48 | 84.64 | +| bathtub | 76.01 | 84.9 | +| railing | 35.99 | 59.65 | +| cushion | 58.2 | 71.13 | +| base | 39.42 | 60.31 | +| box | 29.73 | 45.14 | +| column | 49.05 | 65.3 | +| signboard | 39.93 | 59.21 | +| chest of drawers | 44.71 | 69.57 | +| counter | 40.48 | 52.3 | +| sand | 44.61 | 47.84 | +| sink | 76.14 | 84.08 | +| skyscraper | 36.34 | 42.99 | +| fireplace | 73.03 | 90.09 | +| refrigerator | 82.72 | 88.5 | +| grandstand | 44.03 | 67.17 | +| path | 18.14 | 23.79 | +| stairs | 36.75 | 44.98 | +| runway | 72.93 | 94.98 | +| case | 45.47 | 62.15 | +| pool table | 95.01 | 97.2 | +| pillow | 56.95 | 74.78 | +| screen door | 65.73 | 72.04 | +| stairway | 31.17 | 48.76 | +| river | 16.97 | 24.95 | +| bridge | 79.9 | 88.03 | +| bookcase | 27.76 | 48.98 | +| blind | 38.54 | 45.68 | +| coffee table | 67.8 | 84.9 | +| toilet | 86.58 | 91.94 | +| flower | 40.02 | 55.51 | +| book | 53.54 | 77.51 | +| hill | 6.65 | 9.42 | +| bench | 44.51 | 55.79 | +| countertop | 63.89 | 77.71 | +| stove | 81.28 | 90.42 | +| palm | 52.88 | 70.04 | +| kitchen island | 53.65 | 85.84 | +| computer | 72.52 | 80.13 | +| swivel chair | 51.74 | 73.97 | +| boat | 46.84 | 55.41 | +| bar | 50.94 | 58.55 | +| arcade machine | 77.54 | 82.03 | +| hovel | 31.09 | 48.11 | +| bus | 89.9 | 93.93 | +| towel | 69.08 | 81.05 | +| light | 60.93 | 78.45 | +| truck | 44.25 | 61.52 | +| tower | 30.64 | 53.65 | +| chandelier | 67.19 | 77.1 | +| awning | 29.11 | 35.38 | +| streetlight | 38.81 | 54.69 | +| booth | 39.87 | 42.01 | +| television receiver | 74.67 | 86.85 | +| airplane | 65.88 | 74.32 | +| dirt track | 3.58 | 11.66 | +| apparel | 38.97 | 75.54 | +| pole | 29.19 | 41.5 | +| land | 1.39 | 1.64 | +| bannister | 20.6 | 34.88 | +| escalator | 20.26 | 21.33 | +| ottoman | 49.57 | 68.61 | +| bottle | 27.68 | 36.98 | +| buffet | 40.7 | 53.3 | +| poster | 31.82 | 37.59 | +| stage | 14.06 | 21.9 | +| van | 52.44 | 67.51 | +| ship | 4.47 | 6.3 | +| fountain | 21.26 | 21.79 | +| conveyer belt | 50.34 | 74.24 | +| canopy | 16.3 | 21.26 | +| washer | 72.32 | 73.42 | +| plaything | 26.12 | 51.1 | +| swimming pool | 63.78 | 66.62 | +| stool | 46.11 | 69.49 | +| barrel | 62.47 | 75.06 | +| basket | 37.28 | 51.89 | +| waterfall | 48.24 | 58.12 | +| tent | 80.99 | 98.46 | +| bag | 18.73 | 27.57 | +| minibike | 76.69 | 89.02 | +| cradle | 75.37 | 96.94 | +| oven | 21.37 | 61.23 | +| ball | 19.9 | 21.77 | +| food | 70.08 | 78.58 | +| step | 14.54 | 21.93 | +| tank | 49.48 | 51.42 | +| trade name | 25.93 | 32.47 | +| microwave | 41.29 | 45.44 | +| pot | 55.84 | 68.31 | +| animal | 71.89 | 76.04 | +| bicycle | 61.41 | 81.5 | +| lake | 35.71 | 69.82 | +| dishwasher | 68.11 | 80.23 | +| screen | 62.74 | 87.86 | +| blanket | 13.63 | 15.62 | +| sculpture | 54.37 | 83.96 | +| hood | 83.37 | 88.01 | +| sconce | 53.49 | 66.62 | +| vase | 49.09 | 70.46 | +| traffic light | 40.37 | 70.71 | +| tray | 20.8 | 35.01 | +| ashcan | 50.16 | 72.55 | +| fan | 71.87 | 83.89 | +| pier | 2.26 | 2.44 | +| crt screen | 5.41 | 13.73 | +| plate | 59.33 | 73.9 | +| monitor | 15.04 | 19.01 | +| bulletin board | 36.07 | 55.32 | +| shower | 3.17 | 24.62 | +| radiator | 56.68 | 79.63 | +| glass | 20.29 | 21.79 | +| clock | 54.05 | 64.69 | +| flag | 35.84 | 39.99 | ++---------------------+-------+-------+ +2023-11-07 00:13:06,367 - mmseg - INFO - Summary: +2023-11-07 00:13:06,367 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 84.08 | 50.67 | 63.72 | ++-------+-------+-------+ +2023-11-07 00:13:06,368 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 00:13:06,368 - mmseg - INFO - Iter(val) [250] aAcc: 0.8408, mIoU: 0.5067, mAcc: 0.6372, IoU.wall: 0.8003, IoU.building: 0.8305, IoU.sky: 0.9445, IoU.floor: 0.8310, IoU.tree: 0.7556, IoU.ceiling: 0.8505, IoU.road: 0.8579, IoU.bed : 0.9024, IoU.windowpane: 0.6263, IoU.grass: 0.6842, IoU.cabinet: 0.6194, IoU.sidewalk: 0.7035, IoU.person: 0.8457, IoU.earth: 0.4200, IoU.door: 0.5594, IoU.table: 0.6567, IoU.mountain: 0.6379, IoU.plant: 0.5474, IoU.curtain: 0.7445, IoU.chair: 0.6092, IoU.car: 0.8625, IoU.water: 0.4820, IoU.painting: 0.7295, IoU.sofa: 0.7137, IoU.shelf: 0.4071, IoU.house: 0.4076, IoU.sea: 0.5821, IoU.mirror: 0.7223, IoU.rug: 0.6555, IoU.field: 0.2648, IoU.armchair: 0.4757, IoU.seat: 0.6132, IoU.fence: 0.4581, IoU.desk: 0.5076, IoU.rock: 0.4880, IoU.wardrobe: 0.4808, IoU.lamp: 0.7048, IoU.bathtub: 0.7601, IoU.railing: 0.3599, IoU.cushion: 0.5820, IoU.base: 0.3942, IoU.box: 0.2973, IoU.column: 0.4905, IoU.signboard: 0.3993, IoU.chest of drawers: 0.4471, IoU.counter: 0.4048, IoU.sand: 0.4461, IoU.sink: 0.7614, IoU.skyscraper: 0.3634, IoU.fireplace: 0.7303, IoU.refrigerator: 0.8272, IoU.grandstand: 0.4403, IoU.path: 0.1814, IoU.stairs: 0.3675, IoU.runway: 0.7293, IoU.case: 0.4547, IoU.pool table: 0.9501, IoU.pillow: 0.5695, IoU.screen door: 0.6573, IoU.stairway: 0.3117, IoU.river: 0.1697, IoU.bridge: 0.7990, IoU.bookcase: 0.2776, IoU.blind: 0.3854, IoU.coffee table: 0.6780, IoU.toilet: 0.8658, IoU.flower: 0.4002, IoU.book: 0.5354, IoU.hill: 0.0665, IoU.bench: 0.4451, IoU.countertop: 0.6389, IoU.stove: 0.8128, IoU.palm: 0.5288, IoU.kitchen island: 0.5365, IoU.computer: 0.7252, IoU.swivel chair: 0.5174, IoU.boat: 0.4684, IoU.bar: 0.5094, IoU.arcade machine: 0.7754, IoU.hovel: 0.3109, IoU.bus: 0.8990, IoU.towel: 0.6908, IoU.light: 0.6093, IoU.truck: 0.4425, IoU.tower: 0.3064, IoU.chandelier: 0.6719, IoU.awning: 0.2911, IoU.streetlight: 0.3881, IoU.booth: 0.3987, IoU.television receiver: 0.7467, IoU.airplane: 0.6588, IoU.dirt track: 0.0358, IoU.apparel: 0.3897, IoU.pole: 0.2919, IoU.land: 0.0139, IoU.bannister: 0.2060, IoU.escalator: 0.2026, IoU.ottoman: 0.4957, IoU.bottle: 0.2768, IoU.buffet: 0.4070, IoU.poster: 0.3182, IoU.stage: 0.1406, IoU.van: 0.5244, IoU.ship: 0.0447, IoU.fountain: 0.2126, IoU.conveyer belt: 0.5034, IoU.canopy: 0.1630, IoU.washer: 0.7232, IoU.plaything: 0.2612, IoU.swimming pool: 0.6378, IoU.stool: 0.4611, IoU.barrel: 0.6247, IoU.basket: 0.3728, IoU.waterfall: 0.4824, IoU.tent: 0.8099, IoU.bag: 0.1873, IoU.minibike: 0.7669, IoU.cradle: 0.7537, IoU.oven: 0.2137, IoU.ball: 0.1990, IoU.food: 0.7008, IoU.step: 0.1454, IoU.tank: 0.4948, IoU.trade name: 0.2593, IoU.microwave: 0.4129, IoU.pot: 0.5584, IoU.animal: 0.7189, IoU.bicycle: 0.6141, IoU.lake: 0.3571, IoU.dishwasher: 0.6811, IoU.screen: 0.6274, IoU.blanket: 0.1363, IoU.sculpture: 0.5437, IoU.hood: 0.8337, IoU.sconce: 0.5349, IoU.vase: 0.4909, IoU.traffic light: 0.4037, IoU.tray: 0.2080, IoU.ashcan: 0.5016, IoU.fan: 0.7187, IoU.pier: 0.0226, IoU.crt screen: 0.0541, IoU.plate: 0.5933, IoU.monitor: 0.1504, IoU.bulletin board: 0.3607, IoU.shower: 0.0317, IoU.radiator: 0.5668, IoU.glass: 0.2029, IoU.clock: 0.5405, IoU.flag: 0.3584, Acc.wall: 0.8840, Acc.building: 0.9225, Acc.sky: 0.9707, Acc.floor: 0.9091, Acc.tree: 0.8768, Acc.ceiling: 0.9279, Acc.road: 0.9175, Acc.bed : 0.9534, Acc.windowpane: 0.8059, Acc.grass: 0.7579, Acc.cabinet: 0.7464, Acc.sidewalk: 0.8413, Acc.person: 0.9278, Acc.earth: 0.6400, Acc.door: 0.7167, Acc.table: 0.8188, Acc.mountain: 0.8153, Acc.plant: 0.6684, Acc.curtain: 0.8740, Acc.chair: 0.7574, Acc.car: 0.9314, Acc.water: 0.5850, Acc.painting: 0.8833, Acc.sofa: 0.8414, Acc.shelf: 0.5648, Acc.house: 0.5234, Acc.sea: 0.9029, Acc.mirror: 0.8370, Acc.rug: 0.7701, Acc.field: 0.4649, Acc.armchair: 0.6663, Acc.seat: 0.8315, Acc.fence: 0.6297, Acc.desk: 0.6627, Acc.rock: 0.6120, Acc.wardrobe: 0.6613, Acc.lamp: 0.8464, Acc.bathtub: 0.8490, Acc.railing: 0.5965, Acc.cushion: 0.7113, Acc.base: 0.6031, Acc.box: 0.4514, Acc.column: 0.6530, Acc.signboard: 0.5921, Acc.chest of drawers: 0.6957, Acc.counter: 0.5230, Acc.sand: 0.4784, Acc.sink: 0.8408, Acc.skyscraper: 0.4299, Acc.fireplace: 0.9009, Acc.refrigerator: 0.8850, Acc.grandstand: 0.6717, Acc.path: 0.2379, Acc.stairs: 0.4498, Acc.runway: 0.9498, Acc.case: 0.6215, Acc.pool table: 0.9720, Acc.pillow: 0.7478, Acc.screen door: 0.7204, Acc.stairway: 0.4876, Acc.river: 0.2495, Acc.bridge: 0.8803, Acc.bookcase: 0.4898, Acc.blind: 0.4568, Acc.coffee table: 0.8490, Acc.toilet: 0.9194, Acc.flower: 0.5551, Acc.book: 0.7751, Acc.hill: 0.0942, Acc.bench: 0.5579, Acc.countertop: 0.7771, Acc.stove: 0.9042, Acc.palm: 0.7004, Acc.kitchen island: 0.8584, Acc.computer: 0.8013, Acc.swivel chair: 0.7397, Acc.boat: 0.5541, Acc.bar: 0.5855, Acc.arcade machine: 0.8203, Acc.hovel: 0.4811, Acc.bus: 0.9393, Acc.towel: 0.8105, Acc.light: 0.7845, Acc.truck: 0.6152, Acc.tower: 0.5365, Acc.chandelier: 0.7710, Acc.awning: 0.3538, Acc.streetlight: 0.5469, Acc.booth: 0.4201, Acc.television receiver: 0.8685, Acc.airplane: 0.7432, Acc.dirt track: 0.1166, Acc.apparel: 0.7554, Acc.pole: 0.4150, Acc.land: 0.0164, Acc.bannister: 0.3488, Acc.escalator: 0.2133, Acc.ottoman: 0.6861, Acc.bottle: 0.3698, Acc.buffet: 0.5330, Acc.poster: 0.3759, Acc.stage: 0.2190, Acc.van: 0.6751, Acc.ship: 0.0630, Acc.fountain: 0.2179, Acc.conveyer belt: 0.7424, Acc.canopy: 0.2126, Acc.washer: 0.7342, Acc.plaything: 0.5110, Acc.swimming pool: 0.6662, Acc.stool: 0.6949, Acc.barrel: 0.7506, Acc.basket: 0.5189, Acc.waterfall: 0.5812, Acc.tent: 0.9846, Acc.bag: 0.2757, Acc.minibike: 0.8902, Acc.cradle: 0.9694, Acc.oven: 0.6123, Acc.ball: 0.2177, Acc.food: 0.7858, Acc.step: 0.2193, Acc.tank: 0.5142, Acc.trade name: 0.3247, Acc.microwave: 0.4544, Acc.pot: 0.6831, Acc.animal: 0.7604, Acc.bicycle: 0.8150, Acc.lake: 0.6982, Acc.dishwasher: 0.8023, Acc.screen: 0.8786, Acc.blanket: 0.1562, Acc.sculpture: 0.8396, Acc.hood: 0.8801, Acc.sconce: 0.6662, Acc.vase: 0.7046, Acc.traffic light: 0.7071, Acc.tray: 0.3501, Acc.ashcan: 0.7255, Acc.fan: 0.8389, Acc.pier: 0.0244, Acc.crt screen: 0.1373, Acc.plate: 0.7390, Acc.monitor: 0.1901, Acc.bulletin board: 0.5532, Acc.shower: 0.2462, Acc.radiator: 0.7963, Acc.glass: 0.2179, Acc.clock: 0.6469, Acc.flag: 0.3999 +2023-11-07 00:13:29,294 - mmseg - INFO - Iter [75050/160000] lr: 5.309e-05, eta: 11:20:50, time: 0.849, data_time: 0.403, memory: 39436, decode.loss_cls: 0.2943, decode.loss_mask: 0.5405, decode.loss_dice: 0.7774, decode.d0.loss_cls: 1.3035, decode.d0.loss_mask: 0.5808, decode.d0.loss_dice: 0.8589, decode.d1.loss_cls: 0.3923, decode.d1.loss_mask: 0.5645, decode.d1.loss_dice: 0.8229, decode.d2.loss_cls: 0.3404, decode.d2.loss_mask: 0.5494, decode.d2.loss_dice: 0.7991, decode.d3.loss_cls: 0.3202, decode.d3.loss_mask: 0.5453, decode.d3.loss_dice: 0.7895, decode.d4.loss_cls: 0.3087, decode.d4.loss_mask: 0.5439, decode.d4.loss_dice: 0.7895, decode.d5.loss_cls: 0.3016, decode.d5.loss_mask: 0.5439, decode.d5.loss_dice: 0.7866, decode.d6.loss_cls: 0.3001, decode.d6.loss_mask: 0.5410, decode.d6.loss_dice: 0.7821, decode.d7.loss_cls: 0.2984, decode.d7.loss_mask: 0.5428, decode.d7.loss_dice: 0.7818, decode.d8.loss_cls: 0.3007, decode.d8.loss_mask: 0.5398, decode.d8.loss_dice: 0.7778, loss: 17.6177, grad_norm: 64.7214 +2023-11-07 00:13:51,886 - mmseg - INFO - Iter [75100/160000] lr: 5.306e-05, eta: 11:20:24, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2961, decode.loss_mask: 0.5313, decode.loss_dice: 0.7922, decode.d0.loss_cls: 1.3243, decode.d0.loss_mask: 0.5712, decode.d0.loss_dice: 0.8764, decode.d1.loss_cls: 0.4005, decode.d1.loss_mask: 0.5536, decode.d1.loss_dice: 0.8447, decode.d2.loss_cls: 0.3488, decode.d2.loss_mask: 0.5433, decode.d2.loss_dice: 0.8198, decode.d3.loss_cls: 0.3292, decode.d3.loss_mask: 0.5328, decode.d3.loss_dice: 0.7972, decode.d4.loss_cls: 0.3187, decode.d4.loss_mask: 0.5340, decode.d4.loss_dice: 0.7955, decode.d5.loss_cls: 0.3131, decode.d5.loss_mask: 0.5321, decode.d5.loss_dice: 0.7922, decode.d6.loss_cls: 0.3085, decode.d6.loss_mask: 0.5327, decode.d6.loss_dice: 0.7896, decode.d7.loss_cls: 0.3033, decode.d7.loss_mask: 0.5321, decode.d7.loss_dice: 0.7915, decode.d8.loss_cls: 0.2990, decode.d8.loss_mask: 0.5332, decode.d8.loss_dice: 0.7926, loss: 17.7295, grad_norm: 61.4514 +2023-11-07 00:14:14,486 - mmseg - INFO - Iter [75150/160000] lr: 5.303e-05, eta: 11:19:58, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3127, decode.loss_mask: 0.5201, decode.loss_dice: 0.7815, decode.d0.loss_cls: 1.3219, decode.d0.loss_mask: 0.5581, decode.d0.loss_dice: 0.8709, decode.d1.loss_cls: 0.4003, decode.d1.loss_mask: 0.5421, decode.d1.loss_dice: 0.8323, decode.d2.loss_cls: 0.3539, decode.d2.loss_mask: 0.5335, decode.d2.loss_dice: 0.8083, decode.d3.loss_cls: 0.3411, decode.d3.loss_mask: 0.5233, decode.d3.loss_dice: 0.7890, decode.d4.loss_cls: 0.3278, decode.d4.loss_mask: 0.5209, decode.d4.loss_dice: 0.7801, decode.d5.loss_cls: 0.3273, decode.d5.loss_mask: 0.5201, decode.d5.loss_dice: 0.7823, decode.d6.loss_cls: 0.3212, decode.d6.loss_mask: 0.5177, decode.d6.loss_dice: 0.7776, decode.d7.loss_cls: 0.3159, decode.d7.loss_mask: 0.5186, decode.d7.loss_dice: 0.7766, decode.d8.loss_cls: 0.3173, decode.d8.loss_mask: 0.5206, decode.d8.loss_dice: 0.7769, loss: 17.5897, grad_norm: 65.3867 +2023-11-07 00:14:37,282 - mmseg - INFO - Iter [75200/160000] lr: 5.300e-05, eta: 11:19:33, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3032, decode.loss_mask: 0.5228, decode.loss_dice: 0.7877, decode.d0.loss_cls: 1.3035, decode.d0.loss_mask: 0.5669, decode.d0.loss_dice: 0.8858, decode.d1.loss_cls: 0.3929, decode.d1.loss_mask: 0.5501, decode.d1.loss_dice: 0.8518, decode.d2.loss_cls: 0.3480, decode.d2.loss_mask: 0.5351, decode.d2.loss_dice: 0.8171, decode.d3.loss_cls: 0.3305, decode.d3.loss_mask: 0.5310, decode.d3.loss_dice: 0.7920, decode.d4.loss_cls: 0.3245, decode.d4.loss_mask: 0.5272, decode.d4.loss_dice: 0.7899, decode.d5.loss_cls: 0.3176, decode.d5.loss_mask: 0.5273, decode.d5.loss_dice: 0.7896, decode.d6.loss_cls: 0.3156, decode.d6.loss_mask: 0.5249, decode.d6.loss_dice: 0.7862, decode.d7.loss_cls: 0.3071, decode.d7.loss_mask: 0.5252, decode.d7.loss_dice: 0.7820, decode.d8.loss_cls: 0.3053, decode.d8.loss_mask: 0.5245, decode.d8.loss_dice: 0.7850, loss: 17.6502, grad_norm: 58.0303 +2023-11-07 00:15:00,081 - mmseg - INFO - Iter [75250/160000] lr: 5.297e-05, eta: 11:19:07, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3154, decode.loss_mask: 0.5121, decode.loss_dice: 0.7915, decode.d0.loss_cls: 1.3221, decode.d0.loss_mask: 0.5491, decode.d0.loss_dice: 0.8763, decode.d1.loss_cls: 0.4071, decode.d1.loss_mask: 0.5344, decode.d1.loss_dice: 0.8426, decode.d2.loss_cls: 0.3575, decode.d2.loss_mask: 0.5175, decode.d2.loss_dice: 0.8183, decode.d3.loss_cls: 0.3436, decode.d3.loss_mask: 0.5161, decode.d3.loss_dice: 0.8009, decode.d4.loss_cls: 0.3317, decode.d4.loss_mask: 0.5132, decode.d4.loss_dice: 0.7950, decode.d5.loss_cls: 0.3250, decode.d5.loss_mask: 0.5136, decode.d5.loss_dice: 0.7958, decode.d6.loss_cls: 0.3203, decode.d6.loss_mask: 0.5115, decode.d6.loss_dice: 0.7878, decode.d7.loss_cls: 0.3199, decode.d7.loss_mask: 0.5136, decode.d7.loss_dice: 0.7850, decode.d8.loss_cls: 0.3119, decode.d8.loss_mask: 0.5124, decode.d8.loss_dice: 0.7940, loss: 17.6349, grad_norm: 63.9525 +2023-11-07 00:15:23,045 - mmseg - INFO - Iter [75300/160000] lr: 5.294e-05, eta: 11:18:42, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3160, decode.loss_mask: 0.5297, decode.loss_dice: 0.7909, decode.d0.loss_cls: 1.3132, decode.d0.loss_mask: 0.5700, decode.d0.loss_dice: 0.8723, decode.d1.loss_cls: 0.4177, decode.d1.loss_mask: 0.5518, decode.d1.loss_dice: 0.8376, decode.d2.loss_cls: 0.3720, decode.d2.loss_mask: 0.5341, decode.d2.loss_dice: 0.8148, decode.d3.loss_cls: 0.3464, decode.d3.loss_mask: 0.5311, decode.d3.loss_dice: 0.7961, decode.d4.loss_cls: 0.3317, decode.d4.loss_mask: 0.5295, decode.d4.loss_dice: 0.8006, decode.d5.loss_cls: 0.3237, decode.d5.loss_mask: 0.5290, decode.d5.loss_dice: 0.7950, decode.d6.loss_cls: 0.3242, decode.d6.loss_mask: 0.5273, decode.d6.loss_dice: 0.7899, decode.d7.loss_cls: 0.3158, decode.d7.loss_mask: 0.5290, decode.d7.loss_dice: 0.7930, decode.d8.loss_cls: 0.3135, decode.d8.loss_mask: 0.5281, decode.d8.loss_dice: 0.7933, loss: 17.8172, grad_norm: 64.4231 +2023-11-07 00:15:45,760 - mmseg - INFO - Iter [75350/160000] lr: 5.291e-05, eta: 11:18:17, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3214, decode.loss_mask: 0.5232, decode.loss_dice: 0.7956, decode.d0.loss_cls: 1.3388, decode.d0.loss_mask: 0.5638, decode.d0.loss_dice: 0.8843, decode.d1.loss_cls: 0.4156, decode.d1.loss_mask: 0.5450, decode.d1.loss_dice: 0.8502, decode.d2.loss_cls: 0.3690, decode.d2.loss_mask: 0.5314, decode.d2.loss_dice: 0.8262, decode.d3.loss_cls: 0.3483, decode.d3.loss_mask: 0.5227, decode.d3.loss_dice: 0.8062, decode.d4.loss_cls: 0.3323, decode.d4.loss_mask: 0.5239, decode.d4.loss_dice: 0.8047, decode.d5.loss_cls: 0.3304, decode.d5.loss_mask: 0.5233, decode.d5.loss_dice: 0.8057, decode.d6.loss_cls: 0.3279, decode.d6.loss_mask: 0.5217, decode.d6.loss_dice: 0.7981, decode.d7.loss_cls: 0.3220, decode.d7.loss_mask: 0.5234, decode.d7.loss_dice: 0.7988, decode.d8.loss_cls: 0.3244, decode.d8.loss_mask: 0.5222, decode.d8.loss_dice: 0.7989, loss: 17.8996, grad_norm: 65.3028 +2023-11-07 00:16:08,634 - mmseg - INFO - Iter [75400/160000] lr: 5.288e-05, eta: 11:17:51, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3225, decode.loss_mask: 0.5293, decode.loss_dice: 0.7924, decode.d0.loss_cls: 1.3172, decode.d0.loss_mask: 0.5689, decode.d0.loss_dice: 0.8777, decode.d1.loss_cls: 0.4283, decode.d1.loss_mask: 0.5505, decode.d1.loss_dice: 0.8450, decode.d2.loss_cls: 0.3822, decode.d2.loss_mask: 0.5371, decode.d2.loss_dice: 0.8191, decode.d3.loss_cls: 0.3542, decode.d3.loss_mask: 0.5335, decode.d3.loss_dice: 0.8011, decode.d4.loss_cls: 0.3381, decode.d4.loss_mask: 0.5309, decode.d4.loss_dice: 0.7958, decode.d5.loss_cls: 0.3369, decode.d5.loss_mask: 0.5311, decode.d5.loss_dice: 0.7992, decode.d6.loss_cls: 0.3322, decode.d6.loss_mask: 0.5278, decode.d6.loss_dice: 0.7949, decode.d7.loss_cls: 0.3294, decode.d7.loss_mask: 0.5305, decode.d7.loss_dice: 0.7934, decode.d8.loss_cls: 0.3215, decode.d8.loss_mask: 0.5282, decode.d8.loss_dice: 0.7946, loss: 17.9437, grad_norm: 66.0285 +2023-11-07 00:16:31,365 - mmseg - INFO - Iter [75450/160000] lr: 5.284e-05, eta: 11:17:26, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2998, decode.loss_mask: 0.5438, decode.loss_dice: 0.7970, decode.d0.loss_cls: 1.3055, decode.d0.loss_mask: 0.5866, decode.d0.loss_dice: 0.8790, decode.d1.loss_cls: 0.3907, decode.d1.loss_mask: 0.5601, decode.d1.loss_dice: 0.8510, decode.d2.loss_cls: 0.3408, decode.d2.loss_mask: 0.5499, decode.d2.loss_dice: 0.8266, decode.d3.loss_cls: 0.3215, decode.d3.loss_mask: 0.5492, decode.d3.loss_dice: 0.8103, decode.d4.loss_cls: 0.3106, decode.d4.loss_mask: 0.5498, decode.d4.loss_dice: 0.8056, decode.d5.loss_cls: 0.3048, decode.d5.loss_mask: 0.5485, decode.d5.loss_dice: 0.8002, decode.d6.loss_cls: 0.3061, decode.d6.loss_mask: 0.5448, decode.d6.loss_dice: 0.7979, decode.d7.loss_cls: 0.2975, decode.d7.loss_mask: 0.5467, decode.d7.loss_dice: 0.7992, decode.d8.loss_cls: 0.2963, decode.d8.loss_mask: 0.5440, decode.d8.loss_dice: 0.7969, loss: 17.8603, grad_norm: 64.2939 +2023-11-07 00:16:54,078 - mmseg - INFO - Iter [75500/160000] lr: 5.281e-05, eta: 11:17:00, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3156, decode.loss_mask: 0.5287, decode.loss_dice: 0.8150, decode.d0.loss_cls: 1.3052, decode.d0.loss_mask: 0.5641, decode.d0.loss_dice: 0.9061, decode.d1.loss_cls: 0.4124, decode.d1.loss_mask: 0.5483, decode.d1.loss_dice: 0.8627, decode.d2.loss_cls: 0.3576, decode.d2.loss_mask: 0.5411, decode.d2.loss_dice: 0.8413, decode.d3.loss_cls: 0.3442, decode.d3.loss_mask: 0.5356, decode.d3.loss_dice: 0.8270, decode.d4.loss_cls: 0.3313, decode.d4.loss_mask: 0.5327, decode.d4.loss_dice: 0.8239, decode.d5.loss_cls: 0.3246, decode.d5.loss_mask: 0.5316, decode.d5.loss_dice: 0.8236, decode.d6.loss_cls: 0.3274, decode.d6.loss_mask: 0.5287, decode.d6.loss_dice: 0.8152, decode.d7.loss_cls: 0.3144, decode.d7.loss_mask: 0.5283, decode.d7.loss_dice: 0.8195, decode.d8.loss_cls: 0.3172, decode.d8.loss_mask: 0.5294, decode.d8.loss_dice: 0.8147, loss: 18.0673, grad_norm: 74.3192 +2023-11-07 00:17:16,704 - mmseg - INFO - Iter [75550/160000] lr: 5.278e-05, eta: 11:16:35, time: 0.452, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3167, decode.loss_mask: 0.5387, decode.loss_dice: 0.7839, decode.d0.loss_cls: 1.3017, decode.d0.loss_mask: 0.5860, decode.d0.loss_dice: 0.8699, decode.d1.loss_cls: 0.4045, decode.d1.loss_mask: 0.5630, decode.d1.loss_dice: 0.8349, decode.d2.loss_cls: 0.3532, decode.d2.loss_mask: 0.5499, decode.d2.loss_dice: 0.8103, decode.d3.loss_cls: 0.3363, decode.d3.loss_mask: 0.5458, decode.d3.loss_dice: 0.7903, decode.d4.loss_cls: 0.3247, decode.d4.loss_mask: 0.5446, decode.d4.loss_dice: 0.7942, decode.d5.loss_cls: 0.3205, decode.d5.loss_mask: 0.5400, decode.d5.loss_dice: 0.7852, decode.d6.loss_cls: 0.3197, decode.d6.loss_mask: 0.5404, decode.d6.loss_dice: 0.7850, decode.d7.loss_cls: 0.3065, decode.d7.loss_mask: 0.5406, decode.d7.loss_dice: 0.7846, decode.d8.loss_cls: 0.3093, decode.d8.loss_mask: 0.5410, decode.d8.loss_dice: 0.7847, loss: 17.8059, grad_norm: 70.4175 +2023-11-07 00:17:39,275 - mmseg - INFO - Iter [75600/160000] lr: 5.275e-05, eta: 11:16:09, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3117, decode.loss_mask: 0.5155, decode.loss_dice: 0.7693, decode.d0.loss_cls: 1.3319, decode.d0.loss_mask: 0.5524, decode.d0.loss_dice: 0.8628, decode.d1.loss_cls: 0.4166, decode.d1.loss_mask: 0.5350, decode.d1.loss_dice: 0.8244, decode.d2.loss_cls: 0.3649, decode.d2.loss_mask: 0.5222, decode.d2.loss_dice: 0.8010, decode.d3.loss_cls: 0.3437, decode.d3.loss_mask: 0.5170, decode.d3.loss_dice: 0.7824, decode.d4.loss_cls: 0.3293, decode.d4.loss_mask: 0.5139, decode.d4.loss_dice: 0.7797, decode.d5.loss_cls: 0.3224, decode.d5.loss_mask: 0.5165, decode.d5.loss_dice: 0.7748, decode.d6.loss_cls: 0.3248, decode.d6.loss_mask: 0.5164, decode.d6.loss_dice: 0.7703, decode.d7.loss_cls: 0.3204, decode.d7.loss_mask: 0.5146, decode.d7.loss_dice: 0.7694, decode.d8.loss_cls: 0.3172, decode.d8.loss_mask: 0.5156, decode.d8.loss_dice: 0.7711, loss: 17.5072, grad_norm: 64.8599 +2023-11-07 00:18:01,800 - mmseg - INFO - Iter [75650/160000] lr: 5.272e-05, eta: 11:15:43, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3189, decode.loss_mask: 0.5605, decode.loss_dice: 0.7913, decode.d0.loss_cls: 1.3039, decode.d0.loss_mask: 0.6060, decode.d0.loss_dice: 0.8793, decode.d1.loss_cls: 0.3982, decode.d1.loss_mask: 0.5846, decode.d1.loss_dice: 0.8462, decode.d2.loss_cls: 0.3636, decode.d2.loss_mask: 0.5706, decode.d2.loss_dice: 0.8174, decode.d3.loss_cls: 0.3457, decode.d3.loss_mask: 0.5625, decode.d3.loss_dice: 0.7977, decode.d4.loss_cls: 0.3365, decode.d4.loss_mask: 0.5636, decode.d4.loss_dice: 0.7968, decode.d5.loss_cls: 0.3257, decode.d5.loss_mask: 0.5619, decode.d5.loss_dice: 0.7954, decode.d6.loss_cls: 0.3241, decode.d6.loss_mask: 0.5602, decode.d6.loss_dice: 0.7893, decode.d7.loss_cls: 0.3196, decode.d7.loss_mask: 0.5610, decode.d7.loss_dice: 0.7953, decode.d8.loss_cls: 0.3187, decode.d8.loss_mask: 0.5608, decode.d8.loss_dice: 0.7948, loss: 18.1501, grad_norm: 83.8563 +2023-11-07 00:18:24,438 - mmseg - INFO - Iter [75700/160000] lr: 5.269e-05, eta: 11:15:18, time: 0.453, data_time: 0.011, memory: 39436, decode.loss_cls: 0.3009, decode.loss_mask: 0.5466, decode.loss_dice: 0.7901, decode.d0.loss_cls: 1.3030, decode.d0.loss_mask: 0.5846, decode.d0.loss_dice: 0.8638, decode.d1.loss_cls: 0.4026, decode.d1.loss_mask: 0.5706, decode.d1.loss_dice: 0.8355, decode.d2.loss_cls: 0.3519, decode.d2.loss_mask: 0.5545, decode.d2.loss_dice: 0.8115, decode.d3.loss_cls: 0.3324, decode.d3.loss_mask: 0.5490, decode.d3.loss_dice: 0.7895, decode.d4.loss_cls: 0.3212, decode.d4.loss_mask: 0.5488, decode.d4.loss_dice: 0.7895, decode.d5.loss_cls: 0.3133, decode.d5.loss_mask: 0.5456, decode.d5.loss_dice: 0.7885, decode.d6.loss_cls: 0.3114, decode.d6.loss_mask: 0.5460, decode.d6.loss_dice: 0.7858, decode.d7.loss_cls: 0.3132, decode.d7.loss_mask: 0.5473, decode.d7.loss_dice: 0.7831, decode.d8.loss_cls: 0.3088, decode.d8.loss_mask: 0.5444, decode.d8.loss_dice: 0.7883, loss: 17.8217, grad_norm: 68.3250 +2023-11-07 00:18:47,024 - mmseg - INFO - Iter [75750/160000] lr: 5.266e-05, eta: 11:14:52, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2999, decode.loss_mask: 0.5425, decode.loss_dice: 0.7604, decode.d0.loss_cls: 1.3288, decode.d0.loss_mask: 0.5829, decode.d0.loss_dice: 0.8384, decode.d1.loss_cls: 0.4033, decode.d1.loss_mask: 0.5602, decode.d1.loss_dice: 0.8119, decode.d2.loss_cls: 0.3500, decode.d2.loss_mask: 0.5522, decode.d2.loss_dice: 0.7873, decode.d3.loss_cls: 0.3273, decode.d3.loss_mask: 0.5428, decode.d3.loss_dice: 0.7648, decode.d4.loss_cls: 0.3137, decode.d4.loss_mask: 0.5424, decode.d4.loss_dice: 0.7667, decode.d5.loss_cls: 0.3076, decode.d5.loss_mask: 0.5380, decode.d5.loss_dice: 0.7613, decode.d6.loss_cls: 0.3067, decode.d6.loss_mask: 0.5418, decode.d6.loss_dice: 0.7582, decode.d7.loss_cls: 0.2987, decode.d7.loss_mask: 0.5450, decode.d7.loss_dice: 0.7575, decode.d8.loss_cls: 0.2997, decode.d8.loss_mask: 0.5440, decode.d8.loss_dice: 0.7601, loss: 17.4941, grad_norm: 65.6140 +2023-11-07 00:19:12,096 - mmseg - INFO - Iter [75800/160000] lr: 5.263e-05, eta: 11:14:29, time: 0.501, data_time: 0.059, memory: 39436, decode.loss_cls: 0.3111, decode.loss_mask: 0.5505, decode.loss_dice: 0.7763, decode.d0.loss_cls: 1.3080, decode.d0.loss_mask: 0.5974, decode.d0.loss_dice: 0.8677, decode.d1.loss_cls: 0.3990, decode.d1.loss_mask: 0.5798, decode.d1.loss_dice: 0.8334, decode.d2.loss_cls: 0.3632, decode.d2.loss_mask: 0.5638, decode.d2.loss_dice: 0.7998, decode.d3.loss_cls: 0.3370, decode.d3.loss_mask: 0.5579, decode.d3.loss_dice: 0.7843, decode.d4.loss_cls: 0.3271, decode.d4.loss_mask: 0.5554, decode.d4.loss_dice: 0.7813, decode.d5.loss_cls: 0.3246, decode.d5.loss_mask: 0.5541, decode.d5.loss_dice: 0.7815, decode.d6.loss_cls: 0.3163, decode.d6.loss_mask: 0.5532, decode.d6.loss_dice: 0.7772, decode.d7.loss_cls: 0.3135, decode.d7.loss_mask: 0.5561, decode.d7.loss_dice: 0.7777, decode.d8.loss_cls: 0.3137, decode.d8.loss_mask: 0.5542, decode.d8.loss_dice: 0.7789, loss: 17.8939, grad_norm: 73.3075 +2023-11-07 00:19:35,020 - mmseg - INFO - Iter [75850/160000] lr: 5.259e-05, eta: 11:14:04, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2877, decode.loss_mask: 0.5197, decode.loss_dice: 0.8001, decode.d0.loss_cls: 1.2908, decode.d0.loss_mask: 0.5656, decode.d0.loss_dice: 0.8863, decode.d1.loss_cls: 0.3856, decode.d1.loss_mask: 0.5387, decode.d1.loss_dice: 0.8511, decode.d2.loss_cls: 0.3375, decode.d2.loss_mask: 0.5261, decode.d2.loss_dice: 0.8178, decode.d3.loss_cls: 0.3196, decode.d3.loss_mask: 0.5200, decode.d3.loss_dice: 0.7956, decode.d4.loss_cls: 0.3043, decode.d4.loss_mask: 0.5216, decode.d4.loss_dice: 0.7957, decode.d5.loss_cls: 0.2958, decode.d5.loss_mask: 0.5215, decode.d5.loss_dice: 0.7973, decode.d6.loss_cls: 0.2961, decode.d6.loss_mask: 0.5215, decode.d6.loss_dice: 0.7917, decode.d7.loss_cls: 0.2941, decode.d7.loss_mask: 0.5191, decode.d7.loss_dice: 0.7942, decode.d8.loss_cls: 0.2903, decode.d8.loss_mask: 0.5189, decode.d8.loss_dice: 0.7951, loss: 17.4993, grad_norm: 63.9962 +2023-11-07 00:19:57,755 - mmseg - INFO - Iter [75900/160000] lr: 5.256e-05, eta: 11:13:39, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3004, decode.loss_mask: 0.5202, decode.loss_dice: 0.7834, decode.d0.loss_cls: 1.2873, decode.d0.loss_mask: 0.5622, decode.d0.loss_dice: 0.8744, decode.d1.loss_cls: 0.3987, decode.d1.loss_mask: 0.5422, decode.d1.loss_dice: 0.8392, decode.d2.loss_cls: 0.3428, decode.d2.loss_mask: 0.5319, decode.d2.loss_dice: 0.8123, decode.d3.loss_cls: 0.3312, decode.d3.loss_mask: 0.5210, decode.d3.loss_dice: 0.7889, decode.d4.loss_cls: 0.3148, decode.d4.loss_mask: 0.5238, decode.d4.loss_dice: 0.7908, decode.d5.loss_cls: 0.3067, decode.d5.loss_mask: 0.5211, decode.d5.loss_dice: 0.7895, decode.d6.loss_cls: 0.3092, decode.d6.loss_mask: 0.5214, decode.d6.loss_dice: 0.7831, decode.d7.loss_cls: 0.3023, decode.d7.loss_mask: 0.5209, decode.d7.loss_dice: 0.7837, decode.d8.loss_cls: 0.2987, decode.d8.loss_mask: 0.5215, decode.d8.loss_dice: 0.7851, loss: 17.5086, grad_norm: 67.1231 +2023-11-07 00:20:20,358 - mmseg - INFO - Iter [75950/160000] lr: 5.253e-05, eta: 11:13:13, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2836, decode.loss_mask: 0.5456, decode.loss_dice: 0.7690, decode.d0.loss_cls: 1.2780, decode.d0.loss_mask: 0.5874, decode.d0.loss_dice: 0.8530, decode.d1.loss_cls: 0.3761, decode.d1.loss_mask: 0.5676, decode.d1.loss_dice: 0.8217, decode.d2.loss_cls: 0.3268, decode.d2.loss_mask: 0.5558, decode.d2.loss_dice: 0.7983, decode.d3.loss_cls: 0.3159, decode.d3.loss_mask: 0.5466, decode.d3.loss_dice: 0.7785, decode.d4.loss_cls: 0.2987, decode.d4.loss_mask: 0.5489, decode.d4.loss_dice: 0.7802, decode.d5.loss_cls: 0.2942, decode.d5.loss_mask: 0.5465, decode.d5.loss_dice: 0.7763, decode.d6.loss_cls: 0.2875, decode.d6.loss_mask: 0.5445, decode.d6.loss_dice: 0.7712, decode.d7.loss_cls: 0.2892, decode.d7.loss_mask: 0.5422, decode.d7.loss_dice: 0.7698, decode.d8.loss_cls: 0.2873, decode.d8.loss_mask: 0.5436, decode.d8.loss_dice: 0.7730, loss: 17.4568, grad_norm: 68.4466 +2023-11-07 00:20:42,915 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 00:20:42,915 - mmseg - INFO - Iter [76000/160000] lr: 5.250e-05, eta: 11:12:47, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3089, decode.loss_mask: 0.5208, decode.loss_dice: 0.7756, decode.d0.loss_cls: 1.3273, decode.d0.loss_mask: 0.5662, decode.d0.loss_dice: 0.8711, decode.d1.loss_cls: 0.3967, decode.d1.loss_mask: 0.5447, decode.d1.loss_dice: 0.8302, decode.d2.loss_cls: 0.3520, decode.d2.loss_mask: 0.5319, decode.d2.loss_dice: 0.8026, decode.d3.loss_cls: 0.3324, decode.d3.loss_mask: 0.5246, decode.d3.loss_dice: 0.7803, decode.d4.loss_cls: 0.3190, decode.d4.loss_mask: 0.5245, decode.d4.loss_dice: 0.7820, decode.d5.loss_cls: 0.3185, decode.d5.loss_mask: 0.5208, decode.d5.loss_dice: 0.7830, decode.d6.loss_cls: 0.3170, decode.d6.loss_mask: 0.5204, decode.d6.loss_dice: 0.7770, decode.d7.loss_cls: 0.3135, decode.d7.loss_mask: 0.5187, decode.d7.loss_dice: 0.7797, decode.d8.loss_cls: 0.3105, decode.d8.loss_mask: 0.5200, decode.d8.loss_dice: 0.7808, loss: 17.5504, grad_norm: 58.8191 +2023-11-07 00:21:05,476 - mmseg - INFO - Iter [76050/160000] lr: 5.247e-05, eta: 11:12:22, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2982, decode.loss_mask: 0.5423, decode.loss_dice: 0.7835, decode.d0.loss_cls: 1.3012, decode.d0.loss_mask: 0.5802, decode.d0.loss_dice: 0.8700, decode.d1.loss_cls: 0.3981, decode.d1.loss_mask: 0.5600, decode.d1.loss_dice: 0.8354, decode.d2.loss_cls: 0.3457, decode.d2.loss_mask: 0.5490, decode.d2.loss_dice: 0.8175, decode.d3.loss_cls: 0.3305, decode.d3.loss_mask: 0.5396, decode.d3.loss_dice: 0.7919, decode.d4.loss_cls: 0.3184, decode.d4.loss_mask: 0.5396, decode.d4.loss_dice: 0.7925, decode.d5.loss_cls: 0.3104, decode.d5.loss_mask: 0.5411, decode.d5.loss_dice: 0.7938, decode.d6.loss_cls: 0.3090, decode.d6.loss_mask: 0.5399, decode.d6.loss_dice: 0.7829, decode.d7.loss_cls: 0.3045, decode.d7.loss_mask: 0.5417, decode.d7.loss_dice: 0.7841, decode.d8.loss_cls: 0.3012, decode.d8.loss_mask: 0.5413, decode.d8.loss_dice: 0.7840, loss: 17.7276, grad_norm: 63.0774 +2023-11-07 00:21:28,171 - mmseg - INFO - Iter [76100/160000] lr: 5.244e-05, eta: 11:11:56, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2884, decode.loss_mask: 0.5369, decode.loss_dice: 0.7583, decode.d0.loss_cls: 1.2453, decode.d0.loss_mask: 0.5884, decode.d0.loss_dice: 0.8505, decode.d1.loss_cls: 0.3640, decode.d1.loss_mask: 0.5634, decode.d1.loss_dice: 0.8084, decode.d2.loss_cls: 0.3251, decode.d2.loss_mask: 0.5504, decode.d2.loss_dice: 0.7875, decode.d3.loss_cls: 0.3105, decode.d3.loss_mask: 0.5414, decode.d3.loss_dice: 0.7689, decode.d4.loss_cls: 0.3001, decode.d4.loss_mask: 0.5420, decode.d4.loss_dice: 0.7618, decode.d5.loss_cls: 0.2971, decode.d5.loss_mask: 0.5397, decode.d5.loss_dice: 0.7618, decode.d6.loss_cls: 0.2951, decode.d6.loss_mask: 0.5361, decode.d6.loss_dice: 0.7618, decode.d7.loss_cls: 0.2834, decode.d7.loss_mask: 0.5391, decode.d7.loss_dice: 0.7638, decode.d8.loss_cls: 0.2814, decode.d8.loss_mask: 0.5383, decode.d8.loss_dice: 0.7596, loss: 17.2486, grad_norm: 70.0498 +2023-11-07 00:21:50,981 - mmseg - INFO - Iter [76150/160000] lr: 5.241e-05, eta: 11:11:31, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2929, decode.loss_mask: 0.4990, decode.loss_dice: 0.7866, decode.d0.loss_cls: 1.2998, decode.d0.loss_mask: 0.5397, decode.d0.loss_dice: 0.8778, decode.d1.loss_cls: 0.4025, decode.d1.loss_mask: 0.5239, decode.d1.loss_dice: 0.8393, decode.d2.loss_cls: 0.3458, decode.d2.loss_mask: 0.5100, decode.d2.loss_dice: 0.8110, decode.d3.loss_cls: 0.3216, decode.d3.loss_mask: 0.5016, decode.d3.loss_dice: 0.7975, decode.d4.loss_cls: 0.3109, decode.d4.loss_mask: 0.5022, decode.d4.loss_dice: 0.7952, decode.d5.loss_cls: 0.3052, decode.d5.loss_mask: 0.4990, decode.d5.loss_dice: 0.7922, decode.d6.loss_cls: 0.3034, decode.d6.loss_mask: 0.4977, decode.d6.loss_dice: 0.7874, decode.d7.loss_cls: 0.2930, decode.d7.loss_mask: 0.4995, decode.d7.loss_dice: 0.7935, decode.d8.loss_cls: 0.2945, decode.d8.loss_mask: 0.5013, decode.d8.loss_dice: 0.7939, loss: 17.3181, grad_norm: 55.7781 +2023-11-07 00:22:13,636 - mmseg - INFO - Iter [76200/160000] lr: 5.238e-05, eta: 11:11:05, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2830, decode.loss_mask: 0.5232, decode.loss_dice: 0.7770, decode.d0.loss_cls: 1.2842, decode.d0.loss_mask: 0.5590, decode.d0.loss_dice: 0.8532, decode.d1.loss_cls: 0.3868, decode.d1.loss_mask: 0.5433, decode.d1.loss_dice: 0.8211, decode.d2.loss_cls: 0.3353, decode.d2.loss_mask: 0.5288, decode.d2.loss_dice: 0.7972, decode.d3.loss_cls: 0.3170, decode.d3.loss_mask: 0.5242, decode.d3.loss_dice: 0.7812, decode.d4.loss_cls: 0.3065, decode.d4.loss_mask: 0.5245, decode.d4.loss_dice: 0.7807, decode.d5.loss_cls: 0.2974, decode.d5.loss_mask: 0.5239, decode.d5.loss_dice: 0.7782, decode.d6.loss_cls: 0.2937, decode.d6.loss_mask: 0.5223, decode.d6.loss_dice: 0.7762, decode.d7.loss_cls: 0.2921, decode.d7.loss_mask: 0.5223, decode.d7.loss_dice: 0.7749, decode.d8.loss_cls: 0.2886, decode.d8.loss_mask: 0.5234, decode.d8.loss_dice: 0.7744, loss: 17.2938, grad_norm: 58.5139 +2023-11-07 00:22:36,674 - mmseg - INFO - Iter [76250/160000] lr: 5.234e-05, eta: 11:10:40, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3062, decode.loss_mask: 0.5168, decode.loss_dice: 0.7668, decode.d0.loss_cls: 1.2890, decode.d0.loss_mask: 0.5630, decode.d0.loss_dice: 0.8609, decode.d1.loss_cls: 0.3922, decode.d1.loss_mask: 0.5420, decode.d1.loss_dice: 0.8281, decode.d2.loss_cls: 0.3477, decode.d2.loss_mask: 0.5281, decode.d2.loss_dice: 0.8017, decode.d3.loss_cls: 0.3325, decode.d3.loss_mask: 0.5231, decode.d3.loss_dice: 0.7780, decode.d4.loss_cls: 0.3175, decode.d4.loss_mask: 0.5228, decode.d4.loss_dice: 0.7758, decode.d5.loss_cls: 0.3155, decode.d5.loss_mask: 0.5202, decode.d5.loss_dice: 0.7755, decode.d6.loss_cls: 0.3114, decode.d6.loss_mask: 0.5221, decode.d6.loss_dice: 0.7718, decode.d7.loss_cls: 0.3080, decode.d7.loss_mask: 0.5185, decode.d7.loss_dice: 0.7679, decode.d8.loss_cls: 0.3069, decode.d8.loss_mask: 0.5183, decode.d8.loss_dice: 0.7709, loss: 17.3993, grad_norm: 66.9691 +2023-11-07 00:22:59,531 - mmseg - INFO - Iter [76300/160000] lr: 5.231e-05, eta: 11:10:15, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2985, decode.loss_mask: 0.5310, decode.loss_dice: 0.7958, decode.d0.loss_cls: 1.3296, decode.d0.loss_mask: 0.5658, decode.d0.loss_dice: 0.8840, decode.d1.loss_cls: 0.3913, decode.d1.loss_mask: 0.5564, decode.d1.loss_dice: 0.8542, decode.d2.loss_cls: 0.3490, decode.d2.loss_mask: 0.5400, decode.d2.loss_dice: 0.8238, decode.d3.loss_cls: 0.3387, decode.d3.loss_mask: 0.5331, decode.d3.loss_dice: 0.8023, decode.d4.loss_cls: 0.3202, decode.d4.loss_mask: 0.5337, decode.d4.loss_dice: 0.8033, decode.d5.loss_cls: 0.3140, decode.d5.loss_mask: 0.5322, decode.d5.loss_dice: 0.8042, decode.d6.loss_cls: 0.3072, decode.d6.loss_mask: 0.5321, decode.d6.loss_dice: 0.7979, decode.d7.loss_cls: 0.2994, decode.d7.loss_mask: 0.5317, decode.d7.loss_dice: 0.7978, decode.d8.loss_cls: 0.3025, decode.d8.loss_mask: 0.5323, decode.d8.loss_dice: 0.8016, loss: 17.8037, grad_norm: 62.8946 +2023-11-07 00:23:22,151 - mmseg - INFO - Iter [76350/160000] lr: 5.228e-05, eta: 11:09:49, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3128, decode.loss_mask: 0.5240, decode.loss_dice: 0.8076, decode.d0.loss_cls: 1.3076, decode.d0.loss_mask: 0.5617, decode.d0.loss_dice: 0.8999, decode.d1.loss_cls: 0.4123, decode.d1.loss_mask: 0.5405, decode.d1.loss_dice: 0.8622, decode.d2.loss_cls: 0.3685, decode.d2.loss_mask: 0.5315, decode.d2.loss_dice: 0.8272, decode.d3.loss_cls: 0.3402, decode.d3.loss_mask: 0.5277, decode.d3.loss_dice: 0.8068, decode.d4.loss_cls: 0.3305, decode.d4.loss_mask: 0.5242, decode.d4.loss_dice: 0.8091, decode.d5.loss_cls: 0.3249, decode.d5.loss_mask: 0.5243, decode.d5.loss_dice: 0.8061, decode.d6.loss_cls: 0.3215, decode.d6.loss_mask: 0.5247, decode.d6.loss_dice: 0.8045, decode.d7.loss_cls: 0.3194, decode.d7.loss_mask: 0.5222, decode.d7.loss_dice: 0.8067, decode.d8.loss_cls: 0.3167, decode.d8.loss_mask: 0.5244, decode.d8.loss_dice: 0.8060, loss: 17.8955, grad_norm: 70.0121 +2023-11-07 00:23:44,750 - mmseg - INFO - Iter [76400/160000] lr: 5.225e-05, eta: 11:09:24, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3158, decode.loss_mask: 0.5249, decode.loss_dice: 0.7685, decode.d0.loss_cls: 1.3109, decode.d0.loss_mask: 0.5657, decode.d0.loss_dice: 0.8691, decode.d1.loss_cls: 0.4115, decode.d1.loss_mask: 0.5456, decode.d1.loss_dice: 0.8244, decode.d2.loss_cls: 0.3560, decode.d2.loss_mask: 0.5347, decode.d2.loss_dice: 0.8017, decode.d3.loss_cls: 0.3435, decode.d3.loss_mask: 0.5267, decode.d3.loss_dice: 0.7788, decode.d4.loss_cls: 0.3279, decode.d4.loss_mask: 0.5275, decode.d4.loss_dice: 0.7802, decode.d5.loss_cls: 0.3270, decode.d5.loss_mask: 0.5290, decode.d5.loss_dice: 0.7786, decode.d6.loss_cls: 0.3270, decode.d6.loss_mask: 0.5244, decode.d6.loss_dice: 0.7700, decode.d7.loss_cls: 0.3189, decode.d7.loss_mask: 0.5250, decode.d7.loss_dice: 0.7739, decode.d8.loss_cls: 0.3173, decode.d8.loss_mask: 0.5264, decode.d8.loss_dice: 0.7729, loss: 17.6039, grad_norm: 62.7480 +2023-11-07 00:24:07,518 - mmseg - INFO - Iter [76450/160000] lr: 5.222e-05, eta: 11:08:58, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3047, decode.loss_mask: 0.5474, decode.loss_dice: 0.7902, decode.d0.loss_cls: 1.3254, decode.d0.loss_mask: 0.5871, decode.d0.loss_dice: 0.8832, decode.d1.loss_cls: 0.3942, decode.d1.loss_mask: 0.5709, decode.d1.loss_dice: 0.8337, decode.d2.loss_cls: 0.3489, decode.d2.loss_mask: 0.5556, decode.d2.loss_dice: 0.8174, decode.d3.loss_cls: 0.3310, decode.d3.loss_mask: 0.5510, decode.d3.loss_dice: 0.7948, decode.d4.loss_cls: 0.3143, decode.d4.loss_mask: 0.5504, decode.d4.loss_dice: 0.7990, decode.d5.loss_cls: 0.3122, decode.d5.loss_mask: 0.5472, decode.d5.loss_dice: 0.7957, decode.d6.loss_cls: 0.3111, decode.d6.loss_mask: 0.5484, decode.d6.loss_dice: 0.7897, decode.d7.loss_cls: 0.3015, decode.d7.loss_mask: 0.5480, decode.d7.loss_dice: 0.7925, decode.d8.loss_cls: 0.3063, decode.d8.loss_mask: 0.5463, decode.d8.loss_dice: 0.7922, loss: 17.8905, grad_norm: 67.6473 +2023-11-07 00:24:30,339 - mmseg - INFO - Iter [76500/160000] lr: 5.219e-05, eta: 11:08:33, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3023, decode.loss_mask: 0.5214, decode.loss_dice: 0.7707, decode.d0.loss_cls: 1.2883, decode.d0.loss_mask: 0.5589, decode.d0.loss_dice: 0.8646, decode.d1.loss_cls: 0.3990, decode.d1.loss_mask: 0.5380, decode.d1.loss_dice: 0.8268, decode.d2.loss_cls: 0.3503, decode.d2.loss_mask: 0.5277, decode.d2.loss_dice: 0.8024, decode.d3.loss_cls: 0.3318, decode.d3.loss_mask: 0.5253, decode.d3.loss_dice: 0.7801, decode.d4.loss_cls: 0.3201, decode.d4.loss_mask: 0.5226, decode.d4.loss_dice: 0.7750, decode.d5.loss_cls: 0.3148, decode.d5.loss_mask: 0.5230, decode.d5.loss_dice: 0.7763, decode.d6.loss_cls: 0.3141, decode.d6.loss_mask: 0.5219, decode.d6.loss_dice: 0.7743, decode.d7.loss_cls: 0.3060, decode.d7.loss_mask: 0.5223, decode.d7.loss_dice: 0.7731, decode.d8.loss_cls: 0.3056, decode.d8.loss_mask: 0.5210, decode.d8.loss_dice: 0.7668, loss: 17.4244, grad_norm: 68.4074 +2023-11-07 00:24:52,944 - mmseg - INFO - Iter [76550/160000] lr: 5.216e-05, eta: 11:08:07, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3140, decode.loss_mask: 0.5372, decode.loss_dice: 0.8152, decode.d0.loss_cls: 1.3289, decode.d0.loss_mask: 0.5806, decode.d0.loss_dice: 0.9115, decode.d1.loss_cls: 0.4162, decode.d1.loss_mask: 0.5623, decode.d1.loss_dice: 0.8693, decode.d2.loss_cls: 0.3651, decode.d2.loss_mask: 0.5515, decode.d2.loss_dice: 0.8446, decode.d3.loss_cls: 0.3459, decode.d3.loss_mask: 0.5442, decode.d3.loss_dice: 0.8237, decode.d4.loss_cls: 0.3345, decode.d4.loss_mask: 0.5420, decode.d4.loss_dice: 0.8200, decode.d5.loss_cls: 0.3281, decode.d5.loss_mask: 0.5383, decode.d5.loss_dice: 0.8245, decode.d6.loss_cls: 0.3237, decode.d6.loss_mask: 0.5395, decode.d6.loss_dice: 0.8193, decode.d7.loss_cls: 0.3141, decode.d7.loss_mask: 0.5384, decode.d7.loss_dice: 0.8201, decode.d8.loss_cls: 0.3145, decode.d8.loss_mask: 0.5374, decode.d8.loss_dice: 0.8196, loss: 18.2242, grad_norm: 61.7281 +2023-11-07 00:25:15,650 - mmseg - INFO - Iter [76600/160000] lr: 5.213e-05, eta: 11:07:42, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3260, decode.loss_mask: 0.5476, decode.loss_dice: 0.8032, decode.d0.loss_cls: 1.3629, decode.d0.loss_mask: 0.5864, decode.d0.loss_dice: 0.9028, decode.d1.loss_cls: 0.4351, decode.d1.loss_mask: 0.5673, decode.d1.loss_dice: 0.8641, decode.d2.loss_cls: 0.3867, decode.d2.loss_mask: 0.5551, decode.d2.loss_dice: 0.8325, decode.d3.loss_cls: 0.3532, decode.d3.loss_mask: 0.5513, decode.d3.loss_dice: 0.8164, decode.d4.loss_cls: 0.3392, decode.d4.loss_mask: 0.5487, decode.d4.loss_dice: 0.8206, decode.d5.loss_cls: 0.3376, decode.d5.loss_mask: 0.5493, decode.d5.loss_dice: 0.8170, decode.d6.loss_cls: 0.3332, decode.d6.loss_mask: 0.5496, decode.d6.loss_dice: 0.8064, decode.d7.loss_cls: 0.3265, decode.d7.loss_mask: 0.5475, decode.d7.loss_dice: 0.8065, decode.d8.loss_cls: 0.3284, decode.d8.loss_mask: 0.5474, decode.d8.loss_dice: 0.8067, loss: 18.3552, grad_norm: 67.5375 +2023-11-07 00:25:38,389 - mmseg - INFO - Iter [76650/160000] lr: 5.209e-05, eta: 11:07:17, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2956, decode.loss_mask: 0.5320, decode.loss_dice: 0.7993, decode.d0.loss_cls: 1.3022, decode.d0.loss_mask: 0.5711, decode.d0.loss_dice: 0.8816, decode.d1.loss_cls: 0.3929, decode.d1.loss_mask: 0.5531, decode.d1.loss_dice: 0.8484, decode.d2.loss_cls: 0.3455, decode.d2.loss_mask: 0.5423, decode.d2.loss_dice: 0.8187, decode.d3.loss_cls: 0.3198, decode.d3.loss_mask: 0.5368, decode.d3.loss_dice: 0.7998, decode.d4.loss_cls: 0.3063, decode.d4.loss_mask: 0.5355, decode.d4.loss_dice: 0.8052, decode.d5.loss_cls: 0.3102, decode.d5.loss_mask: 0.5341, decode.d5.loss_dice: 0.7958, decode.d6.loss_cls: 0.3008, decode.d6.loss_mask: 0.5341, decode.d6.loss_dice: 0.7949, decode.d7.loss_cls: 0.2999, decode.d7.loss_mask: 0.5328, decode.d7.loss_dice: 0.7959, decode.d8.loss_cls: 0.2986, decode.d8.loss_mask: 0.5324, decode.d8.loss_dice: 0.7991, loss: 17.7148, grad_norm: 61.3961 +2023-11-07 00:26:01,225 - mmseg - INFO - Iter [76700/160000] lr: 5.206e-05, eta: 11:06:51, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3136, decode.loss_mask: 0.5314, decode.loss_dice: 0.7863, decode.d0.loss_cls: 1.3178, decode.d0.loss_mask: 0.5734, decode.d0.loss_dice: 0.8841, decode.d1.loss_cls: 0.4130, decode.d1.loss_mask: 0.5544, decode.d1.loss_dice: 0.8377, decode.d2.loss_cls: 0.3613, decode.d2.loss_mask: 0.5422, decode.d2.loss_dice: 0.8140, decode.d3.loss_cls: 0.3436, decode.d3.loss_mask: 0.5353, decode.d3.loss_dice: 0.7930, decode.d4.loss_cls: 0.3305, decode.d4.loss_mask: 0.5370, decode.d4.loss_dice: 0.7893, decode.d5.loss_cls: 0.3220, decode.d5.loss_mask: 0.5356, decode.d5.loss_dice: 0.7906, decode.d6.loss_cls: 0.3191, decode.d6.loss_mask: 0.5362, decode.d6.loss_dice: 0.7842, decode.d7.loss_cls: 0.3137, decode.d7.loss_mask: 0.5353, decode.d7.loss_dice: 0.7860, decode.d8.loss_cls: 0.3107, decode.d8.loss_mask: 0.5352, decode.d8.loss_dice: 0.7897, loss: 17.8163, grad_norm: 65.0767 +2023-11-07 00:26:23,725 - mmseg - INFO - Iter [76750/160000] lr: 5.203e-05, eta: 11:06:26, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2877, decode.loss_mask: 0.5245, decode.loss_dice: 0.7677, decode.d0.loss_cls: 1.2777, decode.d0.loss_mask: 0.5577, decode.d0.loss_dice: 0.8549, decode.d1.loss_cls: 0.3821, decode.d1.loss_mask: 0.5446, decode.d1.loss_dice: 0.8259, decode.d2.loss_cls: 0.3292, decode.d2.loss_mask: 0.5357, decode.d2.loss_dice: 0.8036, decode.d3.loss_cls: 0.3041, decode.d3.loss_mask: 0.5270, decode.d3.loss_dice: 0.7798, decode.d4.loss_cls: 0.3021, decode.d4.loss_mask: 0.5255, decode.d4.loss_dice: 0.7748, decode.d5.loss_cls: 0.2942, decode.d5.loss_mask: 0.5264, decode.d5.loss_dice: 0.7748, decode.d6.loss_cls: 0.2921, decode.d6.loss_mask: 0.5249, decode.d6.loss_dice: 0.7694, decode.d7.loss_cls: 0.2896, decode.d7.loss_mask: 0.5243, decode.d7.loss_dice: 0.7727, decode.d8.loss_cls: 0.2877, decode.d8.loss_mask: 0.5228, decode.d8.loss_dice: 0.7751, loss: 17.2584, grad_norm: 70.7554 +2023-11-07 00:26:46,283 - mmseg - INFO - Iter [76800/160000] lr: 5.200e-05, eta: 11:06:00, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2731, decode.loss_mask: 0.5243, decode.loss_dice: 0.7700, decode.d0.loss_cls: 1.2914, decode.d0.loss_mask: 0.5617, decode.d0.loss_dice: 0.8516, decode.d1.loss_cls: 0.3838, decode.d1.loss_mask: 0.5401, decode.d1.loss_dice: 0.8083, decode.d2.loss_cls: 0.3238, decode.d2.loss_mask: 0.5339, decode.d2.loss_dice: 0.7903, decode.d3.loss_cls: 0.3092, decode.d3.loss_mask: 0.5282, decode.d3.loss_dice: 0.7719, decode.d4.loss_cls: 0.2946, decode.d4.loss_mask: 0.5247, decode.d4.loss_dice: 0.7727, decode.d5.loss_cls: 0.2864, decode.d5.loss_mask: 0.5255, decode.d5.loss_dice: 0.7775, decode.d6.loss_cls: 0.2807, decode.d6.loss_mask: 0.5256, decode.d6.loss_dice: 0.7711, decode.d7.loss_cls: 0.2757, decode.d7.loss_mask: 0.5248, decode.d7.loss_dice: 0.7729, decode.d8.loss_cls: 0.2757, decode.d8.loss_mask: 0.5245, decode.d8.loss_dice: 0.7689, loss: 17.1627, grad_norm: 63.8609 +2023-11-07 00:27:08,837 - mmseg - INFO - Iter [76850/160000] lr: 5.197e-05, eta: 11:05:34, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2875, decode.loss_mask: 0.5408, decode.loss_dice: 0.7953, decode.d0.loss_cls: 1.3130, decode.d0.loss_mask: 0.5876, decode.d0.loss_dice: 0.8935, decode.d1.loss_cls: 0.3977, decode.d1.loss_mask: 0.5673, decode.d1.loss_dice: 0.8539, decode.d2.loss_cls: 0.3421, decode.d2.loss_mask: 0.5508, decode.d2.loss_dice: 0.8266, decode.d3.loss_cls: 0.3267, decode.d3.loss_mask: 0.5418, decode.d3.loss_dice: 0.8052, decode.d4.loss_cls: 0.3106, decode.d4.loss_mask: 0.5418, decode.d4.loss_dice: 0.8026, decode.d5.loss_cls: 0.3000, decode.d5.loss_mask: 0.5443, decode.d5.loss_dice: 0.8056, decode.d6.loss_cls: 0.3006, decode.d6.loss_mask: 0.5419, decode.d6.loss_dice: 0.7992, decode.d7.loss_cls: 0.2954, decode.d7.loss_mask: 0.5396, decode.d7.loss_dice: 0.7996, decode.d8.loss_cls: 0.2877, decode.d8.loss_mask: 0.5418, decode.d8.loss_dice: 0.7964, loss: 17.8369, grad_norm: 69.4301 +2023-11-07 00:27:31,425 - mmseg - INFO - Iter [76900/160000] lr: 5.194e-05, eta: 11:05:09, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2998, decode.loss_mask: 0.5417, decode.loss_dice: 0.7785, decode.d0.loss_cls: 1.2970, decode.d0.loss_mask: 0.5824, decode.d0.loss_dice: 0.8705, decode.d1.loss_cls: 0.4096, decode.d1.loss_mask: 0.5631, decode.d1.loss_dice: 0.8223, decode.d2.loss_cls: 0.3493, decode.d2.loss_mask: 0.5480, decode.d2.loss_dice: 0.8039, decode.d3.loss_cls: 0.3316, decode.d3.loss_mask: 0.5452, decode.d3.loss_dice: 0.7851, decode.d4.loss_cls: 0.3184, decode.d4.loss_mask: 0.5441, decode.d4.loss_dice: 0.7840, decode.d5.loss_cls: 0.3145, decode.d5.loss_mask: 0.5421, decode.d5.loss_dice: 0.7848, decode.d6.loss_cls: 0.3092, decode.d6.loss_mask: 0.5436, decode.d6.loss_dice: 0.7785, decode.d7.loss_cls: 0.3084, decode.d7.loss_mask: 0.5423, decode.d7.loss_dice: 0.7791, decode.d8.loss_cls: 0.3056, decode.d8.loss_mask: 0.5414, decode.d8.loss_dice: 0.7799, loss: 17.7038, grad_norm: 69.3495 +2023-11-07 00:27:54,031 - mmseg - INFO - Iter [76950/160000] lr: 5.191e-05, eta: 11:04:43, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3078, decode.loss_mask: 0.5397, decode.loss_dice: 0.7901, decode.d0.loss_cls: 1.3270, decode.d0.loss_mask: 0.5721, decode.d0.loss_dice: 0.8871, decode.d1.loss_cls: 0.4013, decode.d1.loss_mask: 0.5598, decode.d1.loss_dice: 0.8473, decode.d2.loss_cls: 0.3555, decode.d2.loss_mask: 0.5473, decode.d2.loss_dice: 0.8250, decode.d3.loss_cls: 0.3388, decode.d3.loss_mask: 0.5434, decode.d3.loss_dice: 0.8000, decode.d4.loss_cls: 0.3275, decode.d4.loss_mask: 0.5422, decode.d4.loss_dice: 0.8014, decode.d5.loss_cls: 0.3177, decode.d5.loss_mask: 0.5412, decode.d5.loss_dice: 0.7985, decode.d6.loss_cls: 0.3191, decode.d6.loss_mask: 0.5412, decode.d6.loss_dice: 0.7948, decode.d7.loss_cls: 0.3099, decode.d7.loss_mask: 0.5399, decode.d7.loss_dice: 0.7954, decode.d8.loss_cls: 0.3049, decode.d8.loss_mask: 0.5418, decode.d8.loss_dice: 0.7977, loss: 17.9152, grad_norm: 65.1028 +2023-11-07 00:28:16,777 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 00:28:16,777 - mmseg - INFO - Iter [77000/160000] lr: 5.188e-05, eta: 11:04:18, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2963, decode.loss_mask: 0.5129, decode.loss_dice: 0.7878, decode.d0.loss_cls: 1.3205, decode.d0.loss_mask: 0.5539, decode.d0.loss_dice: 0.8852, decode.d1.loss_cls: 0.3937, decode.d1.loss_mask: 0.5330, decode.d1.loss_dice: 0.8428, decode.d2.loss_cls: 0.3503, decode.d2.loss_mask: 0.5242, decode.d2.loss_dice: 0.8106, decode.d3.loss_cls: 0.3280, decode.d3.loss_mask: 0.5178, decode.d3.loss_dice: 0.7959, decode.d4.loss_cls: 0.3171, decode.d4.loss_mask: 0.5161, decode.d4.loss_dice: 0.7932, decode.d5.loss_cls: 0.3123, decode.d5.loss_mask: 0.5135, decode.d5.loss_dice: 0.7978, decode.d6.loss_cls: 0.3094, decode.d6.loss_mask: 0.5151, decode.d6.loss_dice: 0.7923, decode.d7.loss_cls: 0.3051, decode.d7.loss_mask: 0.5136, decode.d7.loss_dice: 0.7864, decode.d8.loss_cls: 0.2980, decode.d8.loss_mask: 0.5133, decode.d8.loss_dice: 0.7905, loss: 17.5263, grad_norm: 68.0896 +2023-11-07 00:28:41,665 - mmseg - INFO - Iter [77050/160000] lr: 5.184e-05, eta: 11:03:55, time: 0.498, data_time: 0.059, memory: 39436, decode.loss_cls: 0.2973, decode.loss_mask: 0.5434, decode.loss_dice: 0.7844, decode.d0.loss_cls: 1.2752, decode.d0.loss_mask: 0.5891, decode.d0.loss_dice: 0.8738, decode.d1.loss_cls: 0.3919, decode.d1.loss_mask: 0.5664, decode.d1.loss_dice: 0.8431, decode.d2.loss_cls: 0.3422, decode.d2.loss_mask: 0.5520, decode.d2.loss_dice: 0.8095, decode.d3.loss_cls: 0.3195, decode.d3.loss_mask: 0.5473, decode.d3.loss_dice: 0.7897, decode.d4.loss_cls: 0.3162, decode.d4.loss_mask: 0.5464, decode.d4.loss_dice: 0.7905, decode.d5.loss_cls: 0.3067, decode.d5.loss_mask: 0.5446, decode.d5.loss_dice: 0.7874, decode.d6.loss_cls: 0.3029, decode.d6.loss_mask: 0.5432, decode.d6.loss_dice: 0.7844, decode.d7.loss_cls: 0.3003, decode.d7.loss_mask: 0.5433, decode.d7.loss_dice: 0.7847, decode.d8.loss_cls: 0.2983, decode.d8.loss_mask: 0.5429, decode.d8.loss_dice: 0.7859, loss: 17.7026, grad_norm: 60.3620 +2023-11-07 00:29:04,308 - mmseg - INFO - Iter [77100/160000] lr: 5.181e-05, eta: 11:03:29, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3016, decode.loss_mask: 0.5299, decode.loss_dice: 0.7895, decode.d0.loss_cls: 1.2977, decode.d0.loss_mask: 0.5641, decode.d0.loss_dice: 0.8863, decode.d1.loss_cls: 0.3895, decode.d1.loss_mask: 0.5500, decode.d1.loss_dice: 0.8516, decode.d2.loss_cls: 0.3373, decode.d2.loss_mask: 0.5421, decode.d2.loss_dice: 0.8200, decode.d3.loss_cls: 0.3259, decode.d3.loss_mask: 0.5332, decode.d3.loss_dice: 0.8013, decode.d4.loss_cls: 0.3186, decode.d4.loss_mask: 0.5301, decode.d4.loss_dice: 0.7962, decode.d5.loss_cls: 0.3127, decode.d5.loss_mask: 0.5290, decode.d5.loss_dice: 0.7995, decode.d6.loss_cls: 0.3074, decode.d6.loss_mask: 0.5289, decode.d6.loss_dice: 0.7898, decode.d7.loss_cls: 0.3018, decode.d7.loss_mask: 0.5304, decode.d7.loss_dice: 0.7963, decode.d8.loss_cls: 0.3021, decode.d8.loss_mask: 0.5284, decode.d8.loss_dice: 0.7937, loss: 17.6847, grad_norm: 58.6695 +2023-11-07 00:29:26,991 - mmseg - INFO - Iter [77150/160000] lr: 5.178e-05, eta: 11:03:04, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2906, decode.loss_mask: 0.5211, decode.loss_dice: 0.7749, decode.d0.loss_cls: 1.3063, decode.d0.loss_mask: 0.5601, decode.d0.loss_dice: 0.8581, decode.d1.loss_cls: 0.3895, decode.d1.loss_mask: 0.5437, decode.d1.loss_dice: 0.8199, decode.d2.loss_cls: 0.3360, decode.d2.loss_mask: 0.5310, decode.d2.loss_dice: 0.8004, decode.d3.loss_cls: 0.3134, decode.d3.loss_mask: 0.5235, decode.d3.loss_dice: 0.7873, decode.d4.loss_cls: 0.3033, decode.d4.loss_mask: 0.5239, decode.d4.loss_dice: 0.7788, decode.d5.loss_cls: 0.3023, decode.d5.loss_mask: 0.5215, decode.d5.loss_dice: 0.7804, decode.d6.loss_cls: 0.2964, decode.d6.loss_mask: 0.5240, decode.d6.loss_dice: 0.7760, decode.d7.loss_cls: 0.2899, decode.d7.loss_mask: 0.5224, decode.d7.loss_dice: 0.7801, decode.d8.loss_cls: 0.2942, decode.d8.loss_mask: 0.5220, decode.d8.loss_dice: 0.7788, loss: 17.3498, grad_norm: 70.1552 +2023-11-07 00:29:49,534 - mmseg - INFO - Iter [77200/160000] lr: 5.175e-05, eta: 11:02:38, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2651, decode.loss_mask: 0.5369, decode.loss_dice: 0.7752, decode.d0.loss_cls: 1.2680, decode.d0.loss_mask: 0.5802, decode.d0.loss_dice: 0.8524, decode.d1.loss_cls: 0.3679, decode.d1.loss_mask: 0.5541, decode.d1.loss_dice: 0.8170, decode.d2.loss_cls: 0.3130, decode.d2.loss_mask: 0.5469, decode.d2.loss_dice: 0.7984, decode.d3.loss_cls: 0.2930, decode.d3.loss_mask: 0.5381, decode.d3.loss_dice: 0.7809, decode.d4.loss_cls: 0.2830, decode.d4.loss_mask: 0.5382, decode.d4.loss_dice: 0.7825, decode.d5.loss_cls: 0.2796, decode.d5.loss_mask: 0.5391, decode.d5.loss_dice: 0.7776, decode.d6.loss_cls: 0.2762, decode.d6.loss_mask: 0.5362, decode.d6.loss_dice: 0.7711, decode.d7.loss_cls: 0.2712, decode.d7.loss_mask: 0.5343, decode.d7.loss_dice: 0.7717, decode.d8.loss_cls: 0.2707, decode.d8.loss_mask: 0.5348, decode.d8.loss_dice: 0.7717, loss: 17.2249, grad_norm: 62.4006 +2023-11-07 00:30:12,035 - mmseg - INFO - Iter [77250/160000] lr: 5.172e-05, eta: 11:02:13, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2987, decode.loss_mask: 0.5211, decode.loss_dice: 0.7799, decode.d0.loss_cls: 1.3029, decode.d0.loss_mask: 0.5651, decode.d0.loss_dice: 0.8673, decode.d1.loss_cls: 0.3748, decode.d1.loss_mask: 0.5458, decode.d1.loss_dice: 0.8357, decode.d2.loss_cls: 0.3324, decode.d2.loss_mask: 0.5319, decode.d2.loss_dice: 0.8136, decode.d3.loss_cls: 0.3221, decode.d3.loss_mask: 0.5273, decode.d3.loss_dice: 0.7905, decode.d4.loss_cls: 0.3123, decode.d4.loss_mask: 0.5257, decode.d4.loss_dice: 0.7870, decode.d5.loss_cls: 0.3091, decode.d5.loss_mask: 0.5218, decode.d5.loss_dice: 0.7814, decode.d6.loss_cls: 0.3094, decode.d6.loss_mask: 0.5205, decode.d6.loss_dice: 0.7807, decode.d7.loss_cls: 0.2999, decode.d7.loss_mask: 0.5239, decode.d7.loss_dice: 0.7810, decode.d8.loss_cls: 0.3035, decode.d8.loss_mask: 0.5226, decode.d8.loss_dice: 0.7798, loss: 17.4680, grad_norm: 65.1032 +2023-11-07 00:30:34,617 - mmseg - INFO - Iter [77300/160000] lr: 5.169e-05, eta: 11:01:47, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2781, decode.loss_mask: 0.5199, decode.loss_dice: 0.7735, decode.d0.loss_cls: 1.2928, decode.d0.loss_mask: 0.5596, decode.d0.loss_dice: 0.8660, decode.d1.loss_cls: 0.3712, decode.d1.loss_mask: 0.5453, decode.d1.loss_dice: 0.8313, decode.d2.loss_cls: 0.3204, decode.d2.loss_mask: 0.5311, decode.d2.loss_dice: 0.8061, decode.d3.loss_cls: 0.3070, decode.d3.loss_mask: 0.5278, decode.d3.loss_dice: 0.7837, decode.d4.loss_cls: 0.2939, decode.d4.loss_mask: 0.5259, decode.d4.loss_dice: 0.7850, decode.d5.loss_cls: 0.2851, decode.d5.loss_mask: 0.5245, decode.d5.loss_dice: 0.7842, decode.d6.loss_cls: 0.2848, decode.d6.loss_mask: 0.5222, decode.d6.loss_dice: 0.7777, decode.d7.loss_cls: 0.2797, decode.d7.loss_mask: 0.5225, decode.d7.loss_dice: 0.7773, decode.d8.loss_cls: 0.2802, decode.d8.loss_mask: 0.5208, decode.d8.loss_dice: 0.7776, loss: 17.2553, grad_norm: 65.7320 +2023-11-07 00:30:57,249 - mmseg - INFO - Iter [77350/160000] lr: 5.166e-05, eta: 11:01:22, time: 0.453, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2956, decode.loss_mask: 0.5215, decode.loss_dice: 0.7660, decode.d0.loss_cls: 1.2916, decode.d0.loss_mask: 0.5588, decode.d0.loss_dice: 0.8545, decode.d1.loss_cls: 0.3807, decode.d1.loss_mask: 0.5398, decode.d1.loss_dice: 0.8232, decode.d2.loss_cls: 0.3476, decode.d2.loss_mask: 0.5298, decode.d2.loss_dice: 0.7858, decode.d3.loss_cls: 0.3235, decode.d3.loss_mask: 0.5228, decode.d3.loss_dice: 0.7663, decode.d4.loss_cls: 0.3139, decode.d4.loss_mask: 0.5225, decode.d4.loss_dice: 0.7621, decode.d5.loss_cls: 0.3031, decode.d5.loss_mask: 0.5217, decode.d5.loss_dice: 0.7657, decode.d6.loss_cls: 0.3035, decode.d6.loss_mask: 0.5232, decode.d6.loss_dice: 0.7668, decode.d7.loss_cls: 0.3022, decode.d7.loss_mask: 0.5210, decode.d7.loss_dice: 0.7653, decode.d8.loss_cls: 0.2968, decode.d8.loss_mask: 0.5214, decode.d8.loss_dice: 0.7608, loss: 17.2576, grad_norm: 64.8814 +2023-11-07 00:31:20,052 - mmseg - INFO - Iter [77400/160000] lr: 5.163e-05, eta: 11:00:56, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2957, decode.loss_mask: 0.5167, decode.loss_dice: 0.7715, decode.d0.loss_cls: 1.2705, decode.d0.loss_mask: 0.5634, decode.d0.loss_dice: 0.8649, decode.d1.loss_cls: 0.3907, decode.d1.loss_mask: 0.5389, decode.d1.loss_dice: 0.8212, decode.d2.loss_cls: 0.3371, decode.d2.loss_mask: 0.5255, decode.d2.loss_dice: 0.7967, decode.d3.loss_cls: 0.3230, decode.d3.loss_mask: 0.5186, decode.d3.loss_dice: 0.7806, decode.d4.loss_cls: 0.3074, decode.d4.loss_mask: 0.5204, decode.d4.loss_dice: 0.7762, decode.d5.loss_cls: 0.3008, decode.d5.loss_mask: 0.5177, decode.d5.loss_dice: 0.7763, decode.d6.loss_cls: 0.3002, decode.d6.loss_mask: 0.5177, decode.d6.loss_dice: 0.7763, decode.d7.loss_cls: 0.2920, decode.d7.loss_mask: 0.5166, decode.d7.loss_dice: 0.7749, decode.d8.loss_cls: 0.2915, decode.d8.loss_mask: 0.5177, decode.d8.loss_dice: 0.7748, loss: 17.2758, grad_norm: 63.2458 +2023-11-07 00:31:42,691 - mmseg - INFO - Iter [77450/160000] lr: 5.159e-05, eta: 11:00:31, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2959, decode.loss_mask: 0.5508, decode.loss_dice: 0.7893, decode.d0.loss_cls: 1.3164, decode.d0.loss_mask: 0.5899, decode.d0.loss_dice: 0.8692, decode.d1.loss_cls: 0.3789, decode.d1.loss_mask: 0.5688, decode.d1.loss_dice: 0.8373, decode.d2.loss_cls: 0.3339, decode.d2.loss_mask: 0.5578, decode.d2.loss_dice: 0.8120, decode.d3.loss_cls: 0.3206, decode.d3.loss_mask: 0.5518, decode.d3.loss_dice: 0.7969, decode.d4.loss_cls: 0.3088, decode.d4.loss_mask: 0.5510, decode.d4.loss_dice: 0.7938, decode.d5.loss_cls: 0.3041, decode.d5.loss_mask: 0.5512, decode.d5.loss_dice: 0.7945, decode.d6.loss_cls: 0.2949, decode.d6.loss_mask: 0.5517, decode.d6.loss_dice: 0.7907, decode.d7.loss_cls: 0.3003, decode.d7.loss_mask: 0.5506, decode.d7.loss_dice: 0.7921, decode.d8.loss_cls: 0.2920, decode.d8.loss_mask: 0.5509, decode.d8.loss_dice: 0.7922, loss: 17.7881, grad_norm: 63.4939 +2023-11-07 00:32:05,392 - mmseg - INFO - Iter [77500/160000] lr: 5.156e-05, eta: 11:00:06, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3094, decode.loss_mask: 0.5203, decode.loss_dice: 0.7933, decode.d0.loss_cls: 1.3201, decode.d0.loss_mask: 0.5559, decode.d0.loss_dice: 0.8789, decode.d1.loss_cls: 0.4020, decode.d1.loss_mask: 0.5374, decode.d1.loss_dice: 0.8436, decode.d2.loss_cls: 0.3563, decode.d2.loss_mask: 0.5251, decode.d2.loss_dice: 0.8136, decode.d3.loss_cls: 0.3381, decode.d3.loss_mask: 0.5246, decode.d3.loss_dice: 0.7998, decode.d4.loss_cls: 0.3265, decode.d4.loss_mask: 0.5208, decode.d4.loss_dice: 0.7910, decode.d5.loss_cls: 0.3137, decode.d5.loss_mask: 0.5214, decode.d5.loss_dice: 0.7938, decode.d6.loss_cls: 0.3120, decode.d6.loss_mask: 0.5197, decode.d6.loss_dice: 0.7916, decode.d7.loss_cls: 0.3086, decode.d7.loss_mask: 0.5194, decode.d7.loss_dice: 0.7927, decode.d8.loss_cls: 0.3155, decode.d8.loss_mask: 0.5180, decode.d8.loss_dice: 0.7897, loss: 17.6527, grad_norm: 65.6172 +2023-11-07 00:32:28,540 - mmseg - INFO - Iter [77550/160000] lr: 5.153e-05, eta: 10:59:41, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3033, decode.loss_mask: 0.5286, decode.loss_dice: 0.7855, decode.d0.loss_cls: 1.3216, decode.d0.loss_mask: 0.5762, decode.d0.loss_dice: 0.8798, decode.d1.loss_cls: 0.4051, decode.d1.loss_mask: 0.5498, decode.d1.loss_dice: 0.8420, decode.d2.loss_cls: 0.3494, decode.d2.loss_mask: 0.5387, decode.d2.loss_dice: 0.8128, decode.d3.loss_cls: 0.3374, decode.d3.loss_mask: 0.5284, decode.d3.loss_dice: 0.7962, decode.d4.loss_cls: 0.3188, decode.d4.loss_mask: 0.5289, decode.d4.loss_dice: 0.7957, decode.d5.loss_cls: 0.3154, decode.d5.loss_mask: 0.5294, decode.d5.loss_dice: 0.7937, decode.d6.loss_cls: 0.3080, decode.d6.loss_mask: 0.5301, decode.d6.loss_dice: 0.7864, decode.d7.loss_cls: 0.3014, decode.d7.loss_mask: 0.5309, decode.d7.loss_dice: 0.7858, decode.d8.loss_cls: 0.3029, decode.d8.loss_mask: 0.5292, decode.d8.loss_dice: 0.7875, loss: 17.6991, grad_norm: 66.4335 +2023-11-07 00:32:51,025 - mmseg - INFO - Iter [77600/160000] lr: 5.150e-05, eta: 10:59:15, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2881, decode.loss_mask: 0.5176, decode.loss_dice: 0.7760, decode.d0.loss_cls: 1.3140, decode.d0.loss_mask: 0.5527, decode.d0.loss_dice: 0.8573, decode.d1.loss_cls: 0.3972, decode.d1.loss_mask: 0.5345, decode.d1.loss_dice: 0.8246, decode.d2.loss_cls: 0.3423, decode.d2.loss_mask: 0.5249, decode.d2.loss_dice: 0.8055, decode.d3.loss_cls: 0.3178, decode.d3.loss_mask: 0.5197, decode.d3.loss_dice: 0.7868, decode.d4.loss_cls: 0.3133, decode.d4.loss_mask: 0.5199, decode.d4.loss_dice: 0.7807, decode.d5.loss_cls: 0.3075, decode.d5.loss_mask: 0.5161, decode.d5.loss_dice: 0.7825, decode.d6.loss_cls: 0.2957, decode.d6.loss_mask: 0.5161, decode.d6.loss_dice: 0.7758, decode.d7.loss_cls: 0.2944, decode.d7.loss_mask: 0.5163, decode.d7.loss_dice: 0.7791, decode.d8.loss_cls: 0.2919, decode.d8.loss_mask: 0.5183, decode.d8.loss_dice: 0.7770, loss: 17.3440, grad_norm: 61.4155 +2023-11-07 00:33:13,659 - mmseg - INFO - Iter [77650/160000] lr: 5.147e-05, eta: 10:58:50, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2974, decode.loss_mask: 0.5289, decode.loss_dice: 0.7849, decode.d0.loss_cls: 1.3219, decode.d0.loss_mask: 0.5743, decode.d0.loss_dice: 0.8783, decode.d1.loss_cls: 0.3817, decode.d1.loss_mask: 0.5527, decode.d1.loss_dice: 0.8478, decode.d2.loss_cls: 0.3344, decode.d2.loss_mask: 0.5436, decode.d2.loss_dice: 0.8214, decode.d3.loss_cls: 0.3223, decode.d3.loss_mask: 0.5360, decode.d3.loss_dice: 0.7998, decode.d4.loss_cls: 0.3082, decode.d4.loss_mask: 0.5349, decode.d4.loss_dice: 0.7970, decode.d5.loss_cls: 0.2973, decode.d5.loss_mask: 0.5325, decode.d5.loss_dice: 0.7964, decode.d6.loss_cls: 0.3002, decode.d6.loss_mask: 0.5317, decode.d6.loss_dice: 0.7895, decode.d7.loss_cls: 0.2972, decode.d7.loss_mask: 0.5312, decode.d7.loss_dice: 0.7881, decode.d8.loss_cls: 0.2998, decode.d8.loss_mask: 0.5288, decode.d8.loss_dice: 0.7864, loss: 17.6444, grad_norm: 71.8596 +2023-11-07 00:33:36,229 - mmseg - INFO - Iter [77700/160000] lr: 5.144e-05, eta: 10:58:24, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2924, decode.loss_mask: 0.5340, decode.loss_dice: 0.7931, decode.d0.loss_cls: 1.2816, decode.d0.loss_mask: 0.5758, decode.d0.loss_dice: 0.8721, decode.d1.loss_cls: 0.3909, decode.d1.loss_mask: 0.5543, decode.d1.loss_dice: 0.8415, decode.d2.loss_cls: 0.3385, decode.d2.loss_mask: 0.5457, decode.d2.loss_dice: 0.8195, decode.d3.loss_cls: 0.3219, decode.d3.loss_mask: 0.5376, decode.d3.loss_dice: 0.7910, decode.d4.loss_cls: 0.3095, decode.d4.loss_mask: 0.5366, decode.d4.loss_dice: 0.8001, decode.d5.loss_cls: 0.3008, decode.d5.loss_mask: 0.5360, decode.d5.loss_dice: 0.7956, decode.d6.loss_cls: 0.2979, decode.d6.loss_mask: 0.5353, decode.d6.loss_dice: 0.7918, decode.d7.loss_cls: 0.2974, decode.d7.loss_mask: 0.5349, decode.d7.loss_dice: 0.7897, decode.d8.loss_cls: 0.2958, decode.d8.loss_mask: 0.5327, decode.d8.loss_dice: 0.7880, loss: 17.6322, grad_norm: 62.4764 +2023-11-07 00:33:58,819 - mmseg - INFO - Iter [77750/160000] lr: 5.141e-05, eta: 10:57:59, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3049, decode.loss_mask: 0.5307, decode.loss_dice: 0.7827, decode.d0.loss_cls: 1.3028, decode.d0.loss_mask: 0.5685, decode.d0.loss_dice: 0.8711, decode.d1.loss_cls: 0.4019, decode.d1.loss_mask: 0.5519, decode.d1.loss_dice: 0.8319, decode.d2.loss_cls: 0.3513, decode.d2.loss_mask: 0.5389, decode.d2.loss_dice: 0.8091, decode.d3.loss_cls: 0.3354, decode.d3.loss_mask: 0.5309, decode.d3.loss_dice: 0.7903, decode.d4.loss_cls: 0.3243, decode.d4.loss_mask: 0.5309, decode.d4.loss_dice: 0.7875, decode.d5.loss_cls: 0.3155, decode.d5.loss_mask: 0.5319, decode.d5.loss_dice: 0.7846, decode.d6.loss_cls: 0.3087, decode.d6.loss_mask: 0.5300, decode.d6.loss_dice: 0.7858, decode.d7.loss_cls: 0.3077, decode.d7.loss_mask: 0.5300, decode.d7.loss_dice: 0.7847, decode.d8.loss_cls: 0.3059, decode.d8.loss_mask: 0.5290, decode.d8.loss_dice: 0.7848, loss: 17.6438, grad_norm: 62.2208 +2023-11-07 00:34:21,521 - mmseg - INFO - Iter [77800/160000] lr: 5.138e-05, eta: 10:57:33, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3141, decode.loss_mask: 0.5222, decode.loss_dice: 0.8075, decode.d0.loss_cls: 1.3389, decode.d0.loss_mask: 0.5690, decode.d0.loss_dice: 0.9063, decode.d1.loss_cls: 0.4117, decode.d1.loss_mask: 0.5479, decode.d1.loss_dice: 0.8590, decode.d2.loss_cls: 0.3645, decode.d2.loss_mask: 0.5346, decode.d2.loss_dice: 0.8364, decode.d3.loss_cls: 0.3468, decode.d3.loss_mask: 0.5286, decode.d3.loss_dice: 0.8168, decode.d4.loss_cls: 0.3344, decode.d4.loss_mask: 0.5268, decode.d4.loss_dice: 0.8151, decode.d5.loss_cls: 0.3263, decode.d5.loss_mask: 0.5232, decode.d5.loss_dice: 0.8149, decode.d6.loss_cls: 0.3218, decode.d6.loss_mask: 0.5232, decode.d6.loss_dice: 0.8107, decode.d7.loss_cls: 0.3200, decode.d7.loss_mask: 0.5210, decode.d7.loss_dice: 0.8098, decode.d8.loss_cls: 0.3158, decode.d8.loss_mask: 0.5218, decode.d8.loss_dice: 0.8114, loss: 18.0003, grad_norm: 65.7409 +2023-11-07 00:34:44,026 - mmseg - INFO - Iter [77850/160000] lr: 5.134e-05, eta: 10:57:08, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2926, decode.loss_mask: 0.5617, decode.loss_dice: 0.8136, decode.d0.loss_cls: 1.2840, decode.d0.loss_mask: 0.6049, decode.d0.loss_dice: 0.8968, decode.d1.loss_cls: 0.3881, decode.d1.loss_mask: 0.5860, decode.d1.loss_dice: 0.8715, decode.d2.loss_cls: 0.3388, decode.d2.loss_mask: 0.5701, decode.d2.loss_dice: 0.8454, decode.d3.loss_cls: 0.3204, decode.d3.loss_mask: 0.5636, decode.d3.loss_dice: 0.8218, decode.d4.loss_cls: 0.3081, decode.d4.loss_mask: 0.5626, decode.d4.loss_dice: 0.8240, decode.d5.loss_cls: 0.2984, decode.d5.loss_mask: 0.5639, decode.d5.loss_dice: 0.8195, decode.d6.loss_cls: 0.2978, decode.d6.loss_mask: 0.5627, decode.d6.loss_dice: 0.8154, decode.d7.loss_cls: 0.2914, decode.d7.loss_mask: 0.5614, decode.d7.loss_dice: 0.8212, decode.d8.loss_cls: 0.2994, decode.d8.loss_mask: 0.5609, decode.d8.loss_dice: 0.8185, loss: 18.1646, grad_norm: 69.9343 +2023-11-07 00:35:06,949 - mmseg - INFO - Iter [77900/160000] lr: 5.131e-05, eta: 10:56:43, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3003, decode.loss_mask: 0.5438, decode.loss_dice: 0.7932, decode.d0.loss_cls: 1.3195, decode.d0.loss_mask: 0.5954, decode.d0.loss_dice: 0.8850, decode.d1.loss_cls: 0.4118, decode.d1.loss_mask: 0.5698, decode.d1.loss_dice: 0.8471, decode.d2.loss_cls: 0.3600, decode.d2.loss_mask: 0.5539, decode.d2.loss_dice: 0.8237, decode.d3.loss_cls: 0.3392, decode.d3.loss_mask: 0.5479, decode.d3.loss_dice: 0.8013, decode.d4.loss_cls: 0.3268, decode.d4.loss_mask: 0.5458, decode.d4.loss_dice: 0.8017, decode.d5.loss_cls: 0.3193, decode.d5.loss_mask: 0.5460, decode.d5.loss_dice: 0.7979, decode.d6.loss_cls: 0.3062, decode.d6.loss_mask: 0.5463, decode.d6.loss_dice: 0.7929, decode.d7.loss_cls: 0.2990, decode.d7.loss_mask: 0.5450, decode.d7.loss_dice: 0.7971, decode.d8.loss_cls: 0.2981, decode.d8.loss_mask: 0.5456, decode.d8.loss_dice: 0.7968, loss: 17.9562, grad_norm: 64.6000 +2023-11-07 00:35:30,084 - mmseg - INFO - Iter [77950/160000] lr: 5.128e-05, eta: 10:56:18, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2815, decode.loss_mask: 0.5003, decode.loss_dice: 0.7698, decode.d0.loss_cls: 1.2901, decode.d0.loss_mask: 0.5418, decode.d0.loss_dice: 0.8631, decode.d1.loss_cls: 0.3778, decode.d1.loss_mask: 0.5236, decode.d1.loss_dice: 0.8211, decode.d2.loss_cls: 0.3340, decode.d2.loss_mask: 0.5079, decode.d2.loss_dice: 0.7956, decode.d3.loss_cls: 0.3098, decode.d3.loss_mask: 0.5001, decode.d3.loss_dice: 0.7795, decode.d4.loss_cls: 0.2986, decode.d4.loss_mask: 0.5053, decode.d4.loss_dice: 0.7785, decode.d5.loss_cls: 0.2913, decode.d5.loss_mask: 0.5080, decode.d5.loss_dice: 0.7726, decode.d6.loss_cls: 0.2843, decode.d6.loss_mask: 0.5031, decode.d6.loss_dice: 0.7698, decode.d7.loss_cls: 0.2815, decode.d7.loss_mask: 0.5039, decode.d7.loss_dice: 0.7689, decode.d8.loss_cls: 0.2791, decode.d8.loss_mask: 0.5045, decode.d8.loss_dice: 0.7703, loss: 17.0158, grad_norm: 60.3074 +2023-11-07 00:35:52,887 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 00:35:52,887 - mmseg - INFO - Iter [78000/160000] lr: 5.125e-05, eta: 10:55:52, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2989, decode.loss_mask: 0.5126, decode.loss_dice: 0.7700, decode.d0.loss_cls: 1.2863, decode.d0.loss_mask: 0.5544, decode.d0.loss_dice: 0.8525, decode.d1.loss_cls: 0.3889, decode.d1.loss_mask: 0.5346, decode.d1.loss_dice: 0.8152, decode.d2.loss_cls: 0.3429, decode.d2.loss_mask: 0.5202, decode.d2.loss_dice: 0.7921, decode.d3.loss_cls: 0.3249, decode.d3.loss_mask: 0.5165, decode.d3.loss_dice: 0.7720, decode.d4.loss_cls: 0.3104, decode.d4.loss_mask: 0.5130, decode.d4.loss_dice: 0.7713, decode.d5.loss_cls: 0.3127, decode.d5.loss_mask: 0.5138, decode.d5.loss_dice: 0.7695, decode.d6.loss_cls: 0.3040, decode.d6.loss_mask: 0.5114, decode.d6.loss_dice: 0.7662, decode.d7.loss_cls: 0.2986, decode.d7.loss_mask: 0.5135, decode.d7.loss_dice: 0.7680, decode.d8.loss_cls: 0.2993, decode.d8.loss_mask: 0.5140, decode.d8.loss_dice: 0.7660, loss: 17.2138, grad_norm: 60.2001 +2023-11-07 00:36:15,459 - mmseg - INFO - Iter [78050/160000] lr: 5.122e-05, eta: 10:55:27, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2983, decode.loss_mask: 0.5177, decode.loss_dice: 0.7805, decode.d0.loss_cls: 1.2900, decode.d0.loss_mask: 0.5598, decode.d0.loss_dice: 0.8754, decode.d1.loss_cls: 0.3816, decode.d1.loss_mask: 0.5375, decode.d1.loss_dice: 0.8378, decode.d2.loss_cls: 0.3456, decode.d2.loss_mask: 0.5245, decode.d2.loss_dice: 0.8111, decode.d3.loss_cls: 0.3266, decode.d3.loss_mask: 0.5228, decode.d3.loss_dice: 0.7872, decode.d4.loss_cls: 0.3164, decode.d4.loss_mask: 0.5217, decode.d4.loss_dice: 0.7843, decode.d5.loss_cls: 0.3088, decode.d5.loss_mask: 0.5198, decode.d5.loss_dice: 0.7879, decode.d6.loss_cls: 0.3080, decode.d6.loss_mask: 0.5179, decode.d6.loss_dice: 0.7807, decode.d7.loss_cls: 0.3074, decode.d7.loss_mask: 0.5166, decode.d7.loss_dice: 0.7867, decode.d8.loss_cls: 0.3024, decode.d8.loss_mask: 0.5172, decode.d8.loss_dice: 0.7809, loss: 17.4528, grad_norm: 64.0292 +2023-11-07 00:36:38,119 - mmseg - INFO - Iter [78100/160000] lr: 5.119e-05, eta: 10:55:01, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2858, decode.loss_mask: 0.5230, decode.loss_dice: 0.7485, decode.d0.loss_cls: 1.2729, decode.d0.loss_mask: 0.5635, decode.d0.loss_dice: 0.8406, decode.d1.loss_cls: 0.3842, decode.d1.loss_mask: 0.5463, decode.d1.loss_dice: 0.7985, decode.d2.loss_cls: 0.3328, decode.d2.loss_mask: 0.5333, decode.d2.loss_dice: 0.7722, decode.d3.loss_cls: 0.3158, decode.d3.loss_mask: 0.5263, decode.d3.loss_dice: 0.7579, decode.d4.loss_cls: 0.3083, decode.d4.loss_mask: 0.5231, decode.d4.loss_dice: 0.7596, decode.d5.loss_cls: 0.2949, decode.d5.loss_mask: 0.5250, decode.d5.loss_dice: 0.7589, decode.d6.loss_cls: 0.2967, decode.d6.loss_mask: 0.5214, decode.d6.loss_dice: 0.7491, decode.d7.loss_cls: 0.2894, decode.d7.loss_mask: 0.5218, decode.d7.loss_dice: 0.7515, decode.d8.loss_cls: 0.2861, decode.d8.loss_mask: 0.5238, decode.d8.loss_dice: 0.7530, loss: 17.0643, grad_norm: 56.4725 +2023-11-07 00:37:00,862 - mmseg - INFO - Iter [78150/160000] lr: 5.116e-05, eta: 10:54:36, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2922, decode.loss_mask: 0.5183, decode.loss_dice: 0.7764, decode.d0.loss_cls: 1.2941, decode.d0.loss_mask: 0.5621, decode.d0.loss_dice: 0.8576, decode.d1.loss_cls: 0.3936, decode.d1.loss_mask: 0.5433, decode.d1.loss_dice: 0.8274, decode.d2.loss_cls: 0.3448, decode.d2.loss_mask: 0.5284, decode.d2.loss_dice: 0.7977, decode.d3.loss_cls: 0.3240, decode.d3.loss_mask: 0.5229, decode.d3.loss_dice: 0.7805, decode.d4.loss_cls: 0.3154, decode.d4.loss_mask: 0.5210, decode.d4.loss_dice: 0.7803, decode.d5.loss_cls: 0.3078, decode.d5.loss_mask: 0.5186, decode.d5.loss_dice: 0.7777, decode.d6.loss_cls: 0.3042, decode.d6.loss_mask: 0.5158, decode.d6.loss_dice: 0.7719, decode.d7.loss_cls: 0.2993, decode.d7.loss_mask: 0.5186, decode.d7.loss_dice: 0.7721, decode.d8.loss_cls: 0.2890, decode.d8.loss_mask: 0.5201, decode.d8.loss_dice: 0.7762, loss: 17.3513, grad_norm: 66.5182 +2023-11-07 00:37:23,672 - mmseg - INFO - Iter [78200/160000] lr: 5.113e-05, eta: 10:54:11, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3139, decode.loss_mask: 0.5321, decode.loss_dice: 0.7949, decode.d0.loss_cls: 1.3061, decode.d0.loss_mask: 0.5786, decode.d0.loss_dice: 0.8857, decode.d1.loss_cls: 0.4014, decode.d1.loss_mask: 0.5580, decode.d1.loss_dice: 0.8490, decode.d2.loss_cls: 0.3620, decode.d2.loss_mask: 0.5431, decode.d2.loss_dice: 0.8210, decode.d3.loss_cls: 0.3353, decode.d3.loss_mask: 0.5383, decode.d3.loss_dice: 0.8009, decode.d4.loss_cls: 0.3258, decode.d4.loss_mask: 0.5361, decode.d4.loss_dice: 0.7998, decode.d5.loss_cls: 0.3198, decode.d5.loss_mask: 0.5363, decode.d5.loss_dice: 0.7956, decode.d6.loss_cls: 0.3154, decode.d6.loss_mask: 0.5347, decode.d6.loss_dice: 0.7943, decode.d7.loss_cls: 0.3092, decode.d7.loss_mask: 0.5339, decode.d7.loss_dice: 0.7908, decode.d8.loss_cls: 0.3134, decode.d8.loss_mask: 0.5329, decode.d8.loss_dice: 0.7928, loss: 17.8509, grad_norm: 71.2769 +2023-11-07 00:37:46,312 - mmseg - INFO - Iter [78250/160000] lr: 5.109e-05, eta: 10:53:46, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3132, decode.loss_mask: 0.5401, decode.loss_dice: 0.8058, decode.d0.loss_cls: 1.3131, decode.d0.loss_mask: 0.5843, decode.d0.loss_dice: 0.8944, decode.d1.loss_cls: 0.3935, decode.d1.loss_mask: 0.5664, decode.d1.loss_dice: 0.8678, decode.d2.loss_cls: 0.3615, decode.d2.loss_mask: 0.5522, decode.d2.loss_dice: 0.8377, decode.d3.loss_cls: 0.3327, decode.d3.loss_mask: 0.5461, decode.d3.loss_dice: 0.8170, decode.d4.loss_cls: 0.3265, decode.d4.loss_mask: 0.5452, decode.d4.loss_dice: 0.8180, decode.d5.loss_cls: 0.3223, decode.d5.loss_mask: 0.5450, decode.d5.loss_dice: 0.8148, decode.d6.loss_cls: 0.3229, decode.d6.loss_mask: 0.5413, decode.d6.loss_dice: 0.8093, decode.d7.loss_cls: 0.3183, decode.d7.loss_mask: 0.5437, decode.d7.loss_dice: 0.8120, decode.d8.loss_cls: 0.3161, decode.d8.loss_mask: 0.5403, decode.d8.loss_dice: 0.8083, loss: 18.1097, grad_norm: 70.8489 +2023-11-07 00:38:08,917 - mmseg - INFO - Iter [78300/160000] lr: 5.106e-05, eta: 10:53:20, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2772, decode.loss_mask: 0.5222, decode.loss_dice: 0.7871, decode.d0.loss_cls: 1.3122, decode.d0.loss_mask: 0.5632, decode.d0.loss_dice: 0.8739, decode.d1.loss_cls: 0.3812, decode.d1.loss_mask: 0.5400, decode.d1.loss_dice: 0.8401, decode.d2.loss_cls: 0.3312, decode.d2.loss_mask: 0.5321, decode.d2.loss_dice: 0.8074, decode.d3.loss_cls: 0.3086, decode.d3.loss_mask: 0.5284, decode.d3.loss_dice: 0.7941, decode.d4.loss_cls: 0.2951, decode.d4.loss_mask: 0.5262, decode.d4.loss_dice: 0.7936, decode.d5.loss_cls: 0.2891, decode.d5.loss_mask: 0.5257, decode.d5.loss_dice: 0.7906, decode.d6.loss_cls: 0.2841, decode.d6.loss_mask: 0.5237, decode.d6.loss_dice: 0.7872, decode.d7.loss_cls: 0.2807, decode.d7.loss_mask: 0.5220, decode.d7.loss_dice: 0.7903, decode.d8.loss_cls: 0.2746, decode.d8.loss_mask: 0.5229, decode.d8.loss_dice: 0.7924, loss: 17.3971, grad_norm: 58.8039 +2023-11-07 00:38:34,020 - mmseg - INFO - Iter [78350/160000] lr: 5.103e-05, eta: 10:52:57, time: 0.502, data_time: 0.058, memory: 39436, decode.loss_cls: 0.3042, decode.loss_mask: 0.5004, decode.loss_dice: 0.7832, decode.d0.loss_cls: 1.3284, decode.d0.loss_mask: 0.5381, decode.d0.loss_dice: 0.8704, decode.d1.loss_cls: 0.3905, decode.d1.loss_mask: 0.5215, decode.d1.loss_dice: 0.8365, decode.d2.loss_cls: 0.3555, decode.d2.loss_mask: 0.5093, decode.d2.loss_dice: 0.8090, decode.d3.loss_cls: 0.3324, decode.d3.loss_mask: 0.5018, decode.d3.loss_dice: 0.7947, decode.d4.loss_cls: 0.3176, decode.d4.loss_mask: 0.5030, decode.d4.loss_dice: 0.7903, decode.d5.loss_cls: 0.3154, decode.d5.loss_mask: 0.5024, decode.d5.loss_dice: 0.7873, decode.d6.loss_cls: 0.3118, decode.d6.loss_mask: 0.5011, decode.d6.loss_dice: 0.7834, decode.d7.loss_cls: 0.3098, decode.d7.loss_mask: 0.5006, decode.d7.loss_dice: 0.7828, decode.d8.loss_cls: 0.3035, decode.d8.loss_mask: 0.5019, decode.d8.loss_dice: 0.7827, loss: 17.3696, grad_norm: 61.9428 +2023-11-07 00:38:56,786 - mmseg - INFO - Iter [78400/160000] lr: 5.100e-05, eta: 10:52:32, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3136, decode.loss_mask: 0.5185, decode.loss_dice: 0.7831, decode.d0.loss_cls: 1.3035, decode.d0.loss_mask: 0.5577, decode.d0.loss_dice: 0.8764, decode.d1.loss_cls: 0.4040, decode.d1.loss_mask: 0.5393, decode.d1.loss_dice: 0.8403, decode.d2.loss_cls: 0.3590, decode.d2.loss_mask: 0.5234, decode.d2.loss_dice: 0.8143, decode.d3.loss_cls: 0.3358, decode.d3.loss_mask: 0.5217, decode.d3.loss_dice: 0.7933, decode.d4.loss_cls: 0.3266, decode.d4.loss_mask: 0.5222, decode.d4.loss_dice: 0.7886, decode.d5.loss_cls: 0.3170, decode.d5.loss_mask: 0.5213, decode.d5.loss_dice: 0.7939, decode.d6.loss_cls: 0.3172, decode.d6.loss_mask: 0.5184, decode.d6.loss_dice: 0.7878, decode.d7.loss_cls: 0.3111, decode.d7.loss_mask: 0.5195, decode.d7.loss_dice: 0.7859, decode.d8.loss_cls: 0.3103, decode.d8.loss_mask: 0.5200, decode.d8.loss_dice: 0.7875, loss: 17.6114, grad_norm: 59.9390 +2023-11-07 00:39:19,401 - mmseg - INFO - Iter [78450/160000] lr: 5.097e-05, eta: 10:52:07, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2811, decode.loss_mask: 0.5206, decode.loss_dice: 0.7699, decode.d0.loss_cls: 1.3165, decode.d0.loss_mask: 0.5642, decode.d0.loss_dice: 0.8474, decode.d1.loss_cls: 0.3635, decode.d1.loss_mask: 0.5428, decode.d1.loss_dice: 0.8158, decode.d2.loss_cls: 0.3232, decode.d2.loss_mask: 0.5302, decode.d2.loss_dice: 0.7877, decode.d3.loss_cls: 0.3089, decode.d3.loss_mask: 0.5234, decode.d3.loss_dice: 0.7736, decode.d4.loss_cls: 0.2918, decode.d4.loss_mask: 0.5225, decode.d4.loss_dice: 0.7783, decode.d5.loss_cls: 0.2870, decode.d5.loss_mask: 0.5219, decode.d5.loss_dice: 0.7745, decode.d6.loss_cls: 0.2792, decode.d6.loss_mask: 0.5238, decode.d6.loss_dice: 0.7725, decode.d7.loss_cls: 0.2803, decode.d7.loss_mask: 0.5230, decode.d7.loss_dice: 0.7716, decode.d8.loss_cls: 0.2806, decode.d8.loss_mask: 0.5219, decode.d8.loss_dice: 0.7696, loss: 17.1673, grad_norm: 68.7135 +2023-11-07 00:39:41,871 - mmseg - INFO - Iter [78500/160000] lr: 5.094e-05, eta: 10:51:41, time: 0.449, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2774, decode.loss_mask: 0.5301, decode.loss_dice: 0.7863, decode.d0.loss_cls: 1.2680, decode.d0.loss_mask: 0.5695, decode.d0.loss_dice: 0.8637, decode.d1.loss_cls: 0.3757, decode.d1.loss_mask: 0.5451, decode.d1.loss_dice: 0.8271, decode.d2.loss_cls: 0.3237, decode.d2.loss_mask: 0.5397, decode.d2.loss_dice: 0.8086, decode.d3.loss_cls: 0.3029, decode.d3.loss_mask: 0.5347, decode.d3.loss_dice: 0.7949, decode.d4.loss_cls: 0.2916, decode.d4.loss_mask: 0.5318, decode.d4.loss_dice: 0.7913, decode.d5.loss_cls: 0.2797, decode.d5.loss_mask: 0.5306, decode.d5.loss_dice: 0.7992, decode.d6.loss_cls: 0.2812, decode.d6.loss_mask: 0.5309, decode.d6.loss_dice: 0.7883, decode.d7.loss_cls: 0.2768, decode.d7.loss_mask: 0.5294, decode.d7.loss_dice: 0.7925, decode.d8.loss_cls: 0.2737, decode.d8.loss_mask: 0.5296, decode.d8.loss_dice: 0.7916, loss: 17.3658, grad_norm: 61.1034 +2023-11-07 00:40:05,092 - mmseg - INFO - Iter [78550/160000] lr: 5.091e-05, eta: 10:51:16, time: 0.464, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2698, decode.loss_mask: 0.5248, decode.loss_dice: 0.7628, decode.d0.loss_cls: 1.2661, decode.d0.loss_mask: 0.5650, decode.d0.loss_dice: 0.8449, decode.d1.loss_cls: 0.3806, decode.d1.loss_mask: 0.5439, decode.d1.loss_dice: 0.8076, decode.d2.loss_cls: 0.3258, decode.d2.loss_mask: 0.5316, decode.d2.loss_dice: 0.7850, decode.d3.loss_cls: 0.3075, decode.d3.loss_mask: 0.5260, decode.d3.loss_dice: 0.7674, decode.d4.loss_cls: 0.2929, decode.d4.loss_mask: 0.5244, decode.d4.loss_dice: 0.7667, decode.d5.loss_cls: 0.2814, decode.d5.loss_mask: 0.5245, decode.d5.loss_dice: 0.7673, decode.d6.loss_cls: 0.2781, decode.d6.loss_mask: 0.5275, decode.d6.loss_dice: 0.7645, decode.d7.loss_cls: 0.2787, decode.d7.loss_mask: 0.5247, decode.d7.loss_dice: 0.7637, decode.d8.loss_cls: 0.2746, decode.d8.loss_mask: 0.5265, decode.d8.loss_dice: 0.7647, loss: 17.0689, grad_norm: 64.6783 +2023-11-07 00:40:27,973 - mmseg - INFO - Iter [78600/160000] lr: 5.088e-05, eta: 10:50:51, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2859, decode.loss_mask: 0.5168, decode.loss_dice: 0.7739, decode.d0.loss_cls: 1.2909, decode.d0.loss_mask: 0.5545, decode.d0.loss_dice: 0.8620, decode.d1.loss_cls: 0.3741, decode.d1.loss_mask: 0.5359, decode.d1.loss_dice: 0.8233, decode.d2.loss_cls: 0.3349, decode.d2.loss_mask: 0.5245, decode.d2.loss_dice: 0.8059, decode.d3.loss_cls: 0.3149, decode.d3.loss_mask: 0.5200, decode.d3.loss_dice: 0.7783, decode.d4.loss_cls: 0.3036, decode.d4.loss_mask: 0.5166, decode.d4.loss_dice: 0.7788, decode.d5.loss_cls: 0.2961, decode.d5.loss_mask: 0.5171, decode.d5.loss_dice: 0.7809, decode.d6.loss_cls: 0.2934, decode.d6.loss_mask: 0.5187, decode.d6.loss_dice: 0.7772, decode.d7.loss_cls: 0.2905, decode.d7.loss_mask: 0.5161, decode.d7.loss_dice: 0.7745, decode.d8.loss_cls: 0.2862, decode.d8.loss_mask: 0.5154, decode.d8.loss_dice: 0.7738, loss: 17.2347, grad_norm: 63.7445 +2023-11-07 00:40:50,573 - mmseg - INFO - Iter [78650/160000] lr: 5.084e-05, eta: 10:50:26, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2994, decode.loss_mask: 0.5222, decode.loss_dice: 0.7850, decode.d0.loss_cls: 1.3236, decode.d0.loss_mask: 0.5637, decode.d0.loss_dice: 0.8654, decode.d1.loss_cls: 0.3951, decode.d1.loss_mask: 0.5377, decode.d1.loss_dice: 0.8324, decode.d2.loss_cls: 0.3463, decode.d2.loss_mask: 0.5269, decode.d2.loss_dice: 0.8020, decode.d3.loss_cls: 0.3300, decode.d3.loss_mask: 0.5233, decode.d3.loss_dice: 0.7824, decode.d4.loss_cls: 0.3140, decode.d4.loss_mask: 0.5215, decode.d4.loss_dice: 0.7829, decode.d5.loss_cls: 0.3104, decode.d5.loss_mask: 0.5244, decode.d5.loss_dice: 0.7811, decode.d6.loss_cls: 0.3080, decode.d6.loss_mask: 0.5232, decode.d6.loss_dice: 0.7793, decode.d7.loss_cls: 0.3045, decode.d7.loss_mask: 0.5226, decode.d7.loss_dice: 0.7849, decode.d8.loss_cls: 0.2981, decode.d8.loss_mask: 0.5208, decode.d8.loss_dice: 0.7822, loss: 17.4932, grad_norm: 61.9048 +2023-11-07 00:41:13,508 - mmseg - INFO - Iter [78700/160000] lr: 5.081e-05, eta: 10:50:01, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2978, decode.loss_mask: 0.5251, decode.loss_dice: 0.7629, decode.d0.loss_cls: 1.3188, decode.d0.loss_mask: 0.5707, decode.d0.loss_dice: 0.8591, decode.d1.loss_cls: 0.3911, decode.d1.loss_mask: 0.5548, decode.d1.loss_dice: 0.8188, decode.d2.loss_cls: 0.3476, decode.d2.loss_mask: 0.5388, decode.d2.loss_dice: 0.7974, decode.d3.loss_cls: 0.3258, decode.d3.loss_mask: 0.5323, decode.d3.loss_dice: 0.7710, decode.d4.loss_cls: 0.3103, decode.d4.loss_mask: 0.5305, decode.d4.loss_dice: 0.7737, decode.d5.loss_cls: 0.3043, decode.d5.loss_mask: 0.5296, decode.d5.loss_dice: 0.7692, decode.d6.loss_cls: 0.3028, decode.d6.loss_mask: 0.5290, decode.d6.loss_dice: 0.7682, decode.d7.loss_cls: 0.3008, decode.d7.loss_mask: 0.5266, decode.d7.loss_dice: 0.7654, decode.d8.loss_cls: 0.2989, decode.d8.loss_mask: 0.5279, decode.d8.loss_dice: 0.7648, loss: 17.4139, grad_norm: 61.1968 +2023-11-07 00:41:36,411 - mmseg - INFO - Iter [78750/160000] lr: 5.078e-05, eta: 10:49:36, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2836, decode.loss_mask: 0.5196, decode.loss_dice: 0.7799, decode.d0.loss_cls: 1.2985, decode.d0.loss_mask: 0.5631, decode.d0.loss_dice: 0.8747, decode.d1.loss_cls: 0.3958, decode.d1.loss_mask: 0.5353, decode.d1.loss_dice: 0.8256, decode.d2.loss_cls: 0.3276, decode.d2.loss_mask: 0.5271, decode.d2.loss_dice: 0.8090, decode.d3.loss_cls: 0.3176, decode.d3.loss_mask: 0.5233, decode.d3.loss_dice: 0.7852, decode.d4.loss_cls: 0.2997, decode.d4.loss_mask: 0.5214, decode.d4.loss_dice: 0.7865, decode.d5.loss_cls: 0.2940, decode.d5.loss_mask: 0.5212, decode.d5.loss_dice: 0.7835, decode.d6.loss_cls: 0.2906, decode.d6.loss_mask: 0.5216, decode.d6.loss_dice: 0.7777, decode.d7.loss_cls: 0.2890, decode.d7.loss_mask: 0.5212, decode.d7.loss_dice: 0.7780, decode.d8.loss_cls: 0.2882, decode.d8.loss_mask: 0.5210, decode.d8.loss_dice: 0.7761, loss: 17.3358, grad_norm: 64.7969 +2023-11-07 00:41:58,949 - mmseg - INFO - Iter [78800/160000] lr: 5.075e-05, eta: 10:49:10, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2743, decode.loss_mask: 0.5310, decode.loss_dice: 0.7711, decode.d0.loss_cls: 1.2568, decode.d0.loss_mask: 0.5726, decode.d0.loss_dice: 0.8546, decode.d1.loss_cls: 0.3645, decode.d1.loss_mask: 0.5497, decode.d1.loss_dice: 0.8152, decode.d2.loss_cls: 0.3190, decode.d2.loss_mask: 0.5408, decode.d2.loss_dice: 0.7956, decode.d3.loss_cls: 0.2983, decode.d3.loss_mask: 0.5323, decode.d3.loss_dice: 0.7737, decode.d4.loss_cls: 0.2820, decode.d4.loss_mask: 0.5311, decode.d4.loss_dice: 0.7782, decode.d5.loss_cls: 0.2844, decode.d5.loss_mask: 0.5310, decode.d5.loss_dice: 0.7774, decode.d6.loss_cls: 0.2767, decode.d6.loss_mask: 0.5307, decode.d6.loss_dice: 0.7749, decode.d7.loss_cls: 0.2741, decode.d7.loss_mask: 0.5300, decode.d7.loss_dice: 0.7744, decode.d8.loss_cls: 0.2729, decode.d8.loss_mask: 0.5299, decode.d8.loss_dice: 0.7748, loss: 17.1719, grad_norm: 65.0742 +2023-11-07 00:42:21,501 - mmseg - INFO - Iter [78850/160000] lr: 5.072e-05, eta: 10:48:45, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2990, decode.loss_mask: 0.5284, decode.loss_dice: 0.7760, decode.d0.loss_cls: 1.3295, decode.d0.loss_mask: 0.5663, decode.d0.loss_dice: 0.8630, decode.d1.loss_cls: 0.3956, decode.d1.loss_mask: 0.5476, decode.d1.loss_dice: 0.8255, decode.d2.loss_cls: 0.3446, decode.d2.loss_mask: 0.5327, decode.d2.loss_dice: 0.7980, decode.d3.loss_cls: 0.3294, decode.d3.loss_mask: 0.5309, decode.d3.loss_dice: 0.7777, decode.d4.loss_cls: 0.3222, decode.d4.loss_mask: 0.5269, decode.d4.loss_dice: 0.7802, decode.d5.loss_cls: 0.3109, decode.d5.loss_mask: 0.5275, decode.d5.loss_dice: 0.7771, decode.d6.loss_cls: 0.3113, decode.d6.loss_mask: 0.5270, decode.d6.loss_dice: 0.7736, decode.d7.loss_cls: 0.3069, decode.d7.loss_mask: 0.5277, decode.d7.loss_dice: 0.7785, decode.d8.loss_cls: 0.3002, decode.d8.loss_mask: 0.5277, decode.d8.loss_dice: 0.7797, loss: 17.5217, grad_norm: 62.1621 +2023-11-07 00:42:44,060 - mmseg - INFO - Iter [78900/160000] lr: 5.069e-05, eta: 10:48:19, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2779, decode.loss_mask: 0.5312, decode.loss_dice: 0.7895, decode.d0.loss_cls: 1.2944, decode.d0.loss_mask: 0.5616, decode.d0.loss_dice: 0.8619, decode.d1.loss_cls: 0.3765, decode.d1.loss_mask: 0.5522, decode.d1.loss_dice: 0.8407, decode.d2.loss_cls: 0.3309, decode.d2.loss_mask: 0.5398, decode.d2.loss_dice: 0.8089, decode.d3.loss_cls: 0.3086, decode.d3.loss_mask: 0.5318, decode.d3.loss_dice: 0.7903, decode.d4.loss_cls: 0.2924, decode.d4.loss_mask: 0.5331, decode.d4.loss_dice: 0.7938, decode.d5.loss_cls: 0.2908, decode.d5.loss_mask: 0.5310, decode.d5.loss_dice: 0.7923, decode.d6.loss_cls: 0.2910, decode.d6.loss_mask: 0.5295, decode.d6.loss_dice: 0.7844, decode.d7.loss_cls: 0.2813, decode.d7.loss_mask: 0.5307, decode.d7.loss_dice: 0.7881, decode.d8.loss_cls: 0.2807, decode.d8.loss_mask: 0.5305, decode.d8.loss_dice: 0.7901, loss: 17.4360, grad_norm: 63.4502 +2023-11-07 00:43:06,775 - mmseg - INFO - Iter [78950/160000] lr: 5.066e-05, eta: 10:47:54, time: 0.454, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2746, decode.loss_mask: 0.5063, decode.loss_dice: 0.7450, decode.d0.loss_cls: 1.2798, decode.d0.loss_mask: 0.5530, decode.d0.loss_dice: 0.8415, decode.d1.loss_cls: 0.3656, decode.d1.loss_mask: 0.5306, decode.d1.loss_dice: 0.8046, decode.d2.loss_cls: 0.3237, decode.d2.loss_mask: 0.5166, decode.d2.loss_dice: 0.7747, decode.d3.loss_cls: 0.3036, decode.d3.loss_mask: 0.5073, decode.d3.loss_dice: 0.7444, decode.d4.loss_cls: 0.2901, decode.d4.loss_mask: 0.5073, decode.d4.loss_dice: 0.7504, decode.d5.loss_cls: 0.2821, decode.d5.loss_mask: 0.5067, decode.d5.loss_dice: 0.7444, decode.d6.loss_cls: 0.2818, decode.d6.loss_mask: 0.5054, decode.d6.loss_dice: 0.7386, decode.d7.loss_cls: 0.2744, decode.d7.loss_mask: 0.5068, decode.d7.loss_dice: 0.7460, decode.d8.loss_cls: 0.2757, decode.d8.loss_mask: 0.5060, decode.d8.loss_dice: 0.7437, loss: 16.7306, grad_norm: 65.2123 +2023-11-07 00:43:29,636 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 00:43:29,636 - mmseg - INFO - Iter [79000/160000] lr: 5.063e-05, eta: 10:47:29, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.3092, decode.loss_mask: 0.5146, decode.loss_dice: 0.7548, decode.d0.loss_cls: 1.3122, decode.d0.loss_mask: 0.5601, decode.d0.loss_dice: 0.8497, decode.d1.loss_cls: 0.3945, decode.d1.loss_mask: 0.5397, decode.d1.loss_dice: 0.8180, decode.d2.loss_cls: 0.3581, decode.d2.loss_mask: 0.5240, decode.d2.loss_dice: 0.7863, decode.d3.loss_cls: 0.3412, decode.d3.loss_mask: 0.5169, decode.d3.loss_dice: 0.7622, decode.d4.loss_cls: 0.3191, decode.d4.loss_mask: 0.5189, decode.d4.loss_dice: 0.7668, decode.d5.loss_cls: 0.3217, decode.d5.loss_mask: 0.5169, decode.d5.loss_dice: 0.7628, decode.d6.loss_cls: 0.3125, decode.d6.loss_mask: 0.5154, decode.d6.loss_dice: 0.7595, decode.d7.loss_cls: 0.3078, decode.d7.loss_mask: 0.5182, decode.d7.loss_dice: 0.7669, decode.d8.loss_cls: 0.3063, decode.d8.loss_mask: 0.5161, decode.d8.loss_dice: 0.7631, loss: 17.3135, grad_norm: 61.3006 +2023-11-07 00:43:52,248 - mmseg - INFO - Iter [79050/160000] lr: 5.059e-05, eta: 10:47:03, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2895, decode.loss_mask: 0.5256, decode.loss_dice: 0.7627, decode.d0.loss_cls: 1.3179, decode.d0.loss_mask: 0.5613, decode.d0.loss_dice: 0.8446, decode.d1.loss_cls: 0.3911, decode.d1.loss_mask: 0.5436, decode.d1.loss_dice: 0.8181, decode.d2.loss_cls: 0.3417, decode.d2.loss_mask: 0.5340, decode.d2.loss_dice: 0.7909, decode.d3.loss_cls: 0.3244, decode.d3.loss_mask: 0.5286, decode.d3.loss_dice: 0.7684, decode.d4.loss_cls: 0.3082, decode.d4.loss_mask: 0.5273, decode.d4.loss_dice: 0.7688, decode.d5.loss_cls: 0.2991, decode.d5.loss_mask: 0.5266, decode.d5.loss_dice: 0.7677, decode.d6.loss_cls: 0.2957, decode.d6.loss_mask: 0.5269, decode.d6.loss_dice: 0.7643, decode.d7.loss_cls: 0.2887, decode.d7.loss_mask: 0.5280, decode.d7.loss_dice: 0.7684, decode.d8.loss_cls: 0.2926, decode.d8.loss_mask: 0.5246, decode.d8.loss_dice: 0.7639, loss: 17.2934, grad_norm: 76.9098 +2023-11-07 00:44:15,071 - mmseg - INFO - Iter [79100/160000] lr: 5.056e-05, eta: 10:46:38, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3215, decode.loss_mask: 0.5295, decode.loss_dice: 0.7937, decode.d0.loss_cls: 1.3072, decode.d0.loss_mask: 0.5732, decode.d0.loss_dice: 0.8737, decode.d1.loss_cls: 0.4050, decode.d1.loss_mask: 0.5495, decode.d1.loss_dice: 0.8436, decode.d2.loss_cls: 0.3670, decode.d2.loss_mask: 0.5368, decode.d2.loss_dice: 0.8153, decode.d3.loss_cls: 0.3565, decode.d3.loss_mask: 0.5327, decode.d3.loss_dice: 0.7989, decode.d4.loss_cls: 0.3391, decode.d4.loss_mask: 0.5330, decode.d4.loss_dice: 0.8030, decode.d5.loss_cls: 0.3330, decode.d5.loss_mask: 0.5321, decode.d5.loss_dice: 0.8011, decode.d6.loss_cls: 0.3250, decode.d6.loss_mask: 0.5299, decode.d6.loss_dice: 0.7951, decode.d7.loss_cls: 0.3261, decode.d7.loss_mask: 0.5294, decode.d7.loss_dice: 0.7991, decode.d8.loss_cls: 0.3225, decode.d8.loss_mask: 0.5309, decode.d8.loss_dice: 0.7979, loss: 17.9011, grad_norm: 70.2773 +2023-11-07 00:44:37,709 - mmseg - INFO - Iter [79150/160000] lr: 5.053e-05, eta: 10:46:13, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3065, decode.loss_mask: 0.5141, decode.loss_dice: 0.7724, decode.d0.loss_cls: 1.3172, decode.d0.loss_mask: 0.5543, decode.d0.loss_dice: 0.8685, decode.d1.loss_cls: 0.3906, decode.d1.loss_mask: 0.5364, decode.d1.loss_dice: 0.8281, decode.d2.loss_cls: 0.3488, decode.d2.loss_mask: 0.5222, decode.d2.loss_dice: 0.7974, decode.d3.loss_cls: 0.3334, decode.d3.loss_mask: 0.5185, decode.d3.loss_dice: 0.7834, decode.d4.loss_cls: 0.3224, decode.d4.loss_mask: 0.5153, decode.d4.loss_dice: 0.7840, decode.d5.loss_cls: 0.3210, decode.d5.loss_mask: 0.5139, decode.d5.loss_dice: 0.7759, decode.d6.loss_cls: 0.3115, decode.d6.loss_mask: 0.5159, decode.d6.loss_dice: 0.7765, decode.d7.loss_cls: 0.3046, decode.d7.loss_mask: 0.5153, decode.d7.loss_dice: 0.7830, decode.d8.loss_cls: 0.3067, decode.d8.loss_mask: 0.5137, decode.d8.loss_dice: 0.7773, loss: 17.4287, grad_norm: 61.6717 +2023-11-07 00:45:00,225 - mmseg - INFO - Iter [79200/160000] lr: 5.050e-05, eta: 10:45:47, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2837, decode.loss_mask: 0.5212, decode.loss_dice: 0.7755, decode.d0.loss_cls: 1.2964, decode.d0.loss_mask: 0.5630, decode.d0.loss_dice: 0.8572, decode.d1.loss_cls: 0.3834, decode.d1.loss_mask: 0.5429, decode.d1.loss_dice: 0.8229, decode.d2.loss_cls: 0.3251, decode.d2.loss_mask: 0.5295, decode.d2.loss_dice: 0.8034, decode.d3.loss_cls: 0.3132, decode.d3.loss_mask: 0.5239, decode.d3.loss_dice: 0.7857, decode.d4.loss_cls: 0.3029, decode.d4.loss_mask: 0.5237, decode.d4.loss_dice: 0.7874, decode.d5.loss_cls: 0.2961, decode.d5.loss_mask: 0.5263, decode.d5.loss_dice: 0.7832, decode.d6.loss_cls: 0.2955, decode.d6.loss_mask: 0.5215, decode.d6.loss_dice: 0.7760, decode.d7.loss_cls: 0.2868, decode.d7.loss_mask: 0.5210, decode.d7.loss_dice: 0.7777, decode.d8.loss_cls: 0.2917, decode.d8.loss_mask: 0.5203, decode.d8.loss_dice: 0.7766, loss: 17.3137, grad_norm: 71.0713 +2023-11-07 00:45:22,928 - mmseg - INFO - Iter [79250/160000] lr: 5.047e-05, eta: 10:45:22, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3040, decode.loss_mask: 0.5141, decode.loss_dice: 0.7637, decode.d0.loss_cls: 1.2927, decode.d0.loss_mask: 0.5496, decode.d0.loss_dice: 0.8524, decode.d1.loss_cls: 0.3956, decode.d1.loss_mask: 0.5302, decode.d1.loss_dice: 0.8130, decode.d2.loss_cls: 0.3451, decode.d2.loss_mask: 0.5213, decode.d2.loss_dice: 0.7850, decode.d3.loss_cls: 0.3272, decode.d3.loss_mask: 0.5158, decode.d3.loss_dice: 0.7738, decode.d4.loss_cls: 0.3191, decode.d4.loss_mask: 0.5156, decode.d4.loss_dice: 0.7682, decode.d5.loss_cls: 0.3090, decode.d5.loss_mask: 0.5145, decode.d5.loss_dice: 0.7734, decode.d6.loss_cls: 0.3118, decode.d6.loss_mask: 0.5132, decode.d6.loss_dice: 0.7701, decode.d7.loss_cls: 0.3052, decode.d7.loss_mask: 0.5147, decode.d7.loss_dice: 0.7659, decode.d8.loss_cls: 0.2998, decode.d8.loss_mask: 0.5148, decode.d8.loss_dice: 0.7643, loss: 17.2429, grad_norm: 70.5372 +2023-11-07 00:45:45,556 - mmseg - INFO - Iter [79300/160000] lr: 5.044e-05, eta: 10:44:57, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3026, decode.loss_mask: 0.5334, decode.loss_dice: 0.7794, decode.d0.loss_cls: 1.3130, decode.d0.loss_mask: 0.5764, decode.d0.loss_dice: 0.8646, decode.d1.loss_cls: 0.3891, decode.d1.loss_mask: 0.5569, decode.d1.loss_dice: 0.8298, decode.d2.loss_cls: 0.3423, decode.d2.loss_mask: 0.5409, decode.d2.loss_dice: 0.8045, decode.d3.loss_cls: 0.3252, decode.d3.loss_mask: 0.5355, decode.d3.loss_dice: 0.7833, decode.d4.loss_cls: 0.3182, decode.d4.loss_mask: 0.5339, decode.d4.loss_dice: 0.7818, decode.d5.loss_cls: 0.3092, decode.d5.loss_mask: 0.5335, decode.d5.loss_dice: 0.7832, decode.d6.loss_cls: 0.3075, decode.d6.loss_mask: 0.5342, decode.d6.loss_dice: 0.7826, decode.d7.loss_cls: 0.3063, decode.d7.loss_mask: 0.5323, decode.d7.loss_dice: 0.7795, decode.d8.loss_cls: 0.3023, decode.d8.loss_mask: 0.5318, decode.d8.loss_dice: 0.7780, loss: 17.5914, grad_norm: 65.6340 +2023-11-07 00:46:08,436 - mmseg - INFO - Iter [79350/160000] lr: 5.041e-05, eta: 10:44:32, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3088, decode.loss_mask: 0.5311, decode.loss_dice: 0.7913, decode.d0.loss_cls: 1.3139, decode.d0.loss_mask: 0.5756, decode.d0.loss_dice: 0.8945, decode.d1.loss_cls: 0.4004, decode.d1.loss_mask: 0.5568, decode.d1.loss_dice: 0.8536, decode.d2.loss_cls: 0.3497, decode.d2.loss_mask: 0.5462, decode.d2.loss_dice: 0.8237, decode.d3.loss_cls: 0.3311, decode.d3.loss_mask: 0.5352, decode.d3.loss_dice: 0.7981, decode.d4.loss_cls: 0.3212, decode.d4.loss_mask: 0.5362, decode.d4.loss_dice: 0.7982, decode.d5.loss_cls: 0.3123, decode.d5.loss_mask: 0.5337, decode.d5.loss_dice: 0.7981, decode.d6.loss_cls: 0.3075, decode.d6.loss_mask: 0.5337, decode.d6.loss_dice: 0.7936, decode.d7.loss_cls: 0.3056, decode.d7.loss_mask: 0.5338, decode.d7.loss_dice: 0.7949, decode.d8.loss_cls: 0.3046, decode.d8.loss_mask: 0.5329, decode.d8.loss_dice: 0.7972, loss: 17.8135, grad_norm: 62.7106 +2023-11-07 00:46:31,080 - mmseg - INFO - Iter [79400/160000] lr: 5.038e-05, eta: 10:44:06, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2832, decode.loss_mask: 0.5416, decode.loss_dice: 0.7599, decode.d0.loss_cls: 1.2369, decode.d0.loss_mask: 0.5797, decode.d0.loss_dice: 0.8412, decode.d1.loss_cls: 0.3768, decode.d1.loss_mask: 0.5639, decode.d1.loss_dice: 0.8058, decode.d2.loss_cls: 0.3290, decode.d2.loss_mask: 0.5544, decode.d2.loss_dice: 0.7892, decode.d3.loss_cls: 0.3099, decode.d3.loss_mask: 0.5472, decode.d3.loss_dice: 0.7679, decode.d4.loss_cls: 0.3010, decode.d4.loss_mask: 0.5444, decode.d4.loss_dice: 0.7676, decode.d5.loss_cls: 0.2938, decode.d5.loss_mask: 0.5433, decode.d5.loss_dice: 0.7685, decode.d6.loss_cls: 0.2949, decode.d6.loss_mask: 0.5431, decode.d6.loss_dice: 0.7621, decode.d7.loss_cls: 0.2880, decode.d7.loss_mask: 0.5435, decode.d7.loss_dice: 0.7687, decode.d8.loss_cls: 0.2868, decode.d8.loss_mask: 0.5413, decode.d8.loss_dice: 0.7617, loss: 17.2954, grad_norm: 67.1524 +2023-11-07 00:46:53,718 - mmseg - INFO - Iter [79450/160000] lr: 5.034e-05, eta: 10:43:41, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3127, decode.loss_mask: 0.5133, decode.loss_dice: 0.7775, decode.d0.loss_cls: 1.2913, decode.d0.loss_mask: 0.5541, decode.d0.loss_dice: 0.8763, decode.d1.loss_cls: 0.3949, decode.d1.loss_mask: 0.5319, decode.d1.loss_dice: 0.8366, decode.d2.loss_cls: 0.3575, decode.d2.loss_mask: 0.5229, decode.d2.loss_dice: 0.8072, decode.d3.loss_cls: 0.3365, decode.d3.loss_mask: 0.5186, decode.d3.loss_dice: 0.7842, decode.d4.loss_cls: 0.3299, decode.d4.loss_mask: 0.5166, decode.d4.loss_dice: 0.7878, decode.d5.loss_cls: 0.3254, decode.d5.loss_mask: 0.5143, decode.d5.loss_dice: 0.7822, decode.d6.loss_cls: 0.3190, decode.d6.loss_mask: 0.5154, decode.d6.loss_dice: 0.7799, decode.d7.loss_cls: 0.3125, decode.d7.loss_mask: 0.5158, decode.d7.loss_dice: 0.7811, decode.d8.loss_cls: 0.3118, decode.d8.loss_mask: 0.5148, decode.d8.loss_dice: 0.7773, loss: 17.4995, grad_norm: 65.1319 +2023-11-07 00:47:16,334 - mmseg - INFO - Iter [79500/160000] lr: 5.031e-05, eta: 10:43:16, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3128, decode.loss_mask: 0.5201, decode.loss_dice: 0.7766, decode.d0.loss_cls: 1.3013, decode.d0.loss_mask: 0.5624, decode.d0.loss_dice: 0.8763, decode.d1.loss_cls: 0.4190, decode.d1.loss_mask: 0.5383, decode.d1.loss_dice: 0.8250, decode.d2.loss_cls: 0.3610, decode.d2.loss_mask: 0.5265, decode.d2.loss_dice: 0.8063, decode.d3.loss_cls: 0.3481, decode.d3.loss_mask: 0.5218, decode.d3.loss_dice: 0.7899, decode.d4.loss_cls: 0.3315, decode.d4.loss_mask: 0.5203, decode.d4.loss_dice: 0.7842, decode.d5.loss_cls: 0.3180, decode.d5.loss_mask: 0.5228, decode.d5.loss_dice: 0.7873, decode.d6.loss_cls: 0.3179, decode.d6.loss_mask: 0.5209, decode.d6.loss_dice: 0.7757, decode.d7.loss_cls: 0.3138, decode.d7.loss_mask: 0.5202, decode.d7.loss_dice: 0.7746, decode.d8.loss_cls: 0.3124, decode.d8.loss_mask: 0.5217, decode.d8.loss_dice: 0.7769, loss: 17.5836, grad_norm: 63.1577 +2023-11-07 00:47:39,040 - mmseg - INFO - Iter [79550/160000] lr: 5.028e-05, eta: 10:42:50, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3020, decode.loss_mask: 0.5343, decode.loss_dice: 0.8115, decode.d0.loss_cls: 1.2558, decode.d0.loss_mask: 0.5744, decode.d0.loss_dice: 0.9077, decode.d1.loss_cls: 0.3928, decode.d1.loss_mask: 0.5551, decode.d1.loss_dice: 0.8627, decode.d2.loss_cls: 0.3580, decode.d2.loss_mask: 0.5435, decode.d2.loss_dice: 0.8346, decode.d3.loss_cls: 0.3350, decode.d3.loss_mask: 0.5352, decode.d3.loss_dice: 0.8151, decode.d4.loss_cls: 0.3198, decode.d4.loss_mask: 0.5357, decode.d4.loss_dice: 0.8186, decode.d5.loss_cls: 0.3133, decode.d5.loss_mask: 0.5349, decode.d5.loss_dice: 0.8152, decode.d6.loss_cls: 0.3134, decode.d6.loss_mask: 0.5344, decode.d6.loss_dice: 0.8103, decode.d7.loss_cls: 0.3087, decode.d7.loss_mask: 0.5365, decode.d7.loss_dice: 0.8171, decode.d8.loss_cls: 0.3101, decode.d8.loss_mask: 0.5351, decode.d8.loss_dice: 0.8129, loss: 17.9340, grad_norm: 58.8014 +2023-11-07 00:48:04,077 - mmseg - INFO - Iter [79600/160000] lr: 5.025e-05, eta: 10:42:27, time: 0.501, data_time: 0.058, memory: 39436, decode.loss_cls: 0.2678, decode.loss_mask: 0.5282, decode.loss_dice: 0.7518, decode.d0.loss_cls: 1.2497, decode.d0.loss_mask: 0.5694, decode.d0.loss_dice: 0.8366, decode.d1.loss_cls: 0.3548, decode.d1.loss_mask: 0.5492, decode.d1.loss_dice: 0.8096, decode.d2.loss_cls: 0.3188, decode.d2.loss_mask: 0.5350, decode.d2.loss_dice: 0.7788, decode.d3.loss_cls: 0.2960, decode.d3.loss_mask: 0.5313, decode.d3.loss_dice: 0.7636, decode.d4.loss_cls: 0.2808, decode.d4.loss_mask: 0.5306, decode.d4.loss_dice: 0.7595, decode.d5.loss_cls: 0.2747, decode.d5.loss_mask: 0.5300, decode.d5.loss_dice: 0.7611, decode.d6.loss_cls: 0.2774, decode.d6.loss_mask: 0.5298, decode.d6.loss_dice: 0.7533, decode.d7.loss_cls: 0.2720, decode.d7.loss_mask: 0.5284, decode.d7.loss_dice: 0.7537, decode.d8.loss_cls: 0.2667, decode.d8.loss_mask: 0.5280, decode.d8.loss_dice: 0.7556, loss: 16.9421, grad_norm: 60.2376 +2023-11-07 00:48:26,681 - mmseg - INFO - Iter [79650/160000] lr: 5.022e-05, eta: 10:42:02, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2815, decode.loss_mask: 0.5020, decode.loss_dice: 0.7621, decode.d0.loss_cls: 1.2906, decode.d0.loss_mask: 0.5415, decode.d0.loss_dice: 0.8601, decode.d1.loss_cls: 0.3870, decode.d1.loss_mask: 0.5196, decode.d1.loss_dice: 0.8142, decode.d2.loss_cls: 0.3311, decode.d2.loss_mask: 0.5099, decode.d2.loss_dice: 0.7897, decode.d3.loss_cls: 0.3181, decode.d3.loss_mask: 0.5055, decode.d3.loss_dice: 0.7728, decode.d4.loss_cls: 0.3020, decode.d4.loss_mask: 0.5035, decode.d4.loss_dice: 0.7750, decode.d5.loss_cls: 0.2886, decode.d5.loss_mask: 0.5022, decode.d5.loss_dice: 0.7735, decode.d6.loss_cls: 0.2971, decode.d6.loss_mask: 0.5015, decode.d6.loss_dice: 0.7586, decode.d7.loss_cls: 0.2865, decode.d7.loss_mask: 0.5019, decode.d7.loss_dice: 0.7611, decode.d8.loss_cls: 0.2822, decode.d8.loss_mask: 0.5020, decode.d8.loss_dice: 0.7643, loss: 16.9857, grad_norm: 62.5779 +2023-11-07 00:48:49,251 - mmseg - INFO - Iter [79700/160000] lr: 5.019e-05, eta: 10:41:37, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2937, decode.loss_mask: 0.5434, decode.loss_dice: 0.7877, decode.d0.loss_cls: 1.2938, decode.d0.loss_mask: 0.5838, decode.d0.loss_dice: 0.8738, decode.d1.loss_cls: 0.3821, decode.d1.loss_mask: 0.5674, decode.d1.loss_dice: 0.8241, decode.d2.loss_cls: 0.3323, decode.d2.loss_mask: 0.5526, decode.d2.loss_dice: 0.8086, decode.d3.loss_cls: 0.3185, decode.d3.loss_mask: 0.5454, decode.d3.loss_dice: 0.7887, decode.d4.loss_cls: 0.3048, decode.d4.loss_mask: 0.5490, decode.d4.loss_dice: 0.7896, decode.d5.loss_cls: 0.3015, decode.d5.loss_mask: 0.5487, decode.d5.loss_dice: 0.7887, decode.d6.loss_cls: 0.3049, decode.d6.loss_mask: 0.5459, decode.d6.loss_dice: 0.7839, decode.d7.loss_cls: 0.2937, decode.d7.loss_mask: 0.5462, decode.d7.loss_dice: 0.7837, decode.d8.loss_cls: 0.2887, decode.d8.loss_mask: 0.5471, decode.d8.loss_dice: 0.7847, loss: 17.6571, grad_norm: 68.7508 +2023-11-07 00:49:12,014 - mmseg - INFO - Iter [79750/160000] lr: 5.016e-05, eta: 10:41:12, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2800, decode.loss_mask: 0.5290, decode.loss_dice: 0.7636, decode.d0.loss_cls: 1.2820, decode.d0.loss_mask: 0.5601, decode.d0.loss_dice: 0.8456, decode.d1.loss_cls: 0.3700, decode.d1.loss_mask: 0.5450, decode.d1.loss_dice: 0.8126, decode.d2.loss_cls: 0.3158, decode.d2.loss_mask: 0.5392, decode.d2.loss_dice: 0.7900, decode.d3.loss_cls: 0.2998, decode.d3.loss_mask: 0.5321, decode.d3.loss_dice: 0.7741, decode.d4.loss_cls: 0.2908, decode.d4.loss_mask: 0.5308, decode.d4.loss_dice: 0.7731, decode.d5.loss_cls: 0.2813, decode.d5.loss_mask: 0.5304, decode.d5.loss_dice: 0.7750, decode.d6.loss_cls: 0.2803, decode.d6.loss_mask: 0.5278, decode.d6.loss_dice: 0.7674, decode.d7.loss_cls: 0.2803, decode.d7.loss_mask: 0.5297, decode.d7.loss_dice: 0.7663, decode.d8.loss_cls: 0.2763, decode.d8.loss_mask: 0.5294, decode.d8.loss_dice: 0.7669, loss: 17.1446, grad_norm: 65.8309 +2023-11-07 00:49:34,660 - mmseg - INFO - Iter [79800/160000] lr: 5.013e-05, eta: 10:40:46, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2959, decode.loss_mask: 0.5497, decode.loss_dice: 0.7726, decode.d0.loss_cls: 1.2963, decode.d0.loss_mask: 0.5918, decode.d0.loss_dice: 0.8593, decode.d1.loss_cls: 0.3784, decode.d1.loss_mask: 0.5737, decode.d1.loss_dice: 0.8247, decode.d2.loss_cls: 0.3335, decode.d2.loss_mask: 0.5617, decode.d2.loss_dice: 0.8087, decode.d3.loss_cls: 0.3217, decode.d3.loss_mask: 0.5541, decode.d3.loss_dice: 0.7807, decode.d4.loss_cls: 0.3054, decode.d4.loss_mask: 0.5548, decode.d4.loss_dice: 0.7831, decode.d5.loss_cls: 0.3006, decode.d5.loss_mask: 0.5517, decode.d5.loss_dice: 0.7786, decode.d6.loss_cls: 0.3035, decode.d6.loss_mask: 0.5515, decode.d6.loss_dice: 0.7684, decode.d7.loss_cls: 0.2975, decode.d7.loss_mask: 0.5482, decode.d7.loss_dice: 0.7730, decode.d8.loss_cls: 0.2967, decode.d8.loss_mask: 0.5498, decode.d8.loss_dice: 0.7733, loss: 17.6391, grad_norm: 70.3240 +2023-11-07 00:49:57,336 - mmseg - INFO - Iter [79850/160000] lr: 5.009e-05, eta: 10:40:21, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2839, decode.loss_mask: 0.5151, decode.loss_dice: 0.7660, decode.d0.loss_cls: 1.2983, decode.d0.loss_mask: 0.5564, decode.d0.loss_dice: 0.8502, decode.d1.loss_cls: 0.3804, decode.d1.loss_mask: 0.5367, decode.d1.loss_dice: 0.8161, decode.d2.loss_cls: 0.3333, decode.d2.loss_mask: 0.5274, decode.d2.loss_dice: 0.7871, decode.d3.loss_cls: 0.3159, decode.d3.loss_mask: 0.5204, decode.d3.loss_dice: 0.7733, decode.d4.loss_cls: 0.3043, decode.d4.loss_mask: 0.5189, decode.d4.loss_dice: 0.7683, decode.d5.loss_cls: 0.2956, decode.d5.loss_mask: 0.5188, decode.d5.loss_dice: 0.7691, decode.d6.loss_cls: 0.2918, decode.d6.loss_mask: 0.5164, decode.d6.loss_dice: 0.7642, decode.d7.loss_cls: 0.2829, decode.d7.loss_mask: 0.5154, decode.d7.loss_dice: 0.7699, decode.d8.loss_cls: 0.2834, decode.d8.loss_mask: 0.5166, decode.d8.loss_dice: 0.7636, loss: 17.1397, grad_norm: 63.9108 +2023-11-07 00:50:19,811 - mmseg - INFO - Iter [79900/160000] lr: 5.006e-05, eta: 10:39:56, time: 0.449, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2722, decode.loss_mask: 0.5327, decode.loss_dice: 0.7639, decode.d0.loss_cls: 1.2535, decode.d0.loss_mask: 0.5722, decode.d0.loss_dice: 0.8479, decode.d1.loss_cls: 0.3627, decode.d1.loss_mask: 0.5554, decode.d1.loss_dice: 0.8162, decode.d2.loss_cls: 0.3201, decode.d2.loss_mask: 0.5400, decode.d2.loss_dice: 0.7916, decode.d3.loss_cls: 0.2980, decode.d3.loss_mask: 0.5328, decode.d3.loss_dice: 0.7679, decode.d4.loss_cls: 0.2883, decode.d4.loss_mask: 0.5317, decode.d4.loss_dice: 0.7663, decode.d5.loss_cls: 0.2828, decode.d5.loss_mask: 0.5324, decode.d5.loss_dice: 0.7650, decode.d6.loss_cls: 0.2808, decode.d6.loss_mask: 0.5318, decode.d6.loss_dice: 0.7647, decode.d7.loss_cls: 0.2708, decode.d7.loss_mask: 0.5308, decode.d7.loss_dice: 0.7648, decode.d8.loss_cls: 0.2707, decode.d8.loss_mask: 0.5306, decode.d8.loss_dice: 0.7630, loss: 17.1015, grad_norm: 67.8182 +2023-11-07 00:50:42,511 - mmseg - INFO - Iter [79950/160000] lr: 5.003e-05, eta: 10:39:30, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2975, decode.loss_mask: 0.5199, decode.loss_dice: 0.7822, decode.d0.loss_cls: 1.3128, decode.d0.loss_mask: 0.5542, decode.d0.loss_dice: 0.8719, decode.d1.loss_cls: 0.3989, decode.d1.loss_mask: 0.5439, decode.d1.loss_dice: 0.8372, decode.d2.loss_cls: 0.3485, decode.d2.loss_mask: 0.5303, decode.d2.loss_dice: 0.8085, decode.d3.loss_cls: 0.3309, decode.d3.loss_mask: 0.5231, decode.d3.loss_dice: 0.7868, decode.d4.loss_cls: 0.3142, decode.d4.loss_mask: 0.5214, decode.d4.loss_dice: 0.7866, decode.d5.loss_cls: 0.3079, decode.d5.loss_mask: 0.5219, decode.d5.loss_dice: 0.7893, decode.d6.loss_cls: 0.3049, decode.d6.loss_mask: 0.5189, decode.d6.loss_dice: 0.7878, decode.d7.loss_cls: 0.2997, decode.d7.loss_mask: 0.5206, decode.d7.loss_dice: 0.7865, decode.d8.loss_cls: 0.2950, decode.d8.loss_mask: 0.5193, decode.d8.loss_dice: 0.7812, loss: 17.5017, grad_norm: 71.6297 +2023-11-07 00:51:05,108 - mmseg - INFO - Saving checkpoint at 80000 iterations +2023-11-07 00:51:07,665 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 00:51:07,665 - mmseg - INFO - Iter [80000/160000] lr: 5.000e-05, eta: 10:39:07, time: 0.503, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2702, decode.loss_mask: 0.5079, decode.loss_dice: 0.7660, decode.d0.loss_cls: 1.2643, decode.d0.loss_mask: 0.5455, decode.d0.loss_dice: 0.8411, decode.d1.loss_cls: 0.3660, decode.d1.loss_mask: 0.5286, decode.d1.loss_dice: 0.8099, decode.d2.loss_cls: 0.3172, decode.d2.loss_mask: 0.5173, decode.d2.loss_dice: 0.7933, decode.d3.loss_cls: 0.3038, decode.d3.loss_mask: 0.5093, decode.d3.loss_dice: 0.7753, decode.d4.loss_cls: 0.2914, decode.d4.loss_mask: 0.5081, decode.d4.loss_dice: 0.7750, decode.d5.loss_cls: 0.2822, decode.d5.loss_mask: 0.5097, decode.d5.loss_dice: 0.7736, decode.d6.loss_cls: 0.2802, decode.d6.loss_mask: 0.5097, decode.d6.loss_dice: 0.7715, decode.d7.loss_cls: 0.2729, decode.d7.loss_mask: 0.5098, decode.d7.loss_dice: 0.7707, decode.d8.loss_cls: 0.2792, decode.d8.loss_mask: 0.5080, decode.d8.loss_dice: 0.7707, loss: 16.9285, grad_norm: 57.3116 +2023-11-07 00:51:27,313 - mmseg - INFO - per class results: +2023-11-07 00:51:27,318 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.59 | 87.02 | +| building | 82.78 | 92.91 | +| sky | 94.73 | 97.32 | +| floor | 83.47 | 90.7 | +| tree | 75.37 | 86.95 | +| ceiling | 84.74 | 92.62 | +| road | 84.0 | 89.29 | +| bed | 90.54 | 95.54 | +| windowpane | 64.93 | 80.26 | +| grass | 68.43 | 80.95 | +| cabinet | 60.96 | 72.36 | +| sidewalk | 64.69 | 86.12 | +| person | 84.79 | 92.06 | +| earth | 41.46 | 58.96 | +| door | 51.64 | 70.15 | +| table | 63.39 | 79.8 | +| mountain | 60.15 | 77.31 | +| plant | 51.55 | 66.22 | +| curtain | 77.64 | 86.74 | +| chair | 62.29 | 73.03 | +| car | 85.93 | 92.7 | +| water | 50.89 | 67.21 | +| painting | 73.73 | 87.61 | +| sofa | 68.5 | 80.91 | +| shelf | 38.16 | 52.76 | +| house | 45.28 | 62.75 | +| sea | 50.92 | 77.24 | +| mirror | 70.2 | 81.76 | +| rug | 65.98 | 79.32 | +| field | 36.46 | 50.27 | +| armchair | 45.95 | 72.36 | +| seat | 66.92 | 85.52 | +| fence | 46.0 | 62.02 | +| desk | 55.89 | 72.3 | +| rock | 49.14 | 73.42 | +| wardrobe | 48.11 | 62.49 | +| lamp | 71.94 | 82.64 | +| bathtub | 77.94 | 86.33 | +| railing | 37.0 | 52.34 | +| cushion | 60.14 | 78.02 | +| base | 31.76 | 50.08 | +| box | 27.68 | 36.78 | +| column | 51.43 | 70.23 | +| signboard | 39.04 | 58.13 | +| chest of drawers | 31.36 | 71.17 | +| counter | 41.01 | 48.96 | +| sand | 42.9 | 46.51 | +| sink | 77.07 | 85.33 | +| skyscraper | 35.61 | 42.76 | +| fireplace | 74.61 | 90.25 | +| refrigerator | 77.98 | 90.6 | +| grandstand | 46.15 | 60.11 | +| path | 16.67 | 23.89 | +| stairs | 20.35 | 26.67 | +| runway | 74.28 | 94.41 | +| case | 56.14 | 80.61 | +| pool table | 94.69 | 97.41 | +| pillow | 56.81 | 65.88 | +| screen door | 74.58 | 88.38 | +| stairway | 27.48 | 51.39 | +| river | 20.54 | 26.78 | +| bridge | 77.01 | 89.14 | +| bookcase | 31.94 | 55.7 | +| blind | 42.96 | 50.16 | +| coffee table | 59.15 | 87.18 | +| toilet | 88.7 | 91.41 | +| flower | 37.54 | 59.74 | +| book | 51.87 | 67.94 | +| hill | 7.47 | 12.38 | +| bench | 47.64 | 59.71 | +| countertop | 62.63 | 78.33 | +| stove | 85.17 | 91.78 | +| palm | 53.68 | 75.61 | +| kitchen island | 38.81 | 84.97 | +| computer | 73.52 | 79.46 | +| swivel chair | 52.32 | 70.62 | +| boat | 38.44 | 54.69 | +| bar | 51.59 | 64.77 | +| arcade machine | 64.42 | 71.12 | +| hovel | 7.04 | 7.1 | +| bus | 91.97 | 95.48 | +| towel | 57.13 | 77.68 | +| light | 62.98 | 73.93 | +| truck | 38.65 | 51.76 | +| tower | 27.23 | 53.51 | +| chandelier | 69.01 | 81.71 | +| awning | 33.79 | 46.34 | +| streetlight | 39.26 | 57.65 | +| booth | 56.79 | 86.63 | +| television receiver | 63.45 | 81.12 | +| airplane | 64.4 | 71.57 | +| dirt track | 8.42 | 30.59 | +| apparel | 34.55 | 55.53 | +| pole | 31.01 | 54.25 | +| land | 0.36 | 0.4 | +| bannister | 17.63 | 33.79 | +| escalator | 27.56 | 29.77 | +| ottoman | 46.88 | 66.22 | +| bottle | 27.88 | 34.59 | +| buffet | 40.9 | 54.8 | +| poster | 28.63 | 34.92 | +| stage | 19.36 | 34.14 | +| van | 47.6 | 70.75 | +| ship | 52.69 | 77.28 | +| fountain | 20.58 | 21.85 | +| conveyer belt | 50.53 | 73.38 | +| canopy | 19.85 | 22.61 | +| washer | 57.97 | 73.41 | +| plaything | 24.05 | 34.39 | +| swimming pool | 51.75 | 68.59 | +| stool | 38.06 | 74.82 | +| barrel | 61.5 | 74.91 | +| basket | 40.11 | 54.44 | +| waterfall | 48.25 | 56.28 | +| tent | 78.76 | 98.53 | +| bag | 21.2 | 33.19 | +| minibike | 75.03 | 88.67 | +| cradle | 77.7 | 97.45 | +| oven | 23.71 | 70.82 | +| ball | 12.14 | 13.01 | +| food | 66.36 | 75.39 | +| step | 10.51 | 15.18 | +| tank | 47.95 | 51.32 | +| trade name | 20.4 | 25.66 | +| microwave | 37.22 | 40.73 | +| pot | 52.52 | 64.61 | +| animal | 71.26 | 77.84 | +| bicycle | 61.92 | 78.47 | +| lake | 4.47 | 6.38 | +| dishwasher | 69.24 | 80.01 | +| screen | 58.09 | 87.68 | +| blanket | 9.81 | 12.85 | +| sculpture | 63.75 | 86.83 | +| hood | 84.33 | 94.19 | +| sconce | 48.08 | 67.87 | +| vase | 47.58 | 70.92 | +| traffic light | 44.73 | 65.35 | +| tray | 18.19 | 35.79 | +| ashcan | 45.73 | 76.0 | +| fan | 72.95 | 82.18 | +| pier | 22.31 | 27.1 | +| crt screen | 3.99 | 13.86 | +| plate | 60.5 | 72.76 | +| monitor | 13.51 | 19.21 | +| bulletin board | 29.84 | 56.8 | +| shower | 13.74 | 21.65 | +| radiator | 61.46 | 69.48 | +| glass | 22.35 | 23.99 | +| clock | 52.94 | 66.18 | +| flag | 47.13 | 54.25 | ++---------------------+-------+-------+ +2023-11-07 00:51:27,318 - mmseg - INFO - Summary: +2023-11-07 00:51:27,318 - mmseg - INFO - ++-------+------+-------+ +| aAcc | mIoU | mAcc | ++-------+------+-------+ +| 83.75 | 50.1 | 64.04 | ++-------+------+-------+ +2023-11-07 00:51:27,319 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 00:51:27,319 - mmseg - INFO - Iter(val) [250] aAcc: 0.8375, mIoU: 0.5010, mAcc: 0.6404, IoU.wall: 0.7959, IoU.building: 0.8278, IoU.sky: 0.9473, IoU.floor: 0.8347, IoU.tree: 0.7537, IoU.ceiling: 0.8474, IoU.road: 0.8400, IoU.bed : 0.9054, IoU.windowpane: 0.6493, IoU.grass: 0.6843, IoU.cabinet: 0.6096, IoU.sidewalk: 0.6469, IoU.person: 0.8479, IoU.earth: 0.4146, IoU.door: 0.5164, IoU.table: 0.6339, IoU.mountain: 0.6015, IoU.plant: 0.5155, IoU.curtain: 0.7764, IoU.chair: 0.6229, IoU.car: 0.8593, IoU.water: 0.5089, IoU.painting: 0.7373, IoU.sofa: 0.6850, IoU.shelf: 0.3816, IoU.house: 0.4528, IoU.sea: 0.5092, IoU.mirror: 0.7020, IoU.rug: 0.6598, IoU.field: 0.3646, IoU.armchair: 0.4595, IoU.seat: 0.6692, IoU.fence: 0.4600, IoU.desk: 0.5589, IoU.rock: 0.4914, IoU.wardrobe: 0.4811, IoU.lamp: 0.7194, IoU.bathtub: 0.7794, IoU.railing: 0.3700, IoU.cushion: 0.6014, IoU.base: 0.3176, IoU.box: 0.2768, IoU.column: 0.5143, IoU.signboard: 0.3904, IoU.chest of drawers: 0.3136, IoU.counter: 0.4101, IoU.sand: 0.4290, IoU.sink: 0.7707, IoU.skyscraper: 0.3561, IoU.fireplace: 0.7461, IoU.refrigerator: 0.7798, IoU.grandstand: 0.4615, IoU.path: 0.1667, IoU.stairs: 0.2035, IoU.runway: 0.7428, IoU.case: 0.5614, IoU.pool table: 0.9469, IoU.pillow: 0.5681, IoU.screen door: 0.7458, IoU.stairway: 0.2748, IoU.river: 0.2054, IoU.bridge: 0.7701, IoU.bookcase: 0.3194, IoU.blind: 0.4296, IoU.coffee table: 0.5915, IoU.toilet: 0.8870, IoU.flower: 0.3754, IoU.book: 0.5187, IoU.hill: 0.0747, IoU.bench: 0.4764, IoU.countertop: 0.6263, IoU.stove: 0.8517, IoU.palm: 0.5368, IoU.kitchen island: 0.3881, IoU.computer: 0.7352, IoU.swivel chair: 0.5232, IoU.boat: 0.3844, IoU.bar: 0.5159, IoU.arcade machine: 0.6442, IoU.hovel: 0.0704, IoU.bus: 0.9197, IoU.towel: 0.5713, IoU.light: 0.6298, IoU.truck: 0.3865, IoU.tower: 0.2723, IoU.chandelier: 0.6901, IoU.awning: 0.3379, IoU.streetlight: 0.3926, IoU.booth: 0.5679, IoU.television receiver: 0.6345, IoU.airplane: 0.6440, IoU.dirt track: 0.0842, IoU.apparel: 0.3455, IoU.pole: 0.3101, IoU.land: 0.0036, IoU.bannister: 0.1763, IoU.escalator: 0.2756, IoU.ottoman: 0.4688, IoU.bottle: 0.2788, IoU.buffet: 0.4090, IoU.poster: 0.2863, IoU.stage: 0.1936, IoU.van: 0.4760, IoU.ship: 0.5269, IoU.fountain: 0.2058, IoU.conveyer belt: 0.5053, IoU.canopy: 0.1985, IoU.washer: 0.5797, IoU.plaything: 0.2405, IoU.swimming pool: 0.5175, IoU.stool: 0.3806, IoU.barrel: 0.6150, IoU.basket: 0.4011, IoU.waterfall: 0.4825, IoU.tent: 0.7876, IoU.bag: 0.2120, IoU.minibike: 0.7503, IoU.cradle: 0.7770, IoU.oven: 0.2371, IoU.ball: 0.1214, IoU.food: 0.6636, IoU.step: 0.1051, IoU.tank: 0.4795, IoU.trade name: 0.2040, IoU.microwave: 0.3722, IoU.pot: 0.5252, IoU.animal: 0.7126, IoU.bicycle: 0.6192, IoU.lake: 0.0447, IoU.dishwasher: 0.6924, IoU.screen: 0.5809, IoU.blanket: 0.0981, IoU.sculpture: 0.6375, IoU.hood: 0.8433, IoU.sconce: 0.4808, IoU.vase: 0.4758, IoU.traffic light: 0.4473, IoU.tray: 0.1819, IoU.ashcan: 0.4573, IoU.fan: 0.7295, IoU.pier: 0.2231, IoU.crt screen: 0.0399, IoU.plate: 0.6050, IoU.monitor: 0.1351, IoU.bulletin board: 0.2984, IoU.shower: 0.1374, IoU.radiator: 0.6146, IoU.glass: 0.2235, IoU.clock: 0.5294, IoU.flag: 0.4713, Acc.wall: 0.8702, Acc.building: 0.9291, Acc.sky: 0.9732, Acc.floor: 0.9070, Acc.tree: 0.8695, Acc.ceiling: 0.9262, Acc.road: 0.8929, Acc.bed : 0.9554, Acc.windowpane: 0.8026, Acc.grass: 0.8095, Acc.cabinet: 0.7236, Acc.sidewalk: 0.8612, Acc.person: 0.9206, Acc.earth: 0.5896, Acc.door: 0.7015, Acc.table: 0.7980, Acc.mountain: 0.7731, Acc.plant: 0.6622, Acc.curtain: 0.8674, Acc.chair: 0.7303, Acc.car: 0.9270, Acc.water: 0.6721, Acc.painting: 0.8761, Acc.sofa: 0.8091, Acc.shelf: 0.5276, Acc.house: 0.6275, Acc.sea: 0.7724, Acc.mirror: 0.8176, Acc.rug: 0.7932, Acc.field: 0.5027, Acc.armchair: 0.7236, Acc.seat: 0.8552, Acc.fence: 0.6202, Acc.desk: 0.7230, Acc.rock: 0.7342, Acc.wardrobe: 0.6249, Acc.lamp: 0.8264, Acc.bathtub: 0.8633, Acc.railing: 0.5234, Acc.cushion: 0.7802, Acc.base: 0.5008, Acc.box: 0.3678, Acc.column: 0.7023, Acc.signboard: 0.5813, Acc.chest of drawers: 0.7117, Acc.counter: 0.4896, Acc.sand: 0.4651, Acc.sink: 0.8533, Acc.skyscraper: 0.4276, Acc.fireplace: 0.9025, Acc.refrigerator: 0.9060, Acc.grandstand: 0.6011, Acc.path: 0.2389, Acc.stairs: 0.2667, Acc.runway: 0.9441, Acc.case: 0.8061, Acc.pool table: 0.9741, Acc.pillow: 0.6588, Acc.screen door: 0.8838, Acc.stairway: 0.5139, Acc.river: 0.2678, Acc.bridge: 0.8914, Acc.bookcase: 0.5570, Acc.blind: 0.5016, Acc.coffee table: 0.8718, Acc.toilet: 0.9141, Acc.flower: 0.5974, Acc.book: 0.6794, Acc.hill: 0.1238, Acc.bench: 0.5971, Acc.countertop: 0.7833, Acc.stove: 0.9178, Acc.palm: 0.7561, Acc.kitchen island: 0.8497, Acc.computer: 0.7946, Acc.swivel chair: 0.7062, Acc.boat: 0.5469, Acc.bar: 0.6477, Acc.arcade machine: 0.7112, Acc.hovel: 0.0710, Acc.bus: 0.9548, Acc.towel: 0.7768, Acc.light: 0.7393, Acc.truck: 0.5176, Acc.tower: 0.5351, Acc.chandelier: 0.8171, Acc.awning: 0.4634, Acc.streetlight: 0.5765, Acc.booth: 0.8663, Acc.television receiver: 0.8112, Acc.airplane: 0.7157, Acc.dirt track: 0.3059, Acc.apparel: 0.5553, Acc.pole: 0.5425, Acc.land: 0.0040, Acc.bannister: 0.3379, Acc.escalator: 0.2977, Acc.ottoman: 0.6622, Acc.bottle: 0.3459, Acc.buffet: 0.5480, Acc.poster: 0.3492, Acc.stage: 0.3414, Acc.van: 0.7075, Acc.ship: 0.7728, Acc.fountain: 0.2185, Acc.conveyer belt: 0.7338, Acc.canopy: 0.2261, Acc.washer: 0.7341, Acc.plaything: 0.3439, Acc.swimming pool: 0.6859, Acc.stool: 0.7482, Acc.barrel: 0.7491, Acc.basket: 0.5444, Acc.waterfall: 0.5628, Acc.tent: 0.9853, Acc.bag: 0.3319, Acc.minibike: 0.8867, Acc.cradle: 0.9745, Acc.oven: 0.7082, Acc.ball: 0.1301, Acc.food: 0.7539, Acc.step: 0.1518, Acc.tank: 0.5132, Acc.trade name: 0.2566, Acc.microwave: 0.4073, Acc.pot: 0.6461, Acc.animal: 0.7784, Acc.bicycle: 0.7847, Acc.lake: 0.0638, Acc.dishwasher: 0.8001, Acc.screen: 0.8768, Acc.blanket: 0.1285, Acc.sculpture: 0.8683, Acc.hood: 0.9419, Acc.sconce: 0.6787, Acc.vase: 0.7092, Acc.traffic light: 0.6535, Acc.tray: 0.3579, Acc.ashcan: 0.7600, Acc.fan: 0.8218, Acc.pier: 0.2710, Acc.crt screen: 0.1386, Acc.plate: 0.7276, Acc.monitor: 0.1921, Acc.bulletin board: 0.5680, Acc.shower: 0.2165, Acc.radiator: 0.6948, Acc.glass: 0.2399, Acc.clock: 0.6618, Acc.flag: 0.5425 +2023-11-07 00:51:49,866 - mmseg - INFO - Iter [80050/160000] lr: 4.997e-05, eta: 10:39:02, time: 0.844, data_time: 0.406, memory: 39436, decode.loss_cls: 0.3046, decode.loss_mask: 0.5370, decode.loss_dice: 0.7963, decode.d0.loss_cls: 1.3160, decode.d0.loss_mask: 0.5720, decode.d0.loss_dice: 0.8815, decode.d1.loss_cls: 0.4035, decode.d1.loss_mask: 0.5567, decode.d1.loss_dice: 0.8465, decode.d2.loss_cls: 0.3616, decode.d2.loss_mask: 0.5414, decode.d2.loss_dice: 0.8246, decode.d3.loss_cls: 0.3345, decode.d3.loss_mask: 0.5379, decode.d3.loss_dice: 0.8047, decode.d4.loss_cls: 0.3235, decode.d4.loss_mask: 0.5376, decode.d4.loss_dice: 0.8023, decode.d5.loss_cls: 0.3268, decode.d5.loss_mask: 0.5356, decode.d5.loss_dice: 0.7992, decode.d6.loss_cls: 0.3136, decode.d6.loss_mask: 0.5352, decode.d6.loss_dice: 0.7999, decode.d7.loss_cls: 0.3076, decode.d7.loss_mask: 0.5344, decode.d7.loss_dice: 0.7953, decode.d8.loss_cls: 0.3047, decode.d8.loss_mask: 0.5370, decode.d8.loss_dice: 0.7998, loss: 17.8712, grad_norm: 70.6489 +2023-11-07 00:52:12,392 - mmseg - INFO - Iter [80100/160000] lr: 4.994e-05, eta: 10:38:36, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2748, decode.loss_mask: 0.5368, decode.loss_dice: 0.7793, decode.d0.loss_cls: 1.3012, decode.d0.loss_mask: 0.5808, decode.d0.loss_dice: 0.8668, decode.d1.loss_cls: 0.3664, decode.d1.loss_mask: 0.5586, decode.d1.loss_dice: 0.8242, decode.d2.loss_cls: 0.3187, decode.d2.loss_mask: 0.5446, decode.d2.loss_dice: 0.7967, decode.d3.loss_cls: 0.2976, decode.d3.loss_mask: 0.5434, decode.d3.loss_dice: 0.7852, decode.d4.loss_cls: 0.2885, decode.d4.loss_mask: 0.5396, decode.d4.loss_dice: 0.7834, decode.d5.loss_cls: 0.2852, decode.d5.loss_mask: 0.5380, decode.d5.loss_dice: 0.7819, decode.d6.loss_cls: 0.2795, decode.d6.loss_mask: 0.5401, decode.d6.loss_dice: 0.7788, decode.d7.loss_cls: 0.2731, decode.d7.loss_mask: 0.5380, decode.d7.loss_dice: 0.7801, decode.d8.loss_cls: 0.2739, decode.d8.loss_mask: 0.5374, decode.d8.loss_dice: 0.7841, loss: 17.3767, grad_norm: 64.1342 +2023-11-07 00:52:35,163 - mmseg - INFO - Iter [80150/160000] lr: 4.991e-05, eta: 10:38:11, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2900, decode.loss_mask: 0.5106, decode.loss_dice: 0.7699, decode.d0.loss_cls: 1.2971, decode.d0.loss_mask: 0.5477, decode.d0.loss_dice: 0.8651, decode.d1.loss_cls: 0.3840, decode.d1.loss_mask: 0.5320, decode.d1.loss_dice: 0.8222, decode.d2.loss_cls: 0.3342, decode.d2.loss_mask: 0.5223, decode.d2.loss_dice: 0.7942, decode.d3.loss_cls: 0.3206, decode.d3.loss_mask: 0.5120, decode.d3.loss_dice: 0.7778, decode.d4.loss_cls: 0.3055, decode.d4.loss_mask: 0.5107, decode.d4.loss_dice: 0.7767, decode.d5.loss_cls: 0.2987, decode.d5.loss_mask: 0.5094, decode.d5.loss_dice: 0.7757, decode.d6.loss_cls: 0.2928, decode.d6.loss_mask: 0.5104, decode.d6.loss_dice: 0.7742, decode.d7.loss_cls: 0.2909, decode.d7.loss_mask: 0.5120, decode.d7.loss_dice: 0.7739, decode.d8.loss_cls: 0.2866, decode.d8.loss_mask: 0.5117, decode.d8.loss_dice: 0.7740, loss: 17.1828, grad_norm: 57.2527 +2023-11-07 00:52:58,032 - mmseg - INFO - Iter [80200/160000] lr: 4.988e-05, eta: 10:37:46, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3084, decode.loss_mask: 0.5217, decode.loss_dice: 0.7926, decode.d0.loss_cls: 1.2998, decode.d0.loss_mask: 0.5587, decode.d0.loss_dice: 0.8853, decode.d1.loss_cls: 0.4050, decode.d1.loss_mask: 0.5406, decode.d1.loss_dice: 0.8469, decode.d2.loss_cls: 0.3608, decode.d2.loss_mask: 0.5294, decode.d2.loss_dice: 0.8174, decode.d3.loss_cls: 0.3378, decode.d3.loss_mask: 0.5247, decode.d3.loss_dice: 0.7960, decode.d4.loss_cls: 0.3250, decode.d4.loss_mask: 0.5234, decode.d4.loss_dice: 0.7945, decode.d5.loss_cls: 0.3192, decode.d5.loss_mask: 0.5222, decode.d5.loss_dice: 0.7969, decode.d6.loss_cls: 0.3100, decode.d6.loss_mask: 0.5214, decode.d6.loss_dice: 0.7928, decode.d7.loss_cls: 0.3072, decode.d7.loss_mask: 0.5208, decode.d7.loss_dice: 0.7925, decode.d8.loss_cls: 0.3042, decode.d8.loss_mask: 0.5207, decode.d8.loss_dice: 0.7924, loss: 17.6683, grad_norm: 65.7094 +2023-11-07 00:53:20,675 - mmseg - INFO - Iter [80250/160000] lr: 4.984e-05, eta: 10:37:21, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2865, decode.loss_mask: 0.5156, decode.loss_dice: 0.7681, decode.d0.loss_cls: 1.2960, decode.d0.loss_mask: 0.5542, decode.d0.loss_dice: 0.8488, decode.d1.loss_cls: 0.3823, decode.d1.loss_mask: 0.5373, decode.d1.loss_dice: 0.8146, decode.d2.loss_cls: 0.3366, decode.d2.loss_mask: 0.5245, decode.d2.loss_dice: 0.7918, decode.d3.loss_cls: 0.3202, decode.d3.loss_mask: 0.5204, decode.d3.loss_dice: 0.7740, decode.d4.loss_cls: 0.3110, decode.d4.loss_mask: 0.5145, decode.d4.loss_dice: 0.7661, decode.d5.loss_cls: 0.3003, decode.d5.loss_mask: 0.5151, decode.d5.loss_dice: 0.7731, decode.d6.loss_cls: 0.2964, decode.d6.loss_mask: 0.5145, decode.d6.loss_dice: 0.7668, decode.d7.loss_cls: 0.2955, decode.d7.loss_mask: 0.5151, decode.d7.loss_dice: 0.7665, decode.d8.loss_cls: 0.2923, decode.d8.loss_mask: 0.5155, decode.d8.loss_dice: 0.7707, loss: 17.1842, grad_norm: 65.2465 +2023-11-07 00:53:43,757 - mmseg - INFO - Iter [80300/160000] lr: 4.981e-05, eta: 10:36:56, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2831, decode.loss_mask: 0.5283, decode.loss_dice: 0.7684, decode.d0.loss_cls: 1.2649, decode.d0.loss_mask: 0.5671, decode.d0.loss_dice: 0.8474, decode.d1.loss_cls: 0.3705, decode.d1.loss_mask: 0.5464, decode.d1.loss_dice: 0.8233, decode.d2.loss_cls: 0.3262, decode.d2.loss_mask: 0.5372, decode.d2.loss_dice: 0.7915, decode.d3.loss_cls: 0.3107, decode.d3.loss_mask: 0.5291, decode.d3.loss_dice: 0.7715, decode.d4.loss_cls: 0.3002, decode.d4.loss_mask: 0.5303, decode.d4.loss_dice: 0.7685, decode.d5.loss_cls: 0.2957, decode.d5.loss_mask: 0.5292, decode.d5.loss_dice: 0.7688, decode.d6.loss_cls: 0.2982, decode.d6.loss_mask: 0.5289, decode.d6.loss_dice: 0.7674, decode.d7.loss_cls: 0.2905, decode.d7.loss_mask: 0.5312, decode.d7.loss_dice: 0.7707, decode.d8.loss_cls: 0.2853, decode.d8.loss_mask: 0.5283, decode.d8.loss_dice: 0.7710, loss: 17.2296, grad_norm: 73.9887 +2023-11-07 00:54:06,336 - mmseg - INFO - Iter [80350/160000] lr: 4.978e-05, eta: 10:36:31, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2621, decode.loss_mask: 0.5249, decode.loss_dice: 0.7577, decode.d0.loss_cls: 1.2882, decode.d0.loss_mask: 0.5686, decode.d0.loss_dice: 0.8388, decode.d1.loss_cls: 0.3567, decode.d1.loss_mask: 0.5478, decode.d1.loss_dice: 0.8092, decode.d2.loss_cls: 0.3169, decode.d2.loss_mask: 0.5332, decode.d2.loss_dice: 0.7830, decode.d3.loss_cls: 0.2941, decode.d3.loss_mask: 0.5267, decode.d3.loss_dice: 0.7666, decode.d4.loss_cls: 0.2769, decode.d4.loss_mask: 0.5275, decode.d4.loss_dice: 0.7688, decode.d5.loss_cls: 0.2734, decode.d5.loss_mask: 0.5266, decode.d5.loss_dice: 0.7682, decode.d6.loss_cls: 0.2679, decode.d6.loss_mask: 0.5271, decode.d6.loss_dice: 0.7605, decode.d7.loss_cls: 0.2706, decode.d7.loss_mask: 0.5266, decode.d7.loss_dice: 0.7628, decode.d8.loss_cls: 0.2618, decode.d8.loss_mask: 0.5262, decode.d8.loss_dice: 0.7631, loss: 16.9827, grad_norm: 63.0191 +2023-11-07 00:54:28,825 - mmseg - INFO - Iter [80400/160000] lr: 4.975e-05, eta: 10:36:05, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3083, decode.loss_mask: 0.5241, decode.loss_dice: 0.7809, decode.d0.loss_cls: 1.3024, decode.d0.loss_mask: 0.5725, decode.d0.loss_dice: 0.8702, decode.d1.loss_cls: 0.3970, decode.d1.loss_mask: 0.5527, decode.d1.loss_dice: 0.8366, decode.d2.loss_cls: 0.3549, decode.d2.loss_mask: 0.5357, decode.d2.loss_dice: 0.8065, decode.d3.loss_cls: 0.3347, decode.d3.loss_mask: 0.5319, decode.d3.loss_dice: 0.7891, decode.d4.loss_cls: 0.3242, decode.d4.loss_mask: 0.5300, decode.d4.loss_dice: 0.7869, decode.d5.loss_cls: 0.3171, decode.d5.loss_mask: 0.5288, decode.d5.loss_dice: 0.7892, decode.d6.loss_cls: 0.3175, decode.d6.loss_mask: 0.5271, decode.d6.loss_dice: 0.7845, decode.d7.loss_cls: 0.3105, decode.d7.loss_mask: 0.5281, decode.d7.loss_dice: 0.7833, decode.d8.loss_cls: 0.3073, decode.d8.loss_mask: 0.5286, decode.d8.loss_dice: 0.7838, loss: 17.6443, grad_norm: 64.0265 +2023-11-07 00:54:51,310 - mmseg - INFO - Iter [80450/160000] lr: 4.972e-05, eta: 10:35:40, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2966, decode.loss_mask: 0.5573, decode.loss_dice: 0.7950, decode.d0.loss_cls: 1.2865, decode.d0.loss_mask: 0.5998, decode.d0.loss_dice: 0.8801, decode.d1.loss_cls: 0.3835, decode.d1.loss_mask: 0.5792, decode.d1.loss_dice: 0.8439, decode.d2.loss_cls: 0.3426, decode.d2.loss_mask: 0.5629, decode.d2.loss_dice: 0.8207, decode.d3.loss_cls: 0.3301, decode.d3.loss_mask: 0.5585, decode.d3.loss_dice: 0.8015, decode.d4.loss_cls: 0.3151, decode.d4.loss_mask: 0.5598, decode.d4.loss_dice: 0.8030, decode.d5.loss_cls: 0.3092, decode.d5.loss_mask: 0.5586, decode.d5.loss_dice: 0.8029, decode.d6.loss_cls: 0.3065, decode.d6.loss_mask: 0.5572, decode.d6.loss_dice: 0.7993, decode.d7.loss_cls: 0.3026, decode.d7.loss_mask: 0.5564, decode.d7.loss_dice: 0.8008, decode.d8.loss_cls: 0.2974, decode.d8.loss_mask: 0.5581, decode.d8.loss_dice: 0.7977, loss: 17.9630, grad_norm: 70.2487 +2023-11-07 00:55:13,837 - mmseg - INFO - Iter [80500/160000] lr: 4.969e-05, eta: 10:35:14, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3089, decode.loss_mask: 0.5208, decode.loss_dice: 0.7839, decode.d0.loss_cls: 1.3198, decode.d0.loss_mask: 0.5604, decode.d0.loss_dice: 0.8720, decode.d1.loss_cls: 0.3916, decode.d1.loss_mask: 0.5407, decode.d1.loss_dice: 0.8439, decode.d2.loss_cls: 0.3465, decode.d2.loss_mask: 0.5298, decode.d2.loss_dice: 0.8110, decode.d3.loss_cls: 0.3290, decode.d3.loss_mask: 0.5223, decode.d3.loss_dice: 0.7934, decode.d4.loss_cls: 0.3153, decode.d4.loss_mask: 0.5244, decode.d4.loss_dice: 0.7916, decode.d5.loss_cls: 0.3140, decode.d5.loss_mask: 0.5240, decode.d5.loss_dice: 0.7875, decode.d6.loss_cls: 0.3148, decode.d6.loss_mask: 0.5222, decode.d6.loss_dice: 0.7853, decode.d7.loss_cls: 0.3097, decode.d7.loss_mask: 0.5222, decode.d7.loss_dice: 0.7865, decode.d8.loss_cls: 0.3075, decode.d8.loss_mask: 0.5213, decode.d8.loss_dice: 0.7882, loss: 17.5882, grad_norm: 65.2506 +2023-11-07 00:55:36,574 - mmseg - INFO - Iter [80550/160000] lr: 4.966e-05, eta: 10:34:49, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2764, decode.loss_mask: 0.5293, decode.loss_dice: 0.7734, decode.d0.loss_cls: 1.2672, decode.d0.loss_mask: 0.5738, decode.d0.loss_dice: 0.8660, decode.d1.loss_cls: 0.3798, decode.d1.loss_mask: 0.5491, decode.d1.loss_dice: 0.8219, decode.d2.loss_cls: 0.3271, decode.d2.loss_mask: 0.5366, decode.d2.loss_dice: 0.7995, decode.d3.loss_cls: 0.3087, decode.d3.loss_mask: 0.5295, decode.d3.loss_dice: 0.7801, decode.d4.loss_cls: 0.2926, decode.d4.loss_mask: 0.5304, decode.d4.loss_dice: 0.7782, decode.d5.loss_cls: 0.2916, decode.d5.loss_mask: 0.5300, decode.d5.loss_dice: 0.7814, decode.d6.loss_cls: 0.2825, decode.d6.loss_mask: 0.5306, decode.d6.loss_dice: 0.7761, decode.d7.loss_cls: 0.2803, decode.d7.loss_mask: 0.5286, decode.d7.loss_dice: 0.7755, decode.d8.loss_cls: 0.2771, decode.d8.loss_mask: 0.5302, decode.d8.loss_dice: 0.7790, loss: 17.2826, grad_norm: 72.0320 +2023-11-07 00:55:59,412 - mmseg - INFO - Iter [80600/160000] lr: 4.963e-05, eta: 10:34:24, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2979, decode.loss_mask: 0.5253, decode.loss_dice: 0.7945, decode.d0.loss_cls: 1.3061, decode.d0.loss_mask: 0.5666, decode.d0.loss_dice: 0.8773, decode.d1.loss_cls: 0.3871, decode.d1.loss_mask: 0.5478, decode.d1.loss_dice: 0.8412, decode.d2.loss_cls: 0.3456, decode.d2.loss_mask: 0.5323, decode.d2.loss_dice: 0.8154, decode.d3.loss_cls: 0.3204, decode.d3.loss_mask: 0.5263, decode.d3.loss_dice: 0.7939, decode.d4.loss_cls: 0.3104, decode.d4.loss_mask: 0.5265, decode.d4.loss_dice: 0.7967, decode.d5.loss_cls: 0.3090, decode.d5.loss_mask: 0.5236, decode.d5.loss_dice: 0.7961, decode.d6.loss_cls: 0.3043, decode.d6.loss_mask: 0.5241, decode.d6.loss_dice: 0.7893, decode.d7.loss_cls: 0.2971, decode.d7.loss_mask: 0.5246, decode.d7.loss_dice: 0.7940, decode.d8.loss_cls: 0.2990, decode.d8.loss_mask: 0.5244, decode.d8.loss_dice: 0.7919, loss: 17.5886, grad_norm: 66.9585 +2023-11-07 00:56:22,072 - mmseg - INFO - Iter [80650/160000] lr: 4.959e-05, eta: 10:33:59, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2682, decode.loss_mask: 0.5182, decode.loss_dice: 0.7544, decode.d0.loss_cls: 1.2449, decode.d0.loss_mask: 0.5565, decode.d0.loss_dice: 0.8356, decode.d1.loss_cls: 0.3554, decode.d1.loss_mask: 0.5368, decode.d1.loss_dice: 0.8009, decode.d2.loss_cls: 0.3165, decode.d2.loss_mask: 0.5237, decode.d2.loss_dice: 0.7775, decode.d3.loss_cls: 0.2952, decode.d3.loss_mask: 0.5201, decode.d3.loss_dice: 0.7617, decode.d4.loss_cls: 0.2843, decode.d4.loss_mask: 0.5183, decode.d4.loss_dice: 0.7637, decode.d5.loss_cls: 0.2784, decode.d5.loss_mask: 0.5186, decode.d5.loss_dice: 0.7606, decode.d6.loss_cls: 0.2738, decode.d6.loss_mask: 0.5196, decode.d6.loss_dice: 0.7571, decode.d7.loss_cls: 0.2750, decode.d7.loss_mask: 0.5186, decode.d7.loss_dice: 0.7585, decode.d8.loss_cls: 0.2697, decode.d8.loss_mask: 0.5171, decode.d8.loss_dice: 0.7598, loss: 16.8385, grad_norm: 61.6223 +2023-11-07 00:56:44,858 - mmseg - INFO - Iter [80700/160000] lr: 4.956e-05, eta: 10:33:34, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2863, decode.loss_mask: 0.5196, decode.loss_dice: 0.7758, decode.d0.loss_cls: 1.2908, decode.d0.loss_mask: 0.5597, decode.d0.loss_dice: 0.8468, decode.d1.loss_cls: 0.3733, decode.d1.loss_mask: 0.5381, decode.d1.loss_dice: 0.8255, decode.d2.loss_cls: 0.3330, decode.d2.loss_mask: 0.5281, decode.d2.loss_dice: 0.8014, decode.d3.loss_cls: 0.3136, decode.d3.loss_mask: 0.5227, decode.d3.loss_dice: 0.7806, decode.d4.loss_cls: 0.2972, decode.d4.loss_mask: 0.5209, decode.d4.loss_dice: 0.7790, decode.d5.loss_cls: 0.3003, decode.d5.loss_mask: 0.5202, decode.d5.loss_dice: 0.7791, decode.d6.loss_cls: 0.2972, decode.d6.loss_mask: 0.5192, decode.d6.loss_dice: 0.7773, decode.d7.loss_cls: 0.2902, decode.d7.loss_mask: 0.5206, decode.d7.loss_dice: 0.7736, decode.d8.loss_cls: 0.2879, decode.d8.loss_mask: 0.5192, decode.d8.loss_dice: 0.7758, loss: 17.2530, grad_norm: 65.5877 +2023-11-07 00:57:07,535 - mmseg - INFO - Iter [80750/160000] lr: 4.953e-05, eta: 10:33:08, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2671, decode.loss_mask: 0.4986, decode.loss_dice: 0.7771, decode.d0.loss_cls: 1.2562, decode.d0.loss_mask: 0.5388, decode.d0.loss_dice: 0.8650, decode.d1.loss_cls: 0.3619, decode.d1.loss_mask: 0.5184, decode.d1.loss_dice: 0.8247, decode.d2.loss_cls: 0.3210, decode.d2.loss_mask: 0.5064, decode.d2.loss_dice: 0.7978, decode.d3.loss_cls: 0.2996, decode.d3.loss_mask: 0.5024, decode.d3.loss_dice: 0.7807, decode.d4.loss_cls: 0.2854, decode.d4.loss_mask: 0.5007, decode.d4.loss_dice: 0.7863, decode.d5.loss_cls: 0.2832, decode.d5.loss_mask: 0.4996, decode.d5.loss_dice: 0.7818, decode.d6.loss_cls: 0.2788, decode.d6.loss_mask: 0.4989, decode.d6.loss_dice: 0.7779, decode.d7.loss_cls: 0.2754, decode.d7.loss_mask: 0.4998, decode.d7.loss_dice: 0.7770, decode.d8.loss_cls: 0.2680, decode.d8.loss_mask: 0.4989, decode.d8.loss_dice: 0.7771, loss: 16.9046, grad_norm: 63.8153 +2023-11-07 00:57:30,301 - mmseg - INFO - Iter [80800/160000] lr: 4.950e-05, eta: 10:32:43, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3061, decode.loss_mask: 0.5329, decode.loss_dice: 0.7921, decode.d0.loss_cls: 1.2711, decode.d0.loss_mask: 0.5761, decode.d0.loss_dice: 0.8738, decode.d1.loss_cls: 0.3910, decode.d1.loss_mask: 0.5600, decode.d1.loss_dice: 0.8515, decode.d2.loss_cls: 0.3449, decode.d2.loss_mask: 0.5437, decode.d2.loss_dice: 0.8192, decode.d3.loss_cls: 0.3291, decode.d3.loss_mask: 0.5371, decode.d3.loss_dice: 0.8015, decode.d4.loss_cls: 0.3181, decode.d4.loss_mask: 0.5365, decode.d4.loss_dice: 0.8065, decode.d5.loss_cls: 0.3166, decode.d5.loss_mask: 0.5333, decode.d5.loss_dice: 0.7968, decode.d6.loss_cls: 0.3088, decode.d6.loss_mask: 0.5338, decode.d6.loss_dice: 0.7965, decode.d7.loss_cls: 0.3092, decode.d7.loss_mask: 0.5338, decode.d7.loss_dice: 0.7934, decode.d8.loss_cls: 0.3089, decode.d8.loss_mask: 0.5325, decode.d8.loss_dice: 0.7949, loss: 17.7499, grad_norm: 63.4324 +2023-11-07 00:57:55,101 - mmseg - INFO - Iter [80850/160000] lr: 4.947e-05, eta: 10:32:20, time: 0.496, data_time: 0.057, memory: 39436, decode.loss_cls: 0.2779, decode.loss_mask: 0.5213, decode.loss_dice: 0.7683, decode.d0.loss_cls: 1.2833, decode.d0.loss_mask: 0.5595, decode.d0.loss_dice: 0.8539, decode.d1.loss_cls: 0.3750, decode.d1.loss_mask: 0.5421, decode.d1.loss_dice: 0.8258, decode.d2.loss_cls: 0.3295, decode.d2.loss_mask: 0.5336, decode.d2.loss_dice: 0.7932, decode.d3.loss_cls: 0.3059, decode.d3.loss_mask: 0.5249, decode.d3.loss_dice: 0.7730, decode.d4.loss_cls: 0.2921, decode.d4.loss_mask: 0.5254, decode.d4.loss_dice: 0.7766, decode.d5.loss_cls: 0.2892, decode.d5.loss_mask: 0.5258, decode.d5.loss_dice: 0.7688, decode.d6.loss_cls: 0.2862, decode.d6.loss_mask: 0.5209, decode.d6.loss_dice: 0.7626, decode.d7.loss_cls: 0.2847, decode.d7.loss_mask: 0.5208, decode.d7.loss_dice: 0.7631, decode.d8.loss_cls: 0.2843, decode.d8.loss_mask: 0.5214, decode.d8.loss_dice: 0.7645, loss: 17.1534, grad_norm: 69.5219 +2023-11-07 00:58:17,593 - mmseg - INFO - Iter [80900/160000] lr: 4.944e-05, eta: 10:31:55, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2830, decode.loss_mask: 0.5257, decode.loss_dice: 0.7718, decode.d0.loss_cls: 1.2792, decode.d0.loss_mask: 0.5695, decode.d0.loss_dice: 0.8625, decode.d1.loss_cls: 0.3692, decode.d1.loss_mask: 0.5533, decode.d1.loss_dice: 0.8281, decode.d2.loss_cls: 0.3257, decode.d2.loss_mask: 0.5380, decode.d2.loss_dice: 0.8063, decode.d3.loss_cls: 0.3110, decode.d3.loss_mask: 0.5305, decode.d3.loss_dice: 0.7827, decode.d4.loss_cls: 0.2948, decode.d4.loss_mask: 0.5276, decode.d4.loss_dice: 0.7808, decode.d5.loss_cls: 0.2939, decode.d5.loss_mask: 0.5276, decode.d5.loss_dice: 0.7821, decode.d6.loss_cls: 0.2866, decode.d6.loss_mask: 0.5255, decode.d6.loss_dice: 0.7750, decode.d7.loss_cls: 0.2841, decode.d7.loss_mask: 0.5275, decode.d7.loss_dice: 0.7775, decode.d8.loss_cls: 0.2809, decode.d8.loss_mask: 0.5261, decode.d8.loss_dice: 0.7775, loss: 17.3040, grad_norm: 69.7652 +2023-11-07 00:58:40,140 - mmseg - INFO - Iter [80950/160000] lr: 4.941e-05, eta: 10:31:29, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2640, decode.loss_mask: 0.5444, decode.loss_dice: 0.7715, decode.d0.loss_cls: 1.2755, decode.d0.loss_mask: 0.5870, decode.d0.loss_dice: 0.8542, decode.d1.loss_cls: 0.3588, decode.d1.loss_mask: 0.5639, decode.d1.loss_dice: 0.8146, decode.d2.loss_cls: 0.3037, decode.d2.loss_mask: 0.5552, decode.d2.loss_dice: 0.7899, decode.d3.loss_cls: 0.2936, decode.d3.loss_mask: 0.5483, decode.d3.loss_dice: 0.7779, decode.d4.loss_cls: 0.2799, decode.d4.loss_mask: 0.5467, decode.d4.loss_dice: 0.7732, decode.d5.loss_cls: 0.2750, decode.d5.loss_mask: 0.5477, decode.d5.loss_dice: 0.7771, decode.d6.loss_cls: 0.2697, decode.d6.loss_mask: 0.5456, decode.d6.loss_dice: 0.7682, decode.d7.loss_cls: 0.2664, decode.d7.loss_mask: 0.5438, decode.d7.loss_dice: 0.7704, decode.d8.loss_cls: 0.2642, decode.d8.loss_mask: 0.5445, decode.d8.loss_dice: 0.7713, loss: 17.2463, grad_norm: 72.2705 +2023-11-07 00:59:02,871 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 00:59:02,871 - mmseg - INFO - Iter [81000/160000] lr: 4.938e-05, eta: 10:31:04, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2829, decode.loss_mask: 0.5263, decode.loss_dice: 0.7520, decode.d0.loss_cls: 1.2786, decode.d0.loss_mask: 0.5639, decode.d0.loss_dice: 0.8433, decode.d1.loss_cls: 0.3715, decode.d1.loss_mask: 0.5449, decode.d1.loss_dice: 0.8082, decode.d2.loss_cls: 0.3275, decode.d2.loss_mask: 0.5382, decode.d2.loss_dice: 0.7775, decode.d3.loss_cls: 0.3142, decode.d3.loss_mask: 0.5289, decode.d3.loss_dice: 0.7615, decode.d4.loss_cls: 0.3011, decode.d4.loss_mask: 0.5280, decode.d4.loss_dice: 0.7538, decode.d5.loss_cls: 0.2951, decode.d5.loss_mask: 0.5255, decode.d5.loss_dice: 0.7558, decode.d6.loss_cls: 0.2911, decode.d6.loss_mask: 0.5237, decode.d6.loss_dice: 0.7516, decode.d7.loss_cls: 0.2821, decode.d7.loss_mask: 0.5253, decode.d7.loss_dice: 0.7538, decode.d8.loss_cls: 0.2822, decode.d8.loss_mask: 0.5261, decode.d8.loss_dice: 0.7548, loss: 17.0693, grad_norm: 64.2750 +2023-11-07 00:59:25,534 - mmseg - INFO - Iter [81050/160000] lr: 4.934e-05, eta: 10:30:39, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2972, decode.loss_mask: 0.5009, decode.loss_dice: 0.7714, decode.d0.loss_cls: 1.2831, decode.d0.loss_mask: 0.5380, decode.d0.loss_dice: 0.8686, decode.d1.loss_cls: 0.3976, decode.d1.loss_mask: 0.5240, decode.d1.loss_dice: 0.8233, decode.d2.loss_cls: 0.3442, decode.d2.loss_mask: 0.5165, decode.d2.loss_dice: 0.8083, decode.d3.loss_cls: 0.3244, decode.d3.loss_mask: 0.5058, decode.d3.loss_dice: 0.7839, decode.d4.loss_cls: 0.3153, decode.d4.loss_mask: 0.5043, decode.d4.loss_dice: 0.7825, decode.d5.loss_cls: 0.3106, decode.d5.loss_mask: 0.5023, decode.d5.loss_dice: 0.7815, decode.d6.loss_cls: 0.3061, decode.d6.loss_mask: 0.5032, decode.d6.loss_dice: 0.7790, decode.d7.loss_cls: 0.2964, decode.d7.loss_mask: 0.5011, decode.d7.loss_dice: 0.7764, decode.d8.loss_cls: 0.2984, decode.d8.loss_mask: 0.5013, decode.d8.loss_dice: 0.7653, loss: 17.2110, grad_norm: 61.1802 +2023-11-07 00:59:48,215 - mmseg - INFO - Iter [81100/160000] lr: 4.931e-05, eta: 10:30:14, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2548, decode.loss_mask: 0.5215, decode.loss_dice: 0.7517, decode.d0.loss_cls: 1.2514, decode.d0.loss_mask: 0.5559, decode.d0.loss_dice: 0.8266, decode.d1.loss_cls: 0.3383, decode.d1.loss_mask: 0.5417, decode.d1.loss_dice: 0.7991, decode.d2.loss_cls: 0.2940, decode.d2.loss_mask: 0.5267, decode.d2.loss_dice: 0.7797, decode.d3.loss_cls: 0.2792, decode.d3.loss_mask: 0.5217, decode.d3.loss_dice: 0.7556, decode.d4.loss_cls: 0.2691, decode.d4.loss_mask: 0.5225, decode.d4.loss_dice: 0.7548, decode.d5.loss_cls: 0.2648, decode.d5.loss_mask: 0.5228, decode.d5.loss_dice: 0.7638, decode.d6.loss_cls: 0.2601, decode.d6.loss_mask: 0.5225, decode.d6.loss_dice: 0.7562, decode.d7.loss_cls: 0.2568, decode.d7.loss_mask: 0.5222, decode.d7.loss_dice: 0.7551, decode.d8.loss_cls: 0.2528, decode.d8.loss_mask: 0.5210, decode.d8.loss_dice: 0.7554, loss: 16.6978, grad_norm: 66.5876 +2023-11-07 01:00:10,991 - mmseg - INFO - Iter [81150/160000] lr: 4.928e-05, eta: 10:29:49, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2917, decode.loss_mask: 0.5134, decode.loss_dice: 0.7761, decode.d0.loss_cls: 1.2900, decode.d0.loss_mask: 0.5497, decode.d0.loss_dice: 0.8625, decode.d1.loss_cls: 0.3924, decode.d1.loss_mask: 0.5324, decode.d1.loss_dice: 0.8294, decode.d2.loss_cls: 0.3446, decode.d2.loss_mask: 0.5185, decode.d2.loss_dice: 0.8036, decode.d3.loss_cls: 0.3247, decode.d3.loss_mask: 0.5157, decode.d3.loss_dice: 0.7870, decode.d4.loss_cls: 0.3079, decode.d4.loss_mask: 0.5151, decode.d4.loss_dice: 0.7885, decode.d5.loss_cls: 0.3022, decode.d5.loss_mask: 0.5110, decode.d5.loss_dice: 0.7875, decode.d6.loss_cls: 0.2981, decode.d6.loss_mask: 0.5114, decode.d6.loss_dice: 0.7758, decode.d7.loss_cls: 0.2945, decode.d7.loss_mask: 0.5110, decode.d7.loss_dice: 0.7834, decode.d8.loss_cls: 0.2926, decode.d8.loss_mask: 0.5134, decode.d8.loss_dice: 0.7813, loss: 17.3052, grad_norm: 67.2983 +2023-11-07 01:00:33,462 - mmseg - INFO - Iter [81200/160000] lr: 4.925e-05, eta: 10:29:23, time: 0.449, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2885, decode.loss_mask: 0.5304, decode.loss_dice: 0.7867, decode.d0.loss_cls: 1.2875, decode.d0.loss_mask: 0.5728, decode.d0.loss_dice: 0.8808, decode.d1.loss_cls: 0.3757, decode.d1.loss_mask: 0.5511, decode.d1.loss_dice: 0.8387, decode.d2.loss_cls: 0.3354, decode.d2.loss_mask: 0.5384, decode.d2.loss_dice: 0.8158, decode.d3.loss_cls: 0.3193, decode.d3.loss_mask: 0.5320, decode.d3.loss_dice: 0.7944, decode.d4.loss_cls: 0.2988, decode.d4.loss_mask: 0.5313, decode.d4.loss_dice: 0.7911, decode.d5.loss_cls: 0.2992, decode.d5.loss_mask: 0.5283, decode.d5.loss_dice: 0.7888, decode.d6.loss_cls: 0.3004, decode.d6.loss_mask: 0.5310, decode.d6.loss_dice: 0.7842, decode.d7.loss_cls: 0.2923, decode.d7.loss_mask: 0.5301, decode.d7.loss_dice: 0.7865, decode.d8.loss_cls: 0.2887, decode.d8.loss_mask: 0.5313, decode.d8.loss_dice: 0.7879, loss: 17.5175, grad_norm: 62.8675 +2023-11-07 01:00:56,033 - mmseg - INFO - Iter [81250/160000] lr: 4.922e-05, eta: 10:28:58, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2874, decode.loss_mask: 0.5048, decode.loss_dice: 0.7590, decode.d0.loss_cls: 1.2937, decode.d0.loss_mask: 0.5491, decode.d0.loss_dice: 0.8411, decode.d1.loss_cls: 0.3763, decode.d1.loss_mask: 0.5312, decode.d1.loss_dice: 0.8132, decode.d2.loss_cls: 0.3315, decode.d2.loss_mask: 0.5189, decode.d2.loss_dice: 0.7837, decode.d3.loss_cls: 0.3115, decode.d3.loss_mask: 0.5104, decode.d3.loss_dice: 0.7700, decode.d4.loss_cls: 0.2976, decode.d4.loss_mask: 0.5113, decode.d4.loss_dice: 0.7678, decode.d5.loss_cls: 0.2927, decode.d5.loss_mask: 0.5094, decode.d5.loss_dice: 0.7660, decode.d6.loss_cls: 0.2917, decode.d6.loss_mask: 0.5073, decode.d6.loss_dice: 0.7604, decode.d7.loss_cls: 0.2887, decode.d7.loss_mask: 0.5051, decode.d7.loss_dice: 0.7606, decode.d8.loss_cls: 0.2868, decode.d8.loss_mask: 0.5062, decode.d8.loss_dice: 0.7641, loss: 16.9975, grad_norm: 60.8496 +2023-11-07 01:01:18,610 - mmseg - INFO - Iter [81300/160000] lr: 4.919e-05, eta: 10:28:33, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2909, decode.loss_mask: 0.5077, decode.loss_dice: 0.7837, decode.d0.loss_cls: 1.2996, decode.d0.loss_mask: 0.5512, decode.d0.loss_dice: 0.8646, decode.d1.loss_cls: 0.3770, decode.d1.loss_mask: 0.5336, decode.d1.loss_dice: 0.8324, decode.d2.loss_cls: 0.3249, decode.d2.loss_mask: 0.5223, decode.d2.loss_dice: 0.8129, decode.d3.loss_cls: 0.3169, decode.d3.loss_mask: 0.5151, decode.d3.loss_dice: 0.7942, decode.d4.loss_cls: 0.3046, decode.d4.loss_mask: 0.5157, decode.d4.loss_dice: 0.7941, decode.d5.loss_cls: 0.2992, decode.d5.loss_mask: 0.5116, decode.d5.loss_dice: 0.7920, decode.d6.loss_cls: 0.2964, decode.d6.loss_mask: 0.5117, decode.d6.loss_dice: 0.7844, decode.d7.loss_cls: 0.2932, decode.d7.loss_mask: 0.5100, decode.d7.loss_dice: 0.7867, decode.d8.loss_cls: 0.2908, decode.d8.loss_mask: 0.5097, decode.d8.loss_dice: 0.7862, loss: 17.3133, grad_norm: 66.2981 +2023-11-07 01:01:41,177 - mmseg - INFO - Iter [81350/160000] lr: 4.916e-05, eta: 10:28:07, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2990, decode.loss_mask: 0.4902, decode.loss_dice: 0.7724, decode.d0.loss_cls: 1.3407, decode.d0.loss_mask: 0.5311, decode.d0.loss_dice: 0.8526, decode.d1.loss_cls: 0.3976, decode.d1.loss_mask: 0.5133, decode.d1.loss_dice: 0.8287, decode.d2.loss_cls: 0.3541, decode.d2.loss_mask: 0.4984, decode.d2.loss_dice: 0.7958, decode.d3.loss_cls: 0.3219, decode.d3.loss_mask: 0.4956, decode.d3.loss_dice: 0.7741, decode.d4.loss_cls: 0.3155, decode.d4.loss_mask: 0.4954, decode.d4.loss_dice: 0.7755, decode.d5.loss_cls: 0.3117, decode.d5.loss_mask: 0.4919, decode.d5.loss_dice: 0.7760, decode.d6.loss_cls: 0.3073, decode.d6.loss_mask: 0.4933, decode.d6.loss_dice: 0.7751, decode.d7.loss_cls: 0.3022, decode.d7.loss_mask: 0.4926, decode.d7.loss_dice: 0.7718, decode.d8.loss_cls: 0.2985, decode.d8.loss_mask: 0.4923, decode.d8.loss_dice: 0.7687, loss: 17.1332, grad_norm: 70.1596 +2023-11-07 01:02:03,818 - mmseg - INFO - Iter [81400/160000] lr: 4.913e-05, eta: 10:27:42, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2703, decode.loss_mask: 0.4992, decode.loss_dice: 0.7672, decode.d0.loss_cls: 1.2615, decode.d0.loss_mask: 0.5455, decode.d0.loss_dice: 0.8447, decode.d1.loss_cls: 0.3645, decode.d1.loss_mask: 0.5185, decode.d1.loss_dice: 0.8162, decode.d2.loss_cls: 0.3182, decode.d2.loss_mask: 0.5073, decode.d2.loss_dice: 0.7906, decode.d3.loss_cls: 0.2987, decode.d3.loss_mask: 0.5058, decode.d3.loss_dice: 0.7694, decode.d4.loss_cls: 0.2879, decode.d4.loss_mask: 0.5037, decode.d4.loss_dice: 0.7699, decode.d5.loss_cls: 0.2779, decode.d5.loss_mask: 0.5029, decode.d5.loss_dice: 0.7724, decode.d6.loss_cls: 0.2796, decode.d6.loss_mask: 0.5015, decode.d6.loss_dice: 0.7675, decode.d7.loss_cls: 0.2741, decode.d7.loss_mask: 0.4992, decode.d7.loss_dice: 0.7666, decode.d8.loss_cls: 0.2758, decode.d8.loss_mask: 0.4983, decode.d8.loss_dice: 0.7716, loss: 16.8267, grad_norm: 60.9035 +2023-11-07 01:02:26,292 - mmseg - INFO - Iter [81450/160000] lr: 4.909e-05, eta: 10:27:17, time: 0.449, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2772, decode.loss_mask: 0.5432, decode.loss_dice: 0.7741, decode.d0.loss_cls: 1.2860, decode.d0.loss_mask: 0.5907, decode.d0.loss_dice: 0.8585, decode.d1.loss_cls: 0.3645, decode.d1.loss_mask: 0.5627, decode.d1.loss_dice: 0.8248, decode.d2.loss_cls: 0.3261, decode.d2.loss_mask: 0.5509, decode.d2.loss_dice: 0.8000, decode.d3.loss_cls: 0.3062, decode.d3.loss_mask: 0.5482, decode.d3.loss_dice: 0.7804, decode.d4.loss_cls: 0.2930, decode.d4.loss_mask: 0.5451, decode.d4.loss_dice: 0.7777, decode.d5.loss_cls: 0.2870, decode.d5.loss_mask: 0.5437, decode.d5.loss_dice: 0.7766, decode.d6.loss_cls: 0.2847, decode.d6.loss_mask: 0.5431, decode.d6.loss_dice: 0.7746, decode.d7.loss_cls: 0.2793, decode.d7.loss_mask: 0.5418, decode.d7.loss_dice: 0.7790, decode.d8.loss_cls: 0.2786, decode.d8.loss_mask: 0.5424, decode.d8.loss_dice: 0.7768, loss: 17.4170, grad_norm: 71.3645 +2023-11-07 01:02:48,963 - mmseg - INFO - Iter [81500/160000] lr: 4.906e-05, eta: 10:26:51, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2876, decode.loss_mask: 0.5246, decode.loss_dice: 0.7767, decode.d0.loss_cls: 1.3022, decode.d0.loss_mask: 0.5629, decode.d0.loss_dice: 0.8634, decode.d1.loss_cls: 0.3822, decode.d1.loss_mask: 0.5438, decode.d1.loss_dice: 0.8284, decode.d2.loss_cls: 0.3268, decode.d2.loss_mask: 0.5339, decode.d2.loss_dice: 0.8097, decode.d3.loss_cls: 0.3075, decode.d3.loss_mask: 0.5297, decode.d3.loss_dice: 0.7854, decode.d4.loss_cls: 0.3008, decode.d4.loss_mask: 0.5281, decode.d4.loss_dice: 0.7798, decode.d5.loss_cls: 0.2924, decode.d5.loss_mask: 0.5291, decode.d5.loss_dice: 0.7805, decode.d6.loss_cls: 0.2854, decode.d6.loss_mask: 0.5306, decode.d6.loss_dice: 0.7770, decode.d7.loss_cls: 0.2860, decode.d7.loss_mask: 0.5289, decode.d7.loss_dice: 0.7766, decode.d8.loss_cls: 0.2845, decode.d8.loss_mask: 0.5273, decode.d8.loss_dice: 0.7744, loss: 17.3463, grad_norm: 65.6264 +2023-11-07 01:03:11,573 - mmseg - INFO - Iter [81550/160000] lr: 4.903e-05, eta: 10:26:26, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2803, decode.loss_mask: 0.5216, decode.loss_dice: 0.7496, decode.d0.loss_cls: 1.2815, decode.d0.loss_mask: 0.5679, decode.d0.loss_dice: 0.8295, decode.d1.loss_cls: 0.3744, decode.d1.loss_mask: 0.5485, decode.d1.loss_dice: 0.8028, decode.d2.loss_cls: 0.3298, decode.d2.loss_mask: 0.5333, decode.d2.loss_dice: 0.7737, decode.d3.loss_cls: 0.3075, decode.d3.loss_mask: 0.5244, decode.d3.loss_dice: 0.7534, decode.d4.loss_cls: 0.2933, decode.d4.loss_mask: 0.5229, decode.d4.loss_dice: 0.7549, decode.d5.loss_cls: 0.2894, decode.d5.loss_mask: 0.5229, decode.d5.loss_dice: 0.7494, decode.d6.loss_cls: 0.2870, decode.d6.loss_mask: 0.5216, decode.d6.loss_dice: 0.7466, decode.d7.loss_cls: 0.2834, decode.d7.loss_mask: 0.5231, decode.d7.loss_dice: 0.7498, decode.d8.loss_cls: 0.2789, decode.d8.loss_mask: 0.5224, decode.d8.loss_dice: 0.7545, loss: 16.9781, grad_norm: 62.0755 +2023-11-07 01:03:34,063 - mmseg - INFO - Iter [81600/160000] lr: 4.900e-05, eta: 10:26:01, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2880, decode.loss_mask: 0.5487, decode.loss_dice: 0.7999, decode.d0.loss_cls: 1.2870, decode.d0.loss_mask: 0.5859, decode.d0.loss_dice: 0.8901, decode.d1.loss_cls: 0.3787, decode.d1.loss_mask: 0.5711, decode.d1.loss_dice: 0.8542, decode.d2.loss_cls: 0.3225, decode.d2.loss_mask: 0.5572, decode.d2.loss_dice: 0.8287, decode.d3.loss_cls: 0.3196, decode.d3.loss_mask: 0.5500, decode.d3.loss_dice: 0.8056, decode.d4.loss_cls: 0.3054, decode.d4.loss_mask: 0.5504, decode.d4.loss_dice: 0.8077, decode.d5.loss_cls: 0.2978, decode.d5.loss_mask: 0.5489, decode.d5.loss_dice: 0.8077, decode.d6.loss_cls: 0.2962, decode.d6.loss_mask: 0.5473, decode.d6.loss_dice: 0.7997, decode.d7.loss_cls: 0.2945, decode.d7.loss_mask: 0.5488, decode.d7.loss_dice: 0.8027, decode.d8.loss_cls: 0.2856, decode.d8.loss_mask: 0.5472, decode.d8.loss_dice: 0.8062, loss: 17.8337, grad_norm: 65.6537 +2023-11-07 01:03:56,606 - mmseg - INFO - Iter [81650/160000] lr: 4.897e-05, eta: 10:25:35, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2812, decode.loss_mask: 0.5207, decode.loss_dice: 0.7925, decode.d0.loss_cls: 1.2913, decode.d0.loss_mask: 0.5613, decode.d0.loss_dice: 0.8761, decode.d1.loss_cls: 0.3824, decode.d1.loss_mask: 0.5422, decode.d1.loss_dice: 0.8412, decode.d2.loss_cls: 0.3345, decode.d2.loss_mask: 0.5294, decode.d2.loss_dice: 0.8198, decode.d3.loss_cls: 0.3101, decode.d3.loss_mask: 0.5183, decode.d3.loss_dice: 0.8017, decode.d4.loss_cls: 0.2977, decode.d4.loss_mask: 0.5191, decode.d4.loss_dice: 0.7977, decode.d5.loss_cls: 0.2953, decode.d5.loss_mask: 0.5204, decode.d5.loss_dice: 0.7942, decode.d6.loss_cls: 0.2972, decode.d6.loss_mask: 0.5215, decode.d6.loss_dice: 0.7922, decode.d7.loss_cls: 0.2892, decode.d7.loss_mask: 0.5218, decode.d7.loss_dice: 0.7948, decode.d8.loss_cls: 0.2814, decode.d8.loss_mask: 0.5224, decode.d8.loss_dice: 0.7956, loss: 17.4432, grad_norm: 66.8397 +2023-11-07 01:04:19,112 - mmseg - INFO - Iter [81700/160000] lr: 4.894e-05, eta: 10:25:10, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3023, decode.loss_mask: 0.5199, decode.loss_dice: 0.7736, decode.d0.loss_cls: 1.2987, decode.d0.loss_mask: 0.5548, decode.d0.loss_dice: 0.8688, decode.d1.loss_cls: 0.3972, decode.d1.loss_mask: 0.5417, decode.d1.loss_dice: 0.8309, decode.d2.loss_cls: 0.3472, decode.d2.loss_mask: 0.5307, decode.d2.loss_dice: 0.8038, decode.d3.loss_cls: 0.3219, decode.d3.loss_mask: 0.5247, decode.d3.loss_dice: 0.7863, decode.d4.loss_cls: 0.3158, decode.d4.loss_mask: 0.5210, decode.d4.loss_dice: 0.7877, decode.d5.loss_cls: 0.3120, decode.d5.loss_mask: 0.5199, decode.d5.loss_dice: 0.7832, decode.d6.loss_cls: 0.3080, decode.d6.loss_mask: 0.5196, decode.d6.loss_dice: 0.7781, decode.d7.loss_cls: 0.3006, decode.d7.loss_mask: 0.5190, decode.d7.loss_dice: 0.7775, decode.d8.loss_cls: 0.3002, decode.d8.loss_mask: 0.5203, decode.d8.loss_dice: 0.7764, loss: 17.4420, grad_norm: 63.0213 +2023-11-07 01:04:41,826 - mmseg - INFO - Iter [81750/160000] lr: 4.891e-05, eta: 10:24:45, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3000, decode.loss_mask: 0.5052, decode.loss_dice: 0.7717, decode.d0.loss_cls: 1.3157, decode.d0.loss_mask: 0.5411, decode.d0.loss_dice: 0.8628, decode.d1.loss_cls: 0.3981, decode.d1.loss_mask: 0.5257, decode.d1.loss_dice: 0.8191, decode.d2.loss_cls: 0.3465, decode.d2.loss_mask: 0.5126, decode.d2.loss_dice: 0.7922, decode.d3.loss_cls: 0.3307, decode.d3.loss_mask: 0.5100, decode.d3.loss_dice: 0.7723, decode.d4.loss_cls: 0.3151, decode.d4.loss_mask: 0.5093, decode.d4.loss_dice: 0.7792, decode.d5.loss_cls: 0.3091, decode.d5.loss_mask: 0.5080, decode.d5.loss_dice: 0.7751, decode.d6.loss_cls: 0.3040, decode.d6.loss_mask: 0.5075, decode.d6.loss_dice: 0.7749, decode.d7.loss_cls: 0.3009, decode.d7.loss_mask: 0.5063, decode.d7.loss_dice: 0.7719, decode.d8.loss_cls: 0.2981, decode.d8.loss_mask: 0.5062, decode.d8.loss_dice: 0.7742, loss: 17.2436, grad_norm: 63.4487 +2023-11-07 01:05:04,393 - mmseg - INFO - Iter [81800/160000] lr: 4.888e-05, eta: 10:24:20, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2847, decode.loss_mask: 0.5167, decode.loss_dice: 0.7816, decode.d0.loss_cls: 1.2866, decode.d0.loss_mask: 0.5554, decode.d0.loss_dice: 0.8725, decode.d1.loss_cls: 0.3764, decode.d1.loss_mask: 0.5343, decode.d1.loss_dice: 0.8290, decode.d2.loss_cls: 0.3387, decode.d2.loss_mask: 0.5203, decode.d2.loss_dice: 0.8079, decode.d3.loss_cls: 0.3149, decode.d3.loss_mask: 0.5161, decode.d3.loss_dice: 0.7878, decode.d4.loss_cls: 0.3014, decode.d4.loss_mask: 0.5172, decode.d4.loss_dice: 0.7870, decode.d5.loss_cls: 0.2981, decode.d5.loss_mask: 0.5107, decode.d5.loss_dice: 0.7899, decode.d6.loss_cls: 0.2914, decode.d6.loss_mask: 0.5126, decode.d6.loss_dice: 0.7817, decode.d7.loss_cls: 0.2853, decode.d7.loss_mask: 0.5150, decode.d7.loss_dice: 0.7836, decode.d8.loss_cls: 0.2863, decode.d8.loss_mask: 0.5149, decode.d8.loss_dice: 0.7842, loss: 17.2824, grad_norm: 63.9303 +2023-11-07 01:05:27,047 - mmseg - INFO - Iter [81850/160000] lr: 4.884e-05, eta: 10:23:55, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3064, decode.loss_mask: 0.5342, decode.loss_dice: 0.7824, decode.d0.loss_cls: 1.3271, decode.d0.loss_mask: 0.5730, decode.d0.loss_dice: 0.8639, decode.d1.loss_cls: 0.4036, decode.d1.loss_mask: 0.5550, decode.d1.loss_dice: 0.8275, decode.d2.loss_cls: 0.3516, decode.d2.loss_mask: 0.5439, decode.d2.loss_dice: 0.8085, decode.d3.loss_cls: 0.3388, decode.d3.loss_mask: 0.5364, decode.d3.loss_dice: 0.7856, decode.d4.loss_cls: 0.3197, decode.d4.loss_mask: 0.5373, decode.d4.loss_dice: 0.7847, decode.d5.loss_cls: 0.3117, decode.d5.loss_mask: 0.5346, decode.d5.loss_dice: 0.7859, decode.d6.loss_cls: 0.3115, decode.d6.loss_mask: 0.5353, decode.d6.loss_dice: 0.7841, decode.d7.loss_cls: 0.3033, decode.d7.loss_mask: 0.5364, decode.d7.loss_dice: 0.7874, decode.d8.loss_cls: 0.3008, decode.d8.loss_mask: 0.5371, decode.d8.loss_dice: 0.7822, loss: 17.6897, grad_norm: 62.0571 +2023-11-07 01:05:49,769 - mmseg - INFO - Iter [81900/160000] lr: 4.881e-05, eta: 10:23:29, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2954, decode.loss_mask: 0.5259, decode.loss_dice: 0.7845, decode.d0.loss_cls: 1.3028, decode.d0.loss_mask: 0.5618, decode.d0.loss_dice: 0.8729, decode.d1.loss_cls: 0.3894, decode.d1.loss_mask: 0.5423, decode.d1.loss_dice: 0.8370, decode.d2.loss_cls: 0.3446, decode.d2.loss_mask: 0.5318, decode.d2.loss_dice: 0.8065, decode.d3.loss_cls: 0.3261, decode.d3.loss_mask: 0.5285, decode.d3.loss_dice: 0.7945, decode.d4.loss_cls: 0.3096, decode.d4.loss_mask: 0.5278, decode.d4.loss_dice: 0.7929, decode.d5.loss_cls: 0.3023, decode.d5.loss_mask: 0.5287, decode.d5.loss_dice: 0.7896, decode.d6.loss_cls: 0.3030, decode.d6.loss_mask: 0.5263, decode.d6.loss_dice: 0.7876, decode.d7.loss_cls: 0.2970, decode.d7.loss_mask: 0.5250, decode.d7.loss_dice: 0.7880, decode.d8.loss_cls: 0.2945, decode.d8.loss_mask: 0.5264, decode.d8.loss_dice: 0.7909, loss: 17.5335, grad_norm: 64.4727 +2023-11-07 01:06:12,514 - mmseg - INFO - Iter [81950/160000] lr: 4.878e-05, eta: 10:23:04, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2856, decode.loss_mask: 0.5202, decode.loss_dice: 0.7745, decode.d0.loss_cls: 1.3181, decode.d0.loss_mask: 0.5583, decode.d0.loss_dice: 0.8515, decode.d1.loss_cls: 0.3721, decode.d1.loss_mask: 0.5399, decode.d1.loss_dice: 0.8273, decode.d2.loss_cls: 0.3261, decode.d2.loss_mask: 0.5296, decode.d2.loss_dice: 0.8032, decode.d3.loss_cls: 0.3115, decode.d3.loss_mask: 0.5232, decode.d3.loss_dice: 0.7834, decode.d4.loss_cls: 0.3020, decode.d4.loss_mask: 0.5233, decode.d4.loss_dice: 0.7820, decode.d5.loss_cls: 0.3002, decode.d5.loss_mask: 0.5218, decode.d5.loss_dice: 0.7786, decode.d6.loss_cls: 0.2959, decode.d6.loss_mask: 0.5187, decode.d6.loss_dice: 0.7746, decode.d7.loss_cls: 0.2907, decode.d7.loss_mask: 0.5174, decode.d7.loss_dice: 0.7757, decode.d8.loss_cls: 0.2883, decode.d8.loss_mask: 0.5184, decode.d8.loss_dice: 0.7775, loss: 17.2900, grad_norm: 64.6248 +2023-11-07 01:06:35,028 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 01:06:35,028 - mmseg - INFO - Iter [82000/160000] lr: 4.875e-05, eta: 10:22:39, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2758, decode.loss_mask: 0.5307, decode.loss_dice: 0.7599, decode.d0.loss_cls: 1.2338, decode.d0.loss_mask: 0.5768, decode.d0.loss_dice: 0.8462, decode.d1.loss_cls: 0.3685, decode.d1.loss_mask: 0.5517, decode.d1.loss_dice: 0.8084, decode.d2.loss_cls: 0.3234, decode.d2.loss_mask: 0.5409, decode.d2.loss_dice: 0.7862, decode.d3.loss_cls: 0.3011, decode.d3.loss_mask: 0.5360, decode.d3.loss_dice: 0.7712, decode.d4.loss_cls: 0.2917, decode.d4.loss_mask: 0.5326, decode.d4.loss_dice: 0.7649, decode.d5.loss_cls: 0.2826, decode.d5.loss_mask: 0.5325, decode.d5.loss_dice: 0.7705, decode.d6.loss_cls: 0.2813, decode.d6.loss_mask: 0.5320, decode.d6.loss_dice: 0.7613, decode.d7.loss_cls: 0.2836, decode.d7.loss_mask: 0.5316, decode.d7.loss_dice: 0.7612, decode.d8.loss_cls: 0.2789, decode.d8.loss_mask: 0.5316, decode.d8.loss_dice: 0.7622, loss: 17.1092, grad_norm: 62.5755 +2023-11-07 01:06:57,664 - mmseg - INFO - Iter [82050/160000] lr: 4.872e-05, eta: 10:22:14, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3005, decode.loss_mask: 0.5143, decode.loss_dice: 0.7742, decode.d0.loss_cls: 1.3172, decode.d0.loss_mask: 0.5532, decode.d0.loss_dice: 0.8559, decode.d1.loss_cls: 0.3905, decode.d1.loss_mask: 0.5360, decode.d1.loss_dice: 0.8299, decode.d2.loss_cls: 0.3493, decode.d2.loss_mask: 0.5226, decode.d2.loss_dice: 0.7994, decode.d3.loss_cls: 0.3249, decode.d3.loss_mask: 0.5173, decode.d3.loss_dice: 0.7850, decode.d4.loss_cls: 0.3098, decode.d4.loss_mask: 0.5155, decode.d4.loss_dice: 0.7793, decode.d5.loss_cls: 0.3038, decode.d5.loss_mask: 0.5138, decode.d5.loss_dice: 0.7820, decode.d6.loss_cls: 0.3031, decode.d6.loss_mask: 0.5138, decode.d6.loss_dice: 0.7778, decode.d7.loss_cls: 0.2986, decode.d7.loss_mask: 0.5136, decode.d7.loss_dice: 0.7787, decode.d8.loss_cls: 0.2990, decode.d8.loss_mask: 0.5141, decode.d8.loss_dice: 0.7767, loss: 17.3497, grad_norm: 63.3850 +2023-11-07 01:07:22,540 - mmseg - INFO - Iter [82100/160000] lr: 4.869e-05, eta: 10:21:51, time: 0.497, data_time: 0.057, memory: 39436, decode.loss_cls: 0.2881, decode.loss_mask: 0.5093, decode.loss_dice: 0.7672, decode.d0.loss_cls: 1.3037, decode.d0.loss_mask: 0.5468, decode.d0.loss_dice: 0.8594, decode.d1.loss_cls: 0.3867, decode.d1.loss_mask: 0.5258, decode.d1.loss_dice: 0.8190, decode.d2.loss_cls: 0.3302, decode.d2.loss_mask: 0.5186, decode.d2.loss_dice: 0.8007, decode.d3.loss_cls: 0.3150, decode.d3.loss_mask: 0.5151, decode.d3.loss_dice: 0.7792, decode.d4.loss_cls: 0.3050, decode.d4.loss_mask: 0.5141, decode.d4.loss_dice: 0.7758, decode.d5.loss_cls: 0.2958, decode.d5.loss_mask: 0.5122, decode.d5.loss_dice: 0.7739, decode.d6.loss_cls: 0.2940, decode.d6.loss_mask: 0.5097, decode.d6.loss_dice: 0.7679, decode.d7.loss_cls: 0.2895, decode.d7.loss_mask: 0.5102, decode.d7.loss_dice: 0.7726, decode.d8.loss_cls: 0.2883, decode.d8.loss_mask: 0.5092, decode.d8.loss_dice: 0.7708, loss: 17.1540, grad_norm: 59.0294 +2023-11-07 01:07:45,441 - mmseg - INFO - Iter [82150/160000] lr: 4.866e-05, eta: 10:21:26, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3063, decode.loss_mask: 0.5045, decode.loss_dice: 0.7921, decode.d0.loss_cls: 1.3408, decode.d0.loss_mask: 0.5466, decode.d0.loss_dice: 0.8820, decode.d1.loss_cls: 0.4000, decode.d1.loss_mask: 0.5218, decode.d1.loss_dice: 0.8437, decode.d2.loss_cls: 0.3525, decode.d2.loss_mask: 0.5152, decode.d2.loss_dice: 0.8185, decode.d3.loss_cls: 0.3292, decode.d3.loss_mask: 0.5092, decode.d3.loss_dice: 0.7919, decode.d4.loss_cls: 0.3173, decode.d4.loss_mask: 0.5080, decode.d4.loss_dice: 0.7920, decode.d5.loss_cls: 0.3161, decode.d5.loss_mask: 0.5061, decode.d5.loss_dice: 0.7943, decode.d6.loss_cls: 0.3080, decode.d6.loss_mask: 0.5081, decode.d6.loss_dice: 0.7894, decode.d7.loss_cls: 0.3091, decode.d7.loss_mask: 0.5050, decode.d7.loss_dice: 0.7914, decode.d8.loss_cls: 0.3085, decode.d8.loss_mask: 0.5058, decode.d8.loss_dice: 0.7909, loss: 17.5042, grad_norm: 60.7067 +2023-11-07 01:08:08,044 - mmseg - INFO - Iter [82200/160000] lr: 4.863e-05, eta: 10:21:01, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2843, decode.loss_mask: 0.5001, decode.loss_dice: 0.7683, decode.d0.loss_cls: 1.2930, decode.d0.loss_mask: 0.5395, decode.d0.loss_dice: 0.8575, decode.d1.loss_cls: 0.3783, decode.d1.loss_mask: 0.5275, decode.d1.loss_dice: 0.8265, decode.d2.loss_cls: 0.3272, decode.d2.loss_mask: 0.5142, decode.d2.loss_dice: 0.8038, decode.d3.loss_cls: 0.3162, decode.d3.loss_mask: 0.5048, decode.d3.loss_dice: 0.7791, decode.d4.loss_cls: 0.3020, decode.d4.loss_mask: 0.5034, decode.d4.loss_dice: 0.7759, decode.d5.loss_cls: 0.2969, decode.d5.loss_mask: 0.5017, decode.d5.loss_dice: 0.7772, decode.d6.loss_cls: 0.2914, decode.d6.loss_mask: 0.4990, decode.d6.loss_dice: 0.7678, decode.d7.loss_cls: 0.2891, decode.d7.loss_mask: 0.4993, decode.d7.loss_dice: 0.7661, decode.d8.loss_cls: 0.2865, decode.d8.loss_mask: 0.4998, decode.d8.loss_dice: 0.7703, loss: 17.0467, grad_norm: 64.9290 +2023-11-07 01:08:30,635 - mmseg - INFO - Iter [82250/160000] lr: 4.859e-05, eta: 10:20:35, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2706, decode.loss_mask: 0.5046, decode.loss_dice: 0.7623, decode.d0.loss_cls: 1.2783, decode.d0.loss_mask: 0.5487, decode.d0.loss_dice: 0.8506, decode.d1.loss_cls: 0.3666, decode.d1.loss_mask: 0.5304, decode.d1.loss_dice: 0.8119, decode.d2.loss_cls: 0.3224, decode.d2.loss_mask: 0.5155, decode.d2.loss_dice: 0.7879, decode.d3.loss_cls: 0.2998, decode.d3.loss_mask: 0.5070, decode.d3.loss_dice: 0.7644, decode.d4.loss_cls: 0.2859, decode.d4.loss_mask: 0.5068, decode.d4.loss_dice: 0.7700, decode.d5.loss_cls: 0.2791, decode.d5.loss_mask: 0.5101, decode.d5.loss_dice: 0.7690, decode.d6.loss_cls: 0.2774, decode.d6.loss_mask: 0.5062, decode.d6.loss_dice: 0.7576, decode.d7.loss_cls: 0.2708, decode.d7.loss_mask: 0.5057, decode.d7.loss_dice: 0.7635, decode.d8.loss_cls: 0.2723, decode.d8.loss_mask: 0.5042, decode.d8.loss_dice: 0.7614, loss: 16.8613, grad_norm: 60.0530 +2023-11-07 01:08:53,324 - mmseg - INFO - Iter [82300/160000] lr: 4.856e-05, eta: 10:20:10, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2977, decode.loss_mask: 0.5178, decode.loss_dice: 0.7500, decode.d0.loss_cls: 1.2993, decode.d0.loss_mask: 0.5622, decode.d0.loss_dice: 0.8440, decode.d1.loss_cls: 0.3840, decode.d1.loss_mask: 0.5402, decode.d1.loss_dice: 0.8043, decode.d2.loss_cls: 0.3376, decode.d2.loss_mask: 0.5301, decode.d2.loss_dice: 0.7831, decode.d3.loss_cls: 0.3227, decode.d3.loss_mask: 0.5253, decode.d3.loss_dice: 0.7574, decode.d4.loss_cls: 0.3097, decode.d4.loss_mask: 0.5227, decode.d4.loss_dice: 0.7590, decode.d5.loss_cls: 0.3033, decode.d5.loss_mask: 0.5175, decode.d5.loss_dice: 0.7548, decode.d6.loss_cls: 0.3001, decode.d6.loss_mask: 0.5176, decode.d6.loss_dice: 0.7531, decode.d7.loss_cls: 0.3006, decode.d7.loss_mask: 0.5194, decode.d7.loss_dice: 0.7530, decode.d8.loss_cls: 0.2932, decode.d8.loss_mask: 0.5169, decode.d8.loss_dice: 0.7556, loss: 17.1324, grad_norm: 71.1716 +2023-11-07 01:09:16,151 - mmseg - INFO - Iter [82350/160000] lr: 4.853e-05, eta: 10:19:45, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2982, decode.loss_mask: 0.5169, decode.loss_dice: 0.7918, decode.d0.loss_cls: 1.2822, decode.d0.loss_mask: 0.5626, decode.d0.loss_dice: 0.8755, decode.d1.loss_cls: 0.3856, decode.d1.loss_mask: 0.5394, decode.d1.loss_dice: 0.8353, decode.d2.loss_cls: 0.3480, decode.d2.loss_mask: 0.5276, decode.d2.loss_dice: 0.8144, decode.d3.loss_cls: 0.3247, decode.d3.loss_mask: 0.5209, decode.d3.loss_dice: 0.7959, decode.d4.loss_cls: 0.3147, decode.d4.loss_mask: 0.5220, decode.d4.loss_dice: 0.7944, decode.d5.loss_cls: 0.3056, decode.d5.loss_mask: 0.5207, decode.d5.loss_dice: 0.7973, decode.d6.loss_cls: 0.2984, decode.d6.loss_mask: 0.5160, decode.d6.loss_dice: 0.7913, decode.d7.loss_cls: 0.2968, decode.d7.loss_mask: 0.5173, decode.d7.loss_dice: 0.7926, decode.d8.loss_cls: 0.2938, decode.d8.loss_mask: 0.5175, decode.d8.loss_dice: 0.7936, loss: 17.4909, grad_norm: 71.3992 +2023-11-07 01:09:38,856 - mmseg - INFO - Iter [82400/160000] lr: 4.850e-05, eta: 10:19:20, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2813, decode.loss_mask: 0.4957, decode.loss_dice: 0.7551, decode.d0.loss_cls: 1.3087, decode.d0.loss_mask: 0.5345, decode.d0.loss_dice: 0.8389, decode.d1.loss_cls: 0.3719, decode.d1.loss_mask: 0.5194, decode.d1.loss_dice: 0.8144, decode.d2.loss_cls: 0.3278, decode.d2.loss_mask: 0.5044, decode.d2.loss_dice: 0.7805, decode.d3.loss_cls: 0.3032, decode.d3.loss_mask: 0.4980, decode.d3.loss_dice: 0.7652, decode.d4.loss_cls: 0.2945, decode.d4.loss_mask: 0.4980, decode.d4.loss_dice: 0.7601, decode.d5.loss_cls: 0.2849, decode.d5.loss_mask: 0.4953, decode.d5.loss_dice: 0.7620, decode.d6.loss_cls: 0.2818, decode.d6.loss_mask: 0.4944, decode.d6.loss_dice: 0.7584, decode.d7.loss_cls: 0.2787, decode.d7.loss_mask: 0.4953, decode.d7.loss_dice: 0.7540, decode.d8.loss_cls: 0.2763, decode.d8.loss_mask: 0.4943, decode.d8.loss_dice: 0.7580, loss: 16.7849, grad_norm: 58.2019 +2023-11-07 01:10:01,456 - mmseg - INFO - Iter [82450/160000] lr: 4.847e-05, eta: 10:18:55, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2819, decode.loss_mask: 0.5200, decode.loss_dice: 0.7666, decode.d0.loss_cls: 1.3067, decode.d0.loss_mask: 0.5653, decode.d0.loss_dice: 0.8467, decode.d1.loss_cls: 0.3733, decode.d1.loss_mask: 0.5394, decode.d1.loss_dice: 0.8088, decode.d2.loss_cls: 0.3158, decode.d2.loss_mask: 0.5346, decode.d2.loss_dice: 0.7880, decode.d3.loss_cls: 0.3007, decode.d3.loss_mask: 0.5292, decode.d3.loss_dice: 0.7729, decode.d4.loss_cls: 0.2855, decode.d4.loss_mask: 0.5268, decode.d4.loss_dice: 0.7716, decode.d5.loss_cls: 0.2823, decode.d5.loss_mask: 0.5264, decode.d5.loss_dice: 0.7752, decode.d6.loss_cls: 0.2860, decode.d6.loss_mask: 0.5218, decode.d6.loss_dice: 0.7695, decode.d7.loss_cls: 0.2819, decode.d7.loss_mask: 0.5222, decode.d7.loss_dice: 0.7650, decode.d8.loss_cls: 0.2786, decode.d8.loss_mask: 0.5218, decode.d8.loss_dice: 0.7639, loss: 17.1286, grad_norm: 73.1503 +2023-11-07 01:10:24,132 - mmseg - INFO - Iter [82500/160000] lr: 4.844e-05, eta: 10:18:30, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2488, decode.loss_mask: 0.5050, decode.loss_dice: 0.7559, decode.d0.loss_cls: 1.2610, decode.d0.loss_mask: 0.5407, decode.d0.loss_dice: 0.8382, decode.d1.loss_cls: 0.3465, decode.d1.loss_mask: 0.5241, decode.d1.loss_dice: 0.7957, decode.d2.loss_cls: 0.3001, decode.d2.loss_mask: 0.5116, decode.d2.loss_dice: 0.7707, decode.d3.loss_cls: 0.2778, decode.d3.loss_mask: 0.5068, decode.d3.loss_dice: 0.7558, decode.d4.loss_cls: 0.2618, decode.d4.loss_mask: 0.5049, decode.d4.loss_dice: 0.7596, decode.d5.loss_cls: 0.2558, decode.d5.loss_mask: 0.5052, decode.d5.loss_dice: 0.7563, decode.d6.loss_cls: 0.2463, decode.d6.loss_mask: 0.5059, decode.d6.loss_dice: 0.7553, decode.d7.loss_cls: 0.2483, decode.d7.loss_mask: 0.5075, decode.d7.loss_dice: 0.7554, decode.d8.loss_cls: 0.2469, decode.d8.loss_mask: 0.5072, decode.d8.loss_dice: 0.7574, loss: 16.5123, grad_norm: 60.8094 +2023-11-07 01:10:46,720 - mmseg - INFO - Iter [82550/160000] lr: 4.841e-05, eta: 10:18:05, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2801, decode.loss_mask: 0.5051, decode.loss_dice: 0.7371, decode.d0.loss_cls: 1.2931, decode.d0.loss_mask: 0.5501, decode.d0.loss_dice: 0.8197, decode.d1.loss_cls: 0.3840, decode.d1.loss_mask: 0.5293, decode.d1.loss_dice: 0.7883, decode.d2.loss_cls: 0.3310, decode.d2.loss_mask: 0.5171, decode.d2.loss_dice: 0.7653, decode.d3.loss_cls: 0.3084, decode.d3.loss_mask: 0.5116, decode.d3.loss_dice: 0.7462, decode.d4.loss_cls: 0.2938, decode.d4.loss_mask: 0.5083, decode.d4.loss_dice: 0.7455, decode.d5.loss_cls: 0.2876, decode.d5.loss_mask: 0.5076, decode.d5.loss_dice: 0.7458, decode.d6.loss_cls: 0.2837, decode.d6.loss_mask: 0.5068, decode.d6.loss_dice: 0.7434, decode.d7.loss_cls: 0.2828, decode.d7.loss_mask: 0.5077, decode.d7.loss_dice: 0.7418, decode.d8.loss_cls: 0.2794, decode.d8.loss_mask: 0.5067, decode.d8.loss_dice: 0.7404, loss: 16.7478, grad_norm: 63.7400 +2023-11-07 01:11:09,389 - mmseg - INFO - Iter [82600/160000] lr: 4.838e-05, eta: 10:17:39, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2821, decode.loss_mask: 0.5376, decode.loss_dice: 0.7850, decode.d0.loss_cls: 1.2321, decode.d0.loss_mask: 0.5753, decode.d0.loss_dice: 0.8674, decode.d1.loss_cls: 0.3692, decode.d1.loss_mask: 0.5569, decode.d1.loss_dice: 0.8393, decode.d2.loss_cls: 0.3241, decode.d2.loss_mask: 0.5454, decode.d2.loss_dice: 0.8160, decode.d3.loss_cls: 0.3000, decode.d3.loss_mask: 0.5384, decode.d3.loss_dice: 0.7913, decode.d4.loss_cls: 0.2900, decode.d4.loss_mask: 0.5390, decode.d4.loss_dice: 0.7913, decode.d5.loss_cls: 0.2888, decode.d5.loss_mask: 0.5388, decode.d5.loss_dice: 0.7936, decode.d6.loss_cls: 0.2886, decode.d6.loss_mask: 0.5378, decode.d6.loss_dice: 0.7849, decode.d7.loss_cls: 0.2826, decode.d7.loss_mask: 0.5370, decode.d7.loss_dice: 0.7862, decode.d8.loss_cls: 0.2760, decode.d8.loss_mask: 0.5348, decode.d8.loss_dice: 0.7879, loss: 17.4173, grad_norm: 73.2904 +2023-11-07 01:11:31,961 - mmseg - INFO - Iter [82650/160000] lr: 4.834e-05, eta: 10:17:14, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2653, decode.loss_mask: 0.5199, decode.loss_dice: 0.7481, decode.d0.loss_cls: 1.2740, decode.d0.loss_mask: 0.5597, decode.d0.loss_dice: 0.8358, decode.d1.loss_cls: 0.3635, decode.d1.loss_mask: 0.5380, decode.d1.loss_dice: 0.7981, decode.d2.loss_cls: 0.3149, decode.d2.loss_mask: 0.5294, decode.d2.loss_dice: 0.7777, decode.d3.loss_cls: 0.2942, decode.d3.loss_mask: 0.5214, decode.d3.loss_dice: 0.7603, decode.d4.loss_cls: 0.2830, decode.d4.loss_mask: 0.5216, decode.d4.loss_dice: 0.7564, decode.d5.loss_cls: 0.2787, decode.d5.loss_mask: 0.5216, decode.d5.loss_dice: 0.7558, decode.d6.loss_cls: 0.2720, decode.d6.loss_mask: 0.5206, decode.d6.loss_dice: 0.7503, decode.d7.loss_cls: 0.2714, decode.d7.loss_mask: 0.5210, decode.d7.loss_dice: 0.7467, decode.d8.loss_cls: 0.2654, decode.d8.loss_mask: 0.5217, decode.d8.loss_dice: 0.7487, loss: 16.8348, grad_norm: 64.7626 +2023-11-07 01:11:54,432 - mmseg - INFO - Iter [82700/160000] lr: 4.831e-05, eta: 10:16:49, time: 0.449, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2755, decode.loss_mask: 0.5525, decode.loss_dice: 0.7929, decode.d0.loss_cls: 1.2718, decode.d0.loss_mask: 0.5899, decode.d0.loss_dice: 0.8801, decode.d1.loss_cls: 0.3737, decode.d1.loss_mask: 0.5666, decode.d1.loss_dice: 0.8491, decode.d2.loss_cls: 0.3249, decode.d2.loss_mask: 0.5586, decode.d2.loss_dice: 0.8177, decode.d3.loss_cls: 0.3057, decode.d3.loss_mask: 0.5537, decode.d3.loss_dice: 0.8049, decode.d4.loss_cls: 0.2931, decode.d4.loss_mask: 0.5522, decode.d4.loss_dice: 0.7992, decode.d5.loss_cls: 0.2888, decode.d5.loss_mask: 0.5527, decode.d5.loss_dice: 0.7933, decode.d6.loss_cls: 0.2869, decode.d6.loss_mask: 0.5529, decode.d6.loss_dice: 0.7866, decode.d7.loss_cls: 0.2787, decode.d7.loss_mask: 0.5524, decode.d7.loss_dice: 0.7955, decode.d8.loss_cls: 0.2783, decode.d8.loss_mask: 0.5525, decode.d8.loss_dice: 0.7917, loss: 17.6724, grad_norm: 69.0376 +2023-11-07 01:12:17,351 - mmseg - INFO - Iter [82750/160000] lr: 4.828e-05, eta: 10:16:24, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2733, decode.loss_mask: 0.5158, decode.loss_dice: 0.7713, decode.d0.loss_cls: 1.2771, decode.d0.loss_mask: 0.5558, decode.d0.loss_dice: 0.8611, decode.d1.loss_cls: 0.3585, decode.d1.loss_mask: 0.5383, decode.d1.loss_dice: 0.8260, decode.d2.loss_cls: 0.3145, decode.d2.loss_mask: 0.5255, decode.d2.loss_dice: 0.7965, decode.d3.loss_cls: 0.2961, decode.d3.loss_mask: 0.5182, decode.d3.loss_dice: 0.7814, decode.d4.loss_cls: 0.2839, decode.d4.loss_mask: 0.5192, decode.d4.loss_dice: 0.7732, decode.d5.loss_cls: 0.2787, decode.d5.loss_mask: 0.5159, decode.d5.loss_dice: 0.7738, decode.d6.loss_cls: 0.2759, decode.d6.loss_mask: 0.5145, decode.d6.loss_dice: 0.7695, decode.d7.loss_cls: 0.2711, decode.d7.loss_mask: 0.5165, decode.d7.loss_dice: 0.7735, decode.d8.loss_cls: 0.2729, decode.d8.loss_mask: 0.5174, decode.d8.loss_dice: 0.7686, loss: 17.0340, grad_norm: 64.9961 +2023-11-07 01:12:39,911 - mmseg - INFO - Iter [82800/160000] lr: 4.825e-05, eta: 10:15:59, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2669, decode.loss_mask: 0.5206, decode.loss_dice: 0.7797, decode.d0.loss_cls: 1.2710, decode.d0.loss_mask: 0.5628, decode.d0.loss_dice: 0.8717, decode.d1.loss_cls: 0.3538, decode.d1.loss_mask: 0.5418, decode.d1.loss_dice: 0.8389, decode.d2.loss_cls: 0.3079, decode.d2.loss_mask: 0.5320, decode.d2.loss_dice: 0.8053, decode.d3.loss_cls: 0.2931, decode.d3.loss_mask: 0.5232, decode.d3.loss_dice: 0.7845, decode.d4.loss_cls: 0.2849, decode.d4.loss_mask: 0.5215, decode.d4.loss_dice: 0.7852, decode.d5.loss_cls: 0.2717, decode.d5.loss_mask: 0.5201, decode.d5.loss_dice: 0.7858, decode.d6.loss_cls: 0.2708, decode.d6.loss_mask: 0.5234, decode.d6.loss_dice: 0.7797, decode.d7.loss_cls: 0.2659, decode.d7.loss_mask: 0.5216, decode.d7.loss_dice: 0.7795, decode.d8.loss_cls: 0.2641, decode.d8.loss_mask: 0.5220, decode.d8.loss_dice: 0.7801, loss: 17.1297, grad_norm: 67.1735 +2023-11-07 01:13:02,688 - mmseg - INFO - Iter [82850/160000] lr: 4.822e-05, eta: 10:15:34, time: 0.456, data_time: 0.015, memory: 39436, decode.loss_cls: 0.2893, decode.loss_mask: 0.5113, decode.loss_dice: 0.7668, decode.d0.loss_cls: 1.3169, decode.d0.loss_mask: 0.5516, decode.d0.loss_dice: 0.8392, decode.d1.loss_cls: 0.3765, decode.d1.loss_mask: 0.5346, decode.d1.loss_dice: 0.8141, decode.d2.loss_cls: 0.3404, decode.d2.loss_mask: 0.5220, decode.d2.loss_dice: 0.7862, decode.d3.loss_cls: 0.3235, decode.d3.loss_mask: 0.5153, decode.d3.loss_dice: 0.7636, decode.d4.loss_cls: 0.3103, decode.d4.loss_mask: 0.5156, decode.d4.loss_dice: 0.7651, decode.d5.loss_cls: 0.3011, decode.d5.loss_mask: 0.5144, decode.d5.loss_dice: 0.7678, decode.d6.loss_cls: 0.3070, decode.d6.loss_mask: 0.5120, decode.d6.loss_dice: 0.7647, decode.d7.loss_cls: 0.2924, decode.d7.loss_mask: 0.5140, decode.d7.loss_dice: 0.7641, decode.d8.loss_cls: 0.2930, decode.d8.loss_mask: 0.5118, decode.d8.loss_dice: 0.7638, loss: 17.1483, grad_norm: 58.6563 +2023-11-07 01:13:25,310 - mmseg - INFO - Iter [82900/160000] lr: 4.819e-05, eta: 10:15:09, time: 0.452, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2845, decode.loss_mask: 0.5168, decode.loss_dice: 0.7685, decode.d0.loss_cls: 1.3318, decode.d0.loss_mask: 0.5589, decode.d0.loss_dice: 0.8521, decode.d1.loss_cls: 0.3935, decode.d1.loss_mask: 0.5380, decode.d1.loss_dice: 0.8176, decode.d2.loss_cls: 0.3439, decode.d2.loss_mask: 0.5273, decode.d2.loss_dice: 0.7952, decode.d3.loss_cls: 0.3213, decode.d3.loss_mask: 0.5201, decode.d3.loss_dice: 0.7769, decode.d4.loss_cls: 0.3044, decode.d4.loss_mask: 0.5187, decode.d4.loss_dice: 0.7744, decode.d5.loss_cls: 0.2991, decode.d5.loss_mask: 0.5193, decode.d5.loss_dice: 0.7738, decode.d6.loss_cls: 0.2986, decode.d6.loss_mask: 0.5176, decode.d6.loss_dice: 0.7670, decode.d7.loss_cls: 0.2920, decode.d7.loss_mask: 0.5178, decode.d7.loss_dice: 0.7746, decode.d8.loss_cls: 0.2906, decode.d8.loss_mask: 0.5169, decode.d8.loss_dice: 0.7723, loss: 17.2834, grad_norm: 66.9436 +2023-11-07 01:13:47,941 - mmseg - INFO - Iter [82950/160000] lr: 4.816e-05, eta: 10:14:43, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2901, decode.loss_mask: 0.5271, decode.loss_dice: 0.7815, decode.d0.loss_cls: 1.2911, decode.d0.loss_mask: 0.5618, decode.d0.loss_dice: 0.8685, decode.d1.loss_cls: 0.3835, decode.d1.loss_mask: 0.5417, decode.d1.loss_dice: 0.8273, decode.d2.loss_cls: 0.3442, decode.d2.loss_mask: 0.5307, decode.d2.loss_dice: 0.8048, decode.d3.loss_cls: 0.3244, decode.d3.loss_mask: 0.5265, decode.d3.loss_dice: 0.7853, decode.d4.loss_cls: 0.3144, decode.d4.loss_mask: 0.5268, decode.d4.loss_dice: 0.7830, decode.d5.loss_cls: 0.3004, decode.d5.loss_mask: 0.5283, decode.d5.loss_dice: 0.7857, decode.d6.loss_cls: 0.2980, decode.d6.loss_mask: 0.5282, decode.d6.loss_dice: 0.7833, decode.d7.loss_cls: 0.2952, decode.d7.loss_mask: 0.5265, decode.d7.loss_dice: 0.7829, decode.d8.loss_cls: 0.2887, decode.d8.loss_mask: 0.5271, decode.d8.loss_dice: 0.7803, loss: 17.4375, grad_norm: 66.9069 +2023-11-07 01:14:10,621 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 01:14:10,621 - mmseg - INFO - Iter [83000/160000] lr: 4.813e-05, eta: 10:14:18, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2882, decode.loss_mask: 0.5250, decode.loss_dice: 0.7734, decode.d0.loss_cls: 1.2749, decode.d0.loss_mask: 0.5676, decode.d0.loss_dice: 0.8628, decode.d1.loss_cls: 0.3830, decode.d1.loss_mask: 0.5449, decode.d1.loss_dice: 0.8177, decode.d2.loss_cls: 0.3351, decode.d2.loss_mask: 0.5339, decode.d2.loss_dice: 0.8018, decode.d3.loss_cls: 0.3152, decode.d3.loss_mask: 0.5318, decode.d3.loss_dice: 0.7824, decode.d4.loss_cls: 0.3035, decode.d4.loss_mask: 0.5274, decode.d4.loss_dice: 0.7828, decode.d5.loss_cls: 0.3002, decode.d5.loss_mask: 0.5268, decode.d5.loss_dice: 0.7793, decode.d6.loss_cls: 0.2931, decode.d6.loss_mask: 0.5274, decode.d6.loss_dice: 0.7782, decode.d7.loss_cls: 0.2911, decode.d7.loss_mask: 0.5286, decode.d7.loss_dice: 0.7795, decode.d8.loss_cls: 0.2910, decode.d8.loss_mask: 0.5262, decode.d8.loss_dice: 0.7796, loss: 17.3526, grad_norm: 67.3256 +2023-11-07 01:14:33,318 - mmseg - INFO - Iter [83050/160000] lr: 4.809e-05, eta: 10:13:53, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2671, decode.loss_mask: 0.5300, decode.loss_dice: 0.7621, decode.d0.loss_cls: 1.2782, decode.d0.loss_mask: 0.5765, decode.d0.loss_dice: 0.8472, decode.d1.loss_cls: 0.3642, decode.d1.loss_mask: 0.5468, decode.d1.loss_dice: 0.8150, decode.d2.loss_cls: 0.3107, decode.d2.loss_mask: 0.5376, decode.d2.loss_dice: 0.7851, decode.d3.loss_cls: 0.3012, decode.d3.loss_mask: 0.5325, decode.d3.loss_dice: 0.7629, decode.d4.loss_cls: 0.2830, decode.d4.loss_mask: 0.5307, decode.d4.loss_dice: 0.7629, decode.d5.loss_cls: 0.2771, decode.d5.loss_mask: 0.5329, decode.d5.loss_dice: 0.7636, decode.d6.loss_cls: 0.2761, decode.d6.loss_mask: 0.5289, decode.d6.loss_dice: 0.7578, decode.d7.loss_cls: 0.2702, decode.d7.loss_mask: 0.5289, decode.d7.loss_dice: 0.7598, decode.d8.loss_cls: 0.2658, decode.d8.loss_mask: 0.5294, decode.d8.loss_dice: 0.7590, loss: 17.0432, grad_norm: 70.3510 +2023-11-07 01:14:55,919 - mmseg - INFO - Iter [83100/160000] lr: 4.806e-05, eta: 10:13:28, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2936, decode.loss_mask: 0.5504, decode.loss_dice: 0.7868, decode.d0.loss_cls: 1.3023, decode.d0.loss_mask: 0.5872, decode.d0.loss_dice: 0.8650, decode.d1.loss_cls: 0.3842, decode.d1.loss_mask: 0.5686, decode.d1.loss_dice: 0.8291, decode.d2.loss_cls: 0.3428, decode.d2.loss_mask: 0.5552, decode.d2.loss_dice: 0.8084, decode.d3.loss_cls: 0.3226, decode.d3.loss_mask: 0.5511, decode.d3.loss_dice: 0.7913, decode.d4.loss_cls: 0.3074, decode.d4.loss_mask: 0.5512, decode.d4.loss_dice: 0.7935, decode.d5.loss_cls: 0.3032, decode.d5.loss_mask: 0.5515, decode.d5.loss_dice: 0.7943, decode.d6.loss_cls: 0.3039, decode.d6.loss_mask: 0.5486, decode.d6.loss_dice: 0.7852, decode.d7.loss_cls: 0.2977, decode.d7.loss_mask: 0.5513, decode.d7.loss_dice: 0.7870, decode.d8.loss_cls: 0.2940, decode.d8.loss_mask: 0.5516, decode.d8.loss_dice: 0.7865, loss: 17.7455, grad_norm: 72.6759 +2023-11-07 01:15:18,627 - mmseg - INFO - Iter [83150/160000] lr: 4.803e-05, eta: 10:13:03, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2878, decode.loss_mask: 0.5123, decode.loss_dice: 0.7785, decode.d0.loss_cls: 1.2770, decode.d0.loss_mask: 0.5537, decode.d0.loss_dice: 0.8627, decode.d1.loss_cls: 0.3766, decode.d1.loss_mask: 0.5322, decode.d1.loss_dice: 0.8373, decode.d2.loss_cls: 0.3391, decode.d2.loss_mask: 0.5213, decode.d2.loss_dice: 0.8092, decode.d3.loss_cls: 0.3218, decode.d3.loss_mask: 0.5164, decode.d3.loss_dice: 0.7953, decode.d4.loss_cls: 0.3096, decode.d4.loss_mask: 0.5170, decode.d4.loss_dice: 0.7885, decode.d5.loss_cls: 0.2971, decode.d5.loss_mask: 0.5173, decode.d5.loss_dice: 0.7907, decode.d6.loss_cls: 0.2997, decode.d6.loss_mask: 0.5151, decode.d6.loss_dice: 0.7834, decode.d7.loss_cls: 0.2950, decode.d7.loss_mask: 0.5155, decode.d7.loss_dice: 0.7846, decode.d8.loss_cls: 0.2890, decode.d8.loss_mask: 0.5138, decode.d8.loss_dice: 0.7841, loss: 17.3216, grad_norm: 66.2475 +2023-11-07 01:15:41,189 - mmseg - INFO - Iter [83200/160000] lr: 4.800e-05, eta: 10:12:38, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2568, decode.loss_mask: 0.5335, decode.loss_dice: 0.7501, decode.d0.loss_cls: 1.2390, decode.d0.loss_mask: 0.5662, decode.d0.loss_dice: 0.8263, decode.d1.loss_cls: 0.3509, decode.d1.loss_mask: 0.5525, decode.d1.loss_dice: 0.7909, decode.d2.loss_cls: 0.3038, decode.d2.loss_mask: 0.5425, decode.d2.loss_dice: 0.7723, decode.d3.loss_cls: 0.2862, decode.d3.loss_mask: 0.5361, decode.d3.loss_dice: 0.7504, decode.d4.loss_cls: 0.2760, decode.d4.loss_mask: 0.5335, decode.d4.loss_dice: 0.7516, decode.d5.loss_cls: 0.2659, decode.d5.loss_mask: 0.5359, decode.d5.loss_dice: 0.7520, decode.d6.loss_cls: 0.2637, decode.d6.loss_mask: 0.5358, decode.d6.loss_dice: 0.7478, decode.d7.loss_cls: 0.2546, decode.d7.loss_mask: 0.5360, decode.d7.loss_dice: 0.7489, decode.d8.loss_cls: 0.2565, decode.d8.loss_mask: 0.5317, decode.d8.loss_dice: 0.7461, loss: 16.7937, grad_norm: 68.4875 +2023-11-07 01:16:03,674 - mmseg - INFO - Iter [83250/160000] lr: 4.797e-05, eta: 10:12:13, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2884, decode.loss_mask: 0.5450, decode.loss_dice: 0.7788, decode.d0.loss_cls: 1.2809, decode.d0.loss_mask: 0.5859, decode.d0.loss_dice: 0.8603, decode.d1.loss_cls: 0.3776, decode.d1.loss_mask: 0.5656, decode.d1.loss_dice: 0.8283, decode.d2.loss_cls: 0.3331, decode.d2.loss_mask: 0.5517, decode.d2.loss_dice: 0.8001, decode.d3.loss_cls: 0.3228, decode.d3.loss_mask: 0.5456, decode.d3.loss_dice: 0.7852, decode.d4.loss_cls: 0.3051, decode.d4.loss_mask: 0.5471, decode.d4.loss_dice: 0.7818, decode.d5.loss_cls: 0.2998, decode.d5.loss_mask: 0.5450, decode.d5.loss_dice: 0.7848, decode.d6.loss_cls: 0.2920, decode.d6.loss_mask: 0.5464, decode.d6.loss_dice: 0.7787, decode.d7.loss_cls: 0.2914, decode.d7.loss_mask: 0.5450, decode.d7.loss_dice: 0.7801, decode.d8.loss_cls: 0.2887, decode.d8.loss_mask: 0.5446, decode.d8.loss_dice: 0.7810, loss: 17.5607, grad_norm: 64.4152 +2023-11-07 01:16:26,288 - mmseg - INFO - Iter [83300/160000] lr: 4.794e-05, eta: 10:11:47, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2953, decode.loss_mask: 0.5339, decode.loss_dice: 0.7907, decode.d0.loss_cls: 1.3178, decode.d0.loss_mask: 0.5716, decode.d0.loss_dice: 0.8774, decode.d1.loss_cls: 0.3892, decode.d1.loss_mask: 0.5532, decode.d1.loss_dice: 0.8393, decode.d2.loss_cls: 0.3399, decode.d2.loss_mask: 0.5413, decode.d2.loss_dice: 0.8163, decode.d3.loss_cls: 0.3183, decode.d3.loss_mask: 0.5391, decode.d3.loss_dice: 0.7985, decode.d4.loss_cls: 0.3116, decode.d4.loss_mask: 0.5381, decode.d4.loss_dice: 0.7911, decode.d5.loss_cls: 0.3042, decode.d5.loss_mask: 0.5381, decode.d5.loss_dice: 0.7911, decode.d6.loss_cls: 0.2954, decode.d6.loss_mask: 0.5353, decode.d6.loss_dice: 0.7925, decode.d7.loss_cls: 0.2953, decode.d7.loss_mask: 0.5329, decode.d7.loss_dice: 0.7939, decode.d8.loss_cls: 0.2975, decode.d8.loss_mask: 0.5338, decode.d8.loss_dice: 0.7949, loss: 17.6676, grad_norm: 69.0295 +2023-11-07 01:16:49,015 - mmseg - INFO - Iter [83350/160000] lr: 4.791e-05, eta: 10:11:22, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2694, decode.loss_mask: 0.4942, decode.loss_dice: 0.7758, decode.d0.loss_cls: 1.2897, decode.d0.loss_mask: 0.5365, decode.d0.loss_dice: 0.8567, decode.d1.loss_cls: 0.3673, decode.d1.loss_mask: 0.5106, decode.d1.loss_dice: 0.8270, decode.d2.loss_cls: 0.3155, decode.d2.loss_mask: 0.5022, decode.d2.loss_dice: 0.7996, decode.d3.loss_cls: 0.2949, decode.d3.loss_mask: 0.4961, decode.d3.loss_dice: 0.7799, decode.d4.loss_cls: 0.2859, decode.d4.loss_mask: 0.4953, decode.d4.loss_dice: 0.7828, decode.d5.loss_cls: 0.2824, decode.d5.loss_mask: 0.4949, decode.d5.loss_dice: 0.7802, decode.d6.loss_cls: 0.2745, decode.d6.loss_mask: 0.4950, decode.d6.loss_dice: 0.7740, decode.d7.loss_cls: 0.2689, decode.d7.loss_mask: 0.4955, decode.d7.loss_dice: 0.7770, decode.d8.loss_cls: 0.2704, decode.d8.loss_mask: 0.4947, decode.d8.loss_dice: 0.7727, loss: 16.8595, grad_norm: 62.6331 +2023-11-07 01:17:14,161 - mmseg - INFO - Iter [83400/160000] lr: 4.788e-05, eta: 10:11:00, time: 0.503, data_time: 0.059, memory: 39436, decode.loss_cls: 0.2701, decode.loss_mask: 0.5168, decode.loss_dice: 0.7655, decode.d0.loss_cls: 1.2925, decode.d0.loss_mask: 0.5565, decode.d0.loss_dice: 0.8509, decode.d1.loss_cls: 0.3706, decode.d1.loss_mask: 0.5337, decode.d1.loss_dice: 0.8131, decode.d2.loss_cls: 0.3250, decode.d2.loss_mask: 0.5260, decode.d2.loss_dice: 0.7907, decode.d3.loss_cls: 0.3021, decode.d3.loss_mask: 0.5224, decode.d3.loss_dice: 0.7717, decode.d4.loss_cls: 0.2870, decode.d4.loss_mask: 0.5220, decode.d4.loss_dice: 0.7740, decode.d5.loss_cls: 0.2792, decode.d5.loss_mask: 0.5212, decode.d5.loss_dice: 0.7694, decode.d6.loss_cls: 0.2825, decode.d6.loss_mask: 0.5195, decode.d6.loss_dice: 0.7662, decode.d7.loss_cls: 0.2741, decode.d7.loss_mask: 0.5165, decode.d7.loss_dice: 0.7654, decode.d8.loss_cls: 0.2702, decode.d8.loss_mask: 0.5185, decode.d8.loss_dice: 0.7651, loss: 17.0382, grad_norm: 64.9961 +2023-11-07 01:17:36,844 - mmseg - INFO - Iter [83450/160000] lr: 4.784e-05, eta: 10:10:34, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2627, decode.loss_mask: 0.5217, decode.loss_dice: 0.7733, decode.d0.loss_cls: 1.2588, decode.d0.loss_mask: 0.5670, decode.d0.loss_dice: 0.8583, decode.d1.loss_cls: 0.3590, decode.d1.loss_mask: 0.5438, decode.d1.loss_dice: 0.8244, decode.d2.loss_cls: 0.3088, decode.d2.loss_mask: 0.5343, decode.d2.loss_dice: 0.8027, decode.d3.loss_cls: 0.2945, decode.d3.loss_mask: 0.5276, decode.d3.loss_dice: 0.7839, decode.d4.loss_cls: 0.2810, decode.d4.loss_mask: 0.5256, decode.d4.loss_dice: 0.7804, decode.d5.loss_cls: 0.2709, decode.d5.loss_mask: 0.5240, decode.d5.loss_dice: 0.7787, decode.d6.loss_cls: 0.2711, decode.d6.loss_mask: 0.5223, decode.d6.loss_dice: 0.7766, decode.d7.loss_cls: 0.2640, decode.d7.loss_mask: 0.5223, decode.d7.loss_dice: 0.7798, decode.d8.loss_cls: 0.2588, decode.d8.loss_mask: 0.5222, decode.d8.loss_dice: 0.7739, loss: 17.0725, grad_norm: 63.0307 +2023-11-07 01:17:59,667 - mmseg - INFO - Iter [83500/160000] lr: 4.781e-05, eta: 10:10:10, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2635, decode.loss_mask: 0.5223, decode.loss_dice: 0.7398, decode.d0.loss_cls: 1.2530, decode.d0.loss_mask: 0.5680, decode.d0.loss_dice: 0.8221, decode.d1.loss_cls: 0.3485, decode.d1.loss_mask: 0.5520, decode.d1.loss_dice: 0.7889, decode.d2.loss_cls: 0.3053, decode.d2.loss_mask: 0.5348, decode.d2.loss_dice: 0.7612, decode.d3.loss_cls: 0.2852, decode.d3.loss_mask: 0.5270, decode.d3.loss_dice: 0.7422, decode.d4.loss_cls: 0.2740, decode.d4.loss_mask: 0.5263, decode.d4.loss_dice: 0.7439, decode.d5.loss_cls: 0.2702, decode.d5.loss_mask: 0.5267, decode.d5.loss_dice: 0.7358, decode.d6.loss_cls: 0.2658, decode.d6.loss_mask: 0.5239, decode.d6.loss_dice: 0.7365, decode.d7.loss_cls: 0.2610, decode.d7.loss_mask: 0.5248, decode.d7.loss_dice: 0.7355, decode.d8.loss_cls: 0.2621, decode.d8.loss_mask: 0.5245, decode.d8.loss_dice: 0.7391, loss: 16.6636, grad_norm: 69.2489 +2023-11-07 01:18:22,617 - mmseg - INFO - Iter [83550/160000] lr: 4.778e-05, eta: 10:09:45, time: 0.459, data_time: 0.015, memory: 39436, decode.loss_cls: 0.2639, decode.loss_mask: 0.5102, decode.loss_dice: 0.7636, decode.d0.loss_cls: 1.2555, decode.d0.loss_mask: 0.5543, decode.d0.loss_dice: 0.8547, decode.d1.loss_cls: 0.3512, decode.d1.loss_mask: 0.5349, decode.d1.loss_dice: 0.8147, decode.d2.loss_cls: 0.3074, decode.d2.loss_mask: 0.5216, decode.d2.loss_dice: 0.7892, decode.d3.loss_cls: 0.2928, decode.d3.loss_mask: 0.5124, decode.d3.loss_dice: 0.7698, decode.d4.loss_cls: 0.2796, decode.d4.loss_mask: 0.5123, decode.d4.loss_dice: 0.7718, decode.d5.loss_cls: 0.2760, decode.d5.loss_mask: 0.5128, decode.d5.loss_dice: 0.7685, decode.d6.loss_cls: 0.2675, decode.d6.loss_mask: 0.5127, decode.d6.loss_dice: 0.7666, decode.d7.loss_cls: 0.2632, decode.d7.loss_mask: 0.5123, decode.d7.loss_dice: 0.7683, decode.d8.loss_cls: 0.2616, decode.d8.loss_mask: 0.5116, decode.d8.loss_dice: 0.7654, loss: 16.8462, grad_norm: 61.2821 +2023-11-07 01:18:45,328 - mmseg - INFO - Iter [83600/160000] lr: 4.775e-05, eta: 10:09:20, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2950, decode.loss_mask: 0.5042, decode.loss_dice: 0.7680, decode.d0.loss_cls: 1.3086, decode.d0.loss_mask: 0.5484, decode.d0.loss_dice: 0.8625, decode.d1.loss_cls: 0.3825, decode.d1.loss_mask: 0.5319, decode.d1.loss_dice: 0.8239, decode.d2.loss_cls: 0.3457, decode.d2.loss_mask: 0.5162, decode.d2.loss_dice: 0.7963, decode.d3.loss_cls: 0.3224, decode.d3.loss_mask: 0.5115, decode.d3.loss_dice: 0.7739, decode.d4.loss_cls: 0.3100, decode.d4.loss_mask: 0.5083, decode.d4.loss_dice: 0.7743, decode.d5.loss_cls: 0.3009, decode.d5.loss_mask: 0.5086, decode.d5.loss_dice: 0.7731, decode.d6.loss_cls: 0.2998, decode.d6.loss_mask: 0.5043, decode.d6.loss_dice: 0.7687, decode.d7.loss_cls: 0.2954, decode.d7.loss_mask: 0.5025, decode.d7.loss_dice: 0.7663, decode.d8.loss_cls: 0.2928, decode.d8.loss_mask: 0.5063, decode.d8.loss_dice: 0.7621, loss: 17.1645, grad_norm: 66.6342 +2023-11-07 01:19:07,860 - mmseg - INFO - Iter [83650/160000] lr: 4.772e-05, eta: 10:08:54, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2712, decode.loss_mask: 0.5245, decode.loss_dice: 0.7541, decode.d0.loss_cls: 1.2831, decode.d0.loss_mask: 0.5622, decode.d0.loss_dice: 0.8466, decode.d1.loss_cls: 0.3514, decode.d1.loss_mask: 0.5466, decode.d1.loss_dice: 0.8076, decode.d2.loss_cls: 0.3166, decode.d2.loss_mask: 0.5329, decode.d2.loss_dice: 0.7812, decode.d3.loss_cls: 0.2909, decode.d3.loss_mask: 0.5284, decode.d3.loss_dice: 0.7624, decode.d4.loss_cls: 0.2823, decode.d4.loss_mask: 0.5250, decode.d4.loss_dice: 0.7663, decode.d5.loss_cls: 0.2755, decode.d5.loss_mask: 0.5261, decode.d5.loss_dice: 0.7612, decode.d6.loss_cls: 0.2759, decode.d6.loss_mask: 0.5239, decode.d6.loss_dice: 0.7597, decode.d7.loss_cls: 0.2720, decode.d7.loss_mask: 0.5246, decode.d7.loss_dice: 0.7555, decode.d8.loss_cls: 0.2718, decode.d8.loss_mask: 0.5249, decode.d8.loss_dice: 0.7541, loss: 16.9583, grad_norm: 74.8462 +2023-11-07 01:19:30,749 - mmseg - INFO - Iter [83700/160000] lr: 4.769e-05, eta: 10:08:30, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2602, decode.loss_mask: 0.5189, decode.loss_dice: 0.7619, decode.d0.loss_cls: 1.2328, decode.d0.loss_mask: 0.5551, decode.d0.loss_dice: 0.8415, decode.d1.loss_cls: 0.3506, decode.d1.loss_mask: 0.5410, decode.d1.loss_dice: 0.8068, decode.d2.loss_cls: 0.3017, decode.d2.loss_mask: 0.5275, decode.d2.loss_dice: 0.7814, decode.d3.loss_cls: 0.2844, decode.d3.loss_mask: 0.5240, decode.d3.loss_dice: 0.7692, decode.d4.loss_cls: 0.2718, decode.d4.loss_mask: 0.5231, decode.d4.loss_dice: 0.7680, decode.d5.loss_cls: 0.2650, decode.d5.loss_mask: 0.5200, decode.d5.loss_dice: 0.7623, decode.d6.loss_cls: 0.2648, decode.d6.loss_mask: 0.5186, decode.d6.loss_dice: 0.7633, decode.d7.loss_cls: 0.2626, decode.d7.loss_mask: 0.5192, decode.d7.loss_dice: 0.7649, decode.d8.loss_cls: 0.2548, decode.d8.loss_mask: 0.5192, decode.d8.loss_dice: 0.7630, loss: 16.7979, grad_norm: 63.4662 +2023-11-07 01:19:53,522 - mmseg - INFO - Iter [83750/160000] lr: 4.766e-05, eta: 10:08:05, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2623, decode.loss_mask: 0.5044, decode.loss_dice: 0.7596, decode.d0.loss_cls: 1.2672, decode.d0.loss_mask: 0.5444, decode.d0.loss_dice: 0.8413, decode.d1.loss_cls: 0.3622, decode.d1.loss_mask: 0.5261, decode.d1.loss_dice: 0.8126, decode.d2.loss_cls: 0.3113, decode.d2.loss_mask: 0.5111, decode.d2.loss_dice: 0.7874, decode.d3.loss_cls: 0.2890, decode.d3.loss_mask: 0.5096, decode.d3.loss_dice: 0.7702, decode.d4.loss_cls: 0.2804, decode.d4.loss_mask: 0.5092, decode.d4.loss_dice: 0.7735, decode.d5.loss_cls: 0.2723, decode.d5.loss_mask: 0.5075, decode.d5.loss_dice: 0.7701, decode.d6.loss_cls: 0.2690, decode.d6.loss_mask: 0.5072, decode.d6.loss_dice: 0.7606, decode.d7.loss_cls: 0.2663, decode.d7.loss_mask: 0.5063, decode.d7.loss_dice: 0.7653, decode.d8.loss_cls: 0.2599, decode.d8.loss_mask: 0.5061, decode.d8.loss_dice: 0.7642, loss: 16.7766, grad_norm: 58.6751 +2023-11-07 01:20:16,449 - mmseg - INFO - Iter [83800/160000] lr: 4.763e-05, eta: 10:07:40, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2830, decode.loss_mask: 0.5284, decode.loss_dice: 0.7807, decode.d0.loss_cls: 1.3021, decode.d0.loss_mask: 0.5700, decode.d0.loss_dice: 0.8682, decode.d1.loss_cls: 0.3796, decode.d1.loss_mask: 0.5507, decode.d1.loss_dice: 0.8360, decode.d2.loss_cls: 0.3323, decode.d2.loss_mask: 0.5401, decode.d2.loss_dice: 0.8055, decode.d3.loss_cls: 0.3120, decode.d3.loss_mask: 0.5314, decode.d3.loss_dice: 0.7808, decode.d4.loss_cls: 0.2966, decode.d4.loss_mask: 0.5329, decode.d4.loss_dice: 0.7860, decode.d5.loss_cls: 0.2914, decode.d5.loss_mask: 0.5305, decode.d5.loss_dice: 0.7862, decode.d6.loss_cls: 0.2966, decode.d6.loss_mask: 0.5290, decode.d6.loss_dice: 0.7800, decode.d7.loss_cls: 0.2877, decode.d7.loss_mask: 0.5300, decode.d7.loss_dice: 0.7820, decode.d8.loss_cls: 0.2870, decode.d8.loss_mask: 0.5278, decode.d8.loss_dice: 0.7807, loss: 17.4252, grad_norm: 62.7646 +2023-11-07 01:20:39,185 - mmseg - INFO - Iter [83850/160000] lr: 4.759e-05, eta: 10:07:15, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2793, decode.loss_mask: 0.5052, decode.loss_dice: 0.7476, decode.d0.loss_cls: 1.2909, decode.d0.loss_mask: 0.5468, decode.d0.loss_dice: 0.8348, decode.d1.loss_cls: 0.3765, decode.d1.loss_mask: 0.5241, decode.d1.loss_dice: 0.7987, decode.d2.loss_cls: 0.3287, decode.d2.loss_mask: 0.5140, decode.d2.loss_dice: 0.7727, decode.d3.loss_cls: 0.3091, decode.d3.loss_mask: 0.5068, decode.d3.loss_dice: 0.7603, decode.d4.loss_cls: 0.2936, decode.d4.loss_mask: 0.5071, decode.d4.loss_dice: 0.7578, decode.d5.loss_cls: 0.2792, decode.d5.loss_mask: 0.5072, decode.d5.loss_dice: 0.7532, decode.d6.loss_cls: 0.2788, decode.d6.loss_mask: 0.5083, decode.d6.loss_dice: 0.7561, decode.d7.loss_cls: 0.2774, decode.d7.loss_mask: 0.5063, decode.d7.loss_dice: 0.7536, decode.d8.loss_cls: 0.2768, decode.d8.loss_mask: 0.5045, decode.d8.loss_dice: 0.7490, loss: 16.8044, grad_norm: 72.3745 +2023-11-07 01:21:01,855 - mmseg - INFO - Iter [83900/160000] lr: 4.756e-05, eta: 10:06:50, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2749, decode.loss_mask: 0.5247, decode.loss_dice: 0.7890, decode.d0.loss_cls: 1.2759, decode.d0.loss_mask: 0.5675, decode.d0.loss_dice: 0.8892, decode.d1.loss_cls: 0.3742, decode.d1.loss_mask: 0.5448, decode.d1.loss_dice: 0.8408, decode.d2.loss_cls: 0.3278, decode.d2.loss_mask: 0.5367, decode.d2.loss_dice: 0.8149, decode.d3.loss_cls: 0.3061, decode.d3.loss_mask: 0.5279, decode.d3.loss_dice: 0.7939, decode.d4.loss_cls: 0.2929, decode.d4.loss_mask: 0.5272, decode.d4.loss_dice: 0.7973, decode.d5.loss_cls: 0.2833, decode.d5.loss_mask: 0.5265, decode.d5.loss_dice: 0.7938, decode.d6.loss_cls: 0.2785, decode.d6.loss_mask: 0.5269, decode.d6.loss_dice: 0.7888, decode.d7.loss_cls: 0.2780, decode.d7.loss_mask: 0.5258, decode.d7.loss_dice: 0.7903, decode.d8.loss_cls: 0.2742, decode.d8.loss_mask: 0.5245, decode.d8.loss_dice: 0.7923, loss: 17.3886, grad_norm: 66.7191 +2023-11-07 01:21:24,837 - mmseg - INFO - Iter [83950/160000] lr: 4.753e-05, eta: 10:06:25, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2862, decode.loss_mask: 0.4925, decode.loss_dice: 0.7438, decode.d0.loss_cls: 1.2762, decode.d0.loss_mask: 0.5343, decode.d0.loss_dice: 0.8330, decode.d1.loss_cls: 0.3729, decode.d1.loss_mask: 0.5134, decode.d1.loss_dice: 0.8018, decode.d2.loss_cls: 0.3327, decode.d2.loss_mask: 0.4994, decode.d2.loss_dice: 0.7728, decode.d3.loss_cls: 0.3173, decode.d3.loss_mask: 0.4931, decode.d3.loss_dice: 0.7523, decode.d4.loss_cls: 0.3064, decode.d4.loss_mask: 0.4913, decode.d4.loss_dice: 0.7495, decode.d5.loss_cls: 0.2961, decode.d5.loss_mask: 0.4941, decode.d5.loss_dice: 0.7496, decode.d6.loss_cls: 0.2918, decode.d6.loss_mask: 0.4918, decode.d6.loss_dice: 0.7453, decode.d7.loss_cls: 0.2881, decode.d7.loss_mask: 0.4923, decode.d7.loss_dice: 0.7470, decode.d8.loss_cls: 0.2858, decode.d8.loss_mask: 0.4931, decode.d8.loss_dice: 0.7447, loss: 16.6885, grad_norm: 63.5431 +2023-11-07 01:21:48,950 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 01:21:48,951 - mmseg - INFO - Iter [84000/160000] lr: 4.750e-05, eta: 10:06:01, time: 0.482, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2709, decode.loss_mask: 0.5061, decode.loss_dice: 0.7323, decode.d0.loss_cls: 1.2578, decode.d0.loss_mask: 0.5443, decode.d0.loss_dice: 0.8222, decode.d1.loss_cls: 0.3682, decode.d1.loss_mask: 0.5316, decode.d1.loss_dice: 0.7898, decode.d2.loss_cls: 0.3190, decode.d2.loss_mask: 0.5146, decode.d2.loss_dice: 0.7609, decode.d3.loss_cls: 0.3024, decode.d3.loss_mask: 0.5094, decode.d3.loss_dice: 0.7390, decode.d4.loss_cls: 0.2863, decode.d4.loss_mask: 0.5077, decode.d4.loss_dice: 0.7431, decode.d5.loss_cls: 0.2786, decode.d5.loss_mask: 0.5079, decode.d5.loss_dice: 0.7397, decode.d6.loss_cls: 0.2770, decode.d6.loss_mask: 0.5060, decode.d6.loss_dice: 0.7345, decode.d7.loss_cls: 0.2733, decode.d7.loss_mask: 0.5066, decode.d7.loss_dice: 0.7375, decode.d8.loss_cls: 0.2732, decode.d8.loss_mask: 0.5047, decode.d8.loss_dice: 0.7327, loss: 16.5774, grad_norm: 66.1333 +2023-11-07 01:22:11,867 - mmseg - INFO - Iter [84050/160000] lr: 4.747e-05, eta: 10:05:36, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2955, decode.loss_mask: 0.5156, decode.loss_dice: 0.7855, decode.d0.loss_cls: 1.2916, decode.d0.loss_mask: 0.5551, decode.d0.loss_dice: 0.8725, decode.d1.loss_cls: 0.3774, decode.d1.loss_mask: 0.5371, decode.d1.loss_dice: 0.8344, decode.d2.loss_cls: 0.3353, decode.d2.loss_mask: 0.5224, decode.d2.loss_dice: 0.8127, decode.d3.loss_cls: 0.3224, decode.d3.loss_mask: 0.5178, decode.d3.loss_dice: 0.7893, decode.d4.loss_cls: 0.3061, decode.d4.loss_mask: 0.5187, decode.d4.loss_dice: 0.7865, decode.d5.loss_cls: 0.3063, decode.d5.loss_mask: 0.5170, decode.d5.loss_dice: 0.7871, decode.d6.loss_cls: 0.3025, decode.d6.loss_mask: 0.5152, decode.d6.loss_dice: 0.7826, decode.d7.loss_cls: 0.2955, decode.d7.loss_mask: 0.5142, decode.d7.loss_dice: 0.7818, decode.d8.loss_cls: 0.2950, decode.d8.loss_mask: 0.5155, decode.d8.loss_dice: 0.7889, loss: 17.3775, grad_norm: 58.8548 +2023-11-07 01:22:34,515 - mmseg - INFO - Iter [84100/160000] lr: 4.744e-05, eta: 10:05:11, time: 0.453, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2825, decode.loss_mask: 0.5178, decode.loss_dice: 0.7717, decode.d0.loss_cls: 1.2999, decode.d0.loss_mask: 0.5615, decode.d0.loss_dice: 0.8656, decode.d1.loss_cls: 0.3736, decode.d1.loss_mask: 0.5417, decode.d1.loss_dice: 0.8178, decode.d2.loss_cls: 0.3208, decode.d2.loss_mask: 0.5300, decode.d2.loss_dice: 0.7990, decode.d3.loss_cls: 0.3036, decode.d3.loss_mask: 0.5234, decode.d3.loss_dice: 0.7799, decode.d4.loss_cls: 0.2914, decode.d4.loss_mask: 0.5225, decode.d4.loss_dice: 0.7801, decode.d5.loss_cls: 0.2864, decode.d5.loss_mask: 0.5222, decode.d5.loss_dice: 0.7795, decode.d6.loss_cls: 0.2836, decode.d6.loss_mask: 0.5208, decode.d6.loss_dice: 0.7716, decode.d7.loss_cls: 0.2793, decode.d7.loss_mask: 0.5217, decode.d7.loss_dice: 0.7804, decode.d8.loss_cls: 0.2777, decode.d8.loss_mask: 0.5191, decode.d8.loss_dice: 0.7743, loss: 17.1993, grad_norm: 66.8992 +2023-11-07 01:22:57,651 - mmseg - INFO - Iter [84150/160000] lr: 4.741e-05, eta: 10:04:47, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2618, decode.loss_mask: 0.5053, decode.loss_dice: 0.7511, decode.d0.loss_cls: 1.2384, decode.d0.loss_mask: 0.5458, decode.d0.loss_dice: 0.8343, decode.d1.loss_cls: 0.3490, decode.d1.loss_mask: 0.5277, decode.d1.loss_dice: 0.7951, decode.d2.loss_cls: 0.3066, decode.d2.loss_mask: 0.5156, decode.d2.loss_dice: 0.7740, decode.d3.loss_cls: 0.2937, decode.d3.loss_mask: 0.5099, decode.d3.loss_dice: 0.7552, decode.d4.loss_cls: 0.2809, decode.d4.loss_mask: 0.5099, decode.d4.loss_dice: 0.7555, decode.d5.loss_cls: 0.2740, decode.d5.loss_mask: 0.5065, decode.d5.loss_dice: 0.7576, decode.d6.loss_cls: 0.2672, decode.d6.loss_mask: 0.5060, decode.d6.loss_dice: 0.7528, decode.d7.loss_cls: 0.2641, decode.d7.loss_mask: 0.5064, decode.d7.loss_dice: 0.7531, decode.d8.loss_cls: 0.2617, decode.d8.loss_mask: 0.5054, decode.d8.loss_dice: 0.7525, loss: 16.6169, grad_norm: 61.0200 +2023-11-07 01:23:20,398 - mmseg - INFO - Iter [84200/160000] lr: 4.738e-05, eta: 10:04:22, time: 0.453, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2759, decode.loss_mask: 0.5076, decode.loss_dice: 0.7764, decode.d0.loss_cls: 1.2710, decode.d0.loss_mask: 0.5487, decode.d0.loss_dice: 0.8557, decode.d1.loss_cls: 0.3589, decode.d1.loss_mask: 0.5252, decode.d1.loss_dice: 0.8310, decode.d2.loss_cls: 0.3236, decode.d2.loss_mask: 0.5151, decode.d2.loss_dice: 0.8067, decode.d3.loss_cls: 0.3011, decode.d3.loss_mask: 0.5085, decode.d3.loss_dice: 0.7844, decode.d4.loss_cls: 0.2948, decode.d4.loss_mask: 0.5071, decode.d4.loss_dice: 0.7863, decode.d5.loss_cls: 0.2827, decode.d5.loss_mask: 0.5110, decode.d5.loss_dice: 0.7829, decode.d6.loss_cls: 0.2795, decode.d6.loss_mask: 0.5086, decode.d6.loss_dice: 0.7780, decode.d7.loss_cls: 0.2771, decode.d7.loss_mask: 0.5092, decode.d7.loss_dice: 0.7797, decode.d8.loss_cls: 0.2753, decode.d8.loss_mask: 0.5090, decode.d8.loss_dice: 0.7805, loss: 17.0516, grad_norm: 68.8008 +2023-11-07 01:23:43,148 - mmseg - INFO - Iter [84250/160000] lr: 4.734e-05, eta: 10:03:57, time: 0.457, data_time: 0.016, memory: 39436, decode.loss_cls: 0.2852, decode.loss_mask: 0.5148, decode.loss_dice: 0.7897, decode.d0.loss_cls: 1.3045, decode.d0.loss_mask: 0.5553, decode.d0.loss_dice: 0.8618, decode.d1.loss_cls: 0.3836, decode.d1.loss_mask: 0.5340, decode.d1.loss_dice: 0.8335, decode.d2.loss_cls: 0.3361, decode.d2.loss_mask: 0.5244, decode.d2.loss_dice: 0.8111, decode.d3.loss_cls: 0.3241, decode.d3.loss_mask: 0.5161, decode.d3.loss_dice: 0.7952, decode.d4.loss_cls: 0.3074, decode.d4.loss_mask: 0.5165, decode.d4.loss_dice: 0.7880, decode.d5.loss_cls: 0.3038, decode.d5.loss_mask: 0.5178, decode.d5.loss_dice: 0.7910, decode.d6.loss_cls: 0.2978, decode.d6.loss_mask: 0.5170, decode.d6.loss_dice: 0.7898, decode.d7.loss_cls: 0.2948, decode.d7.loss_mask: 0.5147, decode.d7.loss_dice: 0.7897, decode.d8.loss_cls: 0.2902, decode.d8.loss_mask: 0.5137, decode.d8.loss_dice: 0.7854, loss: 17.3868, grad_norm: 63.9713 +2023-11-07 01:24:05,960 - mmseg - INFO - Iter [84300/160000] lr: 4.731e-05, eta: 10:03:32, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3015, decode.loss_mask: 0.5235, decode.loss_dice: 0.7754, decode.d0.loss_cls: 1.2944, decode.d0.loss_mask: 0.5721, decode.d0.loss_dice: 0.8799, decode.d1.loss_cls: 0.4034, decode.d1.loss_mask: 0.5509, decode.d1.loss_dice: 0.8343, decode.d2.loss_cls: 0.3478, decode.d2.loss_mask: 0.5328, decode.d2.loss_dice: 0.8017, decode.d3.loss_cls: 0.3289, decode.d3.loss_mask: 0.5275, decode.d3.loss_dice: 0.7874, decode.d4.loss_cls: 0.3165, decode.d4.loss_mask: 0.5282, decode.d4.loss_dice: 0.7837, decode.d5.loss_cls: 0.3116, decode.d5.loss_mask: 0.5280, decode.d5.loss_dice: 0.7800, decode.d6.loss_cls: 0.3068, decode.d6.loss_mask: 0.5276, decode.d6.loss_dice: 0.7802, decode.d7.loss_cls: 0.3042, decode.d7.loss_mask: 0.5251, decode.d7.loss_dice: 0.7780, decode.d8.loss_cls: 0.3049, decode.d8.loss_mask: 0.5230, decode.d8.loss_dice: 0.7781, loss: 17.5372, grad_norm: 64.9950 +2023-11-07 01:24:28,817 - mmseg - INFO - Iter [84350/160000] lr: 4.728e-05, eta: 10:03:07, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2721, decode.loss_mask: 0.5188, decode.loss_dice: 0.7674, decode.d0.loss_cls: 1.2863, decode.d0.loss_mask: 0.5549, decode.d0.loss_dice: 0.8486, decode.d1.loss_cls: 0.3639, decode.d1.loss_mask: 0.5403, decode.d1.loss_dice: 0.8144, decode.d2.loss_cls: 0.3264, decode.d2.loss_mask: 0.5261, decode.d2.loss_dice: 0.7887, decode.d3.loss_cls: 0.3071, decode.d3.loss_mask: 0.5214, decode.d3.loss_dice: 0.7760, decode.d4.loss_cls: 0.2950, decode.d4.loss_mask: 0.5181, decode.d4.loss_dice: 0.7751, decode.d5.loss_cls: 0.2889, decode.d5.loss_mask: 0.5179, decode.d5.loss_dice: 0.7702, decode.d6.loss_cls: 0.2768, decode.d6.loss_mask: 0.5178, decode.d6.loss_dice: 0.7683, decode.d7.loss_cls: 0.2772, decode.d7.loss_mask: 0.5174, decode.d7.loss_dice: 0.7635, decode.d8.loss_cls: 0.2735, decode.d8.loss_mask: 0.5175, decode.d8.loss_dice: 0.7706, loss: 17.0602, grad_norm: 64.8205 +2023-11-07 01:24:51,515 - mmseg - INFO - Iter [84400/160000] lr: 4.725e-05, eta: 10:02:42, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2721, decode.loss_mask: 0.5294, decode.loss_dice: 0.7749, decode.d0.loss_cls: 1.2684, decode.d0.loss_mask: 0.5779, decode.d0.loss_dice: 0.8598, decode.d1.loss_cls: 0.3762, decode.d1.loss_mask: 0.5576, decode.d1.loss_dice: 0.8272, decode.d2.loss_cls: 0.3267, decode.d2.loss_mask: 0.5432, decode.d2.loss_dice: 0.8069, decode.d3.loss_cls: 0.3075, decode.d3.loss_mask: 0.5337, decode.d3.loss_dice: 0.7803, decode.d4.loss_cls: 0.2969, decode.d4.loss_mask: 0.5336, decode.d4.loss_dice: 0.7837, decode.d5.loss_cls: 0.2910, decode.d5.loss_mask: 0.5316, decode.d5.loss_dice: 0.7815, decode.d6.loss_cls: 0.2842, decode.d6.loss_mask: 0.5316, decode.d6.loss_dice: 0.7813, decode.d7.loss_cls: 0.2773, decode.d7.loss_mask: 0.5310, decode.d7.loss_dice: 0.7767, decode.d8.loss_cls: 0.2756, decode.d8.loss_mask: 0.5284, decode.d8.loss_dice: 0.7798, loss: 17.3260, grad_norm: 68.6058 +2023-11-07 01:25:14,525 - mmseg - INFO - Iter [84450/160000] lr: 4.722e-05, eta: 10:02:17, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2811, decode.loss_mask: 0.5156, decode.loss_dice: 0.7507, decode.d0.loss_cls: 1.2507, decode.d0.loss_mask: 0.5548, decode.d0.loss_dice: 0.8340, decode.d1.loss_cls: 0.3650, decode.d1.loss_mask: 0.5383, decode.d1.loss_dice: 0.8069, decode.d2.loss_cls: 0.3150, decode.d2.loss_mask: 0.5304, decode.d2.loss_dice: 0.7792, decode.d3.loss_cls: 0.3090, decode.d3.loss_mask: 0.5217, decode.d3.loss_dice: 0.7569, decode.d4.loss_cls: 0.2940, decode.d4.loss_mask: 0.5202, decode.d4.loss_dice: 0.7561, decode.d5.loss_cls: 0.2927, decode.d5.loss_mask: 0.5198, decode.d5.loss_dice: 0.7570, decode.d6.loss_cls: 0.2829, decode.d6.loss_mask: 0.5200, decode.d6.loss_dice: 0.7505, decode.d7.loss_cls: 0.2814, decode.d7.loss_mask: 0.5213, decode.d7.loss_dice: 0.7527, decode.d8.loss_cls: 0.2879, decode.d8.loss_mask: 0.5169, decode.d8.loss_dice: 0.7502, loss: 16.9131, grad_norm: 68.2923 +2023-11-07 01:25:37,220 - mmseg - INFO - Iter [84500/160000] lr: 4.719e-05, eta: 10:01:52, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.3030, decode.loss_mask: 0.5270, decode.loss_dice: 0.7873, decode.d0.loss_cls: 1.2843, decode.d0.loss_mask: 0.5753, decode.d0.loss_dice: 0.8727, decode.d1.loss_cls: 0.3834, decode.d1.loss_mask: 0.5531, decode.d1.loss_dice: 0.8398, decode.d2.loss_cls: 0.3489, decode.d2.loss_mask: 0.5394, decode.d2.loss_dice: 0.8191, decode.d3.loss_cls: 0.3298, decode.d3.loss_mask: 0.5331, decode.d3.loss_dice: 0.8004, decode.d4.loss_cls: 0.3176, decode.d4.loss_mask: 0.5289, decode.d4.loss_dice: 0.7953, decode.d5.loss_cls: 0.3115, decode.d5.loss_mask: 0.5267, decode.d5.loss_dice: 0.7943, decode.d6.loss_cls: 0.3095, decode.d6.loss_mask: 0.5257, decode.d6.loss_dice: 0.7870, decode.d7.loss_cls: 0.3016, decode.d7.loss_mask: 0.5282, decode.d7.loss_dice: 0.7896, decode.d8.loss_cls: 0.3040, decode.d8.loss_mask: 0.5272, decode.d8.loss_dice: 0.7848, loss: 17.6284, grad_norm: 61.7894 +2023-11-07 01:26:00,385 - mmseg - INFO - Iter [84550/160000] lr: 4.716e-05, eta: 10:01:28, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2960, decode.loss_mask: 0.5044, decode.loss_dice: 0.7704, decode.d0.loss_cls: 1.3295, decode.d0.loss_mask: 0.5471, decode.d0.loss_dice: 0.8686, decode.d1.loss_cls: 0.3930, decode.d1.loss_mask: 0.5254, decode.d1.loss_dice: 0.8330, decode.d2.loss_cls: 0.3513, decode.d2.loss_mask: 0.5161, decode.d2.loss_dice: 0.7995, decode.d3.loss_cls: 0.3310, decode.d3.loss_mask: 0.5098, decode.d3.loss_dice: 0.7777, decode.d4.loss_cls: 0.3210, decode.d4.loss_mask: 0.5064, decode.d4.loss_dice: 0.7758, decode.d5.loss_cls: 0.3129, decode.d5.loss_mask: 0.5063, decode.d5.loss_dice: 0.7730, decode.d6.loss_cls: 0.3050, decode.d6.loss_mask: 0.5065, decode.d6.loss_dice: 0.7650, decode.d7.loss_cls: 0.3000, decode.d7.loss_mask: 0.5074, decode.d7.loss_dice: 0.7734, decode.d8.loss_cls: 0.2948, decode.d8.loss_mask: 0.5050, decode.d8.loss_dice: 0.7707, loss: 17.2756, grad_norm: 60.3799 +2023-11-07 01:26:24,047 - mmseg - INFO - Iter [84600/160000] lr: 4.713e-05, eta: 10:01:03, time: 0.473, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2638, decode.loss_mask: 0.5227, decode.loss_dice: 0.7709, decode.d0.loss_cls: 1.2667, decode.d0.loss_mask: 0.5659, decode.d0.loss_dice: 0.8507, decode.d1.loss_cls: 0.3570, decode.d1.loss_mask: 0.5430, decode.d1.loss_dice: 0.8194, decode.d2.loss_cls: 0.3116, decode.d2.loss_mask: 0.5306, decode.d2.loss_dice: 0.7970, decode.d3.loss_cls: 0.2973, decode.d3.loss_mask: 0.5255, decode.d3.loss_dice: 0.7776, decode.d4.loss_cls: 0.2857, decode.d4.loss_mask: 0.5245, decode.d4.loss_dice: 0.7732, decode.d5.loss_cls: 0.2743, decode.d5.loss_mask: 0.5246, decode.d5.loss_dice: 0.7720, decode.d6.loss_cls: 0.2716, decode.d6.loss_mask: 0.5208, decode.d6.loss_dice: 0.7681, decode.d7.loss_cls: 0.2661, decode.d7.loss_mask: 0.5233, decode.d7.loss_dice: 0.7707, decode.d8.loss_cls: 0.2677, decode.d8.loss_mask: 0.5224, decode.d8.loss_dice: 0.7717, loss: 17.0366, grad_norm: 69.8773 +2023-11-07 01:26:49,576 - mmseg - INFO - Iter [84650/160000] lr: 4.709e-05, eta: 10:00:41, time: 0.511, data_time: 0.058, memory: 39436, decode.loss_cls: 0.2913, decode.loss_mask: 0.5156, decode.loss_dice: 0.7683, decode.d0.loss_cls: 1.2653, decode.d0.loss_mask: 0.5580, decode.d0.loss_dice: 0.8593, decode.d1.loss_cls: 0.3892, decode.d1.loss_mask: 0.5346, decode.d1.loss_dice: 0.8237, decode.d2.loss_cls: 0.3446, decode.d2.loss_mask: 0.5260, decode.d2.loss_dice: 0.8016, decode.d3.loss_cls: 0.3196, decode.d3.loss_mask: 0.5172, decode.d3.loss_dice: 0.7808, decode.d4.loss_cls: 0.3078, decode.d4.loss_mask: 0.5205, decode.d4.loss_dice: 0.7824, decode.d5.loss_cls: 0.2988, decode.d5.loss_mask: 0.5163, decode.d5.loss_dice: 0.7794, decode.d6.loss_cls: 0.2999, decode.d6.loss_mask: 0.5149, decode.d6.loss_dice: 0.7748, decode.d7.loss_cls: 0.2942, decode.d7.loss_mask: 0.5163, decode.d7.loss_dice: 0.7762, decode.d8.loss_cls: 0.2992, decode.d8.loss_mask: 0.5163, decode.d8.loss_dice: 0.7780, loss: 17.2700, grad_norm: 64.3688 +2023-11-07 01:27:14,890 - mmseg - INFO - Iter [84700/160000] lr: 4.706e-05, eta: 10:00:18, time: 0.506, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2890, decode.loss_mask: 0.5267, decode.loss_dice: 0.7828, decode.d0.loss_cls: 1.3013, decode.d0.loss_mask: 0.5652, decode.d0.loss_dice: 0.8594, decode.d1.loss_cls: 0.3716, decode.d1.loss_mask: 0.5450, decode.d1.loss_dice: 0.8358, decode.d2.loss_cls: 0.3285, decode.d2.loss_mask: 0.5354, decode.d2.loss_dice: 0.8080, decode.d3.loss_cls: 0.3071, decode.d3.loss_mask: 0.5300, decode.d3.loss_dice: 0.7905, decode.d4.loss_cls: 0.2964, decode.d4.loss_mask: 0.5274, decode.d4.loss_dice: 0.7865, decode.d5.loss_cls: 0.2965, decode.d5.loss_mask: 0.5288, decode.d5.loss_dice: 0.7857, decode.d6.loss_cls: 0.2960, decode.d6.loss_mask: 0.5279, decode.d6.loss_dice: 0.7823, decode.d7.loss_cls: 0.2862, decode.d7.loss_mask: 0.5268, decode.d7.loss_dice: 0.7841, decode.d8.loss_cls: 0.2885, decode.d8.loss_mask: 0.5269, decode.d8.loss_dice: 0.7843, loss: 17.4004, grad_norm: 76.0244 +2023-11-07 01:27:39,016 - mmseg - INFO - Iter [84750/160000] lr: 4.703e-05, eta: 9:59:55, time: 0.482, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2821, decode.loss_mask: 0.5075, decode.loss_dice: 0.7494, decode.d0.loss_cls: 1.2995, decode.d0.loss_mask: 0.5538, decode.d0.loss_dice: 0.8404, decode.d1.loss_cls: 0.3771, decode.d1.loss_mask: 0.5342, decode.d1.loss_dice: 0.8075, decode.d2.loss_cls: 0.3340, decode.d2.loss_mask: 0.5217, decode.d2.loss_dice: 0.7736, decode.d3.loss_cls: 0.3142, decode.d3.loss_mask: 0.5141, decode.d3.loss_dice: 0.7556, decode.d4.loss_cls: 0.3024, decode.d4.loss_mask: 0.5121, decode.d4.loss_dice: 0.7496, decode.d5.loss_cls: 0.2906, decode.d5.loss_mask: 0.5111, decode.d5.loss_dice: 0.7527, decode.d6.loss_cls: 0.2891, decode.d6.loss_mask: 0.5115, decode.d6.loss_dice: 0.7530, decode.d7.loss_cls: 0.2908, decode.d7.loss_mask: 0.5107, decode.d7.loss_dice: 0.7492, decode.d8.loss_cls: 0.2906, decode.d8.loss_mask: 0.5073, decode.d8.loss_dice: 0.7440, loss: 16.9294, grad_norm: 66.9947 +2023-11-07 01:28:01,788 - mmseg - INFO - Iter [84800/160000] lr: 4.700e-05, eta: 9:59:30, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2768, decode.loss_mask: 0.5235, decode.loss_dice: 0.7731, decode.d0.loss_cls: 1.2726, decode.d0.loss_mask: 0.5619, decode.d0.loss_dice: 0.8516, decode.d1.loss_cls: 0.3652, decode.d1.loss_mask: 0.5450, decode.d1.loss_dice: 0.8234, decode.d2.loss_cls: 0.3240, decode.d2.loss_mask: 0.5317, decode.d2.loss_dice: 0.7994, decode.d3.loss_cls: 0.3065, decode.d3.loss_mask: 0.5263, decode.d3.loss_dice: 0.7856, decode.d4.loss_cls: 0.2969, decode.d4.loss_mask: 0.5260, decode.d4.loss_dice: 0.7809, decode.d5.loss_cls: 0.2903, decode.d5.loss_mask: 0.5234, decode.d5.loss_dice: 0.7797, decode.d6.loss_cls: 0.2866, decode.d6.loss_mask: 0.5257, decode.d6.loss_dice: 0.7755, decode.d7.loss_cls: 0.2757, decode.d7.loss_mask: 0.5241, decode.d7.loss_dice: 0.7777, decode.d8.loss_cls: 0.2796, decode.d8.loss_mask: 0.5228, decode.d8.loss_dice: 0.7761, loss: 17.2074, grad_norm: 67.9689 +2023-11-07 01:28:24,376 - mmseg - INFO - Iter [84850/160000] lr: 4.697e-05, eta: 9:59:05, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2711, decode.loss_mask: 0.4968, decode.loss_dice: 0.7490, decode.d0.loss_cls: 1.2796, decode.d0.loss_mask: 0.5421, decode.d0.loss_dice: 0.8251, decode.d1.loss_cls: 0.3640, decode.d1.loss_mask: 0.5184, decode.d1.loss_dice: 0.7955, decode.d2.loss_cls: 0.3149, decode.d2.loss_mask: 0.5065, decode.d2.loss_dice: 0.7747, decode.d3.loss_cls: 0.2962, decode.d3.loss_mask: 0.5012, decode.d3.loss_dice: 0.7577, decode.d4.loss_cls: 0.2800, decode.d4.loss_mask: 0.5013, decode.d4.loss_dice: 0.7582, decode.d5.loss_cls: 0.2755, decode.d5.loss_mask: 0.4997, decode.d5.loss_dice: 0.7600, decode.d6.loss_cls: 0.2750, decode.d6.loss_mask: 0.4980, decode.d6.loss_dice: 0.7493, decode.d7.loss_cls: 0.2700, decode.d7.loss_mask: 0.4976, decode.d7.loss_dice: 0.7487, decode.d8.loss_cls: 0.2665, decode.d8.loss_mask: 0.4999, decode.d8.loss_dice: 0.7523, loss: 16.6248, grad_norm: 65.1845 +2023-11-07 01:28:47,101 - mmseg - INFO - Iter [84900/160000] lr: 4.694e-05, eta: 9:58:40, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2680, decode.loss_mask: 0.5198, decode.loss_dice: 0.7661, decode.d0.loss_cls: 1.2503, decode.d0.loss_mask: 0.5591, decode.d0.loss_dice: 0.8430, decode.d1.loss_cls: 0.3699, decode.d1.loss_mask: 0.5386, decode.d1.loss_dice: 0.8056, decode.d2.loss_cls: 0.3153, decode.d2.loss_mask: 0.5273, decode.d2.loss_dice: 0.7898, decode.d3.loss_cls: 0.2993, decode.d3.loss_mask: 0.5226, decode.d3.loss_dice: 0.7647, decode.d4.loss_cls: 0.2853, decode.d4.loss_mask: 0.5214, decode.d4.loss_dice: 0.7658, decode.d5.loss_cls: 0.2775, decode.d5.loss_mask: 0.5224, decode.d5.loss_dice: 0.7668, decode.d6.loss_cls: 0.2760, decode.d6.loss_mask: 0.5202, decode.d6.loss_dice: 0.7691, decode.d7.loss_cls: 0.2717, decode.d7.loss_mask: 0.5194, decode.d7.loss_dice: 0.7661, decode.d8.loss_cls: 0.2661, decode.d8.loss_mask: 0.5208, decode.d8.loss_dice: 0.7664, loss: 16.9542, grad_norm: 66.2921 +2023-11-07 01:29:10,401 - mmseg - INFO - Iter [84950/160000] lr: 4.691e-05, eta: 9:58:15, time: 0.466, data_time: 0.011, memory: 39436, decode.loss_cls: 0.2788, decode.loss_mask: 0.5122, decode.loss_dice: 0.7610, decode.d0.loss_cls: 1.3086, decode.d0.loss_mask: 0.5511, decode.d0.loss_dice: 0.8514, decode.d1.loss_cls: 0.3784, decode.d1.loss_mask: 0.5345, decode.d1.loss_dice: 0.8104, decode.d2.loss_cls: 0.3318, decode.d2.loss_mask: 0.5200, decode.d2.loss_dice: 0.7837, decode.d3.loss_cls: 0.3136, decode.d3.loss_mask: 0.5151, decode.d3.loss_dice: 0.7604, decode.d4.loss_cls: 0.2995, decode.d4.loss_mask: 0.5149, decode.d4.loss_dice: 0.7658, decode.d5.loss_cls: 0.2935, decode.d5.loss_mask: 0.5153, decode.d5.loss_dice: 0.7633, decode.d6.loss_cls: 0.2884, decode.d6.loss_mask: 0.5129, decode.d6.loss_dice: 0.7626, decode.d7.loss_cls: 0.2811, decode.d7.loss_mask: 0.5121, decode.d7.loss_dice: 0.7594, decode.d8.loss_cls: 0.2802, decode.d8.loss_mask: 0.5125, decode.d8.loss_dice: 0.7581, loss: 17.0302, grad_norm: 64.3581 +2023-11-07 01:29:36,770 - mmseg - INFO - Saving checkpoint at 85000 iterations +2023-11-07 01:29:39,121 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 01:29:39,121 - mmseg - INFO - Iter [85000/160000] lr: 4.688e-05, eta: 9:57:55, time: 0.574, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2793, decode.loss_mask: 0.5257, decode.loss_dice: 0.7878, decode.d0.loss_cls: 1.2937, decode.d0.loss_mask: 0.5605, decode.d0.loss_dice: 0.8823, decode.d1.loss_cls: 0.3882, decode.d1.loss_mask: 0.5460, decode.d1.loss_dice: 0.8386, decode.d2.loss_cls: 0.3334, decode.d2.loss_mask: 0.5323, decode.d2.loss_dice: 0.8123, decode.d3.loss_cls: 0.3171, decode.d3.loss_mask: 0.5274, decode.d3.loss_dice: 0.7944, decode.d4.loss_cls: 0.3067, decode.d4.loss_mask: 0.5248, decode.d4.loss_dice: 0.7923, decode.d5.loss_cls: 0.2928, decode.d5.loss_mask: 0.5248, decode.d5.loss_dice: 0.7906, decode.d6.loss_cls: 0.2896, decode.d6.loss_mask: 0.5251, decode.d6.loss_dice: 0.7897, decode.d7.loss_cls: 0.2854, decode.d7.loss_mask: 0.5240, decode.d7.loss_dice: 0.7898, decode.d8.loss_cls: 0.2844, decode.d8.loss_mask: 0.5250, decode.d8.loss_dice: 0.7906, loss: 17.4545, grad_norm: 68.1982 +2023-11-07 01:29:59,139 - mmseg - INFO - per class results: +2023-11-07 01:29:59,144 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 78.76 | 86.35 | +| building | 82.0 | 89.49 | +| sky | 94.45 | 97.16 | +| floor | 82.71 | 89.65 | +| tree | 75.34 | 87.31 | +| ceiling | 84.93 | 91.08 | +| road | 84.93 | 89.09 | +| bed | 90.54 | 95.5 | +| windowpane | 63.32 | 82.26 | +| grass | 70.96 | 81.49 | +| cabinet | 60.05 | 74.45 | +| sidewalk | 66.93 | 82.0 | +| person | 84.98 | 92.03 | +| earth | 37.5 | 56.53 | +| door | 49.77 | 72.88 | +| table | 66.0 | 78.92 | +| mountain | 53.31 | 70.73 | +| plant | 54.41 | 69.98 | +| curtain | 74.96 | 86.45 | +| chair | 61.73 | 74.12 | +| car | 86.18 | 92.35 | +| water | 50.4 | 67.36 | +| painting | 70.84 | 87.46 | +| sofa | 68.98 | 81.43 | +| shelf | 40.37 | 55.39 | +| house | 40.93 | 75.59 | +| sea | 53.17 | 76.54 | +| mirror | 71.16 | 83.11 | +| rug | 65.37 | 83.61 | +| field | 39.14 | 52.57 | +| armchair | 47.68 | 73.58 | +| seat | 58.66 | 84.85 | +| fence | 48.97 | 69.1 | +| desk | 51.9 | 69.37 | +| rock | 43.72 | 77.65 | +| wardrobe | 43.39 | 62.33 | +| lamp | 72.84 | 84.89 | +| bathtub | 79.31 | 87.81 | +| railing | 36.98 | 53.67 | +| cushion | 58.1 | 72.19 | +| base | 38.62 | 64.64 | +| box | 27.21 | 43.0 | +| column | 52.81 | 71.16 | +| signboard | 37.49 | 56.79 | +| chest of drawers | 32.83 | 69.26 | +| counter | 39.25 | 53.5 | +| sand | 52.77 | 70.63 | +| sink | 77.02 | 84.58 | +| skyscraper | 34.25 | 43.38 | +| fireplace | 73.75 | 90.09 | +| refrigerator | 80.31 | 90.25 | +| grandstand | 47.5 | 73.55 | +| path | 27.04 | 45.5 | +| stairs | 15.32 | 18.06 | +| runway | 74.79 | 94.8 | +| case | 44.09 | 59.01 | +| pool table | 94.98 | 97.57 | +| pillow | 55.05 | 68.52 | +| screen door | 73.7 | 91.11 | +| stairway | 28.73 | 49.27 | +| river | 19.71 | 28.43 | +| bridge | 77.74 | 88.84 | +| bookcase | 30.61 | 50.58 | +| blind | 49.53 | 54.13 | +| coffee table | 65.95 | 85.25 | +| toilet | 88.66 | 92.14 | +| flower | 41.41 | 54.71 | +| book | 50.91 | 69.35 | +| hill | 5.26 | 10.87 | +| bench | 41.04 | 54.27 | +| countertop | 56.0 | 76.42 | +| stove | 82.56 | 94.23 | +| palm | 55.64 | 77.09 | +| kitchen island | 44.35 | 71.84 | +| computer | 75.04 | 81.38 | +| swivel chair | 42.44 | 62.95 | +| boat | 47.17 | 56.73 | +| bar | 60.93 | 64.72 | +| arcade machine | 52.27 | 55.24 | +| hovel | 33.14 | 48.18 | +| bus | 88.63 | 94.92 | +| towel | 59.39 | 79.2 | +| light | 62.42 | 78.35 | +| truck | 38.16 | 51.17 | +| tower | 22.19 | 37.81 | +| chandelier | 70.75 | 81.48 | +| awning | 39.1 | 48.03 | +| streetlight | 38.49 | 57.15 | +| booth | 66.12 | 69.21 | +| television receiver | 68.93 | 85.6 | +| airplane | 62.09 | 70.28 | +| dirt track | 7.78 | 11.77 | +| apparel | 38.2 | 66.31 | +| pole | 28.7 | 42.76 | +| land | 2.87 | 3.43 | +| bannister | 21.04 | 27.49 | +| escalator | 28.91 | 31.85 | +| ottoman | 49.41 | 66.99 | +| bottle | 29.26 | 38.06 | +| buffet | 38.62 | 54.19 | +| poster | 30.12 | 46.34 | +| stage | 17.46 | 32.52 | +| van | 43.46 | 71.27 | +| ship | 4.61 | 6.56 | +| fountain | 20.7 | 21.76 | +| conveyer belt | 50.23 | 70.06 | +| canopy | 39.61 | 51.85 | +| washer | 73.39 | 74.57 | +| plaything | 27.08 | 39.27 | +| swimming pool | 63.35 | 68.71 | +| stool | 52.47 | 72.86 | +| barrel | 65.91 | 74.68 | +| basket | 50.07 | 61.4 | +| waterfall | 49.1 | 59.49 | +| tent | 67.08 | 98.52 | +| bag | 22.24 | 40.37 | +| minibike | 74.2 | 90.24 | +| cradle | 80.46 | 97.31 | +| oven | 54.19 | 68.12 | +| ball | 14.12 | 15.06 | +| food | 68.47 | 81.13 | +| step | 21.5 | 35.95 | +| tank | 49.59 | 51.53 | +| trade name | 22.31 | 26.66 | +| microwave | 81.07 | 92.86 | +| pot | 48.59 | 57.98 | +| animal | 69.66 | 75.81 | +| bicycle | 64.57 | 82.29 | +| lake | 0.1 | 0.1 | +| dishwasher | 68.62 | 81.02 | +| screen | 57.72 | 91.03 | +| blanket | 27.4 | 35.68 | +| sculpture | 52.92 | 87.52 | +| hood | 86.23 | 94.98 | +| sconce | 51.67 | 73.21 | +| vase | 49.5 | 70.7 | +| traffic light | 38.78 | 65.38 | +| tray | 18.94 | 33.04 | +| ashcan | 46.07 | 67.24 | +| fan | 71.57 | 85.12 | +| pier | 12.73 | 13.85 | +| crt screen | 4.57 | 14.04 | +| plate | 58.66 | 79.56 | +| monitor | 1.49 | 1.79 | +| bulletin board | 40.24 | 72.95 | +| shower | 9.51 | 18.59 | +| radiator | 60.7 | 66.75 | +| glass | 21.82 | 26.57 | +| clock | 51.7 | 65.85 | +| flag | 34.32 | 39.63 | ++---------------------+-------+-------+ +2023-11-07 01:29:59,144 - mmseg - INFO - Summary: +2023-11-07 01:29:59,144 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 83.39 | 50.84 | 64.64 | ++-------+-------+-------+ +2023-11-07 01:29:59,145 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 01:29:59,145 - mmseg - INFO - Iter(val) [250] aAcc: 0.8339, mIoU: 0.5084, mAcc: 0.6464, IoU.wall: 0.7876, IoU.building: 0.8200, IoU.sky: 0.9445, IoU.floor: 0.8271, IoU.tree: 0.7534, IoU.ceiling: 0.8493, IoU.road: 0.8493, IoU.bed : 0.9054, IoU.windowpane: 0.6332, IoU.grass: 0.7096, IoU.cabinet: 0.6005, IoU.sidewalk: 0.6693, IoU.person: 0.8498, IoU.earth: 0.3750, IoU.door: 0.4977, IoU.table: 0.6600, IoU.mountain: 0.5331, IoU.plant: 0.5441, IoU.curtain: 0.7496, IoU.chair: 0.6173, IoU.car: 0.8618, IoU.water: 0.5040, IoU.painting: 0.7084, IoU.sofa: 0.6898, IoU.shelf: 0.4037, IoU.house: 0.4093, IoU.sea: 0.5317, IoU.mirror: 0.7116, IoU.rug: 0.6537, IoU.field: 0.3914, IoU.armchair: 0.4768, IoU.seat: 0.5866, IoU.fence: 0.4897, IoU.desk: 0.5190, IoU.rock: 0.4372, IoU.wardrobe: 0.4339, IoU.lamp: 0.7284, IoU.bathtub: 0.7931, IoU.railing: 0.3698, IoU.cushion: 0.5810, IoU.base: 0.3862, IoU.box: 0.2721, IoU.column: 0.5281, IoU.signboard: 0.3749, IoU.chest of drawers: 0.3283, IoU.counter: 0.3925, IoU.sand: 0.5277, IoU.sink: 0.7702, IoU.skyscraper: 0.3425, IoU.fireplace: 0.7375, IoU.refrigerator: 0.8031, IoU.grandstand: 0.4750, IoU.path: 0.2704, IoU.stairs: 0.1532, IoU.runway: 0.7479, IoU.case: 0.4409, IoU.pool table: 0.9498, IoU.pillow: 0.5505, IoU.screen door: 0.7370, IoU.stairway: 0.2873, IoU.river: 0.1971, IoU.bridge: 0.7774, IoU.bookcase: 0.3061, IoU.blind: 0.4953, IoU.coffee table: 0.6595, IoU.toilet: 0.8866, IoU.flower: 0.4141, IoU.book: 0.5091, IoU.hill: 0.0526, IoU.bench: 0.4104, IoU.countertop: 0.5600, IoU.stove: 0.8256, IoU.palm: 0.5564, IoU.kitchen island: 0.4435, IoU.computer: 0.7504, IoU.swivel chair: 0.4244, IoU.boat: 0.4717, IoU.bar: 0.6093, IoU.arcade machine: 0.5227, IoU.hovel: 0.3314, IoU.bus: 0.8863, IoU.towel: 0.5939, IoU.light: 0.6242, IoU.truck: 0.3816, IoU.tower: 0.2219, IoU.chandelier: 0.7075, IoU.awning: 0.3910, IoU.streetlight: 0.3849, IoU.booth: 0.6612, IoU.television receiver: 0.6893, IoU.airplane: 0.6209, IoU.dirt track: 0.0778, IoU.apparel: 0.3820, IoU.pole: 0.2870, IoU.land: 0.0287, IoU.bannister: 0.2104, IoU.escalator: 0.2891, IoU.ottoman: 0.4941, IoU.bottle: 0.2926, IoU.buffet: 0.3862, IoU.poster: 0.3012, IoU.stage: 0.1746, IoU.van: 0.4346, IoU.ship: 0.0461, IoU.fountain: 0.2070, IoU.conveyer belt: 0.5023, IoU.canopy: 0.3961, IoU.washer: 0.7339, IoU.plaything: 0.2708, IoU.swimming pool: 0.6335, IoU.stool: 0.5247, IoU.barrel: 0.6591, IoU.basket: 0.5007, IoU.waterfall: 0.4910, IoU.tent: 0.6708, IoU.bag: 0.2224, IoU.minibike: 0.7420, IoU.cradle: 0.8046, IoU.oven: 0.5419, IoU.ball: 0.1412, IoU.food: 0.6847, IoU.step: 0.2150, IoU.tank: 0.4959, IoU.trade name: 0.2231, IoU.microwave: 0.8107, IoU.pot: 0.4859, IoU.animal: 0.6966, IoU.bicycle: 0.6457, IoU.lake: 0.0010, IoU.dishwasher: 0.6862, IoU.screen: 0.5772, IoU.blanket: 0.2740, IoU.sculpture: 0.5292, IoU.hood: 0.8623, IoU.sconce: 0.5167, IoU.vase: 0.4950, IoU.traffic light: 0.3878, IoU.tray: 0.1894, IoU.ashcan: 0.4607, IoU.fan: 0.7157, IoU.pier: 0.1273, IoU.crt screen: 0.0457, IoU.plate: 0.5866, IoU.monitor: 0.0149, IoU.bulletin board: 0.4024, IoU.shower: 0.0951, IoU.radiator: 0.6070, IoU.glass: 0.2182, IoU.clock: 0.5170, IoU.flag: 0.3432, Acc.wall: 0.8635, Acc.building: 0.8949, Acc.sky: 0.9716, Acc.floor: 0.8965, Acc.tree: 0.8731, Acc.ceiling: 0.9108, Acc.road: 0.8909, Acc.bed : 0.9550, Acc.windowpane: 0.8226, Acc.grass: 0.8149, Acc.cabinet: 0.7445, Acc.sidewalk: 0.8200, Acc.person: 0.9203, Acc.earth: 0.5653, Acc.door: 0.7288, Acc.table: 0.7892, Acc.mountain: 0.7073, Acc.plant: 0.6998, Acc.curtain: 0.8645, Acc.chair: 0.7412, Acc.car: 0.9235, Acc.water: 0.6736, Acc.painting: 0.8746, Acc.sofa: 0.8143, Acc.shelf: 0.5539, Acc.house: 0.7559, Acc.sea: 0.7654, Acc.mirror: 0.8311, Acc.rug: 0.8361, Acc.field: 0.5257, Acc.armchair: 0.7358, Acc.seat: 0.8485, Acc.fence: 0.6910, Acc.desk: 0.6937, Acc.rock: 0.7765, Acc.wardrobe: 0.6233, Acc.lamp: 0.8489, Acc.bathtub: 0.8781, Acc.railing: 0.5367, Acc.cushion: 0.7219, Acc.base: 0.6464, Acc.box: 0.4300, Acc.column: 0.7116, Acc.signboard: 0.5679, Acc.chest of drawers: 0.6926, Acc.counter: 0.5350, Acc.sand: 0.7063, Acc.sink: 0.8458, Acc.skyscraper: 0.4338, Acc.fireplace: 0.9009, Acc.refrigerator: 0.9025, Acc.grandstand: 0.7355, Acc.path: 0.4550, Acc.stairs: 0.1806, Acc.runway: 0.9480, Acc.case: 0.5901, Acc.pool table: 0.9757, Acc.pillow: 0.6852, Acc.screen door: 0.9111, Acc.stairway: 0.4927, Acc.river: 0.2843, Acc.bridge: 0.8884, Acc.bookcase: 0.5058, Acc.blind: 0.5413, Acc.coffee table: 0.8525, Acc.toilet: 0.9214, Acc.flower: 0.5471, Acc.book: 0.6935, Acc.hill: 0.1087, Acc.bench: 0.5427, Acc.countertop: 0.7642, Acc.stove: 0.9423, Acc.palm: 0.7709, Acc.kitchen island: 0.7184, Acc.computer: 0.8138, Acc.swivel chair: 0.6295, Acc.boat: 0.5673, Acc.bar: 0.6472, Acc.arcade machine: 0.5524, Acc.hovel: 0.4818, Acc.bus: 0.9492, Acc.towel: 0.7920, Acc.light: 0.7835, Acc.truck: 0.5117, Acc.tower: 0.3781, Acc.chandelier: 0.8148, Acc.awning: 0.4803, Acc.streetlight: 0.5715, Acc.booth: 0.6921, Acc.television receiver: 0.8560, Acc.airplane: 0.7028, Acc.dirt track: 0.1177, Acc.apparel: 0.6631, Acc.pole: 0.4276, Acc.land: 0.0343, Acc.bannister: 0.2749, Acc.escalator: 0.3185, Acc.ottoman: 0.6699, Acc.bottle: 0.3806, Acc.buffet: 0.5419, Acc.poster: 0.4634, Acc.stage: 0.3252, Acc.van: 0.7127, Acc.ship: 0.0656, Acc.fountain: 0.2176, Acc.conveyer belt: 0.7006, Acc.canopy: 0.5185, Acc.washer: 0.7457, Acc.plaything: 0.3927, Acc.swimming pool: 0.6871, Acc.stool: 0.7286, Acc.barrel: 0.7468, Acc.basket: 0.6140, Acc.waterfall: 0.5949, Acc.tent: 0.9852, Acc.bag: 0.4037, Acc.minibike: 0.9024, Acc.cradle: 0.9731, Acc.oven: 0.6812, Acc.ball: 0.1506, Acc.food: 0.8113, Acc.step: 0.3595, Acc.tank: 0.5153, Acc.trade name: 0.2666, Acc.microwave: 0.9286, Acc.pot: 0.5798, Acc.animal: 0.7581, Acc.bicycle: 0.8229, Acc.lake: 0.0010, Acc.dishwasher: 0.8102, Acc.screen: 0.9103, Acc.blanket: 0.3568, Acc.sculpture: 0.8752, Acc.hood: 0.9498, Acc.sconce: 0.7321, Acc.vase: 0.7070, Acc.traffic light: 0.6538, Acc.tray: 0.3304, Acc.ashcan: 0.6724, Acc.fan: 0.8512, Acc.pier: 0.1385, Acc.crt screen: 0.1404, Acc.plate: 0.7956, Acc.monitor: 0.0179, Acc.bulletin board: 0.7295, Acc.shower: 0.1859, Acc.radiator: 0.6675, Acc.glass: 0.2657, Acc.clock: 0.6585, Acc.flag: 0.3963 +2023-11-07 01:30:27,291 - mmseg - INFO - Iter [85050/160000] lr: 4.684e-05, eta: 9:57:53, time: 0.963, data_time: 0.413, memory: 39436, decode.loss_cls: 0.2793, decode.loss_mask: 0.5156, decode.loss_dice: 0.7536, decode.d0.loss_cls: 1.2972, decode.d0.loss_mask: 0.5562, decode.d0.loss_dice: 0.8330, decode.d1.loss_cls: 0.3723, decode.d1.loss_mask: 0.5356, decode.d1.loss_dice: 0.7990, decode.d2.loss_cls: 0.3229, decode.d2.loss_mask: 0.5296, decode.d2.loss_dice: 0.7806, decode.d3.loss_cls: 0.3058, decode.d3.loss_mask: 0.5223, decode.d3.loss_dice: 0.7650, decode.d4.loss_cls: 0.2900, decode.d4.loss_mask: 0.5210, decode.d4.loss_dice: 0.7611, decode.d5.loss_cls: 0.2852, decode.d5.loss_mask: 0.5201, decode.d5.loss_dice: 0.7597, decode.d6.loss_cls: 0.2783, decode.d6.loss_mask: 0.5181, decode.d6.loss_dice: 0.7575, decode.d7.loss_cls: 0.2776, decode.d7.loss_mask: 0.5158, decode.d7.loss_dice: 0.7578, decode.d8.loss_cls: 0.2752, decode.d8.loss_mask: 0.5156, decode.d8.loss_dice: 0.7554, loss: 16.9563, grad_norm: 70.0378 +2023-11-07 01:30:50,331 - mmseg - INFO - Iter [85100/160000] lr: 4.681e-05, eta: 9:57:28, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2764, decode.loss_mask: 0.4885, decode.loss_dice: 0.7526, decode.d0.loss_cls: 1.2603, decode.d0.loss_mask: 0.5263, decode.d0.loss_dice: 0.8417, decode.d1.loss_cls: 0.3684, decode.d1.loss_mask: 0.5083, decode.d1.loss_dice: 0.8040, decode.d2.loss_cls: 0.3247, decode.d2.loss_mask: 0.4974, decode.d2.loss_dice: 0.7761, decode.d3.loss_cls: 0.3046, decode.d3.loss_mask: 0.4903, decode.d3.loss_dice: 0.7606, decode.d4.loss_cls: 0.2958, decode.d4.loss_mask: 0.4882, decode.d4.loss_dice: 0.7603, decode.d5.loss_cls: 0.2856, decode.d5.loss_mask: 0.4888, decode.d5.loss_dice: 0.7594, decode.d6.loss_cls: 0.2847, decode.d6.loss_mask: 0.4877, decode.d6.loss_dice: 0.7629, decode.d7.loss_cls: 0.2839, decode.d7.loss_mask: 0.4888, decode.d7.loss_dice: 0.7617, decode.d8.loss_cls: 0.2772, decode.d8.loss_mask: 0.4881, decode.d8.loss_dice: 0.7570, loss: 16.6501, grad_norm: 67.2081 +2023-11-07 01:31:13,179 - mmseg - INFO - Iter [85150/160000] lr: 4.678e-05, eta: 9:57:03, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2882, decode.loss_mask: 0.5146, decode.loss_dice: 0.7610, decode.d0.loss_cls: 1.2986, decode.d0.loss_mask: 0.5510, decode.d0.loss_dice: 0.8397, decode.d1.loss_cls: 0.3775, decode.d1.loss_mask: 0.5342, decode.d1.loss_dice: 0.8132, decode.d2.loss_cls: 0.3392, decode.d2.loss_mask: 0.5244, decode.d2.loss_dice: 0.7855, decode.d3.loss_cls: 0.3194, decode.d3.loss_mask: 0.5159, decode.d3.loss_dice: 0.7715, decode.d4.loss_cls: 0.3011, decode.d4.loss_mask: 0.5159, decode.d4.loss_dice: 0.7704, decode.d5.loss_cls: 0.2988, decode.d5.loss_mask: 0.5145, decode.d5.loss_dice: 0.7682, decode.d6.loss_cls: 0.2978, decode.d6.loss_mask: 0.5164, decode.d6.loss_dice: 0.7648, decode.d7.loss_cls: 0.2912, decode.d7.loss_mask: 0.5153, decode.d7.loss_dice: 0.7635, decode.d8.loss_cls: 0.2869, decode.d8.loss_mask: 0.5159, decode.d8.loss_dice: 0.7621, loss: 17.1166, grad_norm: 69.5487 +2023-11-07 01:31:35,801 - mmseg - INFO - Iter [85200/160000] lr: 4.675e-05, eta: 9:56:38, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2758, decode.loss_mask: 0.5327, decode.loss_dice: 0.7615, decode.d0.loss_cls: 1.2604, decode.d0.loss_mask: 0.5798, decode.d0.loss_dice: 0.8447, decode.d1.loss_cls: 0.3666, decode.d1.loss_mask: 0.5510, decode.d1.loss_dice: 0.8133, decode.d2.loss_cls: 0.3164, decode.d2.loss_mask: 0.5473, decode.d2.loss_dice: 0.7947, decode.d3.loss_cls: 0.2976, decode.d3.loss_mask: 0.5383, decode.d3.loss_dice: 0.7742, decode.d4.loss_cls: 0.2879, decode.d4.loss_mask: 0.5374, decode.d4.loss_dice: 0.7728, decode.d5.loss_cls: 0.2888, decode.d5.loss_mask: 0.5345, decode.d5.loss_dice: 0.7648, decode.d6.loss_cls: 0.2816, decode.d6.loss_mask: 0.5344, decode.d6.loss_dice: 0.7635, decode.d7.loss_cls: 0.2771, decode.d7.loss_mask: 0.5323, decode.d7.loss_dice: 0.7616, decode.d8.loss_cls: 0.2710, decode.d8.loss_mask: 0.5343, decode.d8.loss_dice: 0.7673, loss: 17.1637, grad_norm: 65.9293 +2023-11-07 01:31:58,304 - mmseg - INFO - Iter [85250/160000] lr: 4.672e-05, eta: 9:56:13, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2638, decode.loss_mask: 0.4943, decode.loss_dice: 0.7364, decode.d0.loss_cls: 1.2498, decode.d0.loss_mask: 0.5345, decode.d0.loss_dice: 0.8155, decode.d1.loss_cls: 0.3502, decode.d1.loss_mask: 0.5158, decode.d1.loss_dice: 0.7843, decode.d2.loss_cls: 0.3028, decode.d2.loss_mask: 0.5024, decode.d2.loss_dice: 0.7676, decode.d3.loss_cls: 0.2939, decode.d3.loss_mask: 0.4960, decode.d3.loss_dice: 0.7410, decode.d4.loss_cls: 0.2774, decode.d4.loss_mask: 0.4968, decode.d4.loss_dice: 0.7464, decode.d5.loss_cls: 0.2715, decode.d5.loss_mask: 0.4975, decode.d5.loss_dice: 0.7449, decode.d6.loss_cls: 0.2682, decode.d6.loss_mask: 0.4951, decode.d6.loss_dice: 0.7387, decode.d7.loss_cls: 0.2629, decode.d7.loss_mask: 0.4961, decode.d7.loss_dice: 0.7389, decode.d8.loss_cls: 0.2653, decode.d8.loss_mask: 0.4953, decode.d8.loss_dice: 0.7398, loss: 16.3830, grad_norm: 66.0236 +2023-11-07 01:32:21,989 - mmseg - INFO - Iter [85300/160000] lr: 4.669e-05, eta: 9:55:49, time: 0.474, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2688, decode.loss_mask: 0.5212, decode.loss_dice: 0.7757, decode.d0.loss_cls: 1.2628, decode.d0.loss_mask: 0.5650, decode.d0.loss_dice: 0.8551, decode.d1.loss_cls: 0.3438, decode.d1.loss_mask: 0.5424, decode.d1.loss_dice: 0.8332, decode.d2.loss_cls: 0.3078, decode.d2.loss_mask: 0.5324, decode.d2.loss_dice: 0.8046, decode.d3.loss_cls: 0.2990, decode.d3.loss_mask: 0.5232, decode.d3.loss_dice: 0.7801, decode.d4.loss_cls: 0.2820, decode.d4.loss_mask: 0.5224, decode.d4.loss_dice: 0.7847, decode.d5.loss_cls: 0.2719, decode.d5.loss_mask: 0.5218, decode.d5.loss_dice: 0.7807, decode.d6.loss_cls: 0.2745, decode.d6.loss_mask: 0.5228, decode.d6.loss_dice: 0.7798, decode.d7.loss_cls: 0.2679, decode.d7.loss_mask: 0.5225, decode.d7.loss_dice: 0.7845, decode.d8.loss_cls: 0.2697, decode.d8.loss_mask: 0.5214, decode.d8.loss_dice: 0.7781, loss: 17.0998, grad_norm: 66.6602 +2023-11-07 01:32:45,041 - mmseg - INFO - Iter [85350/160000] lr: 4.666e-05, eta: 9:55:24, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2606, decode.loss_mask: 0.5241, decode.loss_dice: 0.7756, decode.d0.loss_cls: 1.2825, decode.d0.loss_mask: 0.5646, decode.d0.loss_dice: 0.8548, decode.d1.loss_cls: 0.3520, decode.d1.loss_mask: 0.5438, decode.d1.loss_dice: 0.8231, decode.d2.loss_cls: 0.3071, decode.d2.loss_mask: 0.5297, decode.d2.loss_dice: 0.7995, decode.d3.loss_cls: 0.2919, decode.d3.loss_mask: 0.5280, decode.d3.loss_dice: 0.7785, decode.d4.loss_cls: 0.2809, decode.d4.loss_mask: 0.5276, decode.d4.loss_dice: 0.7778, decode.d5.loss_cls: 0.2773, decode.d5.loss_mask: 0.5252, decode.d5.loss_dice: 0.7794, decode.d6.loss_cls: 0.2668, decode.d6.loss_mask: 0.5232, decode.d6.loss_dice: 0.7753, decode.d7.loss_cls: 0.2642, decode.d7.loss_mask: 0.5222, decode.d7.loss_dice: 0.7737, decode.d8.loss_cls: 0.2639, decode.d8.loss_mask: 0.5237, decode.d8.loss_dice: 0.7750, loss: 17.0722, grad_norm: 66.1136 +2023-11-07 01:33:11,003 - mmseg - INFO - Iter [85400/160000] lr: 4.663e-05, eta: 9:55:02, time: 0.521, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2568, decode.loss_mask: 0.5234, decode.loss_dice: 0.7541, decode.d0.loss_cls: 1.2541, decode.d0.loss_mask: 0.5631, decode.d0.loss_dice: 0.8275, decode.d1.loss_cls: 0.3486, decode.d1.loss_mask: 0.5440, decode.d1.loss_dice: 0.7983, decode.d2.loss_cls: 0.3012, decode.d2.loss_mask: 0.5342, decode.d2.loss_dice: 0.7779, decode.d3.loss_cls: 0.2852, decode.d3.loss_mask: 0.5263, decode.d3.loss_dice: 0.7577, decode.d4.loss_cls: 0.2682, decode.d4.loss_mask: 0.5249, decode.d4.loss_dice: 0.7567, decode.d5.loss_cls: 0.2678, decode.d5.loss_mask: 0.5224, decode.d5.loss_dice: 0.7608, decode.d6.loss_cls: 0.2639, decode.d6.loss_mask: 0.5241, decode.d6.loss_dice: 0.7518, decode.d7.loss_cls: 0.2568, decode.d7.loss_mask: 0.5234, decode.d7.loss_dice: 0.7578, decode.d8.loss_cls: 0.2578, decode.d8.loss_mask: 0.5224, decode.d8.loss_dice: 0.7537, loss: 16.7649, grad_norm: 63.5128 +2023-11-07 01:33:36,387 - mmseg - INFO - Iter [85450/160000] lr: 4.659e-05, eta: 9:54:39, time: 0.508, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2818, decode.loss_mask: 0.5183, decode.loss_dice: 0.7724, decode.d0.loss_cls: 1.3082, decode.d0.loss_mask: 0.5551, decode.d0.loss_dice: 0.8664, decode.d1.loss_cls: 0.3938, decode.d1.loss_mask: 0.5378, decode.d1.loss_dice: 0.8216, decode.d2.loss_cls: 0.3369, decode.d2.loss_mask: 0.5279, decode.d2.loss_dice: 0.7968, decode.d3.loss_cls: 0.3145, decode.d3.loss_mask: 0.5207, decode.d3.loss_dice: 0.7795, decode.d4.loss_cls: 0.3061, decode.d4.loss_mask: 0.5186, decode.d4.loss_dice: 0.7808, decode.d5.loss_cls: 0.2956, decode.d5.loss_mask: 0.5204, decode.d5.loss_dice: 0.7813, decode.d6.loss_cls: 0.2957, decode.d6.loss_mask: 0.5179, decode.d6.loss_dice: 0.7740, decode.d7.loss_cls: 0.2905, decode.d7.loss_mask: 0.5172, decode.d7.loss_dice: 0.7755, decode.d8.loss_cls: 0.2836, decode.d8.loss_mask: 0.5186, decode.d8.loss_dice: 0.7763, loss: 17.2837, grad_norm: 64.6625 +2023-11-07 01:34:00,797 - mmseg - INFO - Iter [85500/160000] lr: 4.656e-05, eta: 9:54:16, time: 0.488, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2594, decode.loss_mask: 0.4997, decode.loss_dice: 0.7244, decode.d0.loss_cls: 1.2501, decode.d0.loss_mask: 0.5361, decode.d0.loss_dice: 0.8069, decode.d1.loss_cls: 0.3417, decode.d1.loss_mask: 0.5213, decode.d1.loss_dice: 0.7724, decode.d2.loss_cls: 0.2947, decode.d2.loss_mask: 0.5073, decode.d2.loss_dice: 0.7470, decode.d3.loss_cls: 0.2769, decode.d3.loss_mask: 0.5035, decode.d3.loss_dice: 0.7344, decode.d4.loss_cls: 0.2747, decode.d4.loss_mask: 0.5002, decode.d4.loss_dice: 0.7303, decode.d5.loss_cls: 0.2705, decode.d5.loss_mask: 0.5013, decode.d5.loss_dice: 0.7264, decode.d6.loss_cls: 0.2630, decode.d6.loss_mask: 0.4997, decode.d6.loss_dice: 0.7266, decode.d7.loss_cls: 0.2584, decode.d7.loss_mask: 0.5013, decode.d7.loss_dice: 0.7277, decode.d8.loss_cls: 0.2566, decode.d8.loss_mask: 0.5004, decode.d8.loss_dice: 0.7245, loss: 16.2375, grad_norm: 69.0099 +2023-11-07 01:34:24,286 - mmseg - INFO - Iter [85550/160000] lr: 4.653e-05, eta: 9:53:52, time: 0.470, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2701, decode.loss_mask: 0.5333, decode.loss_dice: 0.7761, decode.d0.loss_cls: 1.2910, decode.d0.loss_mask: 0.5746, decode.d0.loss_dice: 0.8567, decode.d1.loss_cls: 0.3781, decode.d1.loss_mask: 0.5513, decode.d1.loss_dice: 0.8197, decode.d2.loss_cls: 0.3220, decode.d2.loss_mask: 0.5459, decode.d2.loss_dice: 0.7939, decode.d3.loss_cls: 0.2945, decode.d3.loss_mask: 0.5381, decode.d3.loss_dice: 0.7785, decode.d4.loss_cls: 0.2818, decode.d4.loss_mask: 0.5379, decode.d4.loss_dice: 0.7783, decode.d5.loss_cls: 0.2768, decode.d5.loss_mask: 0.5372, decode.d5.loss_dice: 0.7781, decode.d6.loss_cls: 0.2787, decode.d6.loss_mask: 0.5355, decode.d6.loss_dice: 0.7763, decode.d7.loss_cls: 0.2707, decode.d7.loss_mask: 0.5360, decode.d7.loss_dice: 0.7758, decode.d8.loss_cls: 0.2697, decode.d8.loss_mask: 0.5357, decode.d8.loss_dice: 0.7806, loss: 17.2729, grad_norm: 64.3244 +2023-11-07 01:34:46,872 - mmseg - INFO - Iter [85600/160000] lr: 4.650e-05, eta: 9:53:26, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2846, decode.loss_mask: 0.5079, decode.loss_dice: 0.7692, decode.d0.loss_cls: 1.2986, decode.d0.loss_mask: 0.5485, decode.d0.loss_dice: 0.8559, decode.d1.loss_cls: 0.3751, decode.d1.loss_mask: 0.5318, decode.d1.loss_dice: 0.8202, decode.d2.loss_cls: 0.3318, decode.d2.loss_mask: 0.5172, decode.d2.loss_dice: 0.7967, decode.d3.loss_cls: 0.3100, decode.d3.loss_mask: 0.5136, decode.d3.loss_dice: 0.7777, decode.d4.loss_cls: 0.3040, decode.d4.loss_mask: 0.5104, decode.d4.loss_dice: 0.7777, decode.d5.loss_cls: 0.2937, decode.d5.loss_mask: 0.5082, decode.d5.loss_dice: 0.7755, decode.d6.loss_cls: 0.2887, decode.d6.loss_mask: 0.5079, decode.d6.loss_dice: 0.7720, decode.d7.loss_cls: 0.2888, decode.d7.loss_mask: 0.5079, decode.d7.loss_dice: 0.7701, decode.d8.loss_cls: 0.2805, decode.d8.loss_mask: 0.5086, decode.d8.loss_dice: 0.7769, loss: 17.1097, grad_norm: 62.0569 +2023-11-07 01:35:09,523 - mmseg - INFO - Iter [85650/160000] lr: 4.647e-05, eta: 9:53:01, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2812, decode.loss_mask: 0.5244, decode.loss_dice: 0.7686, decode.d0.loss_cls: 1.2794, decode.d0.loss_mask: 0.5732, decode.d0.loss_dice: 0.8558, decode.d1.loss_cls: 0.3821, decode.d1.loss_mask: 0.5515, decode.d1.loss_dice: 0.8176, decode.d2.loss_cls: 0.3273, decode.d2.loss_mask: 0.5357, decode.d2.loss_dice: 0.8021, decode.d3.loss_cls: 0.3090, decode.d3.loss_mask: 0.5307, decode.d3.loss_dice: 0.7792, decode.d4.loss_cls: 0.2970, decode.d4.loss_mask: 0.5274, decode.d4.loss_dice: 0.7798, decode.d5.loss_cls: 0.2874, decode.d5.loss_mask: 0.5280, decode.d5.loss_dice: 0.7745, decode.d6.loss_cls: 0.2876, decode.d6.loss_mask: 0.5297, decode.d6.loss_dice: 0.7736, decode.d7.loss_cls: 0.2803, decode.d7.loss_mask: 0.5266, decode.d7.loss_dice: 0.7722, decode.d8.loss_cls: 0.2802, decode.d8.loss_mask: 0.5261, decode.d8.loss_dice: 0.7696, loss: 17.2581, grad_norm: 71.5930 +2023-11-07 01:35:33,372 - mmseg - INFO - Iter [85700/160000] lr: 4.644e-05, eta: 9:52:37, time: 0.477, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2722, decode.loss_mask: 0.5175, decode.loss_dice: 0.7769, decode.d0.loss_cls: 1.2985, decode.d0.loss_mask: 0.5563, decode.d0.loss_dice: 0.8614, decode.d1.loss_cls: 0.3708, decode.d1.loss_mask: 0.5403, decode.d1.loss_dice: 0.8311, decode.d2.loss_cls: 0.3276, decode.d2.loss_mask: 0.5244, decode.d2.loss_dice: 0.8020, decode.d3.loss_cls: 0.2974, decode.d3.loss_mask: 0.5239, decode.d3.loss_dice: 0.7816, decode.d4.loss_cls: 0.2954, decode.d4.loss_mask: 0.5214, decode.d4.loss_dice: 0.7836, decode.d5.loss_cls: 0.2885, decode.d5.loss_mask: 0.5191, decode.d5.loss_dice: 0.7777, decode.d6.loss_cls: 0.2845, decode.d6.loss_mask: 0.5201, decode.d6.loss_dice: 0.7748, decode.d7.loss_cls: 0.2789, decode.d7.loss_mask: 0.5182, decode.d7.loss_dice: 0.7709, decode.d8.loss_cls: 0.2751, decode.d8.loss_mask: 0.5168, decode.d8.loss_dice: 0.7767, loss: 17.1837, grad_norm: 67.6997 +2023-11-07 01:35:56,941 - mmseg - INFO - Iter [85750/160000] lr: 4.641e-05, eta: 9:52:13, time: 0.471, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2608, decode.loss_mask: 0.4998, decode.loss_dice: 0.7500, decode.d0.loss_cls: 1.2635, decode.d0.loss_mask: 0.5415, decode.d0.loss_dice: 0.8363, decode.d1.loss_cls: 0.3504, decode.d1.loss_mask: 0.5212, decode.d1.loss_dice: 0.8027, decode.d2.loss_cls: 0.2980, decode.d2.loss_mask: 0.5083, decode.d2.loss_dice: 0.7720, decode.d3.loss_cls: 0.2820, decode.d3.loss_mask: 0.5036, decode.d3.loss_dice: 0.7559, decode.d4.loss_cls: 0.2694, decode.d4.loss_mask: 0.5040, decode.d4.loss_dice: 0.7598, decode.d5.loss_cls: 0.2672, decode.d5.loss_mask: 0.5017, decode.d5.loss_dice: 0.7546, decode.d6.loss_cls: 0.2636, decode.d6.loss_mask: 0.5001, decode.d6.loss_dice: 0.7556, decode.d7.loss_cls: 0.2655, decode.d7.loss_mask: 0.5006, decode.d7.loss_dice: 0.7515, decode.d8.loss_cls: 0.2608, decode.d8.loss_mask: 0.4996, decode.d8.loss_dice: 0.7524, loss: 16.5523, grad_norm: 62.5948 +2023-11-07 01:36:20,323 - mmseg - INFO - Iter [85800/160000] lr: 4.638e-05, eta: 9:51:49, time: 0.468, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2819, decode.loss_mask: 0.5071, decode.loss_dice: 0.7400, decode.d0.loss_cls: 1.2670, decode.d0.loss_mask: 0.5475, decode.d0.loss_dice: 0.8222, decode.d1.loss_cls: 0.3628, decode.d1.loss_mask: 0.5257, decode.d1.loss_dice: 0.7916, decode.d2.loss_cls: 0.3223, decode.d2.loss_mask: 0.5157, decode.d2.loss_dice: 0.7639, decode.d3.loss_cls: 0.3001, decode.d3.loss_mask: 0.5097, decode.d3.loss_dice: 0.7493, decode.d4.loss_cls: 0.2969, decode.d4.loss_mask: 0.5095, decode.d4.loss_dice: 0.7442, decode.d5.loss_cls: 0.2904, decode.d5.loss_mask: 0.5093, decode.d5.loss_dice: 0.7475, decode.d6.loss_cls: 0.2827, decode.d6.loss_mask: 0.5095, decode.d6.loss_dice: 0.7463, decode.d7.loss_cls: 0.2839, decode.d7.loss_mask: 0.5069, decode.d7.loss_dice: 0.7476, decode.d8.loss_cls: 0.2830, decode.d8.loss_mask: 0.5060, decode.d8.loss_dice: 0.7443, loss: 16.7148, grad_norm: 73.0853 +2023-11-07 01:36:44,281 - mmseg - INFO - Iter [85850/160000] lr: 4.634e-05, eta: 9:51:25, time: 0.478, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2647, decode.loss_mask: 0.5035, decode.loss_dice: 0.7533, decode.d0.loss_cls: 1.2435, decode.d0.loss_mask: 0.5438, decode.d0.loss_dice: 0.8368, decode.d1.loss_cls: 0.3534, decode.d1.loss_mask: 0.5211, decode.d1.loss_dice: 0.7991, decode.d2.loss_cls: 0.3081, decode.d2.loss_mask: 0.5100, decode.d2.loss_dice: 0.7737, decode.d3.loss_cls: 0.2841, decode.d3.loss_mask: 0.5069, decode.d3.loss_dice: 0.7548, decode.d4.loss_cls: 0.2776, decode.d4.loss_mask: 0.5045, decode.d4.loss_dice: 0.7578, decode.d5.loss_cls: 0.2693, decode.d5.loss_mask: 0.5043, decode.d5.loss_dice: 0.7516, decode.d6.loss_cls: 0.2691, decode.d6.loss_mask: 0.5021, decode.d6.loss_dice: 0.7512, decode.d7.loss_cls: 0.2629, decode.d7.loss_mask: 0.5045, decode.d7.loss_dice: 0.7571, decode.d8.loss_cls: 0.2619, decode.d8.loss_mask: 0.5022, decode.d8.loss_dice: 0.7600, loss: 16.5928, grad_norm: 66.5158 +2023-11-07 01:37:14,157 - mmseg - INFO - Iter [85900/160000] lr: 4.631e-05, eta: 9:51:06, time: 0.599, data_time: 0.072, memory: 39436, decode.loss_cls: 0.2508, decode.loss_mask: 0.5384, decode.loss_dice: 0.7654, decode.d0.loss_cls: 1.2560, decode.d0.loss_mask: 0.5773, decode.d0.loss_dice: 0.8439, decode.d1.loss_cls: 0.3275, decode.d1.loss_mask: 0.5552, decode.d1.loss_dice: 0.8169, decode.d2.loss_cls: 0.3003, decode.d2.loss_mask: 0.5441, decode.d2.loss_dice: 0.7835, decode.d3.loss_cls: 0.2806, decode.d3.loss_mask: 0.5361, decode.d3.loss_dice: 0.7654, decode.d4.loss_cls: 0.2712, decode.d4.loss_mask: 0.5374, decode.d4.loss_dice: 0.7673, decode.d5.loss_cls: 0.2602, decode.d5.loss_mask: 0.5386, decode.d5.loss_dice: 0.7674, decode.d6.loss_cls: 0.2548, decode.d6.loss_mask: 0.5382, decode.d6.loss_dice: 0.7640, decode.d7.loss_cls: 0.2542, decode.d7.loss_mask: 0.5380, decode.d7.loss_dice: 0.7669, decode.d8.loss_cls: 0.2554, decode.d8.loss_mask: 0.5374, decode.d8.loss_dice: 0.7654, loss: 16.9577, grad_norm: 67.3317 +2023-11-07 01:37:37,287 - mmseg - INFO - Iter [85950/160000] lr: 4.628e-05, eta: 9:50:41, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2576, decode.loss_mask: 0.5207, decode.loss_dice: 0.7615, decode.d0.loss_cls: 1.2461, decode.d0.loss_mask: 0.5583, decode.d0.loss_dice: 0.8530, decode.d1.loss_cls: 0.3450, decode.d1.loss_mask: 0.5409, decode.d1.loss_dice: 0.8221, decode.d2.loss_cls: 0.3048, decode.d2.loss_mask: 0.5295, decode.d2.loss_dice: 0.7911, decode.d3.loss_cls: 0.2869, decode.d3.loss_mask: 0.5228, decode.d3.loss_dice: 0.7648, decode.d4.loss_cls: 0.2754, decode.d4.loss_mask: 0.5225, decode.d4.loss_dice: 0.7673, decode.d5.loss_cls: 0.2667, decode.d5.loss_mask: 0.5215, decode.d5.loss_dice: 0.7644, decode.d6.loss_cls: 0.2643, decode.d6.loss_mask: 0.5191, decode.d6.loss_dice: 0.7604, decode.d7.loss_cls: 0.2629, decode.d7.loss_mask: 0.5189, decode.d7.loss_dice: 0.7639, decode.d8.loss_cls: 0.2611, decode.d8.loss_mask: 0.5181, decode.d8.loss_dice: 0.7627, loss: 16.8541, grad_norm: 65.0126 +2023-11-07 01:38:00,367 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 01:38:00,367 - mmseg - INFO - Iter [86000/160000] lr: 4.625e-05, eta: 9:50:17, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2757, decode.loss_mask: 0.5030, decode.loss_dice: 0.7468, decode.d0.loss_cls: 1.3027, decode.d0.loss_mask: 0.5425, decode.d0.loss_dice: 0.8366, decode.d1.loss_cls: 0.3697, decode.d1.loss_mask: 0.5221, decode.d1.loss_dice: 0.7975, decode.d2.loss_cls: 0.3204, decode.d2.loss_mask: 0.5085, decode.d2.loss_dice: 0.7662, decode.d3.loss_cls: 0.3009, decode.d3.loss_mask: 0.5025, decode.d3.loss_dice: 0.7474, decode.d4.loss_cls: 0.2847, decode.d4.loss_mask: 0.5058, decode.d4.loss_dice: 0.7541, decode.d5.loss_cls: 0.2782, decode.d5.loss_mask: 0.5053, decode.d5.loss_dice: 0.7516, decode.d6.loss_cls: 0.2769, decode.d6.loss_mask: 0.5048, decode.d6.loss_dice: 0.7496, decode.d7.loss_cls: 0.2753, decode.d7.loss_mask: 0.5037, decode.d7.loss_dice: 0.7471, decode.d8.loss_cls: 0.2712, decode.d8.loss_mask: 0.5051, decode.d8.loss_dice: 0.7448, loss: 16.7010, grad_norm: 66.2841 +2023-11-07 01:38:23,304 - mmseg - INFO - Iter [86050/160000] lr: 4.622e-05, eta: 9:49:52, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2644, decode.loss_mask: 0.5096, decode.loss_dice: 0.7713, decode.d0.loss_cls: 1.2768, decode.d0.loss_mask: 0.5479, decode.d0.loss_dice: 0.8618, decode.d1.loss_cls: 0.3536, decode.d1.loss_mask: 0.5293, decode.d1.loss_dice: 0.8191, decode.d2.loss_cls: 0.3135, decode.d2.loss_mask: 0.5193, decode.d2.loss_dice: 0.7932, decode.d3.loss_cls: 0.2902, decode.d3.loss_mask: 0.5109, decode.d3.loss_dice: 0.7784, decode.d4.loss_cls: 0.2805, decode.d4.loss_mask: 0.5123, decode.d4.loss_dice: 0.7769, decode.d5.loss_cls: 0.2746, decode.d5.loss_mask: 0.5098, decode.d5.loss_dice: 0.7757, decode.d6.loss_cls: 0.2739, decode.d6.loss_mask: 0.5100, decode.d6.loss_dice: 0.7729, decode.d7.loss_cls: 0.2653, decode.d7.loss_mask: 0.5123, decode.d7.loss_dice: 0.7806, decode.d8.loss_cls: 0.2623, decode.d8.loss_mask: 0.5133, decode.d8.loss_dice: 0.7737, loss: 16.9335, grad_norm: 66.8485 +2023-11-07 01:38:46,186 - mmseg - INFO - Iter [86100/160000] lr: 4.619e-05, eta: 9:49:27, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2711, decode.loss_mask: 0.5027, decode.loss_dice: 0.7659, decode.d0.loss_cls: 1.2630, decode.d0.loss_mask: 0.5403, decode.d0.loss_dice: 0.8362, decode.d1.loss_cls: 0.3664, decode.d1.loss_mask: 0.5183, decode.d1.loss_dice: 0.8064, decode.d2.loss_cls: 0.3164, decode.d2.loss_mask: 0.5099, decode.d2.loss_dice: 0.7839, decode.d3.loss_cls: 0.2990, decode.d3.loss_mask: 0.5042, decode.d3.loss_dice: 0.7683, decode.d4.loss_cls: 0.2886, decode.d4.loss_mask: 0.5013, decode.d4.loss_dice: 0.7632, decode.d5.loss_cls: 0.2821, decode.d5.loss_mask: 0.5031, decode.d5.loss_dice: 0.7623, decode.d6.loss_cls: 0.2816, decode.d6.loss_mask: 0.5010, decode.d6.loss_dice: 0.7628, decode.d7.loss_cls: 0.2734, decode.d7.loss_mask: 0.5014, decode.d7.loss_dice: 0.7646, decode.d8.loss_cls: 0.2712, decode.d8.loss_mask: 0.5028, decode.d8.loss_dice: 0.7613, loss: 16.7727, grad_norm: 61.6284 +2023-11-07 01:39:09,083 - mmseg - INFO - Iter [86150/160000] lr: 4.616e-05, eta: 9:49:02, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2765, decode.loss_mask: 0.5123, decode.loss_dice: 0.7667, decode.d0.loss_cls: 1.3100, decode.d0.loss_mask: 0.5538, decode.d0.loss_dice: 0.8528, decode.d1.loss_cls: 0.3754, decode.d1.loss_mask: 0.5345, decode.d1.loss_dice: 0.8097, decode.d2.loss_cls: 0.3272, decode.d2.loss_mask: 0.5208, decode.d2.loss_dice: 0.7875, decode.d3.loss_cls: 0.3057, decode.d3.loss_mask: 0.5165, decode.d3.loss_dice: 0.7741, decode.d4.loss_cls: 0.2950, decode.d4.loss_mask: 0.5171, decode.d4.loss_dice: 0.7705, decode.d5.loss_cls: 0.2838, decode.d5.loss_mask: 0.5150, decode.d5.loss_dice: 0.7676, decode.d6.loss_cls: 0.2810, decode.d6.loss_mask: 0.5146, decode.d6.loss_dice: 0.7643, decode.d7.loss_cls: 0.2767, decode.d7.loss_mask: 0.5149, decode.d7.loss_dice: 0.7633, decode.d8.loss_cls: 0.2760, decode.d8.loss_mask: 0.5146, decode.d8.loss_dice: 0.7633, loss: 17.0412, grad_norm: 62.2661 +2023-11-07 01:39:32,273 - mmseg - INFO - Iter [86200/160000] lr: 4.613e-05, eta: 9:48:38, time: 0.464, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2649, decode.loss_mask: 0.4936, decode.loss_dice: 0.7484, decode.d0.loss_cls: 1.2489, decode.d0.loss_mask: 0.5330, decode.d0.loss_dice: 0.8282, decode.d1.loss_cls: 0.3588, decode.d1.loss_mask: 0.5126, decode.d1.loss_dice: 0.7945, decode.d2.loss_cls: 0.3089, decode.d2.loss_mask: 0.5029, decode.d2.loss_dice: 0.7634, decode.d3.loss_cls: 0.2892, decode.d3.loss_mask: 0.4974, decode.d3.loss_dice: 0.7474, decode.d4.loss_cls: 0.2821, decode.d4.loss_mask: 0.4947, decode.d4.loss_dice: 0.7458, decode.d5.loss_cls: 0.2759, decode.d5.loss_mask: 0.4929, decode.d5.loss_dice: 0.7481, decode.d6.loss_cls: 0.2750, decode.d6.loss_mask: 0.4922, decode.d6.loss_dice: 0.7425, decode.d7.loss_cls: 0.2708, decode.d7.loss_mask: 0.4919, decode.d7.loss_dice: 0.7377, decode.d8.loss_cls: 0.2625, decode.d8.loss_mask: 0.4971, decode.d8.loss_dice: 0.7475, loss: 16.4491, grad_norm: 66.6575 +2023-11-07 01:39:55,188 - mmseg - INFO - Iter [86250/160000] lr: 4.609e-05, eta: 9:48:13, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2694, decode.loss_mask: 0.5185, decode.loss_dice: 0.7480, decode.d0.loss_cls: 1.2571, decode.d0.loss_mask: 0.5551, decode.d0.loss_dice: 0.8305, decode.d1.loss_cls: 0.3608, decode.d1.loss_mask: 0.5374, decode.d1.loss_dice: 0.8015, decode.d2.loss_cls: 0.3199, decode.d2.loss_mask: 0.5300, decode.d2.loss_dice: 0.7777, decode.d3.loss_cls: 0.3006, decode.d3.loss_mask: 0.5227, decode.d3.loss_dice: 0.7578, decode.d4.loss_cls: 0.2830, decode.d4.loss_mask: 0.5223, decode.d4.loss_dice: 0.7572, decode.d5.loss_cls: 0.2764, decode.d5.loss_mask: 0.5223, decode.d5.loss_dice: 0.7508, decode.d6.loss_cls: 0.2744, decode.d6.loss_mask: 0.5191, decode.d6.loss_dice: 0.7469, decode.d7.loss_cls: 0.2712, decode.d7.loss_mask: 0.5200, decode.d7.loss_dice: 0.7452, decode.d8.loss_cls: 0.2701, decode.d8.loss_mask: 0.5184, decode.d8.loss_dice: 0.7487, loss: 16.8131, grad_norm: 67.2883 +2023-11-07 01:40:18,269 - mmseg - INFO - Iter [86300/160000] lr: 4.606e-05, eta: 9:47:48, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2649, decode.loss_mask: 0.5058, decode.loss_dice: 0.7560, decode.d0.loss_cls: 1.2634, decode.d0.loss_mask: 0.5452, decode.d0.loss_dice: 0.8363, decode.d1.loss_cls: 0.3584, decode.d1.loss_mask: 0.5249, decode.d1.loss_dice: 0.8037, decode.d2.loss_cls: 0.3139, decode.d2.loss_mask: 0.5085, decode.d2.loss_dice: 0.7837, decode.d3.loss_cls: 0.2913, decode.d3.loss_mask: 0.5074, decode.d3.loss_dice: 0.7624, decode.d4.loss_cls: 0.2777, decode.d4.loss_mask: 0.5081, decode.d4.loss_dice: 0.7644, decode.d5.loss_cls: 0.2710, decode.d5.loss_mask: 0.5062, decode.d5.loss_dice: 0.7606, decode.d6.loss_cls: 0.2781, decode.d6.loss_mask: 0.5056, decode.d6.loss_dice: 0.7552, decode.d7.loss_cls: 0.2703, decode.d7.loss_mask: 0.5065, decode.d7.loss_dice: 0.7572, decode.d8.loss_cls: 0.2648, decode.d8.loss_mask: 0.5072, decode.d8.loss_dice: 0.7612, loss: 16.7199, grad_norm: 61.5474 +2023-11-07 01:40:41,409 - mmseg - INFO - Iter [86350/160000] lr: 4.603e-05, eta: 9:47:24, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2711, decode.loss_mask: 0.5067, decode.loss_dice: 0.7449, decode.d0.loss_cls: 1.2886, decode.d0.loss_mask: 0.5439, decode.d0.loss_dice: 0.8350, decode.d1.loss_cls: 0.3538, decode.d1.loss_mask: 0.5212, decode.d1.loss_dice: 0.7970, decode.d2.loss_cls: 0.3155, decode.d2.loss_mask: 0.5113, decode.d2.loss_dice: 0.7648, decode.d3.loss_cls: 0.2971, decode.d3.loss_mask: 0.5065, decode.d3.loss_dice: 0.7509, decode.d4.loss_cls: 0.2808, decode.d4.loss_mask: 0.5072, decode.d4.loss_dice: 0.7527, decode.d5.loss_cls: 0.2792, decode.d5.loss_mask: 0.5048, decode.d5.loss_dice: 0.7484, decode.d6.loss_cls: 0.2758, decode.d6.loss_mask: 0.5061, decode.d6.loss_dice: 0.7441, decode.d7.loss_cls: 0.2693, decode.d7.loss_mask: 0.5061, decode.d7.loss_dice: 0.7469, decode.d8.loss_cls: 0.2674, decode.d8.loss_mask: 0.5057, decode.d8.loss_dice: 0.7451, loss: 16.6477, grad_norm: 62.3203 +2023-11-07 01:41:04,134 - mmseg - INFO - Iter [86400/160000] lr: 4.600e-05, eta: 9:46:59, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2631, decode.loss_mask: 0.5281, decode.loss_dice: 0.7818, decode.d0.loss_cls: 1.2541, decode.d0.loss_mask: 0.5660, decode.d0.loss_dice: 0.8525, decode.d1.loss_cls: 0.3520, decode.d1.loss_mask: 0.5450, decode.d1.loss_dice: 0.8328, decode.d2.loss_cls: 0.3053, decode.d2.loss_mask: 0.5367, decode.d2.loss_dice: 0.8063, decode.d3.loss_cls: 0.2918, decode.d3.loss_mask: 0.5303, decode.d3.loss_dice: 0.7931, decode.d4.loss_cls: 0.2759, decode.d4.loss_mask: 0.5313, decode.d4.loss_dice: 0.7854, decode.d5.loss_cls: 0.2703, decode.d5.loss_mask: 0.5310, decode.d5.loss_dice: 0.7871, decode.d6.loss_cls: 0.2689, decode.d6.loss_mask: 0.5288, decode.d6.loss_dice: 0.7812, decode.d7.loss_cls: 0.2621, decode.d7.loss_mask: 0.5287, decode.d7.loss_dice: 0.7811, decode.d8.loss_cls: 0.2643, decode.d8.loss_mask: 0.5276, decode.d8.loss_dice: 0.7799, loss: 17.1425, grad_norm: 58.6531 +2023-11-07 01:41:27,114 - mmseg - INFO - Iter [86450/160000] lr: 4.597e-05, eta: 9:46:34, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2718, decode.loss_mask: 0.5148, decode.loss_dice: 0.7811, decode.d0.loss_cls: 1.2993, decode.d0.loss_mask: 0.5496, decode.d0.loss_dice: 0.8642, decode.d1.loss_cls: 0.3614, decode.d1.loss_mask: 0.5306, decode.d1.loss_dice: 0.8193, decode.d2.loss_cls: 0.3212, decode.d2.loss_mask: 0.5196, decode.d2.loss_dice: 0.7962, decode.d3.loss_cls: 0.3002, decode.d3.loss_mask: 0.5146, decode.d3.loss_dice: 0.7849, decode.d4.loss_cls: 0.2847, decode.d4.loss_mask: 0.5158, decode.d4.loss_dice: 0.7823, decode.d5.loss_cls: 0.2811, decode.d5.loss_mask: 0.5151, decode.d5.loss_dice: 0.7851, decode.d6.loss_cls: 0.2777, decode.d6.loss_mask: 0.5151, decode.d6.loss_dice: 0.7812, decode.d7.loss_cls: 0.2768, decode.d7.loss_mask: 0.5136, decode.d7.loss_dice: 0.7796, decode.d8.loss_cls: 0.2727, decode.d8.loss_mask: 0.5149, decode.d8.loss_dice: 0.7785, loss: 17.1029, grad_norm: 63.3823 +2023-11-07 01:41:49,939 - mmseg - INFO - Iter [86500/160000] lr: 4.594e-05, eta: 9:46:09, time: 0.456, data_time: 0.011, memory: 39436, decode.loss_cls: 0.2906, decode.loss_mask: 0.5172, decode.loss_dice: 0.7641, decode.d0.loss_cls: 1.2672, decode.d0.loss_mask: 0.5627, decode.d0.loss_dice: 0.8531, decode.d1.loss_cls: 0.3671, decode.d1.loss_mask: 0.5386, decode.d1.loss_dice: 0.8175, decode.d2.loss_cls: 0.3368, decode.d2.loss_mask: 0.5232, decode.d2.loss_dice: 0.7874, decode.d3.loss_cls: 0.3202, decode.d3.loss_mask: 0.5194, decode.d3.loss_dice: 0.7699, decode.d4.loss_cls: 0.3053, decode.d4.loss_mask: 0.5187, decode.d4.loss_dice: 0.7648, decode.d5.loss_cls: 0.3018, decode.d5.loss_mask: 0.5150, decode.d5.loss_dice: 0.7682, decode.d6.loss_cls: 0.2932, decode.d6.loss_mask: 0.5181, decode.d6.loss_dice: 0.7633, decode.d7.loss_cls: 0.2911, decode.d7.loss_mask: 0.5168, decode.d7.loss_dice: 0.7651, decode.d8.loss_cls: 0.2899, decode.d8.loss_mask: 0.5150, decode.d8.loss_dice: 0.7658, loss: 17.1271, grad_norm: 61.8690 +2023-11-07 01:42:12,733 - mmseg - INFO - Iter [86550/160000] lr: 4.591e-05, eta: 9:45:44, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2648, decode.loss_mask: 0.5031, decode.loss_dice: 0.7400, decode.d0.loss_cls: 1.2395, decode.d0.loss_mask: 0.5458, decode.d0.loss_dice: 0.8215, decode.d1.loss_cls: 0.3589, decode.d1.loss_mask: 0.5259, decode.d1.loss_dice: 0.7783, decode.d2.loss_cls: 0.3059, decode.d2.loss_mask: 0.5110, decode.d2.loss_dice: 0.7628, decode.d3.loss_cls: 0.2887, decode.d3.loss_mask: 0.5082, decode.d3.loss_dice: 0.7469, decode.d4.loss_cls: 0.2734, decode.d4.loss_mask: 0.5062, decode.d4.loss_dice: 0.7473, decode.d5.loss_cls: 0.2765, decode.d5.loss_mask: 0.5067, decode.d5.loss_dice: 0.7479, decode.d6.loss_cls: 0.2720, decode.d6.loss_mask: 0.5062, decode.d6.loss_dice: 0.7427, decode.d7.loss_cls: 0.2688, decode.d7.loss_mask: 0.5048, decode.d7.loss_dice: 0.7421, decode.d8.loss_cls: 0.2701, decode.d8.loss_mask: 0.5030, decode.d8.loss_dice: 0.7401, loss: 16.5090, grad_norm: 64.0754 +2023-11-07 01:42:35,910 - mmseg - INFO - Iter [86600/160000] lr: 4.588e-05, eta: 9:45:20, time: 0.464, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2708, decode.loss_mask: 0.5149, decode.loss_dice: 0.7608, decode.d0.loss_cls: 1.2667, decode.d0.loss_mask: 0.5560, decode.d0.loss_dice: 0.8398, decode.d1.loss_cls: 0.3614, decode.d1.loss_mask: 0.5336, decode.d1.loss_dice: 0.8068, decode.d2.loss_cls: 0.3210, decode.d2.loss_mask: 0.5192, decode.d2.loss_dice: 0.7816, decode.d3.loss_cls: 0.3039, decode.d3.loss_mask: 0.5153, decode.d3.loss_dice: 0.7615, decode.d4.loss_cls: 0.2920, decode.d4.loss_mask: 0.5146, decode.d4.loss_dice: 0.7628, decode.d5.loss_cls: 0.2799, decode.d5.loss_mask: 0.5149, decode.d5.loss_dice: 0.7654, decode.d6.loss_cls: 0.2802, decode.d6.loss_mask: 0.5173, decode.d6.loss_dice: 0.7617, decode.d7.loss_cls: 0.2747, decode.d7.loss_mask: 0.5164, decode.d7.loss_dice: 0.7626, decode.d8.loss_cls: 0.2755, decode.d8.loss_mask: 0.5147, decode.d8.loss_dice: 0.7599, loss: 16.9063, grad_norm: 64.4563 +2023-11-07 01:42:58,830 - mmseg - INFO - Iter [86650/160000] lr: 4.584e-05, eta: 9:44:55, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2791, decode.loss_mask: 0.5306, decode.loss_dice: 0.7731, decode.d0.loss_cls: 1.2828, decode.d0.loss_mask: 0.5727, decode.d0.loss_dice: 0.8549, decode.d1.loss_cls: 0.3791, decode.d1.loss_mask: 0.5502, decode.d1.loss_dice: 0.8219, decode.d2.loss_cls: 0.3280, decode.d2.loss_mask: 0.5405, decode.d2.loss_dice: 0.8001, decode.d3.loss_cls: 0.3112, decode.d3.loss_mask: 0.5353, decode.d3.loss_dice: 0.7741, decode.d4.loss_cls: 0.3027, decode.d4.loss_mask: 0.5318, decode.d4.loss_dice: 0.7786, decode.d5.loss_cls: 0.2950, decode.d5.loss_mask: 0.5313, decode.d5.loss_dice: 0.7741, decode.d6.loss_cls: 0.2882, decode.d6.loss_mask: 0.5324, decode.d6.loss_dice: 0.7728, decode.d7.loss_cls: 0.2884, decode.d7.loss_mask: 0.5325, decode.d7.loss_dice: 0.7679, decode.d8.loss_cls: 0.2804, decode.d8.loss_mask: 0.5308, decode.d8.loss_dice: 0.7750, loss: 17.3154, grad_norm: 68.6745 +2023-11-07 01:43:21,910 - mmseg - INFO - Iter [86700/160000] lr: 4.581e-05, eta: 9:44:30, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2718, decode.loss_mask: 0.5010, decode.loss_dice: 0.7520, decode.d0.loss_cls: 1.2717, decode.d0.loss_mask: 0.5449, decode.d0.loss_dice: 0.8391, decode.d1.loss_cls: 0.3601, decode.d1.loss_mask: 0.5240, decode.d1.loss_dice: 0.7992, decode.d2.loss_cls: 0.3265, decode.d2.loss_mask: 0.5089, decode.d2.loss_dice: 0.7747, decode.d3.loss_cls: 0.3048, decode.d3.loss_mask: 0.5040, decode.d3.loss_dice: 0.7616, decode.d4.loss_cls: 0.2910, decode.d4.loss_mask: 0.5008, decode.d4.loss_dice: 0.7578, decode.d5.loss_cls: 0.2797, decode.d5.loss_mask: 0.5012, decode.d5.loss_dice: 0.7565, decode.d6.loss_cls: 0.2803, decode.d6.loss_mask: 0.5004, decode.d6.loss_dice: 0.7561, decode.d7.loss_cls: 0.2697, decode.d7.loss_mask: 0.5023, decode.d7.loss_dice: 0.7579, decode.d8.loss_cls: 0.2720, decode.d8.loss_mask: 0.5002, decode.d8.loss_dice: 0.7586, loss: 16.7287, grad_norm: 63.4001 +2023-11-07 01:43:45,174 - mmseg - INFO - Iter [86750/160000] lr: 4.578e-05, eta: 9:44:06, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2802, decode.loss_mask: 0.4998, decode.loss_dice: 0.7679, decode.d0.loss_cls: 1.3037, decode.d0.loss_mask: 0.5332, decode.d0.loss_dice: 0.8509, decode.d1.loss_cls: 0.3809, decode.d1.loss_mask: 0.5206, decode.d1.loss_dice: 0.8218, decode.d2.loss_cls: 0.3368, decode.d2.loss_mask: 0.5103, decode.d2.loss_dice: 0.7920, decode.d3.loss_cls: 0.3212, decode.d3.loss_mask: 0.5015, decode.d3.loss_dice: 0.7718, decode.d4.loss_cls: 0.2960, decode.d4.loss_mask: 0.5004, decode.d4.loss_dice: 0.7707, decode.d5.loss_cls: 0.2928, decode.d5.loss_mask: 0.5003, decode.d5.loss_dice: 0.7723, decode.d6.loss_cls: 0.2849, decode.d6.loss_mask: 0.5007, decode.d6.loss_dice: 0.7709, decode.d7.loss_cls: 0.2854, decode.d7.loss_mask: 0.4995, decode.d7.loss_dice: 0.7692, decode.d8.loss_cls: 0.2840, decode.d8.loss_mask: 0.5003, decode.d8.loss_dice: 0.7706, loss: 16.9906, grad_norm: 60.0194 +2023-11-07 01:44:08,409 - mmseg - INFO - Iter [86800/160000] lr: 4.575e-05, eta: 9:43:41, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2797, decode.loss_mask: 0.5199, decode.loss_dice: 0.7638, decode.d0.loss_cls: 1.2569, decode.d0.loss_mask: 0.5619, decode.d0.loss_dice: 0.8551, decode.d1.loss_cls: 0.3567, decode.d1.loss_mask: 0.5409, decode.d1.loss_dice: 0.8287, decode.d2.loss_cls: 0.3220, decode.d2.loss_mask: 0.5301, decode.d2.loss_dice: 0.7975, decode.d3.loss_cls: 0.2986, decode.d3.loss_mask: 0.5231, decode.d3.loss_dice: 0.7751, decode.d4.loss_cls: 0.2932, decode.d4.loss_mask: 0.5239, decode.d4.loss_dice: 0.7762, decode.d5.loss_cls: 0.2840, decode.d5.loss_mask: 0.5218, decode.d5.loss_dice: 0.7759, decode.d6.loss_cls: 0.2806, decode.d6.loss_mask: 0.5215, decode.d6.loss_dice: 0.7669, decode.d7.loss_cls: 0.2804, decode.d7.loss_mask: 0.5188, decode.d7.loss_dice: 0.7719, decode.d8.loss_cls: 0.2791, decode.d8.loss_mask: 0.5197, decode.d8.loss_dice: 0.7676, loss: 17.0913, grad_norm: 69.9416 +2023-11-07 01:44:31,385 - mmseg - INFO - Iter [86850/160000] lr: 4.572e-05, eta: 9:43:17, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2717, decode.loss_mask: 0.4961, decode.loss_dice: 0.7530, decode.d0.loss_cls: 1.2728, decode.d0.loss_mask: 0.5330, decode.d0.loss_dice: 0.8326, decode.d1.loss_cls: 0.3560, decode.d1.loss_mask: 0.5122, decode.d1.loss_dice: 0.7976, decode.d2.loss_cls: 0.3160, decode.d2.loss_mask: 0.5038, decode.d2.loss_dice: 0.7749, decode.d3.loss_cls: 0.3018, decode.d3.loss_mask: 0.4977, decode.d3.loss_dice: 0.7546, decode.d4.loss_cls: 0.2881, decode.d4.loss_mask: 0.5002, decode.d4.loss_dice: 0.7539, decode.d5.loss_cls: 0.2820, decode.d5.loss_mask: 0.4976, decode.d5.loss_dice: 0.7530, decode.d6.loss_cls: 0.2751, decode.d6.loss_mask: 0.4972, decode.d6.loss_dice: 0.7484, decode.d7.loss_cls: 0.2733, decode.d7.loss_mask: 0.4983, decode.d7.loss_dice: 0.7508, decode.d8.loss_cls: 0.2671, decode.d8.loss_mask: 0.4979, decode.d8.loss_dice: 0.7544, loss: 16.6113, grad_norm: 59.0935 +2023-11-07 01:44:54,057 - mmseg - INFO - Iter [86900/160000] lr: 4.569e-05, eta: 9:42:52, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2423, decode.loss_mask: 0.5197, decode.loss_dice: 0.7320, decode.d0.loss_cls: 1.2370, decode.d0.loss_mask: 0.5572, decode.d0.loss_dice: 0.8137, decode.d1.loss_cls: 0.3224, decode.d1.loss_mask: 0.5369, decode.d1.loss_dice: 0.7771, decode.d2.loss_cls: 0.2797, decode.d2.loss_mask: 0.5265, decode.d2.loss_dice: 0.7579, decode.d3.loss_cls: 0.2672, decode.d3.loss_mask: 0.5207, decode.d3.loss_dice: 0.7348, decode.d4.loss_cls: 0.2566, decode.d4.loss_mask: 0.5216, decode.d4.loss_dice: 0.7393, decode.d5.loss_cls: 0.2489, decode.d5.loss_mask: 0.5222, decode.d5.loss_dice: 0.7360, decode.d6.loss_cls: 0.2470, decode.d6.loss_mask: 0.5208, decode.d6.loss_dice: 0.7344, decode.d7.loss_cls: 0.2426, decode.d7.loss_mask: 0.5205, decode.d7.loss_dice: 0.7350, decode.d8.loss_cls: 0.2451, decode.d8.loss_mask: 0.5200, decode.d8.loss_dice: 0.7359, loss: 16.3512, grad_norm: 63.1825 +2023-11-07 01:45:16,643 - mmseg - INFO - Iter [86950/160000] lr: 4.566e-05, eta: 9:42:27, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2681, decode.loss_mask: 0.5107, decode.loss_dice: 0.7521, decode.d0.loss_cls: 1.2574, decode.d0.loss_mask: 0.5500, decode.d0.loss_dice: 0.8402, decode.d1.loss_cls: 0.3503, decode.d1.loss_mask: 0.5251, decode.d1.loss_dice: 0.8014, decode.d2.loss_cls: 0.3118, decode.d2.loss_mask: 0.5177, decode.d2.loss_dice: 0.7785, decode.d3.loss_cls: 0.2953, decode.d3.loss_mask: 0.5116, decode.d3.loss_dice: 0.7547, decode.d4.loss_cls: 0.2814, decode.d4.loss_mask: 0.5115, decode.d4.loss_dice: 0.7585, decode.d5.loss_cls: 0.2769, decode.d5.loss_mask: 0.5116, decode.d5.loss_dice: 0.7566, decode.d6.loss_cls: 0.2750, decode.d6.loss_mask: 0.5100, decode.d6.loss_dice: 0.7544, decode.d7.loss_cls: 0.2674, decode.d7.loss_mask: 0.5103, decode.d7.loss_dice: 0.7537, decode.d8.loss_cls: 0.2674, decode.d8.loss_mask: 0.5092, decode.d8.loss_dice: 0.7535, loss: 16.7224, grad_norm: 66.7215 +2023-11-07 01:45:39,490 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 01:45:39,490 - mmseg - INFO - Iter [87000/160000] lr: 4.563e-05, eta: 9:42:02, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.3018, decode.loss_mask: 0.5107, decode.loss_dice: 0.7935, decode.d0.loss_cls: 1.3007, decode.d0.loss_mask: 0.5519, decode.d0.loss_dice: 0.8758, decode.d1.loss_cls: 0.3971, decode.d1.loss_mask: 0.5323, decode.d1.loss_dice: 0.8436, decode.d2.loss_cls: 0.3457, decode.d2.loss_mask: 0.5211, decode.d2.loss_dice: 0.8139, decode.d3.loss_cls: 0.3317, decode.d3.loss_mask: 0.5126, decode.d3.loss_dice: 0.7969, decode.d4.loss_cls: 0.3177, decode.d4.loss_mask: 0.5106, decode.d4.loss_dice: 0.7974, decode.d5.loss_cls: 0.3031, decode.d5.loss_mask: 0.5114, decode.d5.loss_dice: 0.7956, decode.d6.loss_cls: 0.3065, decode.d6.loss_mask: 0.5096, decode.d6.loss_dice: 0.7912, decode.d7.loss_cls: 0.2999, decode.d7.loss_mask: 0.5088, decode.d7.loss_dice: 0.7895, decode.d8.loss_cls: 0.3028, decode.d8.loss_mask: 0.5105, decode.d8.loss_dice: 0.7916, loss: 17.4755, grad_norm: 63.7423 +2023-11-07 01:46:02,380 - mmseg - INFO - Iter [87050/160000] lr: 4.559e-05, eta: 9:41:37, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2476, decode.loss_mask: 0.5348, decode.loss_dice: 0.7638, decode.d0.loss_cls: 1.2444, decode.d0.loss_mask: 0.5718, decode.d0.loss_dice: 0.8427, decode.d1.loss_cls: 0.3388, decode.d1.loss_mask: 0.5527, decode.d1.loss_dice: 0.8135, decode.d2.loss_cls: 0.2968, decode.d2.loss_mask: 0.5425, decode.d2.loss_dice: 0.7840, decode.d3.loss_cls: 0.2767, decode.d3.loss_mask: 0.5373, decode.d3.loss_dice: 0.7697, decode.d4.loss_cls: 0.2639, decode.d4.loss_mask: 0.5374, decode.d4.loss_dice: 0.7664, decode.d5.loss_cls: 0.2552, decode.d5.loss_mask: 0.5385, decode.d5.loss_dice: 0.7716, decode.d6.loss_cls: 0.2566, decode.d6.loss_mask: 0.5352, decode.d6.loss_dice: 0.7587, decode.d7.loss_cls: 0.2513, decode.d7.loss_mask: 0.5345, decode.d7.loss_dice: 0.7599, decode.d8.loss_cls: 0.2488, decode.d8.loss_mask: 0.5335, decode.d8.loss_dice: 0.7606, loss: 16.8893, grad_norm: 69.5804 +2023-11-07 01:46:25,300 - mmseg - INFO - Iter [87100/160000] lr: 4.556e-05, eta: 9:41:12, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2953, decode.loss_mask: 0.5061, decode.loss_dice: 0.7716, decode.d0.loss_cls: 1.3222, decode.d0.loss_mask: 0.5390, decode.d0.loss_dice: 0.8533, decode.d1.loss_cls: 0.3990, decode.d1.loss_mask: 0.5221, decode.d1.loss_dice: 0.8124, decode.d2.loss_cls: 0.3495, decode.d2.loss_mask: 0.5093, decode.d2.loss_dice: 0.7845, decode.d3.loss_cls: 0.3201, decode.d3.loss_mask: 0.5081, decode.d3.loss_dice: 0.7738, decode.d4.loss_cls: 0.3078, decode.d4.loss_mask: 0.5050, decode.d4.loss_dice: 0.7712, decode.d5.loss_cls: 0.3055, decode.d5.loss_mask: 0.5067, decode.d5.loss_dice: 0.7688, decode.d6.loss_cls: 0.3004, decode.d6.loss_mask: 0.5069, decode.d6.loss_dice: 0.7666, decode.d7.loss_cls: 0.2987, decode.d7.loss_mask: 0.5059, decode.d7.loss_dice: 0.7646, decode.d8.loss_cls: 0.2941, decode.d8.loss_mask: 0.5067, decode.d8.loss_dice: 0.7662, loss: 17.1415, grad_norm: 69.1404 +2023-11-07 01:46:51,030 - mmseg - INFO - Iter [87150/160000] lr: 4.553e-05, eta: 9:40:50, time: 0.515, data_time: 0.058, memory: 39436, decode.loss_cls: 0.2806, decode.loss_mask: 0.4952, decode.loss_dice: 0.7545, decode.d0.loss_cls: 1.2702, decode.d0.loss_mask: 0.5411, decode.d0.loss_dice: 0.8429, decode.d1.loss_cls: 0.3588, decode.d1.loss_mask: 0.5187, decode.d1.loss_dice: 0.8109, decode.d2.loss_cls: 0.3288, decode.d2.loss_mask: 0.5061, decode.d2.loss_dice: 0.7854, decode.d3.loss_cls: 0.2996, decode.d3.loss_mask: 0.5020, decode.d3.loss_dice: 0.7687, decode.d4.loss_cls: 0.2897, decode.d4.loss_mask: 0.5001, decode.d4.loss_dice: 0.7656, decode.d5.loss_cls: 0.2813, decode.d5.loss_mask: 0.4978, decode.d5.loss_dice: 0.7647, decode.d6.loss_cls: 0.2843, decode.d6.loss_mask: 0.4967, decode.d6.loss_dice: 0.7608, decode.d7.loss_cls: 0.2802, decode.d7.loss_mask: 0.4958, decode.d7.loss_dice: 0.7591, decode.d8.loss_cls: 0.2788, decode.d8.loss_mask: 0.4954, decode.d8.loss_dice: 0.7612, loss: 16.7750, grad_norm: 66.0912 +2023-11-07 01:47:14,006 - mmseg - INFO - Iter [87200/160000] lr: 4.550e-05, eta: 9:40:25, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2700, decode.loss_mask: 0.5123, decode.loss_dice: 0.7575, decode.d0.loss_cls: 1.2704, decode.d0.loss_mask: 0.5552, decode.d0.loss_dice: 0.8478, decode.d1.loss_cls: 0.3741, decode.d1.loss_mask: 0.5378, decode.d1.loss_dice: 0.8074, decode.d2.loss_cls: 0.3280, decode.d2.loss_mask: 0.5248, decode.d2.loss_dice: 0.7837, decode.d3.loss_cls: 0.3047, decode.d3.loss_mask: 0.5188, decode.d3.loss_dice: 0.7676, decode.d4.loss_cls: 0.2887, decode.d4.loss_mask: 0.5141, decode.d4.loss_dice: 0.7708, decode.d5.loss_cls: 0.2907, decode.d5.loss_mask: 0.5132, decode.d5.loss_dice: 0.7655, decode.d6.loss_cls: 0.2758, decode.d6.loss_mask: 0.5144, decode.d6.loss_dice: 0.7648, decode.d7.loss_cls: 0.2716, decode.d7.loss_mask: 0.5136, decode.d7.loss_dice: 0.7605, decode.d8.loss_cls: 0.2720, decode.d8.loss_mask: 0.5127, decode.d8.loss_dice: 0.7588, loss: 16.9472, grad_norm: 63.3571 +2023-11-07 01:47:36,825 - mmseg - INFO - Iter [87250/160000] lr: 4.547e-05, eta: 9:40:00, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2711, decode.loss_mask: 0.5025, decode.loss_dice: 0.7509, decode.d0.loss_cls: 1.2468, decode.d0.loss_mask: 0.5445, decode.d0.loss_dice: 0.8398, decode.d1.loss_cls: 0.3622, decode.d1.loss_mask: 0.5224, decode.d1.loss_dice: 0.8018, decode.d2.loss_cls: 0.3109, decode.d2.loss_mask: 0.5108, decode.d2.loss_dice: 0.7750, decode.d3.loss_cls: 0.2991, decode.d3.loss_mask: 0.5066, decode.d3.loss_dice: 0.7550, decode.d4.loss_cls: 0.2792, decode.d4.loss_mask: 0.5070, decode.d4.loss_dice: 0.7548, decode.d5.loss_cls: 0.2773, decode.d5.loss_mask: 0.5052, decode.d5.loss_dice: 0.7556, decode.d6.loss_cls: 0.2741, decode.d6.loss_mask: 0.5029, decode.d6.loss_dice: 0.7513, decode.d7.loss_cls: 0.2707, decode.d7.loss_mask: 0.5033, decode.d7.loss_dice: 0.7490, decode.d8.loss_cls: 0.2661, decode.d8.loss_mask: 0.5039, decode.d8.loss_dice: 0.7529, loss: 16.6527, grad_norm: 62.8915 +2023-11-07 01:48:00,404 - mmseg - INFO - Iter [87300/160000] lr: 4.544e-05, eta: 9:39:36, time: 0.472, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2846, decode.loss_mask: 0.4992, decode.loss_dice: 0.7632, decode.d0.loss_cls: 1.3043, decode.d0.loss_mask: 0.5379, decode.d0.loss_dice: 0.8542, decode.d1.loss_cls: 0.3748, decode.d1.loss_mask: 0.5182, decode.d1.loss_dice: 0.8172, decode.d2.loss_cls: 0.3259, decode.d2.loss_mask: 0.5078, decode.d2.loss_dice: 0.7890, decode.d3.loss_cls: 0.3114, decode.d3.loss_mask: 0.5019, decode.d3.loss_dice: 0.7730, decode.d4.loss_cls: 0.3028, decode.d4.loss_mask: 0.5024, decode.d4.loss_dice: 0.7700, decode.d5.loss_cls: 0.2936, decode.d5.loss_mask: 0.5001, decode.d5.loss_dice: 0.7691, decode.d6.loss_cls: 0.2906, decode.d6.loss_mask: 0.5024, decode.d6.loss_dice: 0.7642, decode.d7.loss_cls: 0.2897, decode.d7.loss_mask: 0.5002, decode.d7.loss_dice: 0.7628, decode.d8.loss_cls: 0.2807, decode.d8.loss_mask: 0.4995, decode.d8.loss_dice: 0.7653, loss: 16.9561, grad_norm: 67.5678 +2023-11-07 01:48:23,128 - mmseg - INFO - Iter [87350/160000] lr: 4.541e-05, eta: 9:39:11, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2678, decode.loss_mask: 0.4866, decode.loss_dice: 0.7380, decode.d0.loss_cls: 1.3054, decode.d0.loss_mask: 0.5251, decode.d0.loss_dice: 0.8247, decode.d1.loss_cls: 0.3820, decode.d1.loss_mask: 0.5087, decode.d1.loss_dice: 0.7835, decode.d2.loss_cls: 0.3213, decode.d2.loss_mask: 0.4964, decode.d2.loss_dice: 0.7610, decode.d3.loss_cls: 0.3071, decode.d3.loss_mask: 0.4871, decode.d3.loss_dice: 0.7458, decode.d4.loss_cls: 0.2910, decode.d4.loss_mask: 0.4895, decode.d4.loss_dice: 0.7456, decode.d5.loss_cls: 0.2779, decode.d5.loss_mask: 0.4895, decode.d5.loss_dice: 0.7437, decode.d6.loss_cls: 0.2794, decode.d6.loss_mask: 0.4873, decode.d6.loss_dice: 0.7420, decode.d7.loss_cls: 0.2747, decode.d7.loss_mask: 0.4877, decode.d7.loss_dice: 0.7384, decode.d8.loss_cls: 0.2735, decode.d8.loss_mask: 0.4865, decode.d8.loss_dice: 0.7409, loss: 16.4879, grad_norm: 64.7986 +2023-11-07 01:48:46,302 - mmseg - INFO - Iter [87400/160000] lr: 4.538e-05, eta: 9:38:47, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2647, decode.loss_mask: 0.5127, decode.loss_dice: 0.7577, decode.d0.loss_cls: 1.2670, decode.d0.loss_mask: 0.5519, decode.d0.loss_dice: 0.8554, decode.d1.loss_cls: 0.3731, decode.d1.loss_mask: 0.5323, decode.d1.loss_dice: 0.8095, decode.d2.loss_cls: 0.3190, decode.d2.loss_mask: 0.5196, decode.d2.loss_dice: 0.7845, decode.d3.loss_cls: 0.2973, decode.d3.loss_mask: 0.5116, decode.d3.loss_dice: 0.7643, decode.d4.loss_cls: 0.2815, decode.d4.loss_mask: 0.5124, decode.d4.loss_dice: 0.7648, decode.d5.loss_cls: 0.2773, decode.d5.loss_mask: 0.5130, decode.d5.loss_dice: 0.7632, decode.d6.loss_cls: 0.2771, decode.d6.loss_mask: 0.5113, decode.d6.loss_dice: 0.7559, decode.d7.loss_cls: 0.2700, decode.d7.loss_mask: 0.5130, decode.d7.loss_dice: 0.7585, decode.d8.loss_cls: 0.2667, decode.d8.loss_mask: 0.5142, decode.d8.loss_dice: 0.7591, loss: 16.8585, grad_norm: 69.4190 +2023-11-07 01:49:09,157 - mmseg - INFO - Iter [87450/160000] lr: 4.534e-05, eta: 9:38:22, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2679, decode.loss_mask: 0.5259, decode.loss_dice: 0.7614, decode.d0.loss_cls: 1.2561, decode.d0.loss_mask: 0.5669, decode.d0.loss_dice: 0.8430, decode.d1.loss_cls: 0.3628, decode.d1.loss_mask: 0.5487, decode.d1.loss_dice: 0.8104, decode.d2.loss_cls: 0.3208, decode.d2.loss_mask: 0.5343, decode.d2.loss_dice: 0.7779, decode.d3.loss_cls: 0.3050, decode.d3.loss_mask: 0.5258, decode.d3.loss_dice: 0.7580, decode.d4.loss_cls: 0.2881, decode.d4.loss_mask: 0.5274, decode.d4.loss_dice: 0.7619, decode.d5.loss_cls: 0.2867, decode.d5.loss_mask: 0.5264, decode.d5.loss_dice: 0.7610, decode.d6.loss_cls: 0.2805, decode.d6.loss_mask: 0.5264, decode.d6.loss_dice: 0.7557, decode.d7.loss_cls: 0.2700, decode.d7.loss_mask: 0.5270, decode.d7.loss_dice: 0.7563, decode.d8.loss_cls: 0.2722, decode.d8.loss_mask: 0.5260, decode.d8.loss_dice: 0.7620, loss: 16.9926, grad_norm: 68.9234 +2023-11-07 01:49:32,342 - mmseg - INFO - Iter [87500/160000] lr: 4.531e-05, eta: 9:37:57, time: 0.464, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2553, decode.loss_mask: 0.5122, decode.loss_dice: 0.7525, decode.d0.loss_cls: 1.2591, decode.d0.loss_mask: 0.5544, decode.d0.loss_dice: 0.8270, decode.d1.loss_cls: 0.3428, decode.d1.loss_mask: 0.5328, decode.d1.loss_dice: 0.7986, decode.d2.loss_cls: 0.2974, decode.d2.loss_mask: 0.5223, decode.d2.loss_dice: 0.7719, decode.d3.loss_cls: 0.2829, decode.d3.loss_mask: 0.5147, decode.d3.loss_dice: 0.7585, decode.d4.loss_cls: 0.2704, decode.d4.loss_mask: 0.5149, decode.d4.loss_dice: 0.7563, decode.d5.loss_cls: 0.2607, decode.d5.loss_mask: 0.5147, decode.d5.loss_dice: 0.7577, decode.d6.loss_cls: 0.2604, decode.d6.loss_mask: 0.5145, decode.d6.loss_dice: 0.7542, decode.d7.loss_cls: 0.2551, decode.d7.loss_mask: 0.5134, decode.d7.loss_dice: 0.7566, decode.d8.loss_cls: 0.2509, decode.d8.loss_mask: 0.5117, decode.d8.loss_dice: 0.7574, loss: 16.6313, grad_norm: 58.1737 +2023-11-07 01:49:55,724 - mmseg - INFO - Iter [87550/160000] lr: 4.528e-05, eta: 9:37:33, time: 0.468, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2704, decode.loss_mask: 0.5181, decode.loss_dice: 0.7417, decode.d0.loss_cls: 1.2424, decode.d0.loss_mask: 0.5558, decode.d0.loss_dice: 0.8246, decode.d1.loss_cls: 0.3470, decode.d1.loss_mask: 0.5395, decode.d1.loss_dice: 0.7953, decode.d2.loss_cls: 0.3125, decode.d2.loss_mask: 0.5290, decode.d2.loss_dice: 0.7719, decode.d3.loss_cls: 0.2932, decode.d3.loss_mask: 0.5241, decode.d3.loss_dice: 0.7527, decode.d4.loss_cls: 0.2841, decode.d4.loss_mask: 0.5240, decode.d4.loss_dice: 0.7482, decode.d5.loss_cls: 0.2756, decode.d5.loss_mask: 0.5202, decode.d5.loss_dice: 0.7451, decode.d6.loss_cls: 0.2788, decode.d6.loss_mask: 0.5182, decode.d6.loss_dice: 0.7455, decode.d7.loss_cls: 0.2736, decode.d7.loss_mask: 0.5169, decode.d7.loss_dice: 0.7464, decode.d8.loss_cls: 0.2697, decode.d8.loss_mask: 0.5172, decode.d8.loss_dice: 0.7441, loss: 16.7260, grad_norm: 64.8169 +2023-11-07 01:50:18,985 - mmseg - INFO - Iter [87600/160000] lr: 4.525e-05, eta: 9:37:09, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2621, decode.loss_mask: 0.4809, decode.loss_dice: 0.7692, decode.d0.loss_cls: 1.2745, decode.d0.loss_mask: 0.5196, decode.d0.loss_dice: 0.8727, decode.d1.loss_cls: 0.3545, decode.d1.loss_mask: 0.5030, decode.d1.loss_dice: 0.8301, decode.d2.loss_cls: 0.3102, decode.d2.loss_mask: 0.4908, decode.d2.loss_dice: 0.7968, decode.d3.loss_cls: 0.2891, decode.d3.loss_mask: 0.4836, decode.d3.loss_dice: 0.7743, decode.d4.loss_cls: 0.2777, decode.d4.loss_mask: 0.4816, decode.d4.loss_dice: 0.7767, decode.d5.loss_cls: 0.2748, decode.d5.loss_mask: 0.4800, decode.d5.loss_dice: 0.7755, decode.d6.loss_cls: 0.2683, decode.d6.loss_mask: 0.4834, decode.d6.loss_dice: 0.7748, decode.d7.loss_cls: 0.2628, decode.d7.loss_mask: 0.4824, decode.d7.loss_dice: 0.7732, decode.d8.loss_cls: 0.2596, decode.d8.loss_mask: 0.4822, decode.d8.loss_dice: 0.7741, loss: 16.6385, grad_norm: 61.7082 +2023-11-07 01:50:41,994 - mmseg - INFO - Iter [87650/160000] lr: 4.522e-05, eta: 9:36:44, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2678, decode.loss_mask: 0.4935, decode.loss_dice: 0.7653, decode.d0.loss_cls: 1.2592, decode.d0.loss_mask: 0.5292, decode.d0.loss_dice: 0.8440, decode.d1.loss_cls: 0.3528, decode.d1.loss_mask: 0.5106, decode.d1.loss_dice: 0.8029, decode.d2.loss_cls: 0.3120, decode.d2.loss_mask: 0.4992, decode.d2.loss_dice: 0.7810, decode.d3.loss_cls: 0.2910, decode.d3.loss_mask: 0.4950, decode.d3.loss_dice: 0.7670, decode.d4.loss_cls: 0.2882, decode.d4.loss_mask: 0.4936, decode.d4.loss_dice: 0.7651, decode.d5.loss_cls: 0.2769, decode.d5.loss_mask: 0.4943, decode.d5.loss_dice: 0.7667, decode.d6.loss_cls: 0.2736, decode.d6.loss_mask: 0.4920, decode.d6.loss_dice: 0.7609, decode.d7.loss_cls: 0.2717, decode.d7.loss_mask: 0.4905, decode.d7.loss_dice: 0.7632, decode.d8.loss_cls: 0.2709, decode.d8.loss_mask: 0.4901, decode.d8.loss_dice: 0.7600, loss: 16.6284, grad_norm: 61.0984 +2023-11-07 01:51:05,174 - mmseg - INFO - Iter [87700/160000] lr: 4.519e-05, eta: 9:36:19, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2667, decode.loss_mask: 0.5162, decode.loss_dice: 0.7554, decode.d0.loss_cls: 1.2807, decode.d0.loss_mask: 0.5589, decode.d0.loss_dice: 0.8399, decode.d1.loss_cls: 0.3594, decode.d1.loss_mask: 0.5417, decode.d1.loss_dice: 0.8061, decode.d2.loss_cls: 0.3114, decode.d2.loss_mask: 0.5266, decode.d2.loss_dice: 0.7821, decode.d3.loss_cls: 0.2947, decode.d3.loss_mask: 0.5203, decode.d3.loss_dice: 0.7625, decode.d4.loss_cls: 0.2815, decode.d4.loss_mask: 0.5198, decode.d4.loss_dice: 0.7646, decode.d5.loss_cls: 0.2775, decode.d5.loss_mask: 0.5184, decode.d5.loss_dice: 0.7584, decode.d6.loss_cls: 0.2704, decode.d6.loss_mask: 0.5192, decode.d6.loss_dice: 0.7612, decode.d7.loss_cls: 0.2668, decode.d7.loss_mask: 0.5186, decode.d7.loss_dice: 0.7615, decode.d8.loss_cls: 0.2638, decode.d8.loss_mask: 0.5194, decode.d8.loss_dice: 0.7572, loss: 16.8811, grad_norm: 62.3504 +2023-11-07 01:51:28,049 - mmseg - INFO - Iter [87750/160000] lr: 4.516e-05, eta: 9:35:55, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2636, decode.loss_mask: 0.4948, decode.loss_dice: 0.7563, decode.d0.loss_cls: 1.2747, decode.d0.loss_mask: 0.5340, decode.d0.loss_dice: 0.8315, decode.d1.loss_cls: 0.3581, decode.d1.loss_mask: 0.5164, decode.d1.loss_dice: 0.8051, decode.d2.loss_cls: 0.3102, decode.d2.loss_mask: 0.5055, decode.d2.loss_dice: 0.7787, decode.d3.loss_cls: 0.2924, decode.d3.loss_mask: 0.5007, decode.d3.loss_dice: 0.7621, decode.d4.loss_cls: 0.2810, decode.d4.loss_mask: 0.4996, decode.d4.loss_dice: 0.7613, decode.d5.loss_cls: 0.2722, decode.d5.loss_mask: 0.4972, decode.d5.loss_dice: 0.7592, decode.d6.loss_cls: 0.2711, decode.d6.loss_mask: 0.4951, decode.d6.loss_dice: 0.7564, decode.d7.loss_cls: 0.2688, decode.d7.loss_mask: 0.4943, decode.d7.loss_dice: 0.7544, decode.d8.loss_cls: 0.2641, decode.d8.loss_mask: 0.4937, decode.d8.loss_dice: 0.7552, loss: 16.6076, grad_norm: 66.4565 +2023-11-07 01:51:51,021 - mmseg - INFO - Iter [87800/160000] lr: 4.513e-05, eta: 9:35:30, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2707, decode.loss_mask: 0.5223, decode.loss_dice: 0.7763, decode.d0.loss_cls: 1.2618, decode.d0.loss_mask: 0.5637, decode.d0.loss_dice: 0.8547, decode.d1.loss_cls: 0.3764, decode.d1.loss_mask: 0.5375, decode.d1.loss_dice: 0.8168, decode.d2.loss_cls: 0.3267, decode.d2.loss_mask: 0.5304, decode.d2.loss_dice: 0.7949, decode.d3.loss_cls: 0.2996, decode.d3.loss_mask: 0.5239, decode.d3.loss_dice: 0.7856, decode.d4.loss_cls: 0.2882, decode.d4.loss_mask: 0.5228, decode.d4.loss_dice: 0.7836, decode.d5.loss_cls: 0.2834, decode.d5.loss_mask: 0.5211, decode.d5.loss_dice: 0.7787, decode.d6.loss_cls: 0.2787, decode.d6.loss_mask: 0.5230, decode.d6.loss_dice: 0.7746, decode.d7.loss_cls: 0.2759, decode.d7.loss_mask: 0.5235, decode.d7.loss_dice: 0.7743, decode.d8.loss_cls: 0.2736, decode.d8.loss_mask: 0.5228, decode.d8.loss_dice: 0.7772, loss: 17.1425, grad_norm: 66.3445 +2023-11-07 01:52:13,905 - mmseg - INFO - Iter [87850/160000] lr: 4.509e-05, eta: 9:35:05, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2732, decode.loss_mask: 0.5245, decode.loss_dice: 0.7888, decode.d0.loss_cls: 1.2993, decode.d0.loss_mask: 0.5650, decode.d0.loss_dice: 0.8793, decode.d1.loss_cls: 0.3734, decode.d1.loss_mask: 0.5459, decode.d1.loss_dice: 0.8361, decode.d2.loss_cls: 0.3175, decode.d2.loss_mask: 0.5326, decode.d2.loss_dice: 0.8069, decode.d3.loss_cls: 0.3122, decode.d3.loss_mask: 0.5275, decode.d3.loss_dice: 0.7930, decode.d4.loss_cls: 0.2900, decode.d4.loss_mask: 0.5287, decode.d4.loss_dice: 0.7955, decode.d5.loss_cls: 0.2822, decode.d5.loss_mask: 0.5274, decode.d5.loss_dice: 0.7930, decode.d6.loss_cls: 0.2885, decode.d6.loss_mask: 0.5249, decode.d6.loss_dice: 0.7887, decode.d7.loss_cls: 0.2770, decode.d7.loss_mask: 0.5259, decode.d7.loss_dice: 0.7921, decode.d8.loss_cls: 0.2771, decode.d8.loss_mask: 0.5262, decode.d8.loss_dice: 0.7900, loss: 17.3826, grad_norm: 65.3795 +2023-11-07 01:52:36,824 - mmseg - INFO - Iter [87900/160000] lr: 4.506e-05, eta: 9:34:40, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2616, decode.loss_mask: 0.5105, decode.loss_dice: 0.7621, decode.d0.loss_cls: 1.2454, decode.d0.loss_mask: 0.5510, decode.d0.loss_dice: 0.8481, decode.d1.loss_cls: 0.3517, decode.d1.loss_mask: 0.5252, decode.d1.loss_dice: 0.8190, decode.d2.loss_cls: 0.3083, decode.d2.loss_mask: 0.5177, decode.d2.loss_dice: 0.7916, decode.d3.loss_cls: 0.2855, decode.d3.loss_mask: 0.5126, decode.d3.loss_dice: 0.7686, decode.d4.loss_cls: 0.2744, decode.d4.loss_mask: 0.5092, decode.d4.loss_dice: 0.7658, decode.d5.loss_cls: 0.2673, decode.d5.loss_mask: 0.5097, decode.d5.loss_dice: 0.7705, decode.d6.loss_cls: 0.2707, decode.d6.loss_mask: 0.5101, decode.d6.loss_dice: 0.7621, decode.d7.loss_cls: 0.2679, decode.d7.loss_mask: 0.5107, decode.d7.loss_dice: 0.7646, decode.d8.loss_cls: 0.2626, decode.d8.loss_mask: 0.5108, decode.d8.loss_dice: 0.7678, loss: 16.7832, grad_norm: 68.5737 +2023-11-07 01:52:59,761 - mmseg - INFO - Iter [87950/160000] lr: 4.503e-05, eta: 9:34:16, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2713, decode.loss_mask: 0.5250, decode.loss_dice: 0.7825, decode.d0.loss_cls: 1.2914, decode.d0.loss_mask: 0.5658, decode.d0.loss_dice: 0.8593, decode.d1.loss_cls: 0.3790, decode.d1.loss_mask: 0.5480, decode.d1.loss_dice: 0.8346, decode.d2.loss_cls: 0.3265, decode.d2.loss_mask: 0.5331, decode.d2.loss_dice: 0.8062, decode.d3.loss_cls: 0.3018, decode.d3.loss_mask: 0.5289, decode.d3.loss_dice: 0.7855, decode.d4.loss_cls: 0.2890, decode.d4.loss_mask: 0.5286, decode.d4.loss_dice: 0.7885, decode.d5.loss_cls: 0.2796, decode.d5.loss_mask: 0.5263, decode.d5.loss_dice: 0.7840, decode.d6.loss_cls: 0.2816, decode.d6.loss_mask: 0.5270, decode.d6.loss_dice: 0.7794, decode.d7.loss_cls: 0.2785, decode.d7.loss_mask: 0.5262, decode.d7.loss_dice: 0.7825, decode.d8.loss_cls: 0.2757, decode.d8.loss_mask: 0.5254, decode.d8.loss_dice: 0.7790, loss: 17.2901, grad_norm: 64.6733 +2023-11-07 01:53:23,661 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 01:53:23,661 - mmseg - INFO - Iter [88000/160000] lr: 4.500e-05, eta: 9:33:52, time: 0.478, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2560, decode.loss_mask: 0.4871, decode.loss_dice: 0.7490, decode.d0.loss_cls: 1.2571, decode.d0.loss_mask: 0.5306, decode.d0.loss_dice: 0.8355, decode.d1.loss_cls: 0.3467, decode.d1.loss_mask: 0.5137, decode.d1.loss_dice: 0.7987, decode.d2.loss_cls: 0.3037, decode.d2.loss_mask: 0.4989, decode.d2.loss_dice: 0.7764, decode.d3.loss_cls: 0.2830, decode.d3.loss_mask: 0.4922, decode.d3.loss_dice: 0.7569, decode.d4.loss_cls: 0.2753, decode.d4.loss_mask: 0.4915, decode.d4.loss_dice: 0.7554, decode.d5.loss_cls: 0.2680, decode.d5.loss_mask: 0.4901, decode.d5.loss_dice: 0.7555, decode.d6.loss_cls: 0.2651, decode.d6.loss_mask: 0.4885, decode.d6.loss_dice: 0.7507, decode.d7.loss_cls: 0.2616, decode.d7.loss_mask: 0.4875, decode.d7.loss_dice: 0.7513, decode.d8.loss_cls: 0.2553, decode.d8.loss_mask: 0.4876, decode.d8.loss_dice: 0.7491, loss: 16.4182, grad_norm: 63.6311 +2023-11-07 01:53:46,953 - mmseg - INFO - Iter [88050/160000] lr: 4.497e-05, eta: 9:33:27, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2532, decode.loss_mask: 0.5106, decode.loss_dice: 0.7502, decode.d0.loss_cls: 1.2413, decode.d0.loss_mask: 0.5501, decode.d0.loss_dice: 0.8245, decode.d1.loss_cls: 0.3474, decode.d1.loss_mask: 0.5315, decode.d1.loss_dice: 0.7881, decode.d2.loss_cls: 0.3026, decode.d2.loss_mask: 0.5199, decode.d2.loss_dice: 0.7686, decode.d3.loss_cls: 0.2844, decode.d3.loss_mask: 0.5146, decode.d3.loss_dice: 0.7510, decode.d4.loss_cls: 0.2710, decode.d4.loss_mask: 0.5156, decode.d4.loss_dice: 0.7500, decode.d5.loss_cls: 0.2665, decode.d5.loss_mask: 0.5124, decode.d5.loss_dice: 0.7490, decode.d6.loss_cls: 0.2643, decode.d6.loss_mask: 0.5118, decode.d6.loss_dice: 0.7459, decode.d7.loss_cls: 0.2602, decode.d7.loss_mask: 0.5089, decode.d7.loss_dice: 0.7500, decode.d8.loss_cls: 0.2554, decode.d8.loss_mask: 0.5091, decode.d8.loss_dice: 0.7482, loss: 16.5562, grad_norm: 67.1689 +2023-11-07 01:54:09,933 - mmseg - INFO - Iter [88100/160000] lr: 4.494e-05, eta: 9:33:03, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2673, decode.loss_mask: 0.5004, decode.loss_dice: 0.7296, decode.d0.loss_cls: 1.2884, decode.d0.loss_mask: 0.5413, decode.d0.loss_dice: 0.8098, decode.d1.loss_cls: 0.3688, decode.d1.loss_mask: 0.5183, decode.d1.loss_dice: 0.7729, decode.d2.loss_cls: 0.3112, decode.d2.loss_mask: 0.5088, decode.d2.loss_dice: 0.7565, decode.d3.loss_cls: 0.3008, decode.d3.loss_mask: 0.5029, decode.d3.loss_dice: 0.7360, decode.d4.loss_cls: 0.2870, decode.d4.loss_mask: 0.4999, decode.d4.loss_dice: 0.7338, decode.d5.loss_cls: 0.2814, decode.d5.loss_mask: 0.5007, decode.d5.loss_dice: 0.7331, decode.d6.loss_cls: 0.2809, decode.d6.loss_mask: 0.4998, decode.d6.loss_dice: 0.7237, decode.d7.loss_cls: 0.2742, decode.d7.loss_mask: 0.5001, decode.d7.loss_dice: 0.7283, decode.d8.loss_cls: 0.2747, decode.d8.loss_mask: 0.5001, decode.d8.loss_dice: 0.7307, loss: 16.4614, grad_norm: 59.1173 +2023-11-07 01:54:32,725 - mmseg - INFO - Iter [88150/160000] lr: 4.491e-05, eta: 9:32:38, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2645, decode.loss_mask: 0.5089, decode.loss_dice: 0.7466, decode.d0.loss_cls: 1.2493, decode.d0.loss_mask: 0.5489, decode.d0.loss_dice: 0.8249, decode.d1.loss_cls: 0.3601, decode.d1.loss_mask: 0.5305, decode.d1.loss_dice: 0.7893, decode.d2.loss_cls: 0.3092, decode.d2.loss_mask: 0.5191, decode.d2.loss_dice: 0.7645, decode.d3.loss_cls: 0.3012, decode.d3.loss_mask: 0.5128, decode.d3.loss_dice: 0.7468, decode.d4.loss_cls: 0.2849, decode.d4.loss_mask: 0.5134, decode.d4.loss_dice: 0.7460, decode.d5.loss_cls: 0.2789, decode.d5.loss_mask: 0.5104, decode.d5.loss_dice: 0.7467, decode.d6.loss_cls: 0.2739, decode.d6.loss_mask: 0.5121, decode.d6.loss_dice: 0.7411, decode.d7.loss_cls: 0.2641, decode.d7.loss_mask: 0.5095, decode.d7.loss_dice: 0.7425, decode.d8.loss_cls: 0.2703, decode.d8.loss_mask: 0.5108, decode.d8.loss_dice: 0.7429, loss: 16.6244, grad_norm: 64.2602 +2023-11-07 01:54:55,805 - mmseg - INFO - Iter [88200/160000] lr: 4.488e-05, eta: 9:32:13, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2789, decode.loss_mask: 0.5141, decode.loss_dice: 0.7771, decode.d0.loss_cls: 1.3038, decode.d0.loss_mask: 0.5599, decode.d0.loss_dice: 0.8610, decode.d1.loss_cls: 0.3732, decode.d1.loss_mask: 0.5365, decode.d1.loss_dice: 0.8255, decode.d2.loss_cls: 0.3348, decode.d2.loss_mask: 0.5234, decode.d2.loss_dice: 0.7948, decode.d3.loss_cls: 0.3092, decode.d3.loss_mask: 0.5177, decode.d3.loss_dice: 0.7803, decode.d4.loss_cls: 0.2939, decode.d4.loss_mask: 0.5179, decode.d4.loss_dice: 0.7818, decode.d5.loss_cls: 0.2877, decode.d5.loss_mask: 0.5166, decode.d5.loss_dice: 0.7817, decode.d6.loss_cls: 0.2852, decode.d6.loss_mask: 0.5147, decode.d6.loss_dice: 0.7767, decode.d7.loss_cls: 0.2846, decode.d7.loss_mask: 0.5141, decode.d7.loss_dice: 0.7774, decode.d8.loss_cls: 0.2816, decode.d8.loss_mask: 0.5131, decode.d8.loss_dice: 0.7733, loss: 17.1903, grad_norm: 65.1357 +2023-11-07 01:55:18,432 - mmseg - INFO - Iter [88250/160000] lr: 4.484e-05, eta: 9:31:48, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2494, decode.loss_mask: 0.4982, decode.loss_dice: 0.7405, decode.d0.loss_cls: 1.2403, decode.d0.loss_mask: 0.5408, decode.d0.loss_dice: 0.8136, decode.d1.loss_cls: 0.3393, decode.d1.loss_mask: 0.5152, decode.d1.loss_dice: 0.7817, decode.d2.loss_cls: 0.2955, decode.d2.loss_mask: 0.5051, decode.d2.loss_dice: 0.7565, decode.d3.loss_cls: 0.2755, decode.d3.loss_mask: 0.5012, decode.d3.loss_dice: 0.7423, decode.d4.loss_cls: 0.2620, decode.d4.loss_mask: 0.4999, decode.d4.loss_dice: 0.7414, decode.d5.loss_cls: 0.2621, decode.d5.loss_mask: 0.4965, decode.d5.loss_dice: 0.7433, decode.d6.loss_cls: 0.2554, decode.d6.loss_mask: 0.4984, decode.d6.loss_dice: 0.7383, decode.d7.loss_cls: 0.2460, decode.d7.loss_mask: 0.4974, decode.d7.loss_dice: 0.7435, decode.d8.loss_cls: 0.2447, decode.d8.loss_mask: 0.4975, decode.d8.loss_dice: 0.7424, loss: 16.2641, grad_norm: 59.6545 +2023-11-07 01:55:41,221 - mmseg - INFO - Iter [88300/160000] lr: 4.481e-05, eta: 9:31:24, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2629, decode.loss_mask: 0.5019, decode.loss_dice: 0.7599, decode.d0.loss_cls: 1.2648, decode.d0.loss_mask: 0.5464, decode.d0.loss_dice: 0.8463, decode.d1.loss_cls: 0.3507, decode.d1.loss_mask: 0.5219, decode.d1.loss_dice: 0.8074, decode.d2.loss_cls: 0.3138, decode.d2.loss_mask: 0.5105, decode.d2.loss_dice: 0.7854, decode.d3.loss_cls: 0.2908, decode.d3.loss_mask: 0.5065, decode.d3.loss_dice: 0.7696, decode.d4.loss_cls: 0.2777, decode.d4.loss_mask: 0.5055, decode.d4.loss_dice: 0.7654, decode.d5.loss_cls: 0.2653, decode.d5.loss_mask: 0.5030, decode.d5.loss_dice: 0.7682, decode.d6.loss_cls: 0.2689, decode.d6.loss_mask: 0.5000, decode.d6.loss_dice: 0.7599, decode.d7.loss_cls: 0.2637, decode.d7.loss_mask: 0.5009, decode.d7.loss_dice: 0.7588, decode.d8.loss_cls: 0.2632, decode.d8.loss_mask: 0.5002, decode.d8.loss_dice: 0.7629, loss: 16.7022, grad_norm: 62.2317 +2023-11-07 01:56:03,989 - mmseg - INFO - Iter [88350/160000] lr: 4.478e-05, eta: 9:30:59, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2652, decode.loss_mask: 0.5225, decode.loss_dice: 0.7642, decode.d0.loss_cls: 1.2415, decode.d0.loss_mask: 0.5628, decode.d0.loss_dice: 0.8452, decode.d1.loss_cls: 0.3509, decode.d1.loss_mask: 0.5473, decode.d1.loss_dice: 0.8160, decode.d2.loss_cls: 0.3123, decode.d2.loss_mask: 0.5319, decode.d2.loss_dice: 0.7882, decode.d3.loss_cls: 0.2891, decode.d3.loss_mask: 0.5249, decode.d3.loss_dice: 0.7740, decode.d4.loss_cls: 0.2758, decode.d4.loss_mask: 0.5249, decode.d4.loss_dice: 0.7687, decode.d5.loss_cls: 0.2790, decode.d5.loss_mask: 0.5244, decode.d5.loss_dice: 0.7660, decode.d6.loss_cls: 0.2753, decode.d6.loss_mask: 0.5234, decode.d6.loss_dice: 0.7605, decode.d7.loss_cls: 0.2651, decode.d7.loss_mask: 0.5239, decode.d7.loss_dice: 0.7617, decode.d8.loss_cls: 0.2615, decode.d8.loss_mask: 0.5233, decode.d8.loss_dice: 0.7641, loss: 16.9336, grad_norm: 69.4817 +2023-11-07 01:56:26,689 - mmseg - INFO - Iter [88400/160000] lr: 4.475e-05, eta: 9:30:34, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2627, decode.loss_mask: 0.4946, decode.loss_dice: 0.7453, decode.d0.loss_cls: 1.2882, decode.d0.loss_mask: 0.5410, decode.d0.loss_dice: 0.8230, decode.d1.loss_cls: 0.3624, decode.d1.loss_mask: 0.5165, decode.d1.loss_dice: 0.7947, decode.d2.loss_cls: 0.3006, decode.d2.loss_mask: 0.5086, decode.d2.loss_dice: 0.7743, decode.d3.loss_cls: 0.2850, decode.d3.loss_mask: 0.4995, decode.d3.loss_dice: 0.7514, decode.d4.loss_cls: 0.2824, decode.d4.loss_mask: 0.4963, decode.d4.loss_dice: 0.7506, decode.d5.loss_cls: 0.2723, decode.d5.loss_mask: 0.4967, decode.d5.loss_dice: 0.7504, decode.d6.loss_cls: 0.2701, decode.d6.loss_mask: 0.4935, decode.d6.loss_dice: 0.7486, decode.d7.loss_cls: 0.2655, decode.d7.loss_mask: 0.4947, decode.d7.loss_dice: 0.7417, decode.d8.loss_cls: 0.2628, decode.d8.loss_mask: 0.4963, decode.d8.loss_dice: 0.7489, loss: 16.5183, grad_norm: 57.0521 +2023-11-07 01:56:52,081 - mmseg - INFO - Iter [88450/160000] lr: 4.472e-05, eta: 9:30:11, time: 0.508, data_time: 0.059, memory: 39436, decode.loss_cls: 0.2566, decode.loss_mask: 0.5079, decode.loss_dice: 0.7599, decode.d0.loss_cls: 1.2819, decode.d0.loss_mask: 0.5459, decode.d0.loss_dice: 0.8398, decode.d1.loss_cls: 0.3437, decode.d1.loss_mask: 0.5325, decode.d1.loss_dice: 0.8095, decode.d2.loss_cls: 0.3051, decode.d2.loss_mask: 0.5207, decode.d2.loss_dice: 0.7857, decode.d3.loss_cls: 0.2889, decode.d3.loss_mask: 0.5143, decode.d3.loss_dice: 0.7685, decode.d4.loss_cls: 0.2763, decode.d4.loss_mask: 0.5124, decode.d4.loss_dice: 0.7664, decode.d5.loss_cls: 0.2704, decode.d5.loss_mask: 0.5120, decode.d5.loss_dice: 0.7657, decode.d6.loss_cls: 0.2637, decode.d6.loss_mask: 0.5106, decode.d6.loss_dice: 0.7605, decode.d7.loss_cls: 0.2610, decode.d7.loss_mask: 0.5102, decode.d7.loss_dice: 0.7614, decode.d8.loss_cls: 0.2562, decode.d8.loss_mask: 0.5092, decode.d8.loss_dice: 0.7609, loss: 16.7579, grad_norm: 61.3560 +2023-11-07 01:57:14,980 - mmseg - INFO - Iter [88500/160000] lr: 4.469e-05, eta: 9:29:46, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2538, decode.loss_mask: 0.5061, decode.loss_dice: 0.7563, decode.d0.loss_cls: 1.2532, decode.d0.loss_mask: 0.5399, decode.d0.loss_dice: 0.8290, decode.d1.loss_cls: 0.3513, decode.d1.loss_mask: 0.5241, decode.d1.loss_dice: 0.7958, decode.d2.loss_cls: 0.3024, decode.d2.loss_mask: 0.5116, decode.d2.loss_dice: 0.7753, decode.d3.loss_cls: 0.2912, decode.d3.loss_mask: 0.5079, decode.d3.loss_dice: 0.7558, decode.d4.loss_cls: 0.2735, decode.d4.loss_mask: 0.5081, decode.d4.loss_dice: 0.7582, decode.d5.loss_cls: 0.2692, decode.d5.loss_mask: 0.5064, decode.d5.loss_dice: 0.7577, decode.d6.loss_cls: 0.2694, decode.d6.loss_mask: 0.5045, decode.d6.loss_dice: 0.7470, decode.d7.loss_cls: 0.2599, decode.d7.loss_mask: 0.5071, decode.d7.loss_dice: 0.7554, decode.d8.loss_cls: 0.2582, decode.d8.loss_mask: 0.5078, decode.d8.loss_dice: 0.7592, loss: 16.5953, grad_norm: 67.7118 +2023-11-07 01:57:37,784 - mmseg - INFO - Iter [88550/160000] lr: 4.466e-05, eta: 9:29:22, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2577, decode.loss_mask: 0.4948, decode.loss_dice: 0.7179, decode.d0.loss_cls: 1.2525, decode.d0.loss_mask: 0.5381, decode.d0.loss_dice: 0.8049, decode.d1.loss_cls: 0.3454, decode.d1.loss_mask: 0.5198, decode.d1.loss_dice: 0.7666, decode.d2.loss_cls: 0.3047, decode.d2.loss_mask: 0.5015, decode.d2.loss_dice: 0.7347, decode.d3.loss_cls: 0.2899, decode.d3.loss_mask: 0.4965, decode.d3.loss_dice: 0.7231, decode.d4.loss_cls: 0.2744, decode.d4.loss_mask: 0.4958, decode.d4.loss_dice: 0.7233, decode.d5.loss_cls: 0.2706, decode.d5.loss_mask: 0.4956, decode.d5.loss_dice: 0.7171, decode.d6.loss_cls: 0.2674, decode.d6.loss_mask: 0.4958, decode.d6.loss_dice: 0.7143, decode.d7.loss_cls: 0.2663, decode.d7.loss_mask: 0.4951, decode.d7.loss_dice: 0.7177, decode.d8.loss_cls: 0.2617, decode.d8.loss_mask: 0.4955, decode.d8.loss_dice: 0.7196, loss: 16.1582, grad_norm: 60.8794 +2023-11-07 01:58:00,878 - mmseg - INFO - Iter [88600/160000] lr: 4.463e-05, eta: 9:28:57, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2578, decode.loss_mask: 0.5104, decode.loss_dice: 0.7671, decode.d0.loss_cls: 1.2590, decode.d0.loss_mask: 0.5482, decode.d0.loss_dice: 0.8490, decode.d1.loss_cls: 0.3526, decode.d1.loss_mask: 0.5250, decode.d1.loss_dice: 0.8147, decode.d2.loss_cls: 0.3103, decode.d2.loss_mask: 0.5144, decode.d2.loss_dice: 0.7926, decode.d3.loss_cls: 0.2872, decode.d3.loss_mask: 0.5130, decode.d3.loss_dice: 0.7750, decode.d4.loss_cls: 0.2753, decode.d4.loss_mask: 0.5106, decode.d4.loss_dice: 0.7728, decode.d5.loss_cls: 0.2705, decode.d5.loss_mask: 0.5100, decode.d5.loss_dice: 0.7758, decode.d6.loss_cls: 0.2702, decode.d6.loss_mask: 0.5089, decode.d6.loss_dice: 0.7686, decode.d7.loss_cls: 0.2659, decode.d7.loss_mask: 0.5078, decode.d7.loss_dice: 0.7708, decode.d8.loss_cls: 0.2625, decode.d8.loss_mask: 0.5113, decode.d8.loss_dice: 0.7679, loss: 16.8252, grad_norm: 65.6921 +2023-11-07 01:58:23,926 - mmseg - INFO - Iter [88650/160000] lr: 4.459e-05, eta: 9:28:32, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2742, decode.loss_mask: 0.5089, decode.loss_dice: 0.7683, decode.d0.loss_cls: 1.2441, decode.d0.loss_mask: 0.5492, decode.d0.loss_dice: 0.8511, decode.d1.loss_cls: 0.3663, decode.d1.loss_mask: 0.5311, decode.d1.loss_dice: 0.8176, decode.d2.loss_cls: 0.3218, decode.d2.loss_mask: 0.5197, decode.d2.loss_dice: 0.7917, decode.d3.loss_cls: 0.3010, decode.d3.loss_mask: 0.5172, decode.d3.loss_dice: 0.7738, decode.d4.loss_cls: 0.2892, decode.d4.loss_mask: 0.5134, decode.d4.loss_dice: 0.7729, decode.d5.loss_cls: 0.2826, decode.d5.loss_mask: 0.5134, decode.d5.loss_dice: 0.7714, decode.d6.loss_cls: 0.2824, decode.d6.loss_mask: 0.5080, decode.d6.loss_dice: 0.7667, decode.d7.loss_cls: 0.2738, decode.d7.loss_mask: 0.5095, decode.d7.loss_dice: 0.7679, decode.d8.loss_cls: 0.2743, decode.d8.loss_mask: 0.5088, decode.d8.loss_dice: 0.7703, loss: 16.9407, grad_norm: 68.8142 +2023-11-07 01:58:46,708 - mmseg - INFO - Iter [88700/160000] lr: 4.456e-05, eta: 9:28:08, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2662, decode.loss_mask: 0.4949, decode.loss_dice: 0.7451, decode.d0.loss_cls: 1.2705, decode.d0.loss_mask: 0.5309, decode.d0.loss_dice: 0.8343, decode.d1.loss_cls: 0.3654, decode.d1.loss_mask: 0.5138, decode.d1.loss_dice: 0.7866, decode.d2.loss_cls: 0.3090, decode.d2.loss_mask: 0.5034, decode.d2.loss_dice: 0.7691, decode.d3.loss_cls: 0.2928, decode.d3.loss_mask: 0.4950, decode.d3.loss_dice: 0.7512, decode.d4.loss_cls: 0.2819, decode.d4.loss_mask: 0.4931, decode.d4.loss_dice: 0.7526, decode.d5.loss_cls: 0.2729, decode.d5.loss_mask: 0.4933, decode.d5.loss_dice: 0.7528, decode.d6.loss_cls: 0.2735, decode.d6.loss_mask: 0.4947, decode.d6.loss_dice: 0.7479, decode.d7.loss_cls: 0.2720, decode.d7.loss_mask: 0.4945, decode.d7.loss_dice: 0.7475, decode.d8.loss_cls: 0.2644, decode.d8.loss_mask: 0.4957, decode.d8.loss_dice: 0.7476, loss: 16.5126, grad_norm: 61.8373 +2023-11-07 01:59:09,513 - mmseg - INFO - Iter [88750/160000] lr: 4.453e-05, eta: 9:27:43, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2433, decode.loss_mask: 0.5087, decode.loss_dice: 0.7399, decode.d0.loss_cls: 1.2236, decode.d0.loss_mask: 0.5520, decode.d0.loss_dice: 0.8212, decode.d1.loss_cls: 0.3301, decode.d1.loss_mask: 0.5306, decode.d1.loss_dice: 0.7894, decode.d2.loss_cls: 0.2890, decode.d2.loss_mask: 0.5157, decode.d2.loss_dice: 0.7627, decode.d3.loss_cls: 0.2717, decode.d3.loss_mask: 0.5115, decode.d3.loss_dice: 0.7443, decode.d4.loss_cls: 0.2535, decode.d4.loss_mask: 0.5132, decode.d4.loss_dice: 0.7446, decode.d5.loss_cls: 0.2567, decode.d5.loss_mask: 0.5081, decode.d5.loss_dice: 0.7418, decode.d6.loss_cls: 0.2499, decode.d6.loss_mask: 0.5100, decode.d6.loss_dice: 0.7385, decode.d7.loss_cls: 0.2452, decode.d7.loss_mask: 0.5096, decode.d7.loss_dice: 0.7425, decode.d8.loss_cls: 0.2448, decode.d8.loss_mask: 0.5089, decode.d8.loss_dice: 0.7368, loss: 16.3379, grad_norm: 61.8781 +2023-11-07 01:59:32,163 - mmseg - INFO - Iter [88800/160000] lr: 4.450e-05, eta: 9:27:18, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2469, decode.loss_mask: 0.4806, decode.loss_dice: 0.7215, decode.d0.loss_cls: 1.2485, decode.d0.loss_mask: 0.5144, decode.d0.loss_dice: 0.8041, decode.d1.loss_cls: 0.3278, decode.d1.loss_mask: 0.4985, decode.d1.loss_dice: 0.7668, decode.d2.loss_cls: 0.2850, decode.d2.loss_mask: 0.4867, decode.d2.loss_dice: 0.7449, decode.d3.loss_cls: 0.2664, decode.d3.loss_mask: 0.4823, decode.d3.loss_dice: 0.7294, decode.d4.loss_cls: 0.2576, decode.d4.loss_mask: 0.4819, decode.d4.loss_dice: 0.7226, decode.d5.loss_cls: 0.2533, decode.d5.loss_mask: 0.4795, decode.d5.loss_dice: 0.7266, decode.d6.loss_cls: 0.2504, decode.d6.loss_mask: 0.4825, decode.d6.loss_dice: 0.7233, decode.d7.loss_cls: 0.2462, decode.d7.loss_mask: 0.4819, decode.d7.loss_dice: 0.7241, decode.d8.loss_cls: 0.2473, decode.d8.loss_mask: 0.4808, decode.d8.loss_dice: 0.7212, loss: 15.8827, grad_norm: 59.5162 +2023-11-07 01:59:54,797 - mmseg - INFO - Iter [88850/160000] lr: 4.447e-05, eta: 9:26:53, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2805, decode.loss_mask: 0.5153, decode.loss_dice: 0.7713, decode.d0.loss_cls: 1.2727, decode.d0.loss_mask: 0.5549, decode.d0.loss_dice: 0.8486, decode.d1.loss_cls: 0.3647, decode.d1.loss_mask: 0.5375, decode.d1.loss_dice: 0.8197, decode.d2.loss_cls: 0.3266, decode.d2.loss_mask: 0.5247, decode.d2.loss_dice: 0.7915, decode.d3.loss_cls: 0.3042, decode.d3.loss_mask: 0.5200, decode.d3.loss_dice: 0.7758, decode.d4.loss_cls: 0.2992, decode.d4.loss_mask: 0.5204, decode.d4.loss_dice: 0.7768, decode.d5.loss_cls: 0.2896, decode.d5.loss_mask: 0.5213, decode.d5.loss_dice: 0.7758, decode.d6.loss_cls: 0.2896, decode.d6.loss_mask: 0.5179, decode.d6.loss_dice: 0.7701, decode.d7.loss_cls: 0.2839, decode.d7.loss_mask: 0.5180, decode.d7.loss_dice: 0.7741, decode.d8.loss_cls: 0.2837, decode.d8.loss_mask: 0.5172, decode.d8.loss_dice: 0.7727, loss: 17.1184, grad_norm: 67.1336 +2023-11-07 02:00:17,524 - mmseg - INFO - Iter [88900/160000] lr: 4.444e-05, eta: 9:26:28, time: 0.455, data_time: 0.015, memory: 39436, decode.loss_cls: 0.2556, decode.loss_mask: 0.4936, decode.loss_dice: 0.7543, decode.d0.loss_cls: 1.2550, decode.d0.loss_mask: 0.5401, decode.d0.loss_dice: 0.8302, decode.d1.loss_cls: 0.3423, decode.d1.loss_mask: 0.5141, decode.d1.loss_dice: 0.8028, decode.d2.loss_cls: 0.3047, decode.d2.loss_mask: 0.5015, decode.d2.loss_dice: 0.7717, decode.d3.loss_cls: 0.2810, decode.d3.loss_mask: 0.4955, decode.d3.loss_dice: 0.7593, decode.d4.loss_cls: 0.2676, decode.d4.loss_mask: 0.4965, decode.d4.loss_dice: 0.7555, decode.d5.loss_cls: 0.2647, decode.d5.loss_mask: 0.4951, decode.d5.loss_dice: 0.7592, decode.d6.loss_cls: 0.2625, decode.d6.loss_mask: 0.4939, decode.d6.loss_dice: 0.7558, decode.d7.loss_cls: 0.2616, decode.d7.loss_mask: 0.4957, decode.d7.loss_dice: 0.7603, decode.d8.loss_cls: 0.2594, decode.d8.loss_mask: 0.4949, decode.d8.loss_dice: 0.7539, loss: 16.4781, grad_norm: 60.0790 +2023-11-07 02:00:40,033 - mmseg - INFO - Iter [88950/160000] lr: 4.441e-05, eta: 9:26:03, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2767, decode.loss_mask: 0.4968, decode.loss_dice: 0.7592, decode.d0.loss_cls: 1.2833, decode.d0.loss_mask: 0.5450, decode.d0.loss_dice: 0.8480, decode.d1.loss_cls: 0.3759, decode.d1.loss_mask: 0.5172, decode.d1.loss_dice: 0.8132, decode.d2.loss_cls: 0.3206, decode.d2.loss_mask: 0.5105, decode.d2.loss_dice: 0.7912, decode.d3.loss_cls: 0.3071, decode.d3.loss_mask: 0.5002, decode.d3.loss_dice: 0.7672, decode.d4.loss_cls: 0.2891, decode.d4.loss_mask: 0.4993, decode.d4.loss_dice: 0.7682, decode.d5.loss_cls: 0.2886, decode.d5.loss_mask: 0.4988, decode.d5.loss_dice: 0.7661, decode.d6.loss_cls: 0.2858, decode.d6.loss_mask: 0.4980, decode.d6.loss_dice: 0.7610, decode.d7.loss_cls: 0.2802, decode.d7.loss_mask: 0.4982, decode.d7.loss_dice: 0.7615, decode.d8.loss_cls: 0.2802, decode.d8.loss_mask: 0.4984, decode.d8.loss_dice: 0.7595, loss: 16.8451, grad_norm: 68.2743 +2023-11-07 02:01:02,735 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 02:01:02,736 - mmseg - INFO - Iter [89000/160000] lr: 4.438e-05, eta: 9:25:38, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2872, decode.loss_mask: 0.5298, decode.loss_dice: 0.7682, decode.d0.loss_cls: 1.2748, decode.d0.loss_mask: 0.5679, decode.d0.loss_dice: 0.8541, decode.d1.loss_cls: 0.3671, decode.d1.loss_mask: 0.5488, decode.d1.loss_dice: 0.8198, decode.d2.loss_cls: 0.3251, decode.d2.loss_mask: 0.5353, decode.d2.loss_dice: 0.7957, decode.d3.loss_cls: 0.3155, decode.d3.loss_mask: 0.5290, decode.d3.loss_dice: 0.7678, decode.d4.loss_cls: 0.2937, decode.d4.loss_mask: 0.5320, decode.d4.loss_dice: 0.7715, decode.d5.loss_cls: 0.2967, decode.d5.loss_mask: 0.5308, decode.d5.loss_dice: 0.7711, decode.d6.loss_cls: 0.2888, decode.d6.loss_mask: 0.5295, decode.d6.loss_dice: 0.7662, decode.d7.loss_cls: 0.2836, decode.d7.loss_mask: 0.5319, decode.d7.loss_dice: 0.7672, decode.d8.loss_cls: 0.2846, decode.d8.loss_mask: 0.5311, decode.d8.loss_dice: 0.7681, loss: 17.2330, grad_norm: 68.4087 +2023-11-07 02:01:25,259 - mmseg - INFO - Iter [89050/160000] lr: 4.434e-05, eta: 9:25:13, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2729, decode.loss_mask: 0.5090, decode.loss_dice: 0.7566, decode.d0.loss_cls: 1.2456, decode.d0.loss_mask: 0.5469, decode.d0.loss_dice: 0.8484, decode.d1.loss_cls: 0.3691, decode.d1.loss_mask: 0.5317, decode.d1.loss_dice: 0.8061, decode.d2.loss_cls: 0.3189, decode.d2.loss_mask: 0.5189, decode.d2.loss_dice: 0.7867, decode.d3.loss_cls: 0.3022, decode.d3.loss_mask: 0.5128, decode.d3.loss_dice: 0.7652, decode.d4.loss_cls: 0.2895, decode.d4.loss_mask: 0.5142, decode.d4.loss_dice: 0.7624, decode.d5.loss_cls: 0.2806, decode.d5.loss_mask: 0.5121, decode.d5.loss_dice: 0.7613, decode.d6.loss_cls: 0.2727, decode.d6.loss_mask: 0.5092, decode.d6.loss_dice: 0.7599, decode.d7.loss_cls: 0.2727, decode.d7.loss_mask: 0.5085, decode.d7.loss_dice: 0.7609, decode.d8.loss_cls: 0.2777, decode.d8.loss_mask: 0.5092, decode.d8.loss_dice: 0.7570, loss: 16.8389, grad_norm: 67.5031 +2023-11-07 02:01:48,545 - mmseg - INFO - Iter [89100/160000] lr: 4.431e-05, eta: 9:24:49, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2611, decode.loss_mask: 0.4929, decode.loss_dice: 0.7389, decode.d0.loss_cls: 1.2636, decode.d0.loss_mask: 0.5371, decode.d0.loss_dice: 0.8283, decode.d1.loss_cls: 0.3421, decode.d1.loss_mask: 0.5155, decode.d1.loss_dice: 0.7965, decode.d2.loss_cls: 0.2941, decode.d2.loss_mask: 0.5012, decode.d2.loss_dice: 0.7650, decode.d3.loss_cls: 0.2801, decode.d3.loss_mask: 0.4985, decode.d3.loss_dice: 0.7546, decode.d4.loss_cls: 0.2679, decode.d4.loss_mask: 0.4959, decode.d4.loss_dice: 0.7491, decode.d5.loss_cls: 0.2639, decode.d5.loss_mask: 0.4945, decode.d5.loss_dice: 0.7505, decode.d6.loss_cls: 0.2589, decode.d6.loss_mask: 0.4941, decode.d6.loss_dice: 0.7468, decode.d7.loss_cls: 0.2573, decode.d7.loss_mask: 0.4949, decode.d7.loss_dice: 0.7453, decode.d8.loss_cls: 0.2531, decode.d8.loss_mask: 0.4940, decode.d8.loss_dice: 0.7488, loss: 16.3844, grad_norm: 58.0680 +2023-11-07 02:02:12,096 - mmseg - INFO - Iter [89150/160000] lr: 4.428e-05, eta: 9:24:25, time: 0.471, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2691, decode.loss_mask: 0.5152, decode.loss_dice: 0.7571, decode.d0.loss_cls: 1.2829, decode.d0.loss_mask: 0.5522, decode.d0.loss_dice: 0.8408, decode.d1.loss_cls: 0.3579, decode.d1.loss_mask: 0.5387, decode.d1.loss_dice: 0.8097, decode.d2.loss_cls: 0.3089, decode.d2.loss_mask: 0.5283, decode.d2.loss_dice: 0.7841, decode.d3.loss_cls: 0.2936, decode.d3.loss_mask: 0.5216, decode.d3.loss_dice: 0.7682, decode.d4.loss_cls: 0.2854, decode.d4.loss_mask: 0.5204, decode.d4.loss_dice: 0.7642, decode.d5.loss_cls: 0.2821, decode.d5.loss_mask: 0.5171, decode.d5.loss_dice: 0.7656, decode.d6.loss_cls: 0.2799, decode.d6.loss_mask: 0.5140, decode.d6.loss_dice: 0.7582, decode.d7.loss_cls: 0.2706, decode.d7.loss_mask: 0.5144, decode.d7.loss_dice: 0.7644, decode.d8.loss_cls: 0.2659, decode.d8.loss_mask: 0.5151, decode.d8.loss_dice: 0.7625, loss: 16.9080, grad_norm: 68.0789 +2023-11-07 02:02:34,992 - mmseg - INFO - Iter [89200/160000] lr: 4.425e-05, eta: 9:24:00, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2642, decode.loss_mask: 0.5135, decode.loss_dice: 0.7720, decode.d0.loss_cls: 1.3024, decode.d0.loss_mask: 0.5539, decode.d0.loss_dice: 0.8537, decode.d1.loss_cls: 0.3542, decode.d1.loss_mask: 0.5356, decode.d1.loss_dice: 0.8169, decode.d2.loss_cls: 0.3082, decode.d2.loss_mask: 0.5238, decode.d2.loss_dice: 0.7936, decode.d3.loss_cls: 0.2973, decode.d3.loss_mask: 0.5175, decode.d3.loss_dice: 0.7772, decode.d4.loss_cls: 0.2816, decode.d4.loss_mask: 0.5151, decode.d4.loss_dice: 0.7763, decode.d5.loss_cls: 0.2695, decode.d5.loss_mask: 0.5143, decode.d5.loss_dice: 0.7768, decode.d6.loss_cls: 0.2665, decode.d6.loss_mask: 0.5160, decode.d6.loss_dice: 0.7722, decode.d7.loss_cls: 0.2649, decode.d7.loss_mask: 0.5148, decode.d7.loss_dice: 0.7704, decode.d8.loss_cls: 0.2587, decode.d8.loss_mask: 0.5134, decode.d8.loss_dice: 0.7711, loss: 16.9658, grad_norm: 62.1791 +2023-11-07 02:02:57,674 - mmseg - INFO - Iter [89250/160000] lr: 4.422e-05, eta: 9:23:35, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2618, decode.loss_mask: 0.5050, decode.loss_dice: 0.7578, decode.d0.loss_cls: 1.2764, decode.d0.loss_mask: 0.5465, decode.d0.loss_dice: 0.8382, decode.d1.loss_cls: 0.3574, decode.d1.loss_mask: 0.5286, decode.d1.loss_dice: 0.8068, decode.d2.loss_cls: 0.3076, decode.d2.loss_mask: 0.5127, decode.d2.loss_dice: 0.7872, decode.d3.loss_cls: 0.2953, decode.d3.loss_mask: 0.5095, decode.d3.loss_dice: 0.7658, decode.d4.loss_cls: 0.2864, decode.d4.loss_mask: 0.5073, decode.d4.loss_dice: 0.7643, decode.d5.loss_cls: 0.2788, decode.d5.loss_mask: 0.5070, decode.d5.loss_dice: 0.7594, decode.d6.loss_cls: 0.2772, decode.d6.loss_mask: 0.5079, decode.d6.loss_dice: 0.7610, decode.d7.loss_cls: 0.2738, decode.d7.loss_mask: 0.5065, decode.d7.loss_dice: 0.7580, decode.d8.loss_cls: 0.2671, decode.d8.loss_mask: 0.5057, decode.d8.loss_dice: 0.7573, loss: 16.7742, grad_norm: 68.3047 +2023-11-07 02:03:20,423 - mmseg - INFO - Iter [89300/160000] lr: 4.419e-05, eta: 9:23:10, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2566, decode.loss_mask: 0.4987, decode.loss_dice: 0.7776, decode.d0.loss_cls: 1.2842, decode.d0.loss_mask: 0.5397, decode.d0.loss_dice: 0.8580, decode.d1.loss_cls: 0.3455, decode.d1.loss_mask: 0.5203, decode.d1.loss_dice: 0.8208, decode.d2.loss_cls: 0.3062, decode.d2.loss_mask: 0.5066, decode.d2.loss_dice: 0.7953, decode.d3.loss_cls: 0.2880, decode.d3.loss_mask: 0.5018, decode.d3.loss_dice: 0.7737, decode.d4.loss_cls: 0.2761, decode.d4.loss_mask: 0.4998, decode.d4.loss_dice: 0.7736, decode.d5.loss_cls: 0.2684, decode.d5.loss_mask: 0.4995, decode.d5.loss_dice: 0.7749, decode.d6.loss_cls: 0.2640, decode.d6.loss_mask: 0.4984, decode.d6.loss_dice: 0.7757, decode.d7.loss_cls: 0.2575, decode.d7.loss_mask: 0.4996, decode.d7.loss_dice: 0.7751, decode.d8.loss_cls: 0.2560, decode.d8.loss_mask: 0.5000, decode.d8.loss_dice: 0.7745, loss: 16.7661, grad_norm: 65.2608 +2023-11-07 02:03:43,361 - mmseg - INFO - Iter [89350/160000] lr: 4.416e-05, eta: 9:22:46, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2663, decode.loss_mask: 0.5116, decode.loss_dice: 0.7707, decode.d0.loss_cls: 1.2641, decode.d0.loss_mask: 0.5458, decode.d0.loss_dice: 0.8569, decode.d1.loss_cls: 0.3563, decode.d1.loss_mask: 0.5311, decode.d1.loss_dice: 0.8232, decode.d2.loss_cls: 0.3070, decode.d2.loss_mask: 0.5172, decode.d2.loss_dice: 0.7958, decode.d3.loss_cls: 0.2938, decode.d3.loss_mask: 0.5119, decode.d3.loss_dice: 0.7771, decode.d4.loss_cls: 0.2791, decode.d4.loss_mask: 0.5139, decode.d4.loss_dice: 0.7723, decode.d5.loss_cls: 0.2690, decode.d5.loss_mask: 0.5117, decode.d5.loss_dice: 0.7727, decode.d6.loss_cls: 0.2700, decode.d6.loss_mask: 0.5112, decode.d6.loss_dice: 0.7733, decode.d7.loss_cls: 0.2654, decode.d7.loss_mask: 0.5129, decode.d7.loss_dice: 0.7688, decode.d8.loss_cls: 0.2657, decode.d8.loss_mask: 0.5126, decode.d8.loss_dice: 0.7701, loss: 16.8974, grad_norm: 67.2932 +2023-11-07 02:04:06,427 - mmseg - INFO - Iter [89400/160000] lr: 4.413e-05, eta: 9:22:21, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2598, decode.loss_mask: 0.5304, decode.loss_dice: 0.7602, decode.d0.loss_cls: 1.2642, decode.d0.loss_mask: 0.5721, decode.d0.loss_dice: 0.8324, decode.d1.loss_cls: 0.3566, decode.d1.loss_mask: 0.5489, decode.d1.loss_dice: 0.8039, decode.d2.loss_cls: 0.3075, decode.d2.loss_mask: 0.5379, decode.d2.loss_dice: 0.7785, decode.d3.loss_cls: 0.2904, decode.d3.loss_mask: 0.5320, decode.d3.loss_dice: 0.7626, decode.d4.loss_cls: 0.2781, decode.d4.loss_mask: 0.5294, decode.d4.loss_dice: 0.7602, decode.d5.loss_cls: 0.2702, decode.d5.loss_mask: 0.5316, decode.d5.loss_dice: 0.7579, decode.d6.loss_cls: 0.2656, decode.d6.loss_mask: 0.5327, decode.d6.loss_dice: 0.7570, decode.d7.loss_cls: 0.2589, decode.d7.loss_mask: 0.5323, decode.d7.loss_dice: 0.7638, decode.d8.loss_cls: 0.2597, decode.d8.loss_mask: 0.5307, decode.d8.loss_dice: 0.7599, loss: 16.9256, grad_norm: 62.8465 +2023-11-07 02:04:29,383 - mmseg - INFO - Iter [89450/160000] lr: 4.409e-05, eta: 9:21:57, time: 0.459, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2663, decode.loss_mask: 0.4981, decode.loss_dice: 0.7596, decode.d0.loss_cls: 1.2520, decode.d0.loss_mask: 0.5405, decode.d0.loss_dice: 0.8456, decode.d1.loss_cls: 0.3586, decode.d1.loss_mask: 0.5155, decode.d1.loss_dice: 0.8111, decode.d2.loss_cls: 0.3127, decode.d2.loss_mask: 0.5082, decode.d2.loss_dice: 0.7847, decode.d3.loss_cls: 0.2992, decode.d3.loss_mask: 0.5023, decode.d3.loss_dice: 0.7634, decode.d4.loss_cls: 0.2891, decode.d4.loss_mask: 0.5001, decode.d4.loss_dice: 0.7659, decode.d5.loss_cls: 0.2763, decode.d5.loss_mask: 0.4995, decode.d5.loss_dice: 0.7623, decode.d6.loss_cls: 0.2746, decode.d6.loss_mask: 0.4997, decode.d6.loss_dice: 0.7627, decode.d7.loss_cls: 0.2696, decode.d7.loss_mask: 0.4989, decode.d7.loss_dice: 0.7658, decode.d8.loss_cls: 0.2677, decode.d8.loss_mask: 0.4988, decode.d8.loss_dice: 0.7668, loss: 16.7156, grad_norm: 64.9383 +2023-11-07 02:04:52,048 - mmseg - INFO - Iter [89500/160000] lr: 4.406e-05, eta: 9:21:32, time: 0.453, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2628, decode.loss_mask: 0.5146, decode.loss_dice: 0.7761, decode.d0.loss_cls: 1.2690, decode.d0.loss_mask: 0.5557, decode.d0.loss_dice: 0.8554, decode.d1.loss_cls: 0.3560, decode.d1.loss_mask: 0.5301, decode.d1.loss_dice: 0.8273, decode.d2.loss_cls: 0.3090, decode.d2.loss_mask: 0.5186, decode.d2.loss_dice: 0.8048, decode.d3.loss_cls: 0.2932, decode.d3.loss_mask: 0.5181, decode.d3.loss_dice: 0.7833, decode.d4.loss_cls: 0.2862, decode.d4.loss_mask: 0.5147, decode.d4.loss_dice: 0.7859, decode.d5.loss_cls: 0.2721, decode.d5.loss_mask: 0.5161, decode.d5.loss_dice: 0.7838, decode.d6.loss_cls: 0.2705, decode.d6.loss_mask: 0.5143, decode.d6.loss_dice: 0.7814, decode.d7.loss_cls: 0.2671, decode.d7.loss_mask: 0.5152, decode.d7.loss_dice: 0.7832, decode.d8.loss_cls: 0.2623, decode.d8.loss_mask: 0.5154, decode.d8.loss_dice: 0.7800, loss: 17.0222, grad_norm: 71.3157 +2023-11-07 02:05:15,208 - mmseg - INFO - Iter [89550/160000] lr: 4.403e-05, eta: 9:21:07, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2740, decode.loss_mask: 0.5101, decode.loss_dice: 0.7508, decode.d0.loss_cls: 1.3121, decode.d0.loss_mask: 0.5521, decode.d0.loss_dice: 0.8421, decode.d1.loss_cls: 0.3709, decode.d1.loss_mask: 0.5340, decode.d1.loss_dice: 0.8064, decode.d2.loss_cls: 0.3163, decode.d2.loss_mask: 0.5206, decode.d2.loss_dice: 0.7758, decode.d3.loss_cls: 0.3061, decode.d3.loss_mask: 0.5164, decode.d3.loss_dice: 0.7625, decode.d4.loss_cls: 0.2972, decode.d4.loss_mask: 0.5130, decode.d4.loss_dice: 0.7594, decode.d5.loss_cls: 0.2946, decode.d5.loss_mask: 0.5103, decode.d5.loss_dice: 0.7553, decode.d6.loss_cls: 0.2897, decode.d6.loss_mask: 0.5084, decode.d6.loss_dice: 0.7510, decode.d7.loss_cls: 0.2863, decode.d7.loss_mask: 0.5099, decode.d7.loss_dice: 0.7541, decode.d8.loss_cls: 0.2822, decode.d8.loss_mask: 0.5087, decode.d8.loss_dice: 0.7496, loss: 16.9198, grad_norm: 64.7484 +2023-11-07 02:05:38,004 - mmseg - INFO - Iter [89600/160000] lr: 4.400e-05, eta: 9:20:42, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2503, decode.loss_mask: 0.4871, decode.loss_dice: 0.7169, decode.d0.loss_cls: 1.2428, decode.d0.loss_mask: 0.5250, decode.d0.loss_dice: 0.8009, decode.d1.loss_cls: 0.3370, decode.d1.loss_mask: 0.4980, decode.d1.loss_dice: 0.7683, decode.d2.loss_cls: 0.2967, decode.d2.loss_mask: 0.4915, decode.d2.loss_dice: 0.7431, decode.d3.loss_cls: 0.2718, decode.d3.loss_mask: 0.4876, decode.d3.loss_dice: 0.7247, decode.d4.loss_cls: 0.2601, decode.d4.loss_mask: 0.4872, decode.d4.loss_dice: 0.7263, decode.d5.loss_cls: 0.2554, decode.d5.loss_mask: 0.4882, decode.d5.loss_dice: 0.7205, decode.d6.loss_cls: 0.2550, decode.d6.loss_mask: 0.4849, decode.d6.loss_dice: 0.7161, decode.d7.loss_cls: 0.2498, decode.d7.loss_mask: 0.4856, decode.d7.loss_dice: 0.7205, decode.d8.loss_cls: 0.2451, decode.d8.loss_mask: 0.4873, decode.d8.loss_dice: 0.7195, loss: 15.9430, grad_norm: 68.4370 +2023-11-07 02:06:00,665 - mmseg - INFO - Iter [89650/160000] lr: 4.397e-05, eta: 9:20:18, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2711, decode.loss_mask: 0.5169, decode.loss_dice: 0.7485, decode.d0.loss_cls: 1.2643, decode.d0.loss_mask: 0.5602, decode.d0.loss_dice: 0.8384, decode.d1.loss_cls: 0.3651, decode.d1.loss_mask: 0.5354, decode.d1.loss_dice: 0.7946, decode.d2.loss_cls: 0.3229, decode.d2.loss_mask: 0.5204, decode.d2.loss_dice: 0.7741, decode.d3.loss_cls: 0.2978, decode.d3.loss_mask: 0.5184, decode.d3.loss_dice: 0.7570, decode.d4.loss_cls: 0.2876, decode.d4.loss_mask: 0.5160, decode.d4.loss_dice: 0.7597, decode.d5.loss_cls: 0.2793, decode.d5.loss_mask: 0.5155, decode.d5.loss_dice: 0.7573, decode.d6.loss_cls: 0.2744, decode.d6.loss_mask: 0.5165, decode.d6.loss_dice: 0.7491, decode.d7.loss_cls: 0.2703, decode.d7.loss_mask: 0.5157, decode.d7.loss_dice: 0.7497, decode.d8.loss_cls: 0.2668, decode.d8.loss_mask: 0.5160, decode.d8.loss_dice: 0.7513, loss: 16.8103, grad_norm: 73.6907 +2023-11-07 02:06:25,810 - mmseg - INFO - Iter [89700/160000] lr: 4.394e-05, eta: 9:19:55, time: 0.503, data_time: 0.058, memory: 39436, decode.loss_cls: 0.2601, decode.loss_mask: 0.5055, decode.loss_dice: 0.7335, decode.d0.loss_cls: 1.2313, decode.d0.loss_mask: 0.5430, decode.d0.loss_dice: 0.8085, decode.d1.loss_cls: 0.3519, decode.d1.loss_mask: 0.5207, decode.d1.loss_dice: 0.7840, decode.d2.loss_cls: 0.2989, decode.d2.loss_mask: 0.5104, decode.d2.loss_dice: 0.7624, decode.d3.loss_cls: 0.2891, decode.d3.loss_mask: 0.5070, decode.d3.loss_dice: 0.7432, decode.d4.loss_cls: 0.2725, decode.d4.loss_mask: 0.5083, decode.d4.loss_dice: 0.7433, decode.d5.loss_cls: 0.2667, decode.d5.loss_mask: 0.5079, decode.d5.loss_dice: 0.7400, decode.d6.loss_cls: 0.2665, decode.d6.loss_mask: 0.5049, decode.d6.loss_dice: 0.7348, decode.d7.loss_cls: 0.2611, decode.d7.loss_mask: 0.5070, decode.d7.loss_dice: 0.7365, decode.d8.loss_cls: 0.2580, decode.d8.loss_mask: 0.5068, decode.d8.loss_dice: 0.7384, loss: 16.4025, grad_norm: 67.9575 +2023-11-07 02:06:48,383 - mmseg - INFO - Iter [89750/160000] lr: 4.391e-05, eta: 9:19:30, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2461, decode.loss_mask: 0.5114, decode.loss_dice: 0.7554, decode.d0.loss_cls: 1.2477, decode.d0.loss_mask: 0.5543, decode.d0.loss_dice: 0.8363, decode.d1.loss_cls: 0.3378, decode.d1.loss_mask: 0.5310, decode.d1.loss_dice: 0.8023, decode.d2.loss_cls: 0.2985, decode.d2.loss_mask: 0.5176, decode.d2.loss_dice: 0.7775, decode.d3.loss_cls: 0.2723, decode.d3.loss_mask: 0.5156, decode.d3.loss_dice: 0.7634, decode.d4.loss_cls: 0.2661, decode.d4.loss_mask: 0.5136, decode.d4.loss_dice: 0.7597, decode.d5.loss_cls: 0.2572, decode.d5.loss_mask: 0.5127, decode.d5.loss_dice: 0.7565, decode.d6.loss_cls: 0.2514, decode.d6.loss_mask: 0.5130, decode.d6.loss_dice: 0.7571, decode.d7.loss_cls: 0.2462, decode.d7.loss_mask: 0.5114, decode.d7.loss_dice: 0.7553, decode.d8.loss_cls: 0.2451, decode.d8.loss_mask: 0.5108, decode.d8.loss_dice: 0.7535, loss: 16.5770, grad_norm: 71.6928 +2023-11-07 02:07:11,591 - mmseg - INFO - Iter [89800/160000] lr: 4.388e-05, eta: 9:19:05, time: 0.464, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2648, decode.loss_mask: 0.4936, decode.loss_dice: 0.7713, decode.d0.loss_cls: 1.2634, decode.d0.loss_mask: 0.5399, decode.d0.loss_dice: 0.8589, decode.d1.loss_cls: 0.3635, decode.d1.loss_mask: 0.5140, decode.d1.loss_dice: 0.8239, decode.d2.loss_cls: 0.3173, decode.d2.loss_mask: 0.5034, decode.d2.loss_dice: 0.7980, decode.d3.loss_cls: 0.3024, decode.d3.loss_mask: 0.4987, decode.d3.loss_dice: 0.7812, decode.d4.loss_cls: 0.2849, decode.d4.loss_mask: 0.4958, decode.d4.loss_dice: 0.7780, decode.d5.loss_cls: 0.2751, decode.d5.loss_mask: 0.4970, decode.d5.loss_dice: 0.7775, decode.d6.loss_cls: 0.2722, decode.d6.loss_mask: 0.4961, decode.d6.loss_dice: 0.7732, decode.d7.loss_cls: 0.2709, decode.d7.loss_mask: 0.4944, decode.d7.loss_dice: 0.7731, decode.d8.loss_cls: 0.2698, decode.d8.loss_mask: 0.4937, decode.d8.loss_dice: 0.7710, loss: 16.8172, grad_norm: 61.8570 +2023-11-07 02:07:34,526 - mmseg - INFO - Iter [89850/160000] lr: 4.384e-05, eta: 9:18:41, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2553, decode.loss_mask: 0.5190, decode.loss_dice: 0.7430, decode.d0.loss_cls: 1.2515, decode.d0.loss_mask: 0.5611, decode.d0.loss_dice: 0.8169, decode.d1.loss_cls: 0.3392, decode.d1.loss_mask: 0.5366, decode.d1.loss_dice: 0.7908, decode.d2.loss_cls: 0.2982, decode.d2.loss_mask: 0.5309, decode.d2.loss_dice: 0.7698, decode.d3.loss_cls: 0.2764, decode.d3.loss_mask: 0.5274, decode.d3.loss_dice: 0.7539, decode.d4.loss_cls: 0.2608, decode.d4.loss_mask: 0.5246, decode.d4.loss_dice: 0.7493, decode.d5.loss_cls: 0.2597, decode.d5.loss_mask: 0.5259, decode.d5.loss_dice: 0.7485, decode.d6.loss_cls: 0.2628, decode.d6.loss_mask: 0.5223, decode.d6.loss_dice: 0.7471, decode.d7.loss_cls: 0.2536, decode.d7.loss_mask: 0.5226, decode.d7.loss_dice: 0.7508, decode.d8.loss_cls: 0.2552, decode.d8.loss_mask: 0.5207, decode.d8.loss_dice: 0.7458, loss: 16.6196, grad_norm: 70.1965 +2023-11-07 02:07:57,376 - mmseg - INFO - Iter [89900/160000] lr: 4.381e-05, eta: 9:18:16, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2499, decode.loss_mask: 0.4838, decode.loss_dice: 0.7298, decode.d0.loss_cls: 1.2483, decode.d0.loss_mask: 0.5232, decode.d0.loss_dice: 0.8161, decode.d1.loss_cls: 0.3305, decode.d1.loss_mask: 0.5030, decode.d1.loss_dice: 0.7801, decode.d2.loss_cls: 0.2911, decode.d2.loss_mask: 0.4929, decode.d2.loss_dice: 0.7534, decode.d3.loss_cls: 0.2755, decode.d3.loss_mask: 0.4886, decode.d3.loss_dice: 0.7441, decode.d4.loss_cls: 0.2651, decode.d4.loss_mask: 0.4853, decode.d4.loss_dice: 0.7418, decode.d5.loss_cls: 0.2536, decode.d5.loss_mask: 0.4865, decode.d5.loss_dice: 0.7408, decode.d6.loss_cls: 0.2544, decode.d6.loss_mask: 0.4842, decode.d6.loss_dice: 0.7336, decode.d7.loss_cls: 0.2526, decode.d7.loss_mask: 0.4838, decode.d7.loss_dice: 0.7378, decode.d8.loss_cls: 0.2439, decode.d8.loss_mask: 0.4835, decode.d8.loss_dice: 0.7351, loss: 16.0923, grad_norm: 65.7655 +2023-11-07 02:08:20,370 - mmseg - INFO - Iter [89950/160000] lr: 4.378e-05, eta: 9:17:51, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2565, decode.loss_mask: 0.4924, decode.loss_dice: 0.7343, decode.d0.loss_cls: 1.2591, decode.d0.loss_mask: 0.5301, decode.d0.loss_dice: 0.8068, decode.d1.loss_cls: 0.3499, decode.d1.loss_mask: 0.5089, decode.d1.loss_dice: 0.7780, decode.d2.loss_cls: 0.2995, decode.d2.loss_mask: 0.4966, decode.d2.loss_dice: 0.7572, decode.d3.loss_cls: 0.2813, decode.d3.loss_mask: 0.4952, decode.d3.loss_dice: 0.7410, decode.d4.loss_cls: 0.2723, decode.d4.loss_mask: 0.4911, decode.d4.loss_dice: 0.7398, decode.d5.loss_cls: 0.2630, decode.d5.loss_mask: 0.4915, decode.d5.loss_dice: 0.7375, decode.d6.loss_cls: 0.2611, decode.d6.loss_mask: 0.4909, decode.d6.loss_dice: 0.7364, decode.d7.loss_cls: 0.2587, decode.d7.loss_mask: 0.4908, decode.d7.loss_dice: 0.7394, decode.d8.loss_cls: 0.2567, decode.d8.loss_mask: 0.4919, decode.d8.loss_dice: 0.7368, loss: 16.2446, grad_norm: 67.8386 +2023-11-07 02:08:43,113 - mmseg - INFO - Saving checkpoint at 90000 iterations +2023-11-07 02:08:46,038 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 02:08:46,038 - mmseg - INFO - Iter [90000/160000] lr: 4.375e-05, eta: 9:17:29, time: 0.513, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2768, decode.loss_mask: 0.5209, decode.loss_dice: 0.7680, decode.d0.loss_cls: 1.2860, decode.d0.loss_mask: 0.5624, decode.d0.loss_dice: 0.8484, decode.d1.loss_cls: 0.3590, decode.d1.loss_mask: 0.5430, decode.d1.loss_dice: 0.8126, decode.d2.loss_cls: 0.3126, decode.d2.loss_mask: 0.5344, decode.d2.loss_dice: 0.7959, decode.d3.loss_cls: 0.3020, decode.d3.loss_mask: 0.5251, decode.d3.loss_dice: 0.7701, decode.d4.loss_cls: 0.2939, decode.d4.loss_mask: 0.5266, decode.d4.loss_dice: 0.7677, decode.d5.loss_cls: 0.2829, decode.d5.loss_mask: 0.5268, decode.d5.loss_dice: 0.7759, decode.d6.loss_cls: 0.2791, decode.d6.loss_mask: 0.5224, decode.d6.loss_dice: 0.7653, decode.d7.loss_cls: 0.2703, decode.d7.loss_mask: 0.5227, decode.d7.loss_dice: 0.7691, decode.d8.loss_cls: 0.2722, decode.d8.loss_mask: 0.5239, decode.d8.loss_dice: 0.7673, loss: 17.0831, grad_norm: 70.7073 +2023-11-07 02:09:05,757 - mmseg - INFO - per class results: +2023-11-07 02:09:05,763 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.44 | 87.28 | +| building | 82.88 | 91.87 | +| sky | 94.59 | 97.42 | +| floor | 83.51 | 90.69 | +| tree | 75.47 | 87.45 | +| ceiling | 83.8 | 91.37 | +| road | 84.34 | 89.64 | +| bed | 89.94 | 95.57 | +| windowpane | 61.68 | 78.99 | +| grass | 67.93 | 81.04 | +| cabinet | 58.29 | 73.27 | +| sidewalk | 67.91 | 81.91 | +| person | 84.91 | 92.75 | +| earth | 37.95 | 53.8 | +| door | 52.52 | 66.48 | +| table | 65.75 | 79.61 | +| mountain | 60.53 | 73.08 | +| plant | 51.91 | 67.71 | +| curtain | 77.95 | 88.5 | +| chair | 60.86 | 71.61 | +| car | 86.44 | 92.97 | +| water | 52.08 | 71.19 | +| painting | 70.54 | 87.5 | +| sofa | 67.99 | 79.69 | +| shelf | 42.31 | 64.81 | +| house | 41.94 | 58.58 | +| sea | 53.28 | 78.21 | +| mirror | 69.48 | 84.83 | +| rug | 66.2 | 79.35 | +| field | 28.62 | 45.93 | +| armchair | 47.26 | 71.65 | +| seat | 61.62 | 84.16 | +| fence | 44.95 | 55.61 | +| desk | 52.0 | 73.77 | +| rock | 43.89 | 64.92 | +| wardrobe | 43.23 | 63.79 | +| lamp | 71.89 | 82.05 | +| bathtub | 80.96 | 91.55 | +| railing | 35.39 | 51.01 | +| cushion | 60.44 | 71.99 | +| base | 33.24 | 49.39 | +| box | 28.23 | 41.7 | +| column | 49.92 | 63.88 | +| signboard | 39.98 | 57.88 | +| chest of drawers | 38.69 | 72.36 | +| counter | 40.15 | 58.81 | +| sand | 42.04 | 49.49 | +| sink | 77.62 | 83.42 | +| skyscraper | 44.38 | 51.41 | +| fireplace | 74.56 | 88.81 | +| refrigerator | 80.59 | 90.26 | +| grandstand | 45.11 | 70.02 | +| path | 26.77 | 41.79 | +| stairs | 34.68 | 45.65 | +| runway | 74.71 | 94.19 | +| case | 47.64 | 65.41 | +| pool table | 95.02 | 97.82 | +| pillow | 58.0 | 68.34 | +| screen door | 58.52 | 72.06 | +| stairway | 29.71 | 35.56 | +| river | 18.25 | 25.57 | +| bridge | 74.05 | 88.31 | +| bookcase | 34.48 | 48.46 | +| blind | 45.17 | 57.76 | +| coffee table | 68.23 | 85.44 | +| toilet | 88.61 | 91.31 | +| flower | 43.32 | 64.43 | +| book | 53.01 | 70.8 | +| hill | 7.11 | 12.74 | +| bench | 50.14 | 63.76 | +| countertop | 64.42 | 82.54 | +| stove | 84.96 | 91.84 | +| palm | 57.1 | 78.41 | +| kitchen island | 39.56 | 72.87 | +| computer | 68.43 | 73.7 | +| swivel chair | 48.6 | 79.73 | +| boat | 35.08 | 56.29 | +| bar | 58.7 | 64.33 | +| arcade machine | 39.3 | 42.64 | +| hovel | 31.48 | 48.8 | +| bus | 90.31 | 94.86 | +| towel | 61.92 | 79.17 | +| light | 60.92 | 80.46 | +| truck | 40.61 | 52.83 | +| tower | 21.12 | 35.05 | +| chandelier | 69.34 | 81.35 | +| awning | 31.9 | 49.76 | +| streetlight | 40.3 | 56.62 | +| booth | 59.53 | 62.26 | +| television receiver | 74.34 | 82.71 | +| airplane | 57.69 | 73.04 | +| dirt track | 5.8 | 33.94 | +| apparel | 36.13 | 58.78 | +| pole | 31.55 | 50.26 | +| land | 0.84 | 1.83 | +| bannister | 18.24 | 33.19 | +| escalator | 28.38 | 31.13 | +| ottoman | 50.7 | 69.77 | +| bottle | 26.08 | 33.03 | +| buffet | 39.59 | 53.71 | +| poster | 28.61 | 37.79 | +| stage | 20.66 | 35.27 | +| van | 46.35 | 69.74 | +| ship | 35.69 | 77.69 | +| fountain | 21.07 | 21.84 | +| conveyer belt | 49.64 | 71.95 | +| canopy | 19.72 | 32.62 | +| washer | 73.09 | 74.23 | +| plaything | 28.46 | 45.14 | +| swimming pool | 63.93 | 70.71 | +| stool | 31.97 | 74.7 | +| barrel | 64.02 | 74.91 | +| basket | 41.88 | 56.35 | +| waterfall | 40.44 | 50.9 | +| tent | 81.05 | 98.43 | +| bag | 22.27 | 30.2 | +| minibike | 74.97 | 87.37 | +| cradle | 77.89 | 97.31 | +| oven | 45.92 | 67.6 | +| ball | 40.47 | 46.11 | +| food | 66.42 | 78.23 | +| step | 25.14 | 39.05 | +| tank | 49.55 | 52.0 | +| trade name | 30.53 | 41.27 | +| microwave | 75.05 | 87.96 | +| pot | 50.55 | 59.9 | +| animal | 72.26 | 75.98 | +| bicycle | 60.69 | 84.67 | +| lake | 5.24 | 5.92 | +| dishwasher | 67.59 | 80.07 | +| screen | 68.4 | 92.7 | +| blanket | 11.83 | 16.63 | +| sculpture | 57.64 | 84.35 | +| hood | 86.56 | 90.81 | +| sconce | 45.98 | 72.11 | +| vase | 48.04 | 70.31 | +| traffic light | 41.62 | 68.1 | +| tray | 23.11 | 29.56 | +| ashcan | 45.38 | 70.41 | +| fan | 73.81 | 86.55 | +| pier | 12.75 | 16.21 | +| crt screen | 4.44 | 14.03 | +| plate | 58.33 | 74.67 | +| monitor | 8.55 | 14.27 | +| bulletin board | 45.49 | 73.67 | +| shower | 1.76 | 23.96 | +| radiator | 62.32 | 70.41 | +| glass | 21.86 | 25.18 | +| clock | 44.53 | 59.26 | +| flag | 47.57 | 55.43 | ++---------------------+-------+-------+ +2023-11-07 02:09:05,763 - mmseg - INFO - Summary: +2023-11-07 02:09:05,763 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 83.61 | 50.92 | 64.93 | ++-------+-------+-------+ +2023-11-07 02:09:05,764 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 02:09:05,764 - mmseg - INFO - Iter(val) [250] aAcc: 0.8361, mIoU: 0.5092, mAcc: 0.6493, IoU.wall: 0.7944, IoU.building: 0.8288, IoU.sky: 0.9459, IoU.floor: 0.8351, IoU.tree: 0.7547, IoU.ceiling: 0.8380, IoU.road: 0.8434, IoU.bed : 0.8994, IoU.windowpane: 0.6168, IoU.grass: 0.6793, IoU.cabinet: 0.5829, IoU.sidewalk: 0.6791, IoU.person: 0.8491, IoU.earth: 0.3795, IoU.door: 0.5252, IoU.table: 0.6575, IoU.mountain: 0.6053, IoU.plant: 0.5191, IoU.curtain: 0.7795, IoU.chair: 0.6086, IoU.car: 0.8644, IoU.water: 0.5208, IoU.painting: 0.7054, IoU.sofa: 0.6799, IoU.shelf: 0.4231, IoU.house: 0.4194, IoU.sea: 0.5328, IoU.mirror: 0.6948, IoU.rug: 0.6620, IoU.field: 0.2862, IoU.armchair: 0.4726, IoU.seat: 0.6162, IoU.fence: 0.4495, IoU.desk: 0.5200, IoU.rock: 0.4389, IoU.wardrobe: 0.4323, IoU.lamp: 0.7189, IoU.bathtub: 0.8096, IoU.railing: 0.3539, IoU.cushion: 0.6044, IoU.base: 0.3324, IoU.box: 0.2823, IoU.column: 0.4992, IoU.signboard: 0.3998, IoU.chest of drawers: 0.3869, IoU.counter: 0.4015, IoU.sand: 0.4204, IoU.sink: 0.7762, IoU.skyscraper: 0.4438, IoU.fireplace: 0.7456, IoU.refrigerator: 0.8059, IoU.grandstand: 0.4511, IoU.path: 0.2677, IoU.stairs: 0.3468, IoU.runway: 0.7471, IoU.case: 0.4764, IoU.pool table: 0.9502, IoU.pillow: 0.5800, IoU.screen door: 0.5852, IoU.stairway: 0.2971, IoU.river: 0.1825, IoU.bridge: 0.7405, IoU.bookcase: 0.3448, IoU.blind: 0.4517, IoU.coffee table: 0.6823, IoU.toilet: 0.8861, IoU.flower: 0.4332, IoU.book: 0.5301, IoU.hill: 0.0711, IoU.bench: 0.5014, IoU.countertop: 0.6442, IoU.stove: 0.8496, IoU.palm: 0.5710, IoU.kitchen island: 0.3956, IoU.computer: 0.6843, IoU.swivel chair: 0.4860, IoU.boat: 0.3508, IoU.bar: 0.5870, IoU.arcade machine: 0.3930, IoU.hovel: 0.3148, IoU.bus: 0.9031, IoU.towel: 0.6192, IoU.light: 0.6092, IoU.truck: 0.4061, IoU.tower: 0.2112, IoU.chandelier: 0.6934, IoU.awning: 0.3190, IoU.streetlight: 0.4030, IoU.booth: 0.5953, IoU.television receiver: 0.7434, IoU.airplane: 0.5769, IoU.dirt track: 0.0580, IoU.apparel: 0.3613, IoU.pole: 0.3155, IoU.land: 0.0084, IoU.bannister: 0.1824, IoU.escalator: 0.2838, IoU.ottoman: 0.5070, IoU.bottle: 0.2608, IoU.buffet: 0.3959, IoU.poster: 0.2861, IoU.stage: 0.2066, IoU.van: 0.4635, IoU.ship: 0.3569, IoU.fountain: 0.2107, IoU.conveyer belt: 0.4964, IoU.canopy: 0.1972, IoU.washer: 0.7309, IoU.plaything: 0.2846, IoU.swimming pool: 0.6393, IoU.stool: 0.3197, IoU.barrel: 0.6402, IoU.basket: 0.4188, IoU.waterfall: 0.4044, IoU.tent: 0.8105, IoU.bag: 0.2227, IoU.minibike: 0.7497, IoU.cradle: 0.7789, IoU.oven: 0.4592, IoU.ball: 0.4047, IoU.food: 0.6642, IoU.step: 0.2514, IoU.tank: 0.4955, IoU.trade name: 0.3053, IoU.microwave: 0.7505, IoU.pot: 0.5055, IoU.animal: 0.7226, IoU.bicycle: 0.6069, IoU.lake: 0.0524, IoU.dishwasher: 0.6759, IoU.screen: 0.6840, IoU.blanket: 0.1183, IoU.sculpture: 0.5764, IoU.hood: 0.8656, IoU.sconce: 0.4598, IoU.vase: 0.4804, IoU.traffic light: 0.4162, IoU.tray: 0.2311, IoU.ashcan: 0.4538, IoU.fan: 0.7381, IoU.pier: 0.1275, IoU.crt screen: 0.0444, IoU.plate: 0.5833, IoU.monitor: 0.0855, IoU.bulletin board: 0.4549, IoU.shower: 0.0176, IoU.radiator: 0.6232, IoU.glass: 0.2186, IoU.clock: 0.4453, IoU.flag: 0.4757, Acc.wall: 0.8728, Acc.building: 0.9187, Acc.sky: 0.9742, Acc.floor: 0.9069, Acc.tree: 0.8745, Acc.ceiling: 0.9137, Acc.road: 0.8964, Acc.bed : 0.9557, Acc.windowpane: 0.7899, Acc.grass: 0.8104, Acc.cabinet: 0.7327, Acc.sidewalk: 0.8191, Acc.person: 0.9275, Acc.earth: 0.5380, Acc.door: 0.6648, Acc.table: 0.7961, Acc.mountain: 0.7308, Acc.plant: 0.6771, Acc.curtain: 0.8850, Acc.chair: 0.7161, Acc.car: 0.9297, Acc.water: 0.7119, Acc.painting: 0.8750, Acc.sofa: 0.7969, Acc.shelf: 0.6481, Acc.house: 0.5858, Acc.sea: 0.7821, Acc.mirror: 0.8483, Acc.rug: 0.7935, Acc.field: 0.4593, Acc.armchair: 0.7165, Acc.seat: 0.8416, Acc.fence: 0.5561, Acc.desk: 0.7377, Acc.rock: 0.6492, Acc.wardrobe: 0.6379, Acc.lamp: 0.8205, Acc.bathtub: 0.9155, Acc.railing: 0.5101, Acc.cushion: 0.7199, Acc.base: 0.4939, Acc.box: 0.4170, Acc.column: 0.6388, Acc.signboard: 0.5788, Acc.chest of drawers: 0.7236, Acc.counter: 0.5881, Acc.sand: 0.4949, Acc.sink: 0.8342, Acc.skyscraper: 0.5141, Acc.fireplace: 0.8881, Acc.refrigerator: 0.9026, Acc.grandstand: 0.7002, Acc.path: 0.4179, Acc.stairs: 0.4565, Acc.runway: 0.9419, Acc.case: 0.6541, Acc.pool table: 0.9782, Acc.pillow: 0.6834, Acc.screen door: 0.7206, Acc.stairway: 0.3556, Acc.river: 0.2557, Acc.bridge: 0.8831, Acc.bookcase: 0.4846, Acc.blind: 0.5776, Acc.coffee table: 0.8544, Acc.toilet: 0.9131, Acc.flower: 0.6443, Acc.book: 0.7080, Acc.hill: 0.1274, Acc.bench: 0.6376, Acc.countertop: 0.8254, Acc.stove: 0.9184, Acc.palm: 0.7841, Acc.kitchen island: 0.7287, Acc.computer: 0.7370, Acc.swivel chair: 0.7973, Acc.boat: 0.5629, Acc.bar: 0.6433, Acc.arcade machine: 0.4264, Acc.hovel: 0.4880, Acc.bus: 0.9486, Acc.towel: 0.7917, Acc.light: 0.8046, Acc.truck: 0.5283, Acc.tower: 0.3505, Acc.chandelier: 0.8135, Acc.awning: 0.4976, Acc.streetlight: 0.5662, Acc.booth: 0.6226, Acc.television receiver: 0.8271, Acc.airplane: 0.7304, Acc.dirt track: 0.3394, Acc.apparel: 0.5878, Acc.pole: 0.5026, Acc.land: 0.0183, Acc.bannister: 0.3319, Acc.escalator: 0.3113, Acc.ottoman: 0.6977, Acc.bottle: 0.3303, Acc.buffet: 0.5371, Acc.poster: 0.3779, Acc.stage: 0.3527, Acc.van: 0.6974, Acc.ship: 0.7769, Acc.fountain: 0.2184, Acc.conveyer belt: 0.7195, Acc.canopy: 0.3262, Acc.washer: 0.7423, Acc.plaything: 0.4514, Acc.swimming pool: 0.7071, Acc.stool: 0.7470, Acc.barrel: 0.7491, Acc.basket: 0.5635, Acc.waterfall: 0.5090, Acc.tent: 0.9843, Acc.bag: 0.3020, Acc.minibike: 0.8737, Acc.cradle: 0.9731, Acc.oven: 0.6760, Acc.ball: 0.4611, Acc.food: 0.7823, Acc.step: 0.3905, Acc.tank: 0.5200, Acc.trade name: 0.4127, Acc.microwave: 0.8796, Acc.pot: 0.5990, Acc.animal: 0.7598, Acc.bicycle: 0.8467, Acc.lake: 0.0592, Acc.dishwasher: 0.8007, Acc.screen: 0.9270, Acc.blanket: 0.1663, Acc.sculpture: 0.8435, Acc.hood: 0.9081, Acc.sconce: 0.7211, Acc.vase: 0.7031, Acc.traffic light: 0.6810, Acc.tray: 0.2956, Acc.ashcan: 0.7041, Acc.fan: 0.8655, Acc.pier: 0.1621, Acc.crt screen: 0.1403, Acc.plate: 0.7467, Acc.monitor: 0.1427, Acc.bulletin board: 0.7367, Acc.shower: 0.2396, Acc.radiator: 0.7041, Acc.glass: 0.2518, Acc.clock: 0.5926, Acc.flag: 0.5543 +2023-11-07 02:09:29,019 - mmseg - INFO - Iter [90050/160000] lr: 4.372e-05, eta: 9:17:20, time: 0.860, data_time: 0.407, memory: 39436, decode.loss_cls: 0.2648, decode.loss_mask: 0.4957, decode.loss_dice: 0.7592, decode.d0.loss_cls: 1.2782, decode.d0.loss_mask: 0.5340, decode.d0.loss_dice: 0.8319, decode.d1.loss_cls: 0.3473, decode.d1.loss_mask: 0.5200, decode.d1.loss_dice: 0.8061, decode.d2.loss_cls: 0.3041, decode.d2.loss_mask: 0.5071, decode.d2.loss_dice: 0.7821, decode.d3.loss_cls: 0.2879, decode.d3.loss_mask: 0.4983, decode.d3.loss_dice: 0.7643, decode.d4.loss_cls: 0.2783, decode.d4.loss_mask: 0.5003, decode.d4.loss_dice: 0.7617, decode.d5.loss_cls: 0.2699, decode.d5.loss_mask: 0.4978, decode.d5.loss_dice: 0.7627, decode.d6.loss_cls: 0.2645, decode.d6.loss_mask: 0.4973, decode.d6.loss_dice: 0.7576, decode.d7.loss_cls: 0.2621, decode.d7.loss_mask: 0.4966, decode.d7.loss_dice: 0.7577, decode.d8.loss_cls: 0.2627, decode.d8.loss_mask: 0.4960, decode.d8.loss_dice: 0.7570, loss: 16.6034, grad_norm: 64.8603 +2023-11-07 02:09:54,585 - mmseg - INFO - Iter [90100/160000] lr: 4.369e-05, eta: 9:16:57, time: 0.511, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2661, decode.loss_mask: 0.5189, decode.loss_dice: 0.7618, decode.d0.loss_cls: 1.2730, decode.d0.loss_mask: 0.5595, decode.d0.loss_dice: 0.8554, decode.d1.loss_cls: 0.3634, decode.d1.loss_mask: 0.5366, decode.d1.loss_dice: 0.8058, decode.d2.loss_cls: 0.3162, decode.d2.loss_mask: 0.5252, decode.d2.loss_dice: 0.7870, decode.d3.loss_cls: 0.2948, decode.d3.loss_mask: 0.5217, decode.d3.loss_dice: 0.7687, decode.d4.loss_cls: 0.2834, decode.d4.loss_mask: 0.5196, decode.d4.loss_dice: 0.7676, decode.d5.loss_cls: 0.2721, decode.d5.loss_mask: 0.5174, decode.d5.loss_dice: 0.7722, decode.d6.loss_cls: 0.2742, decode.d6.loss_mask: 0.5158, decode.d6.loss_dice: 0.7626, decode.d7.loss_cls: 0.2666, decode.d7.loss_mask: 0.5177, decode.d7.loss_dice: 0.7604, decode.d8.loss_cls: 0.2650, decode.d8.loss_mask: 0.5169, decode.d8.loss_dice: 0.7637, loss: 16.9290, grad_norm: 67.9262 +2023-11-07 02:10:17,548 - mmseg - INFO - Iter [90150/160000] lr: 4.366e-05, eta: 9:16:33, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2794, decode.loss_mask: 0.5120, decode.loss_dice: 0.7660, decode.d0.loss_cls: 1.2895, decode.d0.loss_mask: 0.5530, decode.d0.loss_dice: 0.8534, decode.d1.loss_cls: 0.3798, decode.d1.loss_mask: 0.5338, decode.d1.loss_dice: 0.8110, decode.d2.loss_cls: 0.3353, decode.d2.loss_mask: 0.5229, decode.d2.loss_dice: 0.7888, decode.d3.loss_cls: 0.3081, decode.d3.loss_mask: 0.5152, decode.d3.loss_dice: 0.7721, decode.d4.loss_cls: 0.3006, decode.d4.loss_mask: 0.5154, decode.d4.loss_dice: 0.7711, decode.d5.loss_cls: 0.2905, decode.d5.loss_mask: 0.5143, decode.d5.loss_dice: 0.7702, decode.d6.loss_cls: 0.2888, decode.d6.loss_mask: 0.5134, decode.d6.loss_dice: 0.7659, decode.d7.loss_cls: 0.2886, decode.d7.loss_mask: 0.5135, decode.d7.loss_dice: 0.7674, decode.d8.loss_cls: 0.2768, decode.d8.loss_mask: 0.5127, decode.d8.loss_dice: 0.7683, loss: 17.0781, grad_norm: 67.0865 +2023-11-07 02:10:40,471 - mmseg - INFO - Iter [90200/160000] lr: 4.363e-05, eta: 9:16:08, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2453, decode.loss_mask: 0.4969, decode.loss_dice: 0.7237, decode.d0.loss_cls: 1.2479, decode.d0.loss_mask: 0.5277, decode.d0.loss_dice: 0.8027, decode.d1.loss_cls: 0.3317, decode.d1.loss_mask: 0.5142, decode.d1.loss_dice: 0.7800, decode.d2.loss_cls: 0.2853, decode.d2.loss_mask: 0.5027, decode.d2.loss_dice: 0.7534, decode.d3.loss_cls: 0.2707, decode.d3.loss_mask: 0.4980, decode.d3.loss_dice: 0.7350, decode.d4.loss_cls: 0.2555, decode.d4.loss_mask: 0.4974, decode.d4.loss_dice: 0.7329, decode.d5.loss_cls: 0.2550, decode.d5.loss_mask: 0.4959, decode.d5.loss_dice: 0.7307, decode.d6.loss_cls: 0.2552, decode.d6.loss_mask: 0.4967, decode.d6.loss_dice: 0.7272, decode.d7.loss_cls: 0.2503, decode.d7.loss_mask: 0.4964, decode.d7.loss_dice: 0.7289, decode.d8.loss_cls: 0.2483, decode.d8.loss_mask: 0.4961, decode.d8.loss_dice: 0.7254, loss: 16.1072, grad_norm: 65.8826 +2023-11-07 02:11:03,461 - mmseg - INFO - Iter [90250/160000] lr: 4.359e-05, eta: 9:15:43, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2745, decode.loss_mask: 0.4883, decode.loss_dice: 0.7558, decode.d0.loss_cls: 1.3196, decode.d0.loss_mask: 0.5334, decode.d0.loss_dice: 0.8599, decode.d1.loss_cls: 0.3669, decode.d1.loss_mask: 0.5125, decode.d1.loss_dice: 0.8061, decode.d2.loss_cls: 0.3168, decode.d2.loss_mask: 0.4981, decode.d2.loss_dice: 0.7841, decode.d3.loss_cls: 0.3066, decode.d3.loss_mask: 0.4923, decode.d3.loss_dice: 0.7638, decode.d4.loss_cls: 0.2875, decode.d4.loss_mask: 0.4911, decode.d4.loss_dice: 0.7620, decode.d5.loss_cls: 0.2815, decode.d5.loss_mask: 0.4915, decode.d5.loss_dice: 0.7612, decode.d6.loss_cls: 0.2762, decode.d6.loss_mask: 0.4886, decode.d6.loss_dice: 0.7553, decode.d7.loss_cls: 0.2747, decode.d7.loss_mask: 0.4877, decode.d7.loss_dice: 0.7549, decode.d8.loss_cls: 0.2760, decode.d8.loss_mask: 0.4873, decode.d8.loss_dice: 0.7560, loss: 16.7102, grad_norm: 67.3331 +2023-11-07 02:11:26,316 - mmseg - INFO - Iter [90300/160000] lr: 4.356e-05, eta: 9:15:19, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2626, decode.loss_mask: 0.4970, decode.loss_dice: 0.7405, decode.d0.loss_cls: 1.2637, decode.d0.loss_mask: 0.5353, decode.d0.loss_dice: 0.8318, decode.d1.loss_cls: 0.3512, decode.d1.loss_mask: 0.5187, decode.d1.loss_dice: 0.7989, decode.d2.loss_cls: 0.3111, decode.d2.loss_mask: 0.5076, decode.d2.loss_dice: 0.7720, decode.d3.loss_cls: 0.2936, decode.d3.loss_mask: 0.4988, decode.d3.loss_dice: 0.7560, decode.d4.loss_cls: 0.2773, decode.d4.loss_mask: 0.4977, decode.d4.loss_dice: 0.7535, decode.d5.loss_cls: 0.2713, decode.d5.loss_mask: 0.4978, decode.d5.loss_dice: 0.7533, decode.d6.loss_cls: 0.2672, decode.d6.loss_mask: 0.4962, decode.d6.loss_dice: 0.7529, decode.d7.loss_cls: 0.2622, decode.d7.loss_mask: 0.4965, decode.d7.loss_dice: 0.7503, decode.d8.loss_cls: 0.2649, decode.d8.loss_mask: 0.4960, decode.d8.loss_dice: 0.7471, loss: 16.5233, grad_norm: 68.2899 +2023-11-07 02:12:02,521 - mmseg - INFO - Iter [90350/160000] lr: 4.353e-05, eta: 9:15:04, time: 0.724, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2599, decode.loss_mask: 0.4893, decode.loss_dice: 0.7487, decode.d0.loss_cls: 1.2517, decode.d0.loss_mask: 0.5327, decode.d0.loss_dice: 0.8424, decode.d1.loss_cls: 0.3519, decode.d1.loss_mask: 0.5121, decode.d1.loss_dice: 0.8081, decode.d2.loss_cls: 0.3087, decode.d2.loss_mask: 0.5007, decode.d2.loss_dice: 0.7795, decode.d3.loss_cls: 0.2947, decode.d3.loss_mask: 0.4925, decode.d3.loss_dice: 0.7590, decode.d4.loss_cls: 0.2786, decode.d4.loss_mask: 0.4928, decode.d4.loss_dice: 0.7602, decode.d5.loss_cls: 0.2707, decode.d5.loss_mask: 0.4922, decode.d5.loss_dice: 0.7566, decode.d6.loss_cls: 0.2692, decode.d6.loss_mask: 0.4883, decode.d6.loss_dice: 0.7509, decode.d7.loss_cls: 0.2644, decode.d7.loss_mask: 0.4885, decode.d7.loss_dice: 0.7532, decode.d8.loss_cls: 0.2606, decode.d8.loss_mask: 0.4891, decode.d8.loss_dice: 0.7577, loss: 16.5049, grad_norm: 64.8530 +2023-11-07 02:12:25,553 - mmseg - INFO - Iter [90400/160000] lr: 4.350e-05, eta: 9:14:40, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2535, decode.loss_mask: 0.5026, decode.loss_dice: 0.7445, decode.d0.loss_cls: 1.2907, decode.d0.loss_mask: 0.5458, decode.d0.loss_dice: 0.8235, decode.d1.loss_cls: 0.3536, decode.d1.loss_mask: 0.5219, decode.d1.loss_dice: 0.7959, decode.d2.loss_cls: 0.3044, decode.d2.loss_mask: 0.5154, decode.d2.loss_dice: 0.7712, decode.d3.loss_cls: 0.2917, decode.d3.loss_mask: 0.5060, decode.d3.loss_dice: 0.7493, decode.d4.loss_cls: 0.2708, decode.d4.loss_mask: 0.5055, decode.d4.loss_dice: 0.7514, decode.d5.loss_cls: 0.2636, decode.d5.loss_mask: 0.5034, decode.d5.loss_dice: 0.7468, decode.d6.loss_cls: 0.2690, decode.d6.loss_mask: 0.5025, decode.d6.loss_dice: 0.7421, decode.d7.loss_cls: 0.2536, decode.d7.loss_mask: 0.5026, decode.d7.loss_dice: 0.7467, decode.d8.loss_cls: 0.2554, decode.d8.loss_mask: 0.5031, decode.d8.loss_dice: 0.7451, loss: 16.5315, grad_norm: 65.2828 +2023-11-07 02:12:49,010 - mmseg - INFO - Iter [90450/160000] lr: 4.347e-05, eta: 9:14:15, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2784, decode.loss_mask: 0.5099, decode.loss_dice: 0.7620, decode.d0.loss_cls: 1.3095, decode.d0.loss_mask: 0.5534, decode.d0.loss_dice: 0.8492, decode.d1.loss_cls: 0.3665, decode.d1.loss_mask: 0.5329, decode.d1.loss_dice: 0.8117, decode.d2.loss_cls: 0.3182, decode.d2.loss_mask: 0.5158, decode.d2.loss_dice: 0.7847, decode.d3.loss_cls: 0.2997, decode.d3.loss_mask: 0.5124, decode.d3.loss_dice: 0.7688, decode.d4.loss_cls: 0.2942, decode.d4.loss_mask: 0.5084, decode.d4.loss_dice: 0.7701, decode.d5.loss_cls: 0.2874, decode.d5.loss_mask: 0.5088, decode.d5.loss_dice: 0.7658, decode.d6.loss_cls: 0.2836, decode.d6.loss_mask: 0.5102, decode.d6.loss_dice: 0.7662, decode.d7.loss_cls: 0.2773, decode.d7.loss_mask: 0.5097, decode.d7.loss_dice: 0.7688, decode.d8.loss_cls: 0.2773, decode.d8.loss_mask: 0.5101, decode.d8.loss_dice: 0.7651, loss: 16.9761, grad_norm: 65.0488 +2023-11-07 02:13:12,779 - mmseg - INFO - Iter [90500/160000] lr: 4.344e-05, eta: 9:13:51, time: 0.475, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2440, decode.loss_mask: 0.5200, decode.loss_dice: 0.7580, decode.d0.loss_cls: 1.2413, decode.d0.loss_mask: 0.5598, decode.d0.loss_dice: 0.8417, decode.d1.loss_cls: 0.3406, decode.d1.loss_mask: 0.5350, decode.d1.loss_dice: 0.8060, decode.d2.loss_cls: 0.2932, decode.d2.loss_mask: 0.5252, decode.d2.loss_dice: 0.7783, decode.d3.loss_cls: 0.2796, decode.d3.loss_mask: 0.5208, decode.d3.loss_dice: 0.7605, decode.d4.loss_cls: 0.2697, decode.d4.loss_mask: 0.5200, decode.d4.loss_dice: 0.7605, decode.d5.loss_cls: 0.2550, decode.d5.loss_mask: 0.5212, decode.d5.loss_dice: 0.7602, decode.d6.loss_cls: 0.2511, decode.d6.loss_mask: 0.5209, decode.d6.loss_dice: 0.7595, decode.d7.loss_cls: 0.2480, decode.d7.loss_mask: 0.5195, decode.d7.loss_dice: 0.7599, decode.d8.loss_cls: 0.2451, decode.d8.loss_mask: 0.5188, decode.d8.loss_dice: 0.7575, loss: 16.6708, grad_norm: 70.0507 +2023-11-07 02:13:35,748 - mmseg - INFO - Iter [90550/160000] lr: 4.341e-05, eta: 9:13:27, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2569, decode.loss_mask: 0.4784, decode.loss_dice: 0.7366, decode.d0.loss_cls: 1.2626, decode.d0.loss_mask: 0.5099, decode.d0.loss_dice: 0.8222, decode.d1.loss_cls: 0.3416, decode.d1.loss_mask: 0.4894, decode.d1.loss_dice: 0.7819, decode.d2.loss_cls: 0.3049, decode.d2.loss_mask: 0.4814, decode.d2.loss_dice: 0.7565, decode.d3.loss_cls: 0.2849, decode.d3.loss_mask: 0.4820, decode.d3.loss_dice: 0.7379, decode.d4.loss_cls: 0.2725, decode.d4.loss_mask: 0.4771, decode.d4.loss_dice: 0.7389, decode.d5.loss_cls: 0.2671, decode.d5.loss_mask: 0.4782, decode.d5.loss_dice: 0.7384, decode.d6.loss_cls: 0.2659, decode.d6.loss_mask: 0.4773, decode.d6.loss_dice: 0.7317, decode.d7.loss_cls: 0.2585, decode.d7.loss_mask: 0.4778, decode.d7.loss_dice: 0.7343, decode.d8.loss_cls: 0.2532, decode.d8.loss_mask: 0.4798, decode.d8.loss_dice: 0.7376, loss: 16.1154, grad_norm: 61.6815 +2023-11-07 02:13:58,906 - mmseg - INFO - Iter [90600/160000] lr: 4.338e-05, eta: 9:13:02, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2589, decode.loss_mask: 0.5091, decode.loss_dice: 0.7477, decode.d0.loss_cls: 1.2727, decode.d0.loss_mask: 0.5488, decode.d0.loss_dice: 0.8277, decode.d1.loss_cls: 0.3575, decode.d1.loss_mask: 0.5292, decode.d1.loss_dice: 0.7936, decode.d2.loss_cls: 0.3062, decode.d2.loss_mask: 0.5189, decode.d2.loss_dice: 0.7650, decode.d3.loss_cls: 0.2865, decode.d3.loss_mask: 0.5149, decode.d3.loss_dice: 0.7497, decode.d4.loss_cls: 0.2755, decode.d4.loss_mask: 0.5136, decode.d4.loss_dice: 0.7484, decode.d5.loss_cls: 0.2684, decode.d5.loss_mask: 0.5130, decode.d5.loss_dice: 0.7506, decode.d6.loss_cls: 0.2664, decode.d6.loss_mask: 0.5119, decode.d6.loss_dice: 0.7452, decode.d7.loss_cls: 0.2636, decode.d7.loss_mask: 0.5110, decode.d7.loss_dice: 0.7464, decode.d8.loss_cls: 0.2615, decode.d8.loss_mask: 0.5101, decode.d8.loss_dice: 0.7472, loss: 16.6191, grad_norm: 70.8093 +2023-11-07 02:14:21,871 - mmseg - INFO - Iter [90650/160000] lr: 4.334e-05, eta: 9:12:38, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2570, decode.loss_mask: 0.4808, decode.loss_dice: 0.7373, decode.d0.loss_cls: 1.2531, decode.d0.loss_mask: 0.5154, decode.d0.loss_dice: 0.8251, decode.d1.loss_cls: 0.3377, decode.d1.loss_mask: 0.4981, decode.d1.loss_dice: 0.7865, decode.d2.loss_cls: 0.2991, decode.d2.loss_mask: 0.4848, decode.d2.loss_dice: 0.7633, decode.d3.loss_cls: 0.2938, decode.d3.loss_mask: 0.4836, decode.d3.loss_dice: 0.7414, decode.d4.loss_cls: 0.2753, decode.d4.loss_mask: 0.4815, decode.d4.loss_dice: 0.7430, decode.d5.loss_cls: 0.2689, decode.d5.loss_mask: 0.4808, decode.d5.loss_dice: 0.7470, decode.d6.loss_cls: 0.2651, decode.d6.loss_mask: 0.4804, decode.d6.loss_dice: 0.7362, decode.d7.loss_cls: 0.2576, decode.d7.loss_mask: 0.4806, decode.d7.loss_dice: 0.7402, decode.d8.loss_cls: 0.2570, decode.d8.loss_mask: 0.4807, decode.d8.loss_dice: 0.7430, loss: 16.1946, grad_norm: 59.6501 +2023-11-07 02:14:45,234 - mmseg - INFO - Iter [90700/160000] lr: 4.331e-05, eta: 9:12:13, time: 0.467, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2577, decode.loss_mask: 0.4884, decode.loss_dice: 0.7196, decode.d0.loss_cls: 1.2571, decode.d0.loss_mask: 0.5306, decode.d0.loss_dice: 0.8024, decode.d1.loss_cls: 0.3471, decode.d1.loss_mask: 0.5088, decode.d1.loss_dice: 0.7670, decode.d2.loss_cls: 0.3037, decode.d2.loss_mask: 0.4966, decode.d2.loss_dice: 0.7417, decode.d3.loss_cls: 0.2872, decode.d3.loss_mask: 0.4911, decode.d3.loss_dice: 0.7255, decode.d4.loss_cls: 0.2736, decode.d4.loss_mask: 0.4902, decode.d4.loss_dice: 0.7209, decode.d5.loss_cls: 0.2673, decode.d5.loss_mask: 0.4896, decode.d5.loss_dice: 0.7293, decode.d6.loss_cls: 0.2606, decode.d6.loss_mask: 0.4891, decode.d6.loss_dice: 0.7257, decode.d7.loss_cls: 0.2575, decode.d7.loss_mask: 0.4894, decode.d7.loss_dice: 0.7254, decode.d8.loss_cls: 0.2489, decode.d8.loss_mask: 0.4895, decode.d8.loss_dice: 0.7212, loss: 16.1026, grad_norm: 69.6740 +2023-11-07 02:15:08,540 - mmseg - INFO - Iter [90750/160000] lr: 4.328e-05, eta: 9:11:49, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2490, decode.loss_mask: 0.5039, decode.loss_dice: 0.7411, decode.d0.loss_cls: 1.2420, decode.d0.loss_mask: 0.5434, decode.d0.loss_dice: 0.8167, decode.d1.loss_cls: 0.3402, decode.d1.loss_mask: 0.5258, decode.d1.loss_dice: 0.7912, decode.d2.loss_cls: 0.2937, decode.d2.loss_mask: 0.5145, decode.d2.loss_dice: 0.7647, decode.d3.loss_cls: 0.2747, decode.d3.loss_mask: 0.5079, decode.d3.loss_dice: 0.7504, decode.d4.loss_cls: 0.2673, decode.d4.loss_mask: 0.5062, decode.d4.loss_dice: 0.7475, decode.d5.loss_cls: 0.2582, decode.d5.loss_mask: 0.5088, decode.d5.loss_dice: 0.7459, decode.d6.loss_cls: 0.2487, decode.d6.loss_mask: 0.5043, decode.d6.loss_dice: 0.7436, decode.d7.loss_cls: 0.2462, decode.d7.loss_mask: 0.5053, decode.d7.loss_dice: 0.7428, decode.d8.loss_cls: 0.2523, decode.d8.loss_mask: 0.5039, decode.d8.loss_dice: 0.7411, loss: 16.3813, grad_norm: 58.9058 +2023-11-07 02:15:31,751 - mmseg - INFO - Iter [90800/160000] lr: 4.325e-05, eta: 9:11:24, time: 0.464, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2610, decode.loss_mask: 0.5180, decode.loss_dice: 0.7667, decode.d0.loss_cls: 1.2757, decode.d0.loss_mask: 0.5605, decode.d0.loss_dice: 0.8563, decode.d1.loss_cls: 0.3500, decode.d1.loss_mask: 0.5398, decode.d1.loss_dice: 0.8174, decode.d2.loss_cls: 0.3059, decode.d2.loss_mask: 0.5290, decode.d2.loss_dice: 0.7970, decode.d3.loss_cls: 0.2892, decode.d3.loss_mask: 0.5198, decode.d3.loss_dice: 0.7739, decode.d4.loss_cls: 0.2758, decode.d4.loss_mask: 0.5229, decode.d4.loss_dice: 0.7739, decode.d5.loss_cls: 0.2650, decode.d5.loss_mask: 0.5215, decode.d5.loss_dice: 0.7726, decode.d6.loss_cls: 0.2678, decode.d6.loss_mask: 0.5171, decode.d6.loss_dice: 0.7690, decode.d7.loss_cls: 0.2646, decode.d7.loss_mask: 0.5188, decode.d7.loss_dice: 0.7666, decode.d8.loss_cls: 0.2619, decode.d8.loss_mask: 0.5187, decode.d8.loss_dice: 0.7720, loss: 16.9487, grad_norm: 65.0253 +2023-11-07 02:15:54,872 - mmseg - INFO - Iter [90850/160000] lr: 4.322e-05, eta: 9:11:00, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2639, decode.loss_mask: 0.5166, decode.loss_dice: 0.7752, decode.d0.loss_cls: 1.2727, decode.d0.loss_mask: 0.5523, decode.d0.loss_dice: 0.8574, decode.d1.loss_cls: 0.3696, decode.d1.loss_mask: 0.5360, decode.d1.loss_dice: 0.8262, decode.d2.loss_cls: 0.3164, decode.d2.loss_mask: 0.5258, decode.d2.loss_dice: 0.7988, decode.d3.loss_cls: 0.2945, decode.d3.loss_mask: 0.5221, decode.d3.loss_dice: 0.7812, decode.d4.loss_cls: 0.2840, decode.d4.loss_mask: 0.5205, decode.d4.loss_dice: 0.7777, decode.d5.loss_cls: 0.2732, decode.d5.loss_mask: 0.5165, decode.d5.loss_dice: 0.7770, decode.d6.loss_cls: 0.2736, decode.d6.loss_mask: 0.5173, decode.d6.loss_dice: 0.7742, decode.d7.loss_cls: 0.2690, decode.d7.loss_mask: 0.5167, decode.d7.loss_dice: 0.7744, decode.d8.loss_cls: 0.2676, decode.d8.loss_mask: 0.5157, decode.d8.loss_dice: 0.7786, loss: 17.0445, grad_norm: 64.2175 +2023-11-07 02:16:17,491 - mmseg - INFO - Iter [90900/160000] lr: 4.319e-05, eta: 9:10:35, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2530, decode.loss_mask: 0.5083, decode.loss_dice: 0.7351, decode.d0.loss_cls: 1.2581, decode.d0.loss_mask: 0.5486, decode.d0.loss_dice: 0.8086, decode.d1.loss_cls: 0.3289, decode.d1.loss_mask: 0.5297, decode.d1.loss_dice: 0.7855, decode.d2.loss_cls: 0.2964, decode.d2.loss_mask: 0.5163, decode.d2.loss_dice: 0.7576, decode.d3.loss_cls: 0.2846, decode.d3.loss_mask: 0.5126, decode.d3.loss_dice: 0.7398, decode.d4.loss_cls: 0.2708, decode.d4.loss_mask: 0.5106, decode.d4.loss_dice: 0.7383, decode.d5.loss_cls: 0.2622, decode.d5.loss_mask: 0.5118, decode.d5.loss_dice: 0.7401, decode.d6.loss_cls: 0.2641, decode.d6.loss_mask: 0.5097, decode.d6.loss_dice: 0.7336, decode.d7.loss_cls: 0.2540, decode.d7.loss_mask: 0.5101, decode.d7.loss_dice: 0.7385, decode.d8.loss_cls: 0.2550, decode.d8.loss_mask: 0.5086, decode.d8.loss_dice: 0.7355, loss: 16.4061, grad_norm: 62.3624 +2023-11-07 02:16:42,614 - mmseg - INFO - Iter [90950/160000] lr: 4.316e-05, eta: 9:10:12, time: 0.502, data_time: 0.059, memory: 39436, decode.loss_cls: 0.2537, decode.loss_mask: 0.5004, decode.loss_dice: 0.7697, decode.d0.loss_cls: 1.2715, decode.d0.loss_mask: 0.5479, decode.d0.loss_dice: 0.8467, decode.d1.loss_cls: 0.3406, decode.d1.loss_mask: 0.5283, decode.d1.loss_dice: 0.8231, decode.d2.loss_cls: 0.2975, decode.d2.loss_mask: 0.5151, decode.d2.loss_dice: 0.7947, decode.d3.loss_cls: 0.2794, decode.d3.loss_mask: 0.5097, decode.d3.loss_dice: 0.7814, decode.d4.loss_cls: 0.2722, decode.d4.loss_mask: 0.5061, decode.d4.loss_dice: 0.7758, decode.d5.loss_cls: 0.2663, decode.d5.loss_mask: 0.5046, decode.d5.loss_dice: 0.7770, decode.d6.loss_cls: 0.2604, decode.d6.loss_mask: 0.5035, decode.d6.loss_dice: 0.7723, decode.d7.loss_cls: 0.2620, decode.d7.loss_mask: 0.5019, decode.d7.loss_dice: 0.7726, decode.d8.loss_cls: 0.2578, decode.d8.loss_mask: 0.5014, decode.d8.loss_dice: 0.7725, loss: 16.7663, grad_norm: 65.9564 +2023-11-07 02:17:05,377 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 02:17:05,377 - mmseg - INFO - Iter [91000/160000] lr: 4.313e-05, eta: 9:09:47, time: 0.455, data_time: 0.011, memory: 39436, decode.loss_cls: 0.2398, decode.loss_mask: 0.5055, decode.loss_dice: 0.7252, decode.d0.loss_cls: 1.2539, decode.d0.loss_mask: 0.5412, decode.d0.loss_dice: 0.8153, decode.d1.loss_cls: 0.3291, decode.d1.loss_mask: 0.5223, decode.d1.loss_dice: 0.7854, decode.d2.loss_cls: 0.2891, decode.d2.loss_mask: 0.5116, decode.d2.loss_dice: 0.7512, decode.d3.loss_cls: 0.2677, decode.d3.loss_mask: 0.5049, decode.d3.loss_dice: 0.7335, decode.d4.loss_cls: 0.2509, decode.d4.loss_mask: 0.5039, decode.d4.loss_dice: 0.7370, decode.d5.loss_cls: 0.2467, decode.d5.loss_mask: 0.5066, decode.d5.loss_dice: 0.7360, decode.d6.loss_cls: 0.2440, decode.d6.loss_mask: 0.5068, decode.d6.loss_dice: 0.7282, decode.d7.loss_cls: 0.2386, decode.d7.loss_mask: 0.5051, decode.d7.loss_dice: 0.7245, decode.d8.loss_cls: 0.2389, decode.d8.loss_mask: 0.5043, decode.d8.loss_dice: 0.7297, loss: 16.1771, grad_norm: 69.1780 +2023-11-07 02:17:28,199 - mmseg - INFO - Iter [91050/160000] lr: 4.309e-05, eta: 9:09:23, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2571, decode.loss_mask: 0.4791, decode.loss_dice: 0.7366, decode.d0.loss_cls: 1.2512, decode.d0.loss_mask: 0.5185, decode.d0.loss_dice: 0.8161, decode.d1.loss_cls: 0.3322, decode.d1.loss_mask: 0.5036, decode.d1.loss_dice: 0.7860, decode.d2.loss_cls: 0.3026, decode.d2.loss_mask: 0.4877, decode.d2.loss_dice: 0.7661, decode.d3.loss_cls: 0.2876, decode.d3.loss_mask: 0.4835, decode.d3.loss_dice: 0.7448, decode.d4.loss_cls: 0.2707, decode.d4.loss_mask: 0.4831, decode.d4.loss_dice: 0.7457, decode.d5.loss_cls: 0.2648, decode.d5.loss_mask: 0.4814, decode.d5.loss_dice: 0.7446, decode.d6.loss_cls: 0.2628, decode.d6.loss_mask: 0.4818, decode.d6.loss_dice: 0.7428, decode.d7.loss_cls: 0.2581, decode.d7.loss_mask: 0.4815, decode.d7.loss_dice: 0.7411, decode.d8.loss_cls: 0.2610, decode.d8.loss_mask: 0.4804, decode.d8.loss_dice: 0.7430, loss: 16.1956, grad_norm: 55.1293 +2023-11-07 02:17:51,002 - mmseg - INFO - Iter [91100/160000] lr: 4.306e-05, eta: 9:08:58, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2588, decode.loss_mask: 0.5028, decode.loss_dice: 0.7600, decode.d0.loss_cls: 1.2484, decode.d0.loss_mask: 0.5516, decode.d0.loss_dice: 0.8410, decode.d1.loss_cls: 0.3532, decode.d1.loss_mask: 0.5263, decode.d1.loss_dice: 0.8055, decode.d2.loss_cls: 0.3019, decode.d2.loss_mask: 0.5137, decode.d2.loss_dice: 0.7814, decode.d3.loss_cls: 0.2803, decode.d3.loss_mask: 0.5053, decode.d3.loss_dice: 0.7655, decode.d4.loss_cls: 0.2692, decode.d4.loss_mask: 0.5077, decode.d4.loss_dice: 0.7680, decode.d5.loss_cls: 0.2604, decode.d5.loss_mask: 0.5081, decode.d5.loss_dice: 0.7641, decode.d6.loss_cls: 0.2655, decode.d6.loss_mask: 0.5040, decode.d6.loss_dice: 0.7587, decode.d7.loss_cls: 0.2578, decode.d7.loss_mask: 0.5046, decode.d7.loss_dice: 0.7596, decode.d8.loss_cls: 0.2555, decode.d8.loss_mask: 0.5047, decode.d8.loss_dice: 0.7583, loss: 16.6419, grad_norm: 64.3934 +2023-11-07 02:18:13,903 - mmseg - INFO - Iter [91150/160000] lr: 4.303e-05, eta: 9:08:33, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2397, decode.loss_mask: 0.4957, decode.loss_dice: 0.7390, decode.d0.loss_cls: 1.2254, decode.d0.loss_mask: 0.5396, decode.d0.loss_dice: 0.8286, decode.d1.loss_cls: 0.3201, decode.d1.loss_mask: 0.5185, decode.d1.loss_dice: 0.7896, decode.d2.loss_cls: 0.2804, decode.d2.loss_mask: 0.5065, decode.d2.loss_dice: 0.7655, decode.d3.loss_cls: 0.2608, decode.d3.loss_mask: 0.5023, decode.d3.loss_dice: 0.7465, decode.d4.loss_cls: 0.2535, decode.d4.loss_mask: 0.5012, decode.d4.loss_dice: 0.7405, decode.d5.loss_cls: 0.2501, decode.d5.loss_mask: 0.4997, decode.d5.loss_dice: 0.7431, decode.d6.loss_cls: 0.2438, decode.d6.loss_mask: 0.4974, decode.d6.loss_dice: 0.7396, decode.d7.loss_cls: 0.2403, decode.d7.loss_mask: 0.4965, decode.d7.loss_dice: 0.7415, decode.d8.loss_cls: 0.2381, decode.d8.loss_mask: 0.4972, decode.d8.loss_dice: 0.7401, loss: 16.1809, grad_norm: 64.9731 +2023-11-07 02:18:36,783 - mmseg - INFO - Iter [91200/160000] lr: 4.300e-05, eta: 9:08:08, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2637, decode.loss_mask: 0.4910, decode.loss_dice: 0.7465, decode.d0.loss_cls: 1.2534, decode.d0.loss_mask: 0.5285, decode.d0.loss_dice: 0.8298, decode.d1.loss_cls: 0.3593, decode.d1.loss_mask: 0.5101, decode.d1.loss_dice: 0.7944, decode.d2.loss_cls: 0.3059, decode.d2.loss_mask: 0.4995, decode.d2.loss_dice: 0.7694, decode.d3.loss_cls: 0.2906, decode.d3.loss_mask: 0.4915, decode.d3.loss_dice: 0.7540, decode.d4.loss_cls: 0.2733, decode.d4.loss_mask: 0.4910, decode.d4.loss_dice: 0.7501, decode.d5.loss_cls: 0.2678, decode.d5.loss_mask: 0.4919, decode.d5.loss_dice: 0.7540, decode.d6.loss_cls: 0.2657, decode.d6.loss_mask: 0.4918, decode.d6.loss_dice: 0.7518, decode.d7.loss_cls: 0.2613, decode.d7.loss_mask: 0.4915, decode.d7.loss_dice: 0.7495, decode.d8.loss_cls: 0.2621, decode.d8.loss_mask: 0.4901, decode.d8.loss_dice: 0.7458, loss: 16.4255, grad_norm: 66.0822 +2023-11-07 02:18:59,583 - mmseg - INFO - Iter [91250/160000] lr: 4.297e-05, eta: 9:07:44, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2463, decode.loss_mask: 0.4987, decode.loss_dice: 0.7384, decode.d0.loss_cls: 1.2696, decode.d0.loss_mask: 0.5342, decode.d0.loss_dice: 0.8196, decode.d1.loss_cls: 0.3468, decode.d1.loss_mask: 0.5197, decode.d1.loss_dice: 0.7823, decode.d2.loss_cls: 0.3002, decode.d2.loss_mask: 0.5074, decode.d2.loss_dice: 0.7617, decode.d3.loss_cls: 0.2759, decode.d3.loss_mask: 0.5026, decode.d3.loss_dice: 0.7457, decode.d4.loss_cls: 0.2654, decode.d4.loss_mask: 0.5033, decode.d4.loss_dice: 0.7429, decode.d5.loss_cls: 0.2537, decode.d5.loss_mask: 0.5021, decode.d5.loss_dice: 0.7438, decode.d6.loss_cls: 0.2509, decode.d6.loss_mask: 0.4988, decode.d6.loss_dice: 0.7373, decode.d7.loss_cls: 0.2481, decode.d7.loss_mask: 0.4994, decode.d7.loss_dice: 0.7365, decode.d8.loss_cls: 0.2495, decode.d8.loss_mask: 0.4990, decode.d8.loss_dice: 0.7381, loss: 16.3177, grad_norm: 63.3430 +2023-11-07 02:19:22,317 - mmseg - INFO - Iter [91300/160000] lr: 4.294e-05, eta: 9:07:19, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2632, decode.loss_mask: 0.5005, decode.loss_dice: 0.7472, decode.d0.loss_cls: 1.2698, decode.d0.loss_mask: 0.5423, decode.d0.loss_dice: 0.8351, decode.d1.loss_cls: 0.3517, decode.d1.loss_mask: 0.5179, decode.d1.loss_dice: 0.7962, decode.d2.loss_cls: 0.3072, decode.d2.loss_mask: 0.5083, decode.d2.loss_dice: 0.7700, decode.d3.loss_cls: 0.2884, decode.d3.loss_mask: 0.5035, decode.d3.loss_dice: 0.7562, decode.d4.loss_cls: 0.2677, decode.d4.loss_mask: 0.5028, decode.d4.loss_dice: 0.7532, decode.d5.loss_cls: 0.2662, decode.d5.loss_mask: 0.5007, decode.d5.loss_dice: 0.7557, decode.d6.loss_cls: 0.2653, decode.d6.loss_mask: 0.5030, decode.d6.loss_dice: 0.7470, decode.d7.loss_cls: 0.2585, decode.d7.loss_mask: 0.5026, decode.d7.loss_dice: 0.7500, decode.d8.loss_cls: 0.2573, decode.d8.loss_mask: 0.5031, decode.d8.loss_dice: 0.7520, loss: 16.5426, grad_norm: 64.6475 +2023-11-07 02:19:44,983 - mmseg - INFO - Iter [91350/160000] lr: 4.291e-05, eta: 9:06:54, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2627, decode.loss_mask: 0.5176, decode.loss_dice: 0.7511, decode.d0.loss_cls: 1.2698, decode.d0.loss_mask: 0.5588, decode.d0.loss_dice: 0.8364, decode.d1.loss_cls: 0.3575, decode.d1.loss_mask: 0.5349, decode.d1.loss_dice: 0.7976, decode.d2.loss_cls: 0.3114, decode.d2.loss_mask: 0.5260, decode.d2.loss_dice: 0.7781, decode.d3.loss_cls: 0.2950, decode.d3.loss_mask: 0.5203, decode.d3.loss_dice: 0.7586, decode.d4.loss_cls: 0.2816, decode.d4.loss_mask: 0.5198, decode.d4.loss_dice: 0.7645, decode.d5.loss_cls: 0.2758, decode.d5.loss_mask: 0.5189, decode.d5.loss_dice: 0.7619, decode.d6.loss_cls: 0.2741, decode.d6.loss_mask: 0.5151, decode.d6.loss_dice: 0.7595, decode.d7.loss_cls: 0.2658, decode.d7.loss_mask: 0.5168, decode.d7.loss_dice: 0.7574, decode.d8.loss_cls: 0.2680, decode.d8.loss_mask: 0.5150, decode.d8.loss_dice: 0.7547, loss: 16.8245, grad_norm: 64.7260 +2023-11-07 02:20:07,778 - mmseg - INFO - Iter [91400/160000] lr: 4.288e-05, eta: 9:06:29, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2548, decode.loss_mask: 0.5101, decode.loss_dice: 0.7546, decode.d0.loss_cls: 1.2777, decode.d0.loss_mask: 0.5523, decode.d0.loss_dice: 0.8438, decode.d1.loss_cls: 0.3454, decode.d1.loss_mask: 0.5305, decode.d1.loss_dice: 0.8068, decode.d2.loss_cls: 0.3030, decode.d2.loss_mask: 0.5183, decode.d2.loss_dice: 0.7793, decode.d3.loss_cls: 0.2870, decode.d3.loss_mask: 0.5155, decode.d3.loss_dice: 0.7649, decode.d4.loss_cls: 0.2750, decode.d4.loss_mask: 0.5130, decode.d4.loss_dice: 0.7663, decode.d5.loss_cls: 0.2656, decode.d5.loss_mask: 0.5122, decode.d5.loss_dice: 0.7641, decode.d6.loss_cls: 0.2618, decode.d6.loss_mask: 0.5095, decode.d6.loss_dice: 0.7579, decode.d7.loss_cls: 0.2595, decode.d7.loss_mask: 0.5100, decode.d7.loss_dice: 0.7575, decode.d8.loss_cls: 0.2511, decode.d8.loss_mask: 0.5108, decode.d8.loss_dice: 0.7573, loss: 16.7157, grad_norm: 65.7856 +2023-11-07 02:20:30,793 - mmseg - INFO - Iter [91450/160000] lr: 4.284e-05, eta: 9:06:05, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2564, decode.loss_mask: 0.4961, decode.loss_dice: 0.7690, decode.d0.loss_cls: 1.2578, decode.d0.loss_mask: 0.5410, decode.d0.loss_dice: 0.8546, decode.d1.loss_cls: 0.3492, decode.d1.loss_mask: 0.5169, decode.d1.loss_dice: 0.8163, decode.d2.loss_cls: 0.2999, decode.d2.loss_mask: 0.5057, decode.d2.loss_dice: 0.7963, decode.d3.loss_cls: 0.2877, decode.d3.loss_mask: 0.5004, decode.d3.loss_dice: 0.7721, decode.d4.loss_cls: 0.2710, decode.d4.loss_mask: 0.4969, decode.d4.loss_dice: 0.7716, decode.d5.loss_cls: 0.2674, decode.d5.loss_mask: 0.4976, decode.d5.loss_dice: 0.7763, decode.d6.loss_cls: 0.2652, decode.d6.loss_mask: 0.4976, decode.d6.loss_dice: 0.7634, decode.d7.loss_cls: 0.2593, decode.d7.loss_mask: 0.4976, decode.d7.loss_dice: 0.7642, decode.d8.loss_cls: 0.2566, decode.d8.loss_mask: 0.4969, decode.d8.loss_dice: 0.7666, loss: 16.6672, grad_norm: 64.2452 +2023-11-07 02:20:53,306 - mmseg - INFO - Iter [91500/160000] lr: 4.281e-05, eta: 9:05:40, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2495, decode.loss_mask: 0.5100, decode.loss_dice: 0.7619, decode.d0.loss_cls: 1.2563, decode.d0.loss_mask: 0.5533, decode.d0.loss_dice: 0.8426, decode.d1.loss_cls: 0.3397, decode.d1.loss_mask: 0.5328, decode.d1.loss_dice: 0.8103, decode.d2.loss_cls: 0.2859, decode.d2.loss_mask: 0.5199, decode.d2.loss_dice: 0.7866, decode.d3.loss_cls: 0.2712, decode.d3.loss_mask: 0.5136, decode.d3.loss_dice: 0.7671, decode.d4.loss_cls: 0.2637, decode.d4.loss_mask: 0.5146, decode.d4.loss_dice: 0.7665, decode.d5.loss_cls: 0.2554, decode.d5.loss_mask: 0.5150, decode.d5.loss_dice: 0.7645, decode.d6.loss_cls: 0.2544, decode.d6.loss_mask: 0.5153, decode.d6.loss_dice: 0.7625, decode.d7.loss_cls: 0.2487, decode.d7.loss_mask: 0.5139, decode.d7.loss_dice: 0.7628, decode.d8.loss_cls: 0.2513, decode.d8.loss_mask: 0.5118, decode.d8.loss_dice: 0.7651, loss: 16.6664, grad_norm: 67.2494 +2023-11-07 02:21:16,288 - mmseg - INFO - Iter [91550/160000] lr: 4.278e-05, eta: 9:05:15, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2663, decode.loss_mask: 0.5017, decode.loss_dice: 0.7404, decode.d0.loss_cls: 1.2635, decode.d0.loss_mask: 0.5437, decode.d0.loss_dice: 0.8143, decode.d1.loss_cls: 0.3525, decode.d1.loss_mask: 0.5213, decode.d1.loss_dice: 0.7900, decode.d2.loss_cls: 0.3150, decode.d2.loss_mask: 0.5134, decode.d2.loss_dice: 0.7640, decode.d3.loss_cls: 0.2948, decode.d3.loss_mask: 0.5063, decode.d3.loss_dice: 0.7452, decode.d4.loss_cls: 0.2845, decode.d4.loss_mask: 0.5041, decode.d4.loss_dice: 0.7437, decode.d5.loss_cls: 0.2763, decode.d5.loss_mask: 0.5036, decode.d5.loss_dice: 0.7455, decode.d6.loss_cls: 0.2748, decode.d6.loss_mask: 0.5033, decode.d6.loss_dice: 0.7419, decode.d7.loss_cls: 0.2695, decode.d7.loss_mask: 0.4996, decode.d7.loss_dice: 0.7410, decode.d8.loss_cls: 0.2671, decode.d8.loss_mask: 0.5012, decode.d8.loss_dice: 0.7411, loss: 16.5297, grad_norm: 70.0609 +2023-11-07 02:21:39,035 - mmseg - INFO - Iter [91600/160000] lr: 4.275e-05, eta: 9:04:51, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2625, decode.loss_mask: 0.5022, decode.loss_dice: 0.7610, decode.d0.loss_cls: 1.2724, decode.d0.loss_mask: 0.5422, decode.d0.loss_dice: 0.8494, decode.d1.loss_cls: 0.3373, decode.d1.loss_mask: 0.5270, decode.d1.loss_dice: 0.8193, decode.d2.loss_cls: 0.3024, decode.d2.loss_mask: 0.5119, decode.d2.loss_dice: 0.7865, decode.d3.loss_cls: 0.2882, decode.d3.loss_mask: 0.5071, decode.d3.loss_dice: 0.7713, decode.d4.loss_cls: 0.2733, decode.d4.loss_mask: 0.5056, decode.d4.loss_dice: 0.7659, decode.d5.loss_cls: 0.2707, decode.d5.loss_mask: 0.5075, decode.d5.loss_dice: 0.7688, decode.d6.loss_cls: 0.2642, decode.d6.loss_mask: 0.5051, decode.d6.loss_dice: 0.7632, decode.d7.loss_cls: 0.2586, decode.d7.loss_mask: 0.5045, decode.d7.loss_dice: 0.7635, decode.d8.loss_cls: 0.2597, decode.d8.loss_mask: 0.5033, decode.d8.loss_dice: 0.7638, loss: 16.7185, grad_norm: 66.4491 +2023-11-07 02:22:01,646 - mmseg - INFO - Iter [91650/160000] lr: 4.272e-05, eta: 9:04:26, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2676, decode.loss_mask: 0.5013, decode.loss_dice: 0.7653, decode.d0.loss_cls: 1.2556, decode.d0.loss_mask: 0.5459, decode.d0.loss_dice: 0.8497, decode.d1.loss_cls: 0.3542, decode.d1.loss_mask: 0.5284, decode.d1.loss_dice: 0.8148, decode.d2.loss_cls: 0.3143, decode.d2.loss_mask: 0.5135, decode.d2.loss_dice: 0.7915, decode.d3.loss_cls: 0.2995, decode.d3.loss_mask: 0.5048, decode.d3.loss_dice: 0.7740, decode.d4.loss_cls: 0.2785, decode.d4.loss_mask: 0.5039, decode.d4.loss_dice: 0.7728, decode.d5.loss_cls: 0.2756, decode.d5.loss_mask: 0.5038, decode.d5.loss_dice: 0.7654, decode.d6.loss_cls: 0.2752, decode.d6.loss_mask: 0.5041, decode.d6.loss_dice: 0.7646, decode.d7.loss_cls: 0.2696, decode.d7.loss_mask: 0.5015, decode.d7.loss_dice: 0.7670, decode.d8.loss_cls: 0.2636, decode.d8.loss_mask: 0.5028, decode.d8.loss_dice: 0.7700, loss: 16.7986, grad_norm: 64.8266 +2023-11-07 02:22:24,344 - mmseg - INFO - Iter [91700/160000] lr: 4.269e-05, eta: 9:04:01, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2663, decode.loss_mask: 0.4952, decode.loss_dice: 0.7485, decode.d0.loss_cls: 1.2638, decode.d0.loss_mask: 0.5401, decode.d0.loss_dice: 0.8414, decode.d1.loss_cls: 0.3568, decode.d1.loss_mask: 0.5124, decode.d1.loss_dice: 0.8038, decode.d2.loss_cls: 0.3125, decode.d2.loss_mask: 0.5041, decode.d2.loss_dice: 0.7782, decode.d3.loss_cls: 0.2978, decode.d3.loss_mask: 0.4969, decode.d3.loss_dice: 0.7610, decode.d4.loss_cls: 0.2810, decode.d4.loss_mask: 0.4979, decode.d4.loss_dice: 0.7548, decode.d5.loss_cls: 0.2762, decode.d5.loss_mask: 0.4954, decode.d5.loss_dice: 0.7578, decode.d6.loss_cls: 0.2761, decode.d6.loss_mask: 0.4937, decode.d6.loss_dice: 0.7501, decode.d7.loss_cls: 0.2732, decode.d7.loss_mask: 0.4950, decode.d7.loss_dice: 0.7481, decode.d8.loss_cls: 0.2674, decode.d8.loss_mask: 0.4955, decode.d8.loss_dice: 0.7499, loss: 16.5909, grad_norm: 64.5895 +2023-11-07 02:22:46,968 - mmseg - INFO - Iter [91750/160000] lr: 4.266e-05, eta: 9:03:36, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2507, decode.loss_mask: 0.5093, decode.loss_dice: 0.7471, decode.d0.loss_cls: 1.2580, decode.d0.loss_mask: 0.5522, decode.d0.loss_dice: 0.8383, decode.d1.loss_cls: 0.3415, decode.d1.loss_mask: 0.5333, decode.d1.loss_dice: 0.7958, decode.d2.loss_cls: 0.2949, decode.d2.loss_mask: 0.5218, decode.d2.loss_dice: 0.7700, decode.d3.loss_cls: 0.2761, decode.d3.loss_mask: 0.5178, decode.d3.loss_dice: 0.7572, decode.d4.loss_cls: 0.2658, decode.d4.loss_mask: 0.5168, decode.d4.loss_dice: 0.7548, decode.d5.loss_cls: 0.2537, decode.d5.loss_mask: 0.5136, decode.d5.loss_dice: 0.7548, decode.d6.loss_cls: 0.2514, decode.d6.loss_mask: 0.5122, decode.d6.loss_dice: 0.7495, decode.d7.loss_cls: 0.2516, decode.d7.loss_mask: 0.5101, decode.d7.loss_dice: 0.7519, decode.d8.loss_cls: 0.2511, decode.d8.loss_mask: 0.5101, decode.d8.loss_dice: 0.7480, loss: 16.5597, grad_norm: 65.8321 +2023-11-07 02:23:09,833 - mmseg - INFO - Iter [91800/160000] lr: 4.263e-05, eta: 9:03:11, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2737, decode.loss_mask: 0.5008, decode.loss_dice: 0.7463, decode.d0.loss_cls: 1.2837, decode.d0.loss_mask: 0.5449, decode.d0.loss_dice: 0.8349, decode.d1.loss_cls: 0.3587, decode.d1.loss_mask: 0.5227, decode.d1.loss_dice: 0.7958, decode.d2.loss_cls: 0.3158, decode.d2.loss_mask: 0.5087, decode.d2.loss_dice: 0.7750, decode.d3.loss_cls: 0.2965, decode.d3.loss_mask: 0.5046, decode.d3.loss_dice: 0.7545, decode.d4.loss_cls: 0.2902, decode.d4.loss_mask: 0.5037, decode.d4.loss_dice: 0.7548, decode.d5.loss_cls: 0.2784, decode.d5.loss_mask: 0.5043, decode.d5.loss_dice: 0.7580, decode.d6.loss_cls: 0.2797, decode.d6.loss_mask: 0.5031, decode.d6.loss_dice: 0.7458, decode.d7.loss_cls: 0.2745, decode.d7.loss_mask: 0.5037, decode.d7.loss_dice: 0.7537, decode.d8.loss_cls: 0.2735, decode.d8.loss_mask: 0.5039, decode.d8.loss_dice: 0.7481, loss: 16.6921, grad_norm: 63.9860 +2023-11-07 02:23:32,726 - mmseg - INFO - Iter [91850/160000] lr: 4.259e-05, eta: 9:02:47, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2633, decode.loss_mask: 0.4844, decode.loss_dice: 0.7347, decode.d0.loss_cls: 1.2658, decode.d0.loss_mask: 0.5183, decode.d0.loss_dice: 0.8212, decode.d1.loss_cls: 0.3577, decode.d1.loss_mask: 0.5002, decode.d1.loss_dice: 0.7799, decode.d2.loss_cls: 0.3051, decode.d2.loss_mask: 0.4908, decode.d2.loss_dice: 0.7544, decode.d3.loss_cls: 0.2899, decode.d3.loss_mask: 0.4852, decode.d3.loss_dice: 0.7419, decode.d4.loss_cls: 0.2752, decode.d4.loss_mask: 0.4859, decode.d4.loss_dice: 0.7387, decode.d5.loss_cls: 0.2670, decode.d5.loss_mask: 0.4831, decode.d5.loss_dice: 0.7410, decode.d6.loss_cls: 0.2670, decode.d6.loss_mask: 0.4843, decode.d6.loss_dice: 0.7350, decode.d7.loss_cls: 0.2623, decode.d7.loss_mask: 0.4827, decode.d7.loss_dice: 0.7353, decode.d8.loss_cls: 0.2615, decode.d8.loss_mask: 0.4837, decode.d8.loss_dice: 0.7366, loss: 16.2321, grad_norm: 62.4479 +2023-11-07 02:23:55,336 - mmseg - INFO - Iter [91900/160000] lr: 4.256e-05, eta: 9:02:22, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2495, decode.loss_mask: 0.4993, decode.loss_dice: 0.7240, decode.d0.loss_cls: 1.2314, decode.d0.loss_mask: 0.5424, decode.d0.loss_dice: 0.8069, decode.d1.loss_cls: 0.3372, decode.d1.loss_mask: 0.5189, decode.d1.loss_dice: 0.7707, decode.d2.loss_cls: 0.2929, decode.d2.loss_mask: 0.5089, decode.d2.loss_dice: 0.7463, decode.d3.loss_cls: 0.2778, decode.d3.loss_mask: 0.5014, decode.d3.loss_dice: 0.7310, decode.d4.loss_cls: 0.2663, decode.d4.loss_mask: 0.5016, decode.d4.loss_dice: 0.7263, decode.d5.loss_cls: 0.2557, decode.d5.loss_mask: 0.5012, decode.d5.loss_dice: 0.7303, decode.d6.loss_cls: 0.2559, decode.d6.loss_mask: 0.4988, decode.d6.loss_dice: 0.7242, decode.d7.loss_cls: 0.2539, decode.d7.loss_mask: 0.4981, decode.d7.loss_dice: 0.7251, decode.d8.loss_cls: 0.2493, decode.d8.loss_mask: 0.5000, decode.d8.loss_dice: 0.7262, loss: 16.1514, grad_norm: 66.4784 +2023-11-07 02:24:18,160 - mmseg - INFO - Iter [91950/160000] lr: 4.253e-05, eta: 9:01:57, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2619, decode.loss_mask: 0.5056, decode.loss_dice: 0.7412, decode.d0.loss_cls: 1.2340, decode.d0.loss_mask: 0.5471, decode.d0.loss_dice: 0.8322, decode.d1.loss_cls: 0.3459, decode.d1.loss_mask: 0.5321, decode.d1.loss_dice: 0.8041, decode.d2.loss_cls: 0.3009, decode.d2.loss_mask: 0.5120, decode.d2.loss_dice: 0.7668, decode.d3.loss_cls: 0.2791, decode.d3.loss_mask: 0.5085, decode.d3.loss_dice: 0.7560, decode.d4.loss_cls: 0.2680, decode.d4.loss_mask: 0.5091, decode.d4.loss_dice: 0.7528, decode.d5.loss_cls: 0.2647, decode.d5.loss_mask: 0.5075, decode.d5.loss_dice: 0.7493, decode.d6.loss_cls: 0.2657, decode.d6.loss_mask: 0.5047, decode.d6.loss_dice: 0.7483, decode.d7.loss_cls: 0.2630, decode.d7.loss_mask: 0.5052, decode.d7.loss_dice: 0.7438, decode.d8.loss_cls: 0.2587, decode.d8.loss_mask: 0.5067, decode.d8.loss_dice: 0.7438, loss: 16.5188, grad_norm: 66.3121 +2023-11-07 02:24:41,207 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 02:24:41,207 - mmseg - INFO - Iter [92000/160000] lr: 4.250e-05, eta: 9:01:33, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2662, decode.loss_mask: 0.4967, decode.loss_dice: 0.7414, decode.d0.loss_cls: 1.2784, decode.d0.loss_mask: 0.5341, decode.d0.loss_dice: 0.8291, decode.d1.loss_cls: 0.3611, decode.d1.loss_mask: 0.5151, decode.d1.loss_dice: 0.7966, decode.d2.loss_cls: 0.3205, decode.d2.loss_mask: 0.5032, decode.d2.loss_dice: 0.7718, decode.d3.loss_cls: 0.2986, decode.d3.loss_mask: 0.4984, decode.d3.loss_dice: 0.7550, decode.d4.loss_cls: 0.2904, decode.d4.loss_mask: 0.4991, decode.d4.loss_dice: 0.7478, decode.d5.loss_cls: 0.2817, decode.d5.loss_mask: 0.4999, decode.d5.loss_dice: 0.7533, decode.d6.loss_cls: 0.2722, decode.d6.loss_mask: 0.4971, decode.d6.loss_dice: 0.7458, decode.d7.loss_cls: 0.2727, decode.d7.loss_mask: 0.4954, decode.d7.loss_dice: 0.7424, decode.d8.loss_cls: 0.2710, decode.d8.loss_mask: 0.4949, decode.d8.loss_dice: 0.7419, loss: 16.5717, grad_norm: 68.1303 +2023-11-07 02:25:03,826 - mmseg - INFO - Iter [92050/160000] lr: 4.247e-05, eta: 9:01:08, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2605, decode.loss_mask: 0.5051, decode.loss_dice: 0.7597, decode.d0.loss_cls: 1.2539, decode.d0.loss_mask: 0.5436, decode.d0.loss_dice: 0.8355, decode.d1.loss_cls: 0.3467, decode.d1.loss_mask: 0.5220, decode.d1.loss_dice: 0.7970, decode.d2.loss_cls: 0.3028, decode.d2.loss_mask: 0.5146, decode.d2.loss_dice: 0.7784, decode.d3.loss_cls: 0.2814, decode.d3.loss_mask: 0.5093, decode.d3.loss_dice: 0.7676, decode.d4.loss_cls: 0.2742, decode.d4.loss_mask: 0.5068, decode.d4.loss_dice: 0.7594, decode.d5.loss_cls: 0.2717, decode.d5.loss_mask: 0.5054, decode.d5.loss_dice: 0.7626, decode.d6.loss_cls: 0.2667, decode.d6.loss_mask: 0.5069, decode.d6.loss_dice: 0.7555, decode.d7.loss_cls: 0.2624, decode.d7.loss_mask: 0.5059, decode.d7.loss_dice: 0.7544, decode.d8.loss_cls: 0.2658, decode.d8.loss_mask: 0.5051, decode.d8.loss_dice: 0.7556, loss: 16.6364, grad_norm: 66.1585 +2023-11-07 02:25:26,571 - mmseg - INFO - Iter [92100/160000] lr: 4.244e-05, eta: 9:00:43, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2452, decode.loss_mask: 0.5228, decode.loss_dice: 0.7654, decode.d0.loss_cls: 1.2460, decode.d0.loss_mask: 0.5628, decode.d0.loss_dice: 0.8436, decode.d1.loss_cls: 0.3348, decode.d1.loss_mask: 0.5403, decode.d1.loss_dice: 0.8091, decode.d2.loss_cls: 0.2904, decode.d2.loss_mask: 0.5299, decode.d2.loss_dice: 0.7868, decode.d3.loss_cls: 0.2708, decode.d3.loss_mask: 0.5235, decode.d3.loss_dice: 0.7716, decode.d4.loss_cls: 0.2572, decode.d4.loss_mask: 0.5250, decode.d4.loss_dice: 0.7730, decode.d5.loss_cls: 0.2567, decode.d5.loss_mask: 0.5240, decode.d5.loss_dice: 0.7687, decode.d6.loss_cls: 0.2545, decode.d6.loss_mask: 0.5226, decode.d6.loss_dice: 0.7665, decode.d7.loss_cls: 0.2504, decode.d7.loss_mask: 0.5232, decode.d7.loss_dice: 0.7639, decode.d8.loss_cls: 0.2438, decode.d8.loss_mask: 0.5220, decode.d8.loss_dice: 0.7651, loss: 16.7595, grad_norm: 66.5940 +2023-11-07 02:25:49,186 - mmseg - INFO - Iter [92150/160000] lr: 4.241e-05, eta: 9:00:18, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2726, decode.loss_mask: 0.5160, decode.loss_dice: 0.7810, decode.d0.loss_cls: 1.2671, decode.d0.loss_mask: 0.5557, decode.d0.loss_dice: 0.8545, decode.d1.loss_cls: 0.3591, decode.d1.loss_mask: 0.5363, decode.d1.loss_dice: 0.8300, decode.d2.loss_cls: 0.3120, decode.d2.loss_mask: 0.5240, decode.d2.loss_dice: 0.8000, decode.d3.loss_cls: 0.2926, decode.d3.loss_mask: 0.5191, decode.d3.loss_dice: 0.7844, decode.d4.loss_cls: 0.2809, decode.d4.loss_mask: 0.5164, decode.d4.loss_dice: 0.7842, decode.d5.loss_cls: 0.2792, decode.d5.loss_mask: 0.5192, decode.d5.loss_dice: 0.7837, decode.d6.loss_cls: 0.2805, decode.d6.loss_mask: 0.5174, decode.d6.loss_dice: 0.7792, decode.d7.loss_cls: 0.2695, decode.d7.loss_mask: 0.5172, decode.d7.loss_dice: 0.7819, decode.d8.loss_cls: 0.2734, decode.d8.loss_mask: 0.5159, decode.d8.loss_dice: 0.7808, loss: 17.0838, grad_norm: 67.4844 +2023-11-07 02:26:14,270 - mmseg - INFO - Iter [92200/160000] lr: 4.238e-05, eta: 8:59:55, time: 0.501, data_time: 0.059, memory: 39436, decode.loss_cls: 0.2532, decode.loss_mask: 0.4836, decode.loss_dice: 0.7194, decode.d0.loss_cls: 1.2566, decode.d0.loss_mask: 0.5264, decode.d0.loss_dice: 0.8046, decode.d1.loss_cls: 0.3381, decode.d1.loss_mask: 0.5038, decode.d1.loss_dice: 0.7673, decode.d2.loss_cls: 0.2973, decode.d2.loss_mask: 0.4925, decode.d2.loss_dice: 0.7474, decode.d3.loss_cls: 0.2790, decode.d3.loss_mask: 0.4879, decode.d3.loss_dice: 0.7309, decode.d4.loss_cls: 0.2669, decode.d4.loss_mask: 0.4862, decode.d4.loss_dice: 0.7320, decode.d5.loss_cls: 0.2597, decode.d5.loss_mask: 0.4866, decode.d5.loss_dice: 0.7288, decode.d6.loss_cls: 0.2618, decode.d6.loss_mask: 0.4860, decode.d6.loss_dice: 0.7216, decode.d7.loss_cls: 0.2573, decode.d7.loss_mask: 0.4853, decode.d7.loss_dice: 0.7229, decode.d8.loss_cls: 0.2572, decode.d8.loss_mask: 0.4830, decode.d8.loss_dice: 0.7211, loss: 16.0445, grad_norm: 69.2766 +2023-11-07 02:26:37,091 - mmseg - INFO - Iter [92250/160000] lr: 4.234e-05, eta: 8:59:31, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2494, decode.loss_mask: 0.4857, decode.loss_dice: 0.7412, decode.d0.loss_cls: 1.2857, decode.d0.loss_mask: 0.5225, decode.d0.loss_dice: 0.8241, decode.d1.loss_cls: 0.3497, decode.d1.loss_mask: 0.5059, decode.d1.loss_dice: 0.7917, decode.d2.loss_cls: 0.2965, decode.d2.loss_mask: 0.4924, decode.d2.loss_dice: 0.7597, decode.d3.loss_cls: 0.2703, decode.d3.loss_mask: 0.4898, decode.d3.loss_dice: 0.7470, decode.d4.loss_cls: 0.2661, decode.d4.loss_mask: 0.4877, decode.d4.loss_dice: 0.7471, decode.d5.loss_cls: 0.2595, decode.d5.loss_mask: 0.4879, decode.d5.loss_dice: 0.7487, decode.d6.loss_cls: 0.2594, decode.d6.loss_mask: 0.4880, decode.d6.loss_dice: 0.7391, decode.d7.loss_cls: 0.2524, decode.d7.loss_mask: 0.4869, decode.d7.loss_dice: 0.7410, decode.d8.loss_cls: 0.2498, decode.d8.loss_mask: 0.4850, decode.d8.loss_dice: 0.7411, loss: 16.2516, grad_norm: 63.5245 +2023-11-07 02:26:59,759 - mmseg - INFO - Iter [92300/160000] lr: 4.231e-05, eta: 8:59:06, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2468, decode.loss_mask: 0.4884, decode.loss_dice: 0.7399, decode.d0.loss_cls: 1.2542, decode.d0.loss_mask: 0.5302, decode.d0.loss_dice: 0.8129, decode.d1.loss_cls: 0.3343, decode.d1.loss_mask: 0.5051, decode.d1.loss_dice: 0.7833, decode.d2.loss_cls: 0.2922, decode.d2.loss_mask: 0.4942, decode.d2.loss_dice: 0.7568, decode.d3.loss_cls: 0.2782, decode.d3.loss_mask: 0.4926, decode.d3.loss_dice: 0.7392, decode.d4.loss_cls: 0.2607, decode.d4.loss_mask: 0.4923, decode.d4.loss_dice: 0.7402, decode.d5.loss_cls: 0.2528, decode.d5.loss_mask: 0.4925, decode.d5.loss_dice: 0.7406, decode.d6.loss_cls: 0.2512, decode.d6.loss_mask: 0.4910, decode.d6.loss_dice: 0.7429, decode.d7.loss_cls: 0.2473, decode.d7.loss_mask: 0.4889, decode.d7.loss_dice: 0.7410, decode.d8.loss_cls: 0.2444, decode.d8.loss_mask: 0.4876, decode.d8.loss_dice: 0.7370, loss: 16.1585, grad_norm: 61.7736 +2023-11-07 02:27:22,494 - mmseg - INFO - Iter [92350/160000] lr: 4.228e-05, eta: 8:58:41, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2580, decode.loss_mask: 0.5036, decode.loss_dice: 0.7393, decode.d0.loss_cls: 1.2550, decode.d0.loss_mask: 0.5469, decode.d0.loss_dice: 0.8286, decode.d1.loss_cls: 0.3494, decode.d1.loss_mask: 0.5231, decode.d1.loss_dice: 0.7926, decode.d2.loss_cls: 0.3008, decode.d2.loss_mask: 0.5139, decode.d2.loss_dice: 0.7675, decode.d3.loss_cls: 0.2812, decode.d3.loss_mask: 0.5066, decode.d3.loss_dice: 0.7478, decode.d4.loss_cls: 0.2693, decode.d4.loss_mask: 0.5048, decode.d4.loss_dice: 0.7498, decode.d5.loss_cls: 0.2650, decode.d5.loss_mask: 0.5048, decode.d5.loss_dice: 0.7496, decode.d6.loss_cls: 0.2613, decode.d6.loss_mask: 0.5047, decode.d6.loss_dice: 0.7442, decode.d7.loss_cls: 0.2574, decode.d7.loss_mask: 0.5031, decode.d7.loss_dice: 0.7454, decode.d8.loss_cls: 0.2558, decode.d8.loss_mask: 0.5033, decode.d8.loss_dice: 0.7438, loss: 16.4767, grad_norm: 67.8015 +2023-11-07 02:27:45,185 - mmseg - INFO - Iter [92400/160000] lr: 4.225e-05, eta: 8:58:16, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2501, decode.loss_mask: 0.5036, decode.loss_dice: 0.7438, decode.d0.loss_cls: 1.2632, decode.d0.loss_mask: 0.5445, decode.d0.loss_dice: 0.8309, decode.d1.loss_cls: 0.3439, decode.d1.loss_mask: 0.5269, decode.d1.loss_dice: 0.7888, decode.d2.loss_cls: 0.2945, decode.d2.loss_mask: 0.5119, decode.d2.loss_dice: 0.7638, decode.d3.loss_cls: 0.2766, decode.d3.loss_mask: 0.5026, decode.d3.loss_dice: 0.7483, decode.d4.loss_cls: 0.2675, decode.d4.loss_mask: 0.5021, decode.d4.loss_dice: 0.7511, decode.d5.loss_cls: 0.2655, decode.d5.loss_mask: 0.5024, decode.d5.loss_dice: 0.7496, decode.d6.loss_cls: 0.2618, decode.d6.loss_mask: 0.5034, decode.d6.loss_dice: 0.7470, decode.d7.loss_cls: 0.2577, decode.d7.loss_mask: 0.5029, decode.d7.loss_dice: 0.7458, decode.d8.loss_cls: 0.2463, decode.d8.loss_mask: 0.5053, decode.d8.loss_dice: 0.7469, loss: 16.4488, grad_norm: 65.9534 +2023-11-07 02:28:07,924 - mmseg - INFO - Iter [92450/160000] lr: 4.222e-05, eta: 8:57:52, time: 0.455, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2494, decode.loss_mask: 0.5021, decode.loss_dice: 0.7669, decode.d0.loss_cls: 1.2563, decode.d0.loss_mask: 0.5389, decode.d0.loss_dice: 0.8439, decode.d1.loss_cls: 0.3343, decode.d1.loss_mask: 0.5232, decode.d1.loss_dice: 0.8086, decode.d2.loss_cls: 0.2886, decode.d2.loss_mask: 0.5090, decode.d2.loss_dice: 0.7900, decode.d3.loss_cls: 0.2727, decode.d3.loss_mask: 0.5069, decode.d3.loss_dice: 0.7787, decode.d4.loss_cls: 0.2649, decode.d4.loss_mask: 0.5067, decode.d4.loss_dice: 0.7724, decode.d5.loss_cls: 0.2590, decode.d5.loss_mask: 0.5031, decode.d5.loss_dice: 0.7699, decode.d6.loss_cls: 0.2578, decode.d6.loss_mask: 0.5015, decode.d6.loss_dice: 0.7686, decode.d7.loss_cls: 0.2524, decode.d7.loss_mask: 0.5023, decode.d7.loss_dice: 0.7666, decode.d8.loss_cls: 0.2504, decode.d8.loss_mask: 0.5024, decode.d8.loss_dice: 0.7674, loss: 16.6149, grad_norm: 68.3182 +2023-11-07 02:28:30,593 - mmseg - INFO - Iter [92500/160000] lr: 4.219e-05, eta: 8:57:27, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2412, decode.loss_mask: 0.4888, decode.loss_dice: 0.7183, decode.d0.loss_cls: 1.2448, decode.d0.loss_mask: 0.5267, decode.d0.loss_dice: 0.8019, decode.d1.loss_cls: 0.3378, decode.d1.loss_mask: 0.5114, decode.d1.loss_dice: 0.7599, decode.d2.loss_cls: 0.2899, decode.d2.loss_mask: 0.4937, decode.d2.loss_dice: 0.7334, decode.d3.loss_cls: 0.2709, decode.d3.loss_mask: 0.4932, decode.d3.loss_dice: 0.7250, decode.d4.loss_cls: 0.2567, decode.d4.loss_mask: 0.4931, decode.d4.loss_dice: 0.7266, decode.d5.loss_cls: 0.2515, decode.d5.loss_mask: 0.4907, decode.d5.loss_dice: 0.7221, decode.d6.loss_cls: 0.2472, decode.d6.loss_mask: 0.4899, decode.d6.loss_dice: 0.7185, decode.d7.loss_cls: 0.2445, decode.d7.loss_mask: 0.4880, decode.d7.loss_dice: 0.7182, decode.d8.loss_cls: 0.2398, decode.d8.loss_mask: 0.4887, decode.d8.loss_dice: 0.7203, loss: 15.9326, grad_norm: 59.9144 +2023-11-07 02:28:53,219 - mmseg - INFO - Iter [92550/160000] lr: 4.216e-05, eta: 8:57:02, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2704, decode.loss_mask: 0.5081, decode.loss_dice: 0.7511, decode.d0.loss_cls: 1.2772, decode.d0.loss_mask: 0.5462, decode.d0.loss_dice: 0.8406, decode.d1.loss_cls: 0.3547, decode.d1.loss_mask: 0.5300, decode.d1.loss_dice: 0.7978, decode.d2.loss_cls: 0.3162, decode.d2.loss_mask: 0.5155, decode.d2.loss_dice: 0.7734, decode.d3.loss_cls: 0.2909, decode.d3.loss_mask: 0.5114, decode.d3.loss_dice: 0.7590, decode.d4.loss_cls: 0.2778, decode.d4.loss_mask: 0.5109, decode.d4.loss_dice: 0.7567, decode.d5.loss_cls: 0.2746, decode.d5.loss_mask: 0.5081, decode.d5.loss_dice: 0.7567, decode.d6.loss_cls: 0.2745, decode.d6.loss_mask: 0.5081, decode.d6.loss_dice: 0.7565, decode.d7.loss_cls: 0.2697, decode.d7.loss_mask: 0.5088, decode.d7.loss_dice: 0.7500, decode.d8.loss_cls: 0.2620, decode.d8.loss_mask: 0.5083, decode.d8.loss_dice: 0.7534, loss: 16.7186, grad_norm: 69.0725 +2023-11-07 02:29:15,936 - mmseg - INFO - Iter [92600/160000] lr: 4.213e-05, eta: 8:56:37, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2513, decode.loss_mask: 0.4890, decode.loss_dice: 0.7397, decode.d0.loss_cls: 1.2672, decode.d0.loss_mask: 0.5273, decode.d0.loss_dice: 0.8167, decode.d1.loss_cls: 0.3487, decode.d1.loss_mask: 0.5063, decode.d1.loss_dice: 0.7854, decode.d2.loss_cls: 0.2981, decode.d2.loss_mask: 0.4978, decode.d2.loss_dice: 0.7603, decode.d3.loss_cls: 0.2748, decode.d3.loss_mask: 0.4941, decode.d3.loss_dice: 0.7473, decode.d4.loss_cls: 0.2687, decode.d4.loss_mask: 0.4929, decode.d4.loss_dice: 0.7453, decode.d5.loss_cls: 0.2653, decode.d5.loss_mask: 0.4947, decode.d5.loss_dice: 0.7415, decode.d6.loss_cls: 0.2552, decode.d6.loss_mask: 0.4935, decode.d6.loss_dice: 0.7404, decode.d7.loss_cls: 0.2521, decode.d7.loss_mask: 0.4910, decode.d7.loss_dice: 0.7414, decode.d8.loss_cls: 0.2518, decode.d8.loss_mask: 0.4905, decode.d8.loss_dice: 0.7422, loss: 16.2705, grad_norm: 64.0952 +2023-11-07 02:29:38,678 - mmseg - INFO - Iter [92650/160000] lr: 4.209e-05, eta: 8:56:13, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2481, decode.loss_mask: 0.5031, decode.loss_dice: 0.7444, decode.d0.loss_cls: 1.2463, decode.d0.loss_mask: 0.5456, decode.d0.loss_dice: 0.8193, decode.d1.loss_cls: 0.3358, decode.d1.loss_mask: 0.5218, decode.d1.loss_dice: 0.7878, decode.d2.loss_cls: 0.3013, decode.d2.loss_mask: 0.5122, decode.d2.loss_dice: 0.7657, decode.d3.loss_cls: 0.2739, decode.d3.loss_mask: 0.5064, decode.d3.loss_dice: 0.7515, decode.d4.loss_cls: 0.2653, decode.d4.loss_mask: 0.5029, decode.d4.loss_dice: 0.7520, decode.d5.loss_cls: 0.2592, decode.d5.loss_mask: 0.5019, decode.d5.loss_dice: 0.7473, decode.d6.loss_cls: 0.2597, decode.d6.loss_mask: 0.5019, decode.d6.loss_dice: 0.7480, decode.d7.loss_cls: 0.2504, decode.d7.loss_mask: 0.5029, decode.d7.loss_dice: 0.7462, decode.d8.loss_cls: 0.2536, decode.d8.loss_mask: 0.5036, decode.d8.loss_dice: 0.7454, loss: 16.4034, grad_norm: 66.0561 +2023-11-07 02:30:01,371 - mmseg - INFO - Iter [92700/160000] lr: 4.206e-05, eta: 8:55:48, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2613, decode.loss_mask: 0.4934, decode.loss_dice: 0.7419, decode.d0.loss_cls: 1.2638, decode.d0.loss_mask: 0.5374, decode.d0.loss_dice: 0.8361, decode.d1.loss_cls: 0.3471, decode.d1.loss_mask: 0.5142, decode.d1.loss_dice: 0.7950, decode.d2.loss_cls: 0.3084, decode.d2.loss_mask: 0.5029, decode.d2.loss_dice: 0.7694, decode.d3.loss_cls: 0.2885, decode.d3.loss_mask: 0.4982, decode.d3.loss_dice: 0.7521, decode.d4.loss_cls: 0.2742, decode.d4.loss_mask: 0.4967, decode.d4.loss_dice: 0.7502, decode.d5.loss_cls: 0.2707, decode.d5.loss_mask: 0.4958, decode.d5.loss_dice: 0.7474, decode.d6.loss_cls: 0.2723, decode.d6.loss_mask: 0.4935, decode.d6.loss_dice: 0.7380, decode.d7.loss_cls: 0.2590, decode.d7.loss_mask: 0.4964, decode.d7.loss_dice: 0.7413, decode.d8.loss_cls: 0.2616, decode.d8.loss_mask: 0.4960, decode.d8.loss_dice: 0.7448, loss: 16.4476, grad_norm: 65.2654 +2023-11-07 02:30:24,154 - mmseg - INFO - Iter [92750/160000] lr: 4.203e-05, eta: 8:55:23, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2422, decode.loss_mask: 0.5149, decode.loss_dice: 0.7610, decode.d0.loss_cls: 1.2409, decode.d0.loss_mask: 0.5509, decode.d0.loss_dice: 0.8299, decode.d1.loss_cls: 0.3243, decode.d1.loss_mask: 0.5334, decode.d1.loss_dice: 0.8006, decode.d2.loss_cls: 0.2831, decode.d2.loss_mask: 0.5230, decode.d2.loss_dice: 0.7804, decode.d3.loss_cls: 0.2721, decode.d3.loss_mask: 0.5163, decode.d3.loss_dice: 0.7678, decode.d4.loss_cls: 0.2593, decode.d4.loss_mask: 0.5164, decode.d4.loss_dice: 0.7659, decode.d5.loss_cls: 0.2553, decode.d5.loss_mask: 0.5193, decode.d5.loss_dice: 0.7656, decode.d6.loss_cls: 0.2480, decode.d6.loss_mask: 0.5170, decode.d6.loss_dice: 0.7628, decode.d7.loss_cls: 0.2433, decode.d7.loss_mask: 0.5179, decode.d7.loss_dice: 0.7585, decode.d8.loss_cls: 0.2425, decode.d8.loss_mask: 0.5184, decode.d8.loss_dice: 0.7591, loss: 16.5902, grad_norm: 62.8437 +2023-11-07 02:30:46,804 - mmseg - INFO - Iter [92800/160000] lr: 4.200e-05, eta: 8:54:58, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2559, decode.loss_mask: 0.5042, decode.loss_dice: 0.7382, decode.d0.loss_cls: 1.2431, decode.d0.loss_mask: 0.5452, decode.d0.loss_dice: 0.8203, decode.d1.loss_cls: 0.3488, decode.d1.loss_mask: 0.5288, decode.d1.loss_dice: 0.7927, decode.d2.loss_cls: 0.2965, decode.d2.loss_mask: 0.5195, decode.d2.loss_dice: 0.7711, decode.d3.loss_cls: 0.2837, decode.d3.loss_mask: 0.5130, decode.d3.loss_dice: 0.7452, decode.d4.loss_cls: 0.2709, decode.d4.loss_mask: 0.5119, decode.d4.loss_dice: 0.7500, decode.d5.loss_cls: 0.2619, decode.d5.loss_mask: 0.5098, decode.d5.loss_dice: 0.7477, decode.d6.loss_cls: 0.2637, decode.d6.loss_mask: 0.5051, decode.d6.loss_dice: 0.7388, decode.d7.loss_cls: 0.2543, decode.d7.loss_mask: 0.5076, decode.d7.loss_dice: 0.7435, decode.d8.loss_cls: 0.2567, decode.d8.loss_mask: 0.5057, decode.d8.loss_dice: 0.7419, loss: 16.4759, grad_norm: 65.3958 +2023-11-07 02:31:09,617 - mmseg - INFO - Iter [92850/160000] lr: 4.197e-05, eta: 8:54:34, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2619, decode.loss_mask: 0.4891, decode.loss_dice: 0.7379, decode.d0.loss_cls: 1.2650, decode.d0.loss_mask: 0.5260, decode.d0.loss_dice: 0.8186, decode.d1.loss_cls: 0.3631, decode.d1.loss_mask: 0.5019, decode.d1.loss_dice: 0.7779, decode.d2.loss_cls: 0.3038, decode.d2.loss_mask: 0.4989, decode.d2.loss_dice: 0.7579, decode.d3.loss_cls: 0.2889, decode.d3.loss_mask: 0.4913, decode.d3.loss_dice: 0.7446, decode.d4.loss_cls: 0.2835, decode.d4.loss_mask: 0.4886, decode.d4.loss_dice: 0.7389, decode.d5.loss_cls: 0.2767, decode.d5.loss_mask: 0.4892, decode.d5.loss_dice: 0.7405, decode.d6.loss_cls: 0.2728, decode.d6.loss_mask: 0.4891, decode.d6.loss_dice: 0.7357, decode.d7.loss_cls: 0.2704, decode.d7.loss_mask: 0.4899, decode.d7.loss_dice: 0.7353, decode.d8.loss_cls: 0.2661, decode.d8.loss_mask: 0.4882, decode.d8.loss_dice: 0.7349, loss: 16.3266, grad_norm: 61.5931 +2023-11-07 02:31:32,313 - mmseg - INFO - Iter [92900/160000] lr: 4.194e-05, eta: 8:54:09, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2610, decode.loss_mask: 0.4846, decode.loss_dice: 0.7563, decode.d0.loss_cls: 1.2753, decode.d0.loss_mask: 0.5229, decode.d0.loss_dice: 0.8384, decode.d1.loss_cls: 0.3527, decode.d1.loss_mask: 0.5004, decode.d1.loss_dice: 0.8084, decode.d2.loss_cls: 0.3016, decode.d2.loss_mask: 0.4929, decode.d2.loss_dice: 0.7795, decode.d3.loss_cls: 0.2876, decode.d3.loss_mask: 0.4870, decode.d3.loss_dice: 0.7660, decode.d4.loss_cls: 0.2709, decode.d4.loss_mask: 0.4875, decode.d4.loss_dice: 0.7630, decode.d5.loss_cls: 0.2702, decode.d5.loss_mask: 0.4872, decode.d5.loss_dice: 0.7604, decode.d6.loss_cls: 0.2645, decode.d6.loss_mask: 0.4861, decode.d6.loss_dice: 0.7537, decode.d7.loss_cls: 0.2593, decode.d7.loss_mask: 0.4851, decode.d7.loss_dice: 0.7585, decode.d8.loss_cls: 0.2593, decode.d8.loss_mask: 0.4857, decode.d8.loss_dice: 0.7580, loss: 16.4639, grad_norm: 58.1310 +2023-11-07 02:31:55,032 - mmseg - INFO - Iter [92950/160000] lr: 4.191e-05, eta: 8:53:44, time: 0.454, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2711, decode.loss_mask: 0.4929, decode.loss_dice: 0.7742, decode.d0.loss_cls: 1.2789, decode.d0.loss_mask: 0.5272, decode.d0.loss_dice: 0.8602, decode.d1.loss_cls: 0.3699, decode.d1.loss_mask: 0.5088, decode.d1.loss_dice: 0.8180, decode.d2.loss_cls: 0.3177, decode.d2.loss_mask: 0.5009, decode.d2.loss_dice: 0.7993, decode.d3.loss_cls: 0.2983, decode.d3.loss_mask: 0.4968, decode.d3.loss_dice: 0.7845, decode.d4.loss_cls: 0.2819, decode.d4.loss_mask: 0.4923, decode.d4.loss_dice: 0.7850, decode.d5.loss_cls: 0.2827, decode.d5.loss_mask: 0.4931, decode.d5.loss_dice: 0.7796, decode.d6.loss_cls: 0.2766, decode.d6.loss_mask: 0.4942, decode.d6.loss_dice: 0.7804, decode.d7.loss_cls: 0.2782, decode.d7.loss_mask: 0.4917, decode.d7.loss_dice: 0.7745, decode.d8.loss_cls: 0.2746, decode.d8.loss_mask: 0.4928, decode.d8.loss_dice: 0.7760, loss: 16.8525, grad_norm: 65.1456 +2023-11-07 02:32:17,626 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 02:32:17,626 - mmseg - INFO - Iter [93000/160000] lr: 4.188e-05, eta: 8:53:19, time: 0.452, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2530, decode.loss_mask: 0.4911, decode.loss_dice: 0.7394, decode.d0.loss_cls: 1.2484, decode.d0.loss_mask: 0.5340, decode.d0.loss_dice: 0.8260, decode.d1.loss_cls: 0.3445, decode.d1.loss_mask: 0.5144, decode.d1.loss_dice: 0.7904, decode.d2.loss_cls: 0.2980, decode.d2.loss_mask: 0.5022, decode.d2.loss_dice: 0.7701, decode.d3.loss_cls: 0.2739, decode.d3.loss_mask: 0.4965, decode.d3.loss_dice: 0.7507, decode.d4.loss_cls: 0.2675, decode.d4.loss_mask: 0.4932, decode.d4.loss_dice: 0.7470, decode.d5.loss_cls: 0.2611, decode.d5.loss_mask: 0.4909, decode.d5.loss_dice: 0.7457, decode.d6.loss_cls: 0.2553, decode.d6.loss_mask: 0.4925, decode.d6.loss_dice: 0.7405, decode.d7.loss_cls: 0.2521, decode.d7.loss_mask: 0.4918, decode.d7.loss_dice: 0.7458, decode.d8.loss_cls: 0.2517, decode.d8.loss_mask: 0.4915, decode.d8.loss_dice: 0.7434, loss: 16.3025, grad_norm: 57.6492 +2023-11-07 02:32:40,585 - mmseg - INFO - Iter [93050/160000] lr: 4.184e-05, eta: 8:52:55, time: 0.459, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2614, decode.loss_mask: 0.4948, decode.loss_dice: 0.7438, decode.d0.loss_cls: 1.2758, decode.d0.loss_mask: 0.5306, decode.d0.loss_dice: 0.8249, decode.d1.loss_cls: 0.3553, decode.d1.loss_mask: 0.5115, decode.d1.loss_dice: 0.7891, decode.d2.loss_cls: 0.3057, decode.d2.loss_mask: 0.5024, decode.d2.loss_dice: 0.7671, decode.d3.loss_cls: 0.2877, decode.d3.loss_mask: 0.4971, decode.d3.loss_dice: 0.7482, decode.d4.loss_cls: 0.2756, decode.d4.loss_mask: 0.4979, decode.d4.loss_dice: 0.7478, decode.d5.loss_cls: 0.2688, decode.d5.loss_mask: 0.4990, decode.d5.loss_dice: 0.7443, decode.d6.loss_cls: 0.2650, decode.d6.loss_mask: 0.4972, decode.d6.loss_dice: 0.7442, decode.d7.loss_cls: 0.2611, decode.d7.loss_mask: 0.4956, decode.d7.loss_dice: 0.7443, decode.d8.loss_cls: 0.2560, decode.d8.loss_mask: 0.4967, decode.d8.loss_dice: 0.7481, loss: 16.4369, grad_norm: 69.4268 +2023-11-07 02:33:03,197 - mmseg - INFO - Iter [93100/160000] lr: 4.181e-05, eta: 8:52:30, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2405, decode.loss_mask: 0.5160, decode.loss_dice: 0.7475, decode.d0.loss_cls: 1.2347, decode.d0.loss_mask: 0.5530, decode.d0.loss_dice: 0.8245, decode.d1.loss_cls: 0.3333, decode.d1.loss_mask: 0.5309, decode.d1.loss_dice: 0.7947, decode.d2.loss_cls: 0.2851, decode.d2.loss_mask: 0.5243, decode.d2.loss_dice: 0.7715, decode.d3.loss_cls: 0.2677, decode.d3.loss_mask: 0.5200, decode.d3.loss_dice: 0.7547, decode.d4.loss_cls: 0.2573, decode.d4.loss_mask: 0.5193, decode.d4.loss_dice: 0.7544, decode.d5.loss_cls: 0.2500, decode.d5.loss_mask: 0.5194, decode.d5.loss_dice: 0.7482, decode.d6.loss_cls: 0.2458, decode.d6.loss_mask: 0.5172, decode.d6.loss_dice: 0.7489, decode.d7.loss_cls: 0.2446, decode.d7.loss_mask: 0.5173, decode.d7.loss_dice: 0.7469, decode.d8.loss_cls: 0.2406, decode.d8.loss_mask: 0.5163, decode.d8.loss_dice: 0.7447, loss: 16.4693, grad_norm: 69.1023 +2023-11-07 02:33:25,963 - mmseg - INFO - Iter [93150/160000] lr: 4.178e-05, eta: 8:52:05, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2603, decode.loss_mask: 0.4911, decode.loss_dice: 0.7459, decode.d0.loss_cls: 1.2783, decode.d0.loss_mask: 0.5324, decode.d0.loss_dice: 0.8239, decode.d1.loss_cls: 0.3598, decode.d1.loss_mask: 0.5165, decode.d1.loss_dice: 0.7907, decode.d2.loss_cls: 0.3105, decode.d2.loss_mask: 0.5028, decode.d2.loss_dice: 0.7669, decode.d3.loss_cls: 0.2904, decode.d3.loss_mask: 0.4940, decode.d3.loss_dice: 0.7483, decode.d4.loss_cls: 0.2763, decode.d4.loss_mask: 0.4953, decode.d4.loss_dice: 0.7496, decode.d5.loss_cls: 0.2725, decode.d5.loss_mask: 0.4940, decode.d5.loss_dice: 0.7460, decode.d6.loss_cls: 0.2712, decode.d6.loss_mask: 0.4946, decode.d6.loss_dice: 0.7422, decode.d7.loss_cls: 0.2667, decode.d7.loss_mask: 0.4918, decode.d7.loss_dice: 0.7443, decode.d8.loss_cls: 0.2627, decode.d8.loss_mask: 0.4913, decode.d8.loss_dice: 0.7428, loss: 16.4532, grad_norm: 66.2006 +2023-11-07 02:33:48,629 - mmseg - INFO - Iter [93200/160000] lr: 4.175e-05, eta: 8:51:41, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2465, decode.loss_mask: 0.4818, decode.loss_dice: 0.7340, decode.d0.loss_cls: 1.2524, decode.d0.loss_mask: 0.5177, decode.d0.loss_dice: 0.8248, decode.d1.loss_cls: 0.3399, decode.d1.loss_mask: 0.5014, decode.d1.loss_dice: 0.7831, decode.d2.loss_cls: 0.2929, decode.d2.loss_mask: 0.4897, decode.d2.loss_dice: 0.7623, decode.d3.loss_cls: 0.2793, decode.d3.loss_mask: 0.4838, decode.d3.loss_dice: 0.7424, decode.d4.loss_cls: 0.2663, decode.d4.loss_mask: 0.4819, decode.d4.loss_dice: 0.7406, decode.d5.loss_cls: 0.2614, decode.d5.loss_mask: 0.4840, decode.d5.loss_dice: 0.7376, decode.d6.loss_cls: 0.2536, decode.d6.loss_mask: 0.4813, decode.d6.loss_dice: 0.7409, decode.d7.loss_cls: 0.2523, decode.d7.loss_mask: 0.4830, decode.d7.loss_dice: 0.7359, decode.d8.loss_cls: 0.2463, decode.d8.loss_mask: 0.4832, decode.d8.loss_dice: 0.7355, loss: 16.1161, grad_norm: 57.2752 +2023-11-07 02:34:11,288 - mmseg - INFO - Iter [93250/160000] lr: 4.172e-05, eta: 8:51:16, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2451, decode.loss_mask: 0.4838, decode.loss_dice: 0.7447, decode.d0.loss_cls: 1.2464, decode.d0.loss_mask: 0.5209, decode.d0.loss_dice: 0.8294, decode.d1.loss_cls: 0.3429, decode.d1.loss_mask: 0.5051, decode.d1.loss_dice: 0.7950, decode.d2.loss_cls: 0.2917, decode.d2.loss_mask: 0.4946, decode.d2.loss_dice: 0.7691, decode.d3.loss_cls: 0.2696, decode.d3.loss_mask: 0.4882, decode.d3.loss_dice: 0.7500, decode.d4.loss_cls: 0.2592, decode.d4.loss_mask: 0.4875, decode.d4.loss_dice: 0.7483, decode.d5.loss_cls: 0.2469, decode.d5.loss_mask: 0.4864, decode.d5.loss_dice: 0.7520, decode.d6.loss_cls: 0.2534, decode.d6.loss_mask: 0.4839, decode.d6.loss_dice: 0.7432, decode.d7.loss_cls: 0.2487, decode.d7.loss_mask: 0.4840, decode.d7.loss_dice: 0.7446, decode.d8.loss_cls: 0.2445, decode.d8.loss_mask: 0.4827, decode.d8.loss_dice: 0.7471, loss: 16.1890, grad_norm: 69.5658 +2023-11-07 02:34:34,001 - mmseg - INFO - Iter [93300/160000] lr: 4.169e-05, eta: 8:50:51, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2414, decode.loss_mask: 0.4919, decode.loss_dice: 0.7419, decode.d0.loss_cls: 1.2170, decode.d0.loss_mask: 0.5256, decode.d0.loss_dice: 0.8236, decode.d1.loss_cls: 0.3369, decode.d1.loss_mask: 0.5078, decode.d1.loss_dice: 0.7939, decode.d2.loss_cls: 0.2895, decode.d2.loss_mask: 0.5008, decode.d2.loss_dice: 0.7689, decode.d3.loss_cls: 0.2742, decode.d3.loss_mask: 0.4928, decode.d3.loss_dice: 0.7469, decode.d4.loss_cls: 0.2616, decode.d4.loss_mask: 0.4943, decode.d4.loss_dice: 0.7442, decode.d5.loss_cls: 0.2553, decode.d5.loss_mask: 0.4933, decode.d5.loss_dice: 0.7404, decode.d6.loss_cls: 0.2550, decode.d6.loss_mask: 0.4932, decode.d6.loss_dice: 0.7424, decode.d7.loss_cls: 0.2489, decode.d7.loss_mask: 0.4955, decode.d7.loss_dice: 0.7429, decode.d8.loss_cls: 0.2438, decode.d8.loss_mask: 0.4927, decode.d8.loss_dice: 0.7420, loss: 16.1990, grad_norm: 65.0466 +2023-11-07 02:34:56,590 - mmseg - INFO - Iter [93350/160000] lr: 4.166e-05, eta: 8:50:26, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2603, decode.loss_mask: 0.5219, decode.loss_dice: 0.7625, decode.d0.loss_cls: 1.2420, decode.d0.loss_mask: 0.5632, decode.d0.loss_dice: 0.8399, decode.d1.loss_cls: 0.3497, decode.d1.loss_mask: 0.5382, decode.d1.loss_dice: 0.8025, decode.d2.loss_cls: 0.3022, decode.d2.loss_mask: 0.5319, decode.d2.loss_dice: 0.7813, decode.d3.loss_cls: 0.2842, decode.d3.loss_mask: 0.5261, decode.d3.loss_dice: 0.7654, decode.d4.loss_cls: 0.2729, decode.d4.loss_mask: 0.5249, decode.d4.loss_dice: 0.7620, decode.d5.loss_cls: 0.2661, decode.d5.loss_mask: 0.5237, decode.d5.loss_dice: 0.7684, decode.d6.loss_cls: 0.2637, decode.d6.loss_mask: 0.5201, decode.d6.loss_dice: 0.7650, decode.d7.loss_cls: 0.2563, decode.d7.loss_mask: 0.5192, decode.d7.loss_dice: 0.7629, decode.d8.loss_cls: 0.2584, decode.d8.loss_mask: 0.5206, decode.d8.loss_dice: 0.7646, loss: 16.8203, grad_norm: 72.2514 +2023-11-07 02:35:19,606 - mmseg - INFO - Iter [93400/160000] lr: 4.163e-05, eta: 8:50:02, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2650, decode.loss_mask: 0.5108, decode.loss_dice: 0.7575, decode.d0.loss_cls: 1.2943, decode.d0.loss_mask: 0.5554, decode.d0.loss_dice: 0.8373, decode.d1.loss_cls: 0.3581, decode.d1.loss_mask: 0.5284, decode.d1.loss_dice: 0.8053, decode.d2.loss_cls: 0.3129, decode.d2.loss_mask: 0.5209, decode.d2.loss_dice: 0.7837, decode.d3.loss_cls: 0.2878, decode.d3.loss_mask: 0.5167, decode.d3.loss_dice: 0.7695, decode.d4.loss_cls: 0.2752, decode.d4.loss_mask: 0.5132, decode.d4.loss_dice: 0.7659, decode.d5.loss_cls: 0.2768, decode.d5.loss_mask: 0.5127, decode.d5.loss_dice: 0.7624, decode.d6.loss_cls: 0.2708, decode.d6.loss_mask: 0.5130, decode.d6.loss_dice: 0.7557, decode.d7.loss_cls: 0.2655, decode.d7.loss_mask: 0.5090, decode.d7.loss_dice: 0.7612, decode.d8.loss_cls: 0.2688, decode.d8.loss_mask: 0.5107, decode.d8.loss_dice: 0.7567, loss: 16.8211, grad_norm: 63.4193 +2023-11-07 02:35:42,415 - mmseg - INFO - Iter [93450/160000] lr: 4.159e-05, eta: 8:49:37, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2559, decode.loss_mask: 0.5111, decode.loss_dice: 0.7353, decode.d0.loss_cls: 1.2400, decode.d0.loss_mask: 0.5505, decode.d0.loss_dice: 0.8188, decode.d1.loss_cls: 0.3467, decode.d1.loss_mask: 0.5288, decode.d1.loss_dice: 0.7838, decode.d2.loss_cls: 0.3038, decode.d2.loss_mask: 0.5200, decode.d2.loss_dice: 0.7589, decode.d3.loss_cls: 0.2861, decode.d3.loss_mask: 0.5132, decode.d3.loss_dice: 0.7393, decode.d4.loss_cls: 0.2682, decode.d4.loss_mask: 0.5155, decode.d4.loss_dice: 0.7417, decode.d5.loss_cls: 0.2625, decode.d5.loss_mask: 0.5117, decode.d5.loss_dice: 0.7413, decode.d6.loss_cls: 0.2632, decode.d6.loss_mask: 0.5116, decode.d6.loss_dice: 0.7353, decode.d7.loss_cls: 0.2649, decode.d7.loss_mask: 0.5112, decode.d7.loss_dice: 0.7364, decode.d8.loss_cls: 0.2570, decode.d8.loss_mask: 0.5100, decode.d8.loss_dice: 0.7372, loss: 16.4601, grad_norm: 68.4302 +2023-11-07 02:36:07,298 - mmseg - INFO - Iter [93500/160000] lr: 4.156e-05, eta: 8:49:14, time: 0.498, data_time: 0.058, memory: 39436, decode.loss_cls: 0.2520, decode.loss_mask: 0.4937, decode.loss_dice: 0.7444, decode.d0.loss_cls: 1.2659, decode.d0.loss_mask: 0.5328, decode.d0.loss_dice: 0.8250, decode.d1.loss_cls: 0.3411, decode.d1.loss_mask: 0.5125, decode.d1.loss_dice: 0.7905, decode.d2.loss_cls: 0.2991, decode.d2.loss_mask: 0.5013, decode.d2.loss_dice: 0.7702, decode.d3.loss_cls: 0.2783, decode.d3.loss_mask: 0.4957, decode.d3.loss_dice: 0.7502, decode.d4.loss_cls: 0.2712, decode.d4.loss_mask: 0.4949, decode.d4.loss_dice: 0.7564, decode.d5.loss_cls: 0.2638, decode.d5.loss_mask: 0.4956, decode.d5.loss_dice: 0.7526, decode.d6.loss_cls: 0.2608, decode.d6.loss_mask: 0.4948, decode.d6.loss_dice: 0.7491, decode.d7.loss_cls: 0.2589, decode.d7.loss_mask: 0.4933, decode.d7.loss_dice: 0.7474, decode.d8.loss_cls: 0.2555, decode.d8.loss_mask: 0.4942, decode.d8.loss_dice: 0.7496, loss: 16.3907, grad_norm: 70.4041 +2023-11-07 02:36:30,052 - mmseg - INFO - Iter [93550/160000] lr: 4.153e-05, eta: 8:48:49, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2409, decode.loss_mask: 0.5033, decode.loss_dice: 0.7652, decode.d0.loss_cls: 1.2209, decode.d0.loss_mask: 0.5397, decode.d0.loss_dice: 0.8272, decode.d1.loss_cls: 0.3384, decode.d1.loss_mask: 0.5194, decode.d1.loss_dice: 0.8055, decode.d2.loss_cls: 0.2987, decode.d2.loss_mask: 0.5079, decode.d2.loss_dice: 0.7842, decode.d3.loss_cls: 0.2770, decode.d3.loss_mask: 0.5060, decode.d3.loss_dice: 0.7669, decode.d4.loss_cls: 0.2655, decode.d4.loss_mask: 0.5042, decode.d4.loss_dice: 0.7663, decode.d5.loss_cls: 0.2562, decode.d5.loss_mask: 0.5030, decode.d5.loss_dice: 0.7658, decode.d6.loss_cls: 0.2528, decode.d6.loss_mask: 0.5039, decode.d6.loss_dice: 0.7658, decode.d7.loss_cls: 0.2462, decode.d7.loss_mask: 0.5028, decode.d7.loss_dice: 0.7655, decode.d8.loss_cls: 0.2538, decode.d8.loss_mask: 0.5026, decode.d8.loss_dice: 0.7645, loss: 16.5201, grad_norm: 63.7836 +2023-11-07 02:36:52,754 - mmseg - INFO - Iter [93600/160000] lr: 4.150e-05, eta: 8:48:25, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2490, decode.loss_mask: 0.4990, decode.loss_dice: 0.7388, decode.d0.loss_cls: 1.2672, decode.d0.loss_mask: 0.5409, decode.d0.loss_dice: 0.8216, decode.d1.loss_cls: 0.3424, decode.d1.loss_mask: 0.5215, decode.d1.loss_dice: 0.7904, decode.d2.loss_cls: 0.2966, decode.d2.loss_mask: 0.5052, decode.d2.loss_dice: 0.7655, decode.d3.loss_cls: 0.2781, decode.d3.loss_mask: 0.5014, decode.d3.loss_dice: 0.7502, decode.d4.loss_cls: 0.2647, decode.d4.loss_mask: 0.5032, decode.d4.loss_dice: 0.7505, decode.d5.loss_cls: 0.2580, decode.d5.loss_mask: 0.5026, decode.d5.loss_dice: 0.7454, decode.d6.loss_cls: 0.2497, decode.d6.loss_mask: 0.5000, decode.d6.loss_dice: 0.7449, decode.d7.loss_cls: 0.2496, decode.d7.loss_mask: 0.4995, decode.d7.loss_dice: 0.7401, decode.d8.loss_cls: 0.2467, decode.d8.loss_mask: 0.4985, decode.d8.loss_dice: 0.7444, loss: 16.3656, grad_norm: 68.4967 +2023-11-07 02:37:15,332 - mmseg - INFO - Iter [93650/160000] lr: 4.147e-05, eta: 8:48:00, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2350, decode.loss_mask: 0.4981, decode.loss_dice: 0.7194, decode.d0.loss_cls: 1.2425, decode.d0.loss_mask: 0.5345, decode.d0.loss_dice: 0.8034, decode.d1.loss_cls: 0.3286, decode.d1.loss_mask: 0.5147, decode.d1.loss_dice: 0.7760, decode.d2.loss_cls: 0.2897, decode.d2.loss_mask: 0.5072, decode.d2.loss_dice: 0.7468, decode.d3.loss_cls: 0.2647, decode.d3.loss_mask: 0.4994, decode.d3.loss_dice: 0.7309, decode.d4.loss_cls: 0.2555, decode.d4.loss_mask: 0.5001, decode.d4.loss_dice: 0.7287, decode.d5.loss_cls: 0.2463, decode.d5.loss_mask: 0.4993, decode.d5.loss_dice: 0.7301, decode.d6.loss_cls: 0.2439, decode.d6.loss_mask: 0.4979, decode.d6.loss_dice: 0.7266, decode.d7.loss_cls: 0.2355, decode.d7.loss_mask: 0.4974, decode.d7.loss_dice: 0.7228, decode.d8.loss_cls: 0.2370, decode.d8.loss_mask: 0.4974, decode.d8.loss_dice: 0.7225, loss: 16.0316, grad_norm: 68.4377 +2023-11-07 02:37:38,007 - mmseg - INFO - Iter [93700/160000] lr: 4.144e-05, eta: 8:47:35, time: 0.453, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2519, decode.loss_mask: 0.4835, decode.loss_dice: 0.7388, decode.d0.loss_cls: 1.2736, decode.d0.loss_mask: 0.5222, decode.d0.loss_dice: 0.8299, decode.d1.loss_cls: 0.3480, decode.d1.loss_mask: 0.5034, decode.d1.loss_dice: 0.7886, decode.d2.loss_cls: 0.3007, decode.d2.loss_mask: 0.4924, decode.d2.loss_dice: 0.7701, decode.d3.loss_cls: 0.2825, decode.d3.loss_mask: 0.4880, decode.d3.loss_dice: 0.7484, decode.d4.loss_cls: 0.2697, decode.d4.loss_mask: 0.4868, decode.d4.loss_dice: 0.7487, decode.d5.loss_cls: 0.2635, decode.d5.loss_mask: 0.4863, decode.d5.loss_dice: 0.7445, decode.d6.loss_cls: 0.2572, decode.d6.loss_mask: 0.4858, decode.d6.loss_dice: 0.7449, decode.d7.loss_cls: 0.2498, decode.d7.loss_mask: 0.4853, decode.d7.loss_dice: 0.7424, decode.d8.loss_cls: 0.2559, decode.d8.loss_mask: 0.4842, decode.d8.loss_dice: 0.7418, loss: 16.2687, grad_norm: 63.4285 +2023-11-07 02:38:00,674 - mmseg - INFO - Iter [93750/160000] lr: 4.141e-05, eta: 8:47:11, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2816, decode.loss_mask: 0.5046, decode.loss_dice: 0.7862, decode.d0.loss_cls: 1.3000, decode.d0.loss_mask: 0.5416, decode.d0.loss_dice: 0.8764, decode.d1.loss_cls: 0.3711, decode.d1.loss_mask: 0.5249, decode.d1.loss_dice: 0.8390, decode.d2.loss_cls: 0.3312, decode.d2.loss_mask: 0.5091, decode.d2.loss_dice: 0.8086, decode.d3.loss_cls: 0.3101, decode.d3.loss_mask: 0.5070, decode.d3.loss_dice: 0.7910, decode.d4.loss_cls: 0.2976, decode.d4.loss_mask: 0.5053, decode.d4.loss_dice: 0.7884, decode.d5.loss_cls: 0.2902, decode.d5.loss_mask: 0.5042, decode.d5.loss_dice: 0.7873, decode.d6.loss_cls: 0.2907, decode.d6.loss_mask: 0.5054, decode.d6.loss_dice: 0.7852, decode.d7.loss_cls: 0.2808, decode.d7.loss_mask: 0.5049, decode.d7.loss_dice: 0.7850, decode.d8.loss_cls: 0.2764, decode.d8.loss_mask: 0.5054, decode.d8.loss_dice: 0.7858, loss: 17.1749, grad_norm: 64.8438 +2023-11-07 02:38:23,493 - mmseg - INFO - Iter [93800/160000] lr: 4.138e-05, eta: 8:46:46, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2344, decode.loss_mask: 0.4898, decode.loss_dice: 0.7343, decode.d0.loss_cls: 1.2494, decode.d0.loss_mask: 0.5334, decode.d0.loss_dice: 0.8205, decode.d1.loss_cls: 0.3294, decode.d1.loss_mask: 0.5129, decode.d1.loss_dice: 0.7893, decode.d2.loss_cls: 0.2854, decode.d2.loss_mask: 0.5029, decode.d2.loss_dice: 0.7613, decode.d3.loss_cls: 0.2610, decode.d3.loss_mask: 0.4972, decode.d3.loss_dice: 0.7452, decode.d4.loss_cls: 0.2463, decode.d4.loss_mask: 0.4963, decode.d4.loss_dice: 0.7425, decode.d5.loss_cls: 0.2369, decode.d5.loss_mask: 0.4941, decode.d5.loss_dice: 0.7409, decode.d6.loss_cls: 0.2388, decode.d6.loss_mask: 0.4916, decode.d6.loss_dice: 0.7351, decode.d7.loss_cls: 0.2336, decode.d7.loss_mask: 0.4911, decode.d7.loss_dice: 0.7371, decode.d8.loss_cls: 0.2369, decode.d8.loss_mask: 0.4902, decode.d8.loss_dice: 0.7336, loss: 16.0916, grad_norm: 61.7680 +2023-11-07 02:38:46,255 - mmseg - INFO - Iter [93850/160000] lr: 4.134e-05, eta: 8:46:21, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2520, decode.loss_mask: 0.5099, decode.loss_dice: 0.7613, decode.d0.loss_cls: 1.2708, decode.d0.loss_mask: 0.5508, decode.d0.loss_dice: 0.8449, decode.d1.loss_cls: 0.3480, decode.d1.loss_mask: 0.5323, decode.d1.loss_dice: 0.8131, decode.d2.loss_cls: 0.3026, decode.d2.loss_mask: 0.5191, decode.d2.loss_dice: 0.7915, decode.d3.loss_cls: 0.2774, decode.d3.loss_mask: 0.5123, decode.d3.loss_dice: 0.7740, decode.d4.loss_cls: 0.2723, decode.d4.loss_mask: 0.5137, decode.d4.loss_dice: 0.7724, decode.d5.loss_cls: 0.2617, decode.d5.loss_mask: 0.5134, decode.d5.loss_dice: 0.7688, decode.d6.loss_cls: 0.2600, decode.d6.loss_mask: 0.5102, decode.d6.loss_dice: 0.7622, decode.d7.loss_cls: 0.2524, decode.d7.loss_mask: 0.5107, decode.d7.loss_dice: 0.7629, decode.d8.loss_cls: 0.2526, decode.d8.loss_mask: 0.5093, decode.d8.loss_dice: 0.7620, loss: 16.7448, grad_norm: 72.1868 +2023-11-07 02:39:08,860 - mmseg - INFO - Iter [93900/160000] lr: 4.131e-05, eta: 8:45:57, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2373, decode.loss_mask: 0.4888, decode.loss_dice: 0.7255, decode.d0.loss_cls: 1.2271, decode.d0.loss_mask: 0.5267, decode.d0.loss_dice: 0.8056, decode.d1.loss_cls: 0.3299, decode.d1.loss_mask: 0.5034, decode.d1.loss_dice: 0.7666, decode.d2.loss_cls: 0.2936, decode.d2.loss_mask: 0.4949, decode.d2.loss_dice: 0.7435, decode.d3.loss_cls: 0.2642, decode.d3.loss_mask: 0.4906, decode.d3.loss_dice: 0.7321, decode.d4.loss_cls: 0.2586, decode.d4.loss_mask: 0.4881, decode.d4.loss_dice: 0.7292, decode.d5.loss_cls: 0.2485, decode.d5.loss_mask: 0.4890, decode.d5.loss_dice: 0.7309, decode.d6.loss_cls: 0.2424, decode.d6.loss_mask: 0.4904, decode.d6.loss_dice: 0.7253, decode.d7.loss_cls: 0.2368, decode.d7.loss_mask: 0.4916, decode.d7.loss_dice: 0.7270, decode.d8.loss_cls: 0.2342, decode.d8.loss_mask: 0.4904, decode.d8.loss_dice: 0.7237, loss: 15.9359, grad_norm: 63.4218 +2023-11-07 02:39:31,703 - mmseg - INFO - Iter [93950/160000] lr: 4.128e-05, eta: 8:45:32, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2593, decode.loss_mask: 0.5064, decode.loss_dice: 0.7352, decode.d0.loss_cls: 1.2749, decode.d0.loss_mask: 0.5496, decode.d0.loss_dice: 0.8218, decode.d1.loss_cls: 0.3434, decode.d1.loss_mask: 0.5253, decode.d1.loss_dice: 0.7868, decode.d2.loss_cls: 0.3068, decode.d2.loss_mask: 0.5147, decode.d2.loss_dice: 0.7593, decode.d3.loss_cls: 0.2860, decode.d3.loss_mask: 0.5083, decode.d3.loss_dice: 0.7438, decode.d4.loss_cls: 0.2759, decode.d4.loss_mask: 0.5089, decode.d4.loss_dice: 0.7447, decode.d5.loss_cls: 0.2708, decode.d5.loss_mask: 0.5079, decode.d5.loss_dice: 0.7431, decode.d6.loss_cls: 0.2676, decode.d6.loss_mask: 0.5074, decode.d6.loss_dice: 0.7365, decode.d7.loss_cls: 0.2597, decode.d7.loss_mask: 0.5044, decode.d7.loss_dice: 0.7347, decode.d8.loss_cls: 0.2634, decode.d8.loss_mask: 0.5051, decode.d8.loss_dice: 0.7389, loss: 16.4908, grad_norm: 68.2633 +2023-11-07 02:39:54,523 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 02:39:54,523 - mmseg - INFO - Iter [94000/160000] lr: 4.125e-05, eta: 8:45:07, time: 0.456, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2628, decode.loss_mask: 0.4681, decode.loss_dice: 0.7411, decode.d0.loss_cls: 1.2798, decode.d0.loss_mask: 0.5018, decode.d0.loss_dice: 0.8207, decode.d1.loss_cls: 0.3580, decode.d1.loss_mask: 0.4854, decode.d1.loss_dice: 0.7849, decode.d2.loss_cls: 0.3106, decode.d2.loss_mask: 0.4810, decode.d2.loss_dice: 0.7618, decode.d3.loss_cls: 0.2899, decode.d3.loss_mask: 0.4732, decode.d3.loss_dice: 0.7452, decode.d4.loss_cls: 0.2786, decode.d4.loss_mask: 0.4702, decode.d4.loss_dice: 0.7447, decode.d5.loss_cls: 0.2789, decode.d5.loss_mask: 0.4698, decode.d5.loss_dice: 0.7444, decode.d6.loss_cls: 0.2680, decode.d6.loss_mask: 0.4690, decode.d6.loss_dice: 0.7351, decode.d7.loss_cls: 0.2665, decode.d7.loss_mask: 0.4672, decode.d7.loss_dice: 0.7365, decode.d8.loss_cls: 0.2635, decode.d8.loss_mask: 0.4675, decode.d8.loss_dice: 0.7402, loss: 16.1645, grad_norm: 62.8348 +2023-11-07 02:40:17,396 - mmseg - INFO - Iter [94050/160000] lr: 4.122e-05, eta: 8:44:43, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2454, decode.loss_mask: 0.4827, decode.loss_dice: 0.7356, decode.d0.loss_cls: 1.2766, decode.d0.loss_mask: 0.5209, decode.d0.loss_dice: 0.8249, decode.d1.loss_cls: 0.3323, decode.d1.loss_mask: 0.5015, decode.d1.loss_dice: 0.7927, decode.d2.loss_cls: 0.2823, decode.d2.loss_mask: 0.4957, decode.d2.loss_dice: 0.7690, decode.d3.loss_cls: 0.2620, decode.d3.loss_mask: 0.4882, decode.d3.loss_dice: 0.7522, decode.d4.loss_cls: 0.2573, decode.d4.loss_mask: 0.4858, decode.d4.loss_dice: 0.7451, decode.d5.loss_cls: 0.2543, decode.d5.loss_mask: 0.4861, decode.d5.loss_dice: 0.7464, decode.d6.loss_cls: 0.2458, decode.d6.loss_mask: 0.4856, decode.d6.loss_dice: 0.7439, decode.d7.loss_cls: 0.2447, decode.d7.loss_mask: 0.4848, decode.d7.loss_dice: 0.7403, decode.d8.loss_cls: 0.2424, decode.d8.loss_mask: 0.4842, decode.d8.loss_dice: 0.7413, loss: 16.1500, grad_norm: 72.7941 +2023-11-07 02:40:40,202 - mmseg - INFO - Iter [94100/160000] lr: 4.119e-05, eta: 8:44:18, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2597, decode.loss_mask: 0.5005, decode.loss_dice: 0.7533, decode.d0.loss_cls: 1.2429, decode.d0.loss_mask: 0.5330, decode.d0.loss_dice: 0.8263, decode.d1.loss_cls: 0.3443, decode.d1.loss_mask: 0.5168, decode.d1.loss_dice: 0.7928, decode.d2.loss_cls: 0.3038, decode.d2.loss_mask: 0.5078, decode.d2.loss_dice: 0.7696, decode.d3.loss_cls: 0.2910, decode.d3.loss_mask: 0.5011, decode.d3.loss_dice: 0.7526, decode.d4.loss_cls: 0.2746, decode.d4.loss_mask: 0.5008, decode.d4.loss_dice: 0.7551, decode.d5.loss_cls: 0.2731, decode.d5.loss_mask: 0.5003, decode.d5.loss_dice: 0.7524, decode.d6.loss_cls: 0.2715, decode.d6.loss_mask: 0.4985, decode.d6.loss_dice: 0.7514, decode.d7.loss_cls: 0.2682, decode.d7.loss_mask: 0.4986, decode.d7.loss_dice: 0.7512, decode.d8.loss_cls: 0.2574, decode.d8.loss_mask: 0.4992, decode.d8.loss_dice: 0.7560, loss: 16.5043, grad_norm: 67.8316 +2023-11-07 02:41:02,872 - mmseg - INFO - Iter [94150/160000] lr: 4.116e-05, eta: 8:43:53, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2339, decode.loss_mask: 0.4957, decode.loss_dice: 0.7381, decode.d0.loss_cls: 1.2295, decode.d0.loss_mask: 0.5368, decode.d0.loss_dice: 0.8124, decode.d1.loss_cls: 0.3182, decode.d1.loss_mask: 0.5174, decode.d1.loss_dice: 0.7849, decode.d2.loss_cls: 0.2788, decode.d2.loss_mask: 0.5053, decode.d2.loss_dice: 0.7627, decode.d3.loss_cls: 0.2625, decode.d3.loss_mask: 0.4997, decode.d3.loss_dice: 0.7431, decode.d4.loss_cls: 0.2503, decode.d4.loss_mask: 0.4975, decode.d4.loss_dice: 0.7422, decode.d5.loss_cls: 0.2445, decode.d5.loss_mask: 0.4989, decode.d5.loss_dice: 0.7408, decode.d6.loss_cls: 0.2404, decode.d6.loss_mask: 0.4981, decode.d6.loss_dice: 0.7402, decode.d7.loss_cls: 0.2380, decode.d7.loss_mask: 0.4978, decode.d7.loss_dice: 0.7409, decode.d8.loss_cls: 0.2371, decode.d8.loss_mask: 0.4963, decode.d8.loss_dice: 0.7373, loss: 16.1192, grad_norm: 62.5308 +2023-11-07 02:41:25,672 - mmseg - INFO - Iter [94200/160000] lr: 4.113e-05, eta: 8:43:29, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2473, decode.loss_mask: 0.5221, decode.loss_dice: 0.7368, decode.d0.loss_cls: 1.2470, decode.d0.loss_mask: 0.5627, decode.d0.loss_dice: 0.8175, decode.d1.loss_cls: 0.3352, decode.d1.loss_mask: 0.5386, decode.d1.loss_dice: 0.7830, decode.d2.loss_cls: 0.2825, decode.d2.loss_mask: 0.5254, decode.d2.loss_dice: 0.7618, decode.d3.loss_cls: 0.2666, decode.d3.loss_mask: 0.5230, decode.d3.loss_dice: 0.7403, decode.d4.loss_cls: 0.2531, decode.d4.loss_mask: 0.5226, decode.d4.loss_dice: 0.7420, decode.d5.loss_cls: 0.2505, decode.d5.loss_mask: 0.5237, decode.d5.loss_dice: 0.7444, decode.d6.loss_cls: 0.2501, decode.d6.loss_mask: 0.5227, decode.d6.loss_dice: 0.7400, decode.d7.loss_cls: 0.2443, decode.d7.loss_mask: 0.5226, decode.d7.loss_dice: 0.7425, decode.d8.loss_cls: 0.2458, decode.d8.loss_mask: 0.5210, decode.d8.loss_dice: 0.7372, loss: 16.4521, grad_norm: 69.3580 +2023-11-07 02:41:48,433 - mmseg - INFO - Iter [94250/160000] lr: 4.109e-05, eta: 8:43:04, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2434, decode.loss_mask: 0.5074, decode.loss_dice: 0.7335, decode.d0.loss_cls: 1.2488, decode.d0.loss_mask: 0.5438, decode.d0.loss_dice: 0.8063, decode.d1.loss_cls: 0.3230, decode.d1.loss_mask: 0.5264, decode.d1.loss_dice: 0.7801, decode.d2.loss_cls: 0.2811, decode.d2.loss_mask: 0.5145, decode.d2.loss_dice: 0.7594, decode.d3.loss_cls: 0.2713, decode.d3.loss_mask: 0.5064, decode.d3.loss_dice: 0.7393, decode.d4.loss_cls: 0.2645, decode.d4.loss_mask: 0.5057, decode.d4.loss_dice: 0.7358, decode.d5.loss_cls: 0.2565, decode.d5.loss_mask: 0.5064, decode.d5.loss_dice: 0.7358, decode.d6.loss_cls: 0.2500, decode.d6.loss_mask: 0.5049, decode.d6.loss_dice: 0.7306, decode.d7.loss_cls: 0.2475, decode.d7.loss_mask: 0.5072, decode.d7.loss_dice: 0.7300, decode.d8.loss_cls: 0.2428, decode.d8.loss_mask: 0.5063, decode.d8.loss_dice: 0.7309, loss: 16.2397, grad_norm: 67.9000 +2023-11-07 02:42:11,135 - mmseg - INFO - Iter [94300/160000] lr: 4.106e-05, eta: 8:42:39, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2620, decode.loss_mask: 0.4970, decode.loss_dice: 0.7447, decode.d0.loss_cls: 1.2954, decode.d0.loss_mask: 0.5376, decode.d0.loss_dice: 0.8315, decode.d1.loss_cls: 0.3496, decode.d1.loss_mask: 0.5190, decode.d1.loss_dice: 0.7967, decode.d2.loss_cls: 0.3113, decode.d2.loss_mask: 0.5077, decode.d2.loss_dice: 0.7665, decode.d3.loss_cls: 0.2928, decode.d3.loss_mask: 0.4975, decode.d3.loss_dice: 0.7461, decode.d4.loss_cls: 0.2817, decode.d4.loss_mask: 0.5015, decode.d4.loss_dice: 0.7477, decode.d5.loss_cls: 0.2700, decode.d5.loss_mask: 0.4976, decode.d5.loss_dice: 0.7474, decode.d6.loss_cls: 0.2675, decode.d6.loss_mask: 0.4981, decode.d6.loss_dice: 0.7421, decode.d7.loss_cls: 0.2631, decode.d7.loss_mask: 0.4983, decode.d7.loss_dice: 0.7455, decode.d8.loss_cls: 0.2641, decode.d8.loss_mask: 0.4957, decode.d8.loss_dice: 0.7437, loss: 16.5193, grad_norm: 67.1169 +2023-11-07 02:42:33,966 - mmseg - INFO - Iter [94350/160000] lr: 4.103e-05, eta: 8:42:15, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2446, decode.loss_mask: 0.4884, decode.loss_dice: 0.7223, decode.d0.loss_cls: 1.2421, decode.d0.loss_mask: 0.5292, decode.d0.loss_dice: 0.7964, decode.d1.loss_cls: 0.3265, decode.d1.loss_mask: 0.5073, decode.d1.loss_dice: 0.7660, decode.d2.loss_cls: 0.2846, decode.d2.loss_mask: 0.4944, decode.d2.loss_dice: 0.7398, decode.d3.loss_cls: 0.2676, decode.d3.loss_mask: 0.4892, decode.d3.loss_dice: 0.7280, decode.d4.loss_cls: 0.2569, decode.d4.loss_mask: 0.4910, decode.d4.loss_dice: 0.7245, decode.d5.loss_cls: 0.2442, decode.d5.loss_mask: 0.4914, decode.d5.loss_dice: 0.7288, decode.d6.loss_cls: 0.2445, decode.d6.loss_mask: 0.4870, decode.d6.loss_dice: 0.7244, decode.d7.loss_cls: 0.2454, decode.d7.loss_mask: 0.4872, decode.d7.loss_dice: 0.7228, decode.d8.loss_cls: 0.2387, decode.d8.loss_mask: 0.4892, decode.d8.loss_dice: 0.7239, loss: 15.9265, grad_norm: 68.0420 +2023-11-07 02:42:56,840 - mmseg - INFO - Iter [94400/160000] lr: 4.100e-05, eta: 8:41:50, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2301, decode.loss_mask: 0.4778, decode.loss_dice: 0.7100, decode.d0.loss_cls: 1.2008, decode.d0.loss_mask: 0.5172, decode.d0.loss_dice: 0.7918, decode.d1.loss_cls: 0.3219, decode.d1.loss_mask: 0.4996, decode.d1.loss_dice: 0.7531, decode.d2.loss_cls: 0.2799, decode.d2.loss_mask: 0.4869, decode.d2.loss_dice: 0.7314, decode.d3.loss_cls: 0.2638, decode.d3.loss_mask: 0.4807, decode.d3.loss_dice: 0.7151, decode.d4.loss_cls: 0.2485, decode.d4.loss_mask: 0.4800, decode.d4.loss_dice: 0.7148, decode.d5.loss_cls: 0.2439, decode.d5.loss_mask: 0.4791, decode.d5.loss_dice: 0.7153, decode.d6.loss_cls: 0.2397, decode.d6.loss_mask: 0.4775, decode.d6.loss_dice: 0.7136, decode.d7.loss_cls: 0.2379, decode.d7.loss_mask: 0.4784, decode.d7.loss_dice: 0.7127, decode.d8.loss_cls: 0.2343, decode.d8.loss_mask: 0.4783, decode.d8.loss_dice: 0.7120, loss: 15.6258, grad_norm: 66.0451 +2023-11-07 02:43:19,615 - mmseg - INFO - Iter [94450/160000] lr: 4.097e-05, eta: 8:41:26, time: 0.456, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2611, decode.loss_mask: 0.5023, decode.loss_dice: 0.7406, decode.d0.loss_cls: 1.2676, decode.d0.loss_mask: 0.5344, decode.d0.loss_dice: 0.8135, decode.d1.loss_cls: 0.3632, decode.d1.loss_mask: 0.5193, decode.d1.loss_dice: 0.7899, decode.d2.loss_cls: 0.3184, decode.d2.loss_mask: 0.5073, decode.d2.loss_dice: 0.7652, decode.d3.loss_cls: 0.2906, decode.d3.loss_mask: 0.5049, decode.d3.loss_dice: 0.7472, decode.d4.loss_cls: 0.2840, decode.d4.loss_mask: 0.5021, decode.d4.loss_dice: 0.7454, decode.d5.loss_cls: 0.2763, decode.d5.loss_mask: 0.5019, decode.d5.loss_dice: 0.7460, decode.d6.loss_cls: 0.2696, decode.d6.loss_mask: 0.5046, decode.d6.loss_dice: 0.7411, decode.d7.loss_cls: 0.2617, decode.d7.loss_mask: 0.5044, decode.d7.loss_dice: 0.7409, decode.d8.loss_cls: 0.2586, decode.d8.loss_mask: 0.5023, decode.d8.loss_dice: 0.7437, loss: 16.5079, grad_norm: 63.2535 +2023-11-07 02:43:42,269 - mmseg - INFO - Iter [94500/160000] lr: 4.094e-05, eta: 8:41:01, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2816, decode.loss_mask: 0.4956, decode.loss_dice: 0.7645, decode.d0.loss_cls: 1.2990, decode.d0.loss_mask: 0.5392, decode.d0.loss_dice: 0.8568, decode.d1.loss_cls: 0.3772, decode.d1.loss_mask: 0.5170, decode.d1.loss_dice: 0.8186, decode.d2.loss_cls: 0.3274, decode.d2.loss_mask: 0.5048, decode.d2.loss_dice: 0.7893, decode.d3.loss_cls: 0.3059, decode.d3.loss_mask: 0.5041, decode.d3.loss_dice: 0.7712, decode.d4.loss_cls: 0.2862, decode.d4.loss_mask: 0.5020, decode.d4.loss_dice: 0.7697, decode.d5.loss_cls: 0.2876, decode.d5.loss_mask: 0.5009, decode.d5.loss_dice: 0.7696, decode.d6.loss_cls: 0.2828, decode.d6.loss_mask: 0.4991, decode.d6.loss_dice: 0.7692, decode.d7.loss_cls: 0.2799, decode.d7.loss_mask: 0.4986, decode.d7.loss_dice: 0.7688, decode.d8.loss_cls: 0.2882, decode.d8.loss_mask: 0.4964, decode.d8.loss_dice: 0.7630, loss: 16.9142, grad_norm: 65.0010 +2023-11-07 02:44:04,969 - mmseg - INFO - Iter [94550/160000] lr: 4.091e-05, eta: 8:40:36, time: 0.454, data_time: 0.015, memory: 39436, decode.loss_cls: 0.2605, decode.loss_mask: 0.4983, decode.loss_dice: 0.7601, decode.d0.loss_cls: 1.2747, decode.d0.loss_mask: 0.5329, decode.d0.loss_dice: 0.8344, decode.d1.loss_cls: 0.3564, decode.d1.loss_mask: 0.5184, decode.d1.loss_dice: 0.7999, decode.d2.loss_cls: 0.3059, decode.d2.loss_mask: 0.5052, decode.d2.loss_dice: 0.7759, decode.d3.loss_cls: 0.2863, decode.d3.loss_mask: 0.5045, decode.d3.loss_dice: 0.7607, decode.d4.loss_cls: 0.2797, decode.d4.loss_mask: 0.5011, decode.d4.loss_dice: 0.7600, decode.d5.loss_cls: 0.2726, decode.d5.loss_mask: 0.4990, decode.d5.loss_dice: 0.7624, decode.d6.loss_cls: 0.2689, decode.d6.loss_mask: 0.4989, decode.d6.loss_dice: 0.7567, decode.d7.loss_cls: 0.2624, decode.d7.loss_mask: 0.4984, decode.d7.loss_dice: 0.7576, decode.d8.loss_cls: 0.2621, decode.d8.loss_mask: 0.4974, decode.d8.loss_dice: 0.7571, loss: 16.6086, grad_norm: 65.7209 +2023-11-07 02:44:27,922 - mmseg - INFO - Iter [94600/160000] lr: 4.088e-05, eta: 8:40:12, time: 0.459, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2503, decode.loss_mask: 0.4846, decode.loss_dice: 0.7384, decode.d0.loss_cls: 1.2465, decode.d0.loss_mask: 0.5196, decode.d0.loss_dice: 0.8206, decode.d1.loss_cls: 0.3279, decode.d1.loss_mask: 0.5000, decode.d1.loss_dice: 0.7890, decode.d2.loss_cls: 0.2925, decode.d2.loss_mask: 0.4921, decode.d2.loss_dice: 0.7669, decode.d3.loss_cls: 0.2706, decode.d3.loss_mask: 0.4871, decode.d3.loss_dice: 0.7484, decode.d4.loss_cls: 0.2605, decode.d4.loss_mask: 0.4850, decode.d4.loss_dice: 0.7467, decode.d5.loss_cls: 0.2627, decode.d5.loss_mask: 0.4831, decode.d5.loss_dice: 0.7486, decode.d6.loss_cls: 0.2495, decode.d6.loss_mask: 0.4850, decode.d6.loss_dice: 0.7418, decode.d7.loss_cls: 0.2502, decode.d7.loss_mask: 0.4845, decode.d7.loss_dice: 0.7472, decode.d8.loss_cls: 0.2448, decode.d8.loss_mask: 0.4848, decode.d8.loss_dice: 0.7421, loss: 16.1510, grad_norm: 68.1736 +2023-11-07 02:44:50,841 - mmseg - INFO - Iter [94650/160000] lr: 4.084e-05, eta: 8:39:47, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2526, decode.loss_mask: 0.4936, decode.loss_dice: 0.7448, decode.d0.loss_cls: 1.2334, decode.d0.loss_mask: 0.5359, decode.d0.loss_dice: 0.8243, decode.d1.loss_cls: 0.3427, decode.d1.loss_mask: 0.5118, decode.d1.loss_dice: 0.7950, decode.d2.loss_cls: 0.3006, decode.d2.loss_mask: 0.5010, decode.d2.loss_dice: 0.7726, decode.d3.loss_cls: 0.2800, decode.d3.loss_mask: 0.4967, decode.d3.loss_dice: 0.7533, decode.d4.loss_cls: 0.2686, decode.d4.loss_mask: 0.4968, decode.d4.loss_dice: 0.7504, decode.d5.loss_cls: 0.2609, decode.d5.loss_mask: 0.4969, decode.d5.loss_dice: 0.7509, decode.d6.loss_cls: 0.2661, decode.d6.loss_mask: 0.4951, decode.d6.loss_dice: 0.7496, decode.d7.loss_cls: 0.2636, decode.d7.loss_mask: 0.4934, decode.d7.loss_dice: 0.7480, decode.d8.loss_cls: 0.2558, decode.d8.loss_mask: 0.4932, decode.d8.loss_dice: 0.7492, loss: 16.3768, grad_norm: 68.3399 +2023-11-07 02:45:14,355 - mmseg - INFO - Iter [94700/160000] lr: 4.081e-05, eta: 8:39:23, time: 0.470, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2533, decode.loss_mask: 0.4961, decode.loss_dice: 0.7517, decode.d0.loss_cls: 1.2407, decode.d0.loss_mask: 0.5321, decode.d0.loss_dice: 0.8346, decode.d1.loss_cls: 0.3419, decode.d1.loss_mask: 0.5149, decode.d1.loss_dice: 0.7973, decode.d2.loss_cls: 0.2964, decode.d2.loss_mask: 0.5021, decode.d2.loss_dice: 0.7740, decode.d3.loss_cls: 0.2823, decode.d3.loss_mask: 0.4979, decode.d3.loss_dice: 0.7595, decode.d4.loss_cls: 0.2633, decode.d4.loss_mask: 0.4977, decode.d4.loss_dice: 0.7580, decode.d5.loss_cls: 0.2573, decode.d5.loss_mask: 0.4973, decode.d5.loss_dice: 0.7590, decode.d6.loss_cls: 0.2560, decode.d6.loss_mask: 0.4973, decode.d6.loss_dice: 0.7550, decode.d7.loss_cls: 0.2557, decode.d7.loss_mask: 0.4962, decode.d7.loss_dice: 0.7560, decode.d8.loss_cls: 0.2547, decode.d8.loss_mask: 0.4963, decode.d8.loss_dice: 0.7563, loss: 16.4311, grad_norm: 65.5525 +2023-11-07 02:45:39,535 - mmseg - INFO - Iter [94750/160000] lr: 4.078e-05, eta: 8:39:00, time: 0.504, data_time: 0.059, memory: 39436, decode.loss_cls: 0.2390, decode.loss_mask: 0.5267, decode.loss_dice: 0.7461, decode.d0.loss_cls: 1.2318, decode.d0.loss_mask: 0.5714, decode.d0.loss_dice: 0.8235, decode.d1.loss_cls: 0.3267, decode.d1.loss_mask: 0.5457, decode.d1.loss_dice: 0.7910, decode.d2.loss_cls: 0.2892, decode.d2.loss_mask: 0.5345, decode.d2.loss_dice: 0.7678, decode.d3.loss_cls: 0.2671, decode.d3.loss_mask: 0.5306, decode.d3.loss_dice: 0.7531, decode.d4.loss_cls: 0.2577, decode.d4.loss_mask: 0.5293, decode.d4.loss_dice: 0.7502, decode.d5.loss_cls: 0.2492, decode.d5.loss_mask: 0.5306, decode.d5.loss_dice: 0.7502, decode.d6.loss_cls: 0.2541, decode.d6.loss_mask: 0.5248, decode.d6.loss_dice: 0.7492, decode.d7.loss_cls: 0.2461, decode.d7.loss_mask: 0.5284, decode.d7.loss_dice: 0.7517, decode.d8.loss_cls: 0.2438, decode.d8.loss_mask: 0.5274, decode.d8.loss_dice: 0.7471, loss: 16.5840, grad_norm: 65.1525 +2023-11-07 02:46:02,505 - mmseg - INFO - Iter [94800/160000] lr: 4.075e-05, eta: 8:38:36, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2312, decode.loss_mask: 0.4870, decode.loss_dice: 0.7359, decode.d0.loss_cls: 1.2731, decode.d0.loss_mask: 0.5267, decode.d0.loss_dice: 0.8154, decode.d1.loss_cls: 0.3291, decode.d1.loss_mask: 0.5080, decode.d1.loss_dice: 0.7832, decode.d2.loss_cls: 0.2823, decode.d2.loss_mask: 0.4952, decode.d2.loss_dice: 0.7570, decode.d3.loss_cls: 0.2630, decode.d3.loss_mask: 0.4901, decode.d3.loss_dice: 0.7368, decode.d4.loss_cls: 0.2456, decode.d4.loss_mask: 0.4898, decode.d4.loss_dice: 0.7405, decode.d5.loss_cls: 0.2361, decode.d5.loss_mask: 0.4912, decode.d5.loss_dice: 0.7391, decode.d6.loss_cls: 0.2416, decode.d6.loss_mask: 0.4896, decode.d6.loss_dice: 0.7310, decode.d7.loss_cls: 0.2316, decode.d7.loss_mask: 0.4884, decode.d7.loss_dice: 0.7378, decode.d8.loss_cls: 0.2364, decode.d8.loss_mask: 0.4868, decode.d8.loss_dice: 0.7361, loss: 16.0353, grad_norm: 63.4310 +2023-11-07 02:46:25,534 - mmseg - INFO - Iter [94850/160000] lr: 4.072e-05, eta: 8:38:11, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2373, decode.loss_mask: 0.4957, decode.loss_dice: 0.7484, decode.d0.loss_cls: 1.2543, decode.d0.loss_mask: 0.5287, decode.d0.loss_dice: 0.8221, decode.d1.loss_cls: 0.3249, decode.d1.loss_mask: 0.5135, decode.d1.loss_dice: 0.7866, decode.d2.loss_cls: 0.2801, decode.d2.loss_mask: 0.5003, decode.d2.loss_dice: 0.7669, decode.d3.loss_cls: 0.2676, decode.d3.loss_mask: 0.4958, decode.d3.loss_dice: 0.7497, decode.d4.loss_cls: 0.2517, decode.d4.loss_mask: 0.4941, decode.d4.loss_dice: 0.7491, decode.d5.loss_cls: 0.2463, decode.d5.loss_mask: 0.4951, decode.d5.loss_dice: 0.7494, decode.d6.loss_cls: 0.2454, decode.d6.loss_mask: 0.4952, decode.d6.loss_dice: 0.7448, decode.d7.loss_cls: 0.2455, decode.d7.loss_mask: 0.4958, decode.d7.loss_dice: 0.7457, decode.d8.loss_cls: 0.2396, decode.d8.loss_mask: 0.4950, decode.d8.loss_dice: 0.7442, loss: 16.2088, grad_norm: 62.1089 +2023-11-07 02:46:48,295 - mmseg - INFO - Iter [94900/160000] lr: 4.069e-05, eta: 8:37:47, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2458, decode.loss_mask: 0.4889, decode.loss_dice: 0.7312, decode.d0.loss_cls: 1.2533, decode.d0.loss_mask: 0.5279, decode.d0.loss_dice: 0.8118, decode.d1.loss_cls: 0.3470, decode.d1.loss_mask: 0.5060, decode.d1.loss_dice: 0.7722, decode.d2.loss_cls: 0.2962, decode.d2.loss_mask: 0.4959, decode.d2.loss_dice: 0.7501, decode.d3.loss_cls: 0.2770, decode.d3.loss_mask: 0.4929, decode.d3.loss_dice: 0.7311, decode.d4.loss_cls: 0.2741, decode.d4.loss_mask: 0.4915, decode.d4.loss_dice: 0.7305, decode.d5.loss_cls: 0.2667, decode.d5.loss_mask: 0.4885, decode.d5.loss_dice: 0.7278, decode.d6.loss_cls: 0.2661, decode.d6.loss_mask: 0.4874, decode.d6.loss_dice: 0.7234, decode.d7.loss_cls: 0.2563, decode.d7.loss_mask: 0.4881, decode.d7.loss_dice: 0.7266, decode.d8.loss_cls: 0.2518, decode.d8.loss_mask: 0.4886, decode.d8.loss_dice: 0.7274, loss: 16.1221, grad_norm: 62.6569 +2023-11-07 02:47:10,808 - mmseg - INFO - Iter [94950/160000] lr: 4.066e-05, eta: 8:37:22, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2554, decode.loss_mask: 0.5041, decode.loss_dice: 0.7509, decode.d0.loss_cls: 1.2485, decode.d0.loss_mask: 0.5450, decode.d0.loss_dice: 0.8356, decode.d1.loss_cls: 0.3431, decode.d1.loss_mask: 0.5301, decode.d1.loss_dice: 0.7993, decode.d2.loss_cls: 0.2978, decode.d2.loss_mask: 0.5161, decode.d2.loss_dice: 0.7777, decode.d3.loss_cls: 0.2793, decode.d3.loss_mask: 0.5081, decode.d3.loss_dice: 0.7620, decode.d4.loss_cls: 0.2707, decode.d4.loss_mask: 0.5090, decode.d4.loss_dice: 0.7589, decode.d5.loss_cls: 0.2626, decode.d5.loss_mask: 0.5063, decode.d5.loss_dice: 0.7626, decode.d6.loss_cls: 0.2583, decode.d6.loss_mask: 0.5063, decode.d6.loss_dice: 0.7548, decode.d7.loss_cls: 0.2522, decode.d7.loss_mask: 0.5067, decode.d7.loss_dice: 0.7560, decode.d8.loss_cls: 0.2487, decode.d8.loss_mask: 0.5066, decode.d8.loss_dice: 0.7546, loss: 16.5672, grad_norm: 59.8263 +2023-11-07 02:47:33,908 - mmseg - INFO - Saving checkpoint at 95000 iterations +2023-11-07 02:47:36,356 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 02:47:36,356 - mmseg - INFO - Iter [95000/160000] lr: 4.063e-05, eta: 8:36:59, time: 0.511, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2449, decode.loss_mask: 0.5109, decode.loss_dice: 0.7335, decode.d0.loss_cls: 1.2240, decode.d0.loss_mask: 0.5553, decode.d0.loss_dice: 0.8112, decode.d1.loss_cls: 0.3321, decode.d1.loss_mask: 0.5271, decode.d1.loss_dice: 0.7798, decode.d2.loss_cls: 0.2880, decode.d2.loss_mask: 0.5152, decode.d2.loss_dice: 0.7562, decode.d3.loss_cls: 0.2685, decode.d3.loss_mask: 0.5146, decode.d3.loss_dice: 0.7376, decode.d4.loss_cls: 0.2599, decode.d4.loss_mask: 0.5137, decode.d4.loss_dice: 0.7365, decode.d5.loss_cls: 0.2483, decode.d5.loss_mask: 0.5104, decode.d5.loss_dice: 0.7383, decode.d6.loss_cls: 0.2513, decode.d6.loss_mask: 0.5111, decode.d6.loss_dice: 0.7338, decode.d7.loss_cls: 0.2472, decode.d7.loss_mask: 0.5099, decode.d7.loss_dice: 0.7407, decode.d8.loss_cls: 0.2438, decode.d8.loss_mask: 0.5112, decode.d8.loss_dice: 0.7389, loss: 16.2939, grad_norm: 67.5039 +2023-11-07 02:47:56,131 - mmseg - INFO - per class results: +2023-11-07 02:47:56,137 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.72 | 88.22 | +| building | 84.15 | 92.57 | +| sky | 94.25 | 97.43 | +| floor | 83.03 | 90.88 | +| tree | 74.57 | 87.45 | +| ceiling | 84.46 | 92.8 | +| road | 84.15 | 91.83 | +| bed | 90.38 | 95.32 | +| windowpane | 64.46 | 80.45 | +| grass | 69.4 | 78.21 | +| cabinet | 62.3 | 73.85 | +| sidewalk | 66.31 | 77.76 | +| person | 84.37 | 91.3 | +| earth | 41.61 | 59.04 | +| door | 55.9 | 71.01 | +| table | 66.97 | 81.4 | +| mountain | 64.6 | 79.83 | +| plant | 53.66 | 65.48 | +| curtain | 74.95 | 87.42 | +| chair | 62.99 | 74.51 | +| car | 85.81 | 91.71 | +| water | 54.33 | 70.38 | +| painting | 69.96 | 87.32 | +| sofa | 69.26 | 83.73 | +| shelf | 43.63 | 60.75 | +| house | 51.33 | 66.72 | +| sea | 52.45 | 76.68 | +| mirror | 70.12 | 80.47 | +| rug | 64.54 | 77.69 | +| field | 37.53 | 57.68 | +| armchair | 46.14 | 65.83 | +| seat | 56.7 | 85.78 | +| fence | 47.54 | 64.38 | +| desk | 49.96 | 75.16 | +| rock | 54.14 | 67.91 | +| wardrobe | 44.78 | 64.62 | +| lamp | 73.34 | 84.08 | +| bathtub | 77.66 | 86.42 | +| railing | 35.8 | 50.96 | +| cushion | 64.31 | 78.32 | +| base | 35.86 | 69.18 | +| box | 30.1 | 40.42 | +| column | 48.04 | 61.12 | +| signboard | 39.78 | 58.47 | +| chest of drawers | 43.23 | 73.14 | +| counter | 34.78 | 49.39 | +| sand | 44.69 | 47.75 | +| sink | 74.52 | 81.12 | +| skyscraper | 34.41 | 42.59 | +| fireplace | 73.53 | 88.24 | +| refrigerator | 80.32 | 88.71 | +| grandstand | 40.46 | 63.3 | +| path | 24.1 | 39.45 | +| stairs | 29.23 | 33.72 | +| runway | 75.32 | 98.15 | +| case | 36.54 | 50.72 | +| pool table | 94.89 | 97.13 | +| pillow | 60.86 | 72.28 | +| screen door | 54.94 | 66.82 | +| stairway | 31.93 | 40.8 | +| river | 13.48 | 17.63 | +| bridge | 76.68 | 87.73 | +| bookcase | 42.53 | 64.07 | +| blind | 44.29 | 52.59 | +| coffee table | 66.23 | 82.82 | +| toilet | 88.35 | 90.95 | +| flower | 39.12 | 54.7 | +| book | 52.54 | 67.8 | +| hill | 6.04 | 11.23 | +| bench | 40.83 | 52.76 | +| countertop | 59.7 | 78.32 | +| stove | 79.45 | 94.17 | +| palm | 56.2 | 77.36 | +| kitchen island | 47.09 | 66.77 | +| computer | 63.02 | 67.68 | +| swivel chair | 52.36 | 71.34 | +| boat | 38.39 | 55.51 | +| bar | 51.68 | 64.96 | +| arcade machine | 50.78 | 56.91 | +| hovel | 27.05 | 48.25 | +| bus | 89.4 | 95.75 | +| towel | 62.05 | 76.93 | +| light | 61.75 | 71.22 | +| truck | 37.5 | 51.35 | +| tower | 42.94 | 76.7 | +| chandelier | 70.73 | 78.88 | +| awning | 27.69 | 40.67 | +| streetlight | 36.37 | 52.21 | +| booth | 69.35 | 80.62 | +| television receiver | 70.45 | 84.74 | +| airplane | 41.7 | 70.64 | +| dirt track | 12.79 | 28.72 | +| apparel | 34.32 | 66.63 | +| pole | 31.03 | 50.28 | +| land | 0.79 | 1.86 | +| bannister | 21.0 | 28.95 | +| escalator | 28.51 | 31.13 | +| ottoman | 48.2 | 70.16 | +| bottle | 25.15 | 30.8 | +| buffet | 41.37 | 54.04 | +| poster | 29.94 | 42.05 | +| stage | 14.92 | 26.22 | +| van | 44.83 | 66.83 | +| ship | 59.54 | 88.13 | +| fountain | 20.31 | 21.8 | +| conveyer belt | 68.22 | 92.91 | +| canopy | 18.55 | 22.03 | +| washer | 72.04 | 73.16 | +| plaything | 28.34 | 45.92 | +| swimming pool | 49.39 | 60.73 | +| stool | 43.28 | 69.22 | +| barrel | 30.3 | 74.75 | +| basket | 40.59 | 56.55 | +| waterfall | 55.15 | 71.67 | +| tent | 74.67 | 98.54 | +| bag | 20.28 | 31.54 | +| minibike | 75.41 | 88.97 | +| cradle | 75.8 | 97.28 | +| oven | 40.93 | 45.34 | +| ball | 30.47 | 33.52 | +| food | 61.19 | 72.3 | +| step | 18.16 | 28.61 | +| tank | 50.45 | 51.77 | +| trade name | 27.68 | 34.12 | +| microwave | 86.03 | 94.88 | +| pot | 48.07 | 56.76 | +| animal | 70.31 | 73.82 | +| bicycle | 61.5 | 82.3 | +| lake | 59.07 | 69.58 | +| dishwasher | 69.52 | 79.53 | +| screen | 59.0 | 93.46 | +| blanket | 13.11 | 14.87 | +| sculpture | 60.98 | 83.38 | +| hood | 85.38 | 93.59 | +| sconce | 52.07 | 66.9 | +| vase | 50.32 | 70.64 | +| traffic light | 48.41 | 67.97 | +| tray | 22.46 | 33.66 | +| ashcan | 45.56 | 70.15 | +| fan | 72.57 | 82.0 | +| pier | 12.1 | 18.57 | +| crt screen | 5.14 | 14.31 | +| plate | 55.97 | 80.3 | +| monitor | 6.21 | 12.15 | +| bulletin board | 38.18 | 73.13 | +| shower | 3.25 | 21.77 | +| radiator | 59.21 | 69.42 | +| glass | 21.02 | 23.66 | +| clock | 52.84 | 70.57 | +| flag | 34.9 | 39.28 | ++---------------------+-------+-------+ +2023-11-07 02:47:56,137 - mmseg - INFO - Summary: +2023-11-07 02:47:56,137 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 84.16 | 51.14 | 65.02 | ++-------+-------+-------+ +2023-11-07 02:47:56,138 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 02:47:56,138 - mmseg - INFO - Iter(val) [250] aAcc: 0.8416, mIoU: 0.5114, mAcc: 0.6502, IoU.wall: 0.7972, IoU.building: 0.8415, IoU.sky: 0.9425, IoU.floor: 0.8303, IoU.tree: 0.7457, IoU.ceiling: 0.8446, IoU.road: 0.8415, IoU.bed : 0.9038, IoU.windowpane: 0.6446, IoU.grass: 0.6940, IoU.cabinet: 0.6230, IoU.sidewalk: 0.6631, IoU.person: 0.8437, IoU.earth: 0.4161, IoU.door: 0.5590, IoU.table: 0.6697, IoU.mountain: 0.6460, IoU.plant: 0.5366, IoU.curtain: 0.7495, IoU.chair: 0.6299, IoU.car: 0.8581, IoU.water: 0.5433, IoU.painting: 0.6996, IoU.sofa: 0.6926, IoU.shelf: 0.4363, IoU.house: 0.5133, IoU.sea: 0.5245, IoU.mirror: 0.7012, IoU.rug: 0.6454, IoU.field: 0.3753, IoU.armchair: 0.4614, IoU.seat: 0.5670, IoU.fence: 0.4754, IoU.desk: 0.4996, IoU.rock: 0.5414, IoU.wardrobe: 0.4478, IoU.lamp: 0.7334, IoU.bathtub: 0.7766, IoU.railing: 0.3580, IoU.cushion: 0.6431, IoU.base: 0.3586, IoU.box: 0.3010, IoU.column: 0.4804, IoU.signboard: 0.3978, IoU.chest of drawers: 0.4323, IoU.counter: 0.3478, IoU.sand: 0.4469, IoU.sink: 0.7452, IoU.skyscraper: 0.3441, IoU.fireplace: 0.7353, IoU.refrigerator: 0.8032, IoU.grandstand: 0.4046, IoU.path: 0.2410, IoU.stairs: 0.2923, IoU.runway: 0.7532, IoU.case: 0.3654, IoU.pool table: 0.9489, IoU.pillow: 0.6086, IoU.screen door: 0.5494, IoU.stairway: 0.3193, IoU.river: 0.1348, IoU.bridge: 0.7668, IoU.bookcase: 0.4253, IoU.blind: 0.4429, IoU.coffee table: 0.6623, IoU.toilet: 0.8835, IoU.flower: 0.3912, IoU.book: 0.5254, IoU.hill: 0.0604, IoU.bench: 0.4083, IoU.countertop: 0.5970, IoU.stove: 0.7945, IoU.palm: 0.5620, IoU.kitchen island: 0.4709, IoU.computer: 0.6302, IoU.swivel chair: 0.5236, IoU.boat: 0.3839, IoU.bar: 0.5168, IoU.arcade machine: 0.5078, IoU.hovel: 0.2705, IoU.bus: 0.8940, IoU.towel: 0.6205, IoU.light: 0.6175, IoU.truck: 0.3750, IoU.tower: 0.4294, IoU.chandelier: 0.7073, IoU.awning: 0.2769, IoU.streetlight: 0.3637, IoU.booth: 0.6935, IoU.television receiver: 0.7045, IoU.airplane: 0.4170, IoU.dirt track: 0.1279, IoU.apparel: 0.3432, IoU.pole: 0.3103, IoU.land: 0.0079, IoU.bannister: 0.2100, IoU.escalator: 0.2851, IoU.ottoman: 0.4820, IoU.bottle: 0.2515, IoU.buffet: 0.4137, IoU.poster: 0.2994, IoU.stage: 0.1492, IoU.van: 0.4483, IoU.ship: 0.5954, IoU.fountain: 0.2031, IoU.conveyer belt: 0.6822, IoU.canopy: 0.1855, IoU.washer: 0.7204, IoU.plaything: 0.2834, IoU.swimming pool: 0.4939, IoU.stool: 0.4328, IoU.barrel: 0.3030, IoU.basket: 0.4059, IoU.waterfall: 0.5515, IoU.tent: 0.7467, IoU.bag: 0.2028, IoU.minibike: 0.7541, IoU.cradle: 0.7580, IoU.oven: 0.4093, IoU.ball: 0.3047, IoU.food: 0.6119, IoU.step: 0.1816, IoU.tank: 0.5045, IoU.trade name: 0.2768, IoU.microwave: 0.8603, IoU.pot: 0.4807, IoU.animal: 0.7031, IoU.bicycle: 0.6150, IoU.lake: 0.5907, IoU.dishwasher: 0.6952, IoU.screen: 0.5900, IoU.blanket: 0.1311, IoU.sculpture: 0.6098, IoU.hood: 0.8538, IoU.sconce: 0.5207, IoU.vase: 0.5032, IoU.traffic light: 0.4841, IoU.tray: 0.2246, IoU.ashcan: 0.4556, IoU.fan: 0.7257, IoU.pier: 0.1210, IoU.crt screen: 0.0514, IoU.plate: 0.5597, IoU.monitor: 0.0621, IoU.bulletin board: 0.3818, IoU.shower: 0.0325, IoU.radiator: 0.5921, IoU.glass: 0.2102, IoU.clock: 0.5284, IoU.flag: 0.3490, Acc.wall: 0.8822, Acc.building: 0.9257, Acc.sky: 0.9743, Acc.floor: 0.9088, Acc.tree: 0.8745, Acc.ceiling: 0.9280, Acc.road: 0.9183, Acc.bed : 0.9532, Acc.windowpane: 0.8045, Acc.grass: 0.7821, Acc.cabinet: 0.7385, Acc.sidewalk: 0.7776, Acc.person: 0.9130, Acc.earth: 0.5904, Acc.door: 0.7101, Acc.table: 0.8140, Acc.mountain: 0.7983, Acc.plant: 0.6548, Acc.curtain: 0.8742, Acc.chair: 0.7451, Acc.car: 0.9171, Acc.water: 0.7038, Acc.painting: 0.8732, Acc.sofa: 0.8373, Acc.shelf: 0.6075, Acc.house: 0.6672, Acc.sea: 0.7668, Acc.mirror: 0.8047, Acc.rug: 0.7769, Acc.field: 0.5768, Acc.armchair: 0.6583, Acc.seat: 0.8578, Acc.fence: 0.6438, Acc.desk: 0.7516, Acc.rock: 0.6791, Acc.wardrobe: 0.6462, Acc.lamp: 0.8408, Acc.bathtub: 0.8642, Acc.railing: 0.5096, Acc.cushion: 0.7832, Acc.base: 0.6918, Acc.box: 0.4042, Acc.column: 0.6112, Acc.signboard: 0.5847, Acc.chest of drawers: 0.7314, Acc.counter: 0.4939, Acc.sand: 0.4775, Acc.sink: 0.8112, Acc.skyscraper: 0.4259, Acc.fireplace: 0.8824, Acc.refrigerator: 0.8871, Acc.grandstand: 0.6330, Acc.path: 0.3945, Acc.stairs: 0.3372, Acc.runway: 0.9815, Acc.case: 0.5072, Acc.pool table: 0.9713, Acc.pillow: 0.7228, Acc.screen door: 0.6682, Acc.stairway: 0.4080, Acc.river: 0.1763, Acc.bridge: 0.8773, Acc.bookcase: 0.6407, Acc.blind: 0.5259, Acc.coffee table: 0.8282, Acc.toilet: 0.9095, Acc.flower: 0.5470, Acc.book: 0.6780, Acc.hill: 0.1123, Acc.bench: 0.5276, Acc.countertop: 0.7832, Acc.stove: 0.9417, Acc.palm: 0.7736, Acc.kitchen island: 0.6677, Acc.computer: 0.6768, Acc.swivel chair: 0.7134, Acc.boat: 0.5551, Acc.bar: 0.6496, Acc.arcade machine: 0.5691, Acc.hovel: 0.4825, Acc.bus: 0.9575, Acc.towel: 0.7693, Acc.light: 0.7122, Acc.truck: 0.5135, Acc.tower: 0.7670, Acc.chandelier: 0.7888, Acc.awning: 0.4067, Acc.streetlight: 0.5221, Acc.booth: 0.8062, Acc.television receiver: 0.8474, Acc.airplane: 0.7064, Acc.dirt track: 0.2872, Acc.apparel: 0.6663, Acc.pole: 0.5028, Acc.land: 0.0186, Acc.bannister: 0.2895, Acc.escalator: 0.3113, Acc.ottoman: 0.7016, Acc.bottle: 0.3080, Acc.buffet: 0.5404, Acc.poster: 0.4205, Acc.stage: 0.2622, Acc.van: 0.6683, Acc.ship: 0.8813, Acc.fountain: 0.2180, Acc.conveyer belt: 0.9291, Acc.canopy: 0.2203, Acc.washer: 0.7316, Acc.plaything: 0.4592, Acc.swimming pool: 0.6073, Acc.stool: 0.6922, Acc.barrel: 0.7475, Acc.basket: 0.5655, Acc.waterfall: 0.7167, Acc.tent: 0.9854, Acc.bag: 0.3154, Acc.minibike: 0.8897, Acc.cradle: 0.9728, Acc.oven: 0.4534, Acc.ball: 0.3352, Acc.food: 0.7230, Acc.step: 0.2861, Acc.tank: 0.5177, Acc.trade name: 0.3412, Acc.microwave: 0.9488, Acc.pot: 0.5676, Acc.animal: 0.7382, Acc.bicycle: 0.8230, Acc.lake: 0.6958, Acc.dishwasher: 0.7953, Acc.screen: 0.9346, Acc.blanket: 0.1487, Acc.sculpture: 0.8338, Acc.hood: 0.9359, Acc.sconce: 0.6690, Acc.vase: 0.7064, Acc.traffic light: 0.6797, Acc.tray: 0.3366, Acc.ashcan: 0.7015, Acc.fan: 0.8200, Acc.pier: 0.1857, Acc.crt screen: 0.1431, Acc.plate: 0.8030, Acc.monitor: 0.1215, Acc.bulletin board: 0.7313, Acc.shower: 0.2177, Acc.radiator: 0.6942, Acc.glass: 0.2366, Acc.clock: 0.7057, Acc.flag: 0.3928 +2023-11-07 02:48:18,873 - mmseg - INFO - Iter [95050/160000] lr: 4.059e-05, eta: 8:36:48, time: 0.850, data_time: 0.408, memory: 39436, decode.loss_cls: 0.2412, decode.loss_mask: 0.4973, decode.loss_dice: 0.7328, decode.d0.loss_cls: 1.2309, decode.d0.loss_mask: 0.5414, decode.d0.loss_dice: 0.8121, decode.d1.loss_cls: 0.3364, decode.d1.loss_mask: 0.5191, decode.d1.loss_dice: 0.7869, decode.d2.loss_cls: 0.2829, decode.d2.loss_mask: 0.5049, decode.d2.loss_dice: 0.7541, decode.d3.loss_cls: 0.2603, decode.d3.loss_mask: 0.5025, decode.d3.loss_dice: 0.7423, decode.d4.loss_cls: 0.2507, decode.d4.loss_mask: 0.5009, decode.d4.loss_dice: 0.7370, decode.d5.loss_cls: 0.2439, decode.d5.loss_mask: 0.5004, decode.d5.loss_dice: 0.7331, decode.d6.loss_cls: 0.2447, decode.d6.loss_mask: 0.5004, decode.d6.loss_dice: 0.7282, decode.d7.loss_cls: 0.2428, decode.d7.loss_mask: 0.4978, decode.d7.loss_dice: 0.7299, decode.d8.loss_cls: 0.2424, decode.d8.loss_mask: 0.4981, decode.d8.loss_dice: 0.7336, loss: 16.1292, grad_norm: 65.4930 +2023-11-07 02:48:41,308 - mmseg - INFO - Iter [95100/160000] lr: 4.056e-05, eta: 8:36:23, time: 0.449, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2293, decode.loss_mask: 0.5290, decode.loss_dice: 0.7394, decode.d0.loss_cls: 1.1861, decode.d0.loss_mask: 0.5734, decode.d0.loss_dice: 0.8091, decode.d1.loss_cls: 0.3158, decode.d1.loss_mask: 0.5515, decode.d1.loss_dice: 0.7767, decode.d2.loss_cls: 0.2739, decode.d2.loss_mask: 0.5375, decode.d2.loss_dice: 0.7629, decode.d3.loss_cls: 0.2545, decode.d3.loss_mask: 0.5337, decode.d3.loss_dice: 0.7438, decode.d4.loss_cls: 0.2484, decode.d4.loss_mask: 0.5317, decode.d4.loss_dice: 0.7410, decode.d5.loss_cls: 0.2395, decode.d5.loss_mask: 0.5319, decode.d5.loss_dice: 0.7422, decode.d6.loss_cls: 0.2361, decode.d6.loss_mask: 0.5308, decode.d6.loss_dice: 0.7349, decode.d7.loss_cls: 0.2325, decode.d7.loss_mask: 0.5307, decode.d7.loss_dice: 0.7384, decode.d8.loss_cls: 0.2353, decode.d8.loss_mask: 0.5300, decode.d8.loss_dice: 0.7396, loss: 16.3593, grad_norm: 68.2361 +2023-11-07 02:49:04,203 - mmseg - INFO - Iter [95150/160000] lr: 4.053e-05, eta: 8:35:59, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2514, decode.loss_mask: 0.4927, decode.loss_dice: 0.7555, decode.d0.loss_cls: 1.2532, decode.d0.loss_mask: 0.5278, decode.d0.loss_dice: 0.8301, decode.d1.loss_cls: 0.3526, decode.d1.loss_mask: 0.5098, decode.d1.loss_dice: 0.7976, decode.d2.loss_cls: 0.2980, decode.d2.loss_mask: 0.4985, decode.d2.loss_dice: 0.7798, decode.d3.loss_cls: 0.2763, decode.d3.loss_mask: 0.4923, decode.d3.loss_dice: 0.7598, decode.d4.loss_cls: 0.2645, decode.d4.loss_mask: 0.4934, decode.d4.loss_dice: 0.7607, decode.d5.loss_cls: 0.2581, decode.d5.loss_mask: 0.4922, decode.d5.loss_dice: 0.7598, decode.d6.loss_cls: 0.2558, decode.d6.loss_mask: 0.4924, decode.d6.loss_dice: 0.7548, decode.d7.loss_cls: 0.2507, decode.d7.loss_mask: 0.4927, decode.d7.loss_dice: 0.7558, decode.d8.loss_cls: 0.2574, decode.d8.loss_mask: 0.4920, decode.d8.loss_dice: 0.7539, loss: 16.4094, grad_norm: 69.2033 +2023-11-07 02:49:26,991 - mmseg - INFO - Iter [95200/160000] lr: 4.050e-05, eta: 8:35:34, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2868, decode.loss_mask: 0.5081, decode.loss_dice: 0.7777, decode.d0.loss_cls: 1.2907, decode.d0.loss_mask: 0.5484, decode.d0.loss_dice: 0.8582, decode.d1.loss_cls: 0.3782, decode.d1.loss_mask: 0.5261, decode.d1.loss_dice: 0.8171, decode.d2.loss_cls: 0.3281, decode.d2.loss_mask: 0.5160, decode.d2.loss_dice: 0.7952, decode.d3.loss_cls: 0.3107, decode.d3.loss_mask: 0.5109, decode.d3.loss_dice: 0.7807, decode.d4.loss_cls: 0.2944, decode.d4.loss_mask: 0.5098, decode.d4.loss_dice: 0.7865, decode.d5.loss_cls: 0.2908, decode.d5.loss_mask: 0.5092, decode.d5.loss_dice: 0.7829, decode.d6.loss_cls: 0.2919, decode.d6.loss_mask: 0.5083, decode.d6.loss_dice: 0.7788, decode.d7.loss_cls: 0.2843, decode.d7.loss_mask: 0.5085, decode.d7.loss_dice: 0.7804, decode.d8.loss_cls: 0.2837, decode.d8.loss_mask: 0.5082, decode.d8.loss_dice: 0.7806, loss: 17.1312, grad_norm: 62.0463 +2023-11-07 02:49:49,793 - mmseg - INFO - Iter [95250/160000] lr: 4.047e-05, eta: 8:35:10, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2562, decode.loss_mask: 0.4866, decode.loss_dice: 0.7616, decode.d0.loss_cls: 1.2674, decode.d0.loss_mask: 0.5291, decode.d0.loss_dice: 0.8499, decode.d1.loss_cls: 0.3515, decode.d1.loss_mask: 0.5018, decode.d1.loss_dice: 0.8109, decode.d2.loss_cls: 0.3000, decode.d2.loss_mask: 0.4941, decode.d2.loss_dice: 0.7806, decode.d3.loss_cls: 0.2833, decode.d3.loss_mask: 0.4922, decode.d3.loss_dice: 0.7636, decode.d4.loss_cls: 0.2682, decode.d4.loss_mask: 0.4903, decode.d4.loss_dice: 0.7663, decode.d5.loss_cls: 0.2627, decode.d5.loss_mask: 0.4884, decode.d5.loss_dice: 0.7670, decode.d6.loss_cls: 0.2625, decode.d6.loss_mask: 0.4884, decode.d6.loss_dice: 0.7661, decode.d7.loss_cls: 0.2567, decode.d7.loss_mask: 0.4860, decode.d7.loss_dice: 0.7635, decode.d8.loss_cls: 0.2553, decode.d8.loss_mask: 0.4865, decode.d8.loss_dice: 0.7611, loss: 16.4978, grad_norm: 60.3206 +2023-11-07 02:50:12,488 - mmseg - INFO - Iter [95300/160000] lr: 4.044e-05, eta: 8:34:45, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2517, decode.loss_mask: 0.4922, decode.loss_dice: 0.7284, decode.d0.loss_cls: 1.2366, decode.d0.loss_mask: 0.5346, decode.d0.loss_dice: 0.8065, decode.d1.loss_cls: 0.3403, decode.d1.loss_mask: 0.5110, decode.d1.loss_dice: 0.7707, decode.d2.loss_cls: 0.2864, decode.d2.loss_mask: 0.5002, decode.d2.loss_dice: 0.7472, decode.d3.loss_cls: 0.2695, decode.d3.loss_mask: 0.4942, decode.d3.loss_dice: 0.7337, decode.d4.loss_cls: 0.2606, decode.d4.loss_mask: 0.4930, decode.d4.loss_dice: 0.7319, decode.d5.loss_cls: 0.2539, decode.d5.loss_mask: 0.4955, decode.d5.loss_dice: 0.7330, decode.d6.loss_cls: 0.2538, decode.d6.loss_mask: 0.4923, decode.d6.loss_dice: 0.7328, decode.d7.loss_cls: 0.2516, decode.d7.loss_mask: 0.4900, decode.d7.loss_dice: 0.7289, decode.d8.loss_cls: 0.2496, decode.d8.loss_mask: 0.4918, decode.d8.loss_dice: 0.7295, loss: 16.0915, grad_norm: 68.1751 +2023-11-07 02:50:35,188 - mmseg - INFO - Iter [95350/160000] lr: 4.041e-05, eta: 8:34:20, time: 0.454, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2566, decode.loss_mask: 0.4872, decode.loss_dice: 0.7246, decode.d0.loss_cls: 1.2622, decode.d0.loss_mask: 0.5330, decode.d0.loss_dice: 0.8139, decode.d1.loss_cls: 0.3549, decode.d1.loss_mask: 0.5092, decode.d1.loss_dice: 0.7788, decode.d2.loss_cls: 0.3051, decode.d2.loss_mask: 0.4984, decode.d2.loss_dice: 0.7546, decode.d3.loss_cls: 0.2892, decode.d3.loss_mask: 0.4928, decode.d3.loss_dice: 0.7335, decode.d4.loss_cls: 0.2701, decode.d4.loss_mask: 0.4919, decode.d4.loss_dice: 0.7376, decode.d5.loss_cls: 0.2698, decode.d5.loss_mask: 0.4895, decode.d5.loss_dice: 0.7320, decode.d6.loss_cls: 0.2634, decode.d6.loss_mask: 0.4877, decode.d6.loss_dice: 0.7257, decode.d7.loss_cls: 0.2566, decode.d7.loss_mask: 0.4891, decode.d7.loss_dice: 0.7252, decode.d8.loss_cls: 0.2545, decode.d8.loss_mask: 0.4895, decode.d8.loss_dice: 0.7287, loss: 16.2053, grad_norm: 64.8852 +2023-11-07 02:50:58,002 - mmseg - INFO - Iter [95400/160000] lr: 4.038e-05, eta: 8:33:56, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2414, decode.loss_mask: 0.4957, decode.loss_dice: 0.7368, decode.d0.loss_cls: 1.2506, decode.d0.loss_mask: 0.5400, decode.d0.loss_dice: 0.8172, decode.d1.loss_cls: 0.3248, decode.d1.loss_mask: 0.5179, decode.d1.loss_dice: 0.7851, decode.d2.loss_cls: 0.2820, decode.d2.loss_mask: 0.5066, decode.d2.loss_dice: 0.7698, decode.d3.loss_cls: 0.2668, decode.d3.loss_mask: 0.5026, decode.d3.loss_dice: 0.7473, decode.d4.loss_cls: 0.2514, decode.d4.loss_mask: 0.4992, decode.d4.loss_dice: 0.7504, decode.d5.loss_cls: 0.2516, decode.d5.loss_mask: 0.4979, decode.d5.loss_dice: 0.7516, decode.d6.loss_cls: 0.2448, decode.d6.loss_mask: 0.4969, decode.d6.loss_dice: 0.7417, decode.d7.loss_cls: 0.2430, decode.d7.loss_mask: 0.4962, decode.d7.loss_dice: 0.7411, decode.d8.loss_cls: 0.2431, decode.d8.loss_mask: 0.4949, decode.d8.loss_dice: 0.7451, loss: 16.2333, grad_norm: 62.6524 +2023-11-07 02:51:20,981 - mmseg - INFO - Iter [95450/160000] lr: 4.034e-05, eta: 8:33:31, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2413, decode.loss_mask: 0.4728, decode.loss_dice: 0.7385, decode.d0.loss_cls: 1.2654, decode.d0.loss_mask: 0.5118, decode.d0.loss_dice: 0.8156, decode.d1.loss_cls: 0.3288, decode.d1.loss_mask: 0.4957, decode.d1.loss_dice: 0.7742, decode.d2.loss_cls: 0.2852, decode.d2.loss_mask: 0.4847, decode.d2.loss_dice: 0.7620, decode.d3.loss_cls: 0.2648, decode.d3.loss_mask: 0.4778, decode.d3.loss_dice: 0.7454, decode.d4.loss_cls: 0.2568, decode.d4.loss_mask: 0.4764, decode.d4.loss_dice: 0.7428, decode.d5.loss_cls: 0.2467, decode.d5.loss_mask: 0.4769, decode.d5.loss_dice: 0.7453, decode.d6.loss_cls: 0.2479, decode.d6.loss_mask: 0.4733, decode.d6.loss_dice: 0.7394, decode.d7.loss_cls: 0.2483, decode.d7.loss_mask: 0.4740, decode.d7.loss_dice: 0.7386, decode.d8.loss_cls: 0.2407, decode.d8.loss_mask: 0.4755, decode.d8.loss_dice: 0.7365, loss: 15.9832, grad_norm: 64.9018 +2023-11-07 02:51:43,537 - mmseg - INFO - Iter [95500/160000] lr: 4.031e-05, eta: 8:33:06, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2459, decode.loss_mask: 0.4933, decode.loss_dice: 0.7370, decode.d0.loss_cls: 1.2819, decode.d0.loss_mask: 0.5370, decode.d0.loss_dice: 0.8193, decode.d1.loss_cls: 0.3433, decode.d1.loss_mask: 0.5146, decode.d1.loss_dice: 0.7797, decode.d2.loss_cls: 0.2896, decode.d2.loss_mask: 0.5050, decode.d2.loss_dice: 0.7615, decode.d3.loss_cls: 0.2765, decode.d3.loss_mask: 0.4966, decode.d3.loss_dice: 0.7495, decode.d4.loss_cls: 0.2611, decode.d4.loss_mask: 0.4946, decode.d4.loss_dice: 0.7464, decode.d5.loss_cls: 0.2542, decode.d5.loss_mask: 0.4942, decode.d5.loss_dice: 0.7450, decode.d6.loss_cls: 0.2534, decode.d6.loss_mask: 0.4943, decode.d6.loss_dice: 0.7375, decode.d7.loss_cls: 0.2490, decode.d7.loss_mask: 0.4944, decode.d7.loss_dice: 0.7371, decode.d8.loss_cls: 0.2475, decode.d8.loss_mask: 0.4941, decode.d8.loss_dice: 0.7395, loss: 16.2732, grad_norm: 66.7454 +2023-11-07 02:52:06,455 - mmseg - INFO - Iter [95550/160000] lr: 4.028e-05, eta: 8:32:42, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2605, decode.loss_mask: 0.5006, decode.loss_dice: 0.7419, decode.d0.loss_cls: 1.2609, decode.d0.loss_mask: 0.5389, decode.d0.loss_dice: 0.8208, decode.d1.loss_cls: 0.3547, decode.d1.loss_mask: 0.5209, decode.d1.loss_dice: 0.7905, decode.d2.loss_cls: 0.2973, decode.d2.loss_mask: 0.5098, decode.d2.loss_dice: 0.7636, decode.d3.loss_cls: 0.2816, decode.d3.loss_mask: 0.5051, decode.d3.loss_dice: 0.7492, decode.d4.loss_cls: 0.2742, decode.d4.loss_mask: 0.5030, decode.d4.loss_dice: 0.7500, decode.d5.loss_cls: 0.2667, decode.d5.loss_mask: 0.5020, decode.d5.loss_dice: 0.7447, decode.d6.loss_cls: 0.2661, decode.d6.loss_mask: 0.5007, decode.d6.loss_dice: 0.7444, decode.d7.loss_cls: 0.2631, decode.d7.loss_mask: 0.5010, decode.d7.loss_dice: 0.7470, decode.d8.loss_cls: 0.2608, decode.d8.loss_mask: 0.5017, decode.d8.loss_dice: 0.7435, loss: 16.4651, grad_norm: 67.0543 +2023-11-07 02:52:29,238 - mmseg - INFO - Iter [95600/160000] lr: 4.025e-05, eta: 8:32:17, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2398, decode.loss_mask: 0.4910, decode.loss_dice: 0.7304, decode.d0.loss_cls: 1.2653, decode.d0.loss_mask: 0.5303, decode.d0.loss_dice: 0.8062, decode.d1.loss_cls: 0.3369, decode.d1.loss_mask: 0.5052, decode.d1.loss_dice: 0.7711, decode.d2.loss_cls: 0.2924, decode.d2.loss_mask: 0.4972, decode.d2.loss_dice: 0.7542, decode.d3.loss_cls: 0.2654, decode.d3.loss_mask: 0.4944, decode.d3.loss_dice: 0.7410, decode.d4.loss_cls: 0.2562, decode.d4.loss_mask: 0.4923, decode.d4.loss_dice: 0.7413, decode.d5.loss_cls: 0.2518, decode.d5.loss_mask: 0.4925, decode.d5.loss_dice: 0.7386, decode.d6.loss_cls: 0.2419, decode.d6.loss_mask: 0.4941, decode.d6.loss_dice: 0.7364, decode.d7.loss_cls: 0.2388, decode.d7.loss_mask: 0.4937, decode.d7.loss_dice: 0.7355, decode.d8.loss_cls: 0.2365, decode.d8.loss_mask: 0.4932, decode.d8.loss_dice: 0.7353, loss: 16.0986, grad_norm: 59.5334 +2023-11-07 02:52:51,736 - mmseg - INFO - Iter [95650/160000] lr: 4.022e-05, eta: 8:31:53, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2374, decode.loss_mask: 0.5041, decode.loss_dice: 0.7335, decode.d0.loss_cls: 1.2326, decode.d0.loss_mask: 0.5448, decode.d0.loss_dice: 0.8196, decode.d1.loss_cls: 0.3333, decode.d1.loss_mask: 0.5282, decode.d1.loss_dice: 0.7875, decode.d2.loss_cls: 0.2909, decode.d2.loss_mask: 0.5118, decode.d2.loss_dice: 0.7551, decode.d3.loss_cls: 0.2678, decode.d3.loss_mask: 0.5041, decode.d3.loss_dice: 0.7364, decode.d4.loss_cls: 0.2580, decode.d4.loss_mask: 0.5051, decode.d4.loss_dice: 0.7389, decode.d5.loss_cls: 0.2514, decode.d5.loss_mask: 0.5067, decode.d5.loss_dice: 0.7392, decode.d6.loss_cls: 0.2478, decode.d6.loss_mask: 0.5046, decode.d6.loss_dice: 0.7338, decode.d7.loss_cls: 0.2393, decode.d7.loss_mask: 0.5040, decode.d7.loss_dice: 0.7363, decode.d8.loss_cls: 0.2374, decode.d8.loss_mask: 0.5029, decode.d8.loss_dice: 0.7339, loss: 16.2264, grad_norm: 73.3999 +2023-11-07 02:53:14,338 - mmseg - INFO - Iter [95700/160000] lr: 4.019e-05, eta: 8:31:28, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2512, decode.loss_mask: 0.5089, decode.loss_dice: 0.7316, decode.d0.loss_cls: 1.2596, decode.d0.loss_mask: 0.5494, decode.d0.loss_dice: 0.8108, decode.d1.loss_cls: 0.3445, decode.d1.loss_mask: 0.5272, decode.d1.loss_dice: 0.7813, decode.d2.loss_cls: 0.3069, decode.d2.loss_mask: 0.5167, decode.d2.loss_dice: 0.7560, decode.d3.loss_cls: 0.2813, decode.d3.loss_mask: 0.5105, decode.d3.loss_dice: 0.7369, decode.d4.loss_cls: 0.2682, decode.d4.loss_mask: 0.5109, decode.d4.loss_dice: 0.7416, decode.d5.loss_cls: 0.2588, decode.d5.loss_mask: 0.5121, decode.d5.loss_dice: 0.7381, decode.d6.loss_cls: 0.2543, decode.d6.loss_mask: 0.5121, decode.d6.loss_dice: 0.7375, decode.d7.loss_cls: 0.2542, decode.d7.loss_mask: 0.5100, decode.d7.loss_dice: 0.7343, decode.d8.loss_cls: 0.2525, decode.d8.loss_mask: 0.5111, decode.d8.loss_dice: 0.7353, loss: 16.4041, grad_norm: 65.2576 +2023-11-07 02:53:37,062 - mmseg - INFO - Iter [95750/160000] lr: 4.016e-05, eta: 8:31:03, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2521, decode.loss_mask: 0.4806, decode.loss_dice: 0.7226, decode.d0.loss_cls: 1.2766, decode.d0.loss_mask: 0.5208, decode.d0.loss_dice: 0.8111, decode.d1.loss_cls: 0.3431, decode.d1.loss_mask: 0.5053, decode.d1.loss_dice: 0.7709, decode.d2.loss_cls: 0.2951, decode.d2.loss_mask: 0.4895, decode.d2.loss_dice: 0.7471, decode.d3.loss_cls: 0.2729, decode.d3.loss_mask: 0.4846, decode.d3.loss_dice: 0.7354, decode.d4.loss_cls: 0.2629, decode.d4.loss_mask: 0.4846, decode.d4.loss_dice: 0.7297, decode.d5.loss_cls: 0.2590, decode.d5.loss_mask: 0.4832, decode.d5.loss_dice: 0.7288, decode.d6.loss_cls: 0.2542, decode.d6.loss_mask: 0.4823, decode.d6.loss_dice: 0.7271, decode.d7.loss_cls: 0.2482, decode.d7.loss_mask: 0.4828, decode.d7.loss_dice: 0.7276, decode.d8.loss_cls: 0.2488, decode.d8.loss_mask: 0.4826, decode.d8.loss_dice: 0.7303, loss: 16.0398, grad_norm: 62.0431 +2023-11-07 02:53:59,765 - mmseg - INFO - Iter [95800/160000] lr: 4.013e-05, eta: 8:30:39, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2564, decode.loss_mask: 0.5115, decode.loss_dice: 0.7441, decode.d0.loss_cls: 1.2564, decode.d0.loss_mask: 0.5523, decode.d0.loss_dice: 0.8307, decode.d1.loss_cls: 0.3525, decode.d1.loss_mask: 0.5327, decode.d1.loss_dice: 0.7985, decode.d2.loss_cls: 0.2993, decode.d2.loss_mask: 0.5203, decode.d2.loss_dice: 0.7699, decode.d3.loss_cls: 0.2902, decode.d3.loss_mask: 0.5175, decode.d3.loss_dice: 0.7563, decode.d4.loss_cls: 0.2764, decode.d4.loss_mask: 0.5156, decode.d4.loss_dice: 0.7527, decode.d5.loss_cls: 0.2669, decode.d5.loss_mask: 0.5144, decode.d5.loss_dice: 0.7480, decode.d6.loss_cls: 0.2636, decode.d6.loss_mask: 0.5142, decode.d6.loss_dice: 0.7457, decode.d7.loss_cls: 0.2579, decode.d7.loss_mask: 0.5143, decode.d7.loss_dice: 0.7448, decode.d8.loss_cls: 0.2576, decode.d8.loss_mask: 0.5125, decode.d8.loss_dice: 0.7457, loss: 16.6192, grad_norm: 65.9843 +2023-11-07 02:54:22,496 - mmseg - INFO - Iter [95850/160000] lr: 4.009e-05, eta: 8:30:14, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2545, decode.loss_mask: 0.4943, decode.loss_dice: 0.7307, decode.d0.loss_cls: 1.2406, decode.d0.loss_mask: 0.5342, decode.d0.loss_dice: 0.8135, decode.d1.loss_cls: 0.3468, decode.d1.loss_mask: 0.5094, decode.d1.loss_dice: 0.7739, decode.d2.loss_cls: 0.3086, decode.d2.loss_mask: 0.5005, decode.d2.loss_dice: 0.7486, decode.d3.loss_cls: 0.2840, decode.d3.loss_mask: 0.4987, decode.d3.loss_dice: 0.7391, decode.d4.loss_cls: 0.2737, decode.d4.loss_mask: 0.4972, decode.d4.loss_dice: 0.7346, decode.d5.loss_cls: 0.2684, decode.d5.loss_mask: 0.4949, decode.d5.loss_dice: 0.7327, decode.d6.loss_cls: 0.2669, decode.d6.loss_mask: 0.4971, decode.d6.loss_dice: 0.7290, decode.d7.loss_cls: 0.2575, decode.d7.loss_mask: 0.4944, decode.d7.loss_dice: 0.7285, decode.d8.loss_cls: 0.2583, decode.d8.loss_mask: 0.4940, decode.d8.loss_dice: 0.7283, loss: 16.2327, grad_norm: 68.0623 +2023-11-07 02:54:45,263 - mmseg - INFO - Iter [95900/160000] lr: 4.006e-05, eta: 8:29:49, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2602, decode.loss_mask: 0.5039, decode.loss_dice: 0.7351, decode.d0.loss_cls: 1.2343, decode.d0.loss_mask: 0.5426, decode.d0.loss_dice: 0.8219, decode.d1.loss_cls: 0.3529, decode.d1.loss_mask: 0.5216, decode.d1.loss_dice: 0.7767, decode.d2.loss_cls: 0.2918, decode.d2.loss_mask: 0.5107, decode.d2.loss_dice: 0.7619, decode.d3.loss_cls: 0.2808, decode.d3.loss_mask: 0.5060, decode.d3.loss_dice: 0.7463, decode.d4.loss_cls: 0.2740, decode.d4.loss_mask: 0.5032, decode.d4.loss_dice: 0.7396, decode.d5.loss_cls: 0.2670, decode.d5.loss_mask: 0.5044, decode.d5.loss_dice: 0.7419, decode.d6.loss_cls: 0.2571, decode.d6.loss_mask: 0.5058, decode.d6.loss_dice: 0.7356, decode.d7.loss_cls: 0.2591, decode.d7.loss_mask: 0.5036, decode.d7.loss_dice: 0.7392, decode.d8.loss_cls: 0.2586, decode.d8.loss_mask: 0.5042, decode.d8.loss_dice: 0.7381, loss: 16.3782, grad_norm: 61.0500 +2023-11-07 02:55:08,045 - mmseg - INFO - Iter [95950/160000] lr: 4.003e-05, eta: 8:29:25, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2509, decode.loss_mask: 0.4920, decode.loss_dice: 0.7412, decode.d0.loss_cls: 1.2555, decode.d0.loss_mask: 0.5382, decode.d0.loss_dice: 0.8201, decode.d1.loss_cls: 0.3423, decode.d1.loss_mask: 0.5118, decode.d1.loss_dice: 0.7817, decode.d2.loss_cls: 0.2980, decode.d2.loss_mask: 0.4983, decode.d2.loss_dice: 0.7625, decode.d3.loss_cls: 0.2805, decode.d3.loss_mask: 0.4936, decode.d3.loss_dice: 0.7430, decode.d4.loss_cls: 0.2741, decode.d4.loss_mask: 0.4921, decode.d4.loss_dice: 0.7417, decode.d5.loss_cls: 0.2640, decode.d5.loss_mask: 0.4934, decode.d5.loss_dice: 0.7414, decode.d6.loss_cls: 0.2575, decode.d6.loss_mask: 0.4934, decode.d6.loss_dice: 0.7385, decode.d7.loss_cls: 0.2547, decode.d7.loss_mask: 0.4938, decode.d7.loss_dice: 0.7386, decode.d8.loss_cls: 0.2557, decode.d8.loss_mask: 0.4910, decode.d8.loss_dice: 0.7389, loss: 16.2785, grad_norm: 66.9216 +2023-11-07 02:55:33,170 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 02:55:33,170 - mmseg - INFO - Iter [96000/160000] lr: 4.000e-05, eta: 8:29:02, time: 0.503, data_time: 0.056, memory: 39436, decode.loss_cls: 0.2533, decode.loss_mask: 0.5051, decode.loss_dice: 0.7384, decode.d0.loss_cls: 1.2473, decode.d0.loss_mask: 0.5456, decode.d0.loss_dice: 0.8174, decode.d1.loss_cls: 0.3373, decode.d1.loss_mask: 0.5251, decode.d1.loss_dice: 0.7881, decode.d2.loss_cls: 0.2932, decode.d2.loss_mask: 0.5177, decode.d2.loss_dice: 0.7633, decode.d3.loss_cls: 0.2779, decode.d3.loss_mask: 0.5079, decode.d3.loss_dice: 0.7449, decode.d4.loss_cls: 0.2664, decode.d4.loss_mask: 0.5099, decode.d4.loss_dice: 0.7423, decode.d5.loss_cls: 0.2660, decode.d5.loss_mask: 0.5093, decode.d5.loss_dice: 0.7462, decode.d6.loss_cls: 0.2558, decode.d6.loss_mask: 0.5073, decode.d6.loss_dice: 0.7375, decode.d7.loss_cls: 0.2523, decode.d7.loss_mask: 0.5082, decode.d7.loss_dice: 0.7407, decode.d8.loss_cls: 0.2547, decode.d8.loss_mask: 0.5050, decode.d8.loss_dice: 0.7391, loss: 16.4033, grad_norm: 66.5842 +2023-11-07 02:55:55,881 - mmseg - INFO - Iter [96050/160000] lr: 3.997e-05, eta: 8:28:37, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2459, decode.loss_mask: 0.4965, decode.loss_dice: 0.7242, decode.d0.loss_cls: 1.2372, decode.d0.loss_mask: 0.5373, decode.d0.loss_dice: 0.7979, decode.d1.loss_cls: 0.3482, decode.d1.loss_mask: 0.5164, decode.d1.loss_dice: 0.7719, decode.d2.loss_cls: 0.3006, decode.d2.loss_mask: 0.5071, decode.d2.loss_dice: 0.7476, decode.d3.loss_cls: 0.2799, decode.d3.loss_mask: 0.4989, decode.d3.loss_dice: 0.7313, decode.d4.loss_cls: 0.2648, decode.d4.loss_mask: 0.5007, decode.d4.loss_dice: 0.7263, decode.d5.loss_cls: 0.2525, decode.d5.loss_mask: 0.4977, decode.d5.loss_dice: 0.7269, decode.d6.loss_cls: 0.2553, decode.d6.loss_mask: 0.4962, decode.d6.loss_dice: 0.7254, decode.d7.loss_cls: 0.2473, decode.d7.loss_mask: 0.4952, decode.d7.loss_dice: 0.7229, decode.d8.loss_cls: 0.2471, decode.d8.loss_mask: 0.4954, decode.d8.loss_dice: 0.7261, loss: 16.1208, grad_norm: 65.7622 +2023-11-07 02:56:18,373 - mmseg - INFO - Iter [96100/160000] lr: 3.994e-05, eta: 8:28:12, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2463, decode.loss_mask: 0.5016, decode.loss_dice: 0.7430, decode.d0.loss_cls: 1.2480, decode.d0.loss_mask: 0.5392, decode.d0.loss_dice: 0.8183, decode.d1.loss_cls: 0.3300, decode.d1.loss_mask: 0.5211, decode.d1.loss_dice: 0.7889, decode.d2.loss_cls: 0.2864, decode.d2.loss_mask: 0.5105, decode.d2.loss_dice: 0.7698, decode.d3.loss_cls: 0.2727, decode.d3.loss_mask: 0.5035, decode.d3.loss_dice: 0.7474, decode.d4.loss_cls: 0.2600, decode.d4.loss_mask: 0.5037, decode.d4.loss_dice: 0.7504, decode.d5.loss_cls: 0.2540, decode.d5.loss_mask: 0.5028, decode.d5.loss_dice: 0.7506, decode.d6.loss_cls: 0.2541, decode.d6.loss_mask: 0.4996, decode.d6.loss_dice: 0.7450, decode.d7.loss_cls: 0.2461, decode.d7.loss_mask: 0.5007, decode.d7.loss_dice: 0.7438, decode.d8.loss_cls: 0.2476, decode.d8.loss_mask: 0.5012, decode.d8.loss_dice: 0.7422, loss: 16.3286, grad_norm: 62.6932 +2023-11-07 02:56:41,010 - mmseg - INFO - Iter [96150/160000] lr: 3.991e-05, eta: 8:27:48, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2445, decode.loss_mask: 0.4870, decode.loss_dice: 0.7117, decode.d0.loss_cls: 1.2656, decode.d0.loss_mask: 0.5243, decode.d0.loss_dice: 0.7950, decode.d1.loss_cls: 0.3395, decode.d1.loss_mask: 0.5075, decode.d1.loss_dice: 0.7551, decode.d2.loss_cls: 0.2889, decode.d2.loss_mask: 0.4960, decode.d2.loss_dice: 0.7366, decode.d3.loss_cls: 0.2760, decode.d3.loss_mask: 0.4864, decode.d3.loss_dice: 0.7161, decode.d4.loss_cls: 0.2552, decode.d4.loss_mask: 0.4876, decode.d4.loss_dice: 0.7190, decode.d5.loss_cls: 0.2499, decode.d5.loss_mask: 0.4878, decode.d5.loss_dice: 0.7192, decode.d6.loss_cls: 0.2551, decode.d6.loss_mask: 0.4853, decode.d6.loss_dice: 0.7129, decode.d7.loss_cls: 0.2504, decode.d7.loss_mask: 0.4879, decode.d7.loss_dice: 0.7150, decode.d8.loss_cls: 0.2487, decode.d8.loss_mask: 0.4865, decode.d8.loss_dice: 0.7142, loss: 15.9049, grad_norm: 62.2792 +2023-11-07 02:57:03,550 - mmseg - INFO - Iter [96200/160000] lr: 3.988e-05, eta: 8:27:23, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2448, decode.loss_mask: 0.5012, decode.loss_dice: 0.7183, decode.d0.loss_cls: 1.1987, decode.d0.loss_mask: 0.5486, decode.d0.loss_dice: 0.8037, decode.d1.loss_cls: 0.3321, decode.d1.loss_mask: 0.5223, decode.d1.loss_dice: 0.7598, decode.d2.loss_cls: 0.2818, decode.d2.loss_mask: 0.5078, decode.d2.loss_dice: 0.7452, decode.d3.loss_cls: 0.2646, decode.d3.loss_mask: 0.5081, decode.d3.loss_dice: 0.7273, decode.d4.loss_cls: 0.2542, decode.d4.loss_mask: 0.5071, decode.d4.loss_dice: 0.7250, decode.d5.loss_cls: 0.2520, decode.d5.loss_mask: 0.5042, decode.d5.loss_dice: 0.7247, decode.d6.loss_cls: 0.2465, decode.d6.loss_mask: 0.5031, decode.d6.loss_dice: 0.7208, decode.d7.loss_cls: 0.2408, decode.d7.loss_mask: 0.5022, decode.d7.loss_dice: 0.7184, decode.d8.loss_cls: 0.2425, decode.d8.loss_mask: 0.5017, decode.d8.loss_dice: 0.7231, loss: 16.0305, grad_norm: 64.9912 +2023-11-07 02:57:26,299 - mmseg - INFO - Iter [96250/160000] lr: 3.984e-05, eta: 8:26:58, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2484, decode.loss_mask: 0.5069, decode.loss_dice: 0.7336, decode.d0.loss_cls: 1.2330, decode.d0.loss_mask: 0.5469, decode.d0.loss_dice: 0.8193, decode.d1.loss_cls: 0.3353, decode.d1.loss_mask: 0.5309, decode.d1.loss_dice: 0.7829, decode.d2.loss_cls: 0.2966, decode.d2.loss_mask: 0.5148, decode.d2.loss_dice: 0.7546, decode.d3.loss_cls: 0.2788, decode.d3.loss_mask: 0.5106, decode.d3.loss_dice: 0.7416, decode.d4.loss_cls: 0.2644, decode.d4.loss_mask: 0.5090, decode.d4.loss_dice: 0.7384, decode.d5.loss_cls: 0.2503, decode.d5.loss_mask: 0.5092, decode.d5.loss_dice: 0.7402, decode.d6.loss_cls: 0.2468, decode.d6.loss_mask: 0.5098, decode.d6.loss_dice: 0.7377, decode.d7.loss_cls: 0.2510, decode.d7.loss_mask: 0.5079, decode.d7.loss_dice: 0.7349, decode.d8.loss_cls: 0.2408, decode.d8.loss_mask: 0.5097, decode.d8.loss_dice: 0.7355, loss: 16.3198, grad_norm: 63.8245 +2023-11-07 02:57:48,944 - mmseg - INFO - Iter [96300/160000] lr: 3.981e-05, eta: 8:26:34, time: 0.453, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2414, decode.loss_mask: 0.4816, decode.loss_dice: 0.7251, decode.d0.loss_cls: 1.2329, decode.d0.loss_mask: 0.5210, decode.d0.loss_dice: 0.7983, decode.d1.loss_cls: 0.3328, decode.d1.loss_mask: 0.4988, decode.d1.loss_dice: 0.7713, decode.d2.loss_cls: 0.2875, decode.d2.loss_mask: 0.4881, decode.d2.loss_dice: 0.7488, decode.d3.loss_cls: 0.2636, decode.d3.loss_mask: 0.4845, decode.d3.loss_dice: 0.7335, decode.d4.loss_cls: 0.2567, decode.d4.loss_mask: 0.4843, decode.d4.loss_dice: 0.7325, decode.d5.loss_cls: 0.2510, decode.d5.loss_mask: 0.4818, decode.d5.loss_dice: 0.7277, decode.d6.loss_cls: 0.2459, decode.d6.loss_mask: 0.4816, decode.d6.loss_dice: 0.7254, decode.d7.loss_cls: 0.2446, decode.d7.loss_mask: 0.4814, decode.d7.loss_dice: 0.7228, decode.d8.loss_cls: 0.2472, decode.d8.loss_mask: 0.4811, decode.d8.loss_dice: 0.7237, loss: 15.8970, grad_norm: 58.9720 +2023-11-07 02:58:11,590 - mmseg - INFO - Iter [96350/160000] lr: 3.978e-05, eta: 8:26:09, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2432, decode.loss_mask: 0.4831, decode.loss_dice: 0.7163, decode.d0.loss_cls: 1.2273, decode.d0.loss_mask: 0.5170, decode.d0.loss_dice: 0.8047, decode.d1.loss_cls: 0.3365, decode.d1.loss_mask: 0.4987, decode.d1.loss_dice: 0.7604, decode.d2.loss_cls: 0.2960, decode.d2.loss_mask: 0.4903, decode.d2.loss_dice: 0.7388, decode.d3.loss_cls: 0.2739, decode.d3.loss_mask: 0.4846, decode.d3.loss_dice: 0.7230, decode.d4.loss_cls: 0.2630, decode.d4.loss_mask: 0.4846, decode.d4.loss_dice: 0.7320, decode.d5.loss_cls: 0.2522, decode.d5.loss_mask: 0.4850, decode.d5.loss_dice: 0.7230, decode.d6.loss_cls: 0.2483, decode.d6.loss_mask: 0.4844, decode.d6.loss_dice: 0.7164, decode.d7.loss_cls: 0.2432, decode.d7.loss_mask: 0.4836, decode.d7.loss_dice: 0.7140, decode.d8.loss_cls: 0.2403, decode.d8.loss_mask: 0.4837, decode.d8.loss_dice: 0.7156, loss: 15.8633, grad_norm: 66.2664 +2023-11-07 02:58:34,262 - mmseg - INFO - Iter [96400/160000] lr: 3.975e-05, eta: 8:25:44, time: 0.453, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2414, decode.loss_mask: 0.4953, decode.loss_dice: 0.7334, decode.d0.loss_cls: 1.2359, decode.d0.loss_mask: 0.5419, decode.d0.loss_dice: 0.8153, decode.d1.loss_cls: 0.3232, decode.d1.loss_mask: 0.5201, decode.d1.loss_dice: 0.7820, decode.d2.loss_cls: 0.2804, decode.d2.loss_mask: 0.5075, decode.d2.loss_dice: 0.7567, decode.d3.loss_cls: 0.2649, decode.d3.loss_mask: 0.4998, decode.d3.loss_dice: 0.7399, decode.d4.loss_cls: 0.2510, decode.d4.loss_mask: 0.4997, decode.d4.loss_dice: 0.7412, decode.d5.loss_cls: 0.2515, decode.d5.loss_mask: 0.4990, decode.d5.loss_dice: 0.7410, decode.d6.loss_cls: 0.2471, decode.d6.loss_mask: 0.4962, decode.d6.loss_dice: 0.7347, decode.d7.loss_cls: 0.2393, decode.d7.loss_mask: 0.4958, decode.d7.loss_dice: 0.7310, decode.d8.loss_cls: 0.2426, decode.d8.loss_mask: 0.4951, decode.d8.loss_dice: 0.7334, loss: 16.1363, grad_norm: 66.2862 +2023-11-07 02:58:56,902 - mmseg - INFO - Iter [96450/160000] lr: 3.972e-05, eta: 8:25:20, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2382, decode.loss_mask: 0.4766, decode.loss_dice: 0.7103, decode.d0.loss_cls: 1.2210, decode.d0.loss_mask: 0.5097, decode.d0.loss_dice: 0.8000, decode.d1.loss_cls: 0.3217, decode.d1.loss_mask: 0.4901, decode.d1.loss_dice: 0.7562, decode.d2.loss_cls: 0.2854, decode.d2.loss_mask: 0.4817, decode.d2.loss_dice: 0.7353, decode.d3.loss_cls: 0.2640, decode.d3.loss_mask: 0.4755, decode.d3.loss_dice: 0.7179, decode.d4.loss_cls: 0.2574, decode.d4.loss_mask: 0.4734, decode.d4.loss_dice: 0.7122, decode.d5.loss_cls: 0.2520, decode.d5.loss_mask: 0.4740, decode.d5.loss_dice: 0.7118, decode.d6.loss_cls: 0.2473, decode.d6.loss_mask: 0.4733, decode.d6.loss_dice: 0.7123, decode.d7.loss_cls: 0.2429, decode.d7.loss_mask: 0.4736, decode.d7.loss_dice: 0.7125, decode.d8.loss_cls: 0.2422, decode.d8.loss_mask: 0.4765, decode.d8.loss_dice: 0.7127, loss: 15.6578, grad_norm: 56.2270 +2023-11-07 02:59:19,446 - mmseg - INFO - Iter [96500/160000] lr: 3.969e-05, eta: 8:24:55, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2559, decode.loss_mask: 0.4993, decode.loss_dice: 0.7421, decode.d0.loss_cls: 1.2733, decode.d0.loss_mask: 0.5405, decode.d0.loss_dice: 0.8298, decode.d1.loss_cls: 0.3492, decode.d1.loss_mask: 0.5158, decode.d1.loss_dice: 0.7882, decode.d2.loss_cls: 0.3072, decode.d2.loss_mask: 0.5047, decode.d2.loss_dice: 0.7634, decode.d3.loss_cls: 0.2835, decode.d3.loss_mask: 0.5026, decode.d3.loss_dice: 0.7506, decode.d4.loss_cls: 0.2733, decode.d4.loss_mask: 0.5017, decode.d4.loss_dice: 0.7505, decode.d5.loss_cls: 0.2644, decode.d5.loss_mask: 0.5015, decode.d5.loss_dice: 0.7538, decode.d6.loss_cls: 0.2637, decode.d6.loss_mask: 0.5019, decode.d6.loss_dice: 0.7462, decode.d7.loss_cls: 0.2565, decode.d7.loss_mask: 0.5024, decode.d7.loss_dice: 0.7507, decode.d8.loss_cls: 0.2582, decode.d8.loss_mask: 0.5009, decode.d8.loss_dice: 0.7469, loss: 16.4788, grad_norm: 64.8060 +2023-11-07 02:59:42,137 - mmseg - INFO - Iter [96550/160000] lr: 3.966e-05, eta: 8:24:30, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2585, decode.loss_mask: 0.4989, decode.loss_dice: 0.7622, decode.d0.loss_cls: 1.2706, decode.d0.loss_mask: 0.5421, decode.d0.loss_dice: 0.8476, decode.d1.loss_cls: 0.3541, decode.d1.loss_mask: 0.5226, decode.d1.loss_dice: 0.8119, decode.d2.loss_cls: 0.3006, decode.d2.loss_mask: 0.5116, decode.d2.loss_dice: 0.7825, decode.d3.loss_cls: 0.2784, decode.d3.loss_mask: 0.5078, decode.d3.loss_dice: 0.7685, decode.d4.loss_cls: 0.2669, decode.d4.loss_mask: 0.5063, decode.d4.loss_dice: 0.7663, decode.d5.loss_cls: 0.2617, decode.d5.loss_mask: 0.5022, decode.d5.loss_dice: 0.7670, decode.d6.loss_cls: 0.2603, decode.d6.loss_mask: 0.5005, decode.d6.loss_dice: 0.7650, decode.d7.loss_cls: 0.2570, decode.d7.loss_mask: 0.5007, decode.d7.loss_dice: 0.7616, decode.d8.loss_cls: 0.2633, decode.d8.loss_mask: 0.4998, decode.d8.loss_dice: 0.7617, loss: 16.6581, grad_norm: 66.8283 +2023-11-07 03:00:04,851 - mmseg - INFO - Iter [96600/160000] lr: 3.963e-05, eta: 8:24:06, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2346, decode.loss_mask: 0.4831, decode.loss_dice: 0.7206, decode.d0.loss_cls: 1.2219, decode.d0.loss_mask: 0.5220, decode.d0.loss_dice: 0.8025, decode.d1.loss_cls: 0.3333, decode.d1.loss_mask: 0.5001, decode.d1.loss_dice: 0.7617, decode.d2.loss_cls: 0.2796, decode.d2.loss_mask: 0.4926, decode.d2.loss_dice: 0.7457, decode.d3.loss_cls: 0.2660, decode.d3.loss_mask: 0.4857, decode.d3.loss_dice: 0.7246, decode.d4.loss_cls: 0.2523, decode.d4.loss_mask: 0.4853, decode.d4.loss_dice: 0.7203, decode.d5.loss_cls: 0.2462, decode.d5.loss_mask: 0.4843, decode.d5.loss_dice: 0.7244, decode.d6.loss_cls: 0.2418, decode.d6.loss_mask: 0.4849, decode.d6.loss_dice: 0.7243, decode.d7.loss_cls: 0.2397, decode.d7.loss_mask: 0.4848, decode.d7.loss_dice: 0.7208, decode.d8.loss_cls: 0.2348, decode.d8.loss_mask: 0.4840, decode.d8.loss_dice: 0.7212, loss: 15.8228, grad_norm: 65.3794 +2023-11-07 03:00:27,589 - mmseg - INFO - Iter [96650/160000] lr: 3.959e-05, eta: 8:23:41, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2408, decode.loss_mask: 0.5169, decode.loss_dice: 0.7781, decode.d0.loss_cls: 1.2457, decode.d0.loss_mask: 0.5583, decode.d0.loss_dice: 0.8580, decode.d1.loss_cls: 0.3351, decode.d1.loss_mask: 0.5403, decode.d1.loss_dice: 0.8209, decode.d2.loss_cls: 0.2955, decode.d2.loss_mask: 0.5268, decode.d2.loss_dice: 0.7997, decode.d3.loss_cls: 0.2736, decode.d3.loss_mask: 0.5213, decode.d3.loss_dice: 0.7857, decode.d4.loss_cls: 0.2596, decode.d4.loss_mask: 0.5199, decode.d4.loss_dice: 0.7835, decode.d5.loss_cls: 0.2568, decode.d5.loss_mask: 0.5209, decode.d5.loss_dice: 0.7834, decode.d6.loss_cls: 0.2484, decode.d6.loss_mask: 0.5187, decode.d6.loss_dice: 0.7783, decode.d7.loss_cls: 0.2471, decode.d7.loss_mask: 0.5175, decode.d7.loss_dice: 0.7772, decode.d8.loss_cls: 0.2481, decode.d8.loss_mask: 0.5190, decode.d8.loss_dice: 0.7829, loss: 16.8578, grad_norm: 63.4653 +2023-11-07 03:00:50,263 - mmseg - INFO - Iter [96700/160000] lr: 3.956e-05, eta: 8:23:17, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2618, decode.loss_mask: 0.4949, decode.loss_dice: 0.7576, decode.d0.loss_cls: 1.2795, decode.d0.loss_mask: 0.5355, decode.d0.loss_dice: 0.8406, decode.d1.loss_cls: 0.3565, decode.d1.loss_mask: 0.5163, decode.d1.loss_dice: 0.8083, decode.d2.loss_cls: 0.3138, decode.d2.loss_mask: 0.5022, decode.d2.loss_dice: 0.7840, decode.d3.loss_cls: 0.2912, decode.d3.loss_mask: 0.4969, decode.d3.loss_dice: 0.7666, decode.d4.loss_cls: 0.2806, decode.d4.loss_mask: 0.4959, decode.d4.loss_dice: 0.7633, decode.d5.loss_cls: 0.2722, decode.d5.loss_mask: 0.4968, decode.d5.loss_dice: 0.7674, decode.d6.loss_cls: 0.2695, decode.d6.loss_mask: 0.4958, decode.d6.loss_dice: 0.7607, decode.d7.loss_cls: 0.2649, decode.d7.loss_mask: 0.4945, decode.d7.loss_dice: 0.7614, decode.d8.loss_cls: 0.2639, decode.d8.loss_mask: 0.4948, decode.d8.loss_dice: 0.7591, loss: 16.6465, grad_norm: 66.3003 +2023-11-07 03:01:13,128 - mmseg - INFO - Iter [96750/160000] lr: 3.953e-05, eta: 8:22:52, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2465, decode.loss_mask: 0.4987, decode.loss_dice: 0.7394, decode.d0.loss_cls: 1.2541, decode.d0.loss_mask: 0.5386, decode.d0.loss_dice: 0.8272, decode.d1.loss_cls: 0.3385, decode.d1.loss_mask: 0.5187, decode.d1.loss_dice: 0.7908, decode.d2.loss_cls: 0.2944, decode.d2.loss_mask: 0.5068, decode.d2.loss_dice: 0.7609, decode.d3.loss_cls: 0.2787, decode.d3.loss_mask: 0.5021, decode.d3.loss_dice: 0.7474, decode.d4.loss_cls: 0.2627, decode.d4.loss_mask: 0.4997, decode.d4.loss_dice: 0.7494, decode.d5.loss_cls: 0.2588, decode.d5.loss_mask: 0.4989, decode.d5.loss_dice: 0.7417, decode.d6.loss_cls: 0.2532, decode.d6.loss_mask: 0.4977, decode.d6.loss_dice: 0.7444, decode.d7.loss_cls: 0.2515, decode.d7.loss_mask: 0.4992, decode.d7.loss_dice: 0.7441, decode.d8.loss_cls: 0.2484, decode.d8.loss_mask: 0.4990, decode.d8.loss_dice: 0.7402, loss: 16.3318, grad_norm: 64.7149 +2023-11-07 03:01:35,779 - mmseg - INFO - Iter [96800/160000] lr: 3.950e-05, eta: 8:22:27, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2295, decode.loss_mask: 0.5001, decode.loss_dice: 0.7456, decode.d0.loss_cls: 1.2413, decode.d0.loss_mask: 0.5393, decode.d0.loss_dice: 0.8201, decode.d1.loss_cls: 0.3189, decode.d1.loss_mask: 0.5210, decode.d1.loss_dice: 0.7892, decode.d2.loss_cls: 0.2764, decode.d2.loss_mask: 0.5086, decode.d2.loss_dice: 0.7595, decode.d3.loss_cls: 0.2582, decode.d3.loss_mask: 0.5023, decode.d3.loss_dice: 0.7470, decode.d4.loss_cls: 0.2452, decode.d4.loss_mask: 0.5021, decode.d4.loss_dice: 0.7492, decode.d5.loss_cls: 0.2377, decode.d5.loss_mask: 0.5012, decode.d5.loss_dice: 0.7467, decode.d6.loss_cls: 0.2343, decode.d6.loss_mask: 0.5008, decode.d6.loss_dice: 0.7485, decode.d7.loss_cls: 0.2298, decode.d7.loss_mask: 0.4993, decode.d7.loss_dice: 0.7461, decode.d8.loss_cls: 0.2348, decode.d8.loss_mask: 0.4984, decode.d8.loss_dice: 0.7436, loss: 16.1748, grad_norm: 64.1607 +2023-11-07 03:01:58,438 - mmseg - INFO - Iter [96850/160000] lr: 3.947e-05, eta: 8:22:03, time: 0.453, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2380, decode.loss_mask: 0.5049, decode.loss_dice: 0.7314, decode.d0.loss_cls: 1.2505, decode.d0.loss_mask: 0.5473, decode.d0.loss_dice: 0.8192, decode.d1.loss_cls: 0.3319, decode.d1.loss_mask: 0.5292, decode.d1.loss_dice: 0.7773, decode.d2.loss_cls: 0.2856, decode.d2.loss_mask: 0.5196, decode.d2.loss_dice: 0.7562, decode.d3.loss_cls: 0.2719, decode.d3.loss_mask: 0.5081, decode.d3.loss_dice: 0.7362, decode.d4.loss_cls: 0.2570, decode.d4.loss_mask: 0.5061, decode.d4.loss_dice: 0.7372, decode.d5.loss_cls: 0.2531, decode.d5.loss_mask: 0.5058, decode.d5.loss_dice: 0.7371, decode.d6.loss_cls: 0.2461, decode.d6.loss_mask: 0.5043, decode.d6.loss_dice: 0.7327, decode.d7.loss_cls: 0.2403, decode.d7.loss_mask: 0.5039, decode.d7.loss_dice: 0.7346, decode.d8.loss_cls: 0.2375, decode.d8.loss_mask: 0.5052, decode.d8.loss_dice: 0.7318, loss: 16.2398, grad_norm: 67.2328 +2023-11-07 03:02:21,156 - mmseg - INFO - Iter [96900/160000] lr: 3.944e-05, eta: 8:21:38, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2416, decode.loss_mask: 0.4832, decode.loss_dice: 0.7364, decode.d0.loss_cls: 1.2600, decode.d0.loss_mask: 0.5247, decode.d0.loss_dice: 0.8112, decode.d1.loss_cls: 0.3309, decode.d1.loss_mask: 0.5017, decode.d1.loss_dice: 0.7857, decode.d2.loss_cls: 0.2930, decode.d2.loss_mask: 0.4885, decode.d2.loss_dice: 0.7591, decode.d3.loss_cls: 0.2726, decode.d3.loss_mask: 0.4869, decode.d3.loss_dice: 0.7473, decode.d4.loss_cls: 0.2613, decode.d4.loss_mask: 0.4854, decode.d4.loss_dice: 0.7423, decode.d5.loss_cls: 0.2522, decode.d5.loss_mask: 0.4849, decode.d5.loss_dice: 0.7417, decode.d6.loss_cls: 0.2516, decode.d6.loss_mask: 0.4839, decode.d6.loss_dice: 0.7411, decode.d7.loss_cls: 0.2459, decode.d7.loss_mask: 0.4818, decode.d7.loss_dice: 0.7398, decode.d8.loss_cls: 0.2387, decode.d8.loss_mask: 0.4839, decode.d8.loss_dice: 0.7380, loss: 16.0954, grad_norm: 64.3130 +2023-11-07 03:02:43,787 - mmseg - INFO - Iter [96950/160000] lr: 3.941e-05, eta: 8:21:14, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2397, decode.loss_mask: 0.4964, decode.loss_dice: 0.7283, decode.d0.loss_cls: 1.2206, decode.d0.loss_mask: 0.5347, decode.d0.loss_dice: 0.8157, decode.d1.loss_cls: 0.3204, decode.d1.loss_mask: 0.5169, decode.d1.loss_dice: 0.7758, decode.d2.loss_cls: 0.2833, decode.d2.loss_mask: 0.5062, decode.d2.loss_dice: 0.7473, decode.d3.loss_cls: 0.2718, decode.d3.loss_mask: 0.4985, decode.d3.loss_dice: 0.7311, decode.d4.loss_cls: 0.2572, decode.d4.loss_mask: 0.4986, decode.d4.loss_dice: 0.7316, decode.d5.loss_cls: 0.2548, decode.d5.loss_mask: 0.4975, decode.d5.loss_dice: 0.7312, decode.d6.loss_cls: 0.2494, decode.d6.loss_mask: 0.4970, decode.d6.loss_dice: 0.7262, decode.d7.loss_cls: 0.2436, decode.d7.loss_mask: 0.4967, decode.d7.loss_dice: 0.7273, decode.d8.loss_cls: 0.2427, decode.d8.loss_mask: 0.4965, decode.d8.loss_dice: 0.7289, loss: 16.0656, grad_norm: 61.9235 +2023-11-07 03:03:06,656 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 03:03:06,656 - mmseg - INFO - Iter [97000/160000] lr: 3.938e-05, eta: 8:20:49, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2602, decode.loss_mask: 0.4956, decode.loss_dice: 0.7667, decode.d0.loss_cls: 1.2733, decode.d0.loss_mask: 0.5390, decode.d0.loss_dice: 0.8624, decode.d1.loss_cls: 0.3603, decode.d1.loss_mask: 0.5207, decode.d1.loss_dice: 0.8154, decode.d2.loss_cls: 0.3084, decode.d2.loss_mask: 0.5079, decode.d2.loss_dice: 0.7983, decode.d3.loss_cls: 0.2940, decode.d3.loss_mask: 0.5004, decode.d3.loss_dice: 0.7769, decode.d4.loss_cls: 0.2766, decode.d4.loss_mask: 0.5018, decode.d4.loss_dice: 0.7722, decode.d5.loss_cls: 0.2678, decode.d5.loss_mask: 0.5018, decode.d5.loss_dice: 0.7704, decode.d6.loss_cls: 0.2686, decode.d6.loss_mask: 0.4991, decode.d6.loss_dice: 0.7674, decode.d7.loss_cls: 0.2601, decode.d7.loss_mask: 0.4987, decode.d7.loss_dice: 0.7728, decode.d8.loss_cls: 0.2598, decode.d8.loss_mask: 0.4970, decode.d8.loss_dice: 0.7672, loss: 16.7606, grad_norm: 70.6795 +2023-11-07 03:03:29,465 - mmseg - INFO - Iter [97050/160000] lr: 3.934e-05, eta: 8:20:25, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2327, decode.loss_mask: 0.4954, decode.loss_dice: 0.7156, decode.d0.loss_cls: 1.2319, decode.d0.loss_mask: 0.5378, decode.d0.loss_dice: 0.8063, decode.d1.loss_cls: 0.3191, decode.d1.loss_mask: 0.5135, decode.d1.loss_dice: 0.7670, decode.d2.loss_cls: 0.2767, decode.d2.loss_mask: 0.5009, decode.d2.loss_dice: 0.7429, decode.d3.loss_cls: 0.2578, decode.d3.loss_mask: 0.4970, decode.d3.loss_dice: 0.7260, decode.d4.loss_cls: 0.2463, decode.d4.loss_mask: 0.4972, decode.d4.loss_dice: 0.7249, decode.d5.loss_cls: 0.2404, decode.d5.loss_mask: 0.4993, decode.d5.loss_dice: 0.7245, decode.d6.loss_cls: 0.2394, decode.d6.loss_mask: 0.4960, decode.d6.loss_dice: 0.7165, decode.d7.loss_cls: 0.2313, decode.d7.loss_mask: 0.4970, decode.d7.loss_dice: 0.7179, decode.d8.loss_cls: 0.2309, decode.d8.loss_mask: 0.4963, decode.d8.loss_dice: 0.7210, loss: 15.8996, grad_norm: 63.0708 +2023-11-07 03:03:52,038 - mmseg - INFO - Iter [97100/160000] lr: 3.931e-05, eta: 8:20:00, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2595, decode.loss_mask: 0.4985, decode.loss_dice: 0.7589, decode.d0.loss_cls: 1.2500, decode.d0.loss_mask: 0.5434, decode.d0.loss_dice: 0.8403, decode.d1.loss_cls: 0.3489, decode.d1.loss_mask: 0.5196, decode.d1.loss_dice: 0.8010, decode.d2.loss_cls: 0.3047, decode.d2.loss_mask: 0.5066, decode.d2.loss_dice: 0.7787, decode.d3.loss_cls: 0.2826, decode.d3.loss_mask: 0.5022, decode.d3.loss_dice: 0.7590, decode.d4.loss_cls: 0.2732, decode.d4.loss_mask: 0.5026, decode.d4.loss_dice: 0.7674, decode.d5.loss_cls: 0.2698, decode.d5.loss_mask: 0.5008, decode.d5.loss_dice: 0.7634, decode.d6.loss_cls: 0.2635, decode.d6.loss_mask: 0.5002, decode.d6.loss_dice: 0.7600, decode.d7.loss_cls: 0.2656, decode.d7.loss_mask: 0.4985, decode.d7.loss_dice: 0.7619, decode.d8.loss_cls: 0.2636, decode.d8.loss_mask: 0.4981, decode.d8.loss_dice: 0.7592, loss: 16.6018, grad_norm: 62.5256 +2023-11-07 03:04:14,862 - mmseg - INFO - Iter [97150/160000] lr: 3.928e-05, eta: 8:19:35, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2562, decode.loss_mask: 0.4988, decode.loss_dice: 0.7394, decode.d0.loss_cls: 1.2758, decode.d0.loss_mask: 0.5389, decode.d0.loss_dice: 0.8176, decode.d1.loss_cls: 0.3462, decode.d1.loss_mask: 0.5185, decode.d1.loss_dice: 0.7837, decode.d2.loss_cls: 0.2950, decode.d2.loss_mask: 0.5053, decode.d2.loss_dice: 0.7574, decode.d3.loss_cls: 0.2838, decode.d3.loss_mask: 0.4981, decode.d3.loss_dice: 0.7402, decode.d4.loss_cls: 0.2706, decode.d4.loss_mask: 0.5015, decode.d4.loss_dice: 0.7411, decode.d5.loss_cls: 0.2680, decode.d5.loss_mask: 0.5014, decode.d5.loss_dice: 0.7392, decode.d6.loss_cls: 0.2661, decode.d6.loss_mask: 0.4977, decode.d6.loss_dice: 0.7347, decode.d7.loss_cls: 0.2600, decode.d7.loss_mask: 0.4995, decode.d7.loss_dice: 0.7364, decode.d8.loss_cls: 0.2585, decode.d8.loss_mask: 0.4991, decode.d8.loss_dice: 0.7402, loss: 16.3689, grad_norm: 67.3452 +2023-11-07 03:04:37,576 - mmseg - INFO - Iter [97200/160000] lr: 3.925e-05, eta: 8:19:11, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2618, decode.loss_mask: 0.4959, decode.loss_dice: 0.7488, decode.d0.loss_cls: 1.2995, decode.d0.loss_mask: 0.5300, decode.d0.loss_dice: 0.8291, decode.d1.loss_cls: 0.3560, decode.d1.loss_mask: 0.5093, decode.d1.loss_dice: 0.7983, decode.d2.loss_cls: 0.3066, decode.d2.loss_mask: 0.5015, decode.d2.loss_dice: 0.7742, decode.d3.loss_cls: 0.2928, decode.d3.loss_mask: 0.4952, decode.d3.loss_dice: 0.7544, decode.d4.loss_cls: 0.2854, decode.d4.loss_mask: 0.4976, decode.d4.loss_dice: 0.7506, decode.d5.loss_cls: 0.2753, decode.d5.loss_mask: 0.4985, decode.d5.loss_dice: 0.7558, decode.d6.loss_cls: 0.2729, decode.d6.loss_mask: 0.4975, decode.d6.loss_dice: 0.7497, decode.d7.loss_cls: 0.2712, decode.d7.loss_mask: 0.4960, decode.d7.loss_dice: 0.7479, decode.d8.loss_cls: 0.2643, decode.d8.loss_mask: 0.4963, decode.d8.loss_dice: 0.7510, loss: 16.5638, grad_norm: 67.2419 +2023-11-07 03:05:00,114 - mmseg - INFO - Iter [97250/160000] lr: 3.922e-05, eta: 8:18:46, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2270, decode.loss_mask: 0.4914, decode.loss_dice: 0.7218, decode.d0.loss_cls: 1.2126, decode.d0.loss_mask: 0.5329, decode.d0.loss_dice: 0.7939, decode.d1.loss_cls: 0.3117, decode.d1.loss_mask: 0.5105, decode.d1.loss_dice: 0.7651, decode.d2.loss_cls: 0.2634, decode.d2.loss_mask: 0.5005, decode.d2.loss_dice: 0.7438, decode.d3.loss_cls: 0.2520, decode.d3.loss_mask: 0.4960, decode.d3.loss_dice: 0.7205, decode.d4.loss_cls: 0.2417, decode.d4.loss_mask: 0.4936, decode.d4.loss_dice: 0.7220, decode.d5.loss_cls: 0.2333, decode.d5.loss_mask: 0.4934, decode.d5.loss_dice: 0.7262, decode.d6.loss_cls: 0.2338, decode.d6.loss_mask: 0.4918, decode.d6.loss_dice: 0.7225, decode.d7.loss_cls: 0.2276, decode.d7.loss_mask: 0.4920, decode.d7.loss_dice: 0.7258, decode.d8.loss_cls: 0.2252, decode.d8.loss_mask: 0.4911, decode.d8.loss_dice: 0.7221, loss: 15.7851, grad_norm: 66.1644 +2023-11-07 03:05:25,411 - mmseg - INFO - Iter [97300/160000] lr: 3.919e-05, eta: 8:18:23, time: 0.506, data_time: 0.058, memory: 39436, decode.loss_cls: 0.2383, decode.loss_mask: 0.4946, decode.loss_dice: 0.7277, decode.d0.loss_cls: 1.2276, decode.d0.loss_mask: 0.5322, decode.d0.loss_dice: 0.8057, decode.d1.loss_cls: 0.3261, decode.d1.loss_mask: 0.5118, decode.d1.loss_dice: 0.7769, decode.d2.loss_cls: 0.2836, decode.d2.loss_mask: 0.5025, decode.d2.loss_dice: 0.7532, decode.d3.loss_cls: 0.2609, decode.d3.loss_mask: 0.4983, decode.d3.loss_dice: 0.7376, decode.d4.loss_cls: 0.2561, decode.d4.loss_mask: 0.4991, decode.d4.loss_dice: 0.7329, decode.d5.loss_cls: 0.2492, decode.d5.loss_mask: 0.4958, decode.d5.loss_dice: 0.7374, decode.d6.loss_cls: 0.2442, decode.d6.loss_mask: 0.4944, decode.d6.loss_dice: 0.7289, decode.d7.loss_cls: 0.2406, decode.d7.loss_mask: 0.4961, decode.d7.loss_dice: 0.7324, decode.d8.loss_cls: 0.2359, decode.d8.loss_mask: 0.4962, decode.d8.loss_dice: 0.7299, loss: 16.0463, grad_norm: 61.9925 +2023-11-07 03:05:47,983 - mmseg - INFO - Iter [97350/160000] lr: 3.916e-05, eta: 8:17:59, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2391, decode.loss_mask: 0.4805, decode.loss_dice: 0.7241, decode.d0.loss_cls: 1.2382, decode.d0.loss_mask: 0.5208, decode.d0.loss_dice: 0.8106, decode.d1.loss_cls: 0.3316, decode.d1.loss_mask: 0.5049, decode.d1.loss_dice: 0.7810, decode.d2.loss_cls: 0.2911, decode.d2.loss_mask: 0.4931, decode.d2.loss_dice: 0.7534, decode.d3.loss_cls: 0.2681, decode.d3.loss_mask: 0.4851, decode.d3.loss_dice: 0.7353, decode.d4.loss_cls: 0.2558, decode.d4.loss_mask: 0.4860, decode.d4.loss_dice: 0.7311, decode.d5.loss_cls: 0.2525, decode.d5.loss_mask: 0.4817, decode.d5.loss_dice: 0.7353, decode.d6.loss_cls: 0.2465, decode.d6.loss_mask: 0.4817, decode.d6.loss_dice: 0.7291, decode.d7.loss_cls: 0.2422, decode.d7.loss_mask: 0.4826, decode.d7.loss_dice: 0.7312, decode.d8.loss_cls: 0.2427, decode.d8.loss_mask: 0.4817, decode.d8.loss_dice: 0.7294, loss: 15.9661, grad_norm: 67.1287 +2023-11-07 03:06:10,726 - mmseg - INFO - Iter [97400/160000] lr: 3.913e-05, eta: 8:17:34, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2476, decode.loss_mask: 0.4967, decode.loss_dice: 0.7447, decode.d0.loss_cls: 1.2667, decode.d0.loss_mask: 0.5446, decode.d0.loss_dice: 0.8344, decode.d1.loss_cls: 0.3359, decode.d1.loss_mask: 0.5180, decode.d1.loss_dice: 0.7889, decode.d2.loss_cls: 0.2851, decode.d2.loss_mask: 0.5056, decode.d2.loss_dice: 0.7689, decode.d3.loss_cls: 0.2678, decode.d3.loss_mask: 0.4985, decode.d3.loss_dice: 0.7462, decode.d4.loss_cls: 0.2548, decode.d4.loss_mask: 0.5014, decode.d4.loss_dice: 0.7513, decode.d5.loss_cls: 0.2535, decode.d5.loss_mask: 0.4987, decode.d5.loss_dice: 0.7455, decode.d6.loss_cls: 0.2508, decode.d6.loss_mask: 0.4961, decode.d6.loss_dice: 0.7424, decode.d7.loss_cls: 0.2506, decode.d7.loss_mask: 0.4955, decode.d7.loss_dice: 0.7448, decode.d8.loss_cls: 0.2468, decode.d8.loss_mask: 0.4950, decode.d8.loss_dice: 0.7407, loss: 16.3176, grad_norm: 65.4140 +2023-11-07 03:06:33,471 - mmseg - INFO - Iter [97450/160000] lr: 3.909e-05, eta: 8:17:09, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2375, decode.loss_mask: 0.4902, decode.loss_dice: 0.7384, decode.d0.loss_cls: 1.2396, decode.d0.loss_mask: 0.5292, decode.d0.loss_dice: 0.8162, decode.d1.loss_cls: 0.3264, decode.d1.loss_mask: 0.5061, decode.d1.loss_dice: 0.7835, decode.d2.loss_cls: 0.2890, decode.d2.loss_mask: 0.4996, decode.d2.loss_dice: 0.7616, decode.d3.loss_cls: 0.2682, decode.d3.loss_mask: 0.4913, decode.d3.loss_dice: 0.7451, decode.d4.loss_cls: 0.2558, decode.d4.loss_mask: 0.4927, decode.d4.loss_dice: 0.7412, decode.d5.loss_cls: 0.2499, decode.d5.loss_mask: 0.4919, decode.d5.loss_dice: 0.7415, decode.d6.loss_cls: 0.2495, decode.d6.loss_mask: 0.4919, decode.d6.loss_dice: 0.7389, decode.d7.loss_cls: 0.2416, decode.d7.loss_mask: 0.4920, decode.d7.loss_dice: 0.7430, decode.d8.loss_cls: 0.2414, decode.d8.loss_mask: 0.4915, decode.d8.loss_dice: 0.7367, loss: 16.1210, grad_norm: 63.0348 +2023-11-07 03:06:56,346 - mmseg - INFO - Iter [97500/160000] lr: 3.906e-05, eta: 8:16:45, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2493, decode.loss_mask: 0.4958, decode.loss_dice: 0.7657, decode.d0.loss_cls: 1.2826, decode.d0.loss_mask: 0.5370, decode.d0.loss_dice: 0.8566, decode.d1.loss_cls: 0.3447, decode.d1.loss_mask: 0.5186, decode.d1.loss_dice: 0.8169, decode.d2.loss_cls: 0.2931, decode.d2.loss_mask: 0.5087, decode.d2.loss_dice: 0.7921, decode.d3.loss_cls: 0.2731, decode.d3.loss_mask: 0.5003, decode.d3.loss_dice: 0.7729, decode.d4.loss_cls: 0.2622, decode.d4.loss_mask: 0.4987, decode.d4.loss_dice: 0.7726, decode.d5.loss_cls: 0.2584, decode.d5.loss_mask: 0.4977, decode.d5.loss_dice: 0.7711, decode.d6.loss_cls: 0.2572, decode.d6.loss_mask: 0.4967, decode.d6.loss_dice: 0.7697, decode.d7.loss_cls: 0.2509, decode.d7.loss_mask: 0.4949, decode.d7.loss_dice: 0.7719, decode.d8.loss_cls: 0.2490, decode.d8.loss_mask: 0.4964, decode.d8.loss_dice: 0.7674, loss: 16.6221, grad_norm: 68.8145 +2023-11-07 03:07:18,994 - mmseg - INFO - Iter [97550/160000] lr: 3.903e-05, eta: 8:16:20, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2490, decode.loss_mask: 0.4661, decode.loss_dice: 0.7197, decode.d0.loss_cls: 1.2529, decode.d0.loss_mask: 0.5091, decode.d0.loss_dice: 0.8072, decode.d1.loss_cls: 0.3460, decode.d1.loss_mask: 0.4887, decode.d1.loss_dice: 0.7628, decode.d2.loss_cls: 0.2983, decode.d2.loss_mask: 0.4750, decode.d2.loss_dice: 0.7403, decode.d3.loss_cls: 0.2775, decode.d3.loss_mask: 0.4714, decode.d3.loss_dice: 0.7246, decode.d4.loss_cls: 0.2683, decode.d4.loss_mask: 0.4700, decode.d4.loss_dice: 0.7234, decode.d5.loss_cls: 0.2644, decode.d5.loss_mask: 0.4660, decode.d5.loss_dice: 0.7219, decode.d6.loss_cls: 0.2587, decode.d6.loss_mask: 0.4671, decode.d6.loss_dice: 0.7178, decode.d7.loss_cls: 0.2511, decode.d7.loss_mask: 0.4680, decode.d7.loss_dice: 0.7214, decode.d8.loss_cls: 0.2484, decode.d8.loss_mask: 0.4675, decode.d8.loss_dice: 0.7173, loss: 15.8199, grad_norm: 68.1808 +2023-11-07 03:07:41,709 - mmseg - INFO - Iter [97600/160000] lr: 3.900e-05, eta: 8:15:56, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2468, decode.loss_mask: 0.4809, decode.loss_dice: 0.7252, decode.d0.loss_cls: 1.2724, decode.d0.loss_mask: 0.5187, decode.d0.loss_dice: 0.8027, decode.d1.loss_cls: 0.3279, decode.d1.loss_mask: 0.5021, decode.d1.loss_dice: 0.7742, decode.d2.loss_cls: 0.2922, decode.d2.loss_mask: 0.4892, decode.d2.loss_dice: 0.7514, decode.d3.loss_cls: 0.2728, decode.d3.loss_mask: 0.4846, decode.d3.loss_dice: 0.7315, decode.d4.loss_cls: 0.2570, decode.d4.loss_mask: 0.4842, decode.d4.loss_dice: 0.7336, decode.d5.loss_cls: 0.2543, decode.d5.loss_mask: 0.4825, decode.d5.loss_dice: 0.7296, decode.d6.loss_cls: 0.2535, decode.d6.loss_mask: 0.4833, decode.d6.loss_dice: 0.7269, decode.d7.loss_cls: 0.2449, decode.d7.loss_mask: 0.4815, decode.d7.loss_dice: 0.7272, decode.d8.loss_cls: 0.2466, decode.d8.loss_mask: 0.4814, decode.d8.loss_dice: 0.7286, loss: 15.9878, grad_norm: 63.9036 +2023-11-07 03:08:04,492 - mmseg - INFO - Iter [97650/160000] lr: 3.897e-05, eta: 8:15:31, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2288, decode.loss_mask: 0.4876, decode.loss_dice: 0.7387, decode.d0.loss_cls: 1.2142, decode.d0.loss_mask: 0.5220, decode.d0.loss_dice: 0.8136, decode.d1.loss_cls: 0.3214, decode.d1.loss_mask: 0.5041, decode.d1.loss_dice: 0.7798, decode.d2.loss_cls: 0.2867, decode.d2.loss_mask: 0.4934, decode.d2.loss_dice: 0.7563, decode.d3.loss_cls: 0.2614, decode.d3.loss_mask: 0.4911, decode.d3.loss_dice: 0.7380, decode.d4.loss_cls: 0.2460, decode.d4.loss_mask: 0.4911, decode.d4.loss_dice: 0.7396, decode.d5.loss_cls: 0.2413, decode.d5.loss_mask: 0.4893, decode.d5.loss_dice: 0.7418, decode.d6.loss_cls: 0.2380, decode.d6.loss_mask: 0.4877, decode.d6.loss_dice: 0.7390, decode.d7.loss_cls: 0.2292, decode.d7.loss_mask: 0.4893, decode.d7.loss_dice: 0.7354, decode.d8.loss_cls: 0.2284, decode.d8.loss_mask: 0.4890, decode.d8.loss_dice: 0.7358, loss: 15.9582, grad_norm: 64.4997 +2023-11-07 03:08:27,037 - mmseg - INFO - Iter [97700/160000] lr: 3.894e-05, eta: 8:15:07, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2141, decode.loss_mask: 0.4870, decode.loss_dice: 0.7217, decode.d0.loss_cls: 1.1883, decode.d0.loss_mask: 0.5297, decode.d0.loss_dice: 0.8050, decode.d1.loss_cls: 0.3038, decode.d1.loss_mask: 0.5089, decode.d1.loss_dice: 0.7721, decode.d2.loss_cls: 0.2576, decode.d2.loss_mask: 0.4984, decode.d2.loss_dice: 0.7511, decode.d3.loss_cls: 0.2397, decode.d3.loss_mask: 0.4897, decode.d3.loss_dice: 0.7268, decode.d4.loss_cls: 0.2280, decode.d4.loss_mask: 0.4916, decode.d4.loss_dice: 0.7285, decode.d5.loss_cls: 0.2237, decode.d5.loss_mask: 0.4876, decode.d5.loss_dice: 0.7286, decode.d6.loss_cls: 0.2278, decode.d6.loss_mask: 0.4865, decode.d6.loss_dice: 0.7273, decode.d7.loss_cls: 0.2191, decode.d7.loss_mask: 0.4867, decode.d7.loss_dice: 0.7252, decode.d8.loss_cls: 0.2141, decode.d8.loss_mask: 0.4860, decode.d8.loss_dice: 0.7272, loss: 15.6815, grad_norm: 64.6908 +2023-11-07 03:08:49,785 - mmseg - INFO - Iter [97750/160000] lr: 3.891e-05, eta: 8:14:42, time: 0.455, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2329, decode.loss_mask: 0.4952, decode.loss_dice: 0.7427, decode.d0.loss_cls: 1.2243, decode.d0.loss_mask: 0.5386, decode.d0.loss_dice: 0.8221, decode.d1.loss_cls: 0.3219, decode.d1.loss_mask: 0.5153, decode.d1.loss_dice: 0.7866, decode.d2.loss_cls: 0.2760, decode.d2.loss_mask: 0.5044, decode.d2.loss_dice: 0.7655, decode.d3.loss_cls: 0.2536, decode.d3.loss_mask: 0.5015, decode.d3.loss_dice: 0.7533, decode.d4.loss_cls: 0.2432, decode.d4.loss_mask: 0.4977, decode.d4.loss_dice: 0.7469, decode.d5.loss_cls: 0.2405, decode.d5.loss_mask: 0.4961, decode.d5.loss_dice: 0.7480, decode.d6.loss_cls: 0.2346, decode.d6.loss_mask: 0.4962, decode.d6.loss_dice: 0.7458, decode.d7.loss_cls: 0.2304, decode.d7.loss_mask: 0.4969, decode.d7.loss_dice: 0.7407, decode.d8.loss_cls: 0.2298, decode.d8.loss_mask: 0.4951, decode.d8.loss_dice: 0.7477, loss: 16.1236, grad_norm: 60.9871 +2023-11-07 03:09:12,275 - mmseg - INFO - Iter [97800/160000] lr: 3.888e-05, eta: 8:14:17, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2457, decode.loss_mask: 0.4947, decode.loss_dice: 0.7295, decode.d0.loss_cls: 1.2462, decode.d0.loss_mask: 0.5354, decode.d0.loss_dice: 0.8118, decode.d1.loss_cls: 0.3272, decode.d1.loss_mask: 0.5145, decode.d1.loss_dice: 0.7827, decode.d2.loss_cls: 0.2899, decode.d2.loss_mask: 0.5067, decode.d2.loss_dice: 0.7560, decode.d3.loss_cls: 0.2728, decode.d3.loss_mask: 0.4991, decode.d3.loss_dice: 0.7393, decode.d4.loss_cls: 0.2615, decode.d4.loss_mask: 0.4980, decode.d4.loss_dice: 0.7407, decode.d5.loss_cls: 0.2544, decode.d5.loss_mask: 0.4973, decode.d5.loss_dice: 0.7345, decode.d6.loss_cls: 0.2495, decode.d6.loss_mask: 0.4951, decode.d6.loss_dice: 0.7313, decode.d7.loss_cls: 0.2481, decode.d7.loss_mask: 0.4952, decode.d7.loss_dice: 0.7286, decode.d8.loss_cls: 0.2488, decode.d8.loss_mask: 0.4955, decode.d8.loss_dice: 0.7300, loss: 16.1601, grad_norm: 65.6664 +2023-11-07 03:09:34,981 - mmseg - INFO - Iter [97850/160000] lr: 3.884e-05, eta: 8:13:53, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2273, decode.loss_mask: 0.4875, decode.loss_dice: 0.7377, decode.d0.loss_cls: 1.2598, decode.d0.loss_mask: 0.5281, decode.d0.loss_dice: 0.8189, decode.d1.loss_cls: 0.3322, decode.d1.loss_mask: 0.5026, decode.d1.loss_dice: 0.7777, decode.d2.loss_cls: 0.2855, decode.d2.loss_mask: 0.4937, decode.d2.loss_dice: 0.7590, decode.d3.loss_cls: 0.2617, decode.d3.loss_mask: 0.4876, decode.d3.loss_dice: 0.7475, decode.d4.loss_cls: 0.2483, decode.d4.loss_mask: 0.4879, decode.d4.loss_dice: 0.7470, decode.d5.loss_cls: 0.2396, decode.d5.loss_mask: 0.4877, decode.d5.loss_dice: 0.7428, decode.d6.loss_cls: 0.2335, decode.d6.loss_mask: 0.4873, decode.d6.loss_dice: 0.7356, decode.d7.loss_cls: 0.2337, decode.d7.loss_mask: 0.4884, decode.d7.loss_dice: 0.7389, decode.d8.loss_cls: 0.2296, decode.d8.loss_mask: 0.4876, decode.d8.loss_dice: 0.7387, loss: 16.0333, grad_norm: 65.0875 +2023-11-07 03:09:57,685 - mmseg - INFO - Iter [97900/160000] lr: 3.881e-05, eta: 8:13:28, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2266, decode.loss_mask: 0.4987, decode.loss_dice: 0.7383, decode.d0.loss_cls: 1.2407, decode.d0.loss_mask: 0.5360, decode.d0.loss_dice: 0.8116, decode.d1.loss_cls: 0.3145, decode.d1.loss_mask: 0.5193, decode.d1.loss_dice: 0.7862, decode.d2.loss_cls: 0.2733, decode.d2.loss_mask: 0.5023, decode.d2.loss_dice: 0.7606, decode.d3.loss_cls: 0.2609, decode.d3.loss_mask: 0.4999, decode.d3.loss_dice: 0.7439, decode.d4.loss_cls: 0.2475, decode.d4.loss_mask: 0.4989, decode.d4.loss_dice: 0.7398, decode.d5.loss_cls: 0.2397, decode.d5.loss_mask: 0.5002, decode.d5.loss_dice: 0.7429, decode.d6.loss_cls: 0.2361, decode.d6.loss_mask: 0.4977, decode.d6.loss_dice: 0.7343, decode.d7.loss_cls: 0.2294, decode.d7.loss_mask: 0.4996, decode.d7.loss_dice: 0.7371, decode.d8.loss_cls: 0.2283, decode.d8.loss_mask: 0.4994, decode.d8.loss_dice: 0.7380, loss: 16.0818, grad_norm: 69.4667 +2023-11-07 03:10:20,343 - mmseg - INFO - Iter [97950/160000] lr: 3.878e-05, eta: 8:13:04, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2385, decode.loss_mask: 0.4794, decode.loss_dice: 0.7213, decode.d0.loss_cls: 1.2216, decode.d0.loss_mask: 0.5177, decode.d0.loss_dice: 0.8056, decode.d1.loss_cls: 0.3122, decode.d1.loss_mask: 0.5006, decode.d1.loss_dice: 0.7755, decode.d2.loss_cls: 0.2825, decode.d2.loss_mask: 0.4886, decode.d2.loss_dice: 0.7475, decode.d3.loss_cls: 0.2661, decode.d3.loss_mask: 0.4837, decode.d3.loss_dice: 0.7255, decode.d4.loss_cls: 0.2526, decode.d4.loss_mask: 0.4825, decode.d4.loss_dice: 0.7288, decode.d5.loss_cls: 0.2495, decode.d5.loss_mask: 0.4829, decode.d5.loss_dice: 0.7249, decode.d6.loss_cls: 0.2436, decode.d6.loss_mask: 0.4803, decode.d6.loss_dice: 0.7242, decode.d7.loss_cls: 0.2412, decode.d7.loss_mask: 0.4801, decode.d7.loss_dice: 0.7221, decode.d8.loss_cls: 0.2396, decode.d8.loss_mask: 0.4805, decode.d8.loss_dice: 0.7245, loss: 15.8235, grad_norm: 62.9261 +2023-11-07 03:10:43,147 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 03:10:43,147 - mmseg - INFO - Iter [98000/160000] lr: 3.875e-05, eta: 8:12:39, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2355, decode.loss_mask: 0.4981, decode.loss_dice: 0.7336, decode.d0.loss_cls: 1.2649, decode.d0.loss_mask: 0.5365, decode.d0.loss_dice: 0.8150, decode.d1.loss_cls: 0.3336, decode.d1.loss_mask: 0.5139, decode.d1.loss_dice: 0.7836, decode.d2.loss_cls: 0.2834, decode.d2.loss_mask: 0.5053, decode.d2.loss_dice: 0.7597, decode.d3.loss_cls: 0.2609, decode.d3.loss_mask: 0.5014, decode.d3.loss_dice: 0.7408, decode.d4.loss_cls: 0.2494, decode.d4.loss_mask: 0.4980, decode.d4.loss_dice: 0.7411, decode.d5.loss_cls: 0.2427, decode.d5.loss_mask: 0.4979, decode.d5.loss_dice: 0.7388, decode.d6.loss_cls: 0.2394, decode.d6.loss_mask: 0.4982, decode.d6.loss_dice: 0.7388, decode.d7.loss_cls: 0.2375, decode.d7.loss_mask: 0.4973, decode.d7.loss_dice: 0.7375, decode.d8.loss_cls: 0.2345, decode.d8.loss_mask: 0.4974, decode.d8.loss_dice: 0.7337, loss: 16.1487, grad_norm: 63.4664 +2023-11-07 03:11:05,845 - mmseg - INFO - Iter [98050/160000] lr: 3.872e-05, eta: 8:12:15, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2226, decode.loss_mask: 0.4958, decode.loss_dice: 0.7159, decode.d0.loss_cls: 1.2434, decode.d0.loss_mask: 0.5369, decode.d0.loss_dice: 0.7974, decode.d1.loss_cls: 0.3310, decode.d1.loss_mask: 0.5156, decode.d1.loss_dice: 0.7638, decode.d2.loss_cls: 0.2831, decode.d2.loss_mask: 0.5043, decode.d2.loss_dice: 0.7339, decode.d3.loss_cls: 0.2563, decode.d3.loss_mask: 0.5021, decode.d3.loss_dice: 0.7209, decode.d4.loss_cls: 0.2415, decode.d4.loss_mask: 0.5000, decode.d4.loss_dice: 0.7203, decode.d5.loss_cls: 0.2364, decode.d5.loss_mask: 0.4983, decode.d5.loss_dice: 0.7223, decode.d6.loss_cls: 0.2331, decode.d6.loss_mask: 0.4979, decode.d6.loss_dice: 0.7160, decode.d7.loss_cls: 0.2318, decode.d7.loss_mask: 0.4958, decode.d7.loss_dice: 0.7171, decode.d8.loss_cls: 0.2262, decode.d8.loss_mask: 0.4956, decode.d8.loss_dice: 0.7178, loss: 15.8735, grad_norm: 64.1330 +2023-11-07 03:11:28,814 - mmseg - INFO - Iter [98100/160000] lr: 3.869e-05, eta: 8:11:50, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2523, decode.loss_mask: 0.4988, decode.loss_dice: 0.7359, decode.d0.loss_cls: 1.2597, decode.d0.loss_mask: 0.5375, decode.d0.loss_dice: 0.8184, decode.d1.loss_cls: 0.3433, decode.d1.loss_mask: 0.5152, decode.d1.loss_dice: 0.7775, decode.d2.loss_cls: 0.3015, decode.d2.loss_mask: 0.5050, decode.d2.loss_dice: 0.7624, decode.d3.loss_cls: 0.2812, decode.d3.loss_mask: 0.4990, decode.d3.loss_dice: 0.7439, decode.d4.loss_cls: 0.2715, decode.d4.loss_mask: 0.4979, decode.d4.loss_dice: 0.7380, decode.d5.loss_cls: 0.2613, decode.d5.loss_mask: 0.4979, decode.d5.loss_dice: 0.7411, decode.d6.loss_cls: 0.2578, decode.d6.loss_mask: 0.4977, decode.d6.loss_dice: 0.7383, decode.d7.loss_cls: 0.2557, decode.d7.loss_mask: 0.4986, decode.d7.loss_dice: 0.7384, decode.d8.loss_cls: 0.2515, decode.d8.loss_mask: 0.4971, decode.d8.loss_dice: 0.7395, loss: 16.3140, grad_norm: 70.0407 +2023-11-07 03:11:51,454 - mmseg - INFO - Iter [98150/160000] lr: 3.866e-05, eta: 8:11:26, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2495, decode.loss_mask: 0.5075, decode.loss_dice: 0.7443, decode.d0.loss_cls: 1.2553, decode.d0.loss_mask: 0.5518, decode.d0.loss_dice: 0.8204, decode.d1.loss_cls: 0.3435, decode.d1.loss_mask: 0.5265, decode.d1.loss_dice: 0.7924, decode.d2.loss_cls: 0.3028, decode.d2.loss_mask: 0.5153, decode.d2.loss_dice: 0.7706, decode.d3.loss_cls: 0.2843, decode.d3.loss_mask: 0.5095, decode.d3.loss_dice: 0.7472, decode.d4.loss_cls: 0.2743, decode.d4.loss_mask: 0.5054, decode.d4.loss_dice: 0.7462, decode.d5.loss_cls: 0.2642, decode.d5.loss_mask: 0.5045, decode.d5.loss_dice: 0.7462, decode.d6.loss_cls: 0.2591, decode.d6.loss_mask: 0.5076, decode.d6.loss_dice: 0.7451, decode.d7.loss_cls: 0.2537, decode.d7.loss_mask: 0.5054, decode.d7.loss_dice: 0.7449, decode.d8.loss_cls: 0.2530, decode.d8.loss_mask: 0.5062, decode.d8.loss_dice: 0.7429, loss: 16.4796, grad_norm: 78.7563 +2023-11-07 03:12:14,118 - mmseg - INFO - Iter [98200/160000] lr: 3.863e-05, eta: 8:11:01, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2270, decode.loss_mask: 0.4922, decode.loss_dice: 0.7331, decode.d0.loss_cls: 1.2197, decode.d0.loss_mask: 0.5316, decode.d0.loss_dice: 0.8060, decode.d1.loss_cls: 0.3170, decode.d1.loss_mask: 0.5077, decode.d1.loss_dice: 0.7715, decode.d2.loss_cls: 0.2633, decode.d2.loss_mask: 0.5000, decode.d2.loss_dice: 0.7533, decode.d3.loss_cls: 0.2501, decode.d3.loss_mask: 0.4965, decode.d3.loss_dice: 0.7379, decode.d4.loss_cls: 0.2400, decode.d4.loss_mask: 0.4948, decode.d4.loss_dice: 0.7378, decode.d5.loss_cls: 0.2383, decode.d5.loss_mask: 0.4921, decode.d5.loss_dice: 0.7364, decode.d6.loss_cls: 0.2318, decode.d6.loss_mask: 0.4924, decode.d6.loss_dice: 0.7293, decode.d7.loss_cls: 0.2304, decode.d7.loss_mask: 0.4912, decode.d7.loss_dice: 0.7293, decode.d8.loss_cls: 0.2273, decode.d8.loss_mask: 0.4930, decode.d8.loss_dice: 0.7324, loss: 15.9036, grad_norm: 69.6910 +2023-11-07 03:12:36,856 - mmseg - INFO - Iter [98250/160000] lr: 3.859e-05, eta: 8:10:37, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2224, decode.loss_mask: 0.5180, decode.loss_dice: 0.7277, decode.d0.loss_cls: 1.1955, decode.d0.loss_mask: 0.5529, decode.d0.loss_dice: 0.8085, decode.d1.loss_cls: 0.3113, decode.d1.loss_mask: 0.5351, decode.d1.loss_dice: 0.7738, decode.d2.loss_cls: 0.2676, decode.d2.loss_mask: 0.5256, decode.d2.loss_dice: 0.7514, decode.d3.loss_cls: 0.2519, decode.d3.loss_mask: 0.5199, decode.d3.loss_dice: 0.7357, decode.d4.loss_cls: 0.2363, decode.d4.loss_mask: 0.5179, decode.d4.loss_dice: 0.7352, decode.d5.loss_cls: 0.2319, decode.d5.loss_mask: 0.5182, decode.d5.loss_dice: 0.7329, decode.d6.loss_cls: 0.2356, decode.d6.loss_mask: 0.5155, decode.d6.loss_dice: 0.7253, decode.d7.loss_cls: 0.2257, decode.d7.loss_mask: 0.5169, decode.d7.loss_dice: 0.7279, decode.d8.loss_cls: 0.2216, decode.d8.loss_mask: 0.5180, decode.d8.loss_dice: 0.7272, loss: 16.0837, grad_norm: 63.6802 +2023-11-07 03:12:59,662 - mmseg - INFO - Iter [98300/160000] lr: 3.856e-05, eta: 8:10:12, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2537, decode.loss_mask: 0.4911, decode.loss_dice: 0.7431, decode.d0.loss_cls: 1.2298, decode.d0.loss_mask: 0.5293, decode.d0.loss_dice: 0.8213, decode.d1.loss_cls: 0.3428, decode.d1.loss_mask: 0.5095, decode.d1.loss_dice: 0.7857, decode.d2.loss_cls: 0.3011, decode.d2.loss_mask: 0.4981, decode.d2.loss_dice: 0.7604, decode.d3.loss_cls: 0.2776, decode.d3.loss_mask: 0.4954, decode.d3.loss_dice: 0.7441, decode.d4.loss_cls: 0.2685, decode.d4.loss_mask: 0.4944, decode.d4.loss_dice: 0.7450, decode.d5.loss_cls: 0.2617, decode.d5.loss_mask: 0.4951, decode.d5.loss_dice: 0.7418, decode.d6.loss_cls: 0.2600, decode.d6.loss_mask: 0.4950, decode.d6.loss_dice: 0.7415, decode.d7.loss_cls: 0.2541, decode.d7.loss_mask: 0.4926, decode.d7.loss_dice: 0.7385, decode.d8.loss_cls: 0.2559, decode.d8.loss_mask: 0.4909, decode.d8.loss_dice: 0.7420, loss: 16.2600, grad_norm: 69.4633 +2023-11-07 03:13:22,410 - mmseg - INFO - Iter [98350/160000] lr: 3.853e-05, eta: 8:09:48, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2565, decode.loss_mask: 0.4922, decode.loss_dice: 0.7470, decode.d0.loss_cls: 1.2953, decode.d0.loss_mask: 0.5319, decode.d0.loss_dice: 0.8340, decode.d1.loss_cls: 0.3540, decode.d1.loss_mask: 0.5143, decode.d1.loss_dice: 0.7926, decode.d2.loss_cls: 0.3039, decode.d2.loss_mask: 0.5048, decode.d2.loss_dice: 0.7729, decode.d3.loss_cls: 0.2818, decode.d3.loss_mask: 0.4977, decode.d3.loss_dice: 0.7570, decode.d4.loss_cls: 0.2751, decode.d4.loss_mask: 0.4937, decode.d4.loss_dice: 0.7544, decode.d5.loss_cls: 0.2647, decode.d5.loss_mask: 0.4956, decode.d5.loss_dice: 0.7545, decode.d6.loss_cls: 0.2577, decode.d6.loss_mask: 0.4930, decode.d6.loss_dice: 0.7489, decode.d7.loss_cls: 0.2583, decode.d7.loss_mask: 0.4934, decode.d7.loss_dice: 0.7491, decode.d8.loss_cls: 0.2525, decode.d8.loss_mask: 0.4938, decode.d8.loss_dice: 0.7494, loss: 16.4703, grad_norm: 72.4481 +2023-11-07 03:13:45,046 - mmseg - INFO - Iter [98400/160000] lr: 3.850e-05, eta: 8:09:23, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2300, decode.loss_mask: 0.4929, decode.loss_dice: 0.7184, decode.d0.loss_cls: 1.2073, decode.d0.loss_mask: 0.5321, decode.d0.loss_dice: 0.7886, decode.d1.loss_cls: 0.3131, decode.d1.loss_mask: 0.5104, decode.d1.loss_dice: 0.7593, decode.d2.loss_cls: 0.2726, decode.d2.loss_mask: 0.5009, decode.d2.loss_dice: 0.7403, decode.d3.loss_cls: 0.2579, decode.d3.loss_mask: 0.4968, decode.d3.loss_dice: 0.7257, decode.d4.loss_cls: 0.2467, decode.d4.loss_mask: 0.4943, decode.d4.loss_dice: 0.7196, decode.d5.loss_cls: 0.2412, decode.d5.loss_mask: 0.4938, decode.d5.loss_dice: 0.7196, decode.d6.loss_cls: 0.2345, decode.d6.loss_mask: 0.4921, decode.d6.loss_dice: 0.7174, decode.d7.loss_cls: 0.2363, decode.d7.loss_mask: 0.4924, decode.d7.loss_dice: 0.7197, decode.d8.loss_cls: 0.2304, decode.d8.loss_mask: 0.4920, decode.d8.loss_dice: 0.7192, loss: 15.7954, grad_norm: 68.4132 +2023-11-07 03:14:07,953 - mmseg - INFO - Iter [98450/160000] lr: 3.847e-05, eta: 8:08:59, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2327, decode.loss_mask: 0.4627, decode.loss_dice: 0.7305, decode.d0.loss_cls: 1.2980, decode.d0.loss_mask: 0.4950, decode.d0.loss_dice: 0.8095, decode.d1.loss_cls: 0.3267, decode.d1.loss_mask: 0.4856, decode.d1.loss_dice: 0.7780, decode.d2.loss_cls: 0.2813, decode.d2.loss_mask: 0.4729, decode.d2.loss_dice: 0.7522, decode.d3.loss_cls: 0.2562, decode.d3.loss_mask: 0.4684, decode.d3.loss_dice: 0.7372, decode.d4.loss_cls: 0.2511, decode.d4.loss_mask: 0.4655, decode.d4.loss_dice: 0.7346, decode.d5.loss_cls: 0.2427, decode.d5.loss_mask: 0.4659, decode.d5.loss_dice: 0.7341, decode.d6.loss_cls: 0.2405, decode.d6.loss_mask: 0.4652, decode.d6.loss_dice: 0.7277, decode.d7.loss_cls: 0.2362, decode.d7.loss_mask: 0.4641, decode.d7.loss_dice: 0.7314, decode.d8.loss_cls: 0.2353, decode.d8.loss_mask: 0.4646, decode.d8.loss_dice: 0.7328, loss: 15.7783, grad_norm: 65.3462 +2023-11-07 03:14:30,796 - mmseg - INFO - Iter [98500/160000] lr: 3.844e-05, eta: 8:08:34, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2430, decode.loss_mask: 0.4856, decode.loss_dice: 0.7406, decode.d0.loss_cls: 1.2229, decode.d0.loss_mask: 0.5157, decode.d0.loss_dice: 0.8255, decode.d1.loss_cls: 0.3340, decode.d1.loss_mask: 0.5017, decode.d1.loss_dice: 0.7887, decode.d2.loss_cls: 0.2888, decode.d2.loss_mask: 0.4911, decode.d2.loss_dice: 0.7641, decode.d3.loss_cls: 0.2714, decode.d3.loss_mask: 0.4874, decode.d3.loss_dice: 0.7468, decode.d4.loss_cls: 0.2630, decode.d4.loss_mask: 0.4868, decode.d4.loss_dice: 0.7445, decode.d5.loss_cls: 0.2544, decode.d5.loss_mask: 0.4872, decode.d5.loss_dice: 0.7443, decode.d6.loss_cls: 0.2496, decode.d6.loss_mask: 0.4847, decode.d6.loss_dice: 0.7434, decode.d7.loss_cls: 0.2451, decode.d7.loss_mask: 0.4853, decode.d7.loss_dice: 0.7421, decode.d8.loss_cls: 0.2434, decode.d8.loss_mask: 0.4852, decode.d8.loss_dice: 0.7444, loss: 16.1106, grad_norm: 61.7328 +2023-11-07 03:14:55,692 - mmseg - INFO - Iter [98550/160000] lr: 3.841e-05, eta: 8:08:11, time: 0.498, data_time: 0.060, memory: 39436, decode.loss_cls: 0.2366, decode.loss_mask: 0.4994, decode.loss_dice: 0.7339, decode.d0.loss_cls: 1.2310, decode.d0.loss_mask: 0.5429, decode.d0.loss_dice: 0.8135, decode.d1.loss_cls: 0.3350, decode.d1.loss_mask: 0.5200, decode.d1.loss_dice: 0.7786, decode.d2.loss_cls: 0.2932, decode.d2.loss_mask: 0.5088, decode.d2.loss_dice: 0.7552, decode.d3.loss_cls: 0.2701, decode.d3.loss_mask: 0.5020, decode.d3.loss_dice: 0.7356, decode.d4.loss_cls: 0.2633, decode.d4.loss_mask: 0.5007, decode.d4.loss_dice: 0.7302, decode.d5.loss_cls: 0.2560, decode.d5.loss_mask: 0.5007, decode.d5.loss_dice: 0.7341, decode.d6.loss_cls: 0.2463, decode.d6.loss_mask: 0.5034, decode.d6.loss_dice: 0.7267, decode.d7.loss_cls: 0.2420, decode.d7.loss_mask: 0.5023, decode.d7.loss_dice: 0.7323, decode.d8.loss_cls: 0.2411, decode.d8.loss_mask: 0.5004, decode.d8.loss_dice: 0.7333, loss: 16.1685, grad_norm: 61.8726 +2023-11-07 03:15:18,507 - mmseg - INFO - Iter [98600/160000] lr: 3.838e-05, eta: 8:07:46, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2233, decode.loss_mask: 0.5039, decode.loss_dice: 0.7264, decode.d0.loss_cls: 1.2171, decode.d0.loss_mask: 0.5469, decode.d0.loss_dice: 0.8055, decode.d1.loss_cls: 0.3145, decode.d1.loss_mask: 0.5216, decode.d1.loss_dice: 0.7691, decode.d2.loss_cls: 0.2638, decode.d2.loss_mask: 0.5117, decode.d2.loss_dice: 0.7504, decode.d3.loss_cls: 0.2472, decode.d3.loss_mask: 0.5059, decode.d3.loss_dice: 0.7298, decode.d4.loss_cls: 0.2342, decode.d4.loss_mask: 0.5075, decode.d4.loss_dice: 0.7287, decode.d5.loss_cls: 0.2307, decode.d5.loss_mask: 0.5041, decode.d5.loss_dice: 0.7330, decode.d6.loss_cls: 0.2357, decode.d6.loss_mask: 0.5036, decode.d6.loss_dice: 0.7243, decode.d7.loss_cls: 0.2307, decode.d7.loss_mask: 0.5031, decode.d7.loss_dice: 0.7250, decode.d8.loss_cls: 0.2236, decode.d8.loss_mask: 0.5058, decode.d8.loss_dice: 0.7246, loss: 15.9516, grad_norm: 69.0347 +2023-11-07 03:15:41,296 - mmseg - INFO - Iter [98650/160000] lr: 3.834e-05, eta: 8:07:22, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2301, decode.loss_mask: 0.4742, decode.loss_dice: 0.7284, decode.d0.loss_cls: 1.2354, decode.d0.loss_mask: 0.5097, decode.d0.loss_dice: 0.8120, decode.d1.loss_cls: 0.3209, decode.d1.loss_mask: 0.4920, decode.d1.loss_dice: 0.7772, decode.d2.loss_cls: 0.2829, decode.d2.loss_mask: 0.4782, decode.d2.loss_dice: 0.7461, decode.d3.loss_cls: 0.2626, decode.d3.loss_mask: 0.4755, decode.d3.loss_dice: 0.7336, decode.d4.loss_cls: 0.2510, decode.d4.loss_mask: 0.4772, decode.d4.loss_dice: 0.7335, decode.d5.loss_cls: 0.2450, decode.d5.loss_mask: 0.4750, decode.d5.loss_dice: 0.7316, decode.d6.loss_cls: 0.2430, decode.d6.loss_mask: 0.4777, decode.d6.loss_dice: 0.7288, decode.d7.loss_cls: 0.2382, decode.d7.loss_mask: 0.4738, decode.d7.loss_dice: 0.7261, decode.d8.loss_cls: 0.2343, decode.d8.loss_mask: 0.4745, decode.d8.loss_dice: 0.7283, loss: 15.7969, grad_norm: 63.6333 +2023-11-07 03:16:04,068 - mmseg - INFO - Iter [98700/160000] lr: 3.831e-05, eta: 8:06:57, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2228, decode.loss_mask: 0.5031, decode.loss_dice: 0.7282, decode.d0.loss_cls: 1.2152, decode.d0.loss_mask: 0.5483, decode.d0.loss_dice: 0.8112, decode.d1.loss_cls: 0.3112, decode.d1.loss_mask: 0.5251, decode.d1.loss_dice: 0.7740, decode.d2.loss_cls: 0.2676, decode.d2.loss_mask: 0.5125, decode.d2.loss_dice: 0.7483, decode.d3.loss_cls: 0.2484, decode.d3.loss_mask: 0.5077, decode.d3.loss_dice: 0.7316, decode.d4.loss_cls: 0.2355, decode.d4.loss_mask: 0.5053, decode.d4.loss_dice: 0.7330, decode.d5.loss_cls: 0.2293, decode.d5.loss_mask: 0.5037, decode.d5.loss_dice: 0.7322, decode.d6.loss_cls: 0.2288, decode.d6.loss_mask: 0.5036, decode.d6.loss_dice: 0.7287, decode.d7.loss_cls: 0.2254, decode.d7.loss_mask: 0.5032, decode.d7.loss_dice: 0.7312, decode.d8.loss_cls: 0.2199, decode.d8.loss_mask: 0.5033, decode.d8.loss_dice: 0.7298, loss: 15.9680, grad_norm: 72.1731 +2023-11-07 03:16:26,915 - mmseg - INFO - Iter [98750/160000] lr: 3.828e-05, eta: 8:06:33, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2382, decode.loss_mask: 0.4870, decode.loss_dice: 0.7151, decode.d0.loss_cls: 1.2591, decode.d0.loss_mask: 0.5270, decode.d0.loss_dice: 0.7948, decode.d1.loss_cls: 0.3298, decode.d1.loss_mask: 0.5067, decode.d1.loss_dice: 0.7578, decode.d2.loss_cls: 0.2859, decode.d2.loss_mask: 0.4931, decode.d2.loss_dice: 0.7325, decode.d3.loss_cls: 0.2633, decode.d3.loss_mask: 0.4904, decode.d3.loss_dice: 0.7158, decode.d4.loss_cls: 0.2485, decode.d4.loss_mask: 0.4905, decode.d4.loss_dice: 0.7213, decode.d5.loss_cls: 0.2439, decode.d5.loss_mask: 0.4905, decode.d5.loss_dice: 0.7197, decode.d6.loss_cls: 0.2449, decode.d6.loss_mask: 0.4872, decode.d6.loss_dice: 0.7144, decode.d7.loss_cls: 0.2403, decode.d7.loss_mask: 0.4867, decode.d7.loss_dice: 0.7141, decode.d8.loss_cls: 0.2336, decode.d8.loss_mask: 0.4868, decode.d8.loss_dice: 0.7168, loss: 15.8358, grad_norm: 66.1251 +2023-11-07 03:16:49,651 - mmseg - INFO - Iter [98800/160000] lr: 3.825e-05, eta: 8:06:09, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2351, decode.loss_mask: 0.4869, decode.loss_dice: 0.7017, decode.d0.loss_cls: 1.1903, decode.d0.loss_mask: 0.5287, decode.d0.loss_dice: 0.7879, decode.d1.loss_cls: 0.3187, decode.d1.loss_mask: 0.5050, decode.d1.loss_dice: 0.7526, decode.d2.loss_cls: 0.2720, decode.d2.loss_mask: 0.4946, decode.d2.loss_dice: 0.7320, decode.d3.loss_cls: 0.2603, decode.d3.loss_mask: 0.4891, decode.d3.loss_dice: 0.7122, decode.d4.loss_cls: 0.2469, decode.d4.loss_mask: 0.4878, decode.d4.loss_dice: 0.7118, decode.d5.loss_cls: 0.2431, decode.d5.loss_mask: 0.4876, decode.d5.loss_dice: 0.7064, decode.d6.loss_cls: 0.2403, decode.d6.loss_mask: 0.4861, decode.d6.loss_dice: 0.7079, decode.d7.loss_cls: 0.2410, decode.d7.loss_mask: 0.4868, decode.d7.loss_dice: 0.7059, decode.d8.loss_cls: 0.2328, decode.d8.loss_mask: 0.4884, decode.d8.loss_dice: 0.7061, loss: 15.6459, grad_norm: 61.7270 +2023-11-07 03:17:12,458 - mmseg - INFO - Iter [98850/160000] lr: 3.822e-05, eta: 8:05:44, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2459, decode.loss_mask: 0.4734, decode.loss_dice: 0.7315, decode.d0.loss_cls: 1.2665, decode.d0.loss_mask: 0.5132, decode.d0.loss_dice: 0.8119, decode.d1.loss_cls: 0.3467, decode.d1.loss_mask: 0.4939, decode.d1.loss_dice: 0.7717, decode.d2.loss_cls: 0.2881, decode.d2.loss_mask: 0.4845, decode.d2.loss_dice: 0.7602, decode.d3.loss_cls: 0.2719, decode.d3.loss_mask: 0.4783, decode.d3.loss_dice: 0.7440, decode.d4.loss_cls: 0.2575, decode.d4.loss_mask: 0.4744, decode.d4.loss_dice: 0.7403, decode.d5.loss_cls: 0.2526, decode.d5.loss_mask: 0.4727, decode.d5.loss_dice: 0.7369, decode.d6.loss_cls: 0.2548, decode.d6.loss_mask: 0.4749, decode.d6.loss_dice: 0.7342, decode.d7.loss_cls: 0.2476, decode.d7.loss_mask: 0.4734, decode.d7.loss_dice: 0.7343, decode.d8.loss_cls: 0.2437, decode.d8.loss_mask: 0.4729, decode.d8.loss_dice: 0.7319, loss: 15.9838, grad_norm: 67.8995 +2023-11-07 03:17:35,191 - mmseg - INFO - Iter [98900/160000] lr: 3.819e-05, eta: 8:05:20, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2374, decode.loss_mask: 0.4975, decode.loss_dice: 0.7317, decode.d0.loss_cls: 1.2194, decode.d0.loss_mask: 0.5416, decode.d0.loss_dice: 0.8041, decode.d1.loss_cls: 0.3221, decode.d1.loss_mask: 0.5175, decode.d1.loss_dice: 0.7766, decode.d2.loss_cls: 0.2818, decode.d2.loss_mask: 0.5041, decode.d2.loss_dice: 0.7558, decode.d3.loss_cls: 0.2642, decode.d3.loss_mask: 0.4980, decode.d3.loss_dice: 0.7393, decode.d4.loss_cls: 0.2537, decode.d4.loss_mask: 0.4985, decode.d4.loss_dice: 0.7371, decode.d5.loss_cls: 0.2438, decode.d5.loss_mask: 0.4979, decode.d5.loss_dice: 0.7373, decode.d6.loss_cls: 0.2446, decode.d6.loss_mask: 0.4971, decode.d6.loss_dice: 0.7285, decode.d7.loss_cls: 0.2361, decode.d7.loss_mask: 0.4968, decode.d7.loss_dice: 0.7329, decode.d8.loss_cls: 0.2352, decode.d8.loss_mask: 0.4958, decode.d8.loss_dice: 0.7340, loss: 16.0606, grad_norm: 73.2894 +2023-11-07 03:17:57,865 - mmseg - INFO - Iter [98950/160000] lr: 3.816e-05, eta: 8:04:55, time: 0.453, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2488, decode.loss_mask: 0.5020, decode.loss_dice: 0.7672, decode.d0.loss_cls: 1.2538, decode.d0.loss_mask: 0.5451, decode.d0.loss_dice: 0.8528, decode.d1.loss_cls: 0.3368, decode.d1.loss_mask: 0.5270, decode.d1.loss_dice: 0.8145, decode.d2.loss_cls: 0.2897, decode.d2.loss_mask: 0.5126, decode.d2.loss_dice: 0.7909, decode.d3.loss_cls: 0.2631, decode.d3.loss_mask: 0.5064, decode.d3.loss_dice: 0.7749, decode.d4.loss_cls: 0.2571, decode.d4.loss_mask: 0.5061, decode.d4.loss_dice: 0.7766, decode.d5.loss_cls: 0.2468, decode.d5.loss_mask: 0.5047, decode.d5.loss_dice: 0.7761, decode.d6.loss_cls: 0.2534, decode.d6.loss_mask: 0.5051, decode.d6.loss_dice: 0.7655, decode.d7.loss_cls: 0.2424, decode.d7.loss_mask: 0.5048, decode.d7.loss_dice: 0.7685, decode.d8.loss_cls: 0.2428, decode.d8.loss_mask: 0.5031, decode.d8.loss_dice: 0.7705, loss: 16.6090, grad_norm: 71.4139 +2023-11-07 03:18:20,501 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 03:18:20,501 - mmseg - INFO - Iter [99000/160000] lr: 3.813e-05, eta: 8:04:30, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2319, decode.loss_mask: 0.4776, decode.loss_dice: 0.7231, decode.d0.loss_cls: 1.2343, decode.d0.loss_mask: 0.5117, decode.d0.loss_dice: 0.7968, decode.d1.loss_cls: 0.3207, decode.d1.loss_mask: 0.4919, decode.d1.loss_dice: 0.7666, decode.d2.loss_cls: 0.2777, decode.d2.loss_mask: 0.4804, decode.d2.loss_dice: 0.7440, decode.d3.loss_cls: 0.2593, decode.d3.loss_mask: 0.4776, decode.d3.loss_dice: 0.7271, decode.d4.loss_cls: 0.2512, decode.d4.loss_mask: 0.4795, decode.d4.loss_dice: 0.7258, decode.d5.loss_cls: 0.2408, decode.d5.loss_mask: 0.4788, decode.d5.loss_dice: 0.7268, decode.d6.loss_cls: 0.2409, decode.d6.loss_mask: 0.4769, decode.d6.loss_dice: 0.7235, decode.d7.loss_cls: 0.2355, decode.d7.loss_mask: 0.4759, decode.d7.loss_dice: 0.7260, decode.d8.loss_cls: 0.2350, decode.d8.loss_mask: 0.4748, decode.d8.loss_dice: 0.7238, loss: 15.7362, grad_norm: 67.5103 +2023-11-07 03:18:43,219 - mmseg - INFO - Iter [99050/160000] lr: 3.809e-05, eta: 8:04:06, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2395, decode.loss_mask: 0.4812, decode.loss_dice: 0.7091, decode.d0.loss_cls: 1.2460, decode.d0.loss_mask: 0.5212, decode.d0.loss_dice: 0.7930, decode.d1.loss_cls: 0.3341, decode.d1.loss_mask: 0.5001, decode.d1.loss_dice: 0.7667, decode.d2.loss_cls: 0.2916, decode.d2.loss_mask: 0.4862, decode.d2.loss_dice: 0.7387, decode.d3.loss_cls: 0.2731, decode.d3.loss_mask: 0.4841, decode.d3.loss_dice: 0.7183, decode.d4.loss_cls: 0.2666, decode.d4.loss_mask: 0.4816, decode.d4.loss_dice: 0.7154, decode.d5.loss_cls: 0.2522, decode.d5.loss_mask: 0.4822, decode.d5.loss_dice: 0.7192, decode.d6.loss_cls: 0.2512, decode.d6.loss_mask: 0.4809, decode.d6.loss_dice: 0.7109, decode.d7.loss_cls: 0.2436, decode.d7.loss_mask: 0.4805, decode.d7.loss_dice: 0.7150, decode.d8.loss_cls: 0.2382, decode.d8.loss_mask: 0.4803, decode.d8.loss_dice: 0.7141, loss: 15.8146, grad_norm: 66.3201 +2023-11-07 03:19:05,902 - mmseg - INFO - Iter [99100/160000] lr: 3.806e-05, eta: 8:03:41, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2490, decode.loss_mask: 0.4853, decode.loss_dice: 0.7469, decode.d0.loss_cls: 1.2615, decode.d0.loss_mask: 0.5247, decode.d0.loss_dice: 0.8191, decode.d1.loss_cls: 0.3415, decode.d1.loss_mask: 0.5049, decode.d1.loss_dice: 0.7896, decode.d2.loss_cls: 0.3079, decode.d2.loss_mask: 0.4925, decode.d2.loss_dice: 0.7653, decode.d3.loss_cls: 0.2848, decode.d3.loss_mask: 0.4880, decode.d3.loss_dice: 0.7470, decode.d4.loss_cls: 0.2718, decode.d4.loss_mask: 0.4872, decode.d4.loss_dice: 0.7487, decode.d5.loss_cls: 0.2652, decode.d5.loss_mask: 0.4864, decode.d5.loss_dice: 0.7474, decode.d6.loss_cls: 0.2584, decode.d6.loss_mask: 0.4867, decode.d6.loss_dice: 0.7448, decode.d7.loss_cls: 0.2576, decode.d7.loss_mask: 0.4856, decode.d7.loss_dice: 0.7441, decode.d8.loss_cls: 0.2545, decode.d8.loss_mask: 0.4849, decode.d8.loss_dice: 0.7418, loss: 16.2734, grad_norm: 67.5429 +2023-11-07 03:19:28,566 - mmseg - INFO - Iter [99150/160000] lr: 3.803e-05, eta: 8:03:17, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2441, decode.loss_mask: 0.4700, decode.loss_dice: 0.7003, decode.d0.loss_cls: 1.2611, decode.d0.loss_mask: 0.5097, decode.d0.loss_dice: 0.7863, decode.d1.loss_cls: 0.3270, decode.d1.loss_mask: 0.4903, decode.d1.loss_dice: 0.7492, decode.d2.loss_cls: 0.2777, decode.d2.loss_mask: 0.4804, decode.d2.loss_dice: 0.7243, decode.d3.loss_cls: 0.2687, decode.d3.loss_mask: 0.4737, decode.d3.loss_dice: 0.7079, decode.d4.loss_cls: 0.2605, decode.d4.loss_mask: 0.4730, decode.d4.loss_dice: 0.7072, decode.d5.loss_cls: 0.2486, decode.d5.loss_mask: 0.4726, decode.d5.loss_dice: 0.7074, decode.d6.loss_cls: 0.2491, decode.d6.loss_mask: 0.4704, decode.d6.loss_dice: 0.7014, decode.d7.loss_cls: 0.2436, decode.d7.loss_mask: 0.4719, decode.d7.loss_dice: 0.7058, decode.d8.loss_cls: 0.2386, decode.d8.loss_mask: 0.4715, decode.d8.loss_dice: 0.7039, loss: 15.5964, grad_norm: 61.2350 +2023-11-07 03:19:51,268 - mmseg - INFO - Iter [99200/160000] lr: 3.800e-05, eta: 8:02:52, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2472, decode.loss_mask: 0.4944, decode.loss_dice: 0.7493, decode.d0.loss_cls: 1.2685, decode.d0.loss_mask: 0.5303, decode.d0.loss_dice: 0.8265, decode.d1.loss_cls: 0.3478, decode.d1.loss_mask: 0.5086, decode.d1.loss_dice: 0.7915, decode.d2.loss_cls: 0.2958, decode.d2.loss_mask: 0.5006, decode.d2.loss_dice: 0.7668, decode.d3.loss_cls: 0.2792, decode.d3.loss_mask: 0.4923, decode.d3.loss_dice: 0.7497, decode.d4.loss_cls: 0.2704, decode.d4.loss_mask: 0.4935, decode.d4.loss_dice: 0.7505, decode.d5.loss_cls: 0.2589, decode.d5.loss_mask: 0.4950, decode.d5.loss_dice: 0.7510, decode.d6.loss_cls: 0.2580, decode.d6.loss_mask: 0.4935, decode.d6.loss_dice: 0.7435, decode.d7.loss_cls: 0.2551, decode.d7.loss_mask: 0.4920, decode.d7.loss_dice: 0.7452, decode.d8.loss_cls: 0.2469, decode.d8.loss_mask: 0.4932, decode.d8.loss_dice: 0.7459, loss: 16.3411, grad_norm: 73.5708 +2023-11-07 03:20:14,169 - mmseg - INFO - Iter [99250/160000] lr: 3.797e-05, eta: 8:02:28, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2422, decode.loss_mask: 0.4875, decode.loss_dice: 0.7488, decode.d0.loss_cls: 1.2859, decode.d0.loss_mask: 0.5274, decode.d0.loss_dice: 0.8316, decode.d1.loss_cls: 0.3454, decode.d1.loss_mask: 0.5077, decode.d1.loss_dice: 0.7978, decode.d2.loss_cls: 0.2989, decode.d2.loss_mask: 0.4997, decode.d2.loss_dice: 0.7778, decode.d3.loss_cls: 0.2724, decode.d3.loss_mask: 0.4914, decode.d3.loss_dice: 0.7524, decode.d4.loss_cls: 0.2587, decode.d4.loss_mask: 0.4920, decode.d4.loss_dice: 0.7563, decode.d5.loss_cls: 0.2511, decode.d5.loss_mask: 0.4885, decode.d5.loss_dice: 0.7570, decode.d6.loss_cls: 0.2485, decode.d6.loss_mask: 0.4891, decode.d6.loss_dice: 0.7518, decode.d7.loss_cls: 0.2463, decode.d7.loss_mask: 0.4872, decode.d7.loss_dice: 0.7506, decode.d8.loss_cls: 0.2378, decode.d8.loss_mask: 0.4906, decode.d8.loss_dice: 0.7530, loss: 16.3253, grad_norm: 65.1315 +2023-11-07 03:20:36,915 - mmseg - INFO - Iter [99300/160000] lr: 3.794e-05, eta: 8:02:03, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2397, decode.loss_mask: 0.4800, decode.loss_dice: 0.7269, decode.d0.loss_cls: 1.2350, decode.d0.loss_mask: 0.5191, decode.d0.loss_dice: 0.7964, decode.d1.loss_cls: 0.3171, decode.d1.loss_mask: 0.4969, decode.d1.loss_dice: 0.7702, decode.d2.loss_cls: 0.2834, decode.d2.loss_mask: 0.4890, decode.d2.loss_dice: 0.7482, decode.d3.loss_cls: 0.2595, decode.d3.loss_mask: 0.4854, decode.d3.loss_dice: 0.7306, decode.d4.loss_cls: 0.2510, decode.d4.loss_mask: 0.4833, decode.d4.loss_dice: 0.7319, decode.d5.loss_cls: 0.2439, decode.d5.loss_mask: 0.4820, decode.d5.loss_dice: 0.7279, decode.d6.loss_cls: 0.2426, decode.d6.loss_mask: 0.4807, decode.d6.loss_dice: 0.7203, decode.d7.loss_cls: 0.2355, decode.d7.loss_mask: 0.4814, decode.d7.loss_dice: 0.7289, decode.d8.loss_cls: 0.2383, decode.d8.loss_mask: 0.4799, decode.d8.loss_dice: 0.7251, loss: 15.8300, grad_norm: 68.3711 +2023-11-07 03:20:59,433 - mmseg - INFO - Iter [99350/160000] lr: 3.791e-05, eta: 8:01:39, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2503, decode.loss_mask: 0.5071, decode.loss_dice: 0.7419, decode.d0.loss_cls: 1.2560, decode.d0.loss_mask: 0.5437, decode.d0.loss_dice: 0.8255, decode.d1.loss_cls: 0.3459, decode.d1.loss_mask: 0.5242, decode.d1.loss_dice: 0.7970, decode.d2.loss_cls: 0.3007, decode.d2.loss_mask: 0.5134, decode.d2.loss_dice: 0.7694, decode.d3.loss_cls: 0.2846, decode.d3.loss_mask: 0.5053, decode.d3.loss_dice: 0.7502, decode.d4.loss_cls: 0.2637, decode.d4.loss_mask: 0.5078, decode.d4.loss_dice: 0.7465, decode.d5.loss_cls: 0.2613, decode.d5.loss_mask: 0.5052, decode.d5.loss_dice: 0.7505, decode.d6.loss_cls: 0.2553, decode.d6.loss_mask: 0.5050, decode.d6.loss_dice: 0.7474, decode.d7.loss_cls: 0.2503, decode.d7.loss_mask: 0.5083, decode.d7.loss_dice: 0.7460, decode.d8.loss_cls: 0.2470, decode.d8.loss_mask: 0.5091, decode.d8.loss_dice: 0.7451, loss: 16.4637, grad_norm: 73.3183 +2023-11-07 03:21:21,951 - mmseg - INFO - Iter [99400/160000] lr: 3.788e-05, eta: 8:01:14, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2372, decode.loss_mask: 0.5070, decode.loss_dice: 0.7494, decode.d0.loss_cls: 1.2642, decode.d0.loss_mask: 0.5421, decode.d0.loss_dice: 0.8301, decode.d1.loss_cls: 0.3299, decode.d1.loss_mask: 0.5187, decode.d1.loss_dice: 0.8056, decode.d2.loss_cls: 0.2830, decode.d2.loss_mask: 0.5125, decode.d2.loss_dice: 0.7756, decode.d3.loss_cls: 0.2704, decode.d3.loss_mask: 0.5095, decode.d3.loss_dice: 0.7592, decode.d4.loss_cls: 0.2535, decode.d4.loss_mask: 0.5086, decode.d4.loss_dice: 0.7651, decode.d5.loss_cls: 0.2497, decode.d5.loss_mask: 0.5067, decode.d5.loss_dice: 0.7576, decode.d6.loss_cls: 0.2448, decode.d6.loss_mask: 0.5071, decode.d6.loss_dice: 0.7499, decode.d7.loss_cls: 0.2390, decode.d7.loss_mask: 0.5059, decode.d7.loss_dice: 0.7528, decode.d8.loss_cls: 0.2411, decode.d8.loss_mask: 0.5056, decode.d8.loss_dice: 0.7514, loss: 16.4334, grad_norm: 63.7116 +2023-11-07 03:21:44,672 - mmseg - INFO - Iter [99450/160000] lr: 3.784e-05, eta: 8:00:50, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2402, decode.loss_mask: 0.4817, decode.loss_dice: 0.7219, decode.d0.loss_cls: 1.2272, decode.d0.loss_mask: 0.5236, decode.d0.loss_dice: 0.8057, decode.d1.loss_cls: 0.3227, decode.d1.loss_mask: 0.5000, decode.d1.loss_dice: 0.7691, decode.d2.loss_cls: 0.2840, decode.d2.loss_mask: 0.4911, decode.d2.loss_dice: 0.7438, decode.d3.loss_cls: 0.2662, decode.d3.loss_mask: 0.4849, decode.d3.loss_dice: 0.7303, decode.d4.loss_cls: 0.2621, decode.d4.loss_mask: 0.4816, decode.d4.loss_dice: 0.7276, decode.d5.loss_cls: 0.2548, decode.d5.loss_mask: 0.4819, decode.d5.loss_dice: 0.7270, decode.d6.loss_cls: 0.2462, decode.d6.loss_mask: 0.4833, decode.d6.loss_dice: 0.7239, decode.d7.loss_cls: 0.2398, decode.d7.loss_mask: 0.4809, decode.d7.loss_dice: 0.7291, decode.d8.loss_cls: 0.2420, decode.d8.loss_mask: 0.4826, decode.d8.loss_dice: 0.7270, loss: 15.8820, grad_norm: 61.9173 +2023-11-07 03:22:07,677 - mmseg - INFO - Iter [99500/160000] lr: 3.781e-05, eta: 8:00:25, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2327, decode.loss_mask: 0.4743, decode.loss_dice: 0.7169, decode.d0.loss_cls: 1.2433, decode.d0.loss_mask: 0.5151, decode.d0.loss_dice: 0.7913, decode.d1.loss_cls: 0.3312, decode.d1.loss_mask: 0.4932, decode.d1.loss_dice: 0.7617, decode.d2.loss_cls: 0.2894, decode.d2.loss_mask: 0.4814, decode.d2.loss_dice: 0.7364, decode.d3.loss_cls: 0.2653, decode.d3.loss_mask: 0.4796, decode.d3.loss_dice: 0.7222, decode.d4.loss_cls: 0.2607, decode.d4.loss_mask: 0.4770, decode.d4.loss_dice: 0.7194, decode.d5.loss_cls: 0.2487, decode.d5.loss_mask: 0.4774, decode.d5.loss_dice: 0.7194, decode.d6.loss_cls: 0.2428, decode.d6.loss_mask: 0.4761, decode.d6.loss_dice: 0.7150, decode.d7.loss_cls: 0.2366, decode.d7.loss_mask: 0.4775, decode.d7.loss_dice: 0.7204, decode.d8.loss_cls: 0.2328, decode.d8.loss_mask: 0.4755, decode.d8.loss_dice: 0.7209, loss: 15.7341, grad_norm: 62.9132 +2023-11-07 03:22:30,440 - mmseg - INFO - Iter [99550/160000] lr: 3.778e-05, eta: 8:00:01, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2291, decode.loss_mask: 0.4985, decode.loss_dice: 0.7609, decode.d0.loss_cls: 1.2282, decode.d0.loss_mask: 0.5334, decode.d0.loss_dice: 0.8306, decode.d1.loss_cls: 0.3226, decode.d1.loss_mask: 0.5155, decode.d1.loss_dice: 0.8051, decode.d2.loss_cls: 0.2799, decode.d2.loss_mask: 0.5032, decode.d2.loss_dice: 0.7726, decode.d3.loss_cls: 0.2582, decode.d3.loss_mask: 0.4977, decode.d3.loss_dice: 0.7644, decode.d4.loss_cls: 0.2497, decode.d4.loss_mask: 0.4975, decode.d4.loss_dice: 0.7624, decode.d5.loss_cls: 0.2382, decode.d5.loss_mask: 0.4974, decode.d5.loss_dice: 0.7671, decode.d6.loss_cls: 0.2404, decode.d6.loss_mask: 0.4978, decode.d6.loss_dice: 0.7570, decode.d7.loss_cls: 0.2330, decode.d7.loss_mask: 0.4974, decode.d7.loss_dice: 0.7606, decode.d8.loss_cls: 0.2274, decode.d8.loss_mask: 0.4971, decode.d8.loss_dice: 0.7601, loss: 16.2831, grad_norm: 67.2136 +2023-11-07 03:22:53,328 - mmseg - INFO - Iter [99600/160000] lr: 3.775e-05, eta: 7:59:37, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2483, decode.loss_mask: 0.5048, decode.loss_dice: 0.7390, decode.d0.loss_cls: 1.2372, decode.d0.loss_mask: 0.5397, decode.d0.loss_dice: 0.8156, decode.d1.loss_cls: 0.3178, decode.d1.loss_mask: 0.5263, decode.d1.loss_dice: 0.7817, decode.d2.loss_cls: 0.2814, decode.d2.loss_mask: 0.5120, decode.d2.loss_dice: 0.7648, decode.d3.loss_cls: 0.2755, decode.d3.loss_mask: 0.5075, decode.d3.loss_dice: 0.7403, decode.d4.loss_cls: 0.2629, decode.d4.loss_mask: 0.5072, decode.d4.loss_dice: 0.7436, decode.d5.loss_cls: 0.2618, decode.d5.loss_mask: 0.5056, decode.d5.loss_dice: 0.7425, decode.d6.loss_cls: 0.2574, decode.d6.loss_mask: 0.5062, decode.d6.loss_dice: 0.7366, decode.d7.loss_cls: 0.2482, decode.d7.loss_mask: 0.5067, decode.d7.loss_dice: 0.7424, decode.d8.loss_cls: 0.2526, decode.d8.loss_mask: 0.5057, decode.d8.loss_dice: 0.7429, loss: 16.3142, grad_norm: 75.5451 +2023-11-07 03:23:16,003 - mmseg - INFO - Iter [99650/160000] lr: 3.772e-05, eta: 7:59:12, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2252, decode.loss_mask: 0.5002, decode.loss_dice: 0.7199, decode.d0.loss_cls: 1.2130, decode.d0.loss_mask: 0.5406, decode.d0.loss_dice: 0.8041, decode.d1.loss_cls: 0.3110, decode.d1.loss_mask: 0.5250, decode.d1.loss_dice: 0.7673, decode.d2.loss_cls: 0.2667, decode.d2.loss_mask: 0.5113, decode.d2.loss_dice: 0.7500, decode.d3.loss_cls: 0.2504, decode.d3.loss_mask: 0.5031, decode.d3.loss_dice: 0.7268, decode.d4.loss_cls: 0.2379, decode.d4.loss_mask: 0.5028, decode.d4.loss_dice: 0.7279, decode.d5.loss_cls: 0.2327, decode.d5.loss_mask: 0.5031, decode.d5.loss_dice: 0.7281, decode.d6.loss_cls: 0.2283, decode.d6.loss_mask: 0.5024, decode.d6.loss_dice: 0.7238, decode.d7.loss_cls: 0.2252, decode.d7.loss_mask: 0.5003, decode.d7.loss_dice: 0.7227, decode.d8.loss_cls: 0.2216, decode.d8.loss_mask: 0.5006, decode.d8.loss_dice: 0.7205, loss: 15.8924, grad_norm: 61.9190 +2023-11-07 03:23:38,727 - mmseg - INFO - Iter [99700/160000] lr: 3.769e-05, eta: 7:58:48, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2411, decode.loss_mask: 0.4990, decode.loss_dice: 0.7372, decode.d0.loss_cls: 1.2368, decode.d0.loss_mask: 0.5388, decode.d0.loss_dice: 0.8241, decode.d1.loss_cls: 0.3184, decode.d1.loss_mask: 0.5225, decode.d1.loss_dice: 0.7958, decode.d2.loss_cls: 0.2787, decode.d2.loss_mask: 0.5083, decode.d2.loss_dice: 0.7606, decode.d3.loss_cls: 0.2588, decode.d3.loss_mask: 0.5049, decode.d3.loss_dice: 0.7508, decode.d4.loss_cls: 0.2499, decode.d4.loss_mask: 0.5040, decode.d4.loss_dice: 0.7456, decode.d5.loss_cls: 0.2426, decode.d5.loss_mask: 0.5050, decode.d5.loss_dice: 0.7449, decode.d6.loss_cls: 0.2461, decode.d6.loss_mask: 0.5011, decode.d6.loss_dice: 0.7395, decode.d7.loss_cls: 0.2380, decode.d7.loss_mask: 0.5010, decode.d7.loss_dice: 0.7419, decode.d8.loss_cls: 0.2406, decode.d8.loss_mask: 0.5001, decode.d8.loss_dice: 0.7358, loss: 16.2117, grad_norm: 61.4584 +2023-11-07 03:24:01,516 - mmseg - INFO - Iter [99750/160000] lr: 3.766e-05, eta: 7:58:23, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2334, decode.loss_mask: 0.4724, decode.loss_dice: 0.7351, decode.d0.loss_cls: 1.2538, decode.d0.loss_mask: 0.5081, decode.d0.loss_dice: 0.8231, decode.d1.loss_cls: 0.3277, decode.d1.loss_mask: 0.4879, decode.d1.loss_dice: 0.7828, decode.d2.loss_cls: 0.2911, decode.d2.loss_mask: 0.4812, decode.d2.loss_dice: 0.7542, decode.d3.loss_cls: 0.2676, decode.d3.loss_mask: 0.4768, decode.d3.loss_dice: 0.7403, decode.d4.loss_cls: 0.2519, decode.d4.loss_mask: 0.4771, decode.d4.loss_dice: 0.7388, decode.d5.loss_cls: 0.2445, decode.d5.loss_mask: 0.4747, decode.d5.loss_dice: 0.7416, decode.d6.loss_cls: 0.2400, decode.d6.loss_mask: 0.4731, decode.d6.loss_dice: 0.7350, decode.d7.loss_cls: 0.2360, decode.d7.loss_mask: 0.4746, decode.d7.loss_dice: 0.7384, decode.d8.loss_cls: 0.2373, decode.d8.loss_mask: 0.4731, decode.d8.loss_dice: 0.7407, loss: 15.9125, grad_norm: 65.2672 +2023-11-07 03:24:26,423 - mmseg - INFO - Iter [99800/160000] lr: 3.763e-05, eta: 7:58:00, time: 0.498, data_time: 0.059, memory: 39436, decode.loss_cls: 0.2368, decode.loss_mask: 0.5041, decode.loss_dice: 0.7326, decode.d0.loss_cls: 1.2108, decode.d0.loss_mask: 0.5388, decode.d0.loss_dice: 0.8018, decode.d1.loss_cls: 0.3264, decode.d1.loss_mask: 0.5208, decode.d1.loss_dice: 0.7783, decode.d2.loss_cls: 0.2886, decode.d2.loss_mask: 0.5116, decode.d2.loss_dice: 0.7529, decode.d3.loss_cls: 0.2686, decode.d3.loss_mask: 0.5070, decode.d3.loss_dice: 0.7358, decode.d4.loss_cls: 0.2577, decode.d4.loss_mask: 0.5045, decode.d4.loss_dice: 0.7332, decode.d5.loss_cls: 0.2497, decode.d5.loss_mask: 0.5061, decode.d5.loss_dice: 0.7372, decode.d6.loss_cls: 0.2458, decode.d6.loss_mask: 0.5050, decode.d6.loss_dice: 0.7356, decode.d7.loss_cls: 0.2390, decode.d7.loss_mask: 0.5061, decode.d7.loss_dice: 0.7365, decode.d8.loss_cls: 0.2379, decode.d8.loss_mask: 0.5047, decode.d8.loss_dice: 0.7314, loss: 16.1454, grad_norm: 72.2623 +2023-11-07 03:24:49,189 - mmseg - INFO - Iter [99850/160000] lr: 3.759e-05, eta: 7:57:35, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2319, decode.loss_mask: 0.4818, decode.loss_dice: 0.7216, decode.d0.loss_cls: 1.2404, decode.d0.loss_mask: 0.5215, decode.d0.loss_dice: 0.8029, decode.d1.loss_cls: 0.3278, decode.d1.loss_mask: 0.4998, decode.d1.loss_dice: 0.7660, decode.d2.loss_cls: 0.2855, decode.d2.loss_mask: 0.4925, decode.d2.loss_dice: 0.7440, decode.d3.loss_cls: 0.2661, decode.d3.loss_mask: 0.4857, decode.d3.loss_dice: 0.7314, decode.d4.loss_cls: 0.2548, decode.d4.loss_mask: 0.4832, decode.d4.loss_dice: 0.7282, decode.d5.loss_cls: 0.2473, decode.d5.loss_mask: 0.4839, decode.d5.loss_dice: 0.7233, decode.d6.loss_cls: 0.2388, decode.d6.loss_mask: 0.4829, decode.d6.loss_dice: 0.7179, decode.d7.loss_cls: 0.2360, decode.d7.loss_mask: 0.4838, decode.d7.loss_dice: 0.7221, decode.d8.loss_cls: 0.2377, decode.d8.loss_mask: 0.4821, decode.d8.loss_dice: 0.7212, loss: 15.8422, grad_norm: 63.1431 +2023-11-07 03:25:11,989 - mmseg - INFO - Iter [99900/160000] lr: 3.756e-05, eta: 7:57:11, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2177, decode.loss_mask: 0.4962, decode.loss_dice: 0.7536, decode.d0.loss_cls: 1.2405, decode.d0.loss_mask: 0.5361, decode.d0.loss_dice: 0.8293, decode.d1.loss_cls: 0.3220, decode.d1.loss_mask: 0.5142, decode.d1.loss_dice: 0.7954, decode.d2.loss_cls: 0.2714, decode.d2.loss_mask: 0.5059, decode.d2.loss_dice: 0.7768, decode.d3.loss_cls: 0.2594, decode.d3.loss_mask: 0.4979, decode.d3.loss_dice: 0.7575, decode.d4.loss_cls: 0.2419, decode.d4.loss_mask: 0.5005, decode.d4.loss_dice: 0.7600, decode.d5.loss_cls: 0.2312, decode.d5.loss_mask: 0.5006, decode.d5.loss_dice: 0.7602, decode.d6.loss_cls: 0.2261, decode.d6.loss_mask: 0.4972, decode.d6.loss_dice: 0.7481, decode.d7.loss_cls: 0.2285, decode.d7.loss_mask: 0.4970, decode.d7.loss_dice: 0.7533, decode.d8.loss_cls: 0.2182, decode.d8.loss_mask: 0.4986, decode.d8.loss_dice: 0.7542, loss: 16.1895, grad_norm: 64.8525 +2023-11-07 03:25:34,900 - mmseg - INFO - Iter [99950/160000] lr: 3.753e-05, eta: 7:56:47, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2406, decode.loss_mask: 0.4949, decode.loss_dice: 0.7200, decode.d0.loss_cls: 1.2414, decode.d0.loss_mask: 0.5348, decode.d0.loss_dice: 0.8025, decode.d1.loss_cls: 0.3277, decode.d1.loss_mask: 0.5163, decode.d1.loss_dice: 0.7656, decode.d2.loss_cls: 0.2870, decode.d2.loss_mask: 0.5027, decode.d2.loss_dice: 0.7444, decode.d3.loss_cls: 0.2666, decode.d3.loss_mask: 0.4966, decode.d3.loss_dice: 0.7295, decode.d4.loss_cls: 0.2564, decode.d4.loss_mask: 0.4978, decode.d4.loss_dice: 0.7266, decode.d5.loss_cls: 0.2514, decode.d5.loss_mask: 0.4991, decode.d5.loss_dice: 0.7233, decode.d6.loss_cls: 0.2460, decode.d6.loss_mask: 0.4962, decode.d6.loss_dice: 0.7235, decode.d7.loss_cls: 0.2443, decode.d7.loss_mask: 0.4943, decode.d7.loss_dice: 0.7254, decode.d8.loss_cls: 0.2447, decode.d8.loss_mask: 0.4945, decode.d8.loss_dice: 0.7240, loss: 16.0180, grad_norm: 66.2683 +2023-11-07 03:25:57,541 - mmseg - INFO - Saving checkpoint at 100000 iterations +2023-11-07 03:25:59,818 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 03:25:59,818 - mmseg - INFO - Iter [100000/160000] lr: 3.750e-05, eta: 7:56:24, time: 0.498, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2304, decode.loss_mask: 0.5021, decode.loss_dice: 0.7471, decode.d0.loss_cls: 1.2214, decode.d0.loss_mask: 0.5460, decode.d0.loss_dice: 0.8234, decode.d1.loss_cls: 0.3217, decode.d1.loss_mask: 0.5230, decode.d1.loss_dice: 0.7973, decode.d2.loss_cls: 0.2732, decode.d2.loss_mask: 0.5113, decode.d2.loss_dice: 0.7733, decode.d3.loss_cls: 0.2604, decode.d3.loss_mask: 0.5052, decode.d3.loss_dice: 0.7547, decode.d4.loss_cls: 0.2462, decode.d4.loss_mask: 0.5042, decode.d4.loss_dice: 0.7507, decode.d5.loss_cls: 0.2444, decode.d5.loss_mask: 0.5020, decode.d5.loss_dice: 0.7507, decode.d6.loss_cls: 0.2408, decode.d6.loss_mask: 0.5023, decode.d6.loss_dice: 0.7451, decode.d7.loss_cls: 0.2380, decode.d7.loss_mask: 0.5019, decode.d7.loss_dice: 0.7456, decode.d8.loss_cls: 0.2355, decode.d8.loss_mask: 0.5027, decode.d8.loss_dice: 0.7479, loss: 16.2483, grad_norm: 71.4322 +2023-11-07 03:26:19,523 - mmseg - INFO - per class results: +2023-11-07 03:26:19,528 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.58 | 87.3 | +| building | 82.94 | 92.38 | +| sky | 94.73 | 97.13 | +| floor | 83.54 | 90.67 | +| tree | 75.88 | 88.6 | +| ceiling | 84.71 | 92.37 | +| road | 84.8 | 91.99 | +| bed | 90.18 | 95.44 | +| windowpane | 63.38 | 81.55 | +| grass | 70.44 | 82.21 | +| cabinet | 62.59 | 77.44 | +| sidewalk | 66.93 | 78.31 | +| person | 85.04 | 93.56 | +| earth | 38.02 | 58.04 | +| door | 54.24 | 70.09 | +| table | 68.2 | 82.11 | +| mountain | 60.42 | 81.03 | +| plant | 51.31 | 63.1 | +| curtain | 75.57 | 86.39 | +| chair | 63.43 | 73.99 | +| car | 86.09 | 92.62 | +| water | 53.96 | 73.94 | +| painting | 71.08 | 87.88 | +| sofa | 71.34 | 87.93 | +| shelf | 45.93 | 65.07 | +| house | 38.81 | 54.53 | +| sea | 51.94 | 70.23 | +| mirror | 71.62 | 83.19 | +| rug | 62.81 | 73.72 | +| field | 28.52 | 37.63 | +| armchair | 44.76 | 59.69 | +| seat | 64.96 | 84.2 | +| fence | 45.75 | 63.88 | +| desk | 54.06 | 68.91 | +| rock | 40.92 | 55.12 | +| wardrobe | 47.46 | 66.97 | +| lamp | 73.32 | 84.27 | +| bathtub | 75.64 | 90.61 | +| railing | 35.39 | 55.14 | +| cushion | 60.65 | 74.98 | +| base | 44.36 | 66.6 | +| box | 28.81 | 40.64 | +| column | 53.94 | 69.62 | +| signboard | 37.74 | 57.17 | +| chest of drawers | 35.82 | 49.77 | +| counter | 34.88 | 52.92 | +| sand | 35.93 | 46.87 | +| sink | 77.13 | 85.51 | +| skyscraper | 32.71 | 41.09 | +| fireplace | 75.4 | 88.3 | +| refrigerator | 80.3 | 88.2 | +| grandstand | 57.44 | 72.0 | +| path | 26.95 | 43.48 | +| stairs | 46.59 | 58.23 | +| runway | 73.84 | 95.8 | +| case | 44.8 | 60.6 | +| pool table | 94.67 | 97.6 | +| pillow | 57.58 | 67.5 | +| screen door | 68.03 | 84.11 | +| stairway | 29.48 | 38.85 | +| river | 17.03 | 30.49 | +| bridge | 77.78 | 88.77 | +| bookcase | 38.03 | 50.33 | +| blind | 47.18 | 57.91 | +| coffee table | 67.57 | 79.14 | +| toilet | 87.98 | 91.14 | +| flower | 40.44 | 55.17 | +| book | 50.71 | 70.17 | +| hill | 4.95 | 9.63 | +| bench | 51.82 | 62.37 | +| countertop | 64.79 | 81.22 | +| stove | 75.48 | 85.81 | +| palm | 56.4 | 80.23 | +| kitchen island | 44.81 | 75.74 | +| computer | 59.55 | 64.17 | +| swivel chair | 56.2 | 79.39 | +| boat | 50.1 | 91.45 | +| bar | 53.04 | 64.98 | +| arcade machine | 87.41 | 91.37 | +| hovel | 33.4 | 48.2 | +| bus | 91.65 | 95.64 | +| towel | 62.92 | 77.49 | +| light | 61.48 | 78.63 | +| truck | 43.18 | 55.69 | +| tower | 32.87 | 53.04 | +| chandelier | 71.29 | 83.1 | +| awning | 33.95 | 43.5 | +| streetlight | 39.46 | 56.24 | +| booth | 56.23 | 60.67 | +| television receiver | 73.1 | 86.78 | +| airplane | 49.74 | 73.27 | +| dirt track | 17.99 | 20.15 | +| apparel | 35.19 | 42.47 | +| pole | 28.88 | 45.68 | +| land | 1.55 | 2.24 | +| bannister | 22.86 | 35.78 | +| escalator | 29.02 | 31.94 | +| ottoman | 50.64 | 69.89 | +| bottle | 23.39 | 29.73 | +| buffet | 39.11 | 50.6 | +| poster | 30.2 | 42.45 | +| stage | 12.99 | 34.19 | +| van | 50.55 | 71.67 | +| ship | 74.97 | 79.71 | +| fountain | 20.42 | 21.8 | +| conveyer belt | 55.3 | 73.08 | +| canopy | 15.44 | 22.04 | +| washer | 72.42 | 73.52 | +| plaything | 26.06 | 40.89 | +| swimming pool | 58.13 | 59.75 | +| stool | 36.62 | 72.2 | +| barrel | 66.98 | 74.92 | +| basket | 42.77 | 57.62 | +| waterfall | 58.6 | 73.25 | +| tent | 81.45 | 98.47 | +| bag | 23.96 | 29.19 | +| minibike | 75.76 | 89.39 | +| cradle | 77.0 | 97.07 | +| oven | 55.05 | 69.78 | +| ball | 48.57 | 59.33 | +| food | 59.96 | 69.61 | +| step | 10.6 | 14.16 | +| tank | 47.35 | 52.17 | +| trade name | 21.42 | 25.95 | +| microwave | 84.89 | 94.38 | +| pot | 50.94 | 63.71 | +| animal | 73.32 | 77.27 | +| bicycle | 61.51 | 81.6 | +| lake | 5.29 | 5.78 | +| dishwasher | 70.2 | 80.15 | +| screen | 70.83 | 86.63 | +| blanket | 16.45 | 19.54 | +| sculpture | 52.53 | 85.49 | +| hood | 86.19 | 94.52 | +| sconce | 53.09 | 71.32 | +| vase | 51.28 | 70.99 | +| traffic light | 43.02 | 66.08 | +| tray | 20.44 | 36.26 | +| ashcan | 47.2 | 72.67 | +| fan | 72.87 | 86.95 | +| pier | 14.35 | 19.61 | +| crt screen | 11.06 | 33.31 | +| plate | 56.9 | 77.98 | +| monitor | 2.59 | 4.15 | +| bulletin board | 42.77 | 60.0 | +| shower | 17.61 | 22.82 | +| radiator | 59.48 | 68.37 | +| glass | 17.75 | 23.59 | +| clock | 57.58 | 68.07 | +| flag | 46.1 | 53.02 | ++---------------------+-------+-------+ +2023-11-07 03:26:19,528 - mmseg - INFO - Summary: +2023-11-07 03:26:19,528 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 84.06 | 52.24 | 65.17 | ++-------+-------+-------+ +2023-11-07 03:26:19,535 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/DINO/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_65000.pth was removed +2023-11-07 03:26:21,618 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_100000.pth. +2023-11-07 03:26:21,619 - mmseg - INFO - Best mIoU is 0.5224 at 100000 iter. +2023-11-07 03:26:21,619 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 03:26:21,619 - mmseg - INFO - Iter(val) [250] aAcc: 0.8406, mIoU: 0.5224, mAcc: 0.6517, IoU.wall: 0.7958, IoU.building: 0.8294, IoU.sky: 0.9473, IoU.floor: 0.8354, IoU.tree: 0.7588, IoU.ceiling: 0.8471, IoU.road: 0.8480, IoU.bed : 0.9018, IoU.windowpane: 0.6338, IoU.grass: 0.7044, IoU.cabinet: 0.6259, IoU.sidewalk: 0.6693, IoU.person: 0.8504, IoU.earth: 0.3802, IoU.door: 0.5424, IoU.table: 0.6820, IoU.mountain: 0.6042, IoU.plant: 0.5131, IoU.curtain: 0.7557, IoU.chair: 0.6343, IoU.car: 0.8609, IoU.water: 0.5396, IoU.painting: 0.7108, IoU.sofa: 0.7134, IoU.shelf: 0.4593, IoU.house: 0.3881, IoU.sea: 0.5194, IoU.mirror: 0.7162, IoU.rug: 0.6281, IoU.field: 0.2852, IoU.armchair: 0.4476, IoU.seat: 0.6496, IoU.fence: 0.4575, IoU.desk: 0.5406, IoU.rock: 0.4092, IoU.wardrobe: 0.4746, IoU.lamp: 0.7332, IoU.bathtub: 0.7564, IoU.railing: 0.3539, IoU.cushion: 0.6065, IoU.base: 0.4436, IoU.box: 0.2881, IoU.column: 0.5394, IoU.signboard: 0.3774, IoU.chest of drawers: 0.3582, IoU.counter: 0.3488, IoU.sand: 0.3593, IoU.sink: 0.7713, IoU.skyscraper: 0.3271, IoU.fireplace: 0.7540, IoU.refrigerator: 0.8030, IoU.grandstand: 0.5744, IoU.path: 0.2695, IoU.stairs: 0.4659, IoU.runway: 0.7384, IoU.case: 0.4480, IoU.pool table: 0.9467, IoU.pillow: 0.5758, IoU.screen door: 0.6803, IoU.stairway: 0.2948, IoU.river: 0.1703, IoU.bridge: 0.7778, IoU.bookcase: 0.3803, IoU.blind: 0.4718, IoU.coffee table: 0.6757, IoU.toilet: 0.8798, IoU.flower: 0.4044, IoU.book: 0.5071, IoU.hill: 0.0495, IoU.bench: 0.5182, IoU.countertop: 0.6479, IoU.stove: 0.7548, IoU.palm: 0.5640, IoU.kitchen island: 0.4481, IoU.computer: 0.5955, IoU.swivel chair: 0.5620, IoU.boat: 0.5010, IoU.bar: 0.5304, IoU.arcade machine: 0.8741, IoU.hovel: 0.3340, IoU.bus: 0.9165, IoU.towel: 0.6292, IoU.light: 0.6148, IoU.truck: 0.4318, IoU.tower: 0.3287, IoU.chandelier: 0.7129, IoU.awning: 0.3395, IoU.streetlight: 0.3946, IoU.booth: 0.5623, IoU.television receiver: 0.7310, IoU.airplane: 0.4974, IoU.dirt track: 0.1799, IoU.apparel: 0.3519, IoU.pole: 0.2888, IoU.land: 0.0155, IoU.bannister: 0.2286, IoU.escalator: 0.2902, IoU.ottoman: 0.5064, IoU.bottle: 0.2339, IoU.buffet: 0.3911, IoU.poster: 0.3020, IoU.stage: 0.1299, IoU.van: 0.5055, IoU.ship: 0.7497, IoU.fountain: 0.2042, IoU.conveyer belt: 0.5530, IoU.canopy: 0.1544, IoU.washer: 0.7242, IoU.plaything: 0.2606, IoU.swimming pool: 0.5813, IoU.stool: 0.3662, IoU.barrel: 0.6698, IoU.basket: 0.4277, IoU.waterfall: 0.5860, IoU.tent: 0.8145, IoU.bag: 0.2396, IoU.minibike: 0.7576, IoU.cradle: 0.7700, IoU.oven: 0.5505, IoU.ball: 0.4857, IoU.food: 0.5996, IoU.step: 0.1060, IoU.tank: 0.4735, IoU.trade name: 0.2142, IoU.microwave: 0.8489, IoU.pot: 0.5094, IoU.animal: 0.7332, IoU.bicycle: 0.6151, IoU.lake: 0.0529, IoU.dishwasher: 0.7020, IoU.screen: 0.7083, IoU.blanket: 0.1645, IoU.sculpture: 0.5253, IoU.hood: 0.8619, IoU.sconce: 0.5309, IoU.vase: 0.5128, IoU.traffic light: 0.4302, IoU.tray: 0.2044, IoU.ashcan: 0.4720, IoU.fan: 0.7287, IoU.pier: 0.1435, IoU.crt screen: 0.1106, IoU.plate: 0.5690, IoU.monitor: 0.0259, IoU.bulletin board: 0.4277, IoU.shower: 0.1761, IoU.radiator: 0.5948, IoU.glass: 0.1775, IoU.clock: 0.5758, IoU.flag: 0.4610, Acc.wall: 0.8730, Acc.building: 0.9238, Acc.sky: 0.9713, Acc.floor: 0.9067, Acc.tree: 0.8860, Acc.ceiling: 0.9237, Acc.road: 0.9199, Acc.bed : 0.9544, Acc.windowpane: 0.8155, Acc.grass: 0.8221, Acc.cabinet: 0.7744, Acc.sidewalk: 0.7831, Acc.person: 0.9356, Acc.earth: 0.5804, Acc.door: 0.7009, Acc.table: 0.8211, Acc.mountain: 0.8103, Acc.plant: 0.6310, Acc.curtain: 0.8639, Acc.chair: 0.7399, Acc.car: 0.9262, Acc.water: 0.7394, Acc.painting: 0.8788, Acc.sofa: 0.8793, Acc.shelf: 0.6507, Acc.house: 0.5453, Acc.sea: 0.7023, Acc.mirror: 0.8319, Acc.rug: 0.7372, Acc.field: 0.3763, Acc.armchair: 0.5969, Acc.seat: 0.8420, Acc.fence: 0.6388, Acc.desk: 0.6891, Acc.rock: 0.5512, Acc.wardrobe: 0.6697, Acc.lamp: 0.8427, Acc.bathtub: 0.9061, Acc.railing: 0.5514, Acc.cushion: 0.7498, Acc.base: 0.6660, Acc.box: 0.4064, Acc.column: 0.6962, Acc.signboard: 0.5717, Acc.chest of drawers: 0.4977, Acc.counter: 0.5292, Acc.sand: 0.4687, Acc.sink: 0.8551, Acc.skyscraper: 0.4109, Acc.fireplace: 0.8830, Acc.refrigerator: 0.8820, Acc.grandstand: 0.7200, Acc.path: 0.4348, Acc.stairs: 0.5823, Acc.runway: 0.9580, Acc.case: 0.6060, Acc.pool table: 0.9760, Acc.pillow: 0.6750, Acc.screen door: 0.8411, Acc.stairway: 0.3885, Acc.river: 0.3049, Acc.bridge: 0.8877, Acc.bookcase: 0.5033, Acc.blind: 0.5791, Acc.coffee table: 0.7914, Acc.toilet: 0.9114, Acc.flower: 0.5517, Acc.book: 0.7017, Acc.hill: 0.0963, Acc.bench: 0.6237, Acc.countertop: 0.8122, Acc.stove: 0.8581, Acc.palm: 0.8023, Acc.kitchen island: 0.7574, Acc.computer: 0.6417, Acc.swivel chair: 0.7939, Acc.boat: 0.9145, Acc.bar: 0.6498, Acc.arcade machine: 0.9137, Acc.hovel: 0.4820, Acc.bus: 0.9564, Acc.towel: 0.7749, Acc.light: 0.7863, Acc.truck: 0.5569, Acc.tower: 0.5304, Acc.chandelier: 0.8310, Acc.awning: 0.4350, Acc.streetlight: 0.5624, Acc.booth: 0.6067, Acc.television receiver: 0.8678, Acc.airplane: 0.7327, Acc.dirt track: 0.2015, Acc.apparel: 0.4247, Acc.pole: 0.4568, Acc.land: 0.0224, Acc.bannister: 0.3578, Acc.escalator: 0.3194, Acc.ottoman: 0.6989, Acc.bottle: 0.2973, Acc.buffet: 0.5060, Acc.poster: 0.4245, Acc.stage: 0.3419, Acc.van: 0.7167, Acc.ship: 0.7971, Acc.fountain: 0.2180, Acc.conveyer belt: 0.7308, Acc.canopy: 0.2204, Acc.washer: 0.7352, Acc.plaything: 0.4089, Acc.swimming pool: 0.5975, Acc.stool: 0.7220, Acc.barrel: 0.7492, Acc.basket: 0.5762, Acc.waterfall: 0.7325, Acc.tent: 0.9847, Acc.bag: 0.2919, Acc.minibike: 0.8939, Acc.cradle: 0.9707, Acc.oven: 0.6978, Acc.ball: 0.5933, Acc.food: 0.6961, Acc.step: 0.1416, Acc.tank: 0.5217, Acc.trade name: 0.2595, Acc.microwave: 0.9438, Acc.pot: 0.6371, Acc.animal: 0.7727, Acc.bicycle: 0.8160, Acc.lake: 0.0578, Acc.dishwasher: 0.8015, Acc.screen: 0.8663, Acc.blanket: 0.1954, Acc.sculpture: 0.8549, Acc.hood: 0.9452, Acc.sconce: 0.7132, Acc.vase: 0.7099, Acc.traffic light: 0.6608, Acc.tray: 0.3626, Acc.ashcan: 0.7267, Acc.fan: 0.8695, Acc.pier: 0.1961, Acc.crt screen: 0.3331, Acc.plate: 0.7798, Acc.monitor: 0.0415, Acc.bulletin board: 0.6000, Acc.shower: 0.2282, Acc.radiator: 0.6837, Acc.glass: 0.2359, Acc.clock: 0.6807, Acc.flag: 0.5302 +2023-11-07 03:26:44,317 - mmseg - INFO - Iter [100050/160000] lr: 3.747e-05, eta: 7:56:12, time: 0.890, data_time: 0.448, memory: 39436, decode.loss_cls: 0.2352, decode.loss_mask: 0.4766, decode.loss_dice: 0.7311, decode.d0.loss_cls: 1.2380, decode.d0.loss_mask: 0.5180, decode.d0.loss_dice: 0.8245, decode.d1.loss_cls: 0.3335, decode.d1.loss_mask: 0.4991, decode.d1.loss_dice: 0.7806, decode.d2.loss_cls: 0.2824, decode.d2.loss_mask: 0.4870, decode.d2.loss_dice: 0.7574, decode.d3.loss_cls: 0.2677, decode.d3.loss_mask: 0.4825, decode.d3.loss_dice: 0.7399, decode.d4.loss_cls: 0.2564, decode.d4.loss_mask: 0.4829, decode.d4.loss_dice: 0.7382, decode.d5.loss_cls: 0.2510, decode.d5.loss_mask: 0.4807, decode.d5.loss_dice: 0.7394, decode.d6.loss_cls: 0.2448, decode.d6.loss_mask: 0.4772, decode.d6.loss_dice: 0.7317, decode.d7.loss_cls: 0.2417, decode.d7.loss_mask: 0.4781, decode.d7.loss_dice: 0.7319, decode.d8.loss_cls: 0.2398, decode.d8.loss_mask: 0.4788, decode.d8.loss_dice: 0.7331, loss: 15.9590, grad_norm: 65.2124 +2023-11-07 03:27:07,029 - mmseg - INFO - Iter [100100/160000] lr: 3.744e-05, eta: 7:55:48, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2284, decode.loss_mask: 0.4876, decode.loss_dice: 0.7161, decode.d0.loss_cls: 1.2370, decode.d0.loss_mask: 0.5262, decode.d0.loss_dice: 0.7949, decode.d1.loss_cls: 0.3229, decode.d1.loss_mask: 0.5077, decode.d1.loss_dice: 0.7666, decode.d2.loss_cls: 0.2786, decode.d2.loss_mask: 0.4963, decode.d2.loss_dice: 0.7403, decode.d3.loss_cls: 0.2634, decode.d3.loss_mask: 0.4886, decode.d3.loss_dice: 0.7226, decode.d4.loss_cls: 0.2543, decode.d4.loss_mask: 0.4897, decode.d4.loss_dice: 0.7184, decode.d5.loss_cls: 0.2459, decode.d5.loss_mask: 0.4904, decode.d5.loss_dice: 0.7199, decode.d6.loss_cls: 0.2376, decode.d6.loss_mask: 0.4903, decode.d6.loss_dice: 0.7177, decode.d7.loss_cls: 0.2335, decode.d7.loss_mask: 0.4892, decode.d7.loss_dice: 0.7138, decode.d8.loss_cls: 0.2395, decode.d8.loss_mask: 0.4881, decode.d8.loss_dice: 0.7159, loss: 15.8214, grad_norm: 70.4983 +2023-11-07 03:27:29,640 - mmseg - INFO - Iter [100150/160000] lr: 3.741e-05, eta: 7:55:23, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2412, decode.loss_mask: 0.4933, decode.loss_dice: 0.7310, decode.d0.loss_cls: 1.2147, decode.d0.loss_mask: 0.5332, decode.d0.loss_dice: 0.8155, decode.d1.loss_cls: 0.3225, decode.d1.loss_mask: 0.5139, decode.d1.loss_dice: 0.7789, decode.d2.loss_cls: 0.2825, decode.d2.loss_mask: 0.5043, decode.d2.loss_dice: 0.7559, decode.d3.loss_cls: 0.2663, decode.d3.loss_mask: 0.4988, decode.d3.loss_dice: 0.7396, decode.d4.loss_cls: 0.2561, decode.d4.loss_mask: 0.4968, decode.d4.loss_dice: 0.7358, decode.d5.loss_cls: 0.2549, decode.d5.loss_mask: 0.4942, decode.d5.loss_dice: 0.7353, decode.d6.loss_cls: 0.2496, decode.d6.loss_mask: 0.4941, decode.d6.loss_dice: 0.7368, decode.d7.loss_cls: 0.2456, decode.d7.loss_mask: 0.4947, decode.d7.loss_dice: 0.7366, decode.d8.loss_cls: 0.2390, decode.d8.loss_mask: 0.4957, decode.d8.loss_dice: 0.7379, loss: 16.0945, grad_norm: 67.6012 +2023-11-07 03:27:52,252 - mmseg - INFO - Iter [100200/160000] lr: 3.738e-05, eta: 7:54:58, time: 0.452, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2240, decode.loss_mask: 0.4757, decode.loss_dice: 0.7087, decode.d0.loss_cls: 1.2304, decode.d0.loss_mask: 0.5153, decode.d0.loss_dice: 0.7864, decode.d1.loss_cls: 0.3163, decode.d1.loss_mask: 0.4960, decode.d1.loss_dice: 0.7576, decode.d2.loss_cls: 0.2772, decode.d2.loss_mask: 0.4858, decode.d2.loss_dice: 0.7360, decode.d3.loss_cls: 0.2551, decode.d3.loss_mask: 0.4795, decode.d3.loss_dice: 0.7190, decode.d4.loss_cls: 0.2456, decode.d4.loss_mask: 0.4796, decode.d4.loss_dice: 0.7124, decode.d5.loss_cls: 0.2352, decode.d5.loss_mask: 0.4763, decode.d5.loss_dice: 0.7196, decode.d6.loss_cls: 0.2347, decode.d6.loss_mask: 0.4755, decode.d6.loss_dice: 0.7133, decode.d7.loss_cls: 0.2294, decode.d7.loss_mask: 0.4762, decode.d7.loss_dice: 0.7074, decode.d8.loss_cls: 0.2272, decode.d8.loss_mask: 0.4745, decode.d8.loss_dice: 0.7120, loss: 15.5819, grad_norm: 61.6159 +2023-11-07 03:28:14,916 - mmseg - INFO - Iter [100250/160000] lr: 3.734e-05, eta: 7:54:34, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2329, decode.loss_mask: 0.4727, decode.loss_dice: 0.7334, decode.d0.loss_cls: 1.2419, decode.d0.loss_mask: 0.5134, decode.d0.loss_dice: 0.8117, decode.d1.loss_cls: 0.3261, decode.d1.loss_mask: 0.4872, decode.d1.loss_dice: 0.7800, decode.d2.loss_cls: 0.2758, decode.d2.loss_mask: 0.4803, decode.d2.loss_dice: 0.7586, decode.d3.loss_cls: 0.2583, decode.d3.loss_mask: 0.4758, decode.d3.loss_dice: 0.7413, decode.d4.loss_cls: 0.2504, decode.d4.loss_mask: 0.4744, decode.d4.loss_dice: 0.7437, decode.d5.loss_cls: 0.2383, decode.d5.loss_mask: 0.4739, decode.d5.loss_dice: 0.7419, decode.d6.loss_cls: 0.2397, decode.d6.loss_mask: 0.4744, decode.d6.loss_dice: 0.7420, decode.d7.loss_cls: 0.2341, decode.d7.loss_mask: 0.4713, decode.d7.loss_dice: 0.7389, decode.d8.loss_cls: 0.2283, decode.d8.loss_mask: 0.4736, decode.d8.loss_dice: 0.7385, loss: 15.8529, grad_norm: 61.0255 +2023-11-07 03:28:37,642 - mmseg - INFO - Iter [100300/160000] lr: 3.731e-05, eta: 7:54:09, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2342, decode.loss_mask: 0.4972, decode.loss_dice: 0.7179, decode.d0.loss_cls: 1.2461, decode.d0.loss_mask: 0.5331, decode.d0.loss_dice: 0.7958, decode.d1.loss_cls: 0.3366, decode.d1.loss_mask: 0.5110, decode.d1.loss_dice: 0.7645, decode.d2.loss_cls: 0.2808, decode.d2.loss_mask: 0.5005, decode.d2.loss_dice: 0.7436, decode.d3.loss_cls: 0.2623, decode.d3.loss_mask: 0.4980, decode.d3.loss_dice: 0.7282, decode.d4.loss_cls: 0.2491, decode.d4.loss_mask: 0.4979, decode.d4.loss_dice: 0.7274, decode.d5.loss_cls: 0.2486, decode.d5.loss_mask: 0.4973, decode.d5.loss_dice: 0.7261, decode.d6.loss_cls: 0.2410, decode.d6.loss_mask: 0.4965, decode.d6.loss_dice: 0.7242, decode.d7.loss_cls: 0.2363, decode.d7.loss_mask: 0.4968, decode.d7.loss_dice: 0.7221, decode.d8.loss_cls: 0.2357, decode.d8.loss_mask: 0.4965, decode.d8.loss_dice: 0.7233, loss: 15.9685, grad_norm: 64.1966 +2023-11-07 03:29:00,411 - mmseg - INFO - Iter [100350/160000] lr: 3.728e-05, eta: 7:53:45, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2508, decode.loss_mask: 0.4974, decode.loss_dice: 0.7551, decode.d0.loss_cls: 1.2774, decode.d0.loss_mask: 0.5365, decode.d0.loss_dice: 0.8384, decode.d1.loss_cls: 0.3523, decode.d1.loss_mask: 0.5134, decode.d1.loss_dice: 0.7978, decode.d2.loss_cls: 0.3047, decode.d2.loss_mask: 0.5054, decode.d2.loss_dice: 0.7751, decode.d3.loss_cls: 0.2857, decode.d3.loss_mask: 0.5003, decode.d3.loss_dice: 0.7612, decode.d4.loss_cls: 0.2667, decode.d4.loss_mask: 0.5006, decode.d4.loss_dice: 0.7582, decode.d5.loss_cls: 0.2607, decode.d5.loss_mask: 0.5005, decode.d5.loss_dice: 0.7541, decode.d6.loss_cls: 0.2584, decode.d6.loss_mask: 0.4982, decode.d6.loss_dice: 0.7547, decode.d7.loss_cls: 0.2547, decode.d7.loss_mask: 0.4989, decode.d7.loss_dice: 0.7580, decode.d8.loss_cls: 0.2514, decode.d8.loss_mask: 0.4984, decode.d8.loss_dice: 0.7570, loss: 16.5220, grad_norm: 66.3377 +2023-11-07 03:29:23,046 - mmseg - INFO - Iter [100400/160000] lr: 3.725e-05, eta: 7:53:20, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2479, decode.loss_mask: 0.4768, decode.loss_dice: 0.7235, decode.d0.loss_cls: 1.2550, decode.d0.loss_mask: 0.5166, decode.d0.loss_dice: 0.8098, decode.d1.loss_cls: 0.3505, decode.d1.loss_mask: 0.4927, decode.d1.loss_dice: 0.7732, decode.d2.loss_cls: 0.3010, decode.d2.loss_mask: 0.4870, decode.d2.loss_dice: 0.7543, decode.d3.loss_cls: 0.2827, decode.d3.loss_mask: 0.4817, decode.d3.loss_dice: 0.7337, decode.d4.loss_cls: 0.2654, decode.d4.loss_mask: 0.4823, decode.d4.loss_dice: 0.7341, decode.d5.loss_cls: 0.2604, decode.d5.loss_mask: 0.4809, decode.d5.loss_dice: 0.7325, decode.d6.loss_cls: 0.2508, decode.d6.loss_mask: 0.4800, decode.d6.loss_dice: 0.7312, decode.d7.loss_cls: 0.2480, decode.d7.loss_mask: 0.4795, decode.d7.loss_dice: 0.7294, decode.d8.loss_cls: 0.2507, decode.d8.loss_mask: 0.4793, decode.d8.loss_dice: 0.7245, loss: 16.0155, grad_norm: 65.4208 +2023-11-07 03:29:45,900 - mmseg - INFO - Iter [100450/160000] lr: 3.722e-05, eta: 7:52:56, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2450, decode.loss_mask: 0.4786, decode.loss_dice: 0.7308, decode.d0.loss_cls: 1.2296, decode.d0.loss_mask: 0.5221, decode.d0.loss_dice: 0.8221, decode.d1.loss_cls: 0.3257, decode.d1.loss_mask: 0.4994, decode.d1.loss_dice: 0.7816, decode.d2.loss_cls: 0.2901, decode.d2.loss_mask: 0.4893, decode.d2.loss_dice: 0.7587, decode.d3.loss_cls: 0.2700, decode.d3.loss_mask: 0.4822, decode.d3.loss_dice: 0.7395, decode.d4.loss_cls: 0.2625, decode.d4.loss_mask: 0.4788, decode.d4.loss_dice: 0.7406, decode.d5.loss_cls: 0.2577, decode.d5.loss_mask: 0.4792, decode.d5.loss_dice: 0.7357, decode.d6.loss_cls: 0.2487, decode.d6.loss_mask: 0.4805, decode.d6.loss_dice: 0.7342, decode.d7.loss_cls: 0.2473, decode.d7.loss_mask: 0.4803, decode.d7.loss_dice: 0.7346, decode.d8.loss_cls: 0.2444, decode.d8.loss_mask: 0.4805, decode.d8.loss_dice: 0.7360, loss: 16.0056, grad_norm: 66.2487 +2023-11-07 03:30:08,610 - mmseg - INFO - Iter [100500/160000] lr: 3.719e-05, eta: 7:52:32, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2166, decode.loss_mask: 0.4781, decode.loss_dice: 0.7092, decode.d0.loss_cls: 1.2092, decode.d0.loss_mask: 0.5146, decode.d0.loss_dice: 0.7818, decode.d1.loss_cls: 0.3051, decode.d1.loss_mask: 0.4942, decode.d1.loss_dice: 0.7498, decode.d2.loss_cls: 0.2728, decode.d2.loss_mask: 0.4831, decode.d2.loss_dice: 0.7226, decode.d3.loss_cls: 0.2505, decode.d3.loss_mask: 0.4802, decode.d3.loss_dice: 0.7100, decode.d4.loss_cls: 0.2430, decode.d4.loss_mask: 0.4779, decode.d4.loss_dice: 0.7091, decode.d5.loss_cls: 0.2344, decode.d5.loss_mask: 0.4787, decode.d5.loss_dice: 0.7122, decode.d6.loss_cls: 0.2262, decode.d6.loss_mask: 0.4796, decode.d6.loss_dice: 0.7050, decode.d7.loss_cls: 0.2264, decode.d7.loss_mask: 0.4762, decode.d7.loss_dice: 0.7035, decode.d8.loss_cls: 0.2216, decode.d8.loss_mask: 0.4779, decode.d8.loss_dice: 0.7030, loss: 15.4525, grad_norm: 68.1870 +2023-11-07 03:30:31,282 - mmseg - INFO - Iter [100550/160000] lr: 3.716e-05, eta: 7:52:07, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2469, decode.loss_mask: 0.4925, decode.loss_dice: 0.7386, decode.d0.loss_cls: 1.2304, decode.d0.loss_mask: 0.5393, decode.d0.loss_dice: 0.8117, decode.d1.loss_cls: 0.3403, decode.d1.loss_mask: 0.5159, decode.d1.loss_dice: 0.7913, decode.d2.loss_cls: 0.2941, decode.d2.loss_mask: 0.5010, decode.d2.loss_dice: 0.7616, decode.d3.loss_cls: 0.2757, decode.d3.loss_mask: 0.4942, decode.d3.loss_dice: 0.7489, decode.d4.loss_cls: 0.2657, decode.d4.loss_mask: 0.4943, decode.d4.loss_dice: 0.7459, decode.d5.loss_cls: 0.2591, decode.d5.loss_mask: 0.4917, decode.d5.loss_dice: 0.7418, decode.d6.loss_cls: 0.2579, decode.d6.loss_mask: 0.4914, decode.d6.loss_dice: 0.7430, decode.d7.loss_cls: 0.2507, decode.d7.loss_mask: 0.4931, decode.d7.loss_dice: 0.7403, decode.d8.loss_cls: 0.2403, decode.d8.loss_mask: 0.4949, decode.d8.loss_dice: 0.7431, loss: 16.2355, grad_norm: 64.9358 +2023-11-07 03:30:53,819 - mmseg - INFO - Iter [100600/160000] lr: 3.713e-05, eta: 7:51:42, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2118, decode.loss_mask: 0.5064, decode.loss_dice: 0.7127, decode.d0.loss_cls: 1.2334, decode.d0.loss_mask: 0.5408, decode.d0.loss_dice: 0.7862, decode.d1.loss_cls: 0.3028, decode.d1.loss_mask: 0.5272, decode.d1.loss_dice: 0.7582, decode.d2.loss_cls: 0.2635, decode.d2.loss_mask: 0.5168, decode.d2.loss_dice: 0.7317, decode.d3.loss_cls: 0.2455, decode.d3.loss_mask: 0.5061, decode.d3.loss_dice: 0.7178, decode.d4.loss_cls: 0.2338, decode.d4.loss_mask: 0.5055, decode.d4.loss_dice: 0.7184, decode.d5.loss_cls: 0.2247, decode.d5.loss_mask: 0.5071, decode.d5.loss_dice: 0.7175, decode.d6.loss_cls: 0.2234, decode.d6.loss_mask: 0.5059, decode.d6.loss_dice: 0.7113, decode.d7.loss_cls: 0.2173, decode.d7.loss_mask: 0.5064, decode.d7.loss_dice: 0.7095, decode.d8.loss_cls: 0.2148, decode.d8.loss_mask: 0.5063, decode.d8.loss_dice: 0.7104, loss: 15.7733, grad_norm: 65.9599 +2023-11-07 03:31:16,611 - mmseg - INFO - Iter [100650/160000] lr: 3.709e-05, eta: 7:51:18, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2311, decode.loss_mask: 0.4868, decode.loss_dice: 0.7433, decode.d0.loss_cls: 1.2168, decode.d0.loss_mask: 0.5278, decode.d0.loss_dice: 0.8175, decode.d1.loss_cls: 0.3227, decode.d1.loss_mask: 0.5056, decode.d1.loss_dice: 0.7841, decode.d2.loss_cls: 0.2773, decode.d2.loss_mask: 0.4958, decode.d2.loss_dice: 0.7649, decode.d3.loss_cls: 0.2574, decode.d3.loss_mask: 0.4882, decode.d3.loss_dice: 0.7491, decode.d4.loss_cls: 0.2457, decode.d4.loss_mask: 0.4880, decode.d4.loss_dice: 0.7532, decode.d5.loss_cls: 0.2378, decode.d5.loss_mask: 0.4864, decode.d5.loss_dice: 0.7482, decode.d6.loss_cls: 0.2397, decode.d6.loss_mask: 0.4870, decode.d6.loss_dice: 0.7429, decode.d7.loss_cls: 0.2333, decode.d7.loss_mask: 0.4867, decode.d7.loss_dice: 0.7423, decode.d8.loss_cls: 0.2339, decode.d8.loss_mask: 0.4859, decode.d8.loss_dice: 0.7420, loss: 16.0213, grad_norm: 65.4342 +2023-11-07 03:31:39,498 - mmseg - INFO - Iter [100700/160000] lr: 3.706e-05, eta: 7:50:54, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2363, decode.loss_mask: 0.4873, decode.loss_dice: 0.7305, decode.d0.loss_cls: 1.2525, decode.d0.loss_mask: 0.5259, decode.d0.loss_dice: 0.8208, decode.d1.loss_cls: 0.3227, decode.d1.loss_mask: 0.5050, decode.d1.loss_dice: 0.7835, decode.d2.loss_cls: 0.2823, decode.d2.loss_mask: 0.4970, decode.d2.loss_dice: 0.7559, decode.d3.loss_cls: 0.2630, decode.d3.loss_mask: 0.4890, decode.d3.loss_dice: 0.7379, decode.d4.loss_cls: 0.2550, decode.d4.loss_mask: 0.4887, decode.d4.loss_dice: 0.7332, decode.d5.loss_cls: 0.2432, decode.d5.loss_mask: 0.4899, decode.d5.loss_dice: 0.7383, decode.d6.loss_cls: 0.2443, decode.d6.loss_mask: 0.4893, decode.d6.loss_dice: 0.7353, decode.d7.loss_cls: 0.2441, decode.d7.loss_mask: 0.4884, decode.d7.loss_dice: 0.7346, decode.d8.loss_cls: 0.2380, decode.d8.loss_mask: 0.4868, decode.d8.loss_dice: 0.7335, loss: 16.0319, grad_norm: 68.9612 +2023-11-07 03:32:02,278 - mmseg - INFO - Iter [100750/160000] lr: 3.703e-05, eta: 7:50:29, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2499, decode.loss_mask: 0.4725, decode.loss_dice: 0.7343, decode.d0.loss_cls: 1.2838, decode.d0.loss_mask: 0.5136, decode.d0.loss_dice: 0.8188, decode.d1.loss_cls: 0.3524, decode.d1.loss_mask: 0.4908, decode.d1.loss_dice: 0.7770, decode.d2.loss_cls: 0.3020, decode.d2.loss_mask: 0.4773, decode.d2.loss_dice: 0.7598, decode.d3.loss_cls: 0.2811, decode.d3.loss_mask: 0.4761, decode.d3.loss_dice: 0.7453, decode.d4.loss_cls: 0.2726, decode.d4.loss_mask: 0.4740, decode.d4.loss_dice: 0.7409, decode.d5.loss_cls: 0.2571, decode.d5.loss_mask: 0.4725, decode.d5.loss_dice: 0.7411, decode.d6.loss_cls: 0.2573, decode.d6.loss_mask: 0.4728, decode.d6.loss_dice: 0.7370, decode.d7.loss_cls: 0.2541, decode.d7.loss_mask: 0.4721, decode.d7.loss_dice: 0.7354, decode.d8.loss_cls: 0.2462, decode.d8.loss_mask: 0.4719, decode.d8.loss_dice: 0.7380, loss: 16.0778, grad_norm: 60.7452 +2023-11-07 03:32:24,908 - mmseg - INFO - Iter [100800/160000] lr: 3.700e-05, eta: 7:50:05, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2318, decode.loss_mask: 0.4820, decode.loss_dice: 0.7413, decode.d0.loss_cls: 1.2382, decode.d0.loss_mask: 0.5198, decode.d0.loss_dice: 0.8140, decode.d1.loss_cls: 0.3252, decode.d1.loss_mask: 0.5008, decode.d1.loss_dice: 0.7770, decode.d2.loss_cls: 0.2745, decode.d2.loss_mask: 0.4914, decode.d2.loss_dice: 0.7648, decode.d3.loss_cls: 0.2548, decode.d3.loss_mask: 0.4829, decode.d3.loss_dice: 0.7408, decode.d4.loss_cls: 0.2435, decode.d4.loss_mask: 0.4838, decode.d4.loss_dice: 0.7450, decode.d5.loss_cls: 0.2324, decode.d5.loss_mask: 0.4834, decode.d5.loss_dice: 0.7448, decode.d6.loss_cls: 0.2330, decode.d6.loss_mask: 0.4841, decode.d6.loss_dice: 0.7415, decode.d7.loss_cls: 0.2280, decode.d7.loss_mask: 0.4828, decode.d7.loss_dice: 0.7407, decode.d8.loss_cls: 0.2265, decode.d8.loss_mask: 0.4829, decode.d8.loss_dice: 0.7433, loss: 15.9348, grad_norm: 66.7028 +2023-11-07 03:32:47,470 - mmseg - INFO - Iter [100850/160000] lr: 3.697e-05, eta: 7:49:40, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2240, decode.loss_mask: 0.4934, decode.loss_dice: 0.7463, decode.d0.loss_cls: 1.2282, decode.d0.loss_mask: 0.5269, decode.d0.loss_dice: 0.8172, decode.d1.loss_cls: 0.3098, decode.d1.loss_mask: 0.5129, decode.d1.loss_dice: 0.7926, decode.d2.loss_cls: 0.2689, decode.d2.loss_mask: 0.5007, decode.d2.loss_dice: 0.7697, decode.d3.loss_cls: 0.2509, decode.d3.loss_mask: 0.4956, decode.d3.loss_dice: 0.7503, decode.d4.loss_cls: 0.2395, decode.d4.loss_mask: 0.4940, decode.d4.loss_dice: 0.7517, decode.d5.loss_cls: 0.2325, decode.d5.loss_mask: 0.4950, decode.d5.loss_dice: 0.7522, decode.d6.loss_cls: 0.2357, decode.d6.loss_mask: 0.4943, decode.d6.loss_dice: 0.7441, decode.d7.loss_cls: 0.2272, decode.d7.loss_mask: 0.4950, decode.d7.loss_dice: 0.7505, decode.d8.loss_cls: 0.2276, decode.d8.loss_mask: 0.4934, decode.d8.loss_dice: 0.7431, loss: 16.0630, grad_norm: 63.5651 +2023-11-07 03:33:10,293 - mmseg - INFO - Iter [100900/160000] lr: 3.694e-05, eta: 7:49:16, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2427, decode.loss_mask: 0.4938, decode.loss_dice: 0.7295, decode.d0.loss_cls: 1.2212, decode.d0.loss_mask: 0.5350, decode.d0.loss_dice: 0.8096, decode.d1.loss_cls: 0.3302, decode.d1.loss_mask: 0.5125, decode.d1.loss_dice: 0.7779, decode.d2.loss_cls: 0.2934, decode.d2.loss_mask: 0.5021, decode.d2.loss_dice: 0.7500, decode.d3.loss_cls: 0.2714, decode.d3.loss_mask: 0.4962, decode.d3.loss_dice: 0.7330, decode.d4.loss_cls: 0.2620, decode.d4.loss_mask: 0.4939, decode.d4.loss_dice: 0.7360, decode.d5.loss_cls: 0.2549, decode.d5.loss_mask: 0.4965, decode.d5.loss_dice: 0.7273, decode.d6.loss_cls: 0.2469, decode.d6.loss_mask: 0.4975, decode.d6.loss_dice: 0.7315, decode.d7.loss_cls: 0.2412, decode.d7.loss_mask: 0.4960, decode.d7.loss_dice: 0.7301, decode.d8.loss_cls: 0.2422, decode.d8.loss_mask: 0.4954, decode.d8.loss_dice: 0.7286, loss: 16.0786, grad_norm: 61.4680 +2023-11-07 03:33:32,882 - mmseg - INFO - Iter [100950/160000] lr: 3.691e-05, eta: 7:48:51, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2337, decode.loss_mask: 0.4725, decode.loss_dice: 0.7356, decode.d0.loss_cls: 1.2453, decode.d0.loss_mask: 0.5116, decode.d0.loss_dice: 0.8190, decode.d1.loss_cls: 0.3315, decode.d1.loss_mask: 0.4865, decode.d1.loss_dice: 0.7869, decode.d2.loss_cls: 0.2856, decode.d2.loss_mask: 0.4793, decode.d2.loss_dice: 0.7570, decode.d3.loss_cls: 0.2615, decode.d3.loss_mask: 0.4763, decode.d3.loss_dice: 0.7381, decode.d4.loss_cls: 0.2525, decode.d4.loss_mask: 0.4764, decode.d4.loss_dice: 0.7429, decode.d5.loss_cls: 0.2475, decode.d5.loss_mask: 0.4754, decode.d5.loss_dice: 0.7369, decode.d6.loss_cls: 0.2392, decode.d6.loss_mask: 0.4745, decode.d6.loss_dice: 0.7381, decode.d7.loss_cls: 0.2390, decode.d7.loss_mask: 0.4720, decode.d7.loss_dice: 0.7407, decode.d8.loss_cls: 0.2403, decode.d8.loss_mask: 0.4723, decode.d8.loss_dice: 0.7382, loss: 15.9062, grad_norm: 66.5942 +2023-11-07 03:33:55,427 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 03:33:55,428 - mmseg - INFO - Iter [101000/160000] lr: 3.688e-05, eta: 7:48:27, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2462, decode.loss_mask: 0.4855, decode.loss_dice: 0.7287, decode.d0.loss_cls: 1.2242, decode.d0.loss_mask: 0.5261, decode.d0.loss_dice: 0.8131, decode.d1.loss_cls: 0.3385, decode.d1.loss_mask: 0.5071, decode.d1.loss_dice: 0.7770, decode.d2.loss_cls: 0.2951, decode.d2.loss_mask: 0.4930, decode.d2.loss_dice: 0.7568, decode.d3.loss_cls: 0.2724, decode.d3.loss_mask: 0.4897, decode.d3.loss_dice: 0.7356, decode.d4.loss_cls: 0.2641, decode.d4.loss_mask: 0.4898, decode.d4.loss_dice: 0.7323, decode.d5.loss_cls: 0.2543, decode.d5.loss_mask: 0.4859, decode.d5.loss_dice: 0.7338, decode.d6.loss_cls: 0.2499, decode.d6.loss_mask: 0.4872, decode.d6.loss_dice: 0.7300, decode.d7.loss_cls: 0.2508, decode.d7.loss_mask: 0.4867, decode.d7.loss_dice: 0.7310, decode.d8.loss_cls: 0.2487, decode.d8.loss_mask: 0.4858, decode.d8.loss_dice: 0.7332, loss: 16.0525, grad_norm: 66.4121 +2023-11-07 03:34:20,408 - mmseg - INFO - Iter [101050/160000] lr: 3.684e-05, eta: 7:48:03, time: 0.500, data_time: 0.058, memory: 39436, decode.loss_cls: 0.2186, decode.loss_mask: 0.4854, decode.loss_dice: 0.7391, decode.d0.loss_cls: 1.2366, decode.d0.loss_mask: 0.5200, decode.d0.loss_dice: 0.8109, decode.d1.loss_cls: 0.3027, decode.d1.loss_mask: 0.5017, decode.d1.loss_dice: 0.7794, decode.d2.loss_cls: 0.2671, decode.d2.loss_mask: 0.4915, decode.d2.loss_dice: 0.7555, decode.d3.loss_cls: 0.2465, decode.d3.loss_mask: 0.4874, decode.d3.loss_dice: 0.7461, decode.d4.loss_cls: 0.2353, decode.d4.loss_mask: 0.4856, decode.d4.loss_dice: 0.7408, decode.d5.loss_cls: 0.2249, decode.d5.loss_mask: 0.4854, decode.d5.loss_dice: 0.7429, decode.d6.loss_cls: 0.2270, decode.d6.loss_mask: 0.4850, decode.d6.loss_dice: 0.7387, decode.d7.loss_cls: 0.2269, decode.d7.loss_mask: 0.4853, decode.d7.loss_dice: 0.7367, decode.d8.loss_cls: 0.2202, decode.d8.loss_mask: 0.4861, decode.d8.loss_dice: 0.7422, loss: 15.8515, grad_norm: 61.8419 +2023-11-07 03:34:43,217 - mmseg - INFO - Iter [101100/160000] lr: 3.681e-05, eta: 7:47:39, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2290, decode.loss_mask: 0.4867, decode.loss_dice: 0.7225, decode.d0.loss_cls: 1.2336, decode.d0.loss_mask: 0.5293, decode.d0.loss_dice: 0.8016, decode.d1.loss_cls: 0.3332, decode.d1.loss_mask: 0.5085, decode.d1.loss_dice: 0.7700, decode.d2.loss_cls: 0.2790, decode.d2.loss_mask: 0.4986, decode.d2.loss_dice: 0.7500, decode.d3.loss_cls: 0.2569, decode.d3.loss_mask: 0.4922, decode.d3.loss_dice: 0.7303, decode.d4.loss_cls: 0.2437, decode.d4.loss_mask: 0.4911, decode.d4.loss_dice: 0.7269, decode.d5.loss_cls: 0.2362, decode.d5.loss_mask: 0.4896, decode.d5.loss_dice: 0.7248, decode.d6.loss_cls: 0.2321, decode.d6.loss_mask: 0.4894, decode.d6.loss_dice: 0.7231, decode.d7.loss_cls: 0.2276, decode.d7.loss_mask: 0.4894, decode.d7.loss_dice: 0.7265, decode.d8.loss_cls: 0.2287, decode.d8.loss_mask: 0.4890, decode.d8.loss_dice: 0.7244, loss: 15.8640, grad_norm: 63.4476 +2023-11-07 03:35:05,886 - mmseg - INFO - Iter [101150/160000] lr: 3.678e-05, eta: 7:47:15, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2166, decode.loss_mask: 0.4879, decode.loss_dice: 0.7196, decode.d0.loss_cls: 1.2185, decode.d0.loss_mask: 0.5272, decode.d0.loss_dice: 0.8070, decode.d1.loss_cls: 0.2992, decode.d1.loss_mask: 0.5041, decode.d1.loss_dice: 0.7619, decode.d2.loss_cls: 0.2538, decode.d2.loss_mask: 0.4960, decode.d2.loss_dice: 0.7414, decode.d3.loss_cls: 0.2459, decode.d3.loss_mask: 0.4901, decode.d3.loss_dice: 0.7203, decode.d4.loss_cls: 0.2371, decode.d4.loss_mask: 0.4885, decode.d4.loss_dice: 0.7186, decode.d5.loss_cls: 0.2258, decode.d5.loss_mask: 0.4885, decode.d5.loss_dice: 0.7239, decode.d6.loss_cls: 0.2247, decode.d6.loss_mask: 0.4880, decode.d6.loss_dice: 0.7240, decode.d7.loss_cls: 0.2210, decode.d7.loss_mask: 0.4890, decode.d7.loss_dice: 0.7237, decode.d8.loss_cls: 0.2206, decode.d8.loss_mask: 0.4881, decode.d8.loss_dice: 0.7185, loss: 15.6695, grad_norm: 64.9178 +2023-11-07 03:35:28,489 - mmseg - INFO - Iter [101200/160000] lr: 3.675e-05, eta: 7:46:50, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2145, decode.loss_mask: 0.4756, decode.loss_dice: 0.7130, decode.d0.loss_cls: 1.2106, decode.d0.loss_mask: 0.5085, decode.d0.loss_dice: 0.7971, decode.d1.loss_cls: 0.2963, decode.d1.loss_mask: 0.4895, decode.d1.loss_dice: 0.7625, decode.d2.loss_cls: 0.2578, decode.d2.loss_mask: 0.4809, decode.d2.loss_dice: 0.7341, decode.d3.loss_cls: 0.2400, decode.d3.loss_mask: 0.4789, decode.d3.loss_dice: 0.7245, decode.d4.loss_cls: 0.2344, decode.d4.loss_mask: 0.4767, decode.d4.loss_dice: 0.7227, decode.d5.loss_cls: 0.2245, decode.d5.loss_mask: 0.4790, decode.d5.loss_dice: 0.7219, decode.d6.loss_cls: 0.2244, decode.d6.loss_mask: 0.4751, decode.d6.loss_dice: 0.7142, decode.d7.loss_cls: 0.2136, decode.d7.loss_mask: 0.4762, decode.d7.loss_dice: 0.7139, decode.d8.loss_cls: 0.2146, decode.d8.loss_mask: 0.4745, decode.d8.loss_dice: 0.7145, loss: 15.4642, grad_norm: 66.3541 +2023-11-07 03:35:51,204 - mmseg - INFO - Iter [101250/160000] lr: 3.672e-05, eta: 7:46:26, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2281, decode.loss_mask: 0.5033, decode.loss_dice: 0.7439, decode.d0.loss_cls: 1.2115, decode.d0.loss_mask: 0.5505, decode.d0.loss_dice: 0.8330, decode.d1.loss_cls: 0.3145, decode.d1.loss_mask: 0.5308, decode.d1.loss_dice: 0.7930, decode.d2.loss_cls: 0.2699, decode.d2.loss_mask: 0.5163, decode.d2.loss_dice: 0.7677, decode.d3.loss_cls: 0.2541, decode.d3.loss_mask: 0.5094, decode.d3.loss_dice: 0.7494, decode.d4.loss_cls: 0.2433, decode.d4.loss_mask: 0.5093, decode.d4.loss_dice: 0.7501, decode.d5.loss_cls: 0.2346, decode.d5.loss_mask: 0.5082, decode.d5.loss_dice: 0.7515, decode.d6.loss_cls: 0.2382, decode.d6.loss_mask: 0.5068, decode.d6.loss_dice: 0.7422, decode.d7.loss_cls: 0.2325, decode.d7.loss_mask: 0.5056, decode.d7.loss_dice: 0.7457, decode.d8.loss_cls: 0.2289, decode.d8.loss_mask: 0.5044, decode.d8.loss_dice: 0.7455, loss: 16.2224, grad_norm: 66.6931 +2023-11-07 03:36:13,964 - mmseg - INFO - Iter [101300/160000] lr: 3.669e-05, eta: 7:46:01, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2238, decode.loss_mask: 0.4768, decode.loss_dice: 0.6997, decode.d0.loss_cls: 1.2297, decode.d0.loss_mask: 0.5176, decode.d0.loss_dice: 0.7797, decode.d1.loss_cls: 0.3184, decode.d1.loss_mask: 0.4943, decode.d1.loss_dice: 0.7456, decode.d2.loss_cls: 0.2807, decode.d2.loss_mask: 0.4837, decode.d2.loss_dice: 0.7153, decode.d3.loss_cls: 0.2567, decode.d3.loss_mask: 0.4787, decode.d3.loss_dice: 0.7060, decode.d4.loss_cls: 0.2442, decode.d4.loss_mask: 0.4777, decode.d4.loss_dice: 0.7027, decode.d5.loss_cls: 0.2353, decode.d5.loss_mask: 0.4777, decode.d5.loss_dice: 0.7023, decode.d6.loss_cls: 0.2312, decode.d6.loss_mask: 0.4775, decode.d6.loss_dice: 0.6998, decode.d7.loss_cls: 0.2289, decode.d7.loss_mask: 0.4759, decode.d7.loss_dice: 0.6977, decode.d8.loss_cls: 0.2196, decode.d8.loss_mask: 0.4769, decode.d8.loss_dice: 0.6991, loss: 15.4530, grad_norm: 60.1009 +2023-11-07 03:36:36,535 - mmseg - INFO - Iter [101350/160000] lr: 3.666e-05, eta: 7:45:37, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2294, decode.loss_mask: 0.4778, decode.loss_dice: 0.7321, decode.d0.loss_cls: 1.2328, decode.d0.loss_mask: 0.5196, decode.d0.loss_dice: 0.8102, decode.d1.loss_cls: 0.3242, decode.d1.loss_mask: 0.4921, decode.d1.loss_dice: 0.7711, decode.d2.loss_cls: 0.2838, decode.d2.loss_mask: 0.4828, decode.d2.loss_dice: 0.7468, decode.d3.loss_cls: 0.2600, decode.d3.loss_mask: 0.4786, decode.d3.loss_dice: 0.7359, decode.d4.loss_cls: 0.2517, decode.d4.loss_mask: 0.4793, decode.d4.loss_dice: 0.7330, decode.d5.loss_cls: 0.2371, decode.d5.loss_mask: 0.4792, decode.d5.loss_dice: 0.7375, decode.d6.loss_cls: 0.2380, decode.d6.loss_mask: 0.4786, decode.d6.loss_dice: 0.7298, decode.d7.loss_cls: 0.2314, decode.d7.loss_mask: 0.4790, decode.d7.loss_dice: 0.7295, decode.d8.loss_cls: 0.2296, decode.d8.loss_mask: 0.4789, decode.d8.loss_dice: 0.7308, loss: 15.8207, grad_norm: 69.9090 +2023-11-07 03:36:59,234 - mmseg - INFO - Iter [101400/160000] lr: 3.663e-05, eta: 7:45:12, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2278, decode.loss_mask: 0.5031, decode.loss_dice: 0.7232, decode.d0.loss_cls: 1.2539, decode.d0.loss_mask: 0.5417, decode.d0.loss_dice: 0.8029, decode.d1.loss_cls: 0.3297, decode.d1.loss_mask: 0.5212, decode.d1.loss_dice: 0.7620, decode.d2.loss_cls: 0.2768, decode.d2.loss_mask: 0.5099, decode.d2.loss_dice: 0.7448, decode.d3.loss_cls: 0.2602, decode.d3.loss_mask: 0.5063, decode.d3.loss_dice: 0.7291, decode.d4.loss_cls: 0.2502, decode.d4.loss_mask: 0.5019, decode.d4.loss_dice: 0.7268, decode.d5.loss_cls: 0.2427, decode.d5.loss_mask: 0.5044, decode.d5.loss_dice: 0.7283, decode.d6.loss_cls: 0.2374, decode.d6.loss_mask: 0.4996, decode.d6.loss_dice: 0.7208, decode.d7.loss_cls: 0.2361, decode.d7.loss_mask: 0.5002, decode.d7.loss_dice: 0.7222, decode.d8.loss_cls: 0.2310, decode.d8.loss_mask: 0.5002, decode.d8.loss_dice: 0.7203, loss: 16.0147, grad_norm: 66.4581 +2023-11-07 03:37:22,055 - mmseg - INFO - Iter [101450/160000] lr: 3.659e-05, eta: 7:44:48, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2477, decode.loss_mask: 0.4846, decode.loss_dice: 0.7462, decode.d0.loss_cls: 1.2707, decode.d0.loss_mask: 0.5186, decode.d0.loss_dice: 0.8286, decode.d1.loss_cls: 0.3324, decode.d1.loss_mask: 0.5020, decode.d1.loss_dice: 0.7962, decode.d2.loss_cls: 0.2923, decode.d2.loss_mask: 0.4942, decode.d2.loss_dice: 0.7732, decode.d3.loss_cls: 0.2720, decode.d3.loss_mask: 0.4936, decode.d3.loss_dice: 0.7554, decode.d4.loss_cls: 0.2623, decode.d4.loss_mask: 0.4897, decode.d4.loss_dice: 0.7535, decode.d5.loss_cls: 0.2571, decode.d5.loss_mask: 0.4888, decode.d5.loss_dice: 0.7528, decode.d6.loss_cls: 0.2536, decode.d6.loss_mask: 0.4924, decode.d6.loss_dice: 0.7515, decode.d7.loss_cls: 0.2521, decode.d7.loss_mask: 0.4880, decode.d7.loss_dice: 0.7490, decode.d8.loss_cls: 0.2468, decode.d8.loss_mask: 0.4858, decode.d8.loss_dice: 0.7480, loss: 16.2791, grad_norm: 65.8634 +2023-11-07 03:37:44,937 - mmseg - INFO - Iter [101500/160000] lr: 3.656e-05, eta: 7:44:23, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2213, decode.loss_mask: 0.4831, decode.loss_dice: 0.7092, decode.d0.loss_cls: 1.2185, decode.d0.loss_mask: 0.5149, decode.d0.loss_dice: 0.7872, decode.d1.loss_cls: 0.3051, decode.d1.loss_mask: 0.4992, decode.d1.loss_dice: 0.7536, decode.d2.loss_cls: 0.2696, decode.d2.loss_mask: 0.4908, decode.d2.loss_dice: 0.7302, decode.d3.loss_cls: 0.2417, decode.d3.loss_mask: 0.4855, decode.d3.loss_dice: 0.7137, decode.d4.loss_cls: 0.2399, decode.d4.loss_mask: 0.4825, decode.d4.loss_dice: 0.7123, decode.d5.loss_cls: 0.2315, decode.d5.loss_mask: 0.4811, decode.d5.loss_dice: 0.7134, decode.d6.loss_cls: 0.2300, decode.d6.loss_mask: 0.4816, decode.d6.loss_dice: 0.7135, decode.d7.loss_cls: 0.2273, decode.d7.loss_mask: 0.4821, decode.d7.loss_dice: 0.7104, decode.d8.loss_cls: 0.2214, decode.d8.loss_mask: 0.4826, decode.d8.loss_dice: 0.7076, loss: 15.5407, grad_norm: 66.5890 +2023-11-07 03:38:07,507 - mmseg - INFO - Iter [101550/160000] lr: 3.653e-05, eta: 7:43:59, time: 0.453, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2304, decode.loss_mask: 0.5037, decode.loss_dice: 0.7196, decode.d0.loss_cls: 1.1754, decode.d0.loss_mask: 0.5497, decode.d0.loss_dice: 0.8015, decode.d1.loss_cls: 0.3060, decode.d1.loss_mask: 0.5239, decode.d1.loss_dice: 0.7634, decode.d2.loss_cls: 0.2675, decode.d2.loss_mask: 0.5125, decode.d2.loss_dice: 0.7412, decode.d3.loss_cls: 0.2474, decode.d3.loss_mask: 0.5067, decode.d3.loss_dice: 0.7267, decode.d4.loss_cls: 0.2429, decode.d4.loss_mask: 0.5048, decode.d4.loss_dice: 0.7272, decode.d5.loss_cls: 0.2346, decode.d5.loss_mask: 0.5069, decode.d5.loss_dice: 0.7247, decode.d6.loss_cls: 0.2313, decode.d6.loss_mask: 0.5067, decode.d6.loss_dice: 0.7191, decode.d7.loss_cls: 0.2283, decode.d7.loss_mask: 0.5058, decode.d7.loss_dice: 0.7239, decode.d8.loss_cls: 0.2295, decode.d8.loss_mask: 0.5056, decode.d8.loss_dice: 0.7193, loss: 15.8863, grad_norm: 67.3924 +2023-11-07 03:38:30,183 - mmseg - INFO - Iter [101600/160000] lr: 3.650e-05, eta: 7:43:34, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2470, decode.loss_mask: 0.4823, decode.loss_dice: 0.7461, decode.d0.loss_cls: 1.2817, decode.d0.loss_mask: 0.5212, decode.d0.loss_dice: 0.8348, decode.d1.loss_cls: 0.3426, decode.d1.loss_mask: 0.5006, decode.d1.loss_dice: 0.7924, decode.d2.loss_cls: 0.2960, decode.d2.loss_mask: 0.4912, decode.d2.loss_dice: 0.7672, decode.d3.loss_cls: 0.2750, decode.d3.loss_mask: 0.4835, decode.d3.loss_dice: 0.7512, decode.d4.loss_cls: 0.2613, decode.d4.loss_mask: 0.4822, decode.d4.loss_dice: 0.7529, decode.d5.loss_cls: 0.2551, decode.d5.loss_mask: 0.4844, decode.d5.loss_dice: 0.7515, decode.d6.loss_cls: 0.2595, decode.d6.loss_mask: 0.4844, decode.d6.loss_dice: 0.7450, decode.d7.loss_cls: 0.2509, decode.d7.loss_mask: 0.4842, decode.d7.loss_dice: 0.7459, decode.d8.loss_cls: 0.2496, decode.d8.loss_mask: 0.4831, decode.d8.loss_dice: 0.7465, loss: 16.2493, grad_norm: 68.5786 +2023-11-07 03:38:53,126 - mmseg - INFO - Iter [101650/160000] lr: 3.647e-05, eta: 7:43:10, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2418, decode.loss_mask: 0.4767, decode.loss_dice: 0.7270, decode.d0.loss_cls: 1.2141, decode.d0.loss_mask: 0.5171, decode.d0.loss_dice: 0.8073, decode.d1.loss_cls: 0.3297, decode.d1.loss_mask: 0.4971, decode.d1.loss_dice: 0.7661, decode.d2.loss_cls: 0.2836, decode.d2.loss_mask: 0.4858, decode.d2.loss_dice: 0.7474, decode.d3.loss_cls: 0.2637, decode.d3.loss_mask: 0.4841, decode.d3.loss_dice: 0.7370, decode.d4.loss_cls: 0.2528, decode.d4.loss_mask: 0.4835, decode.d4.loss_dice: 0.7324, decode.d5.loss_cls: 0.2456, decode.d5.loss_mask: 0.4832, decode.d5.loss_dice: 0.7322, decode.d6.loss_cls: 0.2415, decode.d6.loss_mask: 0.4817, decode.d6.loss_dice: 0.7287, decode.d7.loss_cls: 0.2387, decode.d7.loss_mask: 0.4797, decode.d7.loss_dice: 0.7302, decode.d8.loss_cls: 0.2370, decode.d8.loss_mask: 0.4794, decode.d8.loss_dice: 0.7317, loss: 15.8567, grad_norm: 67.7991 +2023-11-07 03:39:16,076 - mmseg - INFO - Iter [101700/160000] lr: 3.644e-05, eta: 7:42:46, time: 0.459, data_time: 0.015, memory: 39436, decode.loss_cls: 0.2373, decode.loss_mask: 0.4662, decode.loss_dice: 0.7098, decode.d0.loss_cls: 1.2351, decode.d0.loss_mask: 0.5006, decode.d0.loss_dice: 0.7881, decode.d1.loss_cls: 0.3285, decode.d1.loss_mask: 0.4814, decode.d1.loss_dice: 0.7547, decode.d2.loss_cls: 0.2880, decode.d2.loss_mask: 0.4738, decode.d2.loss_dice: 0.7302, decode.d3.loss_cls: 0.2639, decode.d3.loss_mask: 0.4669, decode.d3.loss_dice: 0.7174, decode.d4.loss_cls: 0.2554, decode.d4.loss_mask: 0.4676, decode.d4.loss_dice: 0.7181, decode.d5.loss_cls: 0.2471, decode.d5.loss_mask: 0.4668, decode.d5.loss_dice: 0.7179, decode.d6.loss_cls: 0.2434, decode.d6.loss_mask: 0.4684, decode.d6.loss_dice: 0.7149, decode.d7.loss_cls: 0.2355, decode.d7.loss_mask: 0.4669, decode.d7.loss_dice: 0.7125, decode.d8.loss_cls: 0.2338, decode.d8.loss_mask: 0.4667, decode.d8.loss_dice: 0.7088, loss: 15.5655, grad_norm: 64.5418 +2023-11-07 03:39:38,956 - mmseg - INFO - Iter [101750/160000] lr: 3.641e-05, eta: 7:42:21, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2385, decode.loss_mask: 0.4878, decode.loss_dice: 0.7206, decode.d0.loss_cls: 1.2160, decode.d0.loss_mask: 0.5309, decode.d0.loss_dice: 0.8059, decode.d1.loss_cls: 0.3347, decode.d1.loss_mask: 0.5069, decode.d1.loss_dice: 0.7729, decode.d2.loss_cls: 0.2909, decode.d2.loss_mask: 0.4965, decode.d2.loss_dice: 0.7418, decode.d3.loss_cls: 0.2697, decode.d3.loss_mask: 0.4884, decode.d3.loss_dice: 0.7299, decode.d4.loss_cls: 0.2563, decode.d4.loss_mask: 0.4888, decode.d4.loss_dice: 0.7307, decode.d5.loss_cls: 0.2516, decode.d5.loss_mask: 0.4889, decode.d5.loss_dice: 0.7283, decode.d6.loss_cls: 0.2423, decode.d6.loss_mask: 0.4890, decode.d6.loss_dice: 0.7258, decode.d7.loss_cls: 0.2414, decode.d7.loss_mask: 0.4895, decode.d7.loss_dice: 0.7226, decode.d8.loss_cls: 0.2418, decode.d8.loss_mask: 0.4876, decode.d8.loss_dice: 0.7216, loss: 15.9375, grad_norm: 60.7832 +2023-11-07 03:40:01,641 - mmseg - INFO - Iter [101800/160000] lr: 3.638e-05, eta: 7:41:57, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2362, decode.loss_mask: 0.5038, decode.loss_dice: 0.7463, decode.d0.loss_cls: 1.2465, decode.d0.loss_mask: 0.5397, decode.d0.loss_dice: 0.8186, decode.d1.loss_cls: 0.3245, decode.d1.loss_mask: 0.5214, decode.d1.loss_dice: 0.7917, decode.d2.loss_cls: 0.2820, decode.d2.loss_mask: 0.5112, decode.d2.loss_dice: 0.7689, decode.d3.loss_cls: 0.2623, decode.d3.loss_mask: 0.5074, decode.d3.loss_dice: 0.7523, decode.d4.loss_cls: 0.2572, decode.d4.loss_mask: 0.5036, decode.d4.loss_dice: 0.7477, decode.d5.loss_cls: 0.2448, decode.d5.loss_mask: 0.5033, decode.d5.loss_dice: 0.7502, decode.d6.loss_cls: 0.2435, decode.d6.loss_mask: 0.5020, decode.d6.loss_dice: 0.7464, decode.d7.loss_cls: 0.2419, decode.d7.loss_mask: 0.5033, decode.d7.loss_dice: 0.7495, decode.d8.loss_cls: 0.2419, decode.d8.loss_mask: 0.5046, decode.d8.loss_dice: 0.7461, loss: 16.2986, grad_norm: 67.2140 +2023-11-07 03:40:24,820 - mmseg - INFO - Iter [101850/160000] lr: 3.634e-05, eta: 7:41:33, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2346, decode.loss_mask: 0.4727, decode.loss_dice: 0.7256, decode.d0.loss_cls: 1.2604, decode.d0.loss_mask: 0.5124, decode.d0.loss_dice: 0.8045, decode.d1.loss_cls: 0.3255, decode.d1.loss_mask: 0.4902, decode.d1.loss_dice: 0.7657, decode.d2.loss_cls: 0.2785, decode.d2.loss_mask: 0.4807, decode.d2.loss_dice: 0.7489, decode.d3.loss_cls: 0.2634, decode.d3.loss_mask: 0.4752, decode.d3.loss_dice: 0.7314, decode.d4.loss_cls: 0.2486, decode.d4.loss_mask: 0.4755, decode.d4.loss_dice: 0.7289, decode.d5.loss_cls: 0.2441, decode.d5.loss_mask: 0.4746, decode.d5.loss_dice: 0.7312, decode.d6.loss_cls: 0.2406, decode.d6.loss_mask: 0.4745, decode.d6.loss_dice: 0.7261, decode.d7.loss_cls: 0.2342, decode.d7.loss_mask: 0.4744, decode.d7.loss_dice: 0.7242, decode.d8.loss_cls: 0.2378, decode.d8.loss_mask: 0.4733, decode.d8.loss_dice: 0.7240, loss: 15.7816, grad_norm: 67.9526 +2023-11-07 03:40:47,617 - mmseg - INFO - Iter [101900/160000] lr: 3.631e-05, eta: 7:41:08, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2301, decode.loss_mask: 0.4903, decode.loss_dice: 0.7317, decode.d0.loss_cls: 1.2427, decode.d0.loss_mask: 0.5213, decode.d0.loss_dice: 0.8012, decode.d1.loss_cls: 0.3175, decode.d1.loss_mask: 0.5068, decode.d1.loss_dice: 0.7636, decode.d2.loss_cls: 0.2639, decode.d2.loss_mask: 0.4956, decode.d2.loss_dice: 0.7504, decode.d3.loss_cls: 0.2548, decode.d3.loss_mask: 0.4902, decode.d3.loss_dice: 0.7322, decode.d4.loss_cls: 0.2421, decode.d4.loss_mask: 0.4915, decode.d4.loss_dice: 0.7327, decode.d5.loss_cls: 0.2377, decode.d5.loss_mask: 0.4913, decode.d5.loss_dice: 0.7323, decode.d6.loss_cls: 0.2339, decode.d6.loss_mask: 0.4916, decode.d6.loss_dice: 0.7270, decode.d7.loss_cls: 0.2328, decode.d7.loss_mask: 0.4914, decode.d7.loss_dice: 0.7273, decode.d8.loss_cls: 0.2293, decode.d8.loss_mask: 0.4897, decode.d8.loss_dice: 0.7293, loss: 15.8725, grad_norm: 64.7878 +2023-11-07 03:41:10,329 - mmseg - INFO - Iter [101950/160000] lr: 3.628e-05, eta: 7:40:44, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2425, decode.loss_mask: 0.4850, decode.loss_dice: 0.7312, decode.d0.loss_cls: 1.2493, decode.d0.loss_mask: 0.5261, decode.d0.loss_dice: 0.8237, decode.d1.loss_cls: 0.3306, decode.d1.loss_mask: 0.5002, decode.d1.loss_dice: 0.7870, decode.d2.loss_cls: 0.2813, decode.d2.loss_mask: 0.4960, decode.d2.loss_dice: 0.7644, decode.d3.loss_cls: 0.2656, decode.d3.loss_mask: 0.4886, decode.d3.loss_dice: 0.7434, decode.d4.loss_cls: 0.2552, decode.d4.loss_mask: 0.4877, decode.d4.loss_dice: 0.7477, decode.d5.loss_cls: 0.2523, decode.d5.loss_mask: 0.4856, decode.d5.loss_dice: 0.7440, decode.d6.loss_cls: 0.2458, decode.d6.loss_mask: 0.4840, decode.d6.loss_dice: 0.7348, decode.d7.loss_cls: 0.2419, decode.d7.loss_mask: 0.4839, decode.d7.loss_dice: 0.7320, decode.d8.loss_cls: 0.2381, decode.d8.loss_mask: 0.4852, decode.d8.loss_dice: 0.7317, loss: 16.0647, grad_norm: 64.7394 +2023-11-07 03:41:32,931 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 03:41:32,931 - mmseg - INFO - Iter [102000/160000] lr: 3.625e-05, eta: 7:40:20, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2517, decode.loss_mask: 0.4961, decode.loss_dice: 0.7231, decode.d0.loss_cls: 1.2721, decode.d0.loss_mask: 0.5397, decode.d0.loss_dice: 0.8098, decode.d1.loss_cls: 0.3384, decode.d1.loss_mask: 0.5219, decode.d1.loss_dice: 0.7711, decode.d2.loss_cls: 0.2996, decode.d2.loss_mask: 0.5069, decode.d2.loss_dice: 0.7505, decode.d3.loss_cls: 0.2779, decode.d3.loss_mask: 0.4993, decode.d3.loss_dice: 0.7356, decode.d4.loss_cls: 0.2697, decode.d4.loss_mask: 0.4979, decode.d4.loss_dice: 0.7346, decode.d5.loss_cls: 0.2633, decode.d5.loss_mask: 0.4961, decode.d5.loss_dice: 0.7299, decode.d6.loss_cls: 0.2592, decode.d6.loss_mask: 0.4942, decode.d6.loss_dice: 0.7272, decode.d7.loss_cls: 0.2516, decode.d7.loss_mask: 0.4957, decode.d7.loss_dice: 0.7266, decode.d8.loss_cls: 0.2516, decode.d8.loss_mask: 0.4944, decode.d8.loss_dice: 0.7254, loss: 16.2109, grad_norm: 69.3088 +2023-11-07 03:41:55,579 - mmseg - INFO - Iter [102050/160000] lr: 3.622e-05, eta: 7:39:55, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2431, decode.loss_mask: 0.4953, decode.loss_dice: 0.7364, decode.d0.loss_cls: 1.2390, decode.d0.loss_mask: 0.5311, decode.d0.loss_dice: 0.8140, decode.d1.loss_cls: 0.3323, decode.d1.loss_mask: 0.5139, decode.d1.loss_dice: 0.7807, decode.d2.loss_cls: 0.2900, decode.d2.loss_mask: 0.5020, decode.d2.loss_dice: 0.7584, decode.d3.loss_cls: 0.2718, decode.d3.loss_mask: 0.4986, decode.d3.loss_dice: 0.7431, decode.d4.loss_cls: 0.2563, decode.d4.loss_mask: 0.4989, decode.d4.loss_dice: 0.7385, decode.d5.loss_cls: 0.2463, decode.d5.loss_mask: 0.4971, decode.d5.loss_dice: 0.7422, decode.d6.loss_cls: 0.2483, decode.d6.loss_mask: 0.4973, decode.d6.loss_dice: 0.7362, decode.d7.loss_cls: 0.2409, decode.d7.loss_mask: 0.4962, decode.d7.loss_dice: 0.7353, decode.d8.loss_cls: 0.2421, decode.d8.loss_mask: 0.4948, decode.d8.loss_dice: 0.7371, loss: 16.1568, grad_norm: 67.0990 +2023-11-07 03:42:18,454 - mmseg - INFO - Iter [102100/160000] lr: 3.619e-05, eta: 7:39:31, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2343, decode.loss_mask: 0.4929, decode.loss_dice: 0.7466, decode.d0.loss_cls: 1.2394, decode.d0.loss_mask: 0.5321, decode.d0.loss_dice: 0.8061, decode.d1.loss_cls: 0.3185, decode.d1.loss_mask: 0.5090, decode.d1.loss_dice: 0.7881, decode.d2.loss_cls: 0.2740, decode.d2.loss_mask: 0.5016, decode.d2.loss_dice: 0.7685, decode.d3.loss_cls: 0.2680, decode.d3.loss_mask: 0.4946, decode.d3.loss_dice: 0.7472, decode.d4.loss_cls: 0.2510, decode.d4.loss_mask: 0.4959, decode.d4.loss_dice: 0.7552, decode.d5.loss_cls: 0.2506, decode.d5.loss_mask: 0.4938, decode.d5.loss_dice: 0.7535, decode.d6.loss_cls: 0.2403, decode.d6.loss_mask: 0.4926, decode.d6.loss_dice: 0.7480, decode.d7.loss_cls: 0.2402, decode.d7.loss_mask: 0.4923, decode.d7.loss_dice: 0.7435, decode.d8.loss_cls: 0.2373, decode.d8.loss_mask: 0.4932, decode.d8.loss_dice: 0.7467, loss: 16.1552, grad_norm: 68.3947 +2023-11-07 03:42:40,918 - mmseg - INFO - Iter [102150/160000] lr: 3.616e-05, eta: 7:39:06, time: 0.449, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2234, decode.loss_mask: 0.4845, decode.loss_dice: 0.7223, decode.d0.loss_cls: 1.2052, decode.d0.loss_mask: 0.5146, decode.d0.loss_dice: 0.8076, decode.d1.loss_cls: 0.3211, decode.d1.loss_mask: 0.4968, decode.d1.loss_dice: 0.7641, decode.d2.loss_cls: 0.2739, decode.d2.loss_mask: 0.4893, decode.d2.loss_dice: 0.7475, decode.d3.loss_cls: 0.2532, decode.d3.loss_mask: 0.4859, decode.d3.loss_dice: 0.7333, decode.d4.loss_cls: 0.2407, decode.d4.loss_mask: 0.4845, decode.d4.loss_dice: 0.7297, decode.d5.loss_cls: 0.2348, decode.d5.loss_mask: 0.4834, decode.d5.loss_dice: 0.7264, decode.d6.loss_cls: 0.2268, decode.d6.loss_mask: 0.4837, decode.d6.loss_dice: 0.7274, decode.d7.loss_cls: 0.2190, decode.d7.loss_mask: 0.4830, decode.d7.loss_dice: 0.7269, decode.d8.loss_cls: 0.2227, decode.d8.loss_mask: 0.4847, decode.d8.loss_dice: 0.7226, loss: 15.7189, grad_norm: 67.1665 +2023-11-07 03:43:03,419 - mmseg - INFO - Iter [102200/160000] lr: 3.613e-05, eta: 7:38:42, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2283, decode.loss_mask: 0.4980, decode.loss_dice: 0.7240, decode.d0.loss_cls: 1.1970, decode.d0.loss_mask: 0.5379, decode.d0.loss_dice: 0.8082, decode.d1.loss_cls: 0.3184, decode.d1.loss_mask: 0.5173, decode.d1.loss_dice: 0.7706, decode.d2.loss_cls: 0.2719, decode.d2.loss_mask: 0.5045, decode.d2.loss_dice: 0.7509, decode.d3.loss_cls: 0.2525, decode.d3.loss_mask: 0.5001, decode.d3.loss_dice: 0.7322, decode.d4.loss_cls: 0.2433, decode.d4.loss_mask: 0.5013, decode.d4.loss_dice: 0.7322, decode.d5.loss_cls: 0.2352, decode.d5.loss_mask: 0.5015, decode.d5.loss_dice: 0.7350, decode.d6.loss_cls: 0.2360, decode.d6.loss_mask: 0.4980, decode.d6.loss_dice: 0.7267, decode.d7.loss_cls: 0.2263, decode.d7.loss_mask: 0.4991, decode.d7.loss_dice: 0.7282, decode.d8.loss_cls: 0.2247, decode.d8.loss_mask: 0.4988, decode.d8.loss_dice: 0.7261, loss: 15.9244, grad_norm: 65.2938 +2023-11-07 03:43:26,050 - mmseg - INFO - Iter [102250/160000] lr: 3.609e-05, eta: 7:38:17, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2463, decode.loss_mask: 0.4932, decode.loss_dice: 0.7463, decode.d0.loss_cls: 1.2581, decode.d0.loss_mask: 0.5356, decode.d0.loss_dice: 0.8302, decode.d1.loss_cls: 0.3387, decode.d1.loss_mask: 0.5127, decode.d1.loss_dice: 0.7869, decode.d2.loss_cls: 0.2913, decode.d2.loss_mask: 0.4975, decode.d2.loss_dice: 0.7673, decode.d3.loss_cls: 0.2755, decode.d3.loss_mask: 0.4916, decode.d3.loss_dice: 0.7500, decode.d4.loss_cls: 0.2625, decode.d4.loss_mask: 0.4927, decode.d4.loss_dice: 0.7507, decode.d5.loss_cls: 0.2591, decode.d5.loss_mask: 0.4939, decode.d5.loss_dice: 0.7529, decode.d6.loss_cls: 0.2551, decode.d6.loss_mask: 0.4944, decode.d6.loss_dice: 0.7488, decode.d7.loss_cls: 0.2479, decode.d7.loss_mask: 0.4940, decode.d7.loss_dice: 0.7473, decode.d8.loss_cls: 0.2469, decode.d8.loss_mask: 0.4941, decode.d8.loss_dice: 0.7468, loss: 16.3085, grad_norm: 59.6182 +2023-11-07 03:43:48,668 - mmseg - INFO - Iter [102300/160000] lr: 3.606e-05, eta: 7:37:53, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2158, decode.loss_mask: 0.4771, decode.loss_dice: 0.7195, decode.d0.loss_cls: 1.2468, decode.d0.loss_mask: 0.5139, decode.d0.loss_dice: 0.7884, decode.d1.loss_cls: 0.3146, decode.d1.loss_mask: 0.4946, decode.d1.loss_dice: 0.7593, decode.d2.loss_cls: 0.2670, decode.d2.loss_mask: 0.4850, decode.d2.loss_dice: 0.7390, decode.d3.loss_cls: 0.2465, decode.d3.loss_mask: 0.4814, decode.d3.loss_dice: 0.7207, decode.d4.loss_cls: 0.2328, decode.d4.loss_mask: 0.4809, decode.d4.loss_dice: 0.7277, decode.d5.loss_cls: 0.2240, decode.d5.loss_mask: 0.4790, decode.d5.loss_dice: 0.7234, decode.d6.loss_cls: 0.2222, decode.d6.loss_mask: 0.4791, decode.d6.loss_dice: 0.7223, decode.d7.loss_cls: 0.2191, decode.d7.loss_mask: 0.4773, decode.d7.loss_dice: 0.7192, decode.d8.loss_cls: 0.2185, decode.d8.loss_mask: 0.4775, decode.d8.loss_dice: 0.7184, loss: 15.5910, grad_norm: 64.6739 +2023-11-07 03:44:13,656 - mmseg - INFO - Iter [102350/160000] lr: 3.603e-05, eta: 7:37:29, time: 0.500, data_time: 0.058, memory: 39436, decode.loss_cls: 0.2268, decode.loss_mask: 0.5032, decode.loss_dice: 0.7341, decode.d0.loss_cls: 1.2250, decode.d0.loss_mask: 0.5449, decode.d0.loss_dice: 0.8128, decode.d1.loss_cls: 0.3231, decode.d1.loss_mask: 0.5206, decode.d1.loss_dice: 0.7761, decode.d2.loss_cls: 0.2777, decode.d2.loss_mask: 0.5104, decode.d2.loss_dice: 0.7550, decode.d3.loss_cls: 0.2584, decode.d3.loss_mask: 0.5044, decode.d3.loss_dice: 0.7389, decode.d4.loss_cls: 0.2460, decode.d4.loss_mask: 0.5039, decode.d4.loss_dice: 0.7412, decode.d5.loss_cls: 0.2399, decode.d5.loss_mask: 0.5028, decode.d5.loss_dice: 0.7390, decode.d6.loss_cls: 0.2396, decode.d6.loss_mask: 0.5014, decode.d6.loss_dice: 0.7326, decode.d7.loss_cls: 0.2333, decode.d7.loss_mask: 0.5023, decode.d7.loss_dice: 0.7295, decode.d8.loss_cls: 0.2249, decode.d8.loss_mask: 0.5021, decode.d8.loss_dice: 0.7334, loss: 16.0832, grad_norm: 68.1979 +2023-11-07 03:44:36,402 - mmseg - INFO - Iter [102400/160000] lr: 3.600e-05, eta: 7:37:05, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2296, decode.loss_mask: 0.4731, decode.loss_dice: 0.7239, decode.d0.loss_cls: 1.2377, decode.d0.loss_mask: 0.5078, decode.d0.loss_dice: 0.8080, decode.d1.loss_cls: 0.3269, decode.d1.loss_mask: 0.4945, decode.d1.loss_dice: 0.7738, decode.d2.loss_cls: 0.2685, decode.d2.loss_mask: 0.4855, decode.d2.loss_dice: 0.7520, decode.d3.loss_cls: 0.2543, decode.d3.loss_mask: 0.4772, decode.d3.loss_dice: 0.7332, decode.d4.loss_cls: 0.2494, decode.d4.loss_mask: 0.4770, decode.d4.loss_dice: 0.7274, decode.d5.loss_cls: 0.2363, decode.d5.loss_mask: 0.4748, decode.d5.loss_dice: 0.7288, decode.d6.loss_cls: 0.2384, decode.d6.loss_mask: 0.4722, decode.d6.loss_dice: 0.7241, decode.d7.loss_cls: 0.2319, decode.d7.loss_mask: 0.4733, decode.d7.loss_dice: 0.7256, decode.d8.loss_cls: 0.2284, decode.d8.loss_mask: 0.4729, decode.d8.loss_dice: 0.7240, loss: 15.7307, grad_norm: 69.7409 +2023-11-07 03:45:01,889 - mmseg - INFO - Iter [102450/160000] lr: 3.597e-05, eta: 7:36:42, time: 0.510, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2302, decode.loss_mask: 0.4769, decode.loss_dice: 0.7176, decode.d0.loss_cls: 1.2450, decode.d0.loss_mask: 0.5150, decode.d0.loss_dice: 0.8000, decode.d1.loss_cls: 0.3156, decode.d1.loss_mask: 0.4965, decode.d1.loss_dice: 0.7612, decode.d2.loss_cls: 0.2759, decode.d2.loss_mask: 0.4820, decode.d2.loss_dice: 0.7403, decode.d3.loss_cls: 0.2550, decode.d3.loss_mask: 0.4803, decode.d3.loss_dice: 0.7226, decode.d4.loss_cls: 0.2499, decode.d4.loss_mask: 0.4788, decode.d4.loss_dice: 0.7194, decode.d5.loss_cls: 0.2406, decode.d5.loss_mask: 0.4765, decode.d5.loss_dice: 0.7199, decode.d6.loss_cls: 0.2346, decode.d6.loss_mask: 0.4768, decode.d6.loss_dice: 0.7195, decode.d7.loss_cls: 0.2306, decode.d7.loss_mask: 0.4771, decode.d7.loss_dice: 0.7184, decode.d8.loss_cls: 0.2278, decode.d8.loss_mask: 0.4776, decode.d8.loss_dice: 0.7209, loss: 15.6826, grad_norm: 63.7843 +2023-11-07 03:45:25,246 - mmseg - INFO - Iter [102500/160000] lr: 3.594e-05, eta: 7:36:18, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2255, decode.loss_mask: 0.4854, decode.loss_dice: 0.7175, decode.d0.loss_cls: 1.2369, decode.d0.loss_mask: 0.5234, decode.d0.loss_dice: 0.7902, decode.d1.loss_cls: 0.3118, decode.d1.loss_mask: 0.5050, decode.d1.loss_dice: 0.7564, decode.d2.loss_cls: 0.2699, decode.d2.loss_mask: 0.4961, decode.d2.loss_dice: 0.7379, decode.d3.loss_cls: 0.2578, decode.d3.loss_mask: 0.4886, decode.d3.loss_dice: 0.7234, decode.d4.loss_cls: 0.2374, decode.d4.loss_mask: 0.4885, decode.d4.loss_dice: 0.7215, decode.d5.loss_cls: 0.2354, decode.d5.loss_mask: 0.4872, decode.d5.loss_dice: 0.7206, decode.d6.loss_cls: 0.2310, decode.d6.loss_mask: 0.4860, decode.d6.loss_dice: 0.7175, decode.d7.loss_cls: 0.2262, decode.d7.loss_mask: 0.4857, decode.d7.loss_dice: 0.7148, decode.d8.loss_cls: 0.2290, decode.d8.loss_mask: 0.4856, decode.d8.loss_dice: 0.7182, loss: 15.7104, grad_norm: 62.4163 +2023-11-07 03:45:49,303 - mmseg - INFO - Iter [102550/160000] lr: 3.591e-05, eta: 7:35:54, time: 0.481, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2357, decode.loss_mask: 0.4765, decode.loss_dice: 0.7126, decode.d0.loss_cls: 1.2710, decode.d0.loss_mask: 0.5249, decode.d0.loss_dice: 0.8005, decode.d1.loss_cls: 0.3267, decode.d1.loss_mask: 0.5022, decode.d1.loss_dice: 0.7610, decode.d2.loss_cls: 0.2839, decode.d2.loss_mask: 0.4847, decode.d2.loss_dice: 0.7377, decode.d3.loss_cls: 0.2659, decode.d3.loss_mask: 0.4783, decode.d3.loss_dice: 0.7210, decode.d4.loss_cls: 0.2528, decode.d4.loss_mask: 0.4789, decode.d4.loss_dice: 0.7156, decode.d5.loss_cls: 0.2433, decode.d5.loss_mask: 0.4786, decode.d5.loss_dice: 0.7218, decode.d6.loss_cls: 0.2411, decode.d6.loss_mask: 0.4772, decode.d6.loss_dice: 0.7152, decode.d7.loss_cls: 0.2345, decode.d7.loss_mask: 0.4768, decode.d7.loss_dice: 0.7114, decode.d8.loss_cls: 0.2363, decode.d8.loss_mask: 0.4745, decode.d8.loss_dice: 0.7104, loss: 15.7511, grad_norm: 66.1171 +2023-11-07 03:46:12,681 - mmseg - INFO - Iter [102600/160000] lr: 3.588e-05, eta: 7:35:30, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2299, decode.loss_mask: 0.4696, decode.loss_dice: 0.7300, decode.d0.loss_cls: 1.2316, decode.d0.loss_mask: 0.5087, decode.d0.loss_dice: 0.8111, decode.d1.loss_cls: 0.3125, decode.d1.loss_mask: 0.4908, decode.d1.loss_dice: 0.7731, decode.d2.loss_cls: 0.2742, decode.d2.loss_mask: 0.4818, decode.d2.loss_dice: 0.7593, decode.d3.loss_cls: 0.2575, decode.d3.loss_mask: 0.4758, decode.d3.loss_dice: 0.7391, decode.d4.loss_cls: 0.2485, decode.d4.loss_mask: 0.4722, decode.d4.loss_dice: 0.7331, decode.d5.loss_cls: 0.2400, decode.d5.loss_mask: 0.4724, decode.d5.loss_dice: 0.7379, decode.d6.loss_cls: 0.2371, decode.d6.loss_mask: 0.4706, decode.d6.loss_dice: 0.7321, decode.d7.loss_cls: 0.2357, decode.d7.loss_mask: 0.4703, decode.d7.loss_dice: 0.7296, decode.d8.loss_cls: 0.2321, decode.d8.loss_mask: 0.4694, decode.d8.loss_dice: 0.7332, loss: 15.7592, grad_norm: 65.5841 +2023-11-07 03:46:35,234 - mmseg - INFO - Iter [102650/160000] lr: 3.584e-05, eta: 7:35:06, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2188, decode.loss_mask: 0.4922, decode.loss_dice: 0.7152, decode.d0.loss_cls: 1.1598, decode.d0.loss_mask: 0.5340, decode.d0.loss_dice: 0.7950, decode.d1.loss_cls: 0.3019, decode.d1.loss_mask: 0.5115, decode.d1.loss_dice: 0.7560, decode.d2.loss_cls: 0.2656, decode.d2.loss_mask: 0.5021, decode.d2.loss_dice: 0.7388, decode.d3.loss_cls: 0.2448, decode.d3.loss_mask: 0.4984, decode.d3.loss_dice: 0.7195, decode.d4.loss_cls: 0.2357, decode.d4.loss_mask: 0.4947, decode.d4.loss_dice: 0.7223, decode.d5.loss_cls: 0.2290, decode.d5.loss_mask: 0.4959, decode.d5.loss_dice: 0.7217, decode.d6.loss_cls: 0.2234, decode.d6.loss_mask: 0.4926, decode.d6.loss_dice: 0.7173, decode.d7.loss_cls: 0.2187, decode.d7.loss_mask: 0.4926, decode.d7.loss_dice: 0.7167, decode.d8.loss_cls: 0.2169, decode.d8.loss_mask: 0.4936, decode.d8.loss_dice: 0.7177, loss: 15.6423, grad_norm: 64.3138 +2023-11-07 03:46:57,859 - mmseg - INFO - Iter [102700/160000] lr: 3.581e-05, eta: 7:34:41, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2247, decode.loss_mask: 0.4653, decode.loss_dice: 0.7064, decode.d0.loss_cls: 1.2387, decode.d0.loss_mask: 0.5059, decode.d0.loss_dice: 0.7728, decode.d1.loss_cls: 0.3271, decode.d1.loss_mask: 0.4849, decode.d1.loss_dice: 0.7441, decode.d2.loss_cls: 0.2778, decode.d2.loss_mask: 0.4755, decode.d2.loss_dice: 0.7207, decode.d3.loss_cls: 0.2555, decode.d3.loss_mask: 0.4698, decode.d3.loss_dice: 0.7096, decode.d4.loss_cls: 0.2407, decode.d4.loss_mask: 0.4672, decode.d4.loss_dice: 0.7096, decode.d5.loss_cls: 0.2395, decode.d5.loss_mask: 0.4661, decode.d5.loss_dice: 0.7109, decode.d6.loss_cls: 0.2372, decode.d6.loss_mask: 0.4653, decode.d6.loss_dice: 0.7044, decode.d7.loss_cls: 0.2315, decode.d7.loss_mask: 0.4656, decode.d7.loss_dice: 0.7052, decode.d8.loss_cls: 0.2288, decode.d8.loss_mask: 0.4662, decode.d8.loss_dice: 0.7085, loss: 15.4255, grad_norm: 62.3566 +2023-11-07 03:47:21,929 - mmseg - INFO - Iter [102750/160000] lr: 3.578e-05, eta: 7:34:18, time: 0.481, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2306, decode.loss_mask: 0.4888, decode.loss_dice: 0.7314, decode.d0.loss_cls: 1.2420, decode.d0.loss_mask: 0.5260, decode.d0.loss_dice: 0.8173, decode.d1.loss_cls: 0.3232, decode.d1.loss_mask: 0.5052, decode.d1.loss_dice: 0.7819, decode.d2.loss_cls: 0.2782, decode.d2.loss_mask: 0.4977, decode.d2.loss_dice: 0.7595, decode.d3.loss_cls: 0.2537, decode.d3.loss_mask: 0.4911, decode.d3.loss_dice: 0.7392, decode.d4.loss_cls: 0.2488, decode.d4.loss_mask: 0.4884, decode.d4.loss_dice: 0.7371, decode.d5.loss_cls: 0.2443, decode.d5.loss_mask: 0.4878, decode.d5.loss_dice: 0.7383, decode.d6.loss_cls: 0.2401, decode.d6.loss_mask: 0.4897, decode.d6.loss_dice: 0.7338, decode.d7.loss_cls: 0.2387, decode.d7.loss_mask: 0.4882, decode.d7.loss_dice: 0.7331, decode.d8.loss_cls: 0.2313, decode.d8.loss_mask: 0.4882, decode.d8.loss_dice: 0.7347, loss: 15.9885, grad_norm: 64.4262 +2023-11-07 03:47:46,473 - mmseg - INFO - Iter [102800/160000] lr: 3.575e-05, eta: 7:33:54, time: 0.491, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2240, decode.loss_mask: 0.4857, decode.loss_dice: 0.7385, decode.d0.loss_cls: 1.2633, decode.d0.loss_mask: 0.5175, decode.d0.loss_dice: 0.8195, decode.d1.loss_cls: 0.3179, decode.d1.loss_mask: 0.5005, decode.d1.loss_dice: 0.7836, decode.d2.loss_cls: 0.2690, decode.d2.loss_mask: 0.4895, decode.d2.loss_dice: 0.7612, decode.d3.loss_cls: 0.2496, decode.d3.loss_mask: 0.4890, decode.d3.loss_dice: 0.7430, decode.d4.loss_cls: 0.2380, decode.d4.loss_mask: 0.4887, decode.d4.loss_dice: 0.7448, decode.d5.loss_cls: 0.2320, decode.d5.loss_mask: 0.4876, decode.d5.loss_dice: 0.7421, decode.d6.loss_cls: 0.2295, decode.d6.loss_mask: 0.4882, decode.d6.loss_dice: 0.7408, decode.d7.loss_cls: 0.2298, decode.d7.loss_mask: 0.4856, decode.d7.loss_dice: 0.7353, decode.d8.loss_cls: 0.2242, decode.d8.loss_mask: 0.4865, decode.d8.loss_dice: 0.7356, loss: 15.9404, grad_norm: 60.7632 +2023-11-07 03:48:10,965 - mmseg - INFO - Iter [102850/160000] lr: 3.572e-05, eta: 7:33:31, time: 0.490, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2274, decode.loss_mask: 0.4874, decode.loss_dice: 0.7486, decode.d0.loss_cls: 1.2061, decode.d0.loss_mask: 0.5217, decode.d0.loss_dice: 0.8182, decode.d1.loss_cls: 0.3124, decode.d1.loss_mask: 0.5026, decode.d1.loss_dice: 0.7861, decode.d2.loss_cls: 0.2761, decode.d2.loss_mask: 0.4921, decode.d2.loss_dice: 0.7652, decode.d3.loss_cls: 0.2583, decode.d3.loss_mask: 0.4869, decode.d3.loss_dice: 0.7442, decode.d4.loss_cls: 0.2445, decode.d4.loss_mask: 0.4882, decode.d4.loss_dice: 0.7489, decode.d5.loss_cls: 0.2375, decode.d5.loss_mask: 0.4864, decode.d5.loss_dice: 0.7518, decode.d6.loss_cls: 0.2398, decode.d6.loss_mask: 0.4871, decode.d6.loss_dice: 0.7445, decode.d7.loss_cls: 0.2313, decode.d7.loss_mask: 0.4870, decode.d7.loss_dice: 0.7438, decode.d8.loss_cls: 0.2301, decode.d8.loss_mask: 0.4862, decode.d8.loss_dice: 0.7426, loss: 15.9830, grad_norm: 68.6923 +2023-11-07 03:48:35,285 - mmseg - INFO - Iter [102900/160000] lr: 3.569e-05, eta: 7:33:07, time: 0.486, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2157, decode.loss_mask: 0.4726, decode.loss_dice: 0.7146, decode.d0.loss_cls: 1.2205, decode.d0.loss_mask: 0.5111, decode.d0.loss_dice: 0.7907, decode.d1.loss_cls: 0.3141, decode.d1.loss_mask: 0.4879, decode.d1.loss_dice: 0.7564, decode.d2.loss_cls: 0.2603, decode.d2.loss_mask: 0.4813, decode.d2.loss_dice: 0.7411, decode.d3.loss_cls: 0.2429, decode.d3.loss_mask: 0.4772, decode.d3.loss_dice: 0.7202, decode.d4.loss_cls: 0.2303, decode.d4.loss_mask: 0.4754, decode.d4.loss_dice: 0.7205, decode.d5.loss_cls: 0.2225, decode.d5.loss_mask: 0.4749, decode.d5.loss_dice: 0.7217, decode.d6.loss_cls: 0.2223, decode.d6.loss_mask: 0.4745, decode.d6.loss_dice: 0.7186, decode.d7.loss_cls: 0.2154, decode.d7.loss_mask: 0.4736, decode.d7.loss_dice: 0.7184, decode.d8.loss_cls: 0.2192, decode.d8.loss_mask: 0.4734, decode.d8.loss_dice: 0.7156, loss: 15.4834, grad_norm: 64.9519 +2023-11-07 03:48:58,314 - mmseg - INFO - Iter [102950/160000] lr: 3.566e-05, eta: 7:32:43, time: 0.461, data_time: 0.015, memory: 39436, decode.loss_cls: 0.2316, decode.loss_mask: 0.4923, decode.loss_dice: 0.7303, decode.d0.loss_cls: 1.2047, decode.d0.loss_mask: 0.5332, decode.d0.loss_dice: 0.8046, decode.d1.loss_cls: 0.3129, decode.d1.loss_mask: 0.5123, decode.d1.loss_dice: 0.7766, decode.d2.loss_cls: 0.2713, decode.d2.loss_mask: 0.5023, decode.d2.loss_dice: 0.7541, decode.d3.loss_cls: 0.2570, decode.d3.loss_mask: 0.4994, decode.d3.loss_dice: 0.7343, decode.d4.loss_cls: 0.2507, decode.d4.loss_mask: 0.4950, decode.d4.loss_dice: 0.7319, decode.d5.loss_cls: 0.2391, decode.d5.loss_mask: 0.4933, decode.d5.loss_dice: 0.7323, decode.d6.loss_cls: 0.2360, decode.d6.loss_mask: 0.4944, decode.d6.loss_dice: 0.7279, decode.d7.loss_cls: 0.2314, decode.d7.loss_mask: 0.4952, decode.d7.loss_dice: 0.7292, decode.d8.loss_cls: 0.2320, decode.d8.loss_mask: 0.4925, decode.d8.loss_dice: 0.7297, loss: 15.9277, grad_norm: 66.2570 +2023-11-07 03:49:21,101 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 03:49:21,101 - mmseg - INFO - Iter [103000/160000] lr: 3.563e-05, eta: 7:32:19, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2182, decode.loss_mask: 0.4909, decode.loss_dice: 0.7082, decode.d0.loss_cls: 1.1982, decode.d0.loss_mask: 0.5305, decode.d0.loss_dice: 0.7932, decode.d1.loss_cls: 0.3066, decode.d1.loss_mask: 0.5105, decode.d1.loss_dice: 0.7578, decode.d2.loss_cls: 0.2616, decode.d2.loss_mask: 0.5008, decode.d2.loss_dice: 0.7300, decode.d3.loss_cls: 0.2466, decode.d3.loss_mask: 0.4954, decode.d3.loss_dice: 0.7120, decode.d4.loss_cls: 0.2321, decode.d4.loss_mask: 0.4959, decode.d4.loss_dice: 0.7171, decode.d5.loss_cls: 0.2283, decode.d5.loss_mask: 0.4939, decode.d5.loss_dice: 0.7145, decode.d6.loss_cls: 0.2248, decode.d6.loss_mask: 0.4945, decode.d6.loss_dice: 0.7111, decode.d7.loss_cls: 0.2186, decode.d7.loss_mask: 0.4930, decode.d7.loss_dice: 0.7122, decode.d8.loss_cls: 0.2216, decode.d8.loss_mask: 0.4917, decode.d8.loss_dice: 0.7109, loss: 15.6205, grad_norm: 66.1112 +2023-11-07 03:49:43,682 - mmseg - INFO - Iter [103050/160000] lr: 3.559e-05, eta: 7:31:54, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2142, decode.loss_mask: 0.4889, decode.loss_dice: 0.7345, decode.d0.loss_cls: 1.2030, decode.d0.loss_mask: 0.5300, decode.d0.loss_dice: 0.8188, decode.d1.loss_cls: 0.3035, decode.d1.loss_mask: 0.5064, decode.d1.loss_dice: 0.7801, decode.d2.loss_cls: 0.2606, decode.d2.loss_mask: 0.4956, decode.d2.loss_dice: 0.7573, decode.d3.loss_cls: 0.2391, decode.d3.loss_mask: 0.4925, decode.d3.loss_dice: 0.7442, decode.d4.loss_cls: 0.2302, decode.d4.loss_mask: 0.4892, decode.d4.loss_dice: 0.7412, decode.d5.loss_cls: 0.2272, decode.d5.loss_mask: 0.4895, decode.d5.loss_dice: 0.7414, decode.d6.loss_cls: 0.2193, decode.d6.loss_mask: 0.4889, decode.d6.loss_dice: 0.7340, decode.d7.loss_cls: 0.2148, decode.d7.loss_mask: 0.4889, decode.d7.loss_dice: 0.7381, decode.d8.loss_cls: 0.2161, decode.d8.loss_mask: 0.4896, decode.d8.loss_dice: 0.7386, loss: 15.8157, grad_norm: 59.5098 +2023-11-07 03:50:06,300 - mmseg - INFO - Iter [103100/160000] lr: 3.556e-05, eta: 7:31:30, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2281, decode.loss_mask: 0.4755, decode.loss_dice: 0.7230, decode.d0.loss_cls: 1.2491, decode.d0.loss_mask: 0.5154, decode.d0.loss_dice: 0.8088, decode.d1.loss_cls: 0.3217, decode.d1.loss_mask: 0.4934, decode.d1.loss_dice: 0.7694, decode.d2.loss_cls: 0.2782, decode.d2.loss_mask: 0.4852, decode.d2.loss_dice: 0.7472, decode.d3.loss_cls: 0.2603, decode.d3.loss_mask: 0.4792, decode.d3.loss_dice: 0.7294, decode.d4.loss_cls: 0.2513, decode.d4.loss_mask: 0.4776, decode.d4.loss_dice: 0.7288, decode.d5.loss_cls: 0.2445, decode.d5.loss_mask: 0.4776, decode.d5.loss_dice: 0.7289, decode.d6.loss_cls: 0.2349, decode.d6.loss_mask: 0.4771, decode.d6.loss_dice: 0.7216, decode.d7.loss_cls: 0.2346, decode.d7.loss_mask: 0.4770, decode.d7.loss_dice: 0.7227, decode.d8.loss_cls: 0.2353, decode.d8.loss_mask: 0.4761, decode.d8.loss_dice: 0.7237, loss: 15.7754, grad_norm: 65.2383 +2023-11-07 03:50:28,930 - mmseg - INFO - Iter [103150/160000] lr: 3.553e-05, eta: 7:31:05, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2231, decode.loss_mask: 0.4940, decode.loss_dice: 0.7435, decode.d0.loss_cls: 1.2229, decode.d0.loss_mask: 0.5386, decode.d0.loss_dice: 0.8282, decode.d1.loss_cls: 0.3098, decode.d1.loss_mask: 0.5151, decode.d1.loss_dice: 0.7893, decode.d2.loss_cls: 0.2691, decode.d2.loss_mask: 0.5026, decode.d2.loss_dice: 0.7645, decode.d3.loss_cls: 0.2485, decode.d3.loss_mask: 0.4983, decode.d3.loss_dice: 0.7574, decode.d4.loss_cls: 0.2384, decode.d4.loss_mask: 0.4995, decode.d4.loss_dice: 0.7570, decode.d5.loss_cls: 0.2337, decode.d5.loss_mask: 0.4974, decode.d5.loss_dice: 0.7544, decode.d6.loss_cls: 0.2303, decode.d6.loss_mask: 0.4944, decode.d6.loss_dice: 0.7500, decode.d7.loss_cls: 0.2249, decode.d7.loss_mask: 0.4947, decode.d7.loss_dice: 0.7475, decode.d8.loss_cls: 0.2261, decode.d8.loss_mask: 0.4951, decode.d8.loss_dice: 0.7462, loss: 16.0943, grad_norm: 65.3025 +2023-11-07 03:50:51,751 - mmseg - INFO - Iter [103200/160000] lr: 3.550e-05, eta: 7:30:41, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2279, decode.loss_mask: 0.4737, decode.loss_dice: 0.7197, decode.d0.loss_cls: 1.2362, decode.d0.loss_mask: 0.5088, decode.d0.loss_dice: 0.7999, decode.d1.loss_cls: 0.3061, decode.d1.loss_mask: 0.4911, decode.d1.loss_dice: 0.7632, decode.d2.loss_cls: 0.2699, decode.d2.loss_mask: 0.4799, decode.d2.loss_dice: 0.7451, decode.d3.loss_cls: 0.2495, decode.d3.loss_mask: 0.4737, decode.d3.loss_dice: 0.7246, decode.d4.loss_cls: 0.2362, decode.d4.loss_mask: 0.4741, decode.d4.loss_dice: 0.7287, decode.d5.loss_cls: 0.2332, decode.d5.loss_mask: 0.4741, decode.d5.loss_dice: 0.7249, decode.d6.loss_cls: 0.2302, decode.d6.loss_mask: 0.4737, decode.d6.loss_dice: 0.7248, decode.d7.loss_cls: 0.2270, decode.d7.loss_mask: 0.4739, decode.d7.loss_dice: 0.7216, decode.d8.loss_cls: 0.2234, decode.d8.loss_mask: 0.4739, decode.d8.loss_dice: 0.7237, loss: 15.6125, grad_norm: 75.0347 +2023-11-07 03:51:14,360 - mmseg - INFO - Iter [103250/160000] lr: 3.547e-05, eta: 7:30:17, time: 0.452, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2265, decode.loss_mask: 0.4899, decode.loss_dice: 0.7386, decode.d0.loss_cls: 1.2417, decode.d0.loss_mask: 0.5315, decode.d0.loss_dice: 0.8201, decode.d1.loss_cls: 0.3236, decode.d1.loss_mask: 0.5087, decode.d1.loss_dice: 0.7757, decode.d2.loss_cls: 0.2770, decode.d2.loss_mask: 0.4982, decode.d2.loss_dice: 0.7579, decode.d3.loss_cls: 0.2627, decode.d3.loss_mask: 0.4946, decode.d3.loss_dice: 0.7397, decode.d4.loss_cls: 0.2524, decode.d4.loss_mask: 0.4943, decode.d4.loss_dice: 0.7421, decode.d5.loss_cls: 0.2406, decode.d5.loss_mask: 0.4932, decode.d5.loss_dice: 0.7447, decode.d6.loss_cls: 0.2415, decode.d6.loss_mask: 0.4920, decode.d6.loss_dice: 0.7365, decode.d7.loss_cls: 0.2353, decode.d7.loss_mask: 0.4914, decode.d7.loss_dice: 0.7358, decode.d8.loss_cls: 0.2323, decode.d8.loss_mask: 0.4905, decode.d8.loss_dice: 0.7403, loss: 16.0495, grad_norm: 65.1356 +2023-11-07 03:51:37,229 - mmseg - INFO - Iter [103300/160000] lr: 3.544e-05, eta: 7:29:52, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2208, decode.loss_mask: 0.4853, decode.loss_dice: 0.7282, decode.d0.loss_cls: 1.1944, decode.d0.loss_mask: 0.5206, decode.d0.loss_dice: 0.8037, decode.d1.loss_cls: 0.3148, decode.d1.loss_mask: 0.4999, decode.d1.loss_dice: 0.7643, decode.d2.loss_cls: 0.2618, decode.d2.loss_mask: 0.4925, decode.d2.loss_dice: 0.7474, decode.d3.loss_cls: 0.2510, decode.d3.loss_mask: 0.4848, decode.d3.loss_dice: 0.7322, decode.d4.loss_cls: 0.2362, decode.d4.loss_mask: 0.4849, decode.d4.loss_dice: 0.7347, decode.d5.loss_cls: 0.2328, decode.d5.loss_mask: 0.4844, decode.d5.loss_dice: 0.7291, decode.d6.loss_cls: 0.2281, decode.d6.loss_mask: 0.4837, decode.d6.loss_dice: 0.7261, decode.d7.loss_cls: 0.2265, decode.d7.loss_mask: 0.4844, decode.d7.loss_dice: 0.7279, decode.d8.loss_cls: 0.2240, decode.d8.loss_mask: 0.4852, decode.d8.loss_dice: 0.7322, loss: 15.7220, grad_norm: 65.2950 +2023-11-07 03:52:00,311 - mmseg - INFO - Iter [103350/160000] lr: 3.541e-05, eta: 7:29:28, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2284, decode.loss_mask: 0.4846, decode.loss_dice: 0.7314, decode.d0.loss_cls: 1.2290, decode.d0.loss_mask: 0.5312, decode.d0.loss_dice: 0.8158, decode.d1.loss_cls: 0.3226, decode.d1.loss_mask: 0.5037, decode.d1.loss_dice: 0.7797, decode.d2.loss_cls: 0.2753, decode.d2.loss_mask: 0.4974, decode.d2.loss_dice: 0.7552, decode.d3.loss_cls: 0.2543, decode.d3.loss_mask: 0.4880, decode.d3.loss_dice: 0.7347, decode.d4.loss_cls: 0.2437, decode.d4.loss_mask: 0.4863, decode.d4.loss_dice: 0.7361, decode.d5.loss_cls: 0.2402, decode.d5.loss_mask: 0.4863, decode.d5.loss_dice: 0.7341, decode.d6.loss_cls: 0.2450, decode.d6.loss_mask: 0.4839, decode.d6.loss_dice: 0.7274, decode.d7.loss_cls: 0.2332, decode.d7.loss_mask: 0.4829, decode.d7.loss_dice: 0.7227, decode.d8.loss_cls: 0.2286, decode.d8.loss_mask: 0.4849, decode.d8.loss_dice: 0.7290, loss: 15.8957, grad_norm: 68.4408 +2023-11-07 03:52:27,356 - mmseg - INFO - Iter [103400/160000] lr: 3.538e-05, eta: 7:29:06, time: 0.541, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2331, decode.loss_mask: 0.4869, decode.loss_dice: 0.7123, decode.d0.loss_cls: 1.2394, decode.d0.loss_mask: 0.5260, decode.d0.loss_dice: 0.7949, decode.d1.loss_cls: 0.3220, decode.d1.loss_mask: 0.5076, decode.d1.loss_dice: 0.7645, decode.d2.loss_cls: 0.2791, decode.d2.loss_mask: 0.4977, decode.d2.loss_dice: 0.7429, decode.d3.loss_cls: 0.2589, decode.d3.loss_mask: 0.4899, decode.d3.loss_dice: 0.7256, decode.d4.loss_cls: 0.2514, decode.d4.loss_mask: 0.4887, decode.d4.loss_dice: 0.7231, decode.d5.loss_cls: 0.2398, decode.d5.loss_mask: 0.4889, decode.d5.loss_dice: 0.7244, decode.d6.loss_cls: 0.2399, decode.d6.loss_mask: 0.4879, decode.d6.loss_dice: 0.7185, decode.d7.loss_cls: 0.2347, decode.d7.loss_mask: 0.4885, decode.d7.loss_dice: 0.7143, decode.d8.loss_cls: 0.2344, decode.d8.loss_mask: 0.4877, decode.d8.loss_dice: 0.7181, loss: 15.8215, grad_norm: 68.2363 +2023-11-07 03:52:51,914 - mmseg - INFO - Iter [103450/160000] lr: 3.534e-05, eta: 7:28:43, time: 0.491, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2245, decode.loss_mask: 0.4910, decode.loss_dice: 0.7342, decode.d0.loss_cls: 1.2234, decode.d0.loss_mask: 0.5251, decode.d0.loss_dice: 0.8112, decode.d1.loss_cls: 0.3178, decode.d1.loss_mask: 0.5109, decode.d1.loss_dice: 0.7756, decode.d2.loss_cls: 0.2718, decode.d2.loss_mask: 0.4997, decode.d2.loss_dice: 0.7577, decode.d3.loss_cls: 0.2517, decode.d3.loss_mask: 0.4939, decode.d3.loss_dice: 0.7355, decode.d4.loss_cls: 0.2447, decode.d4.loss_mask: 0.4927, decode.d4.loss_dice: 0.7378, decode.d5.loss_cls: 0.2347, decode.d5.loss_mask: 0.4903, decode.d5.loss_dice: 0.7386, decode.d6.loss_cls: 0.2311, decode.d6.loss_mask: 0.4928, decode.d6.loss_dice: 0.7384, decode.d7.loss_cls: 0.2282, decode.d7.loss_mask: 0.4906, decode.d7.loss_dice: 0.7364, decode.d8.loss_cls: 0.2230, decode.d8.loss_mask: 0.4911, decode.d8.loss_dice: 0.7382, loss: 15.9324, grad_norm: 68.3577 +2023-11-07 03:53:19,719 - mmseg - INFO - Iter [103500/160000] lr: 3.531e-05, eta: 7:28:21, time: 0.556, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2410, decode.loss_mask: 0.4947, decode.loss_dice: 0.7182, decode.d0.loss_cls: 1.2300, decode.d0.loss_mask: 0.5343, decode.d0.loss_dice: 0.8039, decode.d1.loss_cls: 0.3243, decode.d1.loss_mask: 0.5164, decode.d1.loss_dice: 0.7662, decode.d2.loss_cls: 0.2816, decode.d2.loss_mask: 0.5037, decode.d2.loss_dice: 0.7431, decode.d3.loss_cls: 0.2679, decode.d3.loss_mask: 0.4970, decode.d3.loss_dice: 0.7241, decode.d4.loss_cls: 0.2567, decode.d4.loss_mask: 0.4960, decode.d4.loss_dice: 0.7290, decode.d5.loss_cls: 0.2462, decode.d5.loss_mask: 0.4970, decode.d5.loss_dice: 0.7250, decode.d6.loss_cls: 0.2498, decode.d6.loss_mask: 0.4957, decode.d6.loss_dice: 0.7230, decode.d7.loss_cls: 0.2450, decode.d7.loss_mask: 0.4954, decode.d7.loss_dice: 0.7213, decode.d8.loss_cls: 0.2431, decode.d8.loss_mask: 0.4942, decode.d8.loss_dice: 0.7207, loss: 15.9846, grad_norm: 64.3614 +2023-11-07 03:53:42,540 - mmseg - INFO - Iter [103550/160000] lr: 3.528e-05, eta: 7:27:57, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2182, decode.loss_mask: 0.4890, decode.loss_dice: 0.7476, decode.d0.loss_cls: 1.2082, decode.d0.loss_mask: 0.5269, decode.d0.loss_dice: 0.8214, decode.d1.loss_cls: 0.3065, decode.d1.loss_mask: 0.5041, decode.d1.loss_dice: 0.7836, decode.d2.loss_cls: 0.2705, decode.d2.loss_mask: 0.4968, decode.d2.loss_dice: 0.7628, decode.d3.loss_cls: 0.2480, decode.d3.loss_mask: 0.4896, decode.d3.loss_dice: 0.7501, decode.d4.loss_cls: 0.2357, decode.d4.loss_mask: 0.4897, decode.d4.loss_dice: 0.7434, decode.d5.loss_cls: 0.2308, decode.d5.loss_mask: 0.4882, decode.d5.loss_dice: 0.7463, decode.d6.loss_cls: 0.2260, decode.d6.loss_mask: 0.4898, decode.d6.loss_dice: 0.7452, decode.d7.loss_cls: 0.2236, decode.d7.loss_mask: 0.4896, decode.d7.loss_dice: 0.7465, decode.d8.loss_cls: 0.2180, decode.d8.loss_mask: 0.4892, decode.d8.loss_dice: 0.7479, loss: 15.9334, grad_norm: 68.1644 +2023-11-07 03:54:07,659 - mmseg - INFO - Iter [103600/160000] lr: 3.525e-05, eta: 7:27:34, time: 0.502, data_time: 0.057, memory: 39436, decode.loss_cls: 0.2145, decode.loss_mask: 0.4863, decode.loss_dice: 0.7288, decode.d0.loss_cls: 1.2265, decode.d0.loss_mask: 0.5272, decode.d0.loss_dice: 0.8021, decode.d1.loss_cls: 0.3119, decode.d1.loss_mask: 0.5090, decode.d1.loss_dice: 0.7711, decode.d2.loss_cls: 0.2611, decode.d2.loss_mask: 0.4948, decode.d2.loss_dice: 0.7495, decode.d3.loss_cls: 0.2416, decode.d3.loss_mask: 0.4905, decode.d3.loss_dice: 0.7365, decode.d4.loss_cls: 0.2289, decode.d4.loss_mask: 0.4897, decode.d4.loss_dice: 0.7315, decode.d5.loss_cls: 0.2201, decode.d5.loss_mask: 0.4897, decode.d5.loss_dice: 0.7307, decode.d6.loss_cls: 0.2180, decode.d6.loss_mask: 0.4890, decode.d6.loss_dice: 0.7255, decode.d7.loss_cls: 0.2160, decode.d7.loss_mask: 0.4873, decode.d7.loss_dice: 0.7252, decode.d8.loss_cls: 0.2164, decode.d8.loss_mask: 0.4873, decode.d8.loss_dice: 0.7294, loss: 15.7363, grad_norm: 66.2074 +2023-11-07 03:54:34,529 - mmseg - INFO - Iter [103650/160000] lr: 3.522e-05, eta: 7:27:12, time: 0.537, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2135, decode.loss_mask: 0.4762, decode.loss_dice: 0.6981, decode.d0.loss_cls: 1.2181, decode.d0.loss_mask: 0.5168, decode.d0.loss_dice: 0.7746, decode.d1.loss_cls: 0.2995, decode.d1.loss_mask: 0.4971, decode.d1.loss_dice: 0.7443, decode.d2.loss_cls: 0.2540, decode.d2.loss_mask: 0.4844, decode.d2.loss_dice: 0.7194, decode.d3.loss_cls: 0.2389, decode.d3.loss_mask: 0.4835, decode.d3.loss_dice: 0.7053, decode.d4.loss_cls: 0.2284, decode.d4.loss_mask: 0.4812, decode.d4.loss_dice: 0.7061, decode.d5.loss_cls: 0.2278, decode.d5.loss_mask: 0.4795, decode.d5.loss_dice: 0.7017, decode.d6.loss_cls: 0.2186, decode.d6.loss_mask: 0.4771, decode.d6.loss_dice: 0.6993, decode.d7.loss_cls: 0.2147, decode.d7.loss_mask: 0.4764, decode.d7.loss_dice: 0.6976, decode.d8.loss_cls: 0.2082, decode.d8.loss_mask: 0.4771, decode.d8.loss_dice: 0.7009, loss: 15.3184, grad_norm: 69.7346 +2023-11-07 03:55:00,215 - mmseg - INFO - Iter [103700/160000] lr: 3.519e-05, eta: 7:26:49, time: 0.514, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2164, decode.loss_mask: 0.4757, decode.loss_dice: 0.7209, decode.d0.loss_cls: 1.2334, decode.d0.loss_mask: 0.5079, decode.d0.loss_dice: 0.7904, decode.d1.loss_cls: 0.3111, decode.d1.loss_mask: 0.4958, decode.d1.loss_dice: 0.7569, decode.d2.loss_cls: 0.2645, decode.d2.loss_mask: 0.4843, decode.d2.loss_dice: 0.7371, decode.d3.loss_cls: 0.2520, decode.d3.loss_mask: 0.4774, decode.d3.loss_dice: 0.7224, decode.d4.loss_cls: 0.2369, decode.d4.loss_mask: 0.4764, decode.d4.loss_dice: 0.7170, decode.d5.loss_cls: 0.2281, decode.d5.loss_mask: 0.4777, decode.d5.loss_dice: 0.7203, decode.d6.loss_cls: 0.2285, decode.d6.loss_mask: 0.4759, decode.d6.loss_dice: 0.7158, decode.d7.loss_cls: 0.2233, decode.d7.loss_mask: 0.4758, decode.d7.loss_dice: 0.7190, decode.d8.loss_cls: 0.2204, decode.d8.loss_mask: 0.4748, decode.d8.loss_dice: 0.7191, loss: 15.5549, grad_norm: 68.0802 +2023-11-07 03:55:24,176 - mmseg - INFO - Iter [103750/160000] lr: 3.516e-05, eta: 7:26:25, time: 0.479, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2185, decode.loss_mask: 0.4726, decode.loss_dice: 0.7196, decode.d0.loss_cls: 1.2377, decode.d0.loss_mask: 0.5047, decode.d0.loss_dice: 0.7884, decode.d1.loss_cls: 0.3079, decode.d1.loss_mask: 0.4923, decode.d1.loss_dice: 0.7646, decode.d2.loss_cls: 0.2686, decode.d2.loss_mask: 0.4805, decode.d2.loss_dice: 0.7453, decode.d3.loss_cls: 0.2495, decode.d3.loss_mask: 0.4756, decode.d3.loss_dice: 0.7314, decode.d4.loss_cls: 0.2347, decode.d4.loss_mask: 0.4731, decode.d4.loss_dice: 0.7294, decode.d5.loss_cls: 0.2283, decode.d5.loss_mask: 0.4730, decode.d5.loss_dice: 0.7284, decode.d6.loss_cls: 0.2261, decode.d6.loss_mask: 0.4727, decode.d6.loss_dice: 0.7219, decode.d7.loss_cls: 0.2271, decode.d7.loss_mask: 0.4715, decode.d7.loss_dice: 0.7198, decode.d8.loss_cls: 0.2200, decode.d8.loss_mask: 0.4729, decode.d8.loss_dice: 0.7220, loss: 15.5779, grad_norm: 67.9074 +2023-11-07 03:55:47,663 - mmseg - INFO - Iter [103800/160000] lr: 3.513e-05, eta: 7:26:01, time: 0.470, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2227, decode.loss_mask: 0.4943, decode.loss_dice: 0.7219, decode.d0.loss_cls: 1.2256, decode.d0.loss_mask: 0.5399, decode.d0.loss_dice: 0.8070, decode.d1.loss_cls: 0.3116, decode.d1.loss_mask: 0.5126, decode.d1.loss_dice: 0.7695, decode.d2.loss_cls: 0.2714, decode.d2.loss_mask: 0.5053, decode.d2.loss_dice: 0.7417, decode.d3.loss_cls: 0.2494, decode.d3.loss_mask: 0.5013, decode.d3.loss_dice: 0.7280, decode.d4.loss_cls: 0.2415, decode.d4.loss_mask: 0.5001, decode.d4.loss_dice: 0.7288, decode.d5.loss_cls: 0.2359, decode.d5.loss_mask: 0.4973, decode.d5.loss_dice: 0.7278, decode.d6.loss_cls: 0.2313, decode.d6.loss_mask: 0.4973, decode.d6.loss_dice: 0.7267, decode.d7.loss_cls: 0.2253, decode.d7.loss_mask: 0.4973, decode.d7.loss_dice: 0.7250, decode.d8.loss_cls: 0.2222, decode.d8.loss_mask: 0.4953, decode.d8.loss_dice: 0.7230, loss: 15.8770, grad_norm: 65.8156 +2023-11-07 03:56:10,544 - mmseg - INFO - Iter [103850/160000] lr: 3.509e-05, eta: 7:25:37, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2208, decode.loss_mask: 0.4799, decode.loss_dice: 0.7169, decode.d0.loss_cls: 1.1766, decode.d0.loss_mask: 0.5210, decode.d0.loss_dice: 0.7908, decode.d1.loss_cls: 0.3076, decode.d1.loss_mask: 0.4977, decode.d1.loss_dice: 0.7574, decode.d2.loss_cls: 0.2647, decode.d2.loss_mask: 0.4886, decode.d2.loss_dice: 0.7347, decode.d3.loss_cls: 0.2405, decode.d3.loss_mask: 0.4817, decode.d3.loss_dice: 0.7231, decode.d4.loss_cls: 0.2291, decode.d4.loss_mask: 0.4820, decode.d4.loss_dice: 0.7193, decode.d5.loss_cls: 0.2240, decode.d5.loss_mask: 0.4824, decode.d5.loss_dice: 0.7195, decode.d6.loss_cls: 0.2268, decode.d6.loss_mask: 0.4818, decode.d6.loss_dice: 0.7198, decode.d7.loss_cls: 0.2206, decode.d7.loss_mask: 0.4795, decode.d7.loss_dice: 0.7157, decode.d8.loss_cls: 0.2221, decode.d8.loss_mask: 0.4793, decode.d8.loss_dice: 0.7132, loss: 15.5171, grad_norm: 73.5857 +2023-11-07 03:56:33,281 - mmseg - INFO - Iter [103900/160000] lr: 3.506e-05, eta: 7:25:12, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2415, decode.loss_mask: 0.4731, decode.loss_dice: 0.7322, decode.d0.loss_cls: 1.2509, decode.d0.loss_mask: 0.5183, decode.d0.loss_dice: 0.8174, decode.d1.loss_cls: 0.3341, decode.d1.loss_mask: 0.4928, decode.d1.loss_dice: 0.7736, decode.d2.loss_cls: 0.2856, decode.d2.loss_mask: 0.4854, decode.d2.loss_dice: 0.7573, decode.d3.loss_cls: 0.2653, decode.d3.loss_mask: 0.4809, decode.d3.loss_dice: 0.7401, decode.d4.loss_cls: 0.2545, decode.d4.loss_mask: 0.4778, decode.d4.loss_dice: 0.7400, decode.d5.loss_cls: 0.2520, decode.d5.loss_mask: 0.4784, decode.d5.loss_dice: 0.7400, decode.d6.loss_cls: 0.2540, decode.d6.loss_mask: 0.4768, decode.d6.loss_dice: 0.7339, decode.d7.loss_cls: 0.2429, decode.d7.loss_mask: 0.4753, decode.d7.loss_dice: 0.7377, decode.d8.loss_cls: 0.2412, decode.d8.loss_mask: 0.4749, decode.d8.loss_dice: 0.7349, loss: 15.9625, grad_norm: 61.9502 +2023-11-07 03:56:56,027 - mmseg - INFO - Iter [103950/160000] lr: 3.503e-05, eta: 7:24:48, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2223, decode.loss_mask: 0.4999, decode.loss_dice: 0.7302, decode.d0.loss_cls: 1.2116, decode.d0.loss_mask: 0.5382, decode.d0.loss_dice: 0.8077, decode.d1.loss_cls: 0.3078, decode.d1.loss_mask: 0.5175, decode.d1.loss_dice: 0.7785, decode.d2.loss_cls: 0.2669, decode.d2.loss_mask: 0.5067, decode.d2.loss_dice: 0.7476, decode.d3.loss_cls: 0.2532, decode.d3.loss_mask: 0.5023, decode.d3.loss_dice: 0.7314, decode.d4.loss_cls: 0.2359, decode.d4.loss_mask: 0.5029, decode.d4.loss_dice: 0.7321, decode.d5.loss_cls: 0.2331, decode.d5.loss_mask: 0.5015, decode.d5.loss_dice: 0.7315, decode.d6.loss_cls: 0.2284, decode.d6.loss_mask: 0.5010, decode.d6.loss_dice: 0.7291, decode.d7.loss_cls: 0.2274, decode.d7.loss_mask: 0.4998, decode.d7.loss_dice: 0.7281, decode.d8.loss_cls: 0.2235, decode.d8.loss_mask: 0.4996, decode.d8.loss_dice: 0.7275, loss: 15.9232, grad_norm: 65.5861 +2023-11-07 03:57:18,791 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 03:57:18,791 - mmseg - INFO - Iter [104000/160000] lr: 3.500e-05, eta: 7:24:24, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2228, decode.loss_mask: 0.4713, decode.loss_dice: 0.7223, decode.d0.loss_cls: 1.2402, decode.d0.loss_mask: 0.5120, decode.d0.loss_dice: 0.8048, decode.d1.loss_cls: 0.3214, decode.d1.loss_mask: 0.4901, decode.d1.loss_dice: 0.7642, decode.d2.loss_cls: 0.2690, decode.d2.loss_mask: 0.4804, decode.d2.loss_dice: 0.7449, decode.d3.loss_cls: 0.2482, decode.d3.loss_mask: 0.4744, decode.d3.loss_dice: 0.7274, decode.d4.loss_cls: 0.2353, decode.d4.loss_mask: 0.4749, decode.d4.loss_dice: 0.7279, decode.d5.loss_cls: 0.2287, decode.d5.loss_mask: 0.4730, decode.d5.loss_dice: 0.7307, decode.d6.loss_cls: 0.2265, decode.d6.loss_mask: 0.4716, decode.d6.loss_dice: 0.7228, decode.d7.loss_cls: 0.2238, decode.d7.loss_mask: 0.4719, decode.d7.loss_dice: 0.7202, decode.d8.loss_cls: 0.2239, decode.d8.loss_mask: 0.4713, decode.d8.loss_dice: 0.7209, loss: 15.6167, grad_norm: 62.9969 +2023-11-07 03:57:41,431 - mmseg - INFO - Iter [104050/160000] lr: 3.497e-05, eta: 7:23:59, time: 0.453, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2210, decode.loss_mask: 0.4631, decode.loss_dice: 0.7117, decode.d0.loss_cls: 1.2117, decode.d0.loss_mask: 0.4982, decode.d0.loss_dice: 0.7918, decode.d1.loss_cls: 0.3072, decode.d1.loss_mask: 0.4814, decode.d1.loss_dice: 0.7561, decode.d2.loss_cls: 0.2660, decode.d2.loss_mask: 0.4714, decode.d2.loss_dice: 0.7300, decode.d3.loss_cls: 0.2458, decode.d3.loss_mask: 0.4658, decode.d3.loss_dice: 0.7151, decode.d4.loss_cls: 0.2324, decode.d4.loss_mask: 0.4661, decode.d4.loss_dice: 0.7158, decode.d5.loss_cls: 0.2297, decode.d5.loss_mask: 0.4640, decode.d5.loss_dice: 0.7135, decode.d6.loss_cls: 0.2216, decode.d6.loss_mask: 0.4622, decode.d6.loss_dice: 0.7084, decode.d7.loss_cls: 0.2209, decode.d7.loss_mask: 0.4627, decode.d7.loss_dice: 0.7111, decode.d8.loss_cls: 0.2203, decode.d8.loss_mask: 0.4621, decode.d8.loss_dice: 0.7113, loss: 15.3385, grad_norm: 62.4485 +2023-11-07 03:58:04,155 - mmseg - INFO - Iter [104100/160000] lr: 3.494e-05, eta: 7:23:35, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2293, decode.loss_mask: 0.4703, decode.loss_dice: 0.6990, decode.d0.loss_cls: 1.2300, decode.d0.loss_mask: 0.5099, decode.d0.loss_dice: 0.7840, decode.d1.loss_cls: 0.3184, decode.d1.loss_mask: 0.4904, decode.d1.loss_dice: 0.7488, decode.d2.loss_cls: 0.2764, decode.d2.loss_mask: 0.4805, decode.d2.loss_dice: 0.7223, decode.d3.loss_cls: 0.2649, decode.d3.loss_mask: 0.4744, decode.d3.loss_dice: 0.7067, decode.d4.loss_cls: 0.2439, decode.d4.loss_mask: 0.4750, decode.d4.loss_dice: 0.7069, decode.d5.loss_cls: 0.2361, decode.d5.loss_mask: 0.4724, decode.d5.loss_dice: 0.7042, decode.d6.loss_cls: 0.2405, decode.d6.loss_mask: 0.4715, decode.d6.loss_dice: 0.6988, decode.d7.loss_cls: 0.2296, decode.d7.loss_mask: 0.4709, decode.d7.loss_dice: 0.6976, decode.d8.loss_cls: 0.2329, decode.d8.loss_mask: 0.4709, decode.d8.loss_dice: 0.6975, loss: 15.4541, grad_norm: 70.5461 +2023-11-07 03:58:26,810 - mmseg - INFO - Iter [104150/160000] lr: 3.491e-05, eta: 7:23:10, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2487, decode.loss_mask: 0.5028, decode.loss_dice: 0.7476, decode.d0.loss_cls: 1.2573, decode.d0.loss_mask: 0.5465, decode.d0.loss_dice: 0.8231, decode.d1.loss_cls: 0.3411, decode.d1.loss_mask: 0.5232, decode.d1.loss_dice: 0.7919, decode.d2.loss_cls: 0.2927, decode.d2.loss_mask: 0.5139, decode.d2.loss_dice: 0.7744, decode.d3.loss_cls: 0.2753, decode.d3.loss_mask: 0.5045, decode.d3.loss_dice: 0.7524, decode.d4.loss_cls: 0.2613, decode.d4.loss_mask: 0.5037, decode.d4.loss_dice: 0.7551, decode.d5.loss_cls: 0.2561, decode.d5.loss_mask: 0.5039, decode.d5.loss_dice: 0.7521, decode.d6.loss_cls: 0.2535, decode.d6.loss_mask: 0.5017, decode.d6.loss_dice: 0.7513, decode.d7.loss_cls: 0.2487, decode.d7.loss_mask: 0.5006, decode.d7.loss_dice: 0.7512, decode.d8.loss_cls: 0.2477, decode.d8.loss_mask: 0.5001, decode.d8.loss_dice: 0.7505, loss: 16.4329, grad_norm: 74.6362 +2023-11-07 03:58:49,357 - mmseg - INFO - Iter [104200/160000] lr: 3.488e-05, eta: 7:22:46, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2094, decode.loss_mask: 0.4795, decode.loss_dice: 0.7101, decode.d0.loss_cls: 1.1999, decode.d0.loss_mask: 0.5183, decode.d0.loss_dice: 0.7958, decode.d1.loss_cls: 0.3035, decode.d1.loss_mask: 0.4980, decode.d1.loss_dice: 0.7565, decode.d2.loss_cls: 0.2552, decode.d2.loss_mask: 0.4874, decode.d2.loss_dice: 0.7324, decode.d3.loss_cls: 0.2419, decode.d3.loss_mask: 0.4831, decode.d3.loss_dice: 0.7134, decode.d4.loss_cls: 0.2262, decode.d4.loss_mask: 0.4801, decode.d4.loss_dice: 0.7157, decode.d5.loss_cls: 0.2192, decode.d5.loss_mask: 0.4782, decode.d5.loss_dice: 0.7133, decode.d6.loss_cls: 0.2166, decode.d6.loss_mask: 0.4791, decode.d6.loss_dice: 0.7127, decode.d7.loss_cls: 0.2091, decode.d7.loss_mask: 0.4794, decode.d7.loss_dice: 0.7121, decode.d8.loss_cls: 0.2081, decode.d8.loss_mask: 0.4790, decode.d8.loss_dice: 0.7096, loss: 15.4229, grad_norm: 65.3846 +2023-11-07 03:59:12,091 - mmseg - INFO - Iter [104250/160000] lr: 3.484e-05, eta: 7:22:21, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2158, decode.loss_mask: 0.4792, decode.loss_dice: 0.7150, decode.d0.loss_cls: 1.2006, decode.d0.loss_mask: 0.5204, decode.d0.loss_dice: 0.7953, decode.d1.loss_cls: 0.2975, decode.d1.loss_mask: 0.4992, decode.d1.loss_dice: 0.7590, decode.d2.loss_cls: 0.2587, decode.d2.loss_mask: 0.4928, decode.d2.loss_dice: 0.7407, decode.d3.loss_cls: 0.2393, decode.d3.loss_mask: 0.4867, decode.d3.loss_dice: 0.7201, decode.d4.loss_cls: 0.2272, decode.d4.loss_mask: 0.4837, decode.d4.loss_dice: 0.7217, decode.d5.loss_cls: 0.2217, decode.d5.loss_mask: 0.4832, decode.d5.loss_dice: 0.7189, decode.d6.loss_cls: 0.2217, decode.d6.loss_mask: 0.4809, decode.d6.loss_dice: 0.7167, decode.d7.loss_cls: 0.2200, decode.d7.loss_mask: 0.4796, decode.d7.loss_dice: 0.7111, decode.d8.loss_cls: 0.2190, decode.d8.loss_mask: 0.4799, decode.d8.loss_dice: 0.7148, loss: 15.5205, grad_norm: 64.6305 +2023-11-07 03:59:34,759 - mmseg - INFO - Iter [104300/160000] lr: 3.481e-05, eta: 7:21:57, time: 0.455, data_time: 0.015, memory: 39436, decode.loss_cls: 0.2300, decode.loss_mask: 0.4846, decode.loss_dice: 0.7277, decode.d0.loss_cls: 1.2594, decode.d0.loss_mask: 0.5240, decode.d0.loss_dice: 0.8000, decode.d1.loss_cls: 0.3169, decode.d1.loss_mask: 0.5052, decode.d1.loss_dice: 0.7753, decode.d2.loss_cls: 0.2802, decode.d2.loss_mask: 0.4912, decode.d2.loss_dice: 0.7510, decode.d3.loss_cls: 0.2533, decode.d3.loss_mask: 0.4891, decode.d3.loss_dice: 0.7372, decode.d4.loss_cls: 0.2474, decode.d4.loss_mask: 0.4866, decode.d4.loss_dice: 0.7331, decode.d5.loss_cls: 0.2442, decode.d5.loss_mask: 0.4862, decode.d5.loss_dice: 0.7314, decode.d6.loss_cls: 0.2434, decode.d6.loss_mask: 0.4838, decode.d6.loss_dice: 0.7272, decode.d7.loss_cls: 0.2324, decode.d7.loss_mask: 0.4842, decode.d7.loss_dice: 0.7273, decode.d8.loss_cls: 0.2285, decode.d8.loss_mask: 0.4859, decode.d8.loss_dice: 0.7322, loss: 15.8988, grad_norm: 63.8959 +2023-11-07 03:59:57,507 - mmseg - INFO - Iter [104350/160000] lr: 3.478e-05, eta: 7:21:33, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2323, decode.loss_mask: 0.4897, decode.loss_dice: 0.7256, decode.d0.loss_cls: 1.2360, decode.d0.loss_mask: 0.5230, decode.d0.loss_dice: 0.8021, decode.d1.loss_cls: 0.3243, decode.d1.loss_mask: 0.5067, decode.d1.loss_dice: 0.7687, decode.d2.loss_cls: 0.2776, decode.d2.loss_mask: 0.4949, decode.d2.loss_dice: 0.7451, decode.d3.loss_cls: 0.2573, decode.d3.loss_mask: 0.4903, decode.d3.loss_dice: 0.7279, decode.d4.loss_cls: 0.2476, decode.d4.loss_mask: 0.4878, decode.d4.loss_dice: 0.7288, decode.d5.loss_cls: 0.2397, decode.d5.loss_mask: 0.4901, decode.d5.loss_dice: 0.7281, decode.d6.loss_cls: 0.2371, decode.d6.loss_mask: 0.4893, decode.d6.loss_dice: 0.7248, decode.d7.loss_cls: 0.2342, decode.d7.loss_mask: 0.4883, decode.d7.loss_dice: 0.7258, decode.d8.loss_cls: 0.2315, decode.d8.loss_mask: 0.4884, decode.d8.loss_dice: 0.7270, loss: 15.8700, grad_norm: 59.2324 +2023-11-07 04:00:20,209 - mmseg - INFO - Iter [104400/160000] lr: 3.475e-05, eta: 7:21:08, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2206, decode.loss_mask: 0.4833, decode.loss_dice: 0.7225, decode.d0.loss_cls: 1.2337, decode.d0.loss_mask: 0.5256, decode.d0.loss_dice: 0.7963, decode.d1.loss_cls: 0.3079, decode.d1.loss_mask: 0.5025, decode.d1.loss_dice: 0.7650, decode.d2.loss_cls: 0.2665, decode.d2.loss_mask: 0.4920, decode.d2.loss_dice: 0.7482, decode.d3.loss_cls: 0.2454, decode.d3.loss_mask: 0.4881, decode.d3.loss_dice: 0.7317, decode.d4.loss_cls: 0.2353, decode.d4.loss_mask: 0.4866, decode.d4.loss_dice: 0.7285, decode.d5.loss_cls: 0.2279, decode.d5.loss_mask: 0.4864, decode.d5.loss_dice: 0.7314, decode.d6.loss_cls: 0.2253, decode.d6.loss_mask: 0.4862, decode.d6.loss_dice: 0.7271, decode.d7.loss_cls: 0.2197, decode.d7.loss_mask: 0.4846, decode.d7.loss_dice: 0.7238, decode.d8.loss_cls: 0.2144, decode.d8.loss_mask: 0.4856, decode.d8.loss_dice: 0.7267, loss: 15.7187, grad_norm: 66.3602 +2023-11-07 04:00:42,726 - mmseg - INFO - Iter [104450/160000] lr: 3.472e-05, eta: 7:20:44, time: 0.450, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2322, decode.loss_mask: 0.4802, decode.loss_dice: 0.7430, decode.d0.loss_cls: 1.2248, decode.d0.loss_mask: 0.5140, decode.d0.loss_dice: 0.8181, decode.d1.loss_cls: 0.3195, decode.d1.loss_mask: 0.4955, decode.d1.loss_dice: 0.7833, decode.d2.loss_cls: 0.2808, decode.d2.loss_mask: 0.4866, decode.d2.loss_dice: 0.7603, decode.d3.loss_cls: 0.2590, decode.d3.loss_mask: 0.4809, decode.d3.loss_dice: 0.7470, decode.d4.loss_cls: 0.2426, decode.d4.loss_mask: 0.4805, decode.d4.loss_dice: 0.7438, decode.d5.loss_cls: 0.2412, decode.d5.loss_mask: 0.4798, decode.d5.loss_dice: 0.7413, decode.d6.loss_cls: 0.2403, decode.d6.loss_mask: 0.4801, decode.d6.loss_dice: 0.7410, decode.d7.loss_cls: 0.2327, decode.d7.loss_mask: 0.4798, decode.d7.loss_dice: 0.7388, decode.d8.loss_cls: 0.2336, decode.d8.loss_mask: 0.4807, decode.d8.loss_dice: 0.7448, loss: 15.9263, grad_norm: 58.2120 +2023-11-07 04:01:05,418 - mmseg - INFO - Iter [104500/160000] lr: 3.469e-05, eta: 7:20:19, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2330, decode.loss_mask: 0.4708, decode.loss_dice: 0.7181, decode.d0.loss_cls: 1.2142, decode.d0.loss_mask: 0.5101, decode.d0.loss_dice: 0.7971, decode.d1.loss_cls: 0.3125, decode.d1.loss_mask: 0.4886, decode.d1.loss_dice: 0.7667, decode.d2.loss_cls: 0.2764, decode.d2.loss_mask: 0.4798, decode.d2.loss_dice: 0.7436, decode.d3.loss_cls: 0.2611, decode.d3.loss_mask: 0.4776, decode.d3.loss_dice: 0.7257, decode.d4.loss_cls: 0.2469, decode.d4.loss_mask: 0.4763, decode.d4.loss_dice: 0.7271, decode.d5.loss_cls: 0.2420, decode.d5.loss_mask: 0.4739, decode.d5.loss_dice: 0.7270, decode.d6.loss_cls: 0.2446, decode.d6.loss_mask: 0.4728, decode.d6.loss_dice: 0.7212, decode.d7.loss_cls: 0.2391, decode.d7.loss_mask: 0.4705, decode.d7.loss_dice: 0.7202, decode.d8.loss_cls: 0.2346, decode.d8.loss_mask: 0.4713, decode.d8.loss_dice: 0.7252, loss: 15.6679, grad_norm: 69.7734 +2023-11-07 04:01:28,094 - mmseg - INFO - Iter [104550/160000] lr: 3.466e-05, eta: 7:19:55, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2282, decode.loss_mask: 0.4732, decode.loss_dice: 0.7361, decode.d0.loss_cls: 1.2227, decode.d0.loss_mask: 0.5078, decode.d0.loss_dice: 0.8173, decode.d1.loss_cls: 0.3172, decode.d1.loss_mask: 0.4944, decode.d1.loss_dice: 0.7821, decode.d2.loss_cls: 0.2717, decode.d2.loss_mask: 0.4834, decode.d2.loss_dice: 0.7624, decode.d3.loss_cls: 0.2484, decode.d3.loss_mask: 0.4785, decode.d3.loss_dice: 0.7430, decode.d4.loss_cls: 0.2363, decode.d4.loss_mask: 0.4778, decode.d4.loss_dice: 0.7462, decode.d5.loss_cls: 0.2386, decode.d5.loss_mask: 0.4751, decode.d5.loss_dice: 0.7387, decode.d6.loss_cls: 0.2298, decode.d6.loss_mask: 0.4749, decode.d6.loss_dice: 0.7425, decode.d7.loss_cls: 0.2305, decode.d7.loss_mask: 0.4746, decode.d7.loss_dice: 0.7395, decode.d8.loss_cls: 0.2317, decode.d8.loss_mask: 0.4736, decode.d8.loss_dice: 0.7451, loss: 15.8213, grad_norm: 66.5403 +2023-11-07 04:01:50,556 - mmseg - INFO - Iter [104600/160000] lr: 3.463e-05, eta: 7:19:30, time: 0.449, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2431, decode.loss_mask: 0.4763, decode.loss_dice: 0.7278, decode.d0.loss_cls: 1.2267, decode.d0.loss_mask: 0.5160, decode.d0.loss_dice: 0.8057, decode.d1.loss_cls: 0.3285, decode.d1.loss_mask: 0.4923, decode.d1.loss_dice: 0.7746, decode.d2.loss_cls: 0.2905, decode.d2.loss_mask: 0.4832, decode.d2.loss_dice: 0.7520, decode.d3.loss_cls: 0.2669, decode.d3.loss_mask: 0.4794, decode.d3.loss_dice: 0.7281, decode.d4.loss_cls: 0.2612, decode.d4.loss_mask: 0.4794, decode.d4.loss_dice: 0.7331, decode.d5.loss_cls: 0.2518, decode.d5.loss_mask: 0.4789, decode.d5.loss_dice: 0.7308, decode.d6.loss_cls: 0.2480, decode.d6.loss_mask: 0.4775, decode.d6.loss_dice: 0.7246, decode.d7.loss_cls: 0.2440, decode.d7.loss_mask: 0.4772, decode.d7.loss_dice: 0.7306, decode.d8.loss_cls: 0.2433, decode.d8.loss_mask: 0.4755, decode.d8.loss_dice: 0.7272, loss: 15.8742, grad_norm: 65.5077 +2023-11-07 04:02:13,104 - mmseg - INFO - Iter [104650/160000] lr: 3.459e-05, eta: 7:19:06, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2194, decode.loss_mask: 0.4736, decode.loss_dice: 0.7093, decode.d0.loss_cls: 1.2190, decode.d0.loss_mask: 0.5151, decode.d0.loss_dice: 0.7965, decode.d1.loss_cls: 0.3119, decode.d1.loss_mask: 0.4950, decode.d1.loss_dice: 0.7635, decode.d2.loss_cls: 0.2700, decode.d2.loss_mask: 0.4811, decode.d2.loss_dice: 0.7339, decode.d3.loss_cls: 0.2447, decode.d3.loss_mask: 0.4773, decode.d3.loss_dice: 0.7167, decode.d4.loss_cls: 0.2342, decode.d4.loss_mask: 0.4746, decode.d4.loss_dice: 0.7164, decode.d5.loss_cls: 0.2327, decode.d5.loss_mask: 0.4732, decode.d5.loss_dice: 0.7129, decode.d6.loss_cls: 0.2254, decode.d6.loss_mask: 0.4732, decode.d6.loss_dice: 0.7092, decode.d7.loss_cls: 0.2211, decode.d7.loss_mask: 0.4735, decode.d7.loss_dice: 0.7119, decode.d8.loss_cls: 0.2191, decode.d8.loss_mask: 0.4721, decode.d8.loss_dice: 0.7105, loss: 15.4871, grad_norm: 69.0848 +2023-11-07 04:02:35,813 - mmseg - INFO - Iter [104700/160000] lr: 3.456e-05, eta: 7:18:42, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2369, decode.loss_mask: 0.4674, decode.loss_dice: 0.7091, decode.d0.loss_cls: 1.2232, decode.d0.loss_mask: 0.5098, decode.d0.loss_dice: 0.7880, decode.d1.loss_cls: 0.3231, decode.d1.loss_mask: 0.4855, decode.d1.loss_dice: 0.7595, decode.d2.loss_cls: 0.2772, decode.d2.loss_mask: 0.4761, decode.d2.loss_dice: 0.7288, decode.d3.loss_cls: 0.2646, decode.d3.loss_mask: 0.4707, decode.d3.loss_dice: 0.7148, decode.d4.loss_cls: 0.2478, decode.d4.loss_mask: 0.4685, decode.d4.loss_dice: 0.7132, decode.d5.loss_cls: 0.2447, decode.d5.loss_mask: 0.4697, decode.d5.loss_dice: 0.7113, decode.d6.loss_cls: 0.2417, decode.d6.loss_mask: 0.4671, decode.d6.loss_dice: 0.7088, decode.d7.loss_cls: 0.2373, decode.d7.loss_mask: 0.4692, decode.d7.loss_dice: 0.7095, decode.d8.loss_cls: 0.2386, decode.d8.loss_mask: 0.4677, decode.d8.loss_dice: 0.7070, loss: 15.5365, grad_norm: 67.0583 +2023-11-07 04:02:58,693 - mmseg - INFO - Iter [104750/160000] lr: 3.453e-05, eta: 7:18:17, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2571, decode.loss_mask: 0.4806, decode.loss_dice: 0.7241, decode.d0.loss_cls: 1.2462, decode.d0.loss_mask: 0.5271, decode.d0.loss_dice: 0.8049, decode.d1.loss_cls: 0.3329, decode.d1.loss_mask: 0.5085, decode.d1.loss_dice: 0.7705, decode.d2.loss_cls: 0.3027, decode.d2.loss_mask: 0.4948, decode.d2.loss_dice: 0.7479, decode.d3.loss_cls: 0.2798, decode.d3.loss_mask: 0.4879, decode.d3.loss_dice: 0.7308, decode.d4.loss_cls: 0.2712, decode.d4.loss_mask: 0.4836, decode.d4.loss_dice: 0.7295, decode.d5.loss_cls: 0.2630, decode.d5.loss_mask: 0.4840, decode.d5.loss_dice: 0.7279, decode.d6.loss_cls: 0.2592, decode.d6.loss_mask: 0.4834, decode.d6.loss_dice: 0.7245, decode.d7.loss_cls: 0.2573, decode.d7.loss_mask: 0.4826, decode.d7.loss_dice: 0.7256, decode.d8.loss_cls: 0.2581, decode.d8.loss_mask: 0.4813, decode.d8.loss_dice: 0.7239, loss: 16.0509, grad_norm: 64.7298 +2023-11-07 04:03:21,247 - mmseg - INFO - Iter [104800/160000] lr: 3.450e-05, eta: 7:17:53, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2146, decode.loss_mask: 0.4918, decode.loss_dice: 0.7291, decode.d0.loss_cls: 1.2025, decode.d0.loss_mask: 0.5306, decode.d0.loss_dice: 0.7998, decode.d1.loss_cls: 0.3083, decode.d1.loss_mask: 0.5132, decode.d1.loss_dice: 0.7840, decode.d2.loss_cls: 0.2673, decode.d2.loss_mask: 0.5005, decode.d2.loss_dice: 0.7578, decode.d3.loss_cls: 0.2449, decode.d3.loss_mask: 0.4947, decode.d3.loss_dice: 0.7417, decode.d4.loss_cls: 0.2276, decode.d4.loss_mask: 0.4953, decode.d4.loss_dice: 0.7414, decode.d5.loss_cls: 0.2260, decode.d5.loss_mask: 0.4939, decode.d5.loss_dice: 0.7356, decode.d6.loss_cls: 0.2207, decode.d6.loss_mask: 0.4921, decode.d6.loss_dice: 0.7347, decode.d7.loss_cls: 0.2163, decode.d7.loss_mask: 0.4932, decode.d7.loss_dice: 0.7331, decode.d8.loss_cls: 0.2200, decode.d8.loss_mask: 0.4933, decode.d8.loss_dice: 0.7335, loss: 15.8377, grad_norm: 63.5439 +2023-11-07 04:03:46,269 - mmseg - INFO - Iter [104850/160000] lr: 3.447e-05, eta: 7:17:30, time: 0.500, data_time: 0.058, memory: 39436, decode.loss_cls: 0.2248, decode.loss_mask: 0.4901, decode.loss_dice: 0.7245, decode.d0.loss_cls: 1.2288, decode.d0.loss_mask: 0.5319, decode.d0.loss_dice: 0.8010, decode.d1.loss_cls: 0.3153, decode.d1.loss_mask: 0.5078, decode.d1.loss_dice: 0.7741, decode.d2.loss_cls: 0.2745, decode.d2.loss_mask: 0.5010, decode.d2.loss_dice: 0.7495, decode.d3.loss_cls: 0.2471, decode.d3.loss_mask: 0.4971, decode.d3.loss_dice: 0.7330, decode.d4.loss_cls: 0.2437, decode.d4.loss_mask: 0.4938, decode.d4.loss_dice: 0.7367, decode.d5.loss_cls: 0.2335, decode.d5.loss_mask: 0.4917, decode.d5.loss_dice: 0.7317, decode.d6.loss_cls: 0.2327, decode.d6.loss_mask: 0.4925, decode.d6.loss_dice: 0.7288, decode.d7.loss_cls: 0.2250, decode.d7.loss_mask: 0.4917, decode.d7.loss_dice: 0.7273, decode.d8.loss_cls: 0.2237, decode.d8.loss_mask: 0.4929, decode.d8.loss_dice: 0.7284, loss: 15.8745, grad_norm: 62.4192 +2023-11-07 04:04:08,788 - mmseg - INFO - Iter [104900/160000] lr: 3.444e-05, eta: 7:17:05, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2084, decode.loss_mask: 0.4900, decode.loss_dice: 0.7007, decode.d0.loss_cls: 1.2265, decode.d0.loss_mask: 0.5330, decode.d0.loss_dice: 0.7797, decode.d1.loss_cls: 0.2975, decode.d1.loss_mask: 0.5060, decode.d1.loss_dice: 0.7460, decode.d2.loss_cls: 0.2542, decode.d2.loss_mask: 0.4961, decode.d2.loss_dice: 0.7206, decode.d3.loss_cls: 0.2348, decode.d3.loss_mask: 0.4914, decode.d3.loss_dice: 0.7063, decode.d4.loss_cls: 0.2285, decode.d4.loss_mask: 0.4902, decode.d4.loss_dice: 0.7063, decode.d5.loss_cls: 0.2204, decode.d5.loss_mask: 0.4906, decode.d5.loss_dice: 0.7057, decode.d6.loss_cls: 0.2168, decode.d6.loss_mask: 0.4904, decode.d6.loss_dice: 0.7032, decode.d7.loss_cls: 0.2069, decode.d7.loss_mask: 0.4890, decode.d7.loss_dice: 0.7040, decode.d8.loss_cls: 0.2108, decode.d8.loss_mask: 0.4877, decode.d8.loss_dice: 0.7021, loss: 15.4439, grad_norm: 64.2846 +2023-11-07 04:04:31,266 - mmseg - INFO - Iter [104950/160000] lr: 3.441e-05, eta: 7:16:41, time: 0.450, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2128, decode.loss_mask: 0.4861, decode.loss_dice: 0.7184, decode.d0.loss_cls: 1.2044, decode.d0.loss_mask: 0.5269, decode.d0.loss_dice: 0.8034, decode.d1.loss_cls: 0.2929, decode.d1.loss_mask: 0.5090, decode.d1.loss_dice: 0.7661, decode.d2.loss_cls: 0.2539, decode.d2.loss_mask: 0.4998, decode.d2.loss_dice: 0.7435, decode.d3.loss_cls: 0.2409, decode.d3.loss_mask: 0.4908, decode.d3.loss_dice: 0.7248, decode.d4.loss_cls: 0.2286, decode.d4.loss_mask: 0.4901, decode.d4.loss_dice: 0.7242, decode.d5.loss_cls: 0.2180, decode.d5.loss_mask: 0.4887, decode.d5.loss_dice: 0.7228, decode.d6.loss_cls: 0.2135, decode.d6.loss_mask: 0.4885, decode.d6.loss_dice: 0.7204, decode.d7.loss_cls: 0.2174, decode.d7.loss_mask: 0.4869, decode.d7.loss_dice: 0.7193, decode.d8.loss_cls: 0.2118, decode.d8.loss_mask: 0.4869, decode.d8.loss_dice: 0.7192, loss: 15.6103, grad_norm: 68.9139 +2023-11-07 04:04:53,944 - mmseg - INFO - Saving checkpoint at 105000 iterations +2023-11-07 04:04:56,347 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 04:04:56,348 - mmseg - INFO - Iter [105000/160000] lr: 3.438e-05, eta: 7:16:18, time: 0.502, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2188, decode.loss_mask: 0.4668, decode.loss_dice: 0.7262, decode.d0.loss_cls: 1.2026, decode.d0.loss_mask: 0.5015, decode.d0.loss_dice: 0.8047, decode.d1.loss_cls: 0.3139, decode.d1.loss_mask: 0.4819, decode.d1.loss_dice: 0.7696, decode.d2.loss_cls: 0.2700, decode.d2.loss_mask: 0.4719, decode.d2.loss_dice: 0.7539, decode.d3.loss_cls: 0.2465, decode.d3.loss_mask: 0.4669, decode.d3.loss_dice: 0.7313, decode.d4.loss_cls: 0.2395, decode.d4.loss_mask: 0.4673, decode.d4.loss_dice: 0.7331, decode.d5.loss_cls: 0.2364, decode.d5.loss_mask: 0.4657, decode.d5.loss_dice: 0.7308, decode.d6.loss_cls: 0.2297, decode.d6.loss_mask: 0.4667, decode.d6.loss_dice: 0.7274, decode.d7.loss_cls: 0.2245, decode.d7.loss_mask: 0.4671, decode.d7.loss_dice: 0.7297, decode.d8.loss_cls: 0.2239, decode.d8.loss_mask: 0.4666, decode.d8.loss_dice: 0.7303, loss: 15.5649, grad_norm: 61.7765 +2023-11-07 04:05:16,422 - mmseg - INFO - per class results: +2023-11-07 04:05:16,427 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 80.12 | 88.47 | +| building | 82.73 | 92.28 | +| sky | 94.52 | 97.25 | +| floor | 82.85 | 88.98 | +| tree | 74.83 | 88.81 | +| ceiling | 84.27 | 90.1 | +| road | 82.31 | 86.82 | +| bed | 90.47 | 96.31 | +| windowpane | 63.79 | 82.33 | +| grass | 66.11 | 79.06 | +| cabinet | 62.12 | 74.07 | +| sidewalk | 65.88 | 83.36 | +| person | 84.85 | 92.79 | +| earth | 36.26 | 49.75 | +| door | 55.22 | 68.26 | +| table | 67.91 | 81.73 | +| mountain | 62.08 | 76.41 | +| plant | 51.24 | 61.07 | +| curtain | 78.89 | 88.26 | +| chair | 63.16 | 75.84 | +| car | 86.43 | 94.01 | +| water | 50.07 | 60.95 | +| painting | 72.84 | 86.67 | +| sofa | 65.12 | 81.82 | +| shelf | 38.28 | 54.5 | +| house | 32.99 | 47.3 | +| sea | 53.2 | 90.09 | +| mirror | 72.36 | 81.87 | +| rug | 63.24 | 78.14 | +| field | 37.16 | 72.71 | +| armchair | 43.17 | 64.02 | +| seat | 59.64 | 82.62 | +| fence | 45.3 | 63.52 | +| desk | 51.5 | 76.8 | +| rock | 47.55 | 69.06 | +| wardrobe | 42.14 | 67.18 | +| lamp | 70.87 | 83.57 | +| bathtub | 82.98 | 88.32 | +| railing | 34.69 | 49.65 | +| cushion | 59.04 | 72.35 | +| base | 35.2 | 61.1 | +| box | 26.49 | 38.13 | +| column | 56.38 | 64.74 | +| signboard | 38.13 | 54.79 | +| chest of drawers | 47.58 | 72.83 | +| counter | 26.61 | 36.48 | +| sand | 44.73 | 63.49 | +| sink | 77.18 | 85.08 | +| skyscraper | 33.56 | 43.68 | +| fireplace | 76.14 | 90.72 | +| refrigerator | 80.22 | 90.49 | +| grandstand | 44.61 | 74.53 | +| path | 24.08 | 37.11 | +| stairs | 31.63 | 36.44 | +| runway | 73.53 | 95.56 | +| case | 43.48 | 62.34 | +| pool table | 94.94 | 97.88 | +| pillow | 58.58 | 68.74 | +| screen door | 69.2 | 79.25 | +| stairway | 29.49 | 49.47 | +| river | 9.29 | 11.6 | +| bridge | 79.27 | 89.53 | +| bookcase | 35.4 | 61.72 | +| blind | 41.39 | 46.98 | +| coffee table | 67.9 | 86.29 | +| toilet | 88.44 | 91.11 | +| flower | 35.73 | 58.88 | +| book | 51.42 | 71.25 | +| hill | 11.73 | 23.61 | +| bench | 36.01 | 47.69 | +| countertop | 63.24 | 75.76 | +| stove | 79.52 | 85.35 | +| palm | 52.97 | 77.13 | +| kitchen island | 44.59 | 86.59 | +| computer | 70.42 | 76.5 | +| swivel chair | 54.54 | 79.19 | +| boat | 35.23 | 53.68 | +| bar | 51.26 | 64.95 | +| arcade machine | 71.61 | 78.2 | +| hovel | 34.0 | 48.9 | +| bus | 90.04 | 95.74 | +| towel | 67.08 | 77.21 | +| light | 63.17 | 76.91 | +| truck | 40.01 | 52.04 | +| tower | 20.6 | 36.32 | +| chandelier | 66.33 | 78.39 | +| awning | 29.9 | 43.86 | +| streetlight | 38.58 | 54.13 | +| booth | 44.92 | 48.35 | +| television receiver | 69.26 | 84.91 | +| airplane | 58.9 | 76.03 | +| dirt track | 8.1 | 56.1 | +| apparel | 39.33 | 70.29 | +| pole | 29.54 | 47.9 | +| land | 0.79 | 1.48 | +| bannister | 20.28 | 29.91 | +| escalator | 29.07 | 31.11 | +| ottoman | 44.26 | 64.05 | +| bottle | 26.09 | 32.77 | +| buffet | 40.96 | 53.77 | +| poster | 26.94 | 42.21 | +| stage | 13.4 | 32.85 | +| van | 46.48 | 69.22 | +| ship | 49.0 | 70.56 | +| fountain | 21.06 | 21.74 | +| conveyer belt | 56.47 | 69.91 | +| canopy | 25.41 | 36.78 | +| washer | 71.14 | 74.22 | +| plaything | 22.06 | 41.97 | +| swimming pool | 53.23 | 67.42 | +| stool | 45.68 | 71.87 | +| barrel | 66.19 | 74.81 | +| basket | 46.76 | 61.88 | +| waterfall | 48.98 | 64.32 | +| tent | 79.41 | 98.39 | +| bag | 23.82 | 30.3 | +| minibike | 74.56 | 89.54 | +| cradle | 76.82 | 97.73 | +| oven | 32.2 | 63.07 | +| ball | 13.91 | 18.2 | +| food | 64.75 | 71.1 | +| step | 24.97 | 42.73 | +| tank | 43.93 | 51.91 | +| trade name | 26.19 | 32.86 | +| microwave | 63.39 | 69.46 | +| pot | 54.76 | 63.41 | +| animal | 70.05 | 72.69 | +| bicycle | 61.12 | 81.54 | +| lake | 47.53 | 69.41 | +| dishwasher | 72.02 | 82.85 | +| screen | 64.93 | 88.15 | +| blanket | 12.43 | 16.22 | +| sculpture | 66.9 | 85.07 | +| hood | 88.06 | 94.57 | +| sconce | 51.98 | 68.76 | +| vase | 50.58 | 69.15 | +| traffic light | 39.64 | 69.56 | +| tray | 22.05 | 30.58 | +| ashcan | 48.4 | 72.58 | +| fan | 70.57 | 84.85 | +| pier | 15.0 | 17.37 | +| crt screen | 4.96 | 14.47 | +| plate | 59.99 | 76.38 | +| monitor | 2.93 | 4.8 | +| bulletin board | 39.29 | 59.32 | +| shower | 3.3 | 23.38 | +| radiator | 60.25 | 66.3 | +| glass | 21.74 | 24.49 | +| clock | 56.54 | 70.55 | +| flag | 45.05 | 54.8 | ++---------------------+-------+-------+ +2023-11-07 04:05:16,427 - mmseg - INFO - Summary: +2023-11-07 04:05:16,427 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 83.58 | 50.92 | 65.08 | ++-------+-------+-------+ +2023-11-07 04:05:16,428 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 04:05:16,428 - mmseg - INFO - Iter(val) [250] aAcc: 0.8358, mIoU: 0.5092, mAcc: 0.6508, IoU.wall: 0.8012, IoU.building: 0.8273, IoU.sky: 0.9452, IoU.floor: 0.8285, IoU.tree: 0.7483, IoU.ceiling: 0.8427, IoU.road: 0.8231, IoU.bed : 0.9047, IoU.windowpane: 0.6379, IoU.grass: 0.6611, IoU.cabinet: 0.6212, IoU.sidewalk: 0.6588, IoU.person: 0.8485, IoU.earth: 0.3626, IoU.door: 0.5522, IoU.table: 0.6791, IoU.mountain: 0.6208, IoU.plant: 0.5124, IoU.curtain: 0.7889, IoU.chair: 0.6316, IoU.car: 0.8643, IoU.water: 0.5007, IoU.painting: 0.7284, IoU.sofa: 0.6512, IoU.shelf: 0.3828, IoU.house: 0.3299, IoU.sea: 0.5320, IoU.mirror: 0.7236, IoU.rug: 0.6324, IoU.field: 0.3716, IoU.armchair: 0.4317, IoU.seat: 0.5964, IoU.fence: 0.4530, IoU.desk: 0.5150, IoU.rock: 0.4755, IoU.wardrobe: 0.4214, IoU.lamp: 0.7087, IoU.bathtub: 0.8298, IoU.railing: 0.3469, IoU.cushion: 0.5904, IoU.base: 0.3520, IoU.box: 0.2649, IoU.column: 0.5638, IoU.signboard: 0.3813, IoU.chest of drawers: 0.4758, IoU.counter: 0.2661, IoU.sand: 0.4473, IoU.sink: 0.7718, IoU.skyscraper: 0.3356, IoU.fireplace: 0.7614, IoU.refrigerator: 0.8022, IoU.grandstand: 0.4461, IoU.path: 0.2408, IoU.stairs: 0.3163, IoU.runway: 0.7353, IoU.case: 0.4348, IoU.pool table: 0.9494, IoU.pillow: 0.5858, IoU.screen door: 0.6920, IoU.stairway: 0.2949, IoU.river: 0.0929, IoU.bridge: 0.7927, IoU.bookcase: 0.3540, IoU.blind: 0.4139, IoU.coffee table: 0.6790, IoU.toilet: 0.8844, IoU.flower: 0.3573, IoU.book: 0.5142, IoU.hill: 0.1173, IoU.bench: 0.3601, IoU.countertop: 0.6324, IoU.stove: 0.7952, IoU.palm: 0.5297, IoU.kitchen island: 0.4459, IoU.computer: 0.7042, IoU.swivel chair: 0.5454, IoU.boat: 0.3523, IoU.bar: 0.5126, IoU.arcade machine: 0.7161, IoU.hovel: 0.3400, IoU.bus: 0.9004, IoU.towel: 0.6708, IoU.light: 0.6317, IoU.truck: 0.4001, IoU.tower: 0.2060, IoU.chandelier: 0.6633, IoU.awning: 0.2990, IoU.streetlight: 0.3858, IoU.booth: 0.4492, IoU.television receiver: 0.6926, IoU.airplane: 0.5890, IoU.dirt track: 0.0810, IoU.apparel: 0.3933, IoU.pole: 0.2954, IoU.land: 0.0079, IoU.bannister: 0.2028, IoU.escalator: 0.2907, IoU.ottoman: 0.4426, IoU.bottle: 0.2609, IoU.buffet: 0.4096, IoU.poster: 0.2694, IoU.stage: 0.1340, IoU.van: 0.4648, IoU.ship: 0.4900, IoU.fountain: 0.2106, IoU.conveyer belt: 0.5647, IoU.canopy: 0.2541, IoU.washer: 0.7114, IoU.plaything: 0.2206, IoU.swimming pool: 0.5323, IoU.stool: 0.4568, IoU.barrel: 0.6619, IoU.basket: 0.4676, IoU.waterfall: 0.4898, IoU.tent: 0.7941, IoU.bag: 0.2382, IoU.minibike: 0.7456, IoU.cradle: 0.7682, IoU.oven: 0.3220, IoU.ball: 0.1391, IoU.food: 0.6475, IoU.step: 0.2497, IoU.tank: 0.4393, IoU.trade name: 0.2619, IoU.microwave: 0.6339, IoU.pot: 0.5476, IoU.animal: 0.7005, IoU.bicycle: 0.6112, IoU.lake: 0.4753, IoU.dishwasher: 0.7202, IoU.screen: 0.6493, IoU.blanket: 0.1243, IoU.sculpture: 0.6690, IoU.hood: 0.8806, IoU.sconce: 0.5198, IoU.vase: 0.5058, IoU.traffic light: 0.3964, IoU.tray: 0.2205, IoU.ashcan: 0.4840, IoU.fan: 0.7057, IoU.pier: 0.1500, IoU.crt screen: 0.0496, IoU.plate: 0.5999, IoU.monitor: 0.0293, IoU.bulletin board: 0.3929, IoU.shower: 0.0330, IoU.radiator: 0.6025, IoU.glass: 0.2174, IoU.clock: 0.5654, IoU.flag: 0.4505, Acc.wall: 0.8847, Acc.building: 0.9228, Acc.sky: 0.9725, Acc.floor: 0.8898, Acc.tree: 0.8881, Acc.ceiling: 0.9010, Acc.road: 0.8682, Acc.bed : 0.9631, Acc.windowpane: 0.8233, Acc.grass: 0.7906, Acc.cabinet: 0.7407, Acc.sidewalk: 0.8336, Acc.person: 0.9279, Acc.earth: 0.4975, Acc.door: 0.6826, Acc.table: 0.8173, Acc.mountain: 0.7641, Acc.plant: 0.6107, Acc.curtain: 0.8826, Acc.chair: 0.7584, Acc.car: 0.9401, Acc.water: 0.6095, Acc.painting: 0.8667, Acc.sofa: 0.8182, Acc.shelf: 0.5450, Acc.house: 0.4730, Acc.sea: 0.9009, Acc.mirror: 0.8187, Acc.rug: 0.7814, Acc.field: 0.7271, Acc.armchair: 0.6402, Acc.seat: 0.8262, Acc.fence: 0.6352, Acc.desk: 0.7680, Acc.rock: 0.6906, Acc.wardrobe: 0.6718, Acc.lamp: 0.8357, Acc.bathtub: 0.8832, Acc.railing: 0.4965, Acc.cushion: 0.7235, Acc.base: 0.6110, Acc.box: 0.3813, Acc.column: 0.6474, Acc.signboard: 0.5479, Acc.chest of drawers: 0.7283, Acc.counter: 0.3648, Acc.sand: 0.6349, Acc.sink: 0.8508, Acc.skyscraper: 0.4368, Acc.fireplace: 0.9072, Acc.refrigerator: 0.9049, Acc.grandstand: 0.7453, Acc.path: 0.3711, Acc.stairs: 0.3644, Acc.runway: 0.9556, Acc.case: 0.6234, Acc.pool table: 0.9788, Acc.pillow: 0.6874, Acc.screen door: 0.7925, Acc.stairway: 0.4947, Acc.river: 0.1160, Acc.bridge: 0.8953, Acc.bookcase: 0.6172, Acc.blind: 0.4698, Acc.coffee table: 0.8629, Acc.toilet: 0.9111, Acc.flower: 0.5888, Acc.book: 0.7125, Acc.hill: 0.2361, Acc.bench: 0.4769, Acc.countertop: 0.7576, Acc.stove: 0.8535, Acc.palm: 0.7713, Acc.kitchen island: 0.8659, Acc.computer: 0.7650, Acc.swivel chair: 0.7919, Acc.boat: 0.5368, Acc.bar: 0.6495, Acc.arcade machine: 0.7820, Acc.hovel: 0.4890, Acc.bus: 0.9574, Acc.towel: 0.7721, Acc.light: 0.7691, Acc.truck: 0.5204, Acc.tower: 0.3632, Acc.chandelier: 0.7839, Acc.awning: 0.4386, Acc.streetlight: 0.5413, Acc.booth: 0.4835, Acc.television receiver: 0.8491, Acc.airplane: 0.7603, Acc.dirt track: 0.5610, Acc.apparel: 0.7029, Acc.pole: 0.4790, Acc.land: 0.0148, Acc.bannister: 0.2991, Acc.escalator: 0.3111, Acc.ottoman: 0.6405, Acc.bottle: 0.3277, Acc.buffet: 0.5377, Acc.poster: 0.4221, Acc.stage: 0.3285, Acc.van: 0.6922, Acc.ship: 0.7056, Acc.fountain: 0.2174, Acc.conveyer belt: 0.6991, Acc.canopy: 0.3678, Acc.washer: 0.7422, Acc.plaything: 0.4197, Acc.swimming pool: 0.6742, Acc.stool: 0.7187, Acc.barrel: 0.7481, Acc.basket: 0.6188, Acc.waterfall: 0.6432, Acc.tent: 0.9839, Acc.bag: 0.3030, Acc.minibike: 0.8954, Acc.cradle: 0.9773, Acc.oven: 0.6307, Acc.ball: 0.1820, Acc.food: 0.7110, Acc.step: 0.4273, Acc.tank: 0.5191, Acc.trade name: 0.3286, Acc.microwave: 0.6946, Acc.pot: 0.6341, Acc.animal: 0.7269, Acc.bicycle: 0.8154, Acc.lake: 0.6941, Acc.dishwasher: 0.8285, Acc.screen: 0.8815, Acc.blanket: 0.1622, Acc.sculpture: 0.8507, Acc.hood: 0.9457, Acc.sconce: 0.6876, Acc.vase: 0.6915, Acc.traffic light: 0.6956, Acc.tray: 0.3058, Acc.ashcan: 0.7258, Acc.fan: 0.8485, Acc.pier: 0.1737, Acc.crt screen: 0.1447, Acc.plate: 0.7638, Acc.monitor: 0.0480, Acc.bulletin board: 0.5932, Acc.shower: 0.2338, Acc.radiator: 0.6630, Acc.glass: 0.2449, Acc.clock: 0.7055, Acc.flag: 0.5480 +2023-11-07 04:05:38,995 - mmseg - INFO - Iter [105050/160000] lr: 3.434e-05, eta: 7:16:04, time: 0.853, data_time: 0.415, memory: 39436, decode.loss_cls: 0.2192, decode.loss_mask: 0.4737, decode.loss_dice: 0.7144, decode.d0.loss_cls: 1.1929, decode.d0.loss_mask: 0.5132, decode.d0.loss_dice: 0.7898, decode.d1.loss_cls: 0.3066, decode.d1.loss_mask: 0.4945, decode.d1.loss_dice: 0.7589, decode.d2.loss_cls: 0.2607, decode.d2.loss_mask: 0.4824, decode.d2.loss_dice: 0.7306, decode.d3.loss_cls: 0.2444, decode.d3.loss_mask: 0.4769, decode.d3.loss_dice: 0.7185, decode.d4.loss_cls: 0.2322, decode.d4.loss_mask: 0.4767, decode.d4.loss_dice: 0.7179, decode.d5.loss_cls: 0.2246, decode.d5.loss_mask: 0.4781, decode.d5.loss_dice: 0.7157, decode.d6.loss_cls: 0.2224, decode.d6.loss_mask: 0.4746, decode.d6.loss_dice: 0.7116, decode.d7.loss_cls: 0.2176, decode.d7.loss_mask: 0.4748, decode.d7.loss_dice: 0.7141, decode.d8.loss_cls: 0.2174, decode.d8.loss_mask: 0.4733, decode.d8.loss_dice: 0.7156, loss: 15.4432, grad_norm: 66.1092 +2023-11-07 04:06:01,666 - mmseg - INFO - Iter [105100/160000] lr: 3.431e-05, eta: 7:15:39, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2353, decode.loss_mask: 0.4936, decode.loss_dice: 0.7155, decode.d0.loss_cls: 1.2397, decode.d0.loss_mask: 0.5348, decode.d0.loss_dice: 0.7896, decode.d1.loss_cls: 0.3205, decode.d1.loss_mask: 0.5158, decode.d1.loss_dice: 0.7633, decode.d2.loss_cls: 0.2853, decode.d2.loss_mask: 0.5034, decode.d2.loss_dice: 0.7393, decode.d3.loss_cls: 0.2681, decode.d3.loss_mask: 0.4973, decode.d3.loss_dice: 0.7256, decode.d4.loss_cls: 0.2525, decode.d4.loss_mask: 0.4941, decode.d4.loss_dice: 0.7244, decode.d5.loss_cls: 0.2427, decode.d5.loss_mask: 0.4948, decode.d5.loss_dice: 0.7177, decode.d6.loss_cls: 0.2444, decode.d6.loss_mask: 0.4922, decode.d6.loss_dice: 0.7189, decode.d7.loss_cls: 0.2404, decode.d7.loss_mask: 0.4931, decode.d7.loss_dice: 0.7137, decode.d8.loss_cls: 0.2405, decode.d8.loss_mask: 0.4925, decode.d8.loss_dice: 0.7189, loss: 15.9081, grad_norm: 72.5330 +2023-11-07 04:06:24,322 - mmseg - INFO - Iter [105150/160000] lr: 3.428e-05, eta: 7:15:15, time: 0.453, data_time: 0.011, memory: 39436, decode.loss_cls: 0.2270, decode.loss_mask: 0.4938, decode.loss_dice: 0.7172, decode.d0.loss_cls: 1.2223, decode.d0.loss_mask: 0.5258, decode.d0.loss_dice: 0.7941, decode.d1.loss_cls: 0.3155, decode.d1.loss_mask: 0.5107, decode.d1.loss_dice: 0.7601, decode.d2.loss_cls: 0.2765, decode.d2.loss_mask: 0.4995, decode.d2.loss_dice: 0.7339, decode.d3.loss_cls: 0.2618, decode.d3.loss_mask: 0.4945, decode.d3.loss_dice: 0.7240, decode.d4.loss_cls: 0.2437, decode.d4.loss_mask: 0.4942, decode.d4.loss_dice: 0.7171, decode.d5.loss_cls: 0.2347, decode.d5.loss_mask: 0.4934, decode.d5.loss_dice: 0.7153, decode.d6.loss_cls: 0.2337, decode.d6.loss_mask: 0.4937, decode.d6.loss_dice: 0.7104, decode.d7.loss_cls: 0.2298, decode.d7.loss_mask: 0.4960, decode.d7.loss_dice: 0.7152, decode.d8.loss_cls: 0.2317, decode.d8.loss_mask: 0.4922, decode.d8.loss_dice: 0.7132, loss: 15.7710, grad_norm: 59.2849 +2023-11-07 04:06:46,981 - mmseg - INFO - Iter [105200/160000] lr: 3.425e-05, eta: 7:14:51, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2264, decode.loss_mask: 0.4834, decode.loss_dice: 0.7294, decode.d0.loss_cls: 1.2173, decode.d0.loss_mask: 0.5230, decode.d0.loss_dice: 0.8130, decode.d1.loss_cls: 0.3192, decode.d1.loss_mask: 0.5010, decode.d1.loss_dice: 0.7699, decode.d2.loss_cls: 0.2711, decode.d2.loss_mask: 0.4923, decode.d2.loss_dice: 0.7462, decode.d3.loss_cls: 0.2489, decode.d3.loss_mask: 0.4893, decode.d3.loss_dice: 0.7332, decode.d4.loss_cls: 0.2360, decode.d4.loss_mask: 0.4891, decode.d4.loss_dice: 0.7287, decode.d5.loss_cls: 0.2369, decode.d5.loss_mask: 0.4866, decode.d5.loss_dice: 0.7290, decode.d6.loss_cls: 0.2309, decode.d6.loss_mask: 0.4850, decode.d6.loss_dice: 0.7269, decode.d7.loss_cls: 0.2336, decode.d7.loss_mask: 0.4835, decode.d7.loss_dice: 0.7230, decode.d8.loss_cls: 0.2308, decode.d8.loss_mask: 0.4834, decode.d8.loss_dice: 0.7292, loss: 15.7963, grad_norm: 66.8116 +2023-11-07 04:07:09,731 - mmseg - INFO - Iter [105250/160000] lr: 3.422e-05, eta: 7:14:26, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2465, decode.loss_mask: 0.4765, decode.loss_dice: 0.7363, decode.d0.loss_cls: 1.2921, decode.d0.loss_mask: 0.5156, decode.d0.loss_dice: 0.8212, decode.d1.loss_cls: 0.3440, decode.d1.loss_mask: 0.4971, decode.d1.loss_dice: 0.7833, decode.d2.loss_cls: 0.2938, decode.d2.loss_mask: 0.4873, decode.d2.loss_dice: 0.7553, decode.d3.loss_cls: 0.2704, decode.d3.loss_mask: 0.4805, decode.d3.loss_dice: 0.7438, decode.d4.loss_cls: 0.2621, decode.d4.loss_mask: 0.4816, decode.d4.loss_dice: 0.7449, decode.d5.loss_cls: 0.2551, decode.d5.loss_mask: 0.4803, decode.d5.loss_dice: 0.7437, decode.d6.loss_cls: 0.2485, decode.d6.loss_mask: 0.4802, decode.d6.loss_dice: 0.7361, decode.d7.loss_cls: 0.2477, decode.d7.loss_mask: 0.4792, decode.d7.loss_dice: 0.7330, decode.d8.loss_cls: 0.2487, decode.d8.loss_mask: 0.4778, decode.d8.loss_dice: 0.7387, loss: 16.1013, grad_norm: 63.5666 +2023-11-07 04:07:32,498 - mmseg - INFO - Iter [105300/160000] lr: 3.419e-05, eta: 7:14:02, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2152, decode.loss_mask: 0.4655, decode.loss_dice: 0.7089, decode.d0.loss_cls: 1.2345, decode.d0.loss_mask: 0.5068, decode.d0.loss_dice: 0.7872, decode.d1.loss_cls: 0.3091, decode.d1.loss_mask: 0.4849, decode.d1.loss_dice: 0.7549, decode.d2.loss_cls: 0.2562, decode.d2.loss_mask: 0.4752, decode.d2.loss_dice: 0.7297, decode.d3.loss_cls: 0.2525, decode.d3.loss_mask: 0.4711, decode.d3.loss_dice: 0.7129, decode.d4.loss_cls: 0.2375, decode.d4.loss_mask: 0.4692, decode.d4.loss_dice: 0.7135, decode.d5.loss_cls: 0.2277, decode.d5.loss_mask: 0.4688, decode.d5.loss_dice: 0.7142, decode.d6.loss_cls: 0.2298, decode.d6.loss_mask: 0.4686, decode.d6.loss_dice: 0.7143, decode.d7.loss_cls: 0.2185, decode.d7.loss_mask: 0.4683, decode.d7.loss_dice: 0.7105, decode.d8.loss_cls: 0.2181, decode.d8.loss_mask: 0.4690, decode.d8.loss_dice: 0.7108, loss: 15.4032, grad_norm: 61.5593 +2023-11-07 04:07:55,233 - mmseg - INFO - Iter [105350/160000] lr: 3.416e-05, eta: 7:13:37, time: 0.455, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2327, decode.loss_mask: 0.4736, decode.loss_dice: 0.7307, decode.d0.loss_cls: 1.2231, decode.d0.loss_mask: 0.5035, decode.d0.loss_dice: 0.8099, decode.d1.loss_cls: 0.3232, decode.d1.loss_mask: 0.4885, decode.d1.loss_dice: 0.7683, decode.d2.loss_cls: 0.2890, decode.d2.loss_mask: 0.4773, decode.d2.loss_dice: 0.7492, decode.d3.loss_cls: 0.2642, decode.d3.loss_mask: 0.4756, decode.d3.loss_dice: 0.7339, decode.d4.loss_cls: 0.2497, decode.d4.loss_mask: 0.4748, decode.d4.loss_dice: 0.7344, decode.d5.loss_cls: 0.2436, decode.d5.loss_mask: 0.4720, decode.d5.loss_dice: 0.7341, decode.d6.loss_cls: 0.2426, decode.d6.loss_mask: 0.4731, decode.d6.loss_dice: 0.7285, decode.d7.loss_cls: 0.2363, decode.d7.loss_mask: 0.4735, decode.d7.loss_dice: 0.7311, decode.d8.loss_cls: 0.2307, decode.d8.loss_mask: 0.4720, decode.d8.loss_dice: 0.7330, loss: 15.7720, grad_norm: 69.5102 +2023-11-07 04:08:17,814 - mmseg - INFO - Iter [105400/160000] lr: 3.413e-05, eta: 7:13:13, time: 0.452, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2141, decode.loss_mask: 0.4812, decode.loss_dice: 0.7025, decode.d0.loss_cls: 1.1896, decode.d0.loss_mask: 0.5180, decode.d0.loss_dice: 0.7751, decode.d1.loss_cls: 0.3016, decode.d1.loss_mask: 0.4977, decode.d1.loss_dice: 0.7409, decode.d2.loss_cls: 0.2580, decode.d2.loss_mask: 0.4898, decode.d2.loss_dice: 0.7247, decode.d3.loss_cls: 0.2435, decode.d3.loss_mask: 0.4839, decode.d3.loss_dice: 0.7106, decode.d4.loss_cls: 0.2319, decode.d4.loss_mask: 0.4837, decode.d4.loss_dice: 0.7092, decode.d5.loss_cls: 0.2217, decode.d5.loss_mask: 0.4825, decode.d5.loss_dice: 0.7092, decode.d6.loss_cls: 0.2200, decode.d6.loss_mask: 0.4816, decode.d6.loss_dice: 0.7012, decode.d7.loss_cls: 0.2111, decode.d7.loss_mask: 0.4829, decode.d7.loss_dice: 0.7044, decode.d8.loss_cls: 0.2132, decode.d8.loss_mask: 0.4809, decode.d8.loss_dice: 0.7017, loss: 15.3663, grad_norm: 65.6859 +2023-11-07 04:08:40,446 - mmseg - INFO - Iter [105450/160000] lr: 3.409e-05, eta: 7:12:49, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2333, decode.loss_mask: 0.4966, decode.loss_dice: 0.7302, decode.d0.loss_cls: 1.2230, decode.d0.loss_mask: 0.5355, decode.d0.loss_dice: 0.8106, decode.d1.loss_cls: 0.3118, decode.d1.loss_mask: 0.5127, decode.d1.loss_dice: 0.7822, decode.d2.loss_cls: 0.2738, decode.d2.loss_mask: 0.5021, decode.d2.loss_dice: 0.7520, decode.d3.loss_cls: 0.2582, decode.d3.loss_mask: 0.4999, decode.d3.loss_dice: 0.7312, decode.d4.loss_cls: 0.2455, decode.d4.loss_mask: 0.4995, decode.d4.loss_dice: 0.7349, decode.d5.loss_cls: 0.2415, decode.d5.loss_mask: 0.4999, decode.d5.loss_dice: 0.7341, decode.d6.loss_cls: 0.2422, decode.d6.loss_mask: 0.4969, decode.d6.loss_dice: 0.7312, decode.d7.loss_cls: 0.2372, decode.d7.loss_mask: 0.4971, decode.d7.loss_dice: 0.7329, decode.d8.loss_cls: 0.2331, decode.d8.loss_mask: 0.4966, decode.d8.loss_dice: 0.7300, loss: 16.0059, grad_norm: 67.2533 +2023-11-07 04:09:03,015 - mmseg - INFO - Iter [105500/160000] lr: 3.406e-05, eta: 7:12:24, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2226, decode.loss_mask: 0.4703, decode.loss_dice: 0.7129, decode.d0.loss_cls: 1.2351, decode.d0.loss_mask: 0.5148, decode.d0.loss_dice: 0.7944, decode.d1.loss_cls: 0.3165, decode.d1.loss_mask: 0.4894, decode.d1.loss_dice: 0.7571, decode.d2.loss_cls: 0.2780, decode.d2.loss_mask: 0.4805, decode.d2.loss_dice: 0.7308, decode.d3.loss_cls: 0.2588, decode.d3.loss_mask: 0.4743, decode.d3.loss_dice: 0.7147, decode.d4.loss_cls: 0.2471, decode.d4.loss_mask: 0.4730, decode.d4.loss_dice: 0.7138, decode.d5.loss_cls: 0.2383, decode.d5.loss_mask: 0.4724, decode.d5.loss_dice: 0.7156, decode.d6.loss_cls: 0.2295, decode.d6.loss_mask: 0.4705, decode.d6.loss_dice: 0.7113, decode.d7.loss_cls: 0.2210, decode.d7.loss_mask: 0.4708, decode.d7.loss_dice: 0.7143, decode.d8.loss_cls: 0.2194, decode.d8.loss_mask: 0.4702, decode.d8.loss_dice: 0.7148, loss: 15.5320, grad_norm: 62.4597 +2023-11-07 04:09:25,808 - mmseg - INFO - Iter [105550/160000] lr: 3.403e-05, eta: 7:12:00, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2221, decode.loss_mask: 0.4807, decode.loss_dice: 0.7246, decode.d0.loss_cls: 1.2128, decode.d0.loss_mask: 0.5208, decode.d0.loss_dice: 0.8022, decode.d1.loss_cls: 0.3180, decode.d1.loss_mask: 0.4988, decode.d1.loss_dice: 0.7680, decode.d2.loss_cls: 0.2701, decode.d2.loss_mask: 0.4882, decode.d2.loss_dice: 0.7450, decode.d3.loss_cls: 0.2494, decode.d3.loss_mask: 0.4855, decode.d3.loss_dice: 0.7302, decode.d4.loss_cls: 0.2359, decode.d4.loss_mask: 0.4859, decode.d4.loss_dice: 0.7291, decode.d5.loss_cls: 0.2331, decode.d5.loss_mask: 0.4838, decode.d5.loss_dice: 0.7307, decode.d6.loss_cls: 0.2310, decode.d6.loss_mask: 0.4838, decode.d6.loss_dice: 0.7277, decode.d7.loss_cls: 0.2271, decode.d7.loss_mask: 0.4825, decode.d7.loss_dice: 0.7251, decode.d8.loss_cls: 0.2223, decode.d8.loss_mask: 0.4811, decode.d8.loss_dice: 0.7303, loss: 15.7260, grad_norm: 64.0876 +2023-11-07 04:09:48,383 - mmseg - INFO - Iter [105600/160000] lr: 3.400e-05, eta: 7:11:35, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2110, decode.loss_mask: 0.4780, decode.loss_dice: 0.6944, decode.d0.loss_cls: 1.2219, decode.d0.loss_mask: 0.5176, decode.d0.loss_dice: 0.7733, decode.d1.loss_cls: 0.2962, decode.d1.loss_mask: 0.4976, decode.d1.loss_dice: 0.7352, decode.d2.loss_cls: 0.2535, decode.d2.loss_mask: 0.4862, decode.d2.loss_dice: 0.7112, decode.d3.loss_cls: 0.2399, decode.d3.loss_mask: 0.4816, decode.d3.loss_dice: 0.6961, decode.d4.loss_cls: 0.2303, decode.d4.loss_mask: 0.4810, decode.d4.loss_dice: 0.6975, decode.d5.loss_cls: 0.2258, decode.d5.loss_mask: 0.4792, decode.d5.loss_dice: 0.6956, decode.d6.loss_cls: 0.2152, decode.d6.loss_mask: 0.4823, decode.d6.loss_dice: 0.6969, decode.d7.loss_cls: 0.2172, decode.d7.loss_mask: 0.4793, decode.d7.loss_dice: 0.6929, decode.d8.loss_cls: 0.2105, decode.d8.loss_mask: 0.4783, decode.d8.loss_dice: 0.6943, loss: 15.2700, grad_norm: 65.4476 +2023-11-07 04:10:10,923 - mmseg - INFO - Iter [105650/160000] lr: 3.397e-05, eta: 7:11:11, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2131, decode.loss_mask: 0.4821, decode.loss_dice: 0.7107, decode.d0.loss_cls: 1.2250, decode.d0.loss_mask: 0.5214, decode.d0.loss_dice: 0.7797, decode.d1.loss_cls: 0.3060, decode.d1.loss_mask: 0.4978, decode.d1.loss_dice: 0.7500, decode.d2.loss_cls: 0.2605, decode.d2.loss_mask: 0.4877, decode.d2.loss_dice: 0.7301, decode.d3.loss_cls: 0.2433, decode.d3.loss_mask: 0.4835, decode.d3.loss_dice: 0.7141, decode.d4.loss_cls: 0.2246, decode.d4.loss_mask: 0.4834, decode.d4.loss_dice: 0.7180, decode.d5.loss_cls: 0.2209, decode.d5.loss_mask: 0.4834, decode.d5.loss_dice: 0.7128, decode.d6.loss_cls: 0.2168, decode.d6.loss_mask: 0.4826, decode.d6.loss_dice: 0.7098, decode.d7.loss_cls: 0.2145, decode.d7.loss_mask: 0.4818, decode.d7.loss_dice: 0.7129, decode.d8.loss_cls: 0.2094, decode.d8.loss_mask: 0.4817, decode.d8.loss_dice: 0.7107, loss: 15.4683, grad_norm: 66.6240 +2023-11-07 04:10:33,899 - mmseg - INFO - Iter [105700/160000] lr: 3.394e-05, eta: 7:10:47, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2334, decode.loss_mask: 0.4759, decode.loss_dice: 0.7391, decode.d0.loss_cls: 1.2410, decode.d0.loss_mask: 0.5153, decode.d0.loss_dice: 0.8186, decode.d1.loss_cls: 0.3346, decode.d1.loss_mask: 0.4899, decode.d1.loss_dice: 0.7785, decode.d2.loss_cls: 0.2874, decode.d2.loss_mask: 0.4811, decode.d2.loss_dice: 0.7504, decode.d3.loss_cls: 0.2617, decode.d3.loss_mask: 0.4783, decode.d3.loss_dice: 0.7415, decode.d4.loss_cls: 0.2531, decode.d4.loss_mask: 0.4781, decode.d4.loss_dice: 0.7379, decode.d5.loss_cls: 0.2444, decode.d5.loss_mask: 0.4790, decode.d5.loss_dice: 0.7387, decode.d6.loss_cls: 0.2410, decode.d6.loss_mask: 0.4759, decode.d6.loss_dice: 0.7354, decode.d7.loss_cls: 0.2404, decode.d7.loss_mask: 0.4766, decode.d7.loss_dice: 0.7343, decode.d8.loss_cls: 0.2323, decode.d8.loss_mask: 0.4764, decode.d8.loss_dice: 0.7390, loss: 15.9093, grad_norm: 64.7890 +2023-11-07 04:10:56,576 - mmseg - INFO - Iter [105750/160000] lr: 3.391e-05, eta: 7:10:22, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2273, decode.loss_mask: 0.4845, decode.loss_dice: 0.7179, decode.d0.loss_cls: 1.2110, decode.d0.loss_mask: 0.5285, decode.d0.loss_dice: 0.7985, decode.d1.loss_cls: 0.3114, decode.d1.loss_mask: 0.5013, decode.d1.loss_dice: 0.7628, decode.d2.loss_cls: 0.2719, decode.d2.loss_mask: 0.4927, decode.d2.loss_dice: 0.7354, decode.d3.loss_cls: 0.2492, decode.d3.loss_mask: 0.4852, decode.d3.loss_dice: 0.7248, decode.d4.loss_cls: 0.2403, decode.d4.loss_mask: 0.4851, decode.d4.loss_dice: 0.7267, decode.d5.loss_cls: 0.2389, decode.d5.loss_mask: 0.4837, decode.d5.loss_dice: 0.7202, decode.d6.loss_cls: 0.2348, decode.d6.loss_mask: 0.4835, decode.d6.loss_dice: 0.7185, decode.d7.loss_cls: 0.2300, decode.d7.loss_mask: 0.4813, decode.d7.loss_dice: 0.7151, decode.d8.loss_cls: 0.2316, decode.d8.loss_mask: 0.4846, decode.d8.loss_dice: 0.7207, loss: 15.6974, grad_norm: 70.7884 +2023-11-07 04:11:19,100 - mmseg - INFO - Iter [105800/160000] lr: 3.388e-05, eta: 7:09:58, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2126, decode.loss_mask: 0.4852, decode.loss_dice: 0.7056, decode.d0.loss_cls: 1.2247, decode.d0.loss_mask: 0.5271, decode.d0.loss_dice: 0.7828, decode.d1.loss_cls: 0.3051, decode.d1.loss_mask: 0.5012, decode.d1.loss_dice: 0.7512, decode.d2.loss_cls: 0.2595, decode.d2.loss_mask: 0.4931, decode.d2.loss_dice: 0.7258, decode.d3.loss_cls: 0.2350, decode.d3.loss_mask: 0.4886, decode.d3.loss_dice: 0.7104, decode.d4.loss_cls: 0.2222, decode.d4.loss_mask: 0.4866, decode.d4.loss_dice: 0.7116, decode.d5.loss_cls: 0.2145, decode.d5.loss_mask: 0.4862, decode.d5.loss_dice: 0.7069, decode.d6.loss_cls: 0.2116, decode.d6.loss_mask: 0.4865, decode.d6.loss_dice: 0.7073, decode.d7.loss_cls: 0.2102, decode.d7.loss_mask: 0.4864, decode.d7.loss_dice: 0.7070, decode.d8.loss_cls: 0.2069, decode.d8.loss_mask: 0.4865, decode.d8.loss_dice: 0.7063, loss: 15.4446, grad_norm: 61.0315 +2023-11-07 04:11:41,808 - mmseg - INFO - Iter [105850/160000] lr: 3.384e-05, eta: 7:09:34, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2335, decode.loss_mask: 0.4723, decode.loss_dice: 0.7183, decode.d0.loss_cls: 1.2474, decode.d0.loss_mask: 0.5120, decode.d0.loss_dice: 0.8023, decode.d1.loss_cls: 0.3197, decode.d1.loss_mask: 0.4973, decode.d1.loss_dice: 0.7662, decode.d2.loss_cls: 0.2768, decode.d2.loss_mask: 0.4835, decode.d2.loss_dice: 0.7413, decode.d3.loss_cls: 0.2633, decode.d3.loss_mask: 0.4758, decode.d3.loss_dice: 0.7199, decode.d4.loss_cls: 0.2538, decode.d4.loss_mask: 0.4746, decode.d4.loss_dice: 0.7221, decode.d5.loss_cls: 0.2477, decode.d5.loss_mask: 0.4734, decode.d5.loss_dice: 0.7189, decode.d6.loss_cls: 0.2383, decode.d6.loss_mask: 0.4749, decode.d6.loss_dice: 0.7163, decode.d7.loss_cls: 0.2356, decode.d7.loss_mask: 0.4751, decode.d7.loss_dice: 0.7195, decode.d8.loss_cls: 0.2370, decode.d8.loss_mask: 0.4742, decode.d8.loss_dice: 0.7212, loss: 15.7122, grad_norm: 64.0673 +2023-11-07 04:12:04,441 - mmseg - INFO - Iter [105900/160000] lr: 3.381e-05, eta: 7:09:09, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2178, decode.loss_mask: 0.4618, decode.loss_dice: 0.7094, decode.d0.loss_cls: 1.2450, decode.d0.loss_mask: 0.5043, decode.d0.loss_dice: 0.7811, decode.d1.loss_cls: 0.3224, decode.d1.loss_mask: 0.4818, decode.d1.loss_dice: 0.7516, decode.d2.loss_cls: 0.2689, decode.d2.loss_mask: 0.4690, decode.d2.loss_dice: 0.7242, decode.d3.loss_cls: 0.2499, decode.d3.loss_mask: 0.4632, decode.d3.loss_dice: 0.7101, decode.d4.loss_cls: 0.2393, decode.d4.loss_mask: 0.4616, decode.d4.loss_dice: 0.7085, decode.d5.loss_cls: 0.2326, decode.d5.loss_mask: 0.4620, decode.d5.loss_dice: 0.7087, decode.d6.loss_cls: 0.2256, decode.d6.loss_mask: 0.4618, decode.d6.loss_dice: 0.7060, decode.d7.loss_cls: 0.2230, decode.d7.loss_mask: 0.4609, decode.d7.loss_dice: 0.7044, decode.d8.loss_cls: 0.2232, decode.d8.loss_mask: 0.4607, decode.d8.loss_dice: 0.7072, loss: 15.3460, grad_norm: 62.5817 +2023-11-07 04:12:27,101 - mmseg - INFO - Iter [105950/160000] lr: 3.378e-05, eta: 7:08:45, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2433, decode.loss_mask: 0.4709, decode.loss_dice: 0.7153, decode.d0.loss_cls: 1.2483, decode.d0.loss_mask: 0.5071, decode.d0.loss_dice: 0.8016, decode.d1.loss_cls: 0.3275, decode.d1.loss_mask: 0.4857, decode.d1.loss_dice: 0.7557, decode.d2.loss_cls: 0.2877, decode.d2.loss_mask: 0.4805, decode.d2.loss_dice: 0.7367, decode.d3.loss_cls: 0.2621, decode.d3.loss_mask: 0.4747, decode.d3.loss_dice: 0.7222, decode.d4.loss_cls: 0.2500, decode.d4.loss_mask: 0.4761, decode.d4.loss_dice: 0.7214, decode.d5.loss_cls: 0.2439, decode.d5.loss_mask: 0.4743, decode.d5.loss_dice: 0.7187, decode.d6.loss_cls: 0.2426, decode.d6.loss_mask: 0.4751, decode.d6.loss_dice: 0.7152, decode.d7.loss_cls: 0.2399, decode.d7.loss_mask: 0.4750, decode.d7.loss_dice: 0.7166, decode.d8.loss_cls: 0.2364, decode.d8.loss_mask: 0.4726, decode.d8.loss_dice: 0.7145, loss: 15.6916, grad_norm: 66.6799 +2023-11-07 04:12:49,679 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 04:12:49,679 - mmseg - INFO - Iter [106000/160000] lr: 3.375e-05, eta: 7:08:20, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2213, decode.loss_mask: 0.4851, decode.loss_dice: 0.7244, decode.d0.loss_cls: 1.2197, decode.d0.loss_mask: 0.5236, decode.d0.loss_dice: 0.8056, decode.d1.loss_cls: 0.3059, decode.d1.loss_mask: 0.5004, decode.d1.loss_dice: 0.7690, decode.d2.loss_cls: 0.2707, decode.d2.loss_mask: 0.4913, decode.d2.loss_dice: 0.7541, decode.d3.loss_cls: 0.2500, decode.d3.loss_mask: 0.4856, decode.d3.loss_dice: 0.7285, decode.d4.loss_cls: 0.2351, decode.d4.loss_mask: 0.4867, decode.d4.loss_dice: 0.7315, decode.d5.loss_cls: 0.2325, decode.d5.loss_mask: 0.4856, decode.d5.loss_dice: 0.7301, decode.d6.loss_cls: 0.2330, decode.d6.loss_mask: 0.4854, decode.d6.loss_dice: 0.7235, decode.d7.loss_cls: 0.2250, decode.d7.loss_mask: 0.4845, decode.d7.loss_dice: 0.7306, decode.d8.loss_cls: 0.2234, decode.d8.loss_mask: 0.4852, decode.d8.loss_dice: 0.7268, loss: 15.7543, grad_norm: 71.9138 +2023-11-07 04:13:12,316 - mmseg - INFO - Iter [106050/160000] lr: 3.372e-05, eta: 7:07:56, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2148, decode.loss_mask: 0.4720, decode.loss_dice: 0.7100, decode.d0.loss_cls: 1.2214, decode.d0.loss_mask: 0.5081, decode.d0.loss_dice: 0.7945, decode.d1.loss_cls: 0.3057, decode.d1.loss_mask: 0.4949, decode.d1.loss_dice: 0.7580, decode.d2.loss_cls: 0.2527, decode.d2.loss_mask: 0.4801, decode.d2.loss_dice: 0.7368, decode.d3.loss_cls: 0.2389, decode.d3.loss_mask: 0.4741, decode.d3.loss_dice: 0.7154, decode.d4.loss_cls: 0.2228, decode.d4.loss_mask: 0.4743, decode.d4.loss_dice: 0.7184, decode.d5.loss_cls: 0.2238, decode.d5.loss_mask: 0.4724, decode.d5.loss_dice: 0.7167, decode.d6.loss_cls: 0.2169, decode.d6.loss_mask: 0.4731, decode.d6.loss_dice: 0.7120, decode.d7.loss_cls: 0.2145, decode.d7.loss_mask: 0.4727, decode.d7.loss_dice: 0.7147, decode.d8.loss_cls: 0.2156, decode.d8.loss_mask: 0.4716, decode.d8.loss_dice: 0.7129, loss: 15.4097, grad_norm: 61.8419 +2023-11-07 04:13:37,469 - mmseg - INFO - Iter [106100/160000] lr: 3.369e-05, eta: 7:07:33, time: 0.501, data_time: 0.058, memory: 39436, decode.loss_cls: 0.2380, decode.loss_mask: 0.4716, decode.loss_dice: 0.7252, decode.d0.loss_cls: 1.2436, decode.d0.loss_mask: 0.5131, decode.d0.loss_dice: 0.8094, decode.d1.loss_cls: 0.3239, decode.d1.loss_mask: 0.4908, decode.d1.loss_dice: 0.7700, decode.d2.loss_cls: 0.2815, decode.d2.loss_mask: 0.4811, decode.d2.loss_dice: 0.7508, decode.d3.loss_cls: 0.2624, decode.d3.loss_mask: 0.4769, decode.d3.loss_dice: 0.7319, decode.d4.loss_cls: 0.2510, decode.d4.loss_mask: 0.4745, decode.d4.loss_dice: 0.7301, decode.d5.loss_cls: 0.2448, decode.d5.loss_mask: 0.4747, decode.d5.loss_dice: 0.7320, decode.d6.loss_cls: 0.2420, decode.d6.loss_mask: 0.4727, decode.d6.loss_dice: 0.7250, decode.d7.loss_cls: 0.2379, decode.d7.loss_mask: 0.4715, decode.d7.loss_dice: 0.7239, decode.d8.loss_cls: 0.2337, decode.d8.loss_mask: 0.4705, decode.d8.loss_dice: 0.7236, loss: 15.7782, grad_norm: 63.7285 +2023-11-07 04:14:00,093 - mmseg - INFO - Iter [106150/160000] lr: 3.366e-05, eta: 7:07:08, time: 0.454, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2267, decode.loss_mask: 0.4905, decode.loss_dice: 0.7290, decode.d0.loss_cls: 1.2143, decode.d0.loss_mask: 0.5389, decode.d0.loss_dice: 0.8121, decode.d1.loss_cls: 0.3155, decode.d1.loss_mask: 0.5074, decode.d1.loss_dice: 0.7739, decode.d2.loss_cls: 0.2649, decode.d2.loss_mask: 0.5010, decode.d2.loss_dice: 0.7525, decode.d3.loss_cls: 0.2466, decode.d3.loss_mask: 0.4948, decode.d3.loss_dice: 0.7366, decode.d4.loss_cls: 0.2344, decode.d4.loss_mask: 0.4943, decode.d4.loss_dice: 0.7372, decode.d5.loss_cls: 0.2302, decode.d5.loss_mask: 0.4921, decode.d5.loss_dice: 0.7337, decode.d6.loss_cls: 0.2262, decode.d6.loss_mask: 0.4925, decode.d6.loss_dice: 0.7305, decode.d7.loss_cls: 0.2253, decode.d7.loss_mask: 0.4929, decode.d7.loss_dice: 0.7317, decode.d8.loss_cls: 0.2211, decode.d8.loss_mask: 0.4921, decode.d8.loss_dice: 0.7329, loss: 15.8718, grad_norm: 66.4361 +2023-11-07 04:14:22,722 - mmseg - INFO - Iter [106200/160000] lr: 3.363e-05, eta: 7:06:44, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2279, decode.loss_mask: 0.4820, decode.loss_dice: 0.7349, decode.d0.loss_cls: 1.1968, decode.d0.loss_mask: 0.5208, decode.d0.loss_dice: 0.8127, decode.d1.loss_cls: 0.3159, decode.d1.loss_mask: 0.4984, decode.d1.loss_dice: 0.7689, decode.d2.loss_cls: 0.2757, decode.d2.loss_mask: 0.4903, decode.d2.loss_dice: 0.7500, decode.d3.loss_cls: 0.2583, decode.d3.loss_mask: 0.4828, decode.d3.loss_dice: 0.7316, decode.d4.loss_cls: 0.2443, decode.d4.loss_mask: 0.4822, decode.d4.loss_dice: 0.7357, decode.d5.loss_cls: 0.2318, decode.d5.loss_mask: 0.4830, decode.d5.loss_dice: 0.7356, decode.d6.loss_cls: 0.2369, decode.d6.loss_mask: 0.4823, decode.d6.loss_dice: 0.7335, decode.d7.loss_cls: 0.2294, decode.d7.loss_mask: 0.4819, decode.d7.loss_dice: 0.7366, decode.d8.loss_cls: 0.2310, decode.d8.loss_mask: 0.4827, decode.d8.loss_dice: 0.7351, loss: 15.8090, grad_norm: 65.5919 +2023-11-07 04:14:45,413 - mmseg - INFO - Iter [106250/160000] lr: 3.359e-05, eta: 7:06:20, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2291, decode.loss_mask: 0.4800, decode.loss_dice: 0.7042, decode.d0.loss_cls: 1.2261, decode.d0.loss_mask: 0.5221, decode.d0.loss_dice: 0.7851, decode.d1.loss_cls: 0.3108, decode.d1.loss_mask: 0.4976, decode.d1.loss_dice: 0.7444, decode.d2.loss_cls: 0.2715, decode.d2.loss_mask: 0.4864, decode.d2.loss_dice: 0.7238, decode.d3.loss_cls: 0.2590, decode.d3.loss_mask: 0.4848, decode.d3.loss_dice: 0.7101, decode.d4.loss_cls: 0.2424, decode.d4.loss_mask: 0.4839, decode.d4.loss_dice: 0.7082, decode.d5.loss_cls: 0.2359, decode.d5.loss_mask: 0.4796, decode.d5.loss_dice: 0.7089, decode.d6.loss_cls: 0.2306, decode.d6.loss_mask: 0.4809, decode.d6.loss_dice: 0.7020, decode.d7.loss_cls: 0.2245, decode.d7.loss_mask: 0.4803, decode.d7.loss_dice: 0.7029, decode.d8.loss_cls: 0.2298, decode.d8.loss_mask: 0.4795, decode.d8.loss_dice: 0.7024, loss: 15.5268, grad_norm: 73.8360 +2023-11-07 04:15:07,827 - mmseg - INFO - Iter [106300/160000] lr: 3.356e-05, eta: 7:05:55, time: 0.448, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2239, decode.loss_mask: 0.4948, decode.loss_dice: 0.7091, decode.d0.loss_cls: 1.2393, decode.d0.loss_mask: 0.5351, decode.d0.loss_dice: 0.7838, decode.d1.loss_cls: 0.3065, decode.d1.loss_mask: 0.5134, decode.d1.loss_dice: 0.7565, decode.d2.loss_cls: 0.2655, decode.d2.loss_mask: 0.5003, decode.d2.loss_dice: 0.7284, decode.d3.loss_cls: 0.2500, decode.d3.loss_mask: 0.4965, decode.d3.loss_dice: 0.7126, decode.d4.loss_cls: 0.2385, decode.d4.loss_mask: 0.4957, decode.d4.loss_dice: 0.7120, decode.d5.loss_cls: 0.2302, decode.d5.loss_mask: 0.4966, decode.d5.loss_dice: 0.7163, decode.d6.loss_cls: 0.2313, decode.d6.loss_mask: 0.4968, decode.d6.loss_dice: 0.7104, decode.d7.loss_cls: 0.2276, decode.d7.loss_mask: 0.4955, decode.d7.loss_dice: 0.7126, decode.d8.loss_cls: 0.2247, decode.d8.loss_mask: 0.4933, decode.d8.loss_dice: 0.7099, loss: 15.7072, grad_norm: 68.9949 +2023-11-07 04:15:30,361 - mmseg - INFO - Iter [106350/160000] lr: 3.353e-05, eta: 7:05:31, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2286, decode.loss_mask: 0.4653, decode.loss_dice: 0.7033, decode.d0.loss_cls: 1.2254, decode.d0.loss_mask: 0.5067, decode.d0.loss_dice: 0.7792, decode.d1.loss_cls: 0.3062, decode.d1.loss_mask: 0.4872, decode.d1.loss_dice: 0.7490, decode.d2.loss_cls: 0.2686, decode.d2.loss_mask: 0.4762, decode.d2.loss_dice: 0.7307, decode.d3.loss_cls: 0.2538, decode.d3.loss_mask: 0.4695, decode.d3.loss_dice: 0.7108, decode.d4.loss_cls: 0.2426, decode.d4.loss_mask: 0.4690, decode.d4.loss_dice: 0.7125, decode.d5.loss_cls: 0.2355, decode.d5.loss_mask: 0.4683, decode.d5.loss_dice: 0.7098, decode.d6.loss_cls: 0.2315, decode.d6.loss_mask: 0.4680, decode.d6.loss_dice: 0.7054, decode.d7.loss_cls: 0.2269, decode.d7.loss_mask: 0.4669, decode.d7.loss_dice: 0.7040, decode.d8.loss_cls: 0.2295, decode.d8.loss_mask: 0.4667, decode.d8.loss_dice: 0.7062, loss: 15.4032, grad_norm: 72.2552 +2023-11-07 04:15:52,969 - mmseg - INFO - Iter [106400/160000] lr: 3.350e-05, eta: 7:05:06, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2251, decode.loss_mask: 0.4860, decode.loss_dice: 0.7086, decode.d0.loss_cls: 1.1954, decode.d0.loss_mask: 0.5260, decode.d0.loss_dice: 0.7923, decode.d1.loss_cls: 0.3092, decode.d1.loss_mask: 0.5050, decode.d1.loss_dice: 0.7618, decode.d2.loss_cls: 0.2673, decode.d2.loss_mask: 0.4915, decode.d2.loss_dice: 0.7336, decode.d3.loss_cls: 0.2509, decode.d3.loss_mask: 0.4865, decode.d3.loss_dice: 0.7152, decode.d4.loss_cls: 0.2398, decode.d4.loss_mask: 0.4858, decode.d4.loss_dice: 0.7135, decode.d5.loss_cls: 0.2360, decode.d5.loss_mask: 0.4844, decode.d5.loss_dice: 0.7097, decode.d6.loss_cls: 0.2299, decode.d6.loss_mask: 0.4839, decode.d6.loss_dice: 0.7060, decode.d7.loss_cls: 0.2261, decode.d7.loss_mask: 0.4847, decode.d7.loss_dice: 0.7069, decode.d8.loss_cls: 0.2283, decode.d8.loss_mask: 0.4824, decode.d8.loss_dice: 0.7070, loss: 15.5786, grad_norm: 72.1398 +2023-11-07 04:16:15,483 - mmseg - INFO - Iter [106450/160000] lr: 3.347e-05, eta: 7:04:42, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2044, decode.loss_mask: 0.4783, decode.loss_dice: 0.7261, decode.d0.loss_cls: 1.2403, decode.d0.loss_mask: 0.5172, decode.d0.loss_dice: 0.8036, decode.d1.loss_cls: 0.2942, decode.d1.loss_mask: 0.4934, decode.d1.loss_dice: 0.7742, decode.d2.loss_cls: 0.2557, decode.d2.loss_mask: 0.4873, decode.d2.loss_dice: 0.7518, decode.d3.loss_cls: 0.2451, decode.d3.loss_mask: 0.4792, decode.d3.loss_dice: 0.7337, decode.d4.loss_cls: 0.2265, decode.d4.loss_mask: 0.4797, decode.d4.loss_dice: 0.7330, decode.d5.loss_cls: 0.2175, decode.d5.loss_mask: 0.4789, decode.d5.loss_dice: 0.7297, decode.d6.loss_cls: 0.2161, decode.d6.loss_mask: 0.4792, decode.d6.loss_dice: 0.7275, decode.d7.loss_cls: 0.2098, decode.d7.loss_mask: 0.4798, decode.d7.loss_dice: 0.7327, decode.d8.loss_cls: 0.2083, decode.d8.loss_mask: 0.4775, decode.d8.loss_dice: 0.7270, loss: 15.6077, grad_norm: 67.1916 +2023-11-07 04:16:38,298 - mmseg - INFO - Iter [106500/160000] lr: 3.344e-05, eta: 7:04:18, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2330, decode.loss_mask: 0.4896, decode.loss_dice: 0.7214, decode.d0.loss_cls: 1.2369, decode.d0.loss_mask: 0.5336, decode.d0.loss_dice: 0.8090, decode.d1.loss_cls: 0.3291, decode.d1.loss_mask: 0.5081, decode.d1.loss_dice: 0.7722, decode.d2.loss_cls: 0.2857, decode.d2.loss_mask: 0.4970, decode.d2.loss_dice: 0.7471, decode.d3.loss_cls: 0.2669, decode.d3.loss_mask: 0.4922, decode.d3.loss_dice: 0.7320, decode.d4.loss_cls: 0.2520, decode.d4.loss_mask: 0.4919, decode.d4.loss_dice: 0.7333, decode.d5.loss_cls: 0.2442, decode.d5.loss_mask: 0.4912, decode.d5.loss_dice: 0.7277, decode.d6.loss_cls: 0.2437, decode.d6.loss_mask: 0.4889, decode.d6.loss_dice: 0.7276, decode.d7.loss_cls: 0.2364, decode.d7.loss_mask: 0.4887, decode.d7.loss_dice: 0.7206, decode.d8.loss_cls: 0.2354, decode.d8.loss_mask: 0.4906, decode.d8.loss_dice: 0.7300, loss: 15.9554, grad_norm: 71.7120 +2023-11-07 04:17:00,923 - mmseg - INFO - Iter [106550/160000] lr: 3.341e-05, eta: 7:03:53, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2194, decode.loss_mask: 0.4598, decode.loss_dice: 0.7150, decode.d0.loss_cls: 1.2338, decode.d0.loss_mask: 0.4978, decode.d0.loss_dice: 0.7971, decode.d1.loss_cls: 0.2993, decode.d1.loss_mask: 0.4790, decode.d1.loss_dice: 0.7613, decode.d2.loss_cls: 0.2585, decode.d2.loss_mask: 0.4671, decode.d2.loss_dice: 0.7391, decode.d3.loss_cls: 0.2402, decode.d3.loss_mask: 0.4639, decode.d3.loss_dice: 0.7263, decode.d4.loss_cls: 0.2321, decode.d4.loss_mask: 0.4626, decode.d4.loss_dice: 0.7221, decode.d5.loss_cls: 0.2279, decode.d5.loss_mask: 0.4632, decode.d5.loss_dice: 0.7263, decode.d6.loss_cls: 0.2235, decode.d6.loss_mask: 0.4633, decode.d6.loss_dice: 0.7181, decode.d7.loss_cls: 0.2221, decode.d7.loss_mask: 0.4623, decode.d7.loss_dice: 0.7189, decode.d8.loss_cls: 0.2247, decode.d8.loss_mask: 0.4617, decode.d8.loss_dice: 0.7178, loss: 15.4039, grad_norm: 62.2448 +2023-11-07 04:17:23,564 - mmseg - INFO - Iter [106600/160000] lr: 3.338e-05, eta: 7:03:29, time: 0.453, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2234, decode.loss_mask: 0.4830, decode.loss_dice: 0.7167, decode.d0.loss_cls: 1.2098, decode.d0.loss_mask: 0.5200, decode.d0.loss_dice: 0.7959, decode.d1.loss_cls: 0.3104, decode.d1.loss_mask: 0.4964, decode.d1.loss_dice: 0.7566, decode.d2.loss_cls: 0.2679, decode.d2.loss_mask: 0.4891, decode.d2.loss_dice: 0.7404, decode.d3.loss_cls: 0.2453, decode.d3.loss_mask: 0.4850, decode.d3.loss_dice: 0.7214, decode.d4.loss_cls: 0.2351, decode.d4.loss_mask: 0.4851, decode.d4.loss_dice: 0.7254, decode.d5.loss_cls: 0.2321, decode.d5.loss_mask: 0.4841, decode.d5.loss_dice: 0.7221, decode.d6.loss_cls: 0.2280, decode.d6.loss_mask: 0.4827, decode.d6.loss_dice: 0.7226, decode.d7.loss_cls: 0.2221, decode.d7.loss_mask: 0.4818, decode.d7.loss_dice: 0.7223, decode.d8.loss_cls: 0.2229, decode.d8.loss_mask: 0.4835, decode.d8.loss_dice: 0.7215, loss: 15.6329, grad_norm: 66.7040 +2023-11-07 04:17:46,330 - mmseg - INFO - Iter [106650/160000] lr: 3.334e-05, eta: 7:03:05, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2221, decode.loss_mask: 0.4569, decode.loss_dice: 0.7135, decode.d0.loss_cls: 1.2050, decode.d0.loss_mask: 0.4950, decode.d0.loss_dice: 0.7977, decode.d1.loss_cls: 0.3149, decode.d1.loss_mask: 0.4747, decode.d1.loss_dice: 0.7525, decode.d2.loss_cls: 0.2656, decode.d2.loss_mask: 0.4629, decode.d2.loss_dice: 0.7353, decode.d3.loss_cls: 0.2464, decode.d3.loss_mask: 0.4569, decode.d3.loss_dice: 0.7169, decode.d4.loss_cls: 0.2392, decode.d4.loss_mask: 0.4570, decode.d4.loss_dice: 0.7195, decode.d5.loss_cls: 0.2295, decode.d5.loss_mask: 0.4585, decode.d5.loss_dice: 0.7189, decode.d6.loss_cls: 0.2270, decode.d6.loss_mask: 0.4550, decode.d6.loss_dice: 0.7173, decode.d7.loss_cls: 0.2249, decode.d7.loss_mask: 0.4544, decode.d7.loss_dice: 0.7110, decode.d8.loss_cls: 0.2224, decode.d8.loss_mask: 0.4562, decode.d8.loss_dice: 0.7172, loss: 15.3242, grad_norm: 69.1643 +2023-11-07 04:18:08,848 - mmseg - INFO - Iter [106700/160000] lr: 3.331e-05, eta: 7:02:40, time: 0.450, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2126, decode.loss_mask: 0.4748, decode.loss_dice: 0.7207, decode.d0.loss_cls: 1.2082, decode.d0.loss_mask: 0.5111, decode.d0.loss_dice: 0.7970, decode.d1.loss_cls: 0.2997, decode.d1.loss_mask: 0.4950, decode.d1.loss_dice: 0.7706, decode.d2.loss_cls: 0.2669, decode.d2.loss_mask: 0.4850, decode.d2.loss_dice: 0.7419, decode.d3.loss_cls: 0.2477, decode.d3.loss_mask: 0.4785, decode.d3.loss_dice: 0.7285, decode.d4.loss_cls: 0.2347, decode.d4.loss_mask: 0.4772, decode.d4.loss_dice: 0.7241, decode.d5.loss_cls: 0.2247, decode.d5.loss_mask: 0.4754, decode.d5.loss_dice: 0.7250, decode.d6.loss_cls: 0.2199, decode.d6.loss_mask: 0.4748, decode.d6.loss_dice: 0.7208, decode.d7.loss_cls: 0.2158, decode.d7.loss_mask: 0.4746, decode.d7.loss_dice: 0.7184, decode.d8.loss_cls: 0.2121, decode.d8.loss_mask: 0.4739, decode.d8.loss_dice: 0.7234, loss: 15.5324, grad_norm: 66.2838 +2023-11-07 04:18:32,202 - mmseg - INFO - Iter [106750/160000] lr: 3.328e-05, eta: 7:02:16, time: 0.467, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2329, decode.loss_mask: 0.4760, decode.loss_dice: 0.7163, decode.d0.loss_cls: 1.2316, decode.d0.loss_mask: 0.5165, decode.d0.loss_dice: 0.7935, decode.d1.loss_cls: 0.3192, decode.d1.loss_mask: 0.4972, decode.d1.loss_dice: 0.7570, decode.d2.loss_cls: 0.2751, decode.d2.loss_mask: 0.4866, decode.d2.loss_dice: 0.7427, decode.d3.loss_cls: 0.2608, decode.d3.loss_mask: 0.4787, decode.d3.loss_dice: 0.7261, decode.d4.loss_cls: 0.2517, decode.d4.loss_mask: 0.4782, decode.d4.loss_dice: 0.7224, decode.d5.loss_cls: 0.2393, decode.d5.loss_mask: 0.4776, decode.d5.loss_dice: 0.7188, decode.d6.loss_cls: 0.2414, decode.d6.loss_mask: 0.4774, decode.d6.loss_dice: 0.7177, decode.d7.loss_cls: 0.2311, decode.d7.loss_mask: 0.4778, decode.d7.loss_dice: 0.7183, decode.d8.loss_cls: 0.2351, decode.d8.loss_mask: 0.4771, decode.d8.loss_dice: 0.7177, loss: 15.6918, grad_norm: 68.5604 +2023-11-07 04:18:55,056 - mmseg - INFO - Iter [106800/160000] lr: 3.325e-05, eta: 7:01:52, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2270, decode.loss_mask: 0.4637, decode.loss_dice: 0.7221, decode.d0.loss_cls: 1.2528, decode.d0.loss_mask: 0.5041, decode.d0.loss_dice: 0.8017, decode.d1.loss_cls: 0.3170, decode.d1.loss_mask: 0.4826, decode.d1.loss_dice: 0.7660, decode.d2.loss_cls: 0.2759, decode.d2.loss_mask: 0.4716, decode.d2.loss_dice: 0.7465, decode.d3.loss_cls: 0.2535, decode.d3.loss_mask: 0.4667, decode.d3.loss_dice: 0.7244, decode.d4.loss_cls: 0.2409, decode.d4.loss_mask: 0.4672, decode.d4.loss_dice: 0.7271, decode.d5.loss_cls: 0.2361, decode.d5.loss_mask: 0.4660, decode.d5.loss_dice: 0.7269, decode.d6.loss_cls: 0.2371, decode.d6.loss_mask: 0.4658, decode.d6.loss_dice: 0.7231, decode.d7.loss_cls: 0.2325, decode.d7.loss_mask: 0.4639, decode.d7.loss_dice: 0.7188, decode.d8.loss_cls: 0.2301, decode.d8.loss_mask: 0.4637, decode.d8.loss_dice: 0.7229, loss: 15.5975, grad_norm: 61.6631 +2023-11-07 04:19:17,704 - mmseg - INFO - Iter [106850/160000] lr: 3.322e-05, eta: 7:01:28, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2181, decode.loss_mask: 0.4821, decode.loss_dice: 0.7173, decode.d0.loss_cls: 1.2172, decode.d0.loss_mask: 0.5194, decode.d0.loss_dice: 0.7935, decode.d1.loss_cls: 0.3144, decode.d1.loss_mask: 0.5003, decode.d1.loss_dice: 0.7668, decode.d2.loss_cls: 0.2723, decode.d2.loss_mask: 0.4951, decode.d2.loss_dice: 0.7449, decode.d3.loss_cls: 0.2490, decode.d3.loss_mask: 0.4860, decode.d3.loss_dice: 0.7256, decode.d4.loss_cls: 0.2381, decode.d4.loss_mask: 0.4835, decode.d4.loss_dice: 0.7248, decode.d5.loss_cls: 0.2293, decode.d5.loss_mask: 0.4848, decode.d5.loss_dice: 0.7273, decode.d6.loss_cls: 0.2257, decode.d6.loss_mask: 0.4829, decode.d6.loss_dice: 0.7189, decode.d7.loss_cls: 0.2226, decode.d7.loss_mask: 0.4823, decode.d7.loss_dice: 0.7190, decode.d8.loss_cls: 0.2195, decode.d8.loss_mask: 0.4824, decode.d8.loss_dice: 0.7161, loss: 15.6592, grad_norm: 68.1880 +2023-11-07 04:19:40,391 - mmseg - INFO - Iter [106900/160000] lr: 3.319e-05, eta: 7:01:03, time: 0.454, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2057, decode.loss_mask: 0.4640, decode.loss_dice: 0.7113, decode.d0.loss_cls: 1.1947, decode.d0.loss_mask: 0.5107, decode.d0.loss_dice: 0.7894, decode.d1.loss_cls: 0.2907, decode.d1.loss_mask: 0.4860, decode.d1.loss_dice: 0.7504, decode.d2.loss_cls: 0.2442, decode.d2.loss_mask: 0.4764, decode.d2.loss_dice: 0.7294, decode.d3.loss_cls: 0.2295, decode.d3.loss_mask: 0.4675, decode.d3.loss_dice: 0.7166, decode.d4.loss_cls: 0.2189, decode.d4.loss_mask: 0.4674, decode.d4.loss_dice: 0.7133, decode.d5.loss_cls: 0.2120, decode.d5.loss_mask: 0.4665, decode.d5.loss_dice: 0.7129, decode.d6.loss_cls: 0.2132, decode.d6.loss_mask: 0.4647, decode.d6.loss_dice: 0.7058, decode.d7.loss_cls: 0.2126, decode.d7.loss_mask: 0.4644, decode.d7.loss_dice: 0.7095, decode.d8.loss_cls: 0.2094, decode.d8.loss_mask: 0.4657, decode.d8.loss_dice: 0.7089, loss: 15.2118, grad_norm: 63.8682 +2023-11-07 04:20:03,062 - mmseg - INFO - Iter [106950/160000] lr: 3.316e-05, eta: 7:00:39, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2375, decode.loss_mask: 0.4653, decode.loss_dice: 0.7153, decode.d0.loss_cls: 1.2266, decode.d0.loss_mask: 0.5028, decode.d0.loss_dice: 0.7969, decode.d1.loss_cls: 0.3205, decode.d1.loss_mask: 0.4847, decode.d1.loss_dice: 0.7589, decode.d2.loss_cls: 0.2910, decode.d2.loss_mask: 0.4737, decode.d2.loss_dice: 0.7348, decode.d3.loss_cls: 0.2748, decode.d3.loss_mask: 0.4665, decode.d3.loss_dice: 0.7193, decode.d4.loss_cls: 0.2539, decode.d4.loss_mask: 0.4671, decode.d4.loss_dice: 0.7208, decode.d5.loss_cls: 0.2508, decode.d5.loss_mask: 0.4652, decode.d5.loss_dice: 0.7179, decode.d6.loss_cls: 0.2418, decode.d6.loss_mask: 0.4659, decode.d6.loss_dice: 0.7182, decode.d7.loss_cls: 0.2378, decode.d7.loss_mask: 0.4658, decode.d7.loss_dice: 0.7196, decode.d8.loss_cls: 0.2400, decode.d8.loss_mask: 0.4654, decode.d8.loss_dice: 0.7145, loss: 15.6133, grad_norm: 64.4006 +2023-11-07 04:20:25,594 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 04:20:25,594 - mmseg - INFO - Iter [107000/160000] lr: 3.313e-05, eta: 7:00:14, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2301, decode.loss_mask: 0.4814, decode.loss_dice: 0.7225, decode.d0.loss_cls: 1.2153, decode.d0.loss_mask: 0.5205, decode.d0.loss_dice: 0.7953, decode.d1.loss_cls: 0.3124, decode.d1.loss_mask: 0.4984, decode.d1.loss_dice: 0.7622, decode.d2.loss_cls: 0.2732, decode.d2.loss_mask: 0.4916, decode.d2.loss_dice: 0.7447, decode.d3.loss_cls: 0.2563, decode.d3.loss_mask: 0.4835, decode.d3.loss_dice: 0.7236, decode.d4.loss_cls: 0.2447, decode.d4.loss_mask: 0.4827, decode.d4.loss_dice: 0.7286, decode.d5.loss_cls: 0.2385, decode.d5.loss_mask: 0.4814, decode.d5.loss_dice: 0.7257, decode.d6.loss_cls: 0.2391, decode.d6.loss_mask: 0.4795, decode.d6.loss_dice: 0.7190, decode.d7.loss_cls: 0.2287, decode.d7.loss_mask: 0.4816, decode.d7.loss_dice: 0.7188, decode.d8.loss_cls: 0.2312, decode.d8.loss_mask: 0.4807, decode.d8.loss_dice: 0.7187, loss: 15.7100, grad_norm: 61.8446 +2023-11-07 04:20:48,186 - mmseg - INFO - Iter [107050/160000] lr: 3.309e-05, eta: 6:59:50, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2193, decode.loss_mask: 0.4866, decode.loss_dice: 0.7186, decode.d0.loss_cls: 1.2073, decode.d0.loss_mask: 0.5241, decode.d0.loss_dice: 0.7978, decode.d1.loss_cls: 0.2996, decode.d1.loss_mask: 0.5012, decode.d1.loss_dice: 0.7691, decode.d2.loss_cls: 0.2602, decode.d2.loss_mask: 0.4946, decode.d2.loss_dice: 0.7445, decode.d3.loss_cls: 0.2439, decode.d3.loss_mask: 0.4884, decode.d3.loss_dice: 0.7283, decode.d4.loss_cls: 0.2309, decode.d4.loss_mask: 0.4867, decode.d4.loss_dice: 0.7269, decode.d5.loss_cls: 0.2287, decode.d5.loss_mask: 0.4884, decode.d5.loss_dice: 0.7273, decode.d6.loss_cls: 0.2225, decode.d6.loss_mask: 0.4874, decode.d6.loss_dice: 0.7236, decode.d7.loss_cls: 0.2195, decode.d7.loss_mask: 0.4858, decode.d7.loss_dice: 0.7239, decode.d8.loss_cls: 0.2235, decode.d8.loss_mask: 0.4867, decode.d8.loss_dice: 0.7199, loss: 15.6652, grad_norm: 63.5720 +2023-11-07 04:21:10,780 - mmseg - INFO - Iter [107100/160000] lr: 3.306e-05, eta: 6:59:26, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2175, decode.loss_mask: 0.4939, decode.loss_dice: 0.7322, decode.d0.loss_cls: 1.2101, decode.d0.loss_mask: 0.5294, decode.d0.loss_dice: 0.8043, decode.d1.loss_cls: 0.3021, decode.d1.loss_mask: 0.5082, decode.d1.loss_dice: 0.7733, decode.d2.loss_cls: 0.2609, decode.d2.loss_mask: 0.4984, decode.d2.loss_dice: 0.7453, decode.d3.loss_cls: 0.2481, decode.d3.loss_mask: 0.4950, decode.d3.loss_dice: 0.7340, decode.d4.loss_cls: 0.2386, decode.d4.loss_mask: 0.4933, decode.d4.loss_dice: 0.7302, decode.d5.loss_cls: 0.2312, decode.d5.loss_mask: 0.4927, decode.d5.loss_dice: 0.7292, decode.d6.loss_cls: 0.2274, decode.d6.loss_mask: 0.4930, decode.d6.loss_dice: 0.7277, decode.d7.loss_cls: 0.2202, decode.d7.loss_mask: 0.4929, decode.d7.loss_dice: 0.7312, decode.d8.loss_cls: 0.2194, decode.d8.loss_mask: 0.4927, decode.d8.loss_dice: 0.7279, loss: 15.8002, grad_norm: 66.8367 +2023-11-07 04:21:33,591 - mmseg - INFO - Iter [107150/160000] lr: 3.303e-05, eta: 6:59:01, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2159, decode.loss_mask: 0.4787, decode.loss_dice: 0.7042, decode.d0.loss_cls: 1.2028, decode.d0.loss_mask: 0.5135, decode.d0.loss_dice: 0.7810, decode.d1.loss_cls: 0.2982, decode.d1.loss_mask: 0.4950, decode.d1.loss_dice: 0.7423, decode.d2.loss_cls: 0.2585, decode.d2.loss_mask: 0.4834, decode.d2.loss_dice: 0.7203, decode.d3.loss_cls: 0.2434, decode.d3.loss_mask: 0.4800, decode.d3.loss_dice: 0.7044, decode.d4.loss_cls: 0.2329, decode.d4.loss_mask: 0.4813, decode.d4.loss_dice: 0.7061, decode.d5.loss_cls: 0.2215, decode.d5.loss_mask: 0.4812, decode.d5.loss_dice: 0.7075, decode.d6.loss_cls: 0.2201, decode.d6.loss_mask: 0.4794, decode.d6.loss_dice: 0.7005, decode.d7.loss_cls: 0.2166, decode.d7.loss_mask: 0.4796, decode.d7.loss_dice: 0.7013, decode.d8.loss_cls: 0.2135, decode.d8.loss_mask: 0.4799, decode.d8.loss_dice: 0.7038, loss: 15.3468, grad_norm: 70.3097 +2023-11-07 04:21:56,218 - mmseg - INFO - Iter [107200/160000] lr: 3.300e-05, eta: 6:58:37, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2276, decode.loss_mask: 0.4806, decode.loss_dice: 0.7399, decode.d0.loss_cls: 1.2163, decode.d0.loss_mask: 0.5241, decode.d0.loss_dice: 0.8181, decode.d1.loss_cls: 0.3133, decode.d1.loss_mask: 0.4986, decode.d1.loss_dice: 0.7880, decode.d2.loss_cls: 0.2795, decode.d2.loss_mask: 0.4880, decode.d2.loss_dice: 0.7586, decode.d3.loss_cls: 0.2562, decode.d3.loss_mask: 0.4820, decode.d3.loss_dice: 0.7441, decode.d4.loss_cls: 0.2416, decode.d4.loss_mask: 0.4807, decode.d4.loss_dice: 0.7452, decode.d5.loss_cls: 0.2302, decode.d5.loss_mask: 0.4834, decode.d5.loss_dice: 0.7458, decode.d6.loss_cls: 0.2304, decode.d6.loss_mask: 0.4801, decode.d6.loss_dice: 0.7399, decode.d7.loss_cls: 0.2241, decode.d7.loss_mask: 0.4813, decode.d7.loss_dice: 0.7382, decode.d8.loss_cls: 0.2279, decode.d8.loss_mask: 0.4810, decode.d8.loss_dice: 0.7375, loss: 15.8821, grad_norm: 71.1407 +2023-11-07 04:22:18,863 - mmseg - INFO - Iter [107250/160000] lr: 3.297e-05, eta: 6:58:13, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2313, decode.loss_mask: 0.4843, decode.loss_dice: 0.7434, decode.d0.loss_cls: 1.2379, decode.d0.loss_mask: 0.5260, decode.d0.loss_dice: 0.8201, decode.d1.loss_cls: 0.3128, decode.d1.loss_mask: 0.5052, decode.d1.loss_dice: 0.7905, decode.d2.loss_cls: 0.2679, decode.d2.loss_mask: 0.4946, decode.d2.loss_dice: 0.7695, decode.d3.loss_cls: 0.2503, decode.d3.loss_mask: 0.4863, decode.d3.loss_dice: 0.7525, decode.d4.loss_cls: 0.2415, decode.d4.loss_mask: 0.4876, decode.d4.loss_dice: 0.7547, decode.d5.loss_cls: 0.2351, decode.d5.loss_mask: 0.4879, decode.d5.loss_dice: 0.7512, decode.d6.loss_cls: 0.2330, decode.d6.loss_mask: 0.4846, decode.d6.loss_dice: 0.7479, decode.d7.loss_cls: 0.2326, decode.d7.loss_mask: 0.4840, decode.d7.loss_dice: 0.7460, decode.d8.loss_cls: 0.2302, decode.d8.loss_mask: 0.4839, decode.d8.loss_dice: 0.7472, loss: 16.0200, grad_norm: 65.1941 +2023-11-07 04:22:41,551 - mmseg - INFO - Iter [107300/160000] lr: 3.294e-05, eta: 6:57:48, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2027, decode.loss_mask: 0.4801, decode.loss_dice: 0.7043, decode.d0.loss_cls: 1.1935, decode.d0.loss_mask: 0.5109, decode.d0.loss_dice: 0.7745, decode.d1.loss_cls: 0.2901, decode.d1.loss_mask: 0.4959, decode.d1.loss_dice: 0.7446, decode.d2.loss_cls: 0.2388, decode.d2.loss_mask: 0.4893, decode.d2.loss_dice: 0.7238, decode.d3.loss_cls: 0.2271, decode.d3.loss_mask: 0.4819, decode.d3.loss_dice: 0.7088, decode.d4.loss_cls: 0.2139, decode.d4.loss_mask: 0.4820, decode.d4.loss_dice: 0.7113, decode.d5.loss_cls: 0.2139, decode.d5.loss_mask: 0.4833, decode.d5.loss_dice: 0.7095, decode.d6.loss_cls: 0.2078, decode.d6.loss_mask: 0.4827, decode.d6.loss_dice: 0.7082, decode.d7.loss_cls: 0.2045, decode.d7.loss_mask: 0.4818, decode.d7.loss_dice: 0.7056, decode.d8.loss_cls: 0.2065, decode.d8.loss_mask: 0.4811, decode.d8.loss_dice: 0.7071, loss: 15.2653, grad_norm: 65.6982 +2023-11-07 04:23:04,351 - mmseg - INFO - Iter [107350/160000] lr: 3.291e-05, eta: 6:57:24, time: 0.456, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2293, decode.loss_mask: 0.4720, decode.loss_dice: 0.7283, decode.d0.loss_cls: 1.2524, decode.d0.loss_mask: 0.5131, decode.d0.loss_dice: 0.8114, decode.d1.loss_cls: 0.3168, decode.d1.loss_mask: 0.4936, decode.d1.loss_dice: 0.7731, decode.d2.loss_cls: 0.2763, decode.d2.loss_mask: 0.4792, decode.d2.loss_dice: 0.7397, decode.d3.loss_cls: 0.2559, decode.d3.loss_mask: 0.4756, decode.d3.loss_dice: 0.7300, decode.d4.loss_cls: 0.2474, decode.d4.loss_mask: 0.4760, decode.d4.loss_dice: 0.7338, decode.d5.loss_cls: 0.2400, decode.d5.loss_mask: 0.4735, decode.d5.loss_dice: 0.7294, decode.d6.loss_cls: 0.2376, decode.d6.loss_mask: 0.4734, decode.d6.loss_dice: 0.7244, decode.d7.loss_cls: 0.2308, decode.d7.loss_mask: 0.4730, decode.d7.loss_dice: 0.7285, decode.d8.loss_cls: 0.2324, decode.d8.loss_mask: 0.4732, decode.d8.loss_dice: 0.7274, loss: 15.7473, grad_norm: 63.9518 +2023-11-07 04:23:29,459 - mmseg - INFO - Iter [107400/160000] lr: 3.288e-05, eta: 6:57:01, time: 0.502, data_time: 0.057, memory: 39436, decode.loss_cls: 0.2076, decode.loss_mask: 0.4734, decode.loss_dice: 0.7171, decode.d0.loss_cls: 1.2286, decode.d0.loss_mask: 0.5108, decode.d0.loss_dice: 0.7919, decode.d1.loss_cls: 0.2852, decode.d1.loss_mask: 0.4924, decode.d1.loss_dice: 0.7559, decode.d2.loss_cls: 0.2521, decode.d2.loss_mask: 0.4822, decode.d2.loss_dice: 0.7349, decode.d3.loss_cls: 0.2363, decode.d3.loss_mask: 0.4766, decode.d3.loss_dice: 0.7175, decode.d4.loss_cls: 0.2248, decode.d4.loss_mask: 0.4747, decode.d4.loss_dice: 0.7176, decode.d5.loss_cls: 0.2196, decode.d5.loss_mask: 0.4736, decode.d5.loss_dice: 0.7198, decode.d6.loss_cls: 0.2109, decode.d6.loss_mask: 0.4740, decode.d6.loss_dice: 0.7173, decode.d7.loss_cls: 0.2113, decode.d7.loss_mask: 0.4725, decode.d7.loss_dice: 0.7167, decode.d8.loss_cls: 0.2073, decode.d8.loss_mask: 0.4731, decode.d8.loss_dice: 0.7174, loss: 15.3930, grad_norm: 64.0371 +2023-11-07 04:23:52,096 - mmseg - INFO - Iter [107450/160000] lr: 3.284e-05, eta: 6:56:37, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2106, decode.loss_mask: 0.4750, decode.loss_dice: 0.7117, decode.d0.loss_cls: 1.2023, decode.d0.loss_mask: 0.5134, decode.d0.loss_dice: 0.7800, decode.d1.loss_cls: 0.2979, decode.d1.loss_mask: 0.4914, decode.d1.loss_dice: 0.7514, decode.d2.loss_cls: 0.2618, decode.d2.loss_mask: 0.4836, decode.d2.loss_dice: 0.7283, decode.d3.loss_cls: 0.2385, decode.d3.loss_mask: 0.4782, decode.d3.loss_dice: 0.7165, decode.d4.loss_cls: 0.2273, decode.d4.loss_mask: 0.4753, decode.d4.loss_dice: 0.7142, decode.d5.loss_cls: 0.2196, decode.d5.loss_mask: 0.4749, decode.d5.loss_dice: 0.7144, decode.d6.loss_cls: 0.2223, decode.d6.loss_mask: 0.4766, decode.d6.loss_dice: 0.7098, decode.d7.loss_cls: 0.2167, decode.d7.loss_mask: 0.4748, decode.d7.loss_dice: 0.7126, decode.d8.loss_cls: 0.2170, decode.d8.loss_mask: 0.4753, decode.d8.loss_dice: 0.7142, loss: 15.3856, grad_norm: 66.4564 +2023-11-07 04:24:14,948 - mmseg - INFO - Iter [107500/160000] lr: 3.281e-05, eta: 6:56:12, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2094, decode.loss_mask: 0.4491, decode.loss_dice: 0.7070, decode.d0.loss_cls: 1.2247, decode.d0.loss_mask: 0.4838, decode.d0.loss_dice: 0.7856, decode.d1.loss_cls: 0.3078, decode.d1.loss_mask: 0.4642, decode.d1.loss_dice: 0.7474, decode.d2.loss_cls: 0.2568, decode.d2.loss_mask: 0.4547, decode.d2.loss_dice: 0.7312, decode.d3.loss_cls: 0.2379, decode.d3.loss_mask: 0.4523, decode.d3.loss_dice: 0.7128, decode.d4.loss_cls: 0.2292, decode.d4.loss_mask: 0.4507, decode.d4.loss_dice: 0.7090, decode.d5.loss_cls: 0.2274, decode.d5.loss_mask: 0.4492, decode.d5.loss_dice: 0.7122, decode.d6.loss_cls: 0.2212, decode.d6.loss_mask: 0.4497, decode.d6.loss_dice: 0.7095, decode.d7.loss_cls: 0.2156, decode.d7.loss_mask: 0.4495, decode.d7.loss_dice: 0.7107, decode.d8.loss_cls: 0.2121, decode.d8.loss_mask: 0.4493, decode.d8.loss_dice: 0.7070, loss: 15.1269, grad_norm: 56.6527 +2023-11-07 04:24:37,616 - mmseg - INFO - Iter [107550/160000] lr: 3.278e-05, eta: 6:55:48, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2171, decode.loss_mask: 0.4758, decode.loss_dice: 0.6963, decode.d0.loss_cls: 1.1873, decode.d0.loss_mask: 0.5177, decode.d0.loss_dice: 0.7666, decode.d1.loss_cls: 0.2951, decode.d1.loss_mask: 0.4966, decode.d1.loss_dice: 0.7424, decode.d2.loss_cls: 0.2502, decode.d2.loss_mask: 0.4847, decode.d2.loss_dice: 0.7201, decode.d3.loss_cls: 0.2373, decode.d3.loss_mask: 0.4793, decode.d3.loss_dice: 0.7023, decode.d4.loss_cls: 0.2242, decode.d4.loss_mask: 0.4800, decode.d4.loss_dice: 0.7012, decode.d5.loss_cls: 0.2225, decode.d5.loss_mask: 0.4797, decode.d5.loss_dice: 0.7008, decode.d6.loss_cls: 0.2165, decode.d6.loss_mask: 0.4779, decode.d6.loss_dice: 0.6945, decode.d7.loss_cls: 0.2176, decode.d7.loss_mask: 0.4783, decode.d7.loss_dice: 0.6961, decode.d8.loss_cls: 0.2149, decode.d8.loss_mask: 0.4753, decode.d8.loss_dice: 0.6949, loss: 15.2431, grad_norm: 67.0527 +2023-11-07 04:25:00,428 - mmseg - INFO - Iter [107600/160000] lr: 3.275e-05, eta: 6:55:24, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2267, decode.loss_mask: 0.4747, decode.loss_dice: 0.7245, decode.d0.loss_cls: 1.1847, decode.d0.loss_mask: 0.5149, decode.d0.loss_dice: 0.8050, decode.d1.loss_cls: 0.3106, decode.d1.loss_mask: 0.4926, decode.d1.loss_dice: 0.7623, decode.d2.loss_cls: 0.2715, decode.d2.loss_mask: 0.4838, decode.d2.loss_dice: 0.7465, decode.d3.loss_cls: 0.2547, decode.d3.loss_mask: 0.4802, decode.d3.loss_dice: 0.7353, decode.d4.loss_cls: 0.2463, decode.d4.loss_mask: 0.4788, decode.d4.loss_dice: 0.7290, decode.d5.loss_cls: 0.2377, decode.d5.loss_mask: 0.4770, decode.d5.loss_dice: 0.7319, decode.d6.loss_cls: 0.2344, decode.d6.loss_mask: 0.4756, decode.d6.loss_dice: 0.7279, decode.d7.loss_cls: 0.2262, decode.d7.loss_mask: 0.4755, decode.d7.loss_dice: 0.7253, decode.d8.loss_cls: 0.2299, decode.d8.loss_mask: 0.4768, decode.d8.loss_dice: 0.7253, loss: 15.6654, grad_norm: 68.7286 +2023-11-07 04:25:23,108 - mmseg - INFO - Iter [107650/160000] lr: 3.272e-05, eta: 6:55:00, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2248, decode.loss_mask: 0.4734, decode.loss_dice: 0.7110, decode.d0.loss_cls: 1.2099, decode.d0.loss_mask: 0.5154, decode.d0.loss_dice: 0.7936, decode.d1.loss_cls: 0.2995, decode.d1.loss_mask: 0.4904, decode.d1.loss_dice: 0.7601, decode.d2.loss_cls: 0.2688, decode.d2.loss_mask: 0.4786, decode.d2.loss_dice: 0.7329, decode.d3.loss_cls: 0.2503, decode.d3.loss_mask: 0.4757, decode.d3.loss_dice: 0.7130, decode.d4.loss_cls: 0.2354, decode.d4.loss_mask: 0.4741, decode.d4.loss_dice: 0.7207, decode.d5.loss_cls: 0.2296, decode.d5.loss_mask: 0.4741, decode.d5.loss_dice: 0.7182, decode.d6.loss_cls: 0.2289, decode.d6.loss_mask: 0.4754, decode.d6.loss_dice: 0.7117, decode.d7.loss_cls: 0.2207, decode.d7.loss_mask: 0.4754, decode.d7.loss_dice: 0.7141, decode.d8.loss_cls: 0.2269, decode.d8.loss_mask: 0.4724, decode.d8.loss_dice: 0.7091, loss: 15.4838, grad_norm: 67.2842 +2023-11-07 04:25:45,857 - mmseg - INFO - Iter [107700/160000] lr: 3.269e-05, eta: 6:54:35, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2180, decode.loss_mask: 0.4825, decode.loss_dice: 0.7115, decode.d0.loss_cls: 1.2135, decode.d0.loss_mask: 0.5230, decode.d0.loss_dice: 0.7903, decode.d1.loss_cls: 0.3072, decode.d1.loss_mask: 0.5004, decode.d1.loss_dice: 0.7617, decode.d2.loss_cls: 0.2625, decode.d2.loss_mask: 0.4893, decode.d2.loss_dice: 0.7306, decode.d3.loss_cls: 0.2475, decode.d3.loss_mask: 0.4858, decode.d3.loss_dice: 0.7169, decode.d4.loss_cls: 0.2384, decode.d4.loss_mask: 0.4838, decode.d4.loss_dice: 0.7126, decode.d5.loss_cls: 0.2327, decode.d5.loss_mask: 0.4826, decode.d5.loss_dice: 0.7142, decode.d6.loss_cls: 0.2275, decode.d6.loss_mask: 0.4823, decode.d6.loss_dice: 0.7106, decode.d7.loss_cls: 0.2250, decode.d7.loss_mask: 0.4805, decode.d7.loss_dice: 0.7127, decode.d8.loss_cls: 0.2187, decode.d8.loss_mask: 0.4824, decode.d8.loss_dice: 0.7148, loss: 15.5596, grad_norm: 69.2014 +2023-11-07 04:26:08,651 - mmseg - INFO - Iter [107750/160000] lr: 3.266e-05, eta: 6:54:11, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2110, decode.loss_mask: 0.4606, decode.loss_dice: 0.6980, decode.d0.loss_cls: 1.2060, decode.d0.loss_mask: 0.4993, decode.d0.loss_dice: 0.7648, decode.d1.loss_cls: 0.2892, decode.d1.loss_mask: 0.4799, decode.d1.loss_dice: 0.7391, decode.d2.loss_cls: 0.2555, decode.d2.loss_mask: 0.4690, decode.d2.loss_dice: 0.7170, decode.d3.loss_cls: 0.2404, decode.d3.loss_mask: 0.4629, decode.d3.loss_dice: 0.7024, decode.d4.loss_cls: 0.2258, decode.d4.loss_mask: 0.4632, decode.d4.loss_dice: 0.7061, decode.d5.loss_cls: 0.2184, decode.d5.loss_mask: 0.4634, decode.d5.loss_dice: 0.6998, decode.d6.loss_cls: 0.2186, decode.d6.loss_mask: 0.4638, decode.d6.loss_dice: 0.6980, decode.d7.loss_cls: 0.2137, decode.d7.loss_mask: 0.4628, decode.d7.loss_dice: 0.7006, decode.d8.loss_cls: 0.2140, decode.d8.loss_mask: 0.4639, decode.d8.loss_dice: 0.6989, loss: 15.1061, grad_norm: 63.7214 +2023-11-07 04:26:31,344 - mmseg - INFO - Iter [107800/160000] lr: 3.263e-05, eta: 6:53:47, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2209, decode.loss_mask: 0.4898, decode.loss_dice: 0.7255, decode.d0.loss_cls: 1.1827, decode.d0.loss_mask: 0.5333, decode.d0.loss_dice: 0.8027, decode.d1.loss_cls: 0.3095, decode.d1.loss_mask: 0.5092, decode.d1.loss_dice: 0.7742, decode.d2.loss_cls: 0.2611, decode.d2.loss_mask: 0.5006, decode.d2.loss_dice: 0.7506, decode.d3.loss_cls: 0.2452, decode.d3.loss_mask: 0.4937, decode.d3.loss_dice: 0.7341, decode.d4.loss_cls: 0.2366, decode.d4.loss_mask: 0.4931, decode.d4.loss_dice: 0.7329, decode.d5.loss_cls: 0.2372, decode.d5.loss_mask: 0.4921, decode.d5.loss_dice: 0.7308, decode.d6.loss_cls: 0.2289, decode.d6.loss_mask: 0.4919, decode.d6.loss_dice: 0.7263, decode.d7.loss_cls: 0.2243, decode.d7.loss_mask: 0.4936, decode.d7.loss_dice: 0.7295, decode.d8.loss_cls: 0.2233, decode.d8.loss_mask: 0.4909, decode.d8.loss_dice: 0.7260, loss: 15.7905, grad_norm: 61.6616 +2023-11-07 04:26:53,997 - mmseg - INFO - Iter [107850/160000] lr: 3.259e-05, eta: 6:53:22, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2217, decode.loss_mask: 0.4596, decode.loss_dice: 0.7015, decode.d0.loss_cls: 1.2219, decode.d0.loss_mask: 0.5030, decode.d0.loss_dice: 0.7793, decode.d1.loss_cls: 0.3009, decode.d1.loss_mask: 0.4808, decode.d1.loss_dice: 0.7450, decode.d2.loss_cls: 0.2637, decode.d2.loss_mask: 0.4677, decode.d2.loss_dice: 0.7179, decode.d3.loss_cls: 0.2471, decode.d3.loss_mask: 0.4617, decode.d3.loss_dice: 0.7023, decode.d4.loss_cls: 0.2377, decode.d4.loss_mask: 0.4642, decode.d4.loss_dice: 0.7021, decode.d5.loss_cls: 0.2342, decode.d5.loss_mask: 0.4618, decode.d5.loss_dice: 0.7030, decode.d6.loss_cls: 0.2309, decode.d6.loss_mask: 0.4601, decode.d6.loss_dice: 0.6999, decode.d7.loss_cls: 0.2267, decode.d7.loss_mask: 0.4597, decode.d7.loss_dice: 0.6986, decode.d8.loss_cls: 0.2257, decode.d8.loss_mask: 0.4592, decode.d8.loss_dice: 0.7003, loss: 15.2382, grad_norm: 65.2418 +2023-11-07 04:27:16,764 - mmseg - INFO - Iter [107900/160000] lr: 3.256e-05, eta: 6:52:58, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2230, decode.loss_mask: 0.4740, decode.loss_dice: 0.7225, decode.d0.loss_cls: 1.2307, decode.d0.loss_mask: 0.5106, decode.d0.loss_dice: 0.8034, decode.d1.loss_cls: 0.3072, decode.d1.loss_mask: 0.4913, decode.d1.loss_dice: 0.7730, decode.d2.loss_cls: 0.2692, decode.d2.loss_mask: 0.4818, decode.d2.loss_dice: 0.7440, decode.d3.loss_cls: 0.2496, decode.d3.loss_mask: 0.4747, decode.d3.loss_dice: 0.7276, decode.d4.loss_cls: 0.2425, decode.d4.loss_mask: 0.4738, decode.d4.loss_dice: 0.7233, decode.d5.loss_cls: 0.2401, decode.d5.loss_mask: 0.4710, decode.d5.loss_dice: 0.7254, decode.d6.loss_cls: 0.2306, decode.d6.loss_mask: 0.4742, decode.d6.loss_dice: 0.7218, decode.d7.loss_cls: 0.2258, decode.d7.loss_mask: 0.4731, decode.d7.loss_dice: 0.7257, decode.d8.loss_cls: 0.2199, decode.d8.loss_mask: 0.4754, decode.d8.loss_dice: 0.7239, loss: 15.6290, grad_norm: 66.9030 +2023-11-07 04:27:39,577 - mmseg - INFO - Iter [107950/160000] lr: 3.253e-05, eta: 6:52:34, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2082, decode.loss_mask: 0.4593, decode.loss_dice: 0.7145, decode.d0.loss_cls: 1.2255, decode.d0.loss_mask: 0.5028, decode.d0.loss_dice: 0.7880, decode.d1.loss_cls: 0.2884, decode.d1.loss_mask: 0.4787, decode.d1.loss_dice: 0.7535, decode.d2.loss_cls: 0.2459, decode.d2.loss_mask: 0.4676, decode.d2.loss_dice: 0.7322, decode.d3.loss_cls: 0.2342, decode.d3.loss_mask: 0.4645, decode.d3.loss_dice: 0.7163, decode.d4.loss_cls: 0.2246, decode.d4.loss_mask: 0.4617, decode.d4.loss_dice: 0.7116, decode.d5.loss_cls: 0.2193, decode.d5.loss_mask: 0.4617, decode.d5.loss_dice: 0.7144, decode.d6.loss_cls: 0.2153, decode.d6.loss_mask: 0.4606, decode.d6.loss_dice: 0.7113, decode.d7.loss_cls: 0.2147, decode.d7.loss_mask: 0.4612, decode.d7.loss_dice: 0.7106, decode.d8.loss_cls: 0.2071, decode.d8.loss_mask: 0.4602, decode.d8.loss_dice: 0.7115, loss: 15.2250, grad_norm: 72.8148 +2023-11-07 04:28:02,520 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 04:28:02,520 - mmseg - INFO - Iter [108000/160000] lr: 3.250e-05, eta: 6:52:10, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2241, decode.loss_mask: 0.4933, decode.loss_dice: 0.7378, decode.d0.loss_cls: 1.2307, decode.d0.loss_mask: 0.5286, decode.d0.loss_dice: 0.8161, decode.d1.loss_cls: 0.3129, decode.d1.loss_mask: 0.5096, decode.d1.loss_dice: 0.7822, decode.d2.loss_cls: 0.2724, decode.d2.loss_mask: 0.5012, decode.d2.loss_dice: 0.7571, decode.d3.loss_cls: 0.2524, decode.d3.loss_mask: 0.4982, decode.d3.loss_dice: 0.7398, decode.d4.loss_cls: 0.2396, decode.d4.loss_mask: 0.4979, decode.d4.loss_dice: 0.7403, decode.d5.loss_cls: 0.2310, decode.d5.loss_mask: 0.4959, decode.d5.loss_dice: 0.7405, decode.d6.loss_cls: 0.2274, decode.d6.loss_mask: 0.4954, decode.d6.loss_dice: 0.7349, decode.d7.loss_cls: 0.2224, decode.d7.loss_mask: 0.4953, decode.d7.loss_dice: 0.7375, decode.d8.loss_cls: 0.2229, decode.d8.loss_mask: 0.4931, decode.d8.loss_dice: 0.7388, loss: 15.9694, grad_norm: 72.2264 +2023-11-07 04:28:25,427 - mmseg - INFO - Iter [108050/160000] lr: 3.247e-05, eta: 6:51:45, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2323, decode.loss_mask: 0.4862, decode.loss_dice: 0.7218, decode.d0.loss_cls: 1.2118, decode.d0.loss_mask: 0.5250, decode.d0.loss_dice: 0.8019, decode.d1.loss_cls: 0.3225, decode.d1.loss_mask: 0.4999, decode.d1.loss_dice: 0.7699, decode.d2.loss_cls: 0.2743, decode.d2.loss_mask: 0.4933, decode.d2.loss_dice: 0.7411, decode.d3.loss_cls: 0.2604, decode.d3.loss_mask: 0.4919, decode.d3.loss_dice: 0.7245, decode.d4.loss_cls: 0.2481, decode.d4.loss_mask: 0.4884, decode.d4.loss_dice: 0.7245, decode.d5.loss_cls: 0.2421, decode.d5.loss_mask: 0.4880, decode.d5.loss_dice: 0.7225, decode.d6.loss_cls: 0.2396, decode.d6.loss_mask: 0.4839, decode.d6.loss_dice: 0.7171, decode.d7.loss_cls: 0.2327, decode.d7.loss_mask: 0.4859, decode.d7.loss_dice: 0.7179, decode.d8.loss_cls: 0.2352, decode.d8.loss_mask: 0.4858, decode.d8.loss_dice: 0.7226, loss: 15.7910, grad_norm: 65.4285 +2023-11-07 04:28:48,262 - mmseg - INFO - Iter [108100/160000] lr: 3.244e-05, eta: 6:51:21, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2135, decode.loss_mask: 0.4903, decode.loss_dice: 0.7166, decode.d0.loss_cls: 1.2250, decode.d0.loss_mask: 0.5310, decode.d0.loss_dice: 0.7937, decode.d1.loss_cls: 0.2975, decode.d1.loss_mask: 0.5111, decode.d1.loss_dice: 0.7628, decode.d2.loss_cls: 0.2538, decode.d2.loss_mask: 0.4981, decode.d2.loss_dice: 0.7394, decode.d3.loss_cls: 0.2406, decode.d3.loss_mask: 0.4943, decode.d3.loss_dice: 0.7247, decode.d4.loss_cls: 0.2245, decode.d4.loss_mask: 0.4928, decode.d4.loss_dice: 0.7212, decode.d5.loss_cls: 0.2204, decode.d5.loss_mask: 0.4912, decode.d5.loss_dice: 0.7223, decode.d6.loss_cls: 0.2195, decode.d6.loss_mask: 0.4910, decode.d6.loss_dice: 0.7160, decode.d7.loss_cls: 0.2125, decode.d7.loss_mask: 0.4910, decode.d7.loss_dice: 0.7155, decode.d8.loss_cls: 0.2111, decode.d8.loss_mask: 0.4917, decode.d8.loss_dice: 0.7146, loss: 15.6278, grad_norm: 67.1351 +2023-11-07 04:29:11,175 - mmseg - INFO - Iter [108150/160000] lr: 3.241e-05, eta: 6:50:57, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2230, decode.loss_mask: 0.4637, decode.loss_dice: 0.7158, decode.d0.loss_cls: 1.2180, decode.d0.loss_mask: 0.5033, decode.d0.loss_dice: 0.8010, decode.d1.loss_cls: 0.3228, decode.d1.loss_mask: 0.4836, decode.d1.loss_dice: 0.7621, decode.d2.loss_cls: 0.2709, decode.d2.loss_mask: 0.4724, decode.d2.loss_dice: 0.7430, decode.d3.loss_cls: 0.2436, decode.d3.loss_mask: 0.4699, decode.d3.loss_dice: 0.7236, decode.d4.loss_cls: 0.2372, decode.d4.loss_mask: 0.4675, decode.d4.loss_dice: 0.7242, decode.d5.loss_cls: 0.2326, decode.d5.loss_mask: 0.4670, decode.d5.loss_dice: 0.7185, decode.d6.loss_cls: 0.2298, decode.d6.loss_mask: 0.4647, decode.d6.loss_dice: 0.7143, decode.d7.loss_cls: 0.2261, decode.d7.loss_mask: 0.4635, decode.d7.loss_dice: 0.7162, decode.d8.loss_cls: 0.2207, decode.d8.loss_mask: 0.4631, decode.d8.loss_dice: 0.7211, loss: 15.4833, grad_norm: 67.1256 +2023-11-07 04:29:33,857 - mmseg - INFO - Iter [108200/160000] lr: 3.238e-05, eta: 6:50:33, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2114, decode.loss_mask: 0.4740, decode.loss_dice: 0.7083, decode.d0.loss_cls: 1.2245, decode.d0.loss_mask: 0.5118, decode.d0.loss_dice: 0.7900, decode.d1.loss_cls: 0.3063, decode.d1.loss_mask: 0.4882, decode.d1.loss_dice: 0.7534, decode.d2.loss_cls: 0.2579, decode.d2.loss_mask: 0.4806, decode.d2.loss_dice: 0.7269, decode.d3.loss_cls: 0.2357, decode.d3.loss_mask: 0.4778, decode.d3.loss_dice: 0.7136, decode.d4.loss_cls: 0.2280, decode.d4.loss_mask: 0.4752, decode.d4.loss_dice: 0.7172, decode.d5.loss_cls: 0.2216, decode.d5.loss_mask: 0.4744, decode.d5.loss_dice: 0.7139, decode.d6.loss_cls: 0.2196, decode.d6.loss_mask: 0.4736, decode.d6.loss_dice: 0.7085, decode.d7.loss_cls: 0.2120, decode.d7.loss_mask: 0.4741, decode.d7.loss_dice: 0.7077, decode.d8.loss_cls: 0.2127, decode.d8.loss_mask: 0.4730, decode.d8.loss_dice: 0.7073, loss: 15.3792, grad_norm: 61.1179 +2023-11-07 04:29:56,581 - mmseg - INFO - Iter [108250/160000] lr: 3.234e-05, eta: 6:50:08, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2150, decode.loss_mask: 0.4748, decode.loss_dice: 0.7068, decode.d0.loss_cls: 1.2485, decode.d0.loss_mask: 0.5134, decode.d0.loss_dice: 0.7826, decode.d1.loss_cls: 0.3121, decode.d1.loss_mask: 0.4914, decode.d1.loss_dice: 0.7508, decode.d2.loss_cls: 0.2690, decode.d2.loss_mask: 0.4793, decode.d2.loss_dice: 0.7267, decode.d3.loss_cls: 0.2484, decode.d3.loss_mask: 0.4761, decode.d3.loss_dice: 0.7127, decode.d4.loss_cls: 0.2370, decode.d4.loss_mask: 0.4770, decode.d4.loss_dice: 0.7085, decode.d5.loss_cls: 0.2270, decode.d5.loss_mask: 0.4762, decode.d5.loss_dice: 0.7111, decode.d6.loss_cls: 0.2261, decode.d6.loss_mask: 0.4752, decode.d6.loss_dice: 0.7041, decode.d7.loss_cls: 0.2226, decode.d7.loss_mask: 0.4755, decode.d7.loss_dice: 0.7066, decode.d8.loss_cls: 0.2185, decode.d8.loss_mask: 0.4754, decode.d8.loss_dice: 0.7058, loss: 15.4541, grad_norm: 64.3902 +2023-11-07 04:30:19,403 - mmseg - INFO - Iter [108300/160000] lr: 3.231e-05, eta: 6:49:44, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2235, decode.loss_mask: 0.4804, decode.loss_dice: 0.7229, decode.d0.loss_cls: 1.2216, decode.d0.loss_mask: 0.5264, decode.d0.loss_dice: 0.8089, decode.d1.loss_cls: 0.3176, decode.d1.loss_mask: 0.5007, decode.d1.loss_dice: 0.7681, decode.d2.loss_cls: 0.2680, decode.d2.loss_mask: 0.4900, decode.d2.loss_dice: 0.7531, decode.d3.loss_cls: 0.2495, decode.d3.loss_mask: 0.4862, decode.d3.loss_dice: 0.7300, decode.d4.loss_cls: 0.2370, decode.d4.loss_mask: 0.4846, decode.d4.loss_dice: 0.7300, decode.d5.loss_cls: 0.2297, decode.d5.loss_mask: 0.4849, decode.d5.loss_dice: 0.7330, decode.d6.loss_cls: 0.2300, decode.d6.loss_mask: 0.4836, decode.d6.loss_dice: 0.7265, decode.d7.loss_cls: 0.2254, decode.d7.loss_mask: 0.4825, decode.d7.loss_dice: 0.7296, decode.d8.loss_cls: 0.2236, decode.d8.loss_mask: 0.4803, decode.d8.loss_dice: 0.7270, loss: 15.7545, grad_norm: 68.2970 +2023-11-07 04:30:42,378 - mmseg - INFO - Iter [108350/160000] lr: 3.228e-05, eta: 6:49:20, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2336, decode.loss_mask: 0.4855, decode.loss_dice: 0.7241, decode.d0.loss_cls: 1.2327, decode.d0.loss_mask: 0.5240, decode.d0.loss_dice: 0.8062, decode.d1.loss_cls: 0.3136, decode.d1.loss_mask: 0.4984, decode.d1.loss_dice: 0.7707, decode.d2.loss_cls: 0.2791, decode.d2.loss_mask: 0.4934, decode.d2.loss_dice: 0.7457, decode.d3.loss_cls: 0.2594, decode.d3.loss_mask: 0.4880, decode.d3.loss_dice: 0.7257, decode.d4.loss_cls: 0.2455, decode.d4.loss_mask: 0.4874, decode.d4.loss_dice: 0.7260, decode.d5.loss_cls: 0.2448, decode.d5.loss_mask: 0.4850, decode.d5.loss_dice: 0.7287, decode.d6.loss_cls: 0.2379, decode.d6.loss_mask: 0.4848, decode.d6.loss_dice: 0.7252, decode.d7.loss_cls: 0.2341, decode.d7.loss_mask: 0.4832, decode.d7.loss_dice: 0.7240, decode.d8.loss_cls: 0.2294, decode.d8.loss_mask: 0.4831, decode.d8.loss_dice: 0.7274, loss: 15.8264, grad_norm: 72.8032 +2023-11-07 04:31:05,247 - mmseg - INFO - Iter [108400/160000] lr: 3.225e-05, eta: 6:48:56, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2184, decode.loss_mask: 0.4701, decode.loss_dice: 0.7036, decode.d0.loss_cls: 1.2182, decode.d0.loss_mask: 0.5119, decode.d0.loss_dice: 0.7817, decode.d1.loss_cls: 0.3104, decode.d1.loss_mask: 0.4879, decode.d1.loss_dice: 0.7369, decode.d2.loss_cls: 0.2641, decode.d2.loss_mask: 0.4804, decode.d2.loss_dice: 0.7268, decode.d3.loss_cls: 0.2477, decode.d3.loss_mask: 0.4740, decode.d3.loss_dice: 0.7076, decode.d4.loss_cls: 0.2315, decode.d4.loss_mask: 0.4726, decode.d4.loss_dice: 0.7100, decode.d5.loss_cls: 0.2298, decode.d5.loss_mask: 0.4712, decode.d5.loss_dice: 0.7108, decode.d6.loss_cls: 0.2276, decode.d6.loss_mask: 0.4696, decode.d6.loss_dice: 0.7059, decode.d7.loss_cls: 0.2281, decode.d7.loss_mask: 0.4717, decode.d7.loss_dice: 0.7023, decode.d8.loss_cls: 0.2239, decode.d8.loss_mask: 0.4704, decode.d8.loss_dice: 0.7021, loss: 15.3672, grad_norm: 69.5301 +2023-11-07 04:31:28,111 - mmseg - INFO - Iter [108450/160000] lr: 3.222e-05, eta: 6:48:32, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2363, decode.loss_mask: 0.4918, decode.loss_dice: 0.7164, decode.d0.loss_cls: 1.2230, decode.d0.loss_mask: 0.5331, decode.d0.loss_dice: 0.7918, decode.d1.loss_cls: 0.3224, decode.d1.loss_mask: 0.5097, decode.d1.loss_dice: 0.7555, decode.d2.loss_cls: 0.2754, decode.d2.loss_mask: 0.4998, decode.d2.loss_dice: 0.7393, decode.d3.loss_cls: 0.2634, decode.d3.loss_mask: 0.4944, decode.d3.loss_dice: 0.7219, decode.d4.loss_cls: 0.2463, decode.d4.loss_mask: 0.4945, decode.d4.loss_dice: 0.7216, decode.d5.loss_cls: 0.2381, decode.d5.loss_mask: 0.4932, decode.d5.loss_dice: 0.7220, decode.d6.loss_cls: 0.2409, decode.d6.loss_mask: 0.4928, decode.d6.loss_dice: 0.7158, decode.d7.loss_cls: 0.2387, decode.d7.loss_mask: 0.4919, decode.d7.loss_dice: 0.7185, decode.d8.loss_cls: 0.2353, decode.d8.loss_mask: 0.4912, decode.d8.loss_dice: 0.7165, loss: 15.8311, grad_norm: 66.3723 +2023-11-07 04:31:50,850 - mmseg - INFO - Iter [108500/160000] lr: 3.219e-05, eta: 6:48:07, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2210, decode.loss_mask: 0.4981, decode.loss_dice: 0.7336, decode.d0.loss_cls: 1.2505, decode.d0.loss_mask: 0.5402, decode.d0.loss_dice: 0.8122, decode.d1.loss_cls: 0.3104, decode.d1.loss_mask: 0.5164, decode.d1.loss_dice: 0.7741, decode.d2.loss_cls: 0.2667, decode.d2.loss_mask: 0.5042, decode.d2.loss_dice: 0.7523, decode.d3.loss_cls: 0.2460, decode.d3.loss_mask: 0.5021, decode.d3.loss_dice: 0.7381, decode.d4.loss_cls: 0.2360, decode.d4.loss_mask: 0.4988, decode.d4.loss_dice: 0.7363, decode.d5.loss_cls: 0.2327, decode.d5.loss_mask: 0.4987, decode.d5.loss_dice: 0.7329, decode.d6.loss_cls: 0.2236, decode.d6.loss_mask: 0.4985, decode.d6.loss_dice: 0.7326, decode.d7.loss_cls: 0.2258, decode.d7.loss_mask: 0.4973, decode.d7.loss_dice: 0.7374, decode.d8.loss_cls: 0.2242, decode.d8.loss_mask: 0.4963, decode.d8.loss_dice: 0.7341, loss: 15.9711, grad_norm: 72.8694 +2023-11-07 04:32:13,645 - mmseg - INFO - Iter [108550/160000] lr: 3.216e-05, eta: 6:47:43, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2187, decode.loss_mask: 0.4893, decode.loss_dice: 0.7200, decode.d0.loss_cls: 1.2117, decode.d0.loss_mask: 0.5245, decode.d0.loss_dice: 0.7868, decode.d1.loss_cls: 0.3111, decode.d1.loss_mask: 0.5030, decode.d1.loss_dice: 0.7636, decode.d2.loss_cls: 0.2677, decode.d2.loss_mask: 0.4919, decode.d2.loss_dice: 0.7371, decode.d3.loss_cls: 0.2436, decode.d3.loss_mask: 0.4916, decode.d3.loss_dice: 0.7220, decode.d4.loss_cls: 0.2338, decode.d4.loss_mask: 0.4886, decode.d4.loss_dice: 0.7197, decode.d5.loss_cls: 0.2307, decode.d5.loss_mask: 0.4885, decode.d5.loss_dice: 0.7211, decode.d6.loss_cls: 0.2217, decode.d6.loss_mask: 0.4892, decode.d6.loss_dice: 0.7222, decode.d7.loss_cls: 0.2188, decode.d7.loss_mask: 0.4895, decode.d7.loss_dice: 0.7178, decode.d8.loss_cls: 0.2179, decode.d8.loss_mask: 0.4892, decode.d8.loss_dice: 0.7155, loss: 15.6464, grad_norm: 68.6055 +2023-11-07 04:32:36,268 - mmseg - INFO - Iter [108600/160000] lr: 3.213e-05, eta: 6:47:19, time: 0.452, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2061, decode.loss_mask: 0.4917, decode.loss_dice: 0.7154, decode.d0.loss_cls: 1.1562, decode.d0.loss_mask: 0.5260, decode.d0.loss_dice: 0.7777, decode.d1.loss_cls: 0.2867, decode.d1.loss_mask: 0.5070, decode.d1.loss_dice: 0.7523, decode.d2.loss_cls: 0.2483, decode.d2.loss_mask: 0.4964, decode.d2.loss_dice: 0.7332, decode.d3.loss_cls: 0.2382, decode.d3.loss_mask: 0.4924, decode.d3.loss_dice: 0.7174, decode.d4.loss_cls: 0.2262, decode.d4.loss_mask: 0.4907, decode.d4.loss_dice: 0.7179, decode.d5.loss_cls: 0.2190, decode.d5.loss_mask: 0.4907, decode.d5.loss_dice: 0.7151, decode.d6.loss_cls: 0.2180, decode.d6.loss_mask: 0.4911, decode.d6.loss_dice: 0.7138, decode.d7.loss_cls: 0.2122, decode.d7.loss_mask: 0.4917, decode.d7.loss_dice: 0.7140, decode.d8.loss_cls: 0.2101, decode.d8.loss_mask: 0.4897, decode.d8.loss_dice: 0.7148, loss: 15.4600, grad_norm: 70.6648 +2023-11-07 04:33:01,383 - mmseg - INFO - Iter [108650/160000] lr: 3.209e-05, eta: 6:46:56, time: 0.502, data_time: 0.059, memory: 39436, decode.loss_cls: 0.2348, decode.loss_mask: 0.4784, decode.loss_dice: 0.7143, decode.d0.loss_cls: 1.2469, decode.d0.loss_mask: 0.5251, decode.d0.loss_dice: 0.7929, decode.d1.loss_cls: 0.3320, decode.d1.loss_mask: 0.4994, decode.d1.loss_dice: 0.7621, decode.d2.loss_cls: 0.2813, decode.d2.loss_mask: 0.4897, decode.d2.loss_dice: 0.7425, decode.d3.loss_cls: 0.2601, decode.d3.loss_mask: 0.4823, decode.d3.loss_dice: 0.7219, decode.d4.loss_cls: 0.2492, decode.d4.loss_mask: 0.4795, decode.d4.loss_dice: 0.7223, decode.d5.loss_cls: 0.2406, decode.d5.loss_mask: 0.4799, decode.d5.loss_dice: 0.7208, decode.d6.loss_cls: 0.2346, decode.d6.loss_mask: 0.4776, decode.d6.loss_dice: 0.7185, decode.d7.loss_cls: 0.2327, decode.d7.loss_mask: 0.4786, decode.d7.loss_dice: 0.7227, decode.d8.loss_cls: 0.2365, decode.d8.loss_mask: 0.4785, decode.d8.loss_dice: 0.7162, loss: 15.7519, grad_norm: 65.5790 +2023-11-07 04:33:24,159 - mmseg - INFO - Iter [108700/160000] lr: 3.206e-05, eta: 6:46:31, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2075, decode.loss_mask: 0.4760, decode.loss_dice: 0.6811, decode.d0.loss_cls: 1.1770, decode.d0.loss_mask: 0.5154, decode.d0.loss_dice: 0.7542, decode.d1.loss_cls: 0.2905, decode.d1.loss_mask: 0.4931, decode.d1.loss_dice: 0.7235, decode.d2.loss_cls: 0.2523, decode.d2.loss_mask: 0.4822, decode.d2.loss_dice: 0.7003, decode.d3.loss_cls: 0.2332, decode.d3.loss_mask: 0.4766, decode.d3.loss_dice: 0.6843, decode.d4.loss_cls: 0.2175, decode.d4.loss_mask: 0.4772, decode.d4.loss_dice: 0.6871, decode.d5.loss_cls: 0.2153, decode.d5.loss_mask: 0.4777, decode.d5.loss_dice: 0.6859, decode.d6.loss_cls: 0.2151, decode.d6.loss_mask: 0.4769, decode.d6.loss_dice: 0.6843, decode.d7.loss_cls: 0.2102, decode.d7.loss_mask: 0.4770, decode.d7.loss_dice: 0.6803, decode.d8.loss_cls: 0.2068, decode.d8.loss_mask: 0.4764, decode.d8.loss_dice: 0.6822, loss: 15.0171, grad_norm: 67.7379 +2023-11-07 04:33:47,207 - mmseg - INFO - Iter [108750/160000] lr: 3.203e-05, eta: 6:46:07, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2211, decode.loss_mask: 0.4522, decode.loss_dice: 0.7172, decode.d0.loss_cls: 1.2524, decode.d0.loss_mask: 0.4902, decode.d0.loss_dice: 0.7957, decode.d1.loss_cls: 0.3143, decode.d1.loss_mask: 0.4728, decode.d1.loss_dice: 0.7628, decode.d2.loss_cls: 0.2650, decode.d2.loss_mask: 0.4630, decode.d2.loss_dice: 0.7379, decode.d3.loss_cls: 0.2492, decode.d3.loss_mask: 0.4591, decode.d3.loss_dice: 0.7194, decode.d4.loss_cls: 0.2335, decode.d4.loss_mask: 0.4588, decode.d4.loss_dice: 0.7218, decode.d5.loss_cls: 0.2315, decode.d5.loss_mask: 0.4555, decode.d5.loss_dice: 0.7188, decode.d6.loss_cls: 0.2287, decode.d6.loss_mask: 0.4543, decode.d6.loss_dice: 0.7155, decode.d7.loss_cls: 0.2233, decode.d7.loss_mask: 0.4543, decode.d7.loss_dice: 0.7195, decode.d8.loss_cls: 0.2201, decode.d8.loss_mask: 0.4534, decode.d8.loss_dice: 0.7147, loss: 15.3762, grad_norm: 57.2752 +2023-11-07 04:34:09,993 - mmseg - INFO - Iter [108800/160000] lr: 3.200e-05, eta: 6:45:43, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2235, decode.loss_mask: 0.4693, decode.loss_dice: 0.7104, decode.d0.loss_cls: 1.2183, decode.d0.loss_mask: 0.5022, decode.d0.loss_dice: 0.7913, decode.d1.loss_cls: 0.3053, decode.d1.loss_mask: 0.4849, decode.d1.loss_dice: 0.7550, decode.d2.loss_cls: 0.2726, decode.d2.loss_mask: 0.4739, decode.d2.loss_dice: 0.7367, decode.d3.loss_cls: 0.2418, decode.d3.loss_mask: 0.4705, decode.d3.loss_dice: 0.7260, decode.d4.loss_cls: 0.2344, decode.d4.loss_mask: 0.4691, decode.d4.loss_dice: 0.7214, decode.d5.loss_cls: 0.2287, decode.d5.loss_mask: 0.4689, decode.d5.loss_dice: 0.7225, decode.d6.loss_cls: 0.2301, decode.d6.loss_mask: 0.4696, decode.d6.loss_dice: 0.7190, decode.d7.loss_cls: 0.2231, decode.d7.loss_mask: 0.4706, decode.d7.loss_dice: 0.7192, decode.d8.loss_cls: 0.2210, decode.d8.loss_mask: 0.4695, decode.d8.loss_dice: 0.7209, loss: 15.4697, grad_norm: 60.9711 +2023-11-07 04:34:32,753 - mmseg - INFO - Iter [108850/160000] lr: 3.197e-05, eta: 6:45:19, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2146, decode.loss_mask: 0.4936, decode.loss_dice: 0.7357, decode.d0.loss_cls: 1.2134, decode.d0.loss_mask: 0.5312, decode.d0.loss_dice: 0.8088, decode.d1.loss_cls: 0.2976, decode.d1.loss_mask: 0.5084, decode.d1.loss_dice: 0.7844, decode.d2.loss_cls: 0.2591, decode.d2.loss_mask: 0.4992, decode.d2.loss_dice: 0.7569, decode.d3.loss_cls: 0.2394, decode.d3.loss_mask: 0.4953, decode.d3.loss_dice: 0.7430, decode.d4.loss_cls: 0.2204, decode.d4.loss_mask: 0.4960, decode.d4.loss_dice: 0.7423, decode.d5.loss_cls: 0.2120, decode.d5.loss_mask: 0.4964, decode.d5.loss_dice: 0.7396, decode.d6.loss_cls: 0.2168, decode.d6.loss_mask: 0.4948, decode.d6.loss_dice: 0.7406, decode.d7.loss_cls: 0.2173, decode.d7.loss_mask: 0.4919, decode.d7.loss_dice: 0.7326, decode.d8.loss_cls: 0.2145, decode.d8.loss_mask: 0.4941, decode.d8.loss_dice: 0.7382, loss: 15.8284, grad_norm: 63.2762 +2023-11-07 04:34:55,450 - mmseg - INFO - Iter [108900/160000] lr: 3.194e-05, eta: 6:44:55, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2113, decode.loss_mask: 0.4688, decode.loss_dice: 0.7125, decode.d0.loss_cls: 1.1777, decode.d0.loss_mask: 0.5099, decode.d0.loss_dice: 0.7904, decode.d1.loss_cls: 0.2963, decode.d1.loss_mask: 0.4885, decode.d1.loss_dice: 0.7571, decode.d2.loss_cls: 0.2547, decode.d2.loss_mask: 0.4775, decode.d2.loss_dice: 0.7329, decode.d3.loss_cls: 0.2410, decode.d3.loss_mask: 0.4741, decode.d3.loss_dice: 0.7183, decode.d4.loss_cls: 0.2242, decode.d4.loss_mask: 0.4726, decode.d4.loss_dice: 0.7178, decode.d5.loss_cls: 0.2204, decode.d5.loss_mask: 0.4704, decode.d5.loss_dice: 0.7186, decode.d6.loss_cls: 0.2144, decode.d6.loss_mask: 0.4712, decode.d6.loss_dice: 0.7122, decode.d7.loss_cls: 0.2135, decode.d7.loss_mask: 0.4721, decode.d7.loss_dice: 0.7106, decode.d8.loss_cls: 0.2150, decode.d8.loss_mask: 0.4689, decode.d8.loss_dice: 0.7074, loss: 15.3202, grad_norm: 66.9940 +2023-11-07 04:35:18,385 - mmseg - INFO - Iter [108950/160000] lr: 3.191e-05, eta: 6:44:30, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2175, decode.loss_mask: 0.4878, decode.loss_dice: 0.7236, decode.d0.loss_cls: 1.2109, decode.d0.loss_mask: 0.5329, decode.d0.loss_dice: 0.8069, decode.d1.loss_cls: 0.3049, decode.d1.loss_mask: 0.5072, decode.d1.loss_dice: 0.7640, decode.d2.loss_cls: 0.2597, decode.d2.loss_mask: 0.4986, decode.d2.loss_dice: 0.7452, decode.d3.loss_cls: 0.2466, decode.d3.loss_mask: 0.4921, decode.d3.loss_dice: 0.7289, decode.d4.loss_cls: 0.2342, decode.d4.loss_mask: 0.4909, decode.d4.loss_dice: 0.7257, decode.d5.loss_cls: 0.2286, decode.d5.loss_mask: 0.4907, decode.d5.loss_dice: 0.7293, decode.d6.loss_cls: 0.2240, decode.d6.loss_mask: 0.4905, decode.d6.loss_dice: 0.7235, decode.d7.loss_cls: 0.2213, decode.d7.loss_mask: 0.4887, decode.d7.loss_dice: 0.7242, decode.d8.loss_cls: 0.2210, decode.d8.loss_mask: 0.4886, decode.d8.loss_dice: 0.7234, loss: 15.7314, grad_norm: 68.0841 +2023-11-07 04:35:41,231 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 04:35:41,231 - mmseg - INFO - Iter [109000/160000] lr: 3.188e-05, eta: 6:44:06, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2341, decode.loss_mask: 0.4965, decode.loss_dice: 0.7475, decode.d0.loss_cls: 1.2178, decode.d0.loss_mask: 0.5398, decode.d0.loss_dice: 0.8273, decode.d1.loss_cls: 0.3185, decode.d1.loss_mask: 0.5173, decode.d1.loss_dice: 0.7966, decode.d2.loss_cls: 0.2776, decode.d2.loss_mask: 0.5050, decode.d2.loss_dice: 0.7718, decode.d3.loss_cls: 0.2622, decode.d3.loss_mask: 0.5040, decode.d3.loss_dice: 0.7549, decode.d4.loss_cls: 0.2473, decode.d4.loss_mask: 0.5016, decode.d4.loss_dice: 0.7545, decode.d5.loss_cls: 0.2369, decode.d5.loss_mask: 0.5012, decode.d5.loss_dice: 0.7551, decode.d6.loss_cls: 0.2350, decode.d6.loss_mask: 0.5006, decode.d6.loss_dice: 0.7509, decode.d7.loss_cls: 0.2339, decode.d7.loss_mask: 0.4984, decode.d7.loss_dice: 0.7467, decode.d8.loss_cls: 0.2341, decode.d8.loss_mask: 0.4974, decode.d8.loss_dice: 0.7461, loss: 16.2107, grad_norm: 67.6896 +2023-11-07 04:36:04,142 - mmseg - INFO - Iter [109050/160000] lr: 3.184e-05, eta: 6:43:42, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2163, decode.loss_mask: 0.4675, decode.loss_dice: 0.6993, decode.d0.loss_cls: 1.1985, decode.d0.loss_mask: 0.5015, decode.d0.loss_dice: 0.7850, decode.d1.loss_cls: 0.3000, decode.d1.loss_mask: 0.4860, decode.d1.loss_dice: 0.7504, decode.d2.loss_cls: 0.2478, decode.d2.loss_mask: 0.4770, decode.d2.loss_dice: 0.7226, decode.d3.loss_cls: 0.2384, decode.d3.loss_mask: 0.4721, decode.d3.loss_dice: 0.7019, decode.d4.loss_cls: 0.2288, decode.d4.loss_mask: 0.4714, decode.d4.loss_dice: 0.7098, decode.d5.loss_cls: 0.2264, decode.d5.loss_mask: 0.4712, decode.d5.loss_dice: 0.7053, decode.d6.loss_cls: 0.2237, decode.d6.loss_mask: 0.4677, decode.d6.loss_dice: 0.7005, decode.d7.loss_cls: 0.2202, decode.d7.loss_mask: 0.4678, decode.d7.loss_dice: 0.7001, decode.d8.loss_cls: 0.2139, decode.d8.loss_mask: 0.4667, decode.d8.loss_dice: 0.6995, loss: 15.2371, grad_norm: 60.5358 +2023-11-07 04:36:27,067 - mmseg - INFO - Iter [109100/160000] lr: 3.181e-05, eta: 6:43:18, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2087, decode.loss_mask: 0.4635, decode.loss_dice: 0.7042, decode.d0.loss_cls: 1.2011, decode.d0.loss_mask: 0.4999, decode.d0.loss_dice: 0.7721, decode.d1.loss_cls: 0.2935, decode.d1.loss_mask: 0.4796, decode.d1.loss_dice: 0.7485, decode.d2.loss_cls: 0.2490, decode.d2.loss_mask: 0.4693, decode.d2.loss_dice: 0.7267, decode.d3.loss_cls: 0.2296, decode.d3.loss_mask: 0.4655, decode.d3.loss_dice: 0.7139, decode.d4.loss_cls: 0.2171, decode.d4.loss_mask: 0.4642, decode.d4.loss_dice: 0.7157, decode.d5.loss_cls: 0.2189, decode.d5.loss_mask: 0.4634, decode.d5.loss_dice: 0.7086, decode.d6.loss_cls: 0.2138, decode.d6.loss_mask: 0.4634, decode.d6.loss_dice: 0.7045, decode.d7.loss_cls: 0.2141, decode.d7.loss_mask: 0.4643, decode.d7.loss_dice: 0.7071, decode.d8.loss_cls: 0.2112, decode.d8.loss_mask: 0.4635, decode.d8.loss_dice: 0.7090, loss: 15.1636, grad_norm: 57.6984 +2023-11-07 04:36:49,835 - mmseg - INFO - Iter [109150/160000] lr: 3.178e-05, eta: 6:42:54, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2169, decode.loss_mask: 0.4806, decode.loss_dice: 0.7070, decode.d0.loss_cls: 1.1928, decode.d0.loss_mask: 0.5140, decode.d0.loss_dice: 0.7844, decode.d1.loss_cls: 0.2971, decode.d1.loss_mask: 0.4945, decode.d1.loss_dice: 0.7442, decode.d2.loss_cls: 0.2566, decode.d2.loss_mask: 0.4872, decode.d2.loss_dice: 0.7274, decode.d3.loss_cls: 0.2378, decode.d3.loss_mask: 0.4833, decode.d3.loss_dice: 0.7107, decode.d4.loss_cls: 0.2317, decode.d4.loss_mask: 0.4811, decode.d4.loss_dice: 0.7092, decode.d5.loss_cls: 0.2297, decode.d5.loss_mask: 0.4802, decode.d5.loss_dice: 0.7094, decode.d6.loss_cls: 0.2205, decode.d6.loss_mask: 0.4816, decode.d6.loss_dice: 0.7105, decode.d7.loss_cls: 0.2215, decode.d7.loss_mask: 0.4816, decode.d7.loss_dice: 0.7116, decode.d8.loss_cls: 0.2174, decode.d8.loss_mask: 0.4796, decode.d8.loss_dice: 0.7087, loss: 15.4090, grad_norm: 68.5098 +2023-11-07 04:37:12,844 - mmseg - INFO - Iter [109200/160000] lr: 3.175e-05, eta: 6:42:29, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2075, decode.loss_mask: 0.4643, decode.loss_dice: 0.6985, decode.d0.loss_cls: 1.2025, decode.d0.loss_mask: 0.5064, decode.d0.loss_dice: 0.7796, decode.d1.loss_cls: 0.2969, decode.d1.loss_mask: 0.4812, decode.d1.loss_dice: 0.7497, decode.d2.loss_cls: 0.2521, decode.d2.loss_mask: 0.4714, decode.d2.loss_dice: 0.7226, decode.d3.loss_cls: 0.2366, decode.d3.loss_mask: 0.4664, decode.d3.loss_dice: 0.7033, decode.d4.loss_cls: 0.2269, decode.d4.loss_mask: 0.4672, decode.d4.loss_dice: 0.7057, decode.d5.loss_cls: 0.2194, decode.d5.loss_mask: 0.4656, decode.d5.loss_dice: 0.7047, decode.d6.loss_cls: 0.2200, decode.d6.loss_mask: 0.4642, decode.d6.loss_dice: 0.7003, decode.d7.loss_cls: 0.2120, decode.d7.loss_mask: 0.4633, decode.d7.loss_dice: 0.7006, decode.d8.loss_cls: 0.2105, decode.d8.loss_mask: 0.4626, decode.d8.loss_dice: 0.6981, loss: 15.1602, grad_norm: 65.8884 +2023-11-07 04:37:35,800 - mmseg - INFO - Iter [109250/160000] lr: 3.172e-05, eta: 6:42:05, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2205, decode.loss_mask: 0.4765, decode.loss_dice: 0.7251, decode.d0.loss_cls: 1.2526, decode.d0.loss_mask: 0.5155, decode.d0.loss_dice: 0.8097, decode.d1.loss_cls: 0.3198, decode.d1.loss_mask: 0.4983, decode.d1.loss_dice: 0.7749, decode.d2.loss_cls: 0.2740, decode.d2.loss_mask: 0.4855, decode.d2.loss_dice: 0.7496, decode.d3.loss_cls: 0.2497, decode.d3.loss_mask: 0.4824, decode.d3.loss_dice: 0.7279, decode.d4.loss_cls: 0.2396, decode.d4.loss_mask: 0.4813, decode.d4.loss_dice: 0.7280, decode.d5.loss_cls: 0.2357, decode.d5.loss_mask: 0.4783, decode.d5.loss_dice: 0.7263, decode.d6.loss_cls: 0.2342, decode.d6.loss_mask: 0.4766, decode.d6.loss_dice: 0.7224, decode.d7.loss_cls: 0.2276, decode.d7.loss_mask: 0.4780, decode.d7.loss_dice: 0.7199, decode.d8.loss_cls: 0.2198, decode.d8.loss_mask: 0.4787, decode.d8.loss_dice: 0.7242, loss: 15.7326, grad_norm: 65.5004 +2023-11-07 04:37:58,334 - mmseg - INFO - Iter [109300/160000] lr: 3.169e-05, eta: 6:41:41, time: 0.451, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2118, decode.loss_mask: 0.4879, decode.loss_dice: 0.7363, decode.d0.loss_cls: 1.2152, decode.d0.loss_mask: 0.5292, decode.d0.loss_dice: 0.8109, decode.d1.loss_cls: 0.3048, decode.d1.loss_mask: 0.5102, decode.d1.loss_dice: 0.7768, decode.d2.loss_cls: 0.2685, decode.d2.loss_mask: 0.4953, decode.d2.loss_dice: 0.7544, decode.d3.loss_cls: 0.2421, decode.d3.loss_mask: 0.4906, decode.d3.loss_dice: 0.7380, decode.d4.loss_cls: 0.2312, decode.d4.loss_mask: 0.4867, decode.d4.loss_dice: 0.7406, decode.d5.loss_cls: 0.2217, decode.d5.loss_mask: 0.4851, decode.d5.loss_dice: 0.7404, decode.d6.loss_cls: 0.2188, decode.d6.loss_mask: 0.4885, decode.d6.loss_dice: 0.7350, decode.d7.loss_cls: 0.2182, decode.d7.loss_mask: 0.4881, decode.d7.loss_dice: 0.7380, decode.d8.loss_cls: 0.2142, decode.d8.loss_mask: 0.4873, decode.d8.loss_dice: 0.7363, loss: 15.8023, grad_norm: 69.0198 +2023-11-07 04:38:21,270 - mmseg - INFO - Iter [109350/160000] lr: 3.166e-05, eta: 6:41:17, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2331, decode.loss_mask: 0.4710, decode.loss_dice: 0.7108, decode.d0.loss_cls: 1.2209, decode.d0.loss_mask: 0.5133, decode.d0.loss_dice: 0.7933, decode.d1.loss_cls: 0.3148, decode.d1.loss_mask: 0.4880, decode.d1.loss_dice: 0.7577, decode.d2.loss_cls: 0.2739, decode.d2.loss_mask: 0.4775, decode.d2.loss_dice: 0.7332, decode.d3.loss_cls: 0.2620, decode.d3.loss_mask: 0.4731, decode.d3.loss_dice: 0.7167, decode.d4.loss_cls: 0.2518, decode.d4.loss_mask: 0.4707, decode.d4.loss_dice: 0.7165, decode.d5.loss_cls: 0.2507, decode.d5.loss_mask: 0.4727, decode.d5.loss_dice: 0.7143, decode.d6.loss_cls: 0.2408, decode.d6.loss_mask: 0.4723, decode.d6.loss_dice: 0.7110, decode.d7.loss_cls: 0.2341, decode.d7.loss_mask: 0.4727, decode.d7.loss_dice: 0.7139, decode.d8.loss_cls: 0.2328, decode.d8.loss_mask: 0.4719, decode.d8.loss_dice: 0.7089, loss: 15.5741, grad_norm: 66.4700 +2023-11-07 04:38:43,997 - mmseg - INFO - Iter [109400/160000] lr: 3.163e-05, eta: 6:40:53, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2079, decode.loss_mask: 0.4883, decode.loss_dice: 0.7098, decode.d0.loss_cls: 1.1945, decode.d0.loss_mask: 0.5257, decode.d0.loss_dice: 0.7790, decode.d1.loss_cls: 0.2938, decode.d1.loss_mask: 0.5060, decode.d1.loss_dice: 0.7497, decode.d2.loss_cls: 0.2495, decode.d2.loss_mask: 0.4956, decode.d2.loss_dice: 0.7295, decode.d3.loss_cls: 0.2332, decode.d3.loss_mask: 0.4897, decode.d3.loss_dice: 0.7138, decode.d4.loss_cls: 0.2220, decode.d4.loss_mask: 0.4895, decode.d4.loss_dice: 0.7172, decode.d5.loss_cls: 0.2167, decode.d5.loss_mask: 0.4888, decode.d5.loss_dice: 0.7144, decode.d6.loss_cls: 0.2159, decode.d6.loss_mask: 0.4869, decode.d6.loss_dice: 0.7093, decode.d7.loss_cls: 0.2078, decode.d7.loss_mask: 0.4881, decode.d7.loss_dice: 0.7130, decode.d8.loss_cls: 0.2160, decode.d8.loss_mask: 0.4864, decode.d8.loss_dice: 0.7097, loss: 15.4478, grad_norm: 66.1661 +2023-11-07 04:39:06,741 - mmseg - INFO - Iter [109450/160000] lr: 3.159e-05, eta: 6:40:28, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2141, decode.loss_mask: 0.4662, decode.loss_dice: 0.7013, decode.d0.loss_cls: 1.2093, decode.d0.loss_mask: 0.5037, decode.d0.loss_dice: 0.7784, decode.d1.loss_cls: 0.2957, decode.d1.loss_mask: 0.4855, decode.d1.loss_dice: 0.7459, decode.d2.loss_cls: 0.2585, decode.d2.loss_mask: 0.4746, decode.d2.loss_dice: 0.7216, decode.d3.loss_cls: 0.2335, decode.d3.loss_mask: 0.4704, decode.d3.loss_dice: 0.7110, decode.d4.loss_cls: 0.2253, decode.d4.loss_mask: 0.4673, decode.d4.loss_dice: 0.7075, decode.d5.loss_cls: 0.2203, decode.d5.loss_mask: 0.4661, decode.d5.loss_dice: 0.7072, decode.d6.loss_cls: 0.2174, decode.d6.loss_mask: 0.4650, decode.d6.loss_dice: 0.7015, decode.d7.loss_cls: 0.2090, decode.d7.loss_mask: 0.4659, decode.d7.loss_dice: 0.7027, decode.d8.loss_cls: 0.2142, decode.d8.loss_mask: 0.4666, decode.d8.loss_dice: 0.7018, loss: 15.2076, grad_norm: 62.7825 +2023-11-07 04:39:29,590 - mmseg - INFO - Iter [109500/160000] lr: 3.156e-05, eta: 6:40:04, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2121, decode.loss_mask: 0.4728, decode.loss_dice: 0.6758, decode.d0.loss_cls: 1.2058, decode.d0.loss_mask: 0.5197, decode.d0.loss_dice: 0.7639, decode.d1.loss_cls: 0.3028, decode.d1.loss_mask: 0.4959, decode.d1.loss_dice: 0.7273, decode.d2.loss_cls: 0.2582, decode.d2.loss_mask: 0.4858, decode.d2.loss_dice: 0.7038, decode.d3.loss_cls: 0.2448, decode.d3.loss_mask: 0.4776, decode.d3.loss_dice: 0.6843, decode.d4.loss_cls: 0.2321, decode.d4.loss_mask: 0.4765, decode.d4.loss_dice: 0.6819, decode.d5.loss_cls: 0.2268, decode.d5.loss_mask: 0.4758, decode.d5.loss_dice: 0.6813, decode.d6.loss_cls: 0.2207, decode.d6.loss_mask: 0.4726, decode.d6.loss_dice: 0.6772, decode.d7.loss_cls: 0.2163, decode.d7.loss_mask: 0.4728, decode.d7.loss_dice: 0.6804, decode.d8.loss_cls: 0.2113, decode.d8.loss_mask: 0.4747, decode.d8.loss_dice: 0.6764, loss: 15.1070, grad_norm: 68.3770 +2023-11-07 04:39:52,493 - mmseg - INFO - Iter [109550/160000] lr: 3.153e-05, eta: 6:39:40, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1996, decode.loss_mask: 0.4800, decode.loss_dice: 0.6999, decode.d0.loss_cls: 1.1698, decode.d0.loss_mask: 0.5186, decode.d0.loss_dice: 0.7678, decode.d1.loss_cls: 0.2926, decode.d1.loss_mask: 0.4961, decode.d1.loss_dice: 0.7362, decode.d2.loss_cls: 0.2438, decode.d2.loss_mask: 0.4862, decode.d2.loss_dice: 0.7204, decode.d3.loss_cls: 0.2259, decode.d3.loss_mask: 0.4808, decode.d3.loss_dice: 0.7034, decode.d4.loss_cls: 0.2164, decode.d4.loss_mask: 0.4804, decode.d4.loss_dice: 0.7019, decode.d5.loss_cls: 0.2104, decode.d5.loss_mask: 0.4804, decode.d5.loss_dice: 0.7035, decode.d6.loss_cls: 0.2055, decode.d6.loss_mask: 0.4788, decode.d6.loss_dice: 0.7022, decode.d7.loss_cls: 0.2055, decode.d7.loss_mask: 0.4783, decode.d7.loss_dice: 0.7005, decode.d8.loss_cls: 0.2014, decode.d8.loss_mask: 0.4790, decode.d8.loss_dice: 0.7018, loss: 15.1670, grad_norm: 66.5074 +2023-11-07 04:40:15,510 - mmseg - INFO - Iter [109600/160000] lr: 3.150e-05, eta: 6:39:16, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2254, decode.loss_mask: 0.4619, decode.loss_dice: 0.7057, decode.d0.loss_cls: 1.2280, decode.d0.loss_mask: 0.5031, decode.d0.loss_dice: 0.7870, decode.d1.loss_cls: 0.3131, decode.d1.loss_mask: 0.4774, decode.d1.loss_dice: 0.7512, decode.d2.loss_cls: 0.2708, decode.d2.loss_mask: 0.4695, decode.d2.loss_dice: 0.7293, decode.d3.loss_cls: 0.2502, decode.d3.loss_mask: 0.4643, decode.d3.loss_dice: 0.7139, decode.d4.loss_cls: 0.2407, decode.d4.loss_mask: 0.4644, decode.d4.loss_dice: 0.7116, decode.d5.loss_cls: 0.2322, decode.d5.loss_mask: 0.4618, decode.d5.loss_dice: 0.7091, decode.d6.loss_cls: 0.2312, decode.d6.loss_mask: 0.4620, decode.d6.loss_dice: 0.7037, decode.d7.loss_cls: 0.2290, decode.d7.loss_mask: 0.4610, decode.d7.loss_dice: 0.7071, decode.d8.loss_cls: 0.2280, decode.d8.loss_mask: 0.4615, decode.d8.loss_dice: 0.7056, loss: 15.3598, grad_norm: 66.2381 +2023-11-07 04:40:38,177 - mmseg - INFO - Iter [109650/160000] lr: 3.147e-05, eta: 6:38:52, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2273, decode.loss_mask: 0.4605, decode.loss_dice: 0.7149, decode.d0.loss_cls: 1.2212, decode.d0.loss_mask: 0.4991, decode.d0.loss_dice: 0.8038, decode.d1.loss_cls: 0.3156, decode.d1.loss_mask: 0.4793, decode.d1.loss_dice: 0.7609, decode.d2.loss_cls: 0.2734, decode.d2.loss_mask: 0.4710, decode.d2.loss_dice: 0.7355, decode.d3.loss_cls: 0.2515, decode.d3.loss_mask: 0.4652, decode.d3.loss_dice: 0.7205, decode.d4.loss_cls: 0.2433, decode.d4.loss_mask: 0.4633, decode.d4.loss_dice: 0.7182, decode.d5.loss_cls: 0.2306, decode.d5.loss_mask: 0.4637, decode.d5.loss_dice: 0.7216, decode.d6.loss_cls: 0.2323, decode.d6.loss_mask: 0.4623, decode.d6.loss_dice: 0.7168, decode.d7.loss_cls: 0.2288, decode.d7.loss_mask: 0.4615, decode.d7.loss_dice: 0.7164, decode.d8.loss_cls: 0.2306, decode.d8.loss_mask: 0.4610, decode.d8.loss_dice: 0.7151, loss: 15.4650, grad_norm: 63.6203 +2023-11-07 04:41:00,995 - mmseg - INFO - Iter [109700/160000] lr: 3.144e-05, eta: 6:38:27, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2136, decode.loss_mask: 0.4700, decode.loss_dice: 0.7071, decode.d0.loss_cls: 1.2076, decode.d0.loss_mask: 0.5076, decode.d0.loss_dice: 0.7851, decode.d1.loss_cls: 0.3015, decode.d1.loss_mask: 0.4877, decode.d1.loss_dice: 0.7466, decode.d2.loss_cls: 0.2554, decode.d2.loss_mask: 0.4760, decode.d2.loss_dice: 0.7248, decode.d3.loss_cls: 0.2370, decode.d3.loss_mask: 0.4719, decode.d3.loss_dice: 0.7112, decode.d4.loss_cls: 0.2266, decode.d4.loss_mask: 0.4704, decode.d4.loss_dice: 0.7070, decode.d5.loss_cls: 0.2236, decode.d5.loss_mask: 0.4706, decode.d5.loss_dice: 0.7083, decode.d6.loss_cls: 0.2170, decode.d6.loss_mask: 0.4697, decode.d6.loss_dice: 0.7079, decode.d7.loss_cls: 0.2143, decode.d7.loss_mask: 0.4674, decode.d7.loss_dice: 0.7067, decode.d8.loss_cls: 0.2160, decode.d8.loss_mask: 0.4692, decode.d8.loss_dice: 0.7064, loss: 15.2841, grad_norm: 65.0758 +2023-11-07 04:41:23,807 - mmseg - INFO - Iter [109750/160000] lr: 3.141e-05, eta: 6:38:03, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2211, decode.loss_mask: 0.4382, decode.loss_dice: 0.7057, decode.d0.loss_cls: 1.2209, decode.d0.loss_mask: 0.4703, decode.d0.loss_dice: 0.7774, decode.d1.loss_cls: 0.3016, decode.d1.loss_mask: 0.4561, decode.d1.loss_dice: 0.7537, decode.d2.loss_cls: 0.2661, decode.d2.loss_mask: 0.4474, decode.d2.loss_dice: 0.7240, decode.d3.loss_cls: 0.2510, decode.d3.loss_mask: 0.4424, decode.d3.loss_dice: 0.7090, decode.d4.loss_cls: 0.2388, decode.d4.loss_mask: 0.4431, decode.d4.loss_dice: 0.7102, decode.d5.loss_cls: 0.2359, decode.d5.loss_mask: 0.4406, decode.d5.loss_dice: 0.7079, decode.d6.loss_cls: 0.2327, decode.d6.loss_mask: 0.4389, decode.d6.loss_dice: 0.7068, decode.d7.loss_cls: 0.2301, decode.d7.loss_mask: 0.4399, decode.d7.loss_dice: 0.7059, decode.d8.loss_cls: 0.2313, decode.d8.loss_mask: 0.4403, decode.d8.loss_dice: 0.7063, loss: 15.0936, grad_norm: 62.7218 +2023-11-07 04:41:46,711 - mmseg - INFO - Iter [109800/160000] lr: 3.138e-05, eta: 6:37:39, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2378, decode.loss_mask: 0.4697, decode.loss_dice: 0.7243, decode.d0.loss_cls: 1.2402, decode.d0.loss_mask: 0.5130, decode.d0.loss_dice: 0.7976, decode.d1.loss_cls: 0.3237, decode.d1.loss_mask: 0.4904, decode.d1.loss_dice: 0.7658, decode.d2.loss_cls: 0.2824, decode.d2.loss_mask: 0.4789, decode.d2.loss_dice: 0.7431, decode.d3.loss_cls: 0.2641, decode.d3.loss_mask: 0.4735, decode.d3.loss_dice: 0.7285, decode.d4.loss_cls: 0.2522, decode.d4.loss_mask: 0.4744, decode.d4.loss_dice: 0.7303, decode.d5.loss_cls: 0.2495, decode.d5.loss_mask: 0.4711, decode.d5.loss_dice: 0.7275, decode.d6.loss_cls: 0.2464, decode.d6.loss_mask: 0.4709, decode.d6.loss_dice: 0.7228, decode.d7.loss_cls: 0.2408, decode.d7.loss_mask: 0.4714, decode.d7.loss_dice: 0.7283, decode.d8.loss_cls: 0.2377, decode.d8.loss_mask: 0.4717, decode.d8.loss_dice: 0.7253, loss: 15.7534, grad_norm: 64.9166 +2023-11-07 04:42:09,426 - mmseg - INFO - Iter [109850/160000] lr: 3.134e-05, eta: 6:37:15, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2295, decode.loss_mask: 0.4736, decode.loss_dice: 0.7181, decode.d0.loss_cls: 1.2464, decode.d0.loss_mask: 0.5113, decode.d0.loss_dice: 0.7963, decode.d1.loss_cls: 0.3174, decode.d1.loss_mask: 0.4950, decode.d1.loss_dice: 0.7621, decode.d2.loss_cls: 0.2753, decode.d2.loss_mask: 0.4853, decode.d2.loss_dice: 0.7382, decode.d3.loss_cls: 0.2521, decode.d3.loss_mask: 0.4796, decode.d3.loss_dice: 0.7238, decode.d4.loss_cls: 0.2435, decode.d4.loss_mask: 0.4773, decode.d4.loss_dice: 0.7246, decode.d5.loss_cls: 0.2396, decode.d5.loss_mask: 0.4775, decode.d5.loss_dice: 0.7232, decode.d6.loss_cls: 0.2395, decode.d6.loss_mask: 0.4756, decode.d6.loss_dice: 0.7202, decode.d7.loss_cls: 0.2336, decode.d7.loss_mask: 0.4758, decode.d7.loss_dice: 0.7185, decode.d8.loss_cls: 0.2305, decode.d8.loss_mask: 0.4770, decode.d8.loss_dice: 0.7204, loss: 15.6808, grad_norm: 63.9812 +2023-11-07 04:42:34,559 - mmseg - INFO - Iter [109900/160000] lr: 3.131e-05, eta: 6:36:52, time: 0.503, data_time: 0.060, memory: 39436, decode.loss_cls: 0.2171, decode.loss_mask: 0.4611, decode.loss_dice: 0.7029, decode.d0.loss_cls: 1.2000, decode.d0.loss_mask: 0.4967, decode.d0.loss_dice: 0.7827, decode.d1.loss_cls: 0.3074, decode.d1.loss_mask: 0.4779, decode.d1.loss_dice: 0.7460, decode.d2.loss_cls: 0.2620, decode.d2.loss_mask: 0.4695, decode.d2.loss_dice: 0.7250, decode.d3.loss_cls: 0.2431, decode.d3.loss_mask: 0.4654, decode.d3.loss_dice: 0.7112, decode.d4.loss_cls: 0.2269, decode.d4.loss_mask: 0.4623, decode.d4.loss_dice: 0.7150, decode.d5.loss_cls: 0.2240, decode.d5.loss_mask: 0.4630, decode.d5.loss_dice: 0.7140, decode.d6.loss_cls: 0.2222, decode.d6.loss_mask: 0.4614, decode.d6.loss_dice: 0.7075, decode.d7.loss_cls: 0.2174, decode.d7.loss_mask: 0.4612, decode.d7.loss_dice: 0.7098, decode.d8.loss_cls: 0.2152, decode.d8.loss_mask: 0.4614, decode.d8.loss_dice: 0.7080, loss: 15.2373, grad_norm: 64.3129 +2023-11-07 04:42:57,488 - mmseg - INFO - Iter [109950/160000] lr: 3.128e-05, eta: 6:36:28, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1998, decode.loss_mask: 0.4665, decode.loss_dice: 0.7273, decode.d0.loss_cls: 1.2124, decode.d0.loss_mask: 0.5028, decode.d0.loss_dice: 0.8054, decode.d1.loss_cls: 0.2958, decode.d1.loss_mask: 0.4770, decode.d1.loss_dice: 0.7691, decode.d2.loss_cls: 0.2512, decode.d2.loss_mask: 0.4737, decode.d2.loss_dice: 0.7484, decode.d3.loss_cls: 0.2251, decode.d3.loss_mask: 0.4681, decode.d3.loss_dice: 0.7352, decode.d4.loss_cls: 0.2170, decode.d4.loss_mask: 0.4665, decode.d4.loss_dice: 0.7350, decode.d5.loss_cls: 0.2087, decode.d5.loss_mask: 0.4663, decode.d5.loss_dice: 0.7347, decode.d6.loss_cls: 0.2080, decode.d6.loss_mask: 0.4654, decode.d6.loss_dice: 0.7309, decode.d7.loss_cls: 0.2067, decode.d7.loss_mask: 0.4645, decode.d7.loss_dice: 0.7291, decode.d8.loss_cls: 0.2013, decode.d8.loss_mask: 0.4660, decode.d8.loss_dice: 0.7263, loss: 15.3841, grad_norm: 69.9674 +2023-11-07 04:43:20,378 - mmseg - INFO - Saving checkpoint at 110000 iterations +2023-11-07 04:43:22,923 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 04:43:22,923 - mmseg - INFO - Iter [110000/160000] lr: 3.125e-05, eta: 6:36:05, time: 0.509, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2041, decode.loss_mask: 0.4689, decode.loss_dice: 0.7221, decode.d0.loss_cls: 1.2292, decode.d0.loss_mask: 0.5104, decode.d0.loss_dice: 0.7985, decode.d1.loss_cls: 0.2988, decode.d1.loss_mask: 0.4850, decode.d1.loss_dice: 0.7591, decode.d2.loss_cls: 0.2494, decode.d2.loss_mask: 0.4779, decode.d2.loss_dice: 0.7398, decode.d3.loss_cls: 0.2360, decode.d3.loss_mask: 0.4728, decode.d3.loss_dice: 0.7272, decode.d4.loss_cls: 0.2230, decode.d4.loss_mask: 0.4711, decode.d4.loss_dice: 0.7280, decode.d5.loss_cls: 0.2166, decode.d5.loss_mask: 0.4722, decode.d5.loss_dice: 0.7227, decode.d6.loss_cls: 0.2111, decode.d6.loss_mask: 0.4711, decode.d6.loss_dice: 0.7246, decode.d7.loss_cls: 0.2126, decode.d7.loss_mask: 0.4706, decode.d7.loss_dice: 0.7232, decode.d8.loss_cls: 0.2030, decode.d8.loss_mask: 0.4698, decode.d8.loss_dice: 0.7233, loss: 15.4223, grad_norm: 61.2286 +2023-11-07 04:43:42,403 - mmseg - INFO - per class results: +2023-11-07 04:43:42,408 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.27 | 87.45 | +| building | 83.85 | 92.1 | +| sky | 94.36 | 97.48 | +| floor | 82.52 | 91.2 | +| tree | 75.67 | 87.12 | +| ceiling | 84.57 | 92.62 | +| road | 85.04 | 92.59 | +| bed | 90.27 | 96.47 | +| windowpane | 63.48 | 81.11 | +| grass | 70.63 | 84.18 | +| cabinet | 62.3 | 72.43 | +| sidewalk | 68.48 | 78.0 | +| person | 85.01 | 92.08 | +| earth | 44.09 | 62.41 | +| door | 55.79 | 71.56 | +| table | 67.29 | 80.81 | +| mountain | 58.77 | 74.51 | +| plant | 51.81 | 67.91 | +| curtain | 76.18 | 88.58 | +| chair | 64.19 | 75.66 | +| car | 88.02 | 93.87 | +| water | 56.96 | 75.66 | +| painting | 70.81 | 87.25 | +| sofa | 70.87 | 84.31 | +| shelf | 43.53 | 62.03 | +| house | 48.57 | 68.63 | +| sea | 55.57 | 72.86 | +| mirror | 73.65 | 83.99 | +| rug | 55.59 | 65.1 | +| field | 30.42 | 41.22 | +| armchair | 48.41 | 68.26 | +| seat | 61.68 | 81.31 | +| fence | 47.37 | 65.02 | +| desk | 47.98 | 75.79 | +| rock | 45.32 | 70.59 | +| wardrobe | 42.63 | 64.95 | +| lamp | 70.0 | 79.62 | +| bathtub | 81.22 | 88.38 | +| railing | 35.14 | 54.25 | +| cushion | 57.77 | 71.53 | +| base | 33.59 | 57.29 | +| box | 27.35 | 36.49 | +| column | 54.39 | 68.1 | +| signboard | 37.8 | 52.83 | +| chest of drawers | 47.66 | 82.22 | +| counter | 27.44 | 39.23 | +| sand | 44.63 | 47.86 | +| sink | 77.72 | 83.64 | +| skyscraper | 32.7 | 42.3 | +| fireplace | 76.05 | 90.91 | +| refrigerator | 80.86 | 90.46 | +| grandstand | 45.83 | 74.56 | +| path | 25.56 | 41.98 | +| stairs | 41.81 | 51.46 | +| runway | 83.03 | 95.73 | +| case | 45.85 | 65.39 | +| pool table | 94.56 | 97.3 | +| pillow | 55.69 | 68.66 | +| screen door | 66.29 | 76.39 | +| stairway | 28.68 | 39.75 | +| river | 27.95 | 35.07 | +| bridge | 77.08 | 86.06 | +| bookcase | 38.85 | 57.83 | +| blind | 46.53 | 54.58 | +| coffee table | 70.9 | 88.61 | +| toilet | 89.36 | 93.26 | +| flower | 38.52 | 50.37 | +| book | 52.09 | 70.51 | +| hill | 5.69 | 11.55 | +| bench | 35.8 | 48.68 | +| countertop | 60.5 | 77.47 | +| stove | 79.47 | 84.95 | +| palm | 52.05 | 78.31 | +| kitchen island | 35.98 | 86.05 | +| computer | 70.25 | 75.55 | +| swivel chair | 44.56 | 59.56 | +| boat | 45.33 | 52.73 | +| bar | 48.02 | 55.27 | +| arcade machine | 72.15 | 87.83 | +| hovel | 34.8 | 48.62 | +| bus | 90.33 | 96.6 | +| towel | 67.51 | 80.46 | +| light | 61.61 | 78.01 | +| truck | 43.97 | 59.94 | +| tower | 21.05 | 35.06 | +| chandelier | 69.96 | 81.54 | +| awning | 33.42 | 45.56 | +| streetlight | 38.08 | 53.84 | +| booth | 49.79 | 72.01 | +| television receiver | 74.24 | 87.51 | +| airplane | 59.22 | 70.66 | +| dirt track | 14.07 | 29.46 | +| apparel | 36.77 | 64.45 | +| pole | 32.72 | 48.07 | +| land | 1.28 | 1.82 | +| bannister | 21.24 | 32.86 | +| escalator | 28.15 | 31.04 | +| ottoman | 46.27 | 66.21 | +| bottle | 25.64 | 31.82 | +| buffet | 39.8 | 56.0 | +| poster | 27.94 | 44.1 | +| stage | 17.47 | 23.24 | +| van | 49.59 | 66.28 | +| ship | 32.81 | 47.6 | +| fountain | 20.42 | 21.75 | +| conveyer belt | 56.5 | 67.33 | +| canopy | 18.42 | 26.87 | +| washer | 73.61 | 74.43 | +| plaything | 21.59 | 32.57 | +| swimming pool | 50.7 | 66.46 | +| stool | 42.0 | 70.83 | +| barrel | 66.96 | 74.79 | +| basket | 42.52 | 56.34 | +| waterfall | 51.11 | 62.96 | +| tent | 92.35 | 98.29 | +| bag | 23.1 | 29.54 | +| minibike | 75.63 | 87.22 | +| cradle | 65.45 | 78.16 | +| oven | 50.69 | 69.1 | +| ball | 16.39 | 17.89 | +| food | 64.55 | 72.18 | +| step | 18.36 | 26.34 | +| tank | 48.94 | 51.29 | +| trade name | 29.59 | 42.63 | +| microwave | 81.66 | 91.2 | +| pot | 54.68 | 65.17 | +| animal | 66.99 | 69.95 | +| bicycle | 60.36 | 78.24 | +| lake | 61.33 | 69.59 | +| dishwasher | 69.86 | 80.19 | +| screen | 71.25 | 87.67 | +| blanket | 14.82 | 16.56 | +| sculpture | 60.75 | 83.13 | +| hood | 86.68 | 94.21 | +| sconce | 48.88 | 73.75 | +| vase | 50.07 | 69.68 | +| traffic light | 48.39 | 66.84 | +| tray | 22.29 | 32.98 | +| ashcan | 45.11 | 72.31 | +| fan | 71.59 | 83.67 | +| pier | 15.14 | 16.24 | +| crt screen | 11.59 | 33.02 | +| plate | 60.72 | 76.95 | +| monitor | 1.85 | 2.22 | +| bulletin board | 35.55 | 59.89 | +| shower | 3.29 | 22.94 | +| radiator | 62.3 | 71.44 | +| glass | 21.54 | 23.45 | +| clock | 48.06 | 56.6 | +| flag | 34.09 | 38.33 | ++---------------------+-------+-------+ +2023-11-07 04:43:42,408 - mmseg - INFO - Summary: +2023-11-07 04:43:42,408 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 84.18 | 51.66 | 64.62 | ++-------+-------+-------+ +2023-11-07 04:43:42,409 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 04:43:42,409 - mmseg - INFO - Iter(val) [250] aAcc: 0.8418, mIoU: 0.5166, mAcc: 0.6462, IoU.wall: 0.7927, IoU.building: 0.8385, IoU.sky: 0.9436, IoU.floor: 0.8252, IoU.tree: 0.7567, IoU.ceiling: 0.8457, IoU.road: 0.8504, IoU.bed : 0.9027, IoU.windowpane: 0.6348, IoU.grass: 0.7063, IoU.cabinet: 0.6230, IoU.sidewalk: 0.6848, IoU.person: 0.8501, IoU.earth: 0.4409, IoU.door: 0.5579, IoU.table: 0.6729, IoU.mountain: 0.5877, IoU.plant: 0.5181, IoU.curtain: 0.7618, IoU.chair: 0.6419, IoU.car: 0.8802, IoU.water: 0.5696, IoU.painting: 0.7081, IoU.sofa: 0.7087, IoU.shelf: 0.4353, IoU.house: 0.4857, IoU.sea: 0.5557, IoU.mirror: 0.7365, IoU.rug: 0.5559, IoU.field: 0.3042, IoU.armchair: 0.4841, IoU.seat: 0.6168, IoU.fence: 0.4737, IoU.desk: 0.4798, IoU.rock: 0.4532, IoU.wardrobe: 0.4263, IoU.lamp: 0.7000, IoU.bathtub: 0.8122, IoU.railing: 0.3514, IoU.cushion: 0.5777, IoU.base: 0.3359, IoU.box: 0.2735, IoU.column: 0.5439, IoU.signboard: 0.3780, IoU.chest of drawers: 0.4766, IoU.counter: 0.2744, IoU.sand: 0.4463, IoU.sink: 0.7772, IoU.skyscraper: 0.3270, IoU.fireplace: 0.7605, IoU.refrigerator: 0.8086, IoU.grandstand: 0.4583, IoU.path: 0.2556, IoU.stairs: 0.4181, IoU.runway: 0.8303, IoU.case: 0.4585, IoU.pool table: 0.9456, IoU.pillow: 0.5569, IoU.screen door: 0.6629, IoU.stairway: 0.2868, IoU.river: 0.2795, IoU.bridge: 0.7708, IoU.bookcase: 0.3885, IoU.blind: 0.4653, IoU.coffee table: 0.7090, IoU.toilet: 0.8936, IoU.flower: 0.3852, IoU.book: 0.5209, IoU.hill: 0.0569, IoU.bench: 0.3580, IoU.countertop: 0.6050, IoU.stove: 0.7947, IoU.palm: 0.5205, IoU.kitchen island: 0.3598, IoU.computer: 0.7025, IoU.swivel chair: 0.4456, IoU.boat: 0.4533, IoU.bar: 0.4802, IoU.arcade machine: 0.7215, IoU.hovel: 0.3480, IoU.bus: 0.9033, IoU.towel: 0.6751, IoU.light: 0.6161, IoU.truck: 0.4397, IoU.tower: 0.2105, IoU.chandelier: 0.6996, IoU.awning: 0.3342, IoU.streetlight: 0.3808, IoU.booth: 0.4979, IoU.television receiver: 0.7424, IoU.airplane: 0.5922, IoU.dirt track: 0.1407, IoU.apparel: 0.3677, IoU.pole: 0.3272, IoU.land: 0.0128, IoU.bannister: 0.2124, IoU.escalator: 0.2815, IoU.ottoman: 0.4627, IoU.bottle: 0.2564, IoU.buffet: 0.3980, IoU.poster: 0.2794, IoU.stage: 0.1747, IoU.van: 0.4959, IoU.ship: 0.3281, IoU.fountain: 0.2042, IoU.conveyer belt: 0.5650, IoU.canopy: 0.1842, IoU.washer: 0.7361, IoU.plaything: 0.2159, IoU.swimming pool: 0.5070, IoU.stool: 0.4200, IoU.barrel: 0.6696, IoU.basket: 0.4252, IoU.waterfall: 0.5111, IoU.tent: 0.9235, IoU.bag: 0.2310, IoU.minibike: 0.7563, IoU.cradle: 0.6545, IoU.oven: 0.5069, IoU.ball: 0.1639, IoU.food: 0.6455, IoU.step: 0.1836, IoU.tank: 0.4894, IoU.trade name: 0.2959, IoU.microwave: 0.8166, IoU.pot: 0.5468, IoU.animal: 0.6699, IoU.bicycle: 0.6036, IoU.lake: 0.6133, IoU.dishwasher: 0.6986, IoU.screen: 0.7125, IoU.blanket: 0.1482, IoU.sculpture: 0.6075, IoU.hood: 0.8668, IoU.sconce: 0.4888, IoU.vase: 0.5007, IoU.traffic light: 0.4839, IoU.tray: 0.2229, IoU.ashcan: 0.4511, IoU.fan: 0.7159, IoU.pier: 0.1514, IoU.crt screen: 0.1159, IoU.plate: 0.6072, IoU.monitor: 0.0185, IoU.bulletin board: 0.3555, IoU.shower: 0.0329, IoU.radiator: 0.6230, IoU.glass: 0.2154, IoU.clock: 0.4806, IoU.flag: 0.3409, Acc.wall: 0.8745, Acc.building: 0.9210, Acc.sky: 0.9748, Acc.floor: 0.9120, Acc.tree: 0.8712, Acc.ceiling: 0.9262, Acc.road: 0.9259, Acc.bed : 0.9647, Acc.windowpane: 0.8111, Acc.grass: 0.8418, Acc.cabinet: 0.7243, Acc.sidewalk: 0.7800, Acc.person: 0.9208, Acc.earth: 0.6241, Acc.door: 0.7156, Acc.table: 0.8081, Acc.mountain: 0.7451, Acc.plant: 0.6791, Acc.curtain: 0.8858, Acc.chair: 0.7566, Acc.car: 0.9387, Acc.water: 0.7566, Acc.painting: 0.8725, Acc.sofa: 0.8431, Acc.shelf: 0.6203, Acc.house: 0.6863, Acc.sea: 0.7286, Acc.mirror: 0.8399, Acc.rug: 0.6510, Acc.field: 0.4122, Acc.armchair: 0.6826, Acc.seat: 0.8131, Acc.fence: 0.6502, Acc.desk: 0.7579, Acc.rock: 0.7059, Acc.wardrobe: 0.6495, Acc.lamp: 0.7962, Acc.bathtub: 0.8838, Acc.railing: 0.5425, Acc.cushion: 0.7153, Acc.base: 0.5729, Acc.box: 0.3649, Acc.column: 0.6810, Acc.signboard: 0.5283, Acc.chest of drawers: 0.8222, Acc.counter: 0.3923, Acc.sand: 0.4786, Acc.sink: 0.8364, Acc.skyscraper: 0.4230, Acc.fireplace: 0.9091, Acc.refrigerator: 0.9046, Acc.grandstand: 0.7456, Acc.path: 0.4198, Acc.stairs: 0.5146, Acc.runway: 0.9573, Acc.case: 0.6539, Acc.pool table: 0.9730, Acc.pillow: 0.6866, Acc.screen door: 0.7639, Acc.stairway: 0.3975, Acc.river: 0.3507, Acc.bridge: 0.8606, Acc.bookcase: 0.5783, Acc.blind: 0.5458, Acc.coffee table: 0.8861, Acc.toilet: 0.9326, Acc.flower: 0.5037, Acc.book: 0.7051, Acc.hill: 0.1155, Acc.bench: 0.4868, Acc.countertop: 0.7747, Acc.stove: 0.8495, Acc.palm: 0.7831, Acc.kitchen island: 0.8605, Acc.computer: 0.7555, Acc.swivel chair: 0.5956, Acc.boat: 0.5273, Acc.bar: 0.5527, Acc.arcade machine: 0.8783, Acc.hovel: 0.4862, Acc.bus: 0.9660, Acc.towel: 0.8046, Acc.light: 0.7801, Acc.truck: 0.5994, Acc.tower: 0.3506, Acc.chandelier: 0.8154, Acc.awning: 0.4556, Acc.streetlight: 0.5384, Acc.booth: 0.7201, Acc.television receiver: 0.8751, Acc.airplane: 0.7066, Acc.dirt track: 0.2946, Acc.apparel: 0.6445, Acc.pole: 0.4807, Acc.land: 0.0182, Acc.bannister: 0.3286, Acc.escalator: 0.3104, Acc.ottoman: 0.6621, Acc.bottle: 0.3182, Acc.buffet: 0.5600, Acc.poster: 0.4410, Acc.stage: 0.2324, Acc.van: 0.6628, Acc.ship: 0.4760, Acc.fountain: 0.2175, Acc.conveyer belt: 0.6733, Acc.canopy: 0.2687, Acc.washer: 0.7443, Acc.plaything: 0.3257, Acc.swimming pool: 0.6646, Acc.stool: 0.7083, Acc.barrel: 0.7479, Acc.basket: 0.5634, Acc.waterfall: 0.6296, Acc.tent: 0.9829, Acc.bag: 0.2954, Acc.minibike: 0.8722, Acc.cradle: 0.7816, Acc.oven: 0.6910, Acc.ball: 0.1789, Acc.food: 0.7218, Acc.step: 0.2634, Acc.tank: 0.5129, Acc.trade name: 0.4263, Acc.microwave: 0.9120, Acc.pot: 0.6517, Acc.animal: 0.6995, Acc.bicycle: 0.7824, Acc.lake: 0.6959, Acc.dishwasher: 0.8019, Acc.screen: 0.8767, Acc.blanket: 0.1656, Acc.sculpture: 0.8313, Acc.hood: 0.9421, Acc.sconce: 0.7375, Acc.vase: 0.6968, Acc.traffic light: 0.6684, Acc.tray: 0.3298, Acc.ashcan: 0.7231, Acc.fan: 0.8367, Acc.pier: 0.1624, Acc.crt screen: 0.3302, Acc.plate: 0.7695, Acc.monitor: 0.0222, Acc.bulletin board: 0.5989, Acc.shower: 0.2294, Acc.radiator: 0.7144, Acc.glass: 0.2345, Acc.clock: 0.5660, Acc.flag: 0.3833 +2023-11-07 04:44:05,308 - mmseg - INFO - Iter [110050/160000] lr: 3.122e-05, eta: 6:35:49, time: 0.848, data_time: 0.403, memory: 39436, decode.loss_cls: 0.2089, decode.loss_mask: 0.4714, decode.loss_dice: 0.7061, decode.d0.loss_cls: 1.1884, decode.d0.loss_mask: 0.5041, decode.d0.loss_dice: 0.7774, decode.d1.loss_cls: 0.2959, decode.d1.loss_mask: 0.4831, decode.d1.loss_dice: 0.7415, decode.d2.loss_cls: 0.2487, decode.d2.loss_mask: 0.4769, decode.d2.loss_dice: 0.7278, decode.d3.loss_cls: 0.2306, decode.d3.loss_mask: 0.4735, decode.d3.loss_dice: 0.7107, decode.d4.loss_cls: 0.2196, decode.d4.loss_mask: 0.4727, decode.d4.loss_dice: 0.7087, decode.d5.loss_cls: 0.2145, decode.d5.loss_mask: 0.4725, decode.d5.loss_dice: 0.7120, decode.d6.loss_cls: 0.2127, decode.d6.loss_mask: 0.4719, decode.d6.loss_dice: 0.7062, decode.d7.loss_cls: 0.2134, decode.d7.loss_mask: 0.4710, decode.d7.loss_dice: 0.7040, decode.d8.loss_cls: 0.2089, decode.d8.loss_mask: 0.4713, decode.d8.loss_dice: 0.7060, loss: 15.2107, grad_norm: 66.3367 +2023-11-07 04:44:28,294 - mmseg - INFO - Iter [110100/160000] lr: 3.119e-05, eta: 6:35:25, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2340, decode.loss_mask: 0.4680, decode.loss_dice: 0.7278, decode.d0.loss_cls: 1.2631, decode.d0.loss_mask: 0.5141, decode.d0.loss_dice: 0.8207, decode.d1.loss_cls: 0.3234, decode.d1.loss_mask: 0.4933, decode.d1.loss_dice: 0.7795, decode.d2.loss_cls: 0.2754, decode.d2.loss_mask: 0.4803, decode.d2.loss_dice: 0.7567, decode.d3.loss_cls: 0.2641, decode.d3.loss_mask: 0.4737, decode.d3.loss_dice: 0.7346, decode.d4.loss_cls: 0.2495, decode.d4.loss_mask: 0.4726, decode.d4.loss_dice: 0.7361, decode.d5.loss_cls: 0.2407, decode.d5.loss_mask: 0.4726, decode.d5.loss_dice: 0.7340, decode.d6.loss_cls: 0.2400, decode.d6.loss_mask: 0.4692, decode.d6.loss_dice: 0.7269, decode.d7.loss_cls: 0.2339, decode.d7.loss_mask: 0.4692, decode.d7.loss_dice: 0.7319, decode.d8.loss_cls: 0.2333, decode.d8.loss_mask: 0.4689, decode.d8.loss_dice: 0.7356, loss: 15.8230, grad_norm: 68.1565 +2023-11-07 04:44:51,198 - mmseg - INFO - Iter [110150/160000] lr: 3.116e-05, eta: 6:35:01, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2148, decode.loss_mask: 0.4754, decode.loss_dice: 0.7222, decode.d0.loss_cls: 1.2288, decode.d0.loss_mask: 0.5127, decode.d0.loss_dice: 0.8017, decode.d1.loss_cls: 0.3048, decode.d1.loss_mask: 0.4954, decode.d1.loss_dice: 0.7640, decode.d2.loss_cls: 0.2596, decode.d2.loss_mask: 0.4840, decode.d2.loss_dice: 0.7420, decode.d3.loss_cls: 0.2463, decode.d3.loss_mask: 0.4778, decode.d3.loss_dice: 0.7228, decode.d4.loss_cls: 0.2310, decode.d4.loss_mask: 0.4763, decode.d4.loss_dice: 0.7267, decode.d5.loss_cls: 0.2237, decode.d5.loss_mask: 0.4773, decode.d5.loss_dice: 0.7267, decode.d6.loss_cls: 0.2183, decode.d6.loss_mask: 0.4754, decode.d6.loss_dice: 0.7227, decode.d7.loss_cls: 0.2157, decode.d7.loss_mask: 0.4757, decode.d7.loss_dice: 0.7239, decode.d8.loss_cls: 0.2170, decode.d8.loss_mask: 0.4751, decode.d8.loss_dice: 0.7232, loss: 15.5610, grad_norm: 62.3748 +2023-11-07 04:45:13,953 - mmseg - INFO - Iter [110200/160000] lr: 3.113e-05, eta: 6:34:37, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2131, decode.loss_mask: 0.4591, decode.loss_dice: 0.6855, decode.d0.loss_cls: 1.2119, decode.d0.loss_mask: 0.5006, decode.d0.loss_dice: 0.7621, decode.d1.loss_cls: 0.2980, decode.d1.loss_mask: 0.4782, decode.d1.loss_dice: 0.7326, decode.d2.loss_cls: 0.2555, decode.d2.loss_mask: 0.4666, decode.d2.loss_dice: 0.7120, decode.d3.loss_cls: 0.2342, decode.d3.loss_mask: 0.4629, decode.d3.loss_dice: 0.6955, decode.d4.loss_cls: 0.2253, decode.d4.loss_mask: 0.4628, decode.d4.loss_dice: 0.6963, decode.d5.loss_cls: 0.2171, decode.d5.loss_mask: 0.4625, decode.d5.loss_dice: 0.6960, decode.d6.loss_cls: 0.2186, decode.d6.loss_mask: 0.4598, decode.d6.loss_dice: 0.6900, decode.d7.loss_cls: 0.2140, decode.d7.loss_mask: 0.4604, decode.d7.loss_dice: 0.6895, decode.d8.loss_cls: 0.2090, decode.d8.loss_mask: 0.4588, decode.d8.loss_dice: 0.6917, loss: 15.0197, grad_norm: 60.9350 +2023-11-07 04:45:36,729 - mmseg - INFO - Iter [110250/160000] lr: 3.109e-05, eta: 6:34:12, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2025, decode.loss_mask: 0.4697, decode.loss_dice: 0.6970, decode.d0.loss_cls: 1.2312, decode.d0.loss_mask: 0.5030, decode.d0.loss_dice: 0.7665, decode.d1.loss_cls: 0.2825, decode.d1.loss_mask: 0.4882, decode.d1.loss_dice: 0.7376, decode.d2.loss_cls: 0.2466, decode.d2.loss_mask: 0.4783, decode.d2.loss_dice: 0.7193, decode.d3.loss_cls: 0.2311, decode.d3.loss_mask: 0.4727, decode.d3.loss_dice: 0.7023, decode.d4.loss_cls: 0.2211, decode.d4.loss_mask: 0.4704, decode.d4.loss_dice: 0.6968, decode.d5.loss_cls: 0.2129, decode.d5.loss_mask: 0.4701, decode.d5.loss_dice: 0.7006, decode.d6.loss_cls: 0.2098, decode.d6.loss_mask: 0.4699, decode.d6.loss_dice: 0.6958, decode.d7.loss_cls: 0.2045, decode.d7.loss_mask: 0.4693, decode.d7.loss_dice: 0.6920, decode.d8.loss_cls: 0.2046, decode.d8.loss_mask: 0.4681, decode.d8.loss_dice: 0.6959, loss: 15.1105, grad_norm: 63.3271 +2023-11-07 04:45:59,602 - mmseg - INFO - Iter [110300/160000] lr: 3.106e-05, eta: 6:33:48, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2217, decode.loss_mask: 0.4682, decode.loss_dice: 0.7043, decode.d0.loss_cls: 1.2260, decode.d0.loss_mask: 0.5046, decode.d0.loss_dice: 0.7768, decode.d1.loss_cls: 0.3020, decode.d1.loss_mask: 0.4820, decode.d1.loss_dice: 0.7507, decode.d2.loss_cls: 0.2649, decode.d2.loss_mask: 0.4763, decode.d2.loss_dice: 0.7253, decode.d3.loss_cls: 0.2534, decode.d3.loss_mask: 0.4722, decode.d3.loss_dice: 0.7084, decode.d4.loss_cls: 0.2387, decode.d4.loss_mask: 0.4695, decode.d4.loss_dice: 0.7084, decode.d5.loss_cls: 0.2274, decode.d5.loss_mask: 0.4698, decode.d5.loss_dice: 0.7065, decode.d6.loss_cls: 0.2268, decode.d6.loss_mask: 0.4693, decode.d6.loss_dice: 0.7019, decode.d7.loss_cls: 0.2245, decode.d7.loss_mask: 0.4687, decode.d7.loss_dice: 0.7017, decode.d8.loss_cls: 0.2223, decode.d8.loss_mask: 0.4683, decode.d8.loss_dice: 0.7032, loss: 15.3439, grad_norm: 61.5474 +2023-11-07 04:46:22,355 - mmseg - INFO - Iter [110350/160000] lr: 3.103e-05, eta: 6:33:24, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2170, decode.loss_mask: 0.4493, decode.loss_dice: 0.7054, decode.d0.loss_cls: 1.2219, decode.d0.loss_mask: 0.4868, decode.d0.loss_dice: 0.7892, decode.d1.loss_cls: 0.3063, decode.d1.loss_mask: 0.4668, decode.d1.loss_dice: 0.7498, decode.d2.loss_cls: 0.2658, decode.d2.loss_mask: 0.4559, decode.d2.loss_dice: 0.7278, decode.d3.loss_cls: 0.2509, decode.d3.loss_mask: 0.4483, decode.d3.loss_dice: 0.7099, decode.d4.loss_cls: 0.2341, decode.d4.loss_mask: 0.4494, decode.d4.loss_dice: 0.7100, decode.d5.loss_cls: 0.2296, decode.d5.loss_mask: 0.4497, decode.d5.loss_dice: 0.7081, decode.d6.loss_cls: 0.2244, decode.d6.loss_mask: 0.4485, decode.d6.loss_dice: 0.7065, decode.d7.loss_cls: 0.2269, decode.d7.loss_mask: 0.4473, decode.d7.loss_dice: 0.7047, decode.d8.loss_cls: 0.2203, decode.d8.loss_mask: 0.4484, decode.d8.loss_dice: 0.7036, loss: 15.1625, grad_norm: 59.5928 +2023-11-07 04:46:45,091 - mmseg - INFO - Iter [110400/160000] lr: 3.100e-05, eta: 6:33:00, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2399, decode.loss_mask: 0.4598, decode.loss_dice: 0.6977, decode.d0.loss_cls: 1.2446, decode.d0.loss_mask: 0.4924, decode.d0.loss_dice: 0.7794, decode.d1.loss_cls: 0.3234, decode.d1.loss_mask: 0.4745, decode.d1.loss_dice: 0.7459, decode.d2.loss_cls: 0.2863, decode.d2.loss_mask: 0.4669, decode.d2.loss_dice: 0.7179, decode.d3.loss_cls: 0.2699, decode.d3.loss_mask: 0.4614, decode.d3.loss_dice: 0.7038, decode.d4.loss_cls: 0.2561, decode.d4.loss_mask: 0.4602, decode.d4.loss_dice: 0.7004, decode.d5.loss_cls: 0.2445, decode.d5.loss_mask: 0.4611, decode.d5.loss_dice: 0.7019, decode.d6.loss_cls: 0.2426, decode.d6.loss_mask: 0.4611, decode.d6.loss_dice: 0.6942, decode.d7.loss_cls: 0.2424, decode.d7.loss_mask: 0.4622, decode.d7.loss_dice: 0.6995, decode.d8.loss_cls: 0.2419, decode.d8.loss_mask: 0.4595, decode.d8.loss_dice: 0.6979, loss: 15.3893, grad_norm: 68.9090 +2023-11-07 04:47:08,068 - mmseg - INFO - Iter [110450/160000] lr: 3.097e-05, eta: 6:32:36, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2201, decode.loss_mask: 0.4504, decode.loss_dice: 0.7257, decode.d0.loss_cls: 1.2246, decode.d0.loss_mask: 0.4896, decode.d0.loss_dice: 0.7957, decode.d1.loss_cls: 0.3100, decode.d1.loss_mask: 0.4710, decode.d1.loss_dice: 0.7642, decode.d2.loss_cls: 0.2646, decode.d2.loss_mask: 0.4592, decode.d2.loss_dice: 0.7446, decode.d3.loss_cls: 0.2518, decode.d3.loss_mask: 0.4519, decode.d3.loss_dice: 0.7263, decode.d4.loss_cls: 0.2387, decode.d4.loss_mask: 0.4524, decode.d4.loss_dice: 0.7294, decode.d5.loss_cls: 0.2262, decode.d5.loss_mask: 0.4538, decode.d5.loss_dice: 0.7300, decode.d6.loss_cls: 0.2316, decode.d6.loss_mask: 0.4509, decode.d6.loss_dice: 0.7248, decode.d7.loss_cls: 0.2216, decode.d7.loss_mask: 0.4496, decode.d7.loss_dice: 0.7298, decode.d8.loss_cls: 0.2263, decode.d8.loss_mask: 0.4517, decode.d8.loss_dice: 0.7248, loss: 15.3912, grad_norm: 65.4761 +2023-11-07 04:47:31,012 - mmseg - INFO - Iter [110500/160000] lr: 3.094e-05, eta: 6:32:12, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2299, decode.loss_mask: 0.4906, decode.loss_dice: 0.7424, decode.d0.loss_cls: 1.2441, decode.d0.loss_mask: 0.5298, decode.d0.loss_dice: 0.8224, decode.d1.loss_cls: 0.3034, decode.d1.loss_mask: 0.5095, decode.d1.loss_dice: 0.7850, decode.d2.loss_cls: 0.2694, decode.d2.loss_mask: 0.4989, decode.d2.loss_dice: 0.7604, decode.d3.loss_cls: 0.2557, decode.d3.loss_mask: 0.4939, decode.d3.loss_dice: 0.7460, decode.d4.loss_cls: 0.2402, decode.d4.loss_mask: 0.4939, decode.d4.loss_dice: 0.7443, decode.d5.loss_cls: 0.2380, decode.d5.loss_mask: 0.4903, decode.d5.loss_dice: 0.7434, decode.d6.loss_cls: 0.2341, decode.d6.loss_mask: 0.4915, decode.d6.loss_dice: 0.7413, decode.d7.loss_cls: 0.2269, decode.d7.loss_mask: 0.4903, decode.d7.loss_dice: 0.7444, decode.d8.loss_cls: 0.2333, decode.d8.loss_mask: 0.4907, decode.d8.loss_dice: 0.7425, loss: 16.0266, grad_norm: 66.7384 +2023-11-07 04:47:53,733 - mmseg - INFO - Iter [110550/160000] lr: 3.091e-05, eta: 6:31:47, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2232, decode.loss_mask: 0.5031, decode.loss_dice: 0.7266, decode.d0.loss_cls: 1.2071, decode.d0.loss_mask: 0.5396, decode.d0.loss_dice: 0.8119, decode.d1.loss_cls: 0.3130, decode.d1.loss_mask: 0.5220, decode.d1.loss_dice: 0.7762, decode.d2.loss_cls: 0.2635, decode.d2.loss_mask: 0.5110, decode.d2.loss_dice: 0.7551, decode.d3.loss_cls: 0.2478, decode.d3.loss_mask: 0.5057, decode.d3.loss_dice: 0.7406, decode.d4.loss_cls: 0.2358, decode.d4.loss_mask: 0.5045, decode.d4.loss_dice: 0.7393, decode.d5.loss_cls: 0.2307, decode.d5.loss_mask: 0.5041, decode.d5.loss_dice: 0.7371, decode.d6.loss_cls: 0.2251, decode.d6.loss_mask: 0.5018, decode.d6.loss_dice: 0.7344, decode.d7.loss_cls: 0.2259, decode.d7.loss_mask: 0.5019, decode.d7.loss_dice: 0.7314, decode.d8.loss_cls: 0.2244, decode.d8.loss_mask: 0.5031, decode.d8.loss_dice: 0.7293, loss: 15.9752, grad_norm: 67.8169 +2023-11-07 04:48:16,647 - mmseg - INFO - Iter [110600/160000] lr: 3.088e-05, eta: 6:31:23, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2088, decode.loss_mask: 0.4578, decode.loss_dice: 0.7011, decode.d0.loss_cls: 1.2172, decode.d0.loss_mask: 0.4975, decode.d0.loss_dice: 0.7806, decode.d1.loss_cls: 0.2987, decode.d1.loss_mask: 0.4802, decode.d1.loss_dice: 0.7433, decode.d2.loss_cls: 0.2562, decode.d2.loss_mask: 0.4663, decode.d2.loss_dice: 0.7167, decode.d3.loss_cls: 0.2406, decode.d3.loss_mask: 0.4607, decode.d3.loss_dice: 0.7082, decode.d4.loss_cls: 0.2279, decode.d4.loss_mask: 0.4589, decode.d4.loss_dice: 0.7029, decode.d5.loss_cls: 0.2183, decode.d5.loss_mask: 0.4583, decode.d5.loss_dice: 0.7044, decode.d6.loss_cls: 0.2182, decode.d6.loss_mask: 0.4582, decode.d6.loss_dice: 0.6989, decode.d7.loss_cls: 0.2102, decode.d7.loss_mask: 0.4575, decode.d7.loss_dice: 0.7011, decode.d8.loss_cls: 0.2103, decode.d8.loss_mask: 0.4589, decode.d8.loss_dice: 0.7006, loss: 15.1186, grad_norm: 66.5527 +2023-11-07 04:48:39,455 - mmseg - INFO - Iter [110650/160000] lr: 3.084e-05, eta: 6:30:59, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2243, decode.loss_mask: 0.4567, decode.loss_dice: 0.6963, decode.d0.loss_cls: 1.2121, decode.d0.loss_mask: 0.4955, decode.d0.loss_dice: 0.7665, decode.d1.loss_cls: 0.3188, decode.d1.loss_mask: 0.4735, decode.d1.loss_dice: 0.7332, decode.d2.loss_cls: 0.2703, decode.d2.loss_mask: 0.4619, decode.d2.loss_dice: 0.7099, decode.d3.loss_cls: 0.2580, decode.d3.loss_mask: 0.4586, decode.d3.loss_dice: 0.6996, decode.d4.loss_cls: 0.2419, decode.d4.loss_mask: 0.4576, decode.d4.loss_dice: 0.6967, decode.d5.loss_cls: 0.2358, decode.d5.loss_mask: 0.4575, decode.d5.loss_dice: 0.6981, decode.d6.loss_cls: 0.2365, decode.d6.loss_mask: 0.4579, decode.d6.loss_dice: 0.6956, decode.d7.loss_cls: 0.2301, decode.d7.loss_mask: 0.4568, decode.d7.loss_dice: 0.6976, decode.d8.loss_cls: 0.2267, decode.d8.loss_mask: 0.4580, decode.d8.loss_dice: 0.6939, loss: 15.1758, grad_norm: 62.6453 +2023-11-07 04:49:02,278 - mmseg - INFO - Iter [110700/160000] lr: 3.081e-05, eta: 6:30:35, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2076, decode.loss_mask: 0.4773, decode.loss_dice: 0.7085, decode.d0.loss_cls: 1.2146, decode.d0.loss_mask: 0.5227, decode.d0.loss_dice: 0.7858, decode.d1.loss_cls: 0.3005, decode.d1.loss_mask: 0.4980, decode.d1.loss_dice: 0.7531, decode.d2.loss_cls: 0.2549, decode.d2.loss_mask: 0.4881, decode.d2.loss_dice: 0.7292, decode.d3.loss_cls: 0.2335, decode.d3.loss_mask: 0.4819, decode.d3.loss_dice: 0.7146, decode.d4.loss_cls: 0.2261, decode.d4.loss_mask: 0.4792, decode.d4.loss_dice: 0.7133, decode.d5.loss_cls: 0.2165, decode.d5.loss_mask: 0.4808, decode.d5.loss_dice: 0.7110, decode.d6.loss_cls: 0.2140, decode.d6.loss_mask: 0.4806, decode.d6.loss_dice: 0.7112, decode.d7.loss_cls: 0.2089, decode.d7.loss_mask: 0.4789, decode.d7.loss_dice: 0.7135, decode.d8.loss_cls: 0.2078, decode.d8.loss_mask: 0.4777, decode.d8.loss_dice: 0.7104, loss: 15.4003, grad_norm: 67.7078 +2023-11-07 04:49:25,103 - mmseg - INFO - Iter [110750/160000] lr: 3.078e-05, eta: 6:30:11, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2142, decode.loss_mask: 0.4838, decode.loss_dice: 0.7240, decode.d0.loss_cls: 1.1959, decode.d0.loss_mask: 0.5210, decode.d0.loss_dice: 0.7984, decode.d1.loss_cls: 0.2946, decode.d1.loss_mask: 0.5054, decode.d1.loss_dice: 0.7699, decode.d2.loss_cls: 0.2521, decode.d2.loss_mask: 0.4903, decode.d2.loss_dice: 0.7482, decode.d3.loss_cls: 0.2393, decode.d3.loss_mask: 0.4865, decode.d3.loss_dice: 0.7355, decode.d4.loss_cls: 0.2305, decode.d4.loss_mask: 0.4850, decode.d4.loss_dice: 0.7329, decode.d5.loss_cls: 0.2260, decode.d5.loss_mask: 0.4848, decode.d5.loss_dice: 0.7333, decode.d6.loss_cls: 0.2239, decode.d6.loss_mask: 0.4840, decode.d6.loss_dice: 0.7315, decode.d7.loss_cls: 0.2175, decode.d7.loss_mask: 0.4851, decode.d7.loss_dice: 0.7300, decode.d8.loss_cls: 0.2143, decode.d8.loss_mask: 0.4841, decode.d8.loss_dice: 0.7254, loss: 15.6474, grad_norm: 67.3894 +2023-11-07 04:49:47,771 - mmseg - INFO - Iter [110800/160000] lr: 3.075e-05, eta: 6:29:46, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2060, decode.loss_mask: 0.4860, decode.loss_dice: 0.7115, decode.d0.loss_cls: 1.1803, decode.d0.loss_mask: 0.5276, decode.d0.loss_dice: 0.7808, decode.d1.loss_cls: 0.2931, decode.d1.loss_mask: 0.5065, decode.d1.loss_dice: 0.7499, decode.d2.loss_cls: 0.2504, decode.d2.loss_mask: 0.4959, decode.d2.loss_dice: 0.7310, decode.d3.loss_cls: 0.2326, decode.d3.loss_mask: 0.4908, decode.d3.loss_dice: 0.7151, decode.d4.loss_cls: 0.2208, decode.d4.loss_mask: 0.4896, decode.d4.loss_dice: 0.7175, decode.d5.loss_cls: 0.2150, decode.d5.loss_mask: 0.4909, decode.d5.loss_dice: 0.7117, decode.d6.loss_cls: 0.2149, decode.d6.loss_mask: 0.4876, decode.d6.loss_dice: 0.7137, decode.d7.loss_cls: 0.2116, decode.d7.loss_mask: 0.4875, decode.d7.loss_dice: 0.7122, decode.d8.loss_cls: 0.2086, decode.d8.loss_mask: 0.4859, decode.d8.loss_dice: 0.7103, loss: 15.4353, grad_norm: 66.5637 +2023-11-07 04:50:10,669 - mmseg - INFO - Iter [110850/160000] lr: 3.072e-05, eta: 6:29:22, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2242, decode.loss_mask: 0.4597, decode.loss_dice: 0.7079, decode.d0.loss_cls: 1.2156, decode.d0.loss_mask: 0.4987, decode.d0.loss_dice: 0.7918, decode.d1.loss_cls: 0.3104, decode.d1.loss_mask: 0.4776, decode.d1.loss_dice: 0.7550, decode.d2.loss_cls: 0.2707, decode.d2.loss_mask: 0.4698, decode.d2.loss_dice: 0.7301, decode.d3.loss_cls: 0.2553, decode.d3.loss_mask: 0.4622, decode.d3.loss_dice: 0.7137, decode.d4.loss_cls: 0.2443, decode.d4.loss_mask: 0.4595, decode.d4.loss_dice: 0.7129, decode.d5.loss_cls: 0.2397, decode.d5.loss_mask: 0.4599, decode.d5.loss_dice: 0.7103, decode.d6.loss_cls: 0.2381, decode.d6.loss_mask: 0.4568, decode.d6.loss_dice: 0.7042, decode.d7.loss_cls: 0.2297, decode.d7.loss_mask: 0.4580, decode.d7.loss_dice: 0.7107, decode.d8.loss_cls: 0.2300, decode.d8.loss_mask: 0.4579, decode.d8.loss_dice: 0.7071, loss: 15.3618, grad_norm: 65.6029 +2023-11-07 04:50:33,430 - mmseg - INFO - Iter [110900/160000] lr: 3.069e-05, eta: 6:28:58, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2243, decode.loss_mask: 0.4709, decode.loss_dice: 0.7278, decode.d0.loss_cls: 1.2368, decode.d0.loss_mask: 0.5062, decode.d0.loss_dice: 0.8003, decode.d1.loss_cls: 0.3091, decode.d1.loss_mask: 0.4822, decode.d1.loss_dice: 0.7685, decode.d2.loss_cls: 0.2683, decode.d2.loss_mask: 0.4793, decode.d2.loss_dice: 0.7486, decode.d3.loss_cls: 0.2477, decode.d3.loss_mask: 0.4732, decode.d3.loss_dice: 0.7330, decode.d4.loss_cls: 0.2352, decode.d4.loss_mask: 0.4719, decode.d4.loss_dice: 0.7341, decode.d5.loss_cls: 0.2336, decode.d5.loss_mask: 0.4698, decode.d5.loss_dice: 0.7325, decode.d6.loss_cls: 0.2282, decode.d6.loss_mask: 0.4692, decode.d6.loss_dice: 0.7310, decode.d7.loss_cls: 0.2277, decode.d7.loss_mask: 0.4694, decode.d7.loss_dice: 0.7289, decode.d8.loss_cls: 0.2244, decode.d8.loss_mask: 0.4713, decode.d8.loss_dice: 0.7298, loss: 15.6333, grad_norm: 59.8423 +2023-11-07 04:50:56,271 - mmseg - INFO - Iter [110950/160000] lr: 3.066e-05, eta: 6:28:34, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2019, decode.loss_mask: 0.4701, decode.loss_dice: 0.6934, decode.d0.loss_cls: 1.1859, decode.d0.loss_mask: 0.5124, decode.d0.loss_dice: 0.7695, decode.d1.loss_cls: 0.2827, decode.d1.loss_mask: 0.4877, decode.d1.loss_dice: 0.7359, decode.d2.loss_cls: 0.2391, decode.d2.loss_mask: 0.4794, decode.d2.loss_dice: 0.7127, decode.d3.loss_cls: 0.2268, decode.d3.loss_mask: 0.4744, decode.d3.loss_dice: 0.6985, decode.d4.loss_cls: 0.2155, decode.d4.loss_mask: 0.4722, decode.d4.loss_dice: 0.6975, decode.d5.loss_cls: 0.2061, decode.d5.loss_mask: 0.4714, decode.d5.loss_dice: 0.7023, decode.d6.loss_cls: 0.2057, decode.d6.loss_mask: 0.4707, decode.d6.loss_dice: 0.6968, decode.d7.loss_cls: 0.2031, decode.d7.loss_mask: 0.4702, decode.d7.loss_dice: 0.6936, decode.d8.loss_cls: 0.2008, decode.d8.loss_mask: 0.4696, decode.d8.loss_dice: 0.6947, loss: 15.0406, grad_norm: 64.9244 +2023-11-07 04:51:19,098 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 04:51:19,098 - mmseg - INFO - Iter [111000/160000] lr: 3.063e-05, eta: 6:28:10, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1972, decode.loss_mask: 0.4859, decode.loss_dice: 0.7004, decode.d0.loss_cls: 1.1801, decode.d0.loss_mask: 0.5277, decode.d0.loss_dice: 0.7605, decode.d1.loss_cls: 0.2888, decode.d1.loss_mask: 0.5029, decode.d1.loss_dice: 0.7272, decode.d2.loss_cls: 0.2462, decode.d2.loss_mask: 0.4938, decode.d2.loss_dice: 0.7135, decode.d3.loss_cls: 0.2276, decode.d3.loss_mask: 0.4873, decode.d3.loss_dice: 0.7005, decode.d4.loss_cls: 0.2163, decode.d4.loss_mask: 0.4864, decode.d4.loss_dice: 0.6994, decode.d5.loss_cls: 0.2070, decode.d5.loss_mask: 0.4846, decode.d5.loss_dice: 0.6956, decode.d6.loss_cls: 0.2098, decode.d6.loss_mask: 0.4856, decode.d6.loss_dice: 0.6937, decode.d7.loss_cls: 0.2010, decode.d7.loss_mask: 0.4868, decode.d7.loss_dice: 0.6965, decode.d8.loss_cls: 0.1960, decode.d8.loss_mask: 0.4879, decode.d8.loss_dice: 0.6975, loss: 15.1835, grad_norm: 66.7163 +2023-11-07 04:51:41,825 - mmseg - INFO - Iter [111050/160000] lr: 3.059e-05, eta: 6:27:45, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2104, decode.loss_mask: 0.4689, decode.loss_dice: 0.7005, decode.d0.loss_cls: 1.1937, decode.d0.loss_mask: 0.5053, decode.d0.loss_dice: 0.7741, decode.d1.loss_cls: 0.2959, decode.d1.loss_mask: 0.4820, decode.d1.loss_dice: 0.7441, decode.d2.loss_cls: 0.2470, decode.d2.loss_mask: 0.4742, decode.d2.loss_dice: 0.7207, decode.d3.loss_cls: 0.2312, decode.d3.loss_mask: 0.4700, decode.d3.loss_dice: 0.7080, decode.d4.loss_cls: 0.2262, decode.d4.loss_mask: 0.4692, decode.d4.loss_dice: 0.7082, decode.d5.loss_cls: 0.2238, decode.d5.loss_mask: 0.4672, decode.d5.loss_dice: 0.7034, decode.d6.loss_cls: 0.2178, decode.d6.loss_mask: 0.4689, decode.d6.loss_dice: 0.6974, decode.d7.loss_cls: 0.2146, decode.d7.loss_mask: 0.4680, decode.d7.loss_dice: 0.6956, decode.d8.loss_cls: 0.2116, decode.d8.loss_mask: 0.4690, decode.d8.loss_dice: 0.7021, loss: 15.1691, grad_norm: 65.4527 +2023-11-07 04:52:04,618 - mmseg - INFO - Iter [111100/160000] lr: 3.056e-05, eta: 6:27:21, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2034, decode.loss_mask: 0.4798, decode.loss_dice: 0.7124, decode.d0.loss_cls: 1.1979, decode.d0.loss_mask: 0.5139, decode.d0.loss_dice: 0.7842, decode.d1.loss_cls: 0.2949, decode.d1.loss_mask: 0.4950, decode.d1.loss_dice: 0.7519, decode.d2.loss_cls: 0.2491, decode.d2.loss_mask: 0.4848, decode.d2.loss_dice: 0.7282, decode.d3.loss_cls: 0.2262, decode.d3.loss_mask: 0.4811, decode.d3.loss_dice: 0.7203, decode.d4.loss_cls: 0.2194, decode.d4.loss_mask: 0.4787, decode.d4.loss_dice: 0.7153, decode.d5.loss_cls: 0.2138, decode.d5.loss_mask: 0.4792, decode.d5.loss_dice: 0.7135, decode.d6.loss_cls: 0.2071, decode.d6.loss_mask: 0.4798, decode.d6.loss_dice: 0.7167, decode.d7.loss_cls: 0.2082, decode.d7.loss_mask: 0.4786, decode.d7.loss_dice: 0.7091, decode.d8.loss_cls: 0.2037, decode.d8.loss_mask: 0.4779, decode.d8.loss_dice: 0.7100, loss: 15.3339, grad_norm: 64.9908 +2023-11-07 04:52:29,761 - mmseg - INFO - Iter [111150/160000] lr: 3.053e-05, eta: 6:26:58, time: 0.503, data_time: 0.058, memory: 39436, decode.loss_cls: 0.2132, decode.loss_mask: 0.4920, decode.loss_dice: 0.7099, decode.d0.loss_cls: 1.1944, decode.d0.loss_mask: 0.5309, decode.d0.loss_dice: 0.7778, decode.d1.loss_cls: 0.3085, decode.d1.loss_mask: 0.5095, decode.d1.loss_dice: 0.7530, decode.d2.loss_cls: 0.2578, decode.d2.loss_mask: 0.4993, decode.d2.loss_dice: 0.7300, decode.d3.loss_cls: 0.2446, decode.d3.loss_mask: 0.4937, decode.d3.loss_dice: 0.7112, decode.d4.loss_cls: 0.2327, decode.d4.loss_mask: 0.4907, decode.d4.loss_dice: 0.7077, decode.d5.loss_cls: 0.2206, decode.d5.loss_mask: 0.4908, decode.d5.loss_dice: 0.7083, decode.d6.loss_cls: 0.2160, decode.d6.loss_mask: 0.4935, decode.d6.loss_dice: 0.7099, decode.d7.loss_cls: 0.2150, decode.d7.loss_mask: 0.4923, decode.d7.loss_dice: 0.7067, decode.d8.loss_cls: 0.2154, decode.d8.loss_mask: 0.4925, decode.d8.loss_dice: 0.7073, loss: 15.5252, grad_norm: 69.4484 +2023-11-07 04:52:52,577 - mmseg - INFO - Iter [111200/160000] lr: 3.050e-05, eta: 6:26:34, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1984, decode.loss_mask: 0.4527, decode.loss_dice: 0.6976, decode.d0.loss_cls: 1.1526, decode.d0.loss_mask: 0.4870, decode.d0.loss_dice: 0.7712, decode.d1.loss_cls: 0.2789, decode.d1.loss_mask: 0.4690, decode.d1.loss_dice: 0.7399, decode.d2.loss_cls: 0.2401, decode.d2.loss_mask: 0.4577, decode.d2.loss_dice: 0.7183, decode.d3.loss_cls: 0.2234, decode.d3.loss_mask: 0.4535, decode.d3.loss_dice: 0.7030, decode.d4.loss_cls: 0.2105, decode.d4.loss_mask: 0.4558, decode.d4.loss_dice: 0.7042, decode.d5.loss_cls: 0.2061, decode.d5.loss_mask: 0.4536, decode.d5.loss_dice: 0.7037, decode.d6.loss_cls: 0.2078, decode.d6.loss_mask: 0.4529, decode.d6.loss_dice: 0.6956, decode.d7.loss_cls: 0.2069, decode.d7.loss_mask: 0.4525, decode.d7.loss_dice: 0.6966, decode.d8.loss_cls: 0.2041, decode.d8.loss_mask: 0.4515, decode.d8.loss_dice: 0.6991, loss: 14.8443, grad_norm: 63.9113 +2023-11-07 04:53:15,434 - mmseg - INFO - Iter [111250/160000] lr: 3.047e-05, eta: 6:26:10, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2258, decode.loss_mask: 0.4598, decode.loss_dice: 0.7070, decode.d0.loss_cls: 1.2423, decode.d0.loss_mask: 0.5009, decode.d0.loss_dice: 0.7814, decode.d1.loss_cls: 0.3118, decode.d1.loss_mask: 0.4794, decode.d1.loss_dice: 0.7444, decode.d2.loss_cls: 0.2669, decode.d2.loss_mask: 0.4659, decode.d2.loss_dice: 0.7297, decode.d3.loss_cls: 0.2545, decode.d3.loss_mask: 0.4626, decode.d3.loss_dice: 0.7094, decode.d4.loss_cls: 0.2388, decode.d4.loss_mask: 0.4621, decode.d4.loss_dice: 0.7109, decode.d5.loss_cls: 0.2359, decode.d5.loss_mask: 0.4597, decode.d5.loss_dice: 0.7104, decode.d6.loss_cls: 0.2323, decode.d6.loss_mask: 0.4602, decode.d6.loss_dice: 0.7051, decode.d7.loss_cls: 0.2250, decode.d7.loss_mask: 0.4591, decode.d7.loss_dice: 0.7058, decode.d8.loss_cls: 0.2280, decode.d8.loss_mask: 0.4592, decode.d8.loss_dice: 0.7036, loss: 15.3377, grad_norm: 61.0497 +2023-11-07 04:53:38,197 - mmseg - INFO - Iter [111300/160000] lr: 3.044e-05, eta: 6:25:45, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2130, decode.loss_mask: 0.4716, decode.loss_dice: 0.7054, decode.d0.loss_cls: 1.2149, decode.d0.loss_mask: 0.5134, decode.d0.loss_dice: 0.7796, decode.d1.loss_cls: 0.3166, decode.d1.loss_mask: 0.4873, decode.d1.loss_dice: 0.7441, decode.d2.loss_cls: 0.2602, decode.d2.loss_mask: 0.4781, decode.d2.loss_dice: 0.7302, decode.d3.loss_cls: 0.2421, decode.d3.loss_mask: 0.4706, decode.d3.loss_dice: 0.7082, decode.d4.loss_cls: 0.2393, decode.d4.loss_mask: 0.4709, decode.d4.loss_dice: 0.7036, decode.d5.loss_cls: 0.2282, decode.d5.loss_mask: 0.4740, decode.d5.loss_dice: 0.7074, decode.d6.loss_cls: 0.2243, decode.d6.loss_mask: 0.4725, decode.d6.loss_dice: 0.7001, decode.d7.loss_cls: 0.2201, decode.d7.loss_mask: 0.4713, decode.d7.loss_dice: 0.7002, decode.d8.loss_cls: 0.2203, decode.d8.loss_mask: 0.4708, decode.d8.loss_dice: 0.7011, loss: 15.3393, grad_norm: 68.2377 +2023-11-07 04:54:01,187 - mmseg - INFO - Iter [111350/160000] lr: 3.041e-05, eta: 6:25:21, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2077, decode.loss_mask: 0.4657, decode.loss_dice: 0.7039, decode.d0.loss_cls: 1.1815, decode.d0.loss_mask: 0.5029, decode.d0.loss_dice: 0.7815, decode.d1.loss_cls: 0.2895, decode.d1.loss_mask: 0.4834, decode.d1.loss_dice: 0.7469, decode.d2.loss_cls: 0.2457, decode.d2.loss_mask: 0.4741, decode.d2.loss_dice: 0.7243, decode.d3.loss_cls: 0.2293, decode.d3.loss_mask: 0.4702, decode.d3.loss_dice: 0.7086, decode.d4.loss_cls: 0.2230, decode.d4.loss_mask: 0.4711, decode.d4.loss_dice: 0.7084, decode.d5.loss_cls: 0.2153, decode.d5.loss_mask: 0.4684, decode.d5.loss_dice: 0.7108, decode.d6.loss_cls: 0.2108, decode.d6.loss_mask: 0.4677, decode.d6.loss_dice: 0.7046, decode.d7.loss_cls: 0.2070, decode.d7.loss_mask: 0.4666, decode.d7.loss_dice: 0.7077, decode.d8.loss_cls: 0.2056, decode.d8.loss_mask: 0.4660, decode.d8.loss_dice: 0.7070, loss: 15.1553, grad_norm: 62.9182 +2023-11-07 04:54:24,217 - mmseg - INFO - Iter [111400/160000] lr: 3.038e-05, eta: 6:24:57, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2073, decode.loss_mask: 0.4745, decode.loss_dice: 0.7038, decode.d0.loss_cls: 1.2048, decode.d0.loss_mask: 0.5152, decode.d0.loss_dice: 0.7708, decode.d1.loss_cls: 0.2863, decode.d1.loss_mask: 0.4978, decode.d1.loss_dice: 0.7429, decode.d2.loss_cls: 0.2452, decode.d2.loss_mask: 0.4855, decode.d2.loss_dice: 0.7258, decode.d3.loss_cls: 0.2297, decode.d3.loss_mask: 0.4812, decode.d3.loss_dice: 0.7094, decode.d4.loss_cls: 0.2191, decode.d4.loss_mask: 0.4802, decode.d4.loss_dice: 0.7078, decode.d5.loss_cls: 0.2170, decode.d5.loss_mask: 0.4783, decode.d5.loss_dice: 0.7081, decode.d6.loss_cls: 0.2114, decode.d6.loss_mask: 0.4787, decode.d6.loss_dice: 0.7053, decode.d7.loss_cls: 0.2089, decode.d7.loss_mask: 0.4769, decode.d7.loss_dice: 0.7045, decode.d8.loss_cls: 0.2045, decode.d8.loss_mask: 0.4772, decode.d8.loss_dice: 0.7065, loss: 15.2649, grad_norm: 61.0308 +2023-11-07 04:54:46,917 - mmseg - INFO - Iter [111450/160000] lr: 3.034e-05, eta: 6:24:33, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1955, decode.loss_mask: 0.4697, decode.loss_dice: 0.6946, decode.d0.loss_cls: 1.1734, decode.d0.loss_mask: 0.5104, decode.d0.loss_dice: 0.7654, decode.d1.loss_cls: 0.2786, decode.d1.loss_mask: 0.4920, decode.d1.loss_dice: 0.7416, decode.d2.loss_cls: 0.2373, decode.d2.loss_mask: 0.4800, decode.d2.loss_dice: 0.7159, decode.d3.loss_cls: 0.2203, decode.d3.loss_mask: 0.4729, decode.d3.loss_dice: 0.7001, decode.d4.loss_cls: 0.2106, decode.d4.loss_mask: 0.4724, decode.d4.loss_dice: 0.6988, decode.d5.loss_cls: 0.2025, decode.d5.loss_mask: 0.4712, decode.d5.loss_dice: 0.6989, decode.d6.loss_cls: 0.1978, decode.d6.loss_mask: 0.4708, decode.d6.loss_dice: 0.6964, decode.d7.loss_cls: 0.2008, decode.d7.loss_mask: 0.4695, decode.d7.loss_dice: 0.6952, decode.d8.loss_cls: 0.1933, decode.d8.loss_mask: 0.4704, decode.d8.loss_dice: 0.6964, loss: 14.9927, grad_norm: 69.5862 +2023-11-07 04:55:09,819 - mmseg - INFO - Iter [111500/160000] lr: 3.031e-05, eta: 6:24:09, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2077, decode.loss_mask: 0.4755, decode.loss_dice: 0.7048, decode.d0.loss_cls: 1.1941, decode.d0.loss_mask: 0.5137, decode.d0.loss_dice: 0.7845, decode.d1.loss_cls: 0.2843, decode.d1.loss_mask: 0.4965, decode.d1.loss_dice: 0.7560, decode.d2.loss_cls: 0.2495, decode.d2.loss_mask: 0.4833, decode.d2.loss_dice: 0.7290, decode.d3.loss_cls: 0.2246, decode.d3.loss_mask: 0.4795, decode.d3.loss_dice: 0.7181, decode.d4.loss_cls: 0.2185, decode.d4.loss_mask: 0.4771, decode.d4.loss_dice: 0.7128, decode.d5.loss_cls: 0.2088, decode.d5.loss_mask: 0.4771, decode.d5.loss_dice: 0.7118, decode.d6.loss_cls: 0.2105, decode.d6.loss_mask: 0.4762, decode.d6.loss_dice: 0.7063, decode.d7.loss_cls: 0.2032, decode.d7.loss_mask: 0.4756, decode.d7.loss_dice: 0.7087, decode.d8.loss_cls: 0.2036, decode.d8.loss_mask: 0.4749, decode.d8.loss_dice: 0.7074, loss: 15.2737, grad_norm: 66.1824 +2023-11-07 04:55:32,830 - mmseg - INFO - Iter [111550/160000] lr: 3.028e-05, eta: 6:23:45, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2215, decode.loss_mask: 0.4693, decode.loss_dice: 0.7028, decode.d0.loss_cls: 1.2154, decode.d0.loss_mask: 0.5071, decode.d0.loss_dice: 0.7813, decode.d1.loss_cls: 0.3023, decode.d1.loss_mask: 0.4884, decode.d1.loss_dice: 0.7485, decode.d2.loss_cls: 0.2550, decode.d2.loss_mask: 0.4815, decode.d2.loss_dice: 0.7285, decode.d3.loss_cls: 0.2443, decode.d3.loss_mask: 0.4721, decode.d3.loss_dice: 0.7098, decode.d4.loss_cls: 0.2313, decode.d4.loss_mask: 0.4711, decode.d4.loss_dice: 0.7085, decode.d5.loss_cls: 0.2262, decode.d5.loss_mask: 0.4701, decode.d5.loss_dice: 0.7106, decode.d6.loss_cls: 0.2277, decode.d6.loss_mask: 0.4697, decode.d6.loss_dice: 0.7037, decode.d7.loss_cls: 0.2224, decode.d7.loss_mask: 0.4689, decode.d7.loss_dice: 0.7049, decode.d8.loss_cls: 0.2179, decode.d8.loss_mask: 0.4689, decode.d8.loss_dice: 0.7066, loss: 15.3360, grad_norm: 65.5594 +2023-11-07 04:55:55,563 - mmseg - INFO - Iter [111600/160000] lr: 3.025e-05, eta: 6:23:21, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2282, decode.loss_mask: 0.4704, decode.loss_dice: 0.7158, decode.d0.loss_cls: 1.2225, decode.d0.loss_mask: 0.5101, decode.d0.loss_dice: 0.7932, decode.d1.loss_cls: 0.3128, decode.d1.loss_mask: 0.4884, decode.d1.loss_dice: 0.7612, decode.d2.loss_cls: 0.2676, decode.d2.loss_mask: 0.4790, decode.d2.loss_dice: 0.7376, decode.d3.loss_cls: 0.2492, decode.d3.loss_mask: 0.4751, decode.d3.loss_dice: 0.7207, decode.d4.loss_cls: 0.2454, decode.d4.loss_mask: 0.4734, decode.d4.loss_dice: 0.7204, decode.d5.loss_cls: 0.2336, decode.d5.loss_mask: 0.4713, decode.d5.loss_dice: 0.7222, decode.d6.loss_cls: 0.2312, decode.d6.loss_mask: 0.4717, decode.d6.loss_dice: 0.7197, decode.d7.loss_cls: 0.2283, decode.d7.loss_mask: 0.4704, decode.d7.loss_dice: 0.7209, decode.d8.loss_cls: 0.2242, decode.d8.loss_mask: 0.4703, decode.d8.loss_dice: 0.7193, loss: 15.5543, grad_norm: 65.9512 +2023-11-07 04:56:18,468 - mmseg - INFO - Iter [111650/160000] lr: 3.022e-05, eta: 6:22:57, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2142, decode.loss_mask: 0.4647, decode.loss_dice: 0.6962, decode.d0.loss_cls: 1.2308, decode.d0.loss_mask: 0.4966, decode.d0.loss_dice: 0.7599, decode.d1.loss_cls: 0.3046, decode.d1.loss_mask: 0.4809, decode.d1.loss_dice: 0.7382, decode.d2.loss_cls: 0.2669, decode.d2.loss_mask: 0.4715, decode.d2.loss_dice: 0.7170, decode.d3.loss_cls: 0.2431, decode.d3.loss_mask: 0.4664, decode.d3.loss_dice: 0.7044, decode.d4.loss_cls: 0.2345, decode.d4.loss_mask: 0.4673, decode.d4.loss_dice: 0.7030, decode.d5.loss_cls: 0.2259, decode.d5.loss_mask: 0.4677, decode.d5.loss_dice: 0.7074, decode.d6.loss_cls: 0.2276, decode.d6.loss_mask: 0.4667, decode.d6.loss_dice: 0.6987, decode.d7.loss_cls: 0.2235, decode.d7.loss_mask: 0.4662, decode.d7.loss_dice: 0.6994, decode.d8.loss_cls: 0.2186, decode.d8.loss_mask: 0.4643, decode.d8.loss_dice: 0.6987, loss: 15.2251, grad_norm: 63.8616 +2023-11-07 04:56:41,174 - mmseg - INFO - Iter [111700/160000] lr: 3.019e-05, eta: 6:22:32, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2152, decode.loss_mask: 0.4687, decode.loss_dice: 0.6895, decode.d0.loss_cls: 1.1806, decode.d0.loss_mask: 0.5050, decode.d0.loss_dice: 0.7757, decode.d1.loss_cls: 0.3016, decode.d1.loss_mask: 0.4894, decode.d1.loss_dice: 0.7419, decode.d2.loss_cls: 0.2586, decode.d2.loss_mask: 0.4790, decode.d2.loss_dice: 0.7169, decode.d3.loss_cls: 0.2419, decode.d3.loss_mask: 0.4733, decode.d3.loss_dice: 0.6983, decode.d4.loss_cls: 0.2328, decode.d4.loss_mask: 0.4723, decode.d4.loss_dice: 0.7006, decode.d5.loss_cls: 0.2251, decode.d5.loss_mask: 0.4725, decode.d5.loss_dice: 0.6976, decode.d6.loss_cls: 0.2186, decode.d6.loss_mask: 0.4730, decode.d6.loss_dice: 0.6961, decode.d7.loss_cls: 0.2186, decode.d7.loss_mask: 0.4707, decode.d7.loss_dice: 0.6933, decode.d8.loss_cls: 0.2196, decode.d8.loss_mask: 0.4700, decode.d8.loss_dice: 0.6954, loss: 15.1918, grad_norm: 63.0303 +2023-11-07 04:57:04,154 - mmseg - INFO - Iter [111750/160000] lr: 3.016e-05, eta: 6:22:08, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2246, decode.loss_mask: 0.4820, decode.loss_dice: 0.7177, decode.d0.loss_cls: 1.2181, decode.d0.loss_mask: 0.5193, decode.d0.loss_dice: 0.8084, decode.d1.loss_cls: 0.3161, decode.d1.loss_mask: 0.5014, decode.d1.loss_dice: 0.7709, decode.d2.loss_cls: 0.2769, decode.d2.loss_mask: 0.4927, decode.d2.loss_dice: 0.7458, decode.d3.loss_cls: 0.2548, decode.d3.loss_mask: 0.4869, decode.d3.loss_dice: 0.7279, decode.d4.loss_cls: 0.2426, decode.d4.loss_mask: 0.4861, decode.d4.loss_dice: 0.7272, decode.d5.loss_cls: 0.2336, decode.d5.loss_mask: 0.4866, decode.d5.loss_dice: 0.7227, decode.d6.loss_cls: 0.2305, decode.d6.loss_mask: 0.4846, decode.d6.loss_dice: 0.7193, decode.d7.loss_cls: 0.2253, decode.d7.loss_mask: 0.4842, decode.d7.loss_dice: 0.7195, decode.d8.loss_cls: 0.2224, decode.d8.loss_mask: 0.4844, decode.d8.loss_dice: 0.7233, loss: 15.7359, grad_norm: 69.9979 +2023-11-07 04:57:27,140 - mmseg - INFO - Iter [111800/160000] lr: 3.013e-05, eta: 6:21:44, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2318, decode.loss_mask: 0.5067, decode.loss_dice: 0.7435, decode.d0.loss_cls: 1.2029, decode.d0.loss_mask: 0.5439, decode.d0.loss_dice: 0.8276, decode.d1.loss_cls: 0.3161, decode.d1.loss_mask: 0.5230, decode.d1.loss_dice: 0.7934, decode.d2.loss_cls: 0.2699, decode.d2.loss_mask: 0.5150, decode.d2.loss_dice: 0.7669, decode.d3.loss_cls: 0.2610, decode.d3.loss_mask: 0.5094, decode.d3.loss_dice: 0.7435, decode.d4.loss_cls: 0.2454, decode.d4.loss_mask: 0.5090, decode.d4.loss_dice: 0.7490, decode.d5.loss_cls: 0.2390, decode.d5.loss_mask: 0.5100, decode.d5.loss_dice: 0.7482, decode.d6.loss_cls: 0.2329, decode.d6.loss_mask: 0.5096, decode.d6.loss_dice: 0.7476, decode.d7.loss_cls: 0.2302, decode.d7.loss_mask: 0.5086, decode.d7.loss_dice: 0.7446, decode.d8.loss_cls: 0.2278, decode.d8.loss_mask: 0.5084, decode.d8.loss_dice: 0.7479, loss: 16.2129, grad_norm: 68.1440 +2023-11-07 04:57:49,956 - mmseg - INFO - Iter [111850/160000] lr: 3.009e-05, eta: 6:21:20, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1975, decode.loss_mask: 0.4716, decode.loss_dice: 0.6797, decode.d0.loss_cls: 1.1878, decode.d0.loss_mask: 0.5092, decode.d0.loss_dice: 0.7483, decode.d1.loss_cls: 0.2793, decode.d1.loss_mask: 0.4881, decode.d1.loss_dice: 0.7172, decode.d2.loss_cls: 0.2405, decode.d2.loss_mask: 0.4801, decode.d2.loss_dice: 0.6983, decode.d3.loss_cls: 0.2214, decode.d3.loss_mask: 0.4760, decode.d3.loss_dice: 0.6911, decode.d4.loss_cls: 0.2106, decode.d4.loss_mask: 0.4736, decode.d4.loss_dice: 0.6886, decode.d5.loss_cls: 0.2025, decode.d5.loss_mask: 0.4755, decode.d5.loss_dice: 0.6884, decode.d6.loss_cls: 0.2018, decode.d6.loss_mask: 0.4727, decode.d6.loss_dice: 0.6841, decode.d7.loss_cls: 0.2034, decode.d7.loss_mask: 0.4718, decode.d7.loss_dice: 0.6850, decode.d8.loss_cls: 0.1960, decode.d8.loss_mask: 0.4726, decode.d8.loss_dice: 0.6833, loss: 14.8961, grad_norm: 59.5392 +2023-11-07 04:58:12,704 - mmseg - INFO - Iter [111900/160000] lr: 3.006e-05, eta: 6:20:56, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2285, decode.loss_mask: 0.4811, decode.loss_dice: 0.7117, decode.d0.loss_cls: 1.2100, decode.d0.loss_mask: 0.5219, decode.d0.loss_dice: 0.7843, decode.d1.loss_cls: 0.3118, decode.d1.loss_mask: 0.5020, decode.d1.loss_dice: 0.7578, decode.d2.loss_cls: 0.2680, decode.d2.loss_mask: 0.4932, decode.d2.loss_dice: 0.7336, decode.d3.loss_cls: 0.2510, decode.d3.loss_mask: 0.4840, decode.d3.loss_dice: 0.7190, decode.d4.loss_cls: 0.2419, decode.d4.loss_mask: 0.4832, decode.d4.loss_dice: 0.7148, decode.d5.loss_cls: 0.2397, decode.d5.loss_mask: 0.4832, decode.d5.loss_dice: 0.7139, decode.d6.loss_cls: 0.2355, decode.d6.loss_mask: 0.4808, decode.d6.loss_dice: 0.7146, decode.d7.loss_cls: 0.2326, decode.d7.loss_mask: 0.4841, decode.d7.loss_dice: 0.7104, decode.d8.loss_cls: 0.2254, decode.d8.loss_mask: 0.4825, decode.d8.loss_dice: 0.7104, loss: 15.6111, grad_norm: 66.0788 +2023-11-07 04:58:35,677 - mmseg - INFO - Iter [111950/160000] lr: 3.003e-05, eta: 6:20:32, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2319, decode.loss_mask: 0.4819, decode.loss_dice: 0.7435, decode.d0.loss_cls: 1.2394, decode.d0.loss_mask: 0.5191, decode.d0.loss_dice: 0.8226, decode.d1.loss_cls: 0.3180, decode.d1.loss_mask: 0.4999, decode.d1.loss_dice: 0.7917, decode.d2.loss_cls: 0.2728, decode.d2.loss_mask: 0.4909, decode.d2.loss_dice: 0.7704, decode.d3.loss_cls: 0.2531, decode.d3.loss_mask: 0.4851, decode.d3.loss_dice: 0.7564, decode.d4.loss_cls: 0.2468, decode.d4.loss_mask: 0.4857, decode.d4.loss_dice: 0.7522, decode.d5.loss_cls: 0.2431, decode.d5.loss_mask: 0.4842, decode.d5.loss_dice: 0.7495, decode.d6.loss_cls: 0.2329, decode.d6.loss_mask: 0.4844, decode.d6.loss_dice: 0.7460, decode.d7.loss_cls: 0.2318, decode.d7.loss_mask: 0.4842, decode.d7.loss_dice: 0.7449, decode.d8.loss_cls: 0.2277, decode.d8.loss_mask: 0.4827, decode.d8.loss_dice: 0.7479, loss: 16.0204, grad_norm: 64.4714 +2023-11-07 04:58:58,589 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 04:58:58,589 - mmseg - INFO - Iter [112000/160000] lr: 3.000e-05, eta: 6:20:08, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2190, decode.loss_mask: 0.4829, decode.loss_dice: 0.7147, decode.d0.loss_cls: 1.1917, decode.d0.loss_mask: 0.5260, decode.d0.loss_dice: 0.7853, decode.d1.loss_cls: 0.2992, decode.d1.loss_mask: 0.5010, decode.d1.loss_dice: 0.7600, decode.d2.loss_cls: 0.2554, decode.d2.loss_mask: 0.4947, decode.d2.loss_dice: 0.7349, decode.d3.loss_cls: 0.2389, decode.d3.loss_mask: 0.4898, decode.d3.loss_dice: 0.7196, decode.d4.loss_cls: 0.2316, decode.d4.loss_mask: 0.4891, decode.d4.loss_dice: 0.7205, decode.d5.loss_cls: 0.2268, decode.d5.loss_mask: 0.4856, decode.d5.loss_dice: 0.7201, decode.d6.loss_cls: 0.2256, decode.d6.loss_mask: 0.4847, decode.d6.loss_dice: 0.7164, decode.d7.loss_cls: 0.2211, decode.d7.loss_mask: 0.4840, decode.d7.loss_dice: 0.7143, decode.d8.loss_cls: 0.2170, decode.d8.loss_mask: 0.4830, decode.d8.loss_dice: 0.7165, loss: 15.5492, grad_norm: 68.9775 +2023-11-07 04:59:21,537 - mmseg - INFO - Iter [112050/160000] lr: 2.997e-05, eta: 6:19:43, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2130, decode.loss_mask: 0.4796, decode.loss_dice: 0.7231, decode.d0.loss_cls: 1.2299, decode.d0.loss_mask: 0.5198, decode.d0.loss_dice: 0.8026, decode.d1.loss_cls: 0.3165, decode.d1.loss_mask: 0.4959, decode.d1.loss_dice: 0.7668, decode.d2.loss_cls: 0.2636, decode.d2.loss_mask: 0.4892, decode.d2.loss_dice: 0.7512, decode.d3.loss_cls: 0.2453, decode.d3.loss_mask: 0.4840, decode.d3.loss_dice: 0.7292, decode.d4.loss_cls: 0.2276, decode.d4.loss_mask: 0.4848, decode.d4.loss_dice: 0.7343, decode.d5.loss_cls: 0.2335, decode.d5.loss_mask: 0.4809, decode.d5.loss_dice: 0.7245, decode.d6.loss_cls: 0.2199, decode.d6.loss_mask: 0.4798, decode.d6.loss_dice: 0.7245, decode.d7.loss_cls: 0.2199, decode.d7.loss_mask: 0.4802, decode.d7.loss_dice: 0.7237, decode.d8.loss_cls: 0.2138, decode.d8.loss_mask: 0.4790, decode.d8.loss_dice: 0.7243, loss: 15.6603, grad_norm: 66.6431 +2023-11-07 04:59:44,421 - mmseg - INFO - Iter [112100/160000] lr: 2.994e-05, eta: 6:19:19, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2213, decode.loss_mask: 0.4584, decode.loss_dice: 0.7066, decode.d0.loss_cls: 1.2512, decode.d0.loss_mask: 0.4976, decode.d0.loss_dice: 0.7874, decode.d1.loss_cls: 0.3097, decode.d1.loss_mask: 0.4720, decode.d1.loss_dice: 0.7500, decode.d2.loss_cls: 0.2748, decode.d2.loss_mask: 0.4656, decode.d2.loss_dice: 0.7278, decode.d3.loss_cls: 0.2464, decode.d3.loss_mask: 0.4632, decode.d3.loss_dice: 0.7123, decode.d4.loss_cls: 0.2364, decode.d4.loss_mask: 0.4648, decode.d4.loss_dice: 0.7144, decode.d5.loss_cls: 0.2289, decode.d5.loss_mask: 0.4615, decode.d5.loss_dice: 0.7090, decode.d6.loss_cls: 0.2307, decode.d6.loss_mask: 0.4587, decode.d6.loss_dice: 0.7050, decode.d7.loss_cls: 0.2273, decode.d7.loss_mask: 0.4586, decode.d7.loss_dice: 0.7063, decode.d8.loss_cls: 0.2267, decode.d8.loss_mask: 0.4582, decode.d8.loss_dice: 0.7073, loss: 15.3379, grad_norm: 58.5901 +2023-11-07 05:00:07,519 - mmseg - INFO - Iter [112150/160000] lr: 2.991e-05, eta: 6:18:55, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2025, decode.loss_mask: 0.4786, decode.loss_dice: 0.7087, decode.d0.loss_cls: 1.1825, decode.d0.loss_mask: 0.5179, decode.d0.loss_dice: 0.7871, decode.d1.loss_cls: 0.2791, decode.d1.loss_mask: 0.4975, decode.d1.loss_dice: 0.7496, decode.d2.loss_cls: 0.2477, decode.d2.loss_mask: 0.4877, decode.d2.loss_dice: 0.7287, decode.d3.loss_cls: 0.2261, decode.d3.loss_mask: 0.4811, decode.d3.loss_dice: 0.7150, decode.d4.loss_cls: 0.2121, decode.d4.loss_mask: 0.4829, decode.d4.loss_dice: 0.7176, decode.d5.loss_cls: 0.2128, decode.d5.loss_mask: 0.4827, decode.d5.loss_dice: 0.7085, decode.d6.loss_cls: 0.2111, decode.d6.loss_mask: 0.4811, decode.d6.loss_dice: 0.7089, decode.d7.loss_cls: 0.2059, decode.d7.loss_mask: 0.4805, decode.d7.loss_dice: 0.7079, decode.d8.loss_cls: 0.2024, decode.d8.loss_mask: 0.4782, decode.d8.loss_dice: 0.7050, loss: 15.2875, grad_norm: 71.2588 +2023-11-07 05:00:30,385 - mmseg - INFO - Iter [112200/160000] lr: 2.988e-05, eta: 6:18:31, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1998, decode.loss_mask: 0.4795, decode.loss_dice: 0.7101, decode.d0.loss_cls: 1.2084, decode.d0.loss_mask: 0.5236, decode.d0.loss_dice: 0.7890, decode.d1.loss_cls: 0.2914, decode.d1.loss_mask: 0.4962, decode.d1.loss_dice: 0.7549, decode.d2.loss_cls: 0.2482, decode.d2.loss_mask: 0.4866, decode.d2.loss_dice: 0.7259, decode.d3.loss_cls: 0.2281, decode.d3.loss_mask: 0.4811, decode.d3.loss_dice: 0.7133, decode.d4.loss_cls: 0.2209, decode.d4.loss_mask: 0.4803, decode.d4.loss_dice: 0.7132, decode.d5.loss_cls: 0.2101, decode.d5.loss_mask: 0.4804, decode.d5.loss_dice: 0.7126, decode.d6.loss_cls: 0.2100, decode.d6.loss_mask: 0.4813, decode.d6.loss_dice: 0.7098, decode.d7.loss_cls: 0.2035, decode.d7.loss_mask: 0.4795, decode.d7.loss_dice: 0.7089, decode.d8.loss_cls: 0.2004, decode.d8.loss_mask: 0.4802, decode.d8.loss_dice: 0.7125, loss: 15.3398, grad_norm: 62.4116 +2023-11-07 05:00:53,223 - mmseg - INFO - Iter [112250/160000] lr: 2.984e-05, eta: 6:18:07, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2145, decode.loss_mask: 0.4820, decode.loss_dice: 0.7114, decode.d0.loss_cls: 1.1888, decode.d0.loss_mask: 0.5228, decode.d0.loss_dice: 0.7950, decode.d1.loss_cls: 0.2890, decode.d1.loss_mask: 0.5005, decode.d1.loss_dice: 0.7586, decode.d2.loss_cls: 0.2507, decode.d2.loss_mask: 0.4901, decode.d2.loss_dice: 0.7323, decode.d3.loss_cls: 0.2388, decode.d3.loss_mask: 0.4851, decode.d3.loss_dice: 0.7223, decode.d4.loss_cls: 0.2273, decode.d4.loss_mask: 0.4838, decode.d4.loss_dice: 0.7215, decode.d5.loss_cls: 0.2208, decode.d5.loss_mask: 0.4832, decode.d5.loss_dice: 0.7199, decode.d6.loss_cls: 0.2168, decode.d6.loss_mask: 0.4821, decode.d6.loss_dice: 0.7167, decode.d7.loss_cls: 0.2162, decode.d7.loss_mask: 0.4815, decode.d7.loss_dice: 0.7156, decode.d8.loss_cls: 0.2131, decode.d8.loss_mask: 0.4831, decode.d8.loss_dice: 0.7141, loss: 15.4778, grad_norm: 62.1877 +2023-11-07 05:01:16,011 - mmseg - INFO - Iter [112300/160000] lr: 2.981e-05, eta: 6:17:43, time: 0.456, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2275, decode.loss_mask: 0.4683, decode.loss_dice: 0.7018, decode.d0.loss_cls: 1.2435, decode.d0.loss_mask: 0.5150, decode.d0.loss_dice: 0.7867, decode.d1.loss_cls: 0.3168, decode.d1.loss_mask: 0.4921, decode.d1.loss_dice: 0.7486, decode.d2.loss_cls: 0.2770, decode.d2.loss_mask: 0.4791, decode.d2.loss_dice: 0.7217, decode.d3.loss_cls: 0.2576, decode.d3.loss_mask: 0.4727, decode.d3.loss_dice: 0.7055, decode.d4.loss_cls: 0.2407, decode.d4.loss_mask: 0.4715, decode.d4.loss_dice: 0.7077, decode.d5.loss_cls: 0.2378, decode.d5.loss_mask: 0.4710, decode.d5.loss_dice: 0.7078, decode.d6.loss_cls: 0.2361, decode.d6.loss_mask: 0.4693, decode.d6.loss_dice: 0.7024, decode.d7.loss_cls: 0.2300, decode.d7.loss_mask: 0.4698, decode.d7.loss_dice: 0.7011, decode.d8.loss_cls: 0.2307, decode.d8.loss_mask: 0.4687, decode.d8.loss_dice: 0.7029, loss: 15.4615, grad_norm: 65.4603 +2023-11-07 05:01:38,977 - mmseg - INFO - Iter [112350/160000] lr: 2.978e-05, eta: 6:17:19, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2331, decode.loss_mask: 0.4733, decode.loss_dice: 0.7095, decode.d0.loss_cls: 1.2476, decode.d0.loss_mask: 0.5140, decode.d0.loss_dice: 0.7897, decode.d1.loss_cls: 0.3250, decode.d1.loss_mask: 0.4918, decode.d1.loss_dice: 0.7568, decode.d2.loss_cls: 0.2793, decode.d2.loss_mask: 0.4827, decode.d2.loss_dice: 0.7391, decode.d3.loss_cls: 0.2606, decode.d3.loss_mask: 0.4765, decode.d3.loss_dice: 0.7148, decode.d4.loss_cls: 0.2466, decode.d4.loss_mask: 0.4738, decode.d4.loss_dice: 0.7159, decode.d5.loss_cls: 0.2435, decode.d5.loss_mask: 0.4736, decode.d5.loss_dice: 0.7157, decode.d6.loss_cls: 0.2366, decode.d6.loss_mask: 0.4725, decode.d6.loss_dice: 0.7109, decode.d7.loss_cls: 0.2350, decode.d7.loss_mask: 0.4730, decode.d7.loss_dice: 0.7154, decode.d8.loss_cls: 0.2362, decode.d8.loss_mask: 0.4726, decode.d8.loss_dice: 0.7128, loss: 15.6280, grad_norm: 74.1342 +2023-11-07 05:02:01,910 - mmseg - INFO - Iter [112400/160000] lr: 2.975e-05, eta: 6:16:55, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2126, decode.loss_mask: 0.4611, decode.loss_dice: 0.6972, decode.d0.loss_cls: 1.1810, decode.d0.loss_mask: 0.5049, decode.d0.loss_dice: 0.7834, decode.d1.loss_cls: 0.2856, decode.d1.loss_mask: 0.4817, decode.d1.loss_dice: 0.7427, decode.d2.loss_cls: 0.2587, decode.d2.loss_mask: 0.4676, decode.d2.loss_dice: 0.7176, decode.d3.loss_cls: 0.2378, decode.d3.loss_mask: 0.4642, decode.d3.loss_dice: 0.7070, decode.d4.loss_cls: 0.2271, decode.d4.loss_mask: 0.4629, decode.d4.loss_dice: 0.7050, decode.d5.loss_cls: 0.2204, decode.d5.loss_mask: 0.4637, decode.d5.loss_dice: 0.7063, decode.d6.loss_cls: 0.2157, decode.d6.loss_mask: 0.4630, decode.d6.loss_dice: 0.7009, decode.d7.loss_cls: 0.2123, decode.d7.loss_mask: 0.4635, decode.d7.loss_dice: 0.7026, decode.d8.loss_cls: 0.2125, decode.d8.loss_mask: 0.4624, decode.d8.loss_dice: 0.7044, loss: 15.1259, grad_norm: 67.7872 +2023-11-07 05:02:27,087 - mmseg - INFO - Iter [112450/160000] lr: 2.972e-05, eta: 6:16:31, time: 0.504, data_time: 0.061, memory: 39436, decode.loss_cls: 0.1973, decode.loss_mask: 0.4587, decode.loss_dice: 0.6951, decode.d0.loss_cls: 1.1914, decode.d0.loss_mask: 0.4997, decode.d0.loss_dice: 0.7742, decode.d1.loss_cls: 0.2804, decode.d1.loss_mask: 0.4756, decode.d1.loss_dice: 0.7381, decode.d2.loss_cls: 0.2455, decode.d2.loss_mask: 0.4660, decode.d2.loss_dice: 0.7125, decode.d3.loss_cls: 0.2263, decode.d3.loss_mask: 0.4624, decode.d3.loss_dice: 0.6999, decode.d4.loss_cls: 0.2177, decode.d4.loss_mask: 0.4605, decode.d4.loss_dice: 0.6993, decode.d5.loss_cls: 0.2075, decode.d5.loss_mask: 0.4596, decode.d5.loss_dice: 0.6985, decode.d6.loss_cls: 0.2082, decode.d6.loss_mask: 0.4579, decode.d6.loss_dice: 0.6939, decode.d7.loss_cls: 0.2055, decode.d7.loss_mask: 0.4577, decode.d7.loss_dice: 0.6946, decode.d8.loss_cls: 0.1995, decode.d8.loss_mask: 0.4589, decode.d8.loss_dice: 0.6989, loss: 14.9411, grad_norm: 63.6406 +2023-11-07 05:02:49,822 - mmseg - INFO - Iter [112500/160000] lr: 2.969e-05, eta: 6:16:07, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1856, decode.loss_mask: 0.4854, decode.loss_dice: 0.7244, decode.d0.loss_cls: 1.1804, decode.d0.loss_mask: 0.5210, decode.d0.loss_dice: 0.7966, decode.d1.loss_cls: 0.2784, decode.d1.loss_mask: 0.5034, decode.d1.loss_dice: 0.7604, decode.d2.loss_cls: 0.2337, decode.d2.loss_mask: 0.4920, decode.d2.loss_dice: 0.7359, decode.d3.loss_cls: 0.2200, decode.d3.loss_mask: 0.4858, decode.d3.loss_dice: 0.7235, decode.d4.loss_cls: 0.2075, decode.d4.loss_mask: 0.4840, decode.d4.loss_dice: 0.7243, decode.d5.loss_cls: 0.2016, decode.d5.loss_mask: 0.4848, decode.d5.loss_dice: 0.7230, decode.d6.loss_cls: 0.1956, decode.d6.loss_mask: 0.4835, decode.d6.loss_dice: 0.7218, decode.d7.loss_cls: 0.1879, decode.d7.loss_mask: 0.4850, decode.d7.loss_dice: 0.7236, decode.d8.loss_cls: 0.1897, decode.d8.loss_mask: 0.4849, decode.d8.loss_dice: 0.7221, loss: 15.3458, grad_norm: 67.8249 +2023-11-07 05:03:12,809 - mmseg - INFO - Iter [112550/160000] lr: 2.966e-05, eta: 6:15:43, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2082, decode.loss_mask: 0.4572, decode.loss_dice: 0.7036, decode.d0.loss_cls: 1.1791, decode.d0.loss_mask: 0.4977, decode.d0.loss_dice: 0.7835, decode.d1.loss_cls: 0.2959, decode.d1.loss_mask: 0.4737, decode.d1.loss_dice: 0.7432, decode.d2.loss_cls: 0.2617, decode.d2.loss_mask: 0.4626, decode.d2.loss_dice: 0.7184, decode.d3.loss_cls: 0.2436, decode.d3.loss_mask: 0.4609, decode.d3.loss_dice: 0.7056, decode.d4.loss_cls: 0.2297, decode.d4.loss_mask: 0.4601, decode.d4.loss_dice: 0.7089, decode.d5.loss_cls: 0.2175, decode.d5.loss_mask: 0.4594, decode.d5.loss_dice: 0.7014, decode.d6.loss_cls: 0.2188, decode.d6.loss_mask: 0.4588, decode.d6.loss_dice: 0.7048, decode.d7.loss_cls: 0.2168, decode.d7.loss_mask: 0.4575, decode.d7.loss_dice: 0.7017, decode.d8.loss_cls: 0.2108, decode.d8.loss_mask: 0.4566, decode.d8.loss_dice: 0.7045, loss: 15.1023, grad_norm: 60.8572 +2023-11-07 05:03:35,763 - mmseg - INFO - Iter [112600/160000] lr: 2.963e-05, eta: 6:15:19, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2172, decode.loss_mask: 0.4552, decode.loss_dice: 0.6934, decode.d0.loss_cls: 1.2315, decode.d0.loss_mask: 0.4934, decode.d0.loss_dice: 0.7818, decode.d1.loss_cls: 0.3038, decode.d1.loss_mask: 0.4751, decode.d1.loss_dice: 0.7410, decode.d2.loss_cls: 0.2597, decode.d2.loss_mask: 0.4648, decode.d2.loss_dice: 0.7221, decode.d3.loss_cls: 0.2404, decode.d3.loss_mask: 0.4606, decode.d3.loss_dice: 0.7020, decode.d4.loss_cls: 0.2322, decode.d4.loss_mask: 0.4578, decode.d4.loss_dice: 0.7026, decode.d5.loss_cls: 0.2221, decode.d5.loss_mask: 0.4568, decode.d5.loss_dice: 0.7011, decode.d6.loss_cls: 0.2236, decode.d6.loss_mask: 0.4555, decode.d6.loss_dice: 0.6960, decode.d7.loss_cls: 0.2197, decode.d7.loss_mask: 0.4550, decode.d7.loss_dice: 0.6962, decode.d8.loss_cls: 0.2156, decode.d8.loss_mask: 0.4549, decode.d8.loss_dice: 0.6950, loss: 15.1262, grad_norm: 60.7963 +2023-11-07 05:03:58,640 - mmseg - INFO - Iter [112650/160000] lr: 2.959e-05, eta: 6:14:55, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2063, decode.loss_mask: 0.4627, decode.loss_dice: 0.6878, decode.d0.loss_cls: 1.2314, decode.d0.loss_mask: 0.5039, decode.d0.loss_dice: 0.7654, decode.d1.loss_cls: 0.3072, decode.d1.loss_mask: 0.4831, decode.d1.loss_dice: 0.7329, decode.d2.loss_cls: 0.2534, decode.d2.loss_mask: 0.4743, decode.d2.loss_dice: 0.7119, decode.d3.loss_cls: 0.2335, decode.d3.loss_mask: 0.4654, decode.d3.loss_dice: 0.6970, decode.d4.loss_cls: 0.2219, decode.d4.loss_mask: 0.4637, decode.d4.loss_dice: 0.6931, decode.d5.loss_cls: 0.2126, decode.d5.loss_mask: 0.4654, decode.d5.loss_dice: 0.6948, decode.d6.loss_cls: 0.2102, decode.d6.loss_mask: 0.4634, decode.d6.loss_dice: 0.6948, decode.d7.loss_cls: 0.2074, decode.d7.loss_mask: 0.4638, decode.d7.loss_dice: 0.6929, decode.d8.loss_cls: 0.2089, decode.d8.loss_mask: 0.4640, decode.d8.loss_dice: 0.6943, loss: 15.0676, grad_norm: 58.2589 +2023-11-07 05:04:21,480 - mmseg - INFO - Iter [112700/160000] lr: 2.956e-05, eta: 6:14:31, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2106, decode.loss_mask: 0.4783, decode.loss_dice: 0.7041, decode.d0.loss_cls: 1.1954, decode.d0.loss_mask: 0.5182, decode.d0.loss_dice: 0.7939, decode.d1.loss_cls: 0.2992, decode.d1.loss_mask: 0.4983, decode.d1.loss_dice: 0.7570, decode.d2.loss_cls: 0.2502, decode.d2.loss_mask: 0.4857, decode.d2.loss_dice: 0.7333, decode.d3.loss_cls: 0.2290, decode.d3.loss_mask: 0.4834, decode.d3.loss_dice: 0.7137, decode.d4.loss_cls: 0.2216, decode.d4.loss_mask: 0.4803, decode.d4.loss_dice: 0.7151, decode.d5.loss_cls: 0.2174, decode.d5.loss_mask: 0.4807, decode.d5.loss_dice: 0.7144, decode.d6.loss_cls: 0.2119, decode.d6.loss_mask: 0.4791, decode.d6.loss_dice: 0.7088, decode.d7.loss_cls: 0.2067, decode.d7.loss_mask: 0.4768, decode.d7.loss_dice: 0.7109, decode.d8.loss_cls: 0.2071, decode.d8.loss_mask: 0.4785, decode.d8.loss_dice: 0.7098, loss: 15.3698, grad_norm: 74.3318 +2023-11-07 05:04:44,379 - mmseg - INFO - Iter [112750/160000] lr: 2.953e-05, eta: 6:14:07, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2214, decode.loss_mask: 0.4585, decode.loss_dice: 0.6908, decode.d0.loss_cls: 1.1911, decode.d0.loss_mask: 0.4992, decode.d0.loss_dice: 0.7718, decode.d1.loss_cls: 0.3043, decode.d1.loss_mask: 0.4778, decode.d1.loss_dice: 0.7298, decode.d2.loss_cls: 0.2616, decode.d2.loss_mask: 0.4698, decode.d2.loss_dice: 0.7160, decode.d3.loss_cls: 0.2466, decode.d3.loss_mask: 0.4645, decode.d3.loss_dice: 0.6999, decode.d4.loss_cls: 0.2321, decode.d4.loss_mask: 0.4646, decode.d4.loss_dice: 0.6990, decode.d5.loss_cls: 0.2301, decode.d5.loss_mask: 0.4618, decode.d5.loss_dice: 0.6966, decode.d6.loss_cls: 0.2251, decode.d6.loss_mask: 0.4605, decode.d6.loss_dice: 0.6950, decode.d7.loss_cls: 0.2255, decode.d7.loss_mask: 0.4599, decode.d7.loss_dice: 0.6935, decode.d8.loss_cls: 0.2212, decode.d8.loss_mask: 0.4582, decode.d8.loss_dice: 0.6908, loss: 15.1169, grad_norm: 71.5976 +2023-11-07 05:05:07,190 - mmseg - INFO - Iter [112800/160000] lr: 2.950e-05, eta: 6:13:43, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2066, decode.loss_mask: 0.4551, decode.loss_dice: 0.7073, decode.d0.loss_cls: 1.2105, decode.d0.loss_mask: 0.4931, decode.d0.loss_dice: 0.7689, decode.d1.loss_cls: 0.2926, decode.d1.loss_mask: 0.4726, decode.d1.loss_dice: 0.7421, decode.d2.loss_cls: 0.2498, decode.d2.loss_mask: 0.4641, decode.d2.loss_dice: 0.7261, decode.d3.loss_cls: 0.2319, decode.d3.loss_mask: 0.4571, decode.d3.loss_dice: 0.7098, decode.d4.loss_cls: 0.2202, decode.d4.loss_mask: 0.4572, decode.d4.loss_dice: 0.7125, decode.d5.loss_cls: 0.2146, decode.d5.loss_mask: 0.4576, decode.d5.loss_dice: 0.7093, decode.d6.loss_cls: 0.2086, decode.d6.loss_mask: 0.4572, decode.d6.loss_dice: 0.7082, decode.d7.loss_cls: 0.2073, decode.d7.loss_mask: 0.4567, decode.d7.loss_dice: 0.7039, decode.d8.loss_cls: 0.2079, decode.d8.loss_mask: 0.4560, decode.d8.loss_dice: 0.7077, loss: 15.0727, grad_norm: 62.7296 +2023-11-07 05:05:29,997 - mmseg - INFO - Iter [112850/160000] lr: 2.947e-05, eta: 6:13:18, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2084, decode.loss_mask: 0.4561, decode.loss_dice: 0.7007, decode.d0.loss_cls: 1.2234, decode.d0.loss_mask: 0.4926, decode.d0.loss_dice: 0.7715, decode.d1.loss_cls: 0.2878, decode.d1.loss_mask: 0.4730, decode.d1.loss_dice: 0.7386, decode.d2.loss_cls: 0.2526, decode.d2.loss_mask: 0.4641, decode.d2.loss_dice: 0.7205, decode.d3.loss_cls: 0.2344, decode.d3.loss_mask: 0.4581, decode.d3.loss_dice: 0.7088, decode.d4.loss_cls: 0.2198, decode.d4.loss_mask: 0.4581, decode.d4.loss_dice: 0.7067, decode.d5.loss_cls: 0.2209, decode.d5.loss_mask: 0.4559, decode.d5.loss_dice: 0.7045, decode.d6.loss_cls: 0.2115, decode.d6.loss_mask: 0.4566, decode.d6.loss_dice: 0.6994, decode.d7.loss_cls: 0.2047, decode.d7.loss_mask: 0.4574, decode.d7.loss_dice: 0.7031, decode.d8.loss_cls: 0.2045, decode.d8.loss_mask: 0.4574, decode.d8.loss_dice: 0.6993, loss: 15.0506, grad_norm: 66.8307 +2023-11-07 05:05:53,009 - mmseg - INFO - Iter [112900/160000] lr: 2.944e-05, eta: 6:12:54, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2103, decode.loss_mask: 0.4644, decode.loss_dice: 0.7079, decode.d0.loss_cls: 1.2035, decode.d0.loss_mask: 0.5093, decode.d0.loss_dice: 0.7783, decode.d1.loss_cls: 0.2869, decode.d1.loss_mask: 0.4855, decode.d1.loss_dice: 0.7429, decode.d2.loss_cls: 0.2494, decode.d2.loss_mask: 0.4758, decode.d2.loss_dice: 0.7325, decode.d3.loss_cls: 0.2275, decode.d3.loss_mask: 0.4697, decode.d3.loss_dice: 0.7149, decode.d4.loss_cls: 0.2181, decode.d4.loss_mask: 0.4688, decode.d4.loss_dice: 0.7158, decode.d5.loss_cls: 0.2163, decode.d5.loss_mask: 0.4676, decode.d5.loss_dice: 0.7100, decode.d6.loss_cls: 0.2170, decode.d6.loss_mask: 0.4663, decode.d6.loss_dice: 0.7087, decode.d7.loss_cls: 0.2111, decode.d7.loss_mask: 0.4649, decode.d7.loss_dice: 0.7131, decode.d8.loss_cls: 0.2124, decode.d8.loss_mask: 0.4641, decode.d8.loss_dice: 0.7093, loss: 15.2224, grad_norm: 59.3980 +2023-11-07 05:06:16,284 - mmseg - INFO - Iter [112950/160000] lr: 2.941e-05, eta: 6:12:30, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2051, decode.loss_mask: 0.4569, decode.loss_dice: 0.6918, decode.d0.loss_cls: 1.2022, decode.d0.loss_mask: 0.4967, decode.d0.loss_dice: 0.7678, decode.d1.loss_cls: 0.2830, decode.d1.loss_mask: 0.4762, decode.d1.loss_dice: 0.7326, decode.d2.loss_cls: 0.2468, decode.d2.loss_mask: 0.4653, decode.d2.loss_dice: 0.7200, decode.d3.loss_cls: 0.2306, decode.d3.loss_mask: 0.4610, decode.d3.loss_dice: 0.7028, decode.d4.loss_cls: 0.2165, decode.d4.loss_mask: 0.4590, decode.d4.loss_dice: 0.7012, decode.d5.loss_cls: 0.2104, decode.d5.loss_mask: 0.4603, decode.d5.loss_dice: 0.7021, decode.d6.loss_cls: 0.2075, decode.d6.loss_mask: 0.4579, decode.d6.loss_dice: 0.6966, decode.d7.loss_cls: 0.2022, decode.d7.loss_mask: 0.4568, decode.d7.loss_dice: 0.6992, decode.d8.loss_cls: 0.1994, decode.d8.loss_mask: 0.4574, decode.d8.loss_dice: 0.6943, loss: 14.9595, grad_norm: 63.7620 +2023-11-07 05:06:39,062 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 05:06:39,063 - mmseg - INFO - Iter [113000/160000] lr: 2.938e-05, eta: 6:12:06, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2065, decode.loss_mask: 0.4735, decode.loss_dice: 0.6954, decode.d0.loss_cls: 1.1747, decode.d0.loss_mask: 0.5163, decode.d0.loss_dice: 0.7671, decode.d1.loss_cls: 0.2895, decode.d1.loss_mask: 0.4892, decode.d1.loss_dice: 0.7358, decode.d2.loss_cls: 0.2487, decode.d2.loss_mask: 0.4812, decode.d2.loss_dice: 0.7154, decode.d3.loss_cls: 0.2372, decode.d3.loss_mask: 0.4762, decode.d3.loss_dice: 0.7041, decode.d4.loss_cls: 0.2257, decode.d4.loss_mask: 0.4770, decode.d4.loss_dice: 0.7004, decode.d5.loss_cls: 0.2186, decode.d5.loss_mask: 0.4752, decode.d5.loss_dice: 0.7006, decode.d6.loss_cls: 0.2171, decode.d6.loss_mask: 0.4740, decode.d6.loss_dice: 0.6943, decode.d7.loss_cls: 0.2124, decode.d7.loss_mask: 0.4755, decode.d7.loss_dice: 0.6968, decode.d8.loss_cls: 0.2091, decode.d8.loss_mask: 0.4725, decode.d8.loss_dice: 0.6943, loss: 15.1543, grad_norm: 64.4857 +2023-11-07 05:07:02,037 - mmseg - INFO - Iter [113050/160000] lr: 2.934e-05, eta: 6:11:42, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2179, decode.loss_mask: 0.4767, decode.loss_dice: 0.7240, decode.d0.loss_cls: 1.2025, decode.d0.loss_mask: 0.5210, decode.d0.loss_dice: 0.8027, decode.d1.loss_cls: 0.3052, decode.d1.loss_mask: 0.4956, decode.d1.loss_dice: 0.7659, decode.d2.loss_cls: 0.2608, decode.d2.loss_mask: 0.4863, decode.d2.loss_dice: 0.7496, decode.d3.loss_cls: 0.2406, decode.d3.loss_mask: 0.4798, decode.d3.loss_dice: 0.7330, decode.d4.loss_cls: 0.2278, decode.d4.loss_mask: 0.4795, decode.d4.loss_dice: 0.7365, decode.d5.loss_cls: 0.2267, decode.d5.loss_mask: 0.4805, decode.d5.loss_dice: 0.7302, decode.d6.loss_cls: 0.2264, decode.d6.loss_mask: 0.4804, decode.d6.loss_dice: 0.7258, decode.d7.loss_cls: 0.2189, decode.d7.loss_mask: 0.4790, decode.d7.loss_dice: 0.7247, decode.d8.loss_cls: 0.2185, decode.d8.loss_mask: 0.4784, decode.d8.loss_dice: 0.7313, loss: 15.6259, grad_norm: 66.4217 +2023-11-07 05:07:25,156 - mmseg - INFO - Iter [113100/160000] lr: 2.931e-05, eta: 6:11:18, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2151, decode.loss_mask: 0.4765, decode.loss_dice: 0.7168, decode.d0.loss_cls: 1.2135, decode.d0.loss_mask: 0.5212, decode.d0.loss_dice: 0.7928, decode.d1.loss_cls: 0.3015, decode.d1.loss_mask: 0.4971, decode.d1.loss_dice: 0.7652, decode.d2.loss_cls: 0.2606, decode.d2.loss_mask: 0.4841, decode.d2.loss_dice: 0.7383, decode.d3.loss_cls: 0.2416, decode.d3.loss_mask: 0.4789, decode.d3.loss_dice: 0.7267, decode.d4.loss_cls: 0.2280, decode.d4.loss_mask: 0.4794, decode.d4.loss_dice: 0.7238, decode.d5.loss_cls: 0.2273, decode.d5.loss_mask: 0.4781, decode.d5.loss_dice: 0.7205, decode.d6.loss_cls: 0.2195, decode.d6.loss_mask: 0.4776, decode.d6.loss_dice: 0.7190, decode.d7.loss_cls: 0.2246, decode.d7.loss_mask: 0.4748, decode.d7.loss_dice: 0.7193, decode.d8.loss_cls: 0.2164, decode.d8.loss_mask: 0.4766, decode.d8.loss_dice: 0.7159, loss: 15.5309, grad_norm: 68.1283 +2023-11-07 05:07:48,222 - mmseg - INFO - Iter [113150/160000] lr: 2.928e-05, eta: 6:10:54, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2070, decode.loss_mask: 0.4822, decode.loss_dice: 0.7042, decode.d0.loss_cls: 1.2176, decode.d0.loss_mask: 0.5180, decode.d0.loss_dice: 0.7747, decode.d1.loss_cls: 0.2989, decode.d1.loss_mask: 0.4989, decode.d1.loss_dice: 0.7498, decode.d2.loss_cls: 0.2546, decode.d2.loss_mask: 0.4899, decode.d2.loss_dice: 0.7290, decode.d3.loss_cls: 0.2369, decode.d3.loss_mask: 0.4870, decode.d3.loss_dice: 0.7126, decode.d4.loss_cls: 0.2250, decode.d4.loss_mask: 0.4863, decode.d4.loss_dice: 0.7149, decode.d5.loss_cls: 0.2208, decode.d5.loss_mask: 0.4863, decode.d5.loss_dice: 0.7107, decode.d6.loss_cls: 0.2179, decode.d6.loss_mask: 0.4830, decode.d6.loss_dice: 0.7048, decode.d7.loss_cls: 0.2141, decode.d7.loss_mask: 0.4836, decode.d7.loss_dice: 0.7053, decode.d8.loss_cls: 0.2129, decode.d8.loss_mask: 0.4826, decode.d8.loss_dice: 0.7061, loss: 15.4156, grad_norm: 62.7954 +2023-11-07 05:08:11,162 - mmseg - INFO - Iter [113200/160000] lr: 2.925e-05, eta: 6:10:30, time: 0.459, data_time: 0.015, memory: 39436, decode.loss_cls: 0.2080, decode.loss_mask: 0.4695, decode.loss_dice: 0.7020, decode.d0.loss_cls: 1.2207, decode.d0.loss_mask: 0.5085, decode.d0.loss_dice: 0.7741, decode.d1.loss_cls: 0.2871, decode.d1.loss_mask: 0.4845, decode.d1.loss_dice: 0.7455, decode.d2.loss_cls: 0.2476, decode.d2.loss_mask: 0.4799, decode.d2.loss_dice: 0.7250, decode.d3.loss_cls: 0.2258, decode.d3.loss_mask: 0.4728, decode.d3.loss_dice: 0.7149, decode.d4.loss_cls: 0.2175, decode.d4.loss_mask: 0.4709, decode.d4.loss_dice: 0.7084, decode.d5.loss_cls: 0.2125, decode.d5.loss_mask: 0.4691, decode.d5.loss_dice: 0.7059, decode.d6.loss_cls: 0.2095, decode.d6.loss_mask: 0.4695, decode.d6.loss_dice: 0.7027, decode.d7.loss_cls: 0.2063, decode.d7.loss_mask: 0.4696, decode.d7.loss_dice: 0.7024, decode.d8.loss_cls: 0.2032, decode.d8.loss_mask: 0.4708, decode.d8.loss_dice: 0.7045, loss: 15.1887, grad_norm: 65.8569 +2023-11-07 05:08:34,238 - mmseg - INFO - Iter [113250/160000] lr: 2.922e-05, eta: 6:10:06, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2249, decode.loss_mask: 0.4726, decode.loss_dice: 0.7085, decode.d0.loss_cls: 1.1819, decode.d0.loss_mask: 0.5153, decode.d0.loss_dice: 0.7883, decode.d1.loss_cls: 0.2980, decode.d1.loss_mask: 0.4893, decode.d1.loss_dice: 0.7506, decode.d2.loss_cls: 0.2497, decode.d2.loss_mask: 0.4847, decode.d2.loss_dice: 0.7389, decode.d3.loss_cls: 0.2416, decode.d3.loss_mask: 0.4765, decode.d3.loss_dice: 0.7200, decode.d4.loss_cls: 0.2281, decode.d4.loss_mask: 0.4766, decode.d4.loss_dice: 0.7199, decode.d5.loss_cls: 0.2251, decode.d5.loss_mask: 0.4775, decode.d5.loss_dice: 0.7191, decode.d6.loss_cls: 0.2176, decode.d6.loss_mask: 0.4751, decode.d6.loss_dice: 0.7144, decode.d7.loss_cls: 0.2196, decode.d7.loss_mask: 0.4747, decode.d7.loss_dice: 0.7124, decode.d8.loss_cls: 0.2186, decode.d8.loss_mask: 0.4732, decode.d8.loss_dice: 0.7121, loss: 15.4049, grad_norm: 62.9882 +2023-11-07 05:08:57,124 - mmseg - INFO - Iter [113300/160000] lr: 2.919e-05, eta: 6:09:42, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1975, decode.loss_mask: 0.4580, decode.loss_dice: 0.7002, decode.d0.loss_cls: 1.2098, decode.d0.loss_mask: 0.4968, decode.d0.loss_dice: 0.7674, decode.d1.loss_cls: 0.2820, decode.d1.loss_mask: 0.4744, decode.d1.loss_dice: 0.7332, decode.d2.loss_cls: 0.2365, decode.d2.loss_mask: 0.4636, decode.d2.loss_dice: 0.7132, decode.d3.loss_cls: 0.2186, decode.d3.loss_mask: 0.4568, decode.d3.loss_dice: 0.6989, decode.d4.loss_cls: 0.2071, decode.d4.loss_mask: 0.4574, decode.d4.loss_dice: 0.6977, decode.d5.loss_cls: 0.2026, decode.d5.loss_mask: 0.4594, decode.d5.loss_dice: 0.6992, decode.d6.loss_cls: 0.2043, decode.d6.loss_mask: 0.4561, decode.d6.loss_dice: 0.6964, decode.d7.loss_cls: 0.1966, decode.d7.loss_mask: 0.4596, decode.d7.loss_dice: 0.6976, decode.d8.loss_cls: 0.1970, decode.d8.loss_mask: 0.4587, decode.d8.loss_dice: 0.6989, loss: 14.8955, grad_norm: 68.8472 +2023-11-07 05:09:20,098 - mmseg - INFO - Iter [113350/160000] lr: 2.916e-05, eta: 6:09:18, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2020, decode.loss_mask: 0.4568, decode.loss_dice: 0.6942, decode.d0.loss_cls: 1.2153, decode.d0.loss_mask: 0.4891, decode.d0.loss_dice: 0.7667, decode.d1.loss_cls: 0.2910, decode.d1.loss_mask: 0.4736, decode.d1.loss_dice: 0.7441, decode.d2.loss_cls: 0.2446, decode.d2.loss_mask: 0.4668, decode.d2.loss_dice: 0.7213, decode.d3.loss_cls: 0.2264, decode.d3.loss_mask: 0.4596, decode.d3.loss_dice: 0.7086, decode.d4.loss_cls: 0.2196, decode.d4.loss_mask: 0.4596, decode.d4.loss_dice: 0.7012, decode.d5.loss_cls: 0.2143, decode.d5.loss_mask: 0.4586, decode.d5.loss_dice: 0.7033, decode.d6.loss_cls: 0.2091, decode.d6.loss_mask: 0.4580, decode.d6.loss_dice: 0.6997, decode.d7.loss_cls: 0.2030, decode.d7.loss_mask: 0.4573, decode.d7.loss_dice: 0.6952, decode.d8.loss_cls: 0.2047, decode.d8.loss_mask: 0.4561, decode.d8.loss_dice: 0.6953, loss: 14.9951, grad_norm: 67.7253 +2023-11-07 05:09:43,048 - mmseg - INFO - Iter [113400/160000] lr: 2.913e-05, eta: 6:08:54, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2154, decode.loss_mask: 0.4775, decode.loss_dice: 0.7040, decode.d0.loss_cls: 1.2344, decode.d0.loss_mask: 0.5153, decode.d0.loss_dice: 0.7829, decode.d1.loss_cls: 0.3004, decode.d1.loss_mask: 0.4947, decode.d1.loss_dice: 0.7469, decode.d2.loss_cls: 0.2620, decode.d2.loss_mask: 0.4846, decode.d2.loss_dice: 0.7265, decode.d3.loss_cls: 0.2484, decode.d3.loss_mask: 0.4799, decode.d3.loss_dice: 0.7061, decode.d4.loss_cls: 0.2338, decode.d4.loss_mask: 0.4786, decode.d4.loss_dice: 0.7037, decode.d5.loss_cls: 0.2307, decode.d5.loss_mask: 0.4797, decode.d5.loss_dice: 0.7105, decode.d6.loss_cls: 0.2246, decode.d6.loss_mask: 0.4780, decode.d6.loss_dice: 0.7053, decode.d7.loss_cls: 0.2211, decode.d7.loss_mask: 0.4787, decode.d7.loss_dice: 0.7060, decode.d8.loss_cls: 0.2175, decode.d8.loss_mask: 0.4784, decode.d8.loss_dice: 0.7074, loss: 15.4331, grad_norm: 68.5578 +2023-11-07 05:10:05,897 - mmseg - INFO - Iter [113450/160000] lr: 2.909e-05, eta: 6:08:30, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2099, decode.loss_mask: 0.4661, decode.loss_dice: 0.7074, decode.d0.loss_cls: 1.2030, decode.d0.loss_mask: 0.5052, decode.d0.loss_dice: 0.7801, decode.d1.loss_cls: 0.2968, decode.d1.loss_mask: 0.4833, decode.d1.loss_dice: 0.7544, decode.d2.loss_cls: 0.2524, decode.d2.loss_mask: 0.4709, decode.d2.loss_dice: 0.7293, decode.d3.loss_cls: 0.2388, decode.d3.loss_mask: 0.4681, decode.d3.loss_dice: 0.7120, decode.d4.loss_cls: 0.2222, decode.d4.loss_mask: 0.4658, decode.d4.loss_dice: 0.7107, decode.d5.loss_cls: 0.2181, decode.d5.loss_mask: 0.4667, decode.d5.loss_dice: 0.7098, decode.d6.loss_cls: 0.2168, decode.d6.loss_mask: 0.4680, decode.d6.loss_dice: 0.7064, decode.d7.loss_cls: 0.2092, decode.d7.loss_mask: 0.4683, decode.d7.loss_dice: 0.7097, decode.d8.loss_cls: 0.2109, decode.d8.loss_mask: 0.4667, decode.d8.loss_dice: 0.7115, loss: 15.2384, grad_norm: 66.7325 +2023-11-07 05:10:28,749 - mmseg - INFO - Iter [113500/160000] lr: 2.906e-05, eta: 6:08:06, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2059, decode.loss_mask: 0.4637, decode.loss_dice: 0.7094, decode.d0.loss_cls: 1.2248, decode.d0.loss_mask: 0.5069, decode.d0.loss_dice: 0.7862, decode.d1.loss_cls: 0.2951, decode.d1.loss_mask: 0.4826, decode.d1.loss_dice: 0.7515, decode.d2.loss_cls: 0.2458, decode.d2.loss_mask: 0.4718, decode.d2.loss_dice: 0.7353, decode.d3.loss_cls: 0.2264, decode.d3.loss_mask: 0.4671, decode.d3.loss_dice: 0.7162, decode.d4.loss_cls: 0.2156, decode.d4.loss_mask: 0.4669, decode.d4.loss_dice: 0.7144, decode.d5.loss_cls: 0.2136, decode.d5.loss_mask: 0.4648, decode.d5.loss_dice: 0.7167, decode.d6.loss_cls: 0.2104, decode.d6.loss_mask: 0.4658, decode.d6.loss_dice: 0.7124, decode.d7.loss_cls: 0.2024, decode.d7.loss_mask: 0.4648, decode.d7.loss_dice: 0.7156, decode.d8.loss_cls: 0.2021, decode.d8.loss_mask: 0.4641, decode.d8.loss_dice: 0.7100, loss: 15.2283, grad_norm: 66.0242 +2023-11-07 05:10:51,856 - mmseg - INFO - Iter [113550/160000] lr: 2.903e-05, eta: 6:07:41, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2045, decode.loss_mask: 0.4636, decode.loss_dice: 0.6938, decode.d0.loss_cls: 1.1971, decode.d0.loss_mask: 0.4999, decode.d0.loss_dice: 0.7691, decode.d1.loss_cls: 0.2854, decode.d1.loss_mask: 0.4778, decode.d1.loss_dice: 0.7301, decode.d2.loss_cls: 0.2424, decode.d2.loss_mask: 0.4710, decode.d2.loss_dice: 0.7101, decode.d3.loss_cls: 0.2315, decode.d3.loss_mask: 0.4669, decode.d3.loss_dice: 0.6952, decode.d4.loss_cls: 0.2193, decode.d4.loss_mask: 0.4661, decode.d4.loss_dice: 0.6977, decode.d5.loss_cls: 0.2177, decode.d5.loss_mask: 0.4617, decode.d5.loss_dice: 0.6918, decode.d6.loss_cls: 0.2120, decode.d6.loss_mask: 0.4626, decode.d6.loss_dice: 0.6927, decode.d7.loss_cls: 0.2155, decode.d7.loss_mask: 0.4625, decode.d7.loss_dice: 0.6886, decode.d8.loss_cls: 0.2092, decode.d8.loss_mask: 0.4616, decode.d8.loss_dice: 0.6970, loss: 14.9942, grad_norm: 68.1201 +2023-11-07 05:11:14,612 - mmseg - INFO - Iter [113600/160000] lr: 2.900e-05, eta: 6:07:17, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2174, decode.loss_mask: 0.4745, decode.loss_dice: 0.7118, decode.d0.loss_cls: 1.2268, decode.d0.loss_mask: 0.5114, decode.d0.loss_dice: 0.7909, decode.d1.loss_cls: 0.3065, decode.d1.loss_mask: 0.4907, decode.d1.loss_dice: 0.7518, decode.d2.loss_cls: 0.2623, decode.d2.loss_mask: 0.4800, decode.d2.loss_dice: 0.7305, decode.d3.loss_cls: 0.2469, decode.d3.loss_mask: 0.4752, decode.d3.loss_dice: 0.7163, decode.d4.loss_cls: 0.2309, decode.d4.loss_mask: 0.4767, decode.d4.loss_dice: 0.7176, decode.d5.loss_cls: 0.2304, decode.d5.loss_mask: 0.4760, decode.d5.loss_dice: 0.7125, decode.d6.loss_cls: 0.2267, decode.d6.loss_mask: 0.4739, decode.d6.loss_dice: 0.7095, decode.d7.loss_cls: 0.2231, decode.d7.loss_mask: 0.4731, decode.d7.loss_dice: 0.7102, decode.d8.loss_cls: 0.2176, decode.d8.loss_mask: 0.4738, decode.d8.loss_dice: 0.7116, loss: 15.4568, grad_norm: 73.7909 +2023-11-07 05:11:37,596 - mmseg - INFO - Iter [113650/160000] lr: 2.897e-05, eta: 6:06:53, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2210, decode.loss_mask: 0.4757, decode.loss_dice: 0.7040, decode.d0.loss_cls: 1.1960, decode.d0.loss_mask: 0.5166, decode.d0.loss_dice: 0.7911, decode.d1.loss_cls: 0.3043, decode.d1.loss_mask: 0.4989, decode.d1.loss_dice: 0.7550, decode.d2.loss_cls: 0.2590, decode.d2.loss_mask: 0.4863, decode.d2.loss_dice: 0.7319, decode.d3.loss_cls: 0.2403, decode.d3.loss_mask: 0.4781, decode.d3.loss_dice: 0.7158, decode.d4.loss_cls: 0.2293, decode.d4.loss_mask: 0.4776, decode.d4.loss_dice: 0.7134, decode.d5.loss_cls: 0.2288, decode.d5.loss_mask: 0.4768, decode.d5.loss_dice: 0.7098, decode.d6.loss_cls: 0.2291, decode.d6.loss_mask: 0.4759, decode.d6.loss_dice: 0.7059, decode.d7.loss_cls: 0.2168, decode.d7.loss_mask: 0.4755, decode.d7.loss_dice: 0.7090, decode.d8.loss_cls: 0.2221, decode.d8.loss_mask: 0.4738, decode.d8.loss_dice: 0.7045, loss: 15.4222, grad_norm: 62.0521 +2023-11-07 05:12:02,584 - mmseg - INFO - Iter [113700/160000] lr: 2.894e-05, eta: 6:06:30, time: 0.500, data_time: 0.058, memory: 39436, decode.loss_cls: 0.2136, decode.loss_mask: 0.4760, decode.loss_dice: 0.7067, decode.d0.loss_cls: 1.1816, decode.d0.loss_mask: 0.5095, decode.d0.loss_dice: 0.7820, decode.d1.loss_cls: 0.2982, decode.d1.loss_mask: 0.4953, decode.d1.loss_dice: 0.7484, decode.d2.loss_cls: 0.2596, decode.d2.loss_mask: 0.4835, decode.d2.loss_dice: 0.7301, decode.d3.loss_cls: 0.2429, decode.d3.loss_mask: 0.4785, decode.d3.loss_dice: 0.7134, decode.d4.loss_cls: 0.2291, decode.d4.loss_mask: 0.4799, decode.d4.loss_dice: 0.7144, decode.d5.loss_cls: 0.2261, decode.d5.loss_mask: 0.4771, decode.d5.loss_dice: 0.7101, decode.d6.loss_cls: 0.2262, decode.d6.loss_mask: 0.4762, decode.d6.loss_dice: 0.7086, decode.d7.loss_cls: 0.2196, decode.d7.loss_mask: 0.4757, decode.d7.loss_dice: 0.7042, decode.d8.loss_cls: 0.2136, decode.d8.loss_mask: 0.4753, decode.d8.loss_dice: 0.7080, loss: 15.3635, grad_norm: 65.4947 +2023-11-07 05:12:25,387 - mmseg - INFO - Iter [113750/160000] lr: 2.891e-05, eta: 6:06:06, time: 0.454, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1972, decode.loss_mask: 0.4726, decode.loss_dice: 0.6983, decode.d0.loss_cls: 1.1690, decode.d0.loss_mask: 0.5130, decode.d0.loss_dice: 0.7734, decode.d1.loss_cls: 0.2778, decode.d1.loss_mask: 0.4934, decode.d1.loss_dice: 0.7366, decode.d2.loss_cls: 0.2398, decode.d2.loss_mask: 0.4804, decode.d2.loss_dice: 0.7221, decode.d3.loss_cls: 0.2225, decode.d3.loss_mask: 0.4777, decode.d3.loss_dice: 0.7072, decode.d4.loss_cls: 0.2123, decode.d4.loss_mask: 0.4748, decode.d4.loss_dice: 0.7045, decode.d5.loss_cls: 0.2051, decode.d5.loss_mask: 0.4751, decode.d5.loss_dice: 0.7048, decode.d6.loss_cls: 0.2027, decode.d6.loss_mask: 0.4744, decode.d6.loss_dice: 0.7030, decode.d7.loss_cls: 0.1965, decode.d7.loss_mask: 0.4742, decode.d7.loss_dice: 0.7001, decode.d8.loss_cls: 0.1900, decode.d8.loss_mask: 0.4745, decode.d8.loss_dice: 0.6998, loss: 15.0725, grad_norm: 66.5258 +2023-11-07 05:12:48,417 - mmseg - INFO - Iter [113800/160000] lr: 2.888e-05, eta: 6:05:42, time: 0.462, data_time: 0.015, memory: 39436, decode.loss_cls: 0.2136, decode.loss_mask: 0.4724, decode.loss_dice: 0.7225, decode.d0.loss_cls: 1.2195, decode.d0.loss_mask: 0.5144, decode.d0.loss_dice: 0.8033, decode.d1.loss_cls: 0.3132, decode.d1.loss_mask: 0.4853, decode.d1.loss_dice: 0.7611, decode.d2.loss_cls: 0.2631, decode.d2.loss_mask: 0.4804, decode.d2.loss_dice: 0.7405, decode.d3.loss_cls: 0.2447, decode.d3.loss_mask: 0.4760, decode.d3.loss_dice: 0.7276, decode.d4.loss_cls: 0.2328, decode.d4.loss_mask: 0.4738, decode.d4.loss_dice: 0.7259, decode.d5.loss_cls: 0.2260, decode.d5.loss_mask: 0.4741, decode.d5.loss_dice: 0.7256, decode.d6.loss_cls: 0.2165, decode.d6.loss_mask: 0.4735, decode.d6.loss_dice: 0.7232, decode.d7.loss_cls: 0.2191, decode.d7.loss_mask: 0.4737, decode.d7.loss_dice: 0.7247, decode.d8.loss_cls: 0.2149, decode.d8.loss_mask: 0.4739, decode.d8.loss_dice: 0.7236, loss: 15.5389, grad_norm: 64.0965 +2023-11-07 05:13:11,213 - mmseg - INFO - Iter [113850/160000] lr: 2.884e-05, eta: 6:05:18, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1939, decode.loss_mask: 0.4514, decode.loss_dice: 0.6903, decode.d0.loss_cls: 1.2152, decode.d0.loss_mask: 0.4874, decode.d0.loss_dice: 0.7576, decode.d1.loss_cls: 0.2916, decode.d1.loss_mask: 0.4624, decode.d1.loss_dice: 0.7224, decode.d2.loss_cls: 0.2454, decode.d2.loss_mask: 0.4585, decode.d2.loss_dice: 0.7083, decode.d3.loss_cls: 0.2266, decode.d3.loss_mask: 0.4556, decode.d3.loss_dice: 0.6917, decode.d4.loss_cls: 0.2070, decode.d4.loss_mask: 0.4549, decode.d4.loss_dice: 0.6940, decode.d5.loss_cls: 0.2019, decode.d5.loss_mask: 0.4539, decode.d5.loss_dice: 0.6926, decode.d6.loss_cls: 0.2055, decode.d6.loss_mask: 0.4519, decode.d6.loss_dice: 0.6884, decode.d7.loss_cls: 0.1987, decode.d7.loss_mask: 0.4520, decode.d7.loss_dice: 0.6910, decode.d8.loss_cls: 0.1988, decode.d8.loss_mask: 0.4528, decode.d8.loss_dice: 0.6893, loss: 14.7911, grad_norm: 60.7384 +2023-11-07 05:13:34,232 - mmseg - INFO - Iter [113900/160000] lr: 2.881e-05, eta: 6:04:54, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2027, decode.loss_mask: 0.4818, decode.loss_dice: 0.7038, decode.d0.loss_cls: 1.2063, decode.d0.loss_mask: 0.5203, decode.d0.loss_dice: 0.7769, decode.d1.loss_cls: 0.2897, decode.d1.loss_mask: 0.4973, decode.d1.loss_dice: 0.7452, decode.d2.loss_cls: 0.2516, decode.d2.loss_mask: 0.4881, decode.d2.loss_dice: 0.7204, decode.d3.loss_cls: 0.2319, decode.d3.loss_mask: 0.4833, decode.d3.loss_dice: 0.7078, decode.d4.loss_cls: 0.2188, decode.d4.loss_mask: 0.4829, decode.d4.loss_dice: 0.7069, decode.d5.loss_cls: 0.2140, decode.d5.loss_mask: 0.4817, decode.d5.loss_dice: 0.7070, decode.d6.loss_cls: 0.2090, decode.d6.loss_mask: 0.4821, decode.d6.loss_dice: 0.7062, decode.d7.loss_cls: 0.2041, decode.d7.loss_mask: 0.4817, decode.d7.loss_dice: 0.7053, decode.d8.loss_cls: 0.2077, decode.d8.loss_mask: 0.4812, decode.d8.loss_dice: 0.7074, loss: 15.3029, grad_norm: 68.1459 +2023-11-07 05:13:57,290 - mmseg - INFO - Iter [113950/160000] lr: 2.878e-05, eta: 6:04:30, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2058, decode.loss_mask: 0.4636, decode.loss_dice: 0.6826, decode.d0.loss_cls: 1.1632, decode.d0.loss_mask: 0.5022, decode.d0.loss_dice: 0.7620, decode.d1.loss_cls: 0.2854, decode.d1.loss_mask: 0.4868, decode.d1.loss_dice: 0.7329, decode.d2.loss_cls: 0.2436, decode.d2.loss_mask: 0.4735, decode.d2.loss_dice: 0.7075, decode.d3.loss_cls: 0.2334, decode.d3.loss_mask: 0.4674, decode.d3.loss_dice: 0.6896, decode.d4.loss_cls: 0.2207, decode.d4.loss_mask: 0.4644, decode.d4.loss_dice: 0.6885, decode.d5.loss_cls: 0.2156, decode.d5.loss_mask: 0.4653, decode.d5.loss_dice: 0.6889, decode.d6.loss_cls: 0.2151, decode.d6.loss_mask: 0.4655, decode.d6.loss_dice: 0.6840, decode.d7.loss_cls: 0.2082, decode.d7.loss_mask: 0.4660, decode.d7.loss_dice: 0.6860, decode.d8.loss_cls: 0.2011, decode.d8.loss_mask: 0.4645, decode.d8.loss_dice: 0.6869, loss: 14.9200, grad_norm: 67.0893 +2023-11-07 05:14:20,022 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 05:14:20,022 - mmseg - INFO - Iter [114000/160000] lr: 2.875e-05, eta: 6:04:06, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2111, decode.loss_mask: 0.4570, decode.loss_dice: 0.7093, decode.d0.loss_cls: 1.1993, decode.d0.loss_mask: 0.4899, decode.d0.loss_dice: 0.7852, decode.d1.loss_cls: 0.3044, decode.d1.loss_mask: 0.4709, decode.d1.loss_dice: 0.7480, decode.d2.loss_cls: 0.2518, decode.d2.loss_mask: 0.4606, decode.d2.loss_dice: 0.7265, decode.d3.loss_cls: 0.2383, decode.d3.loss_mask: 0.4569, decode.d3.loss_dice: 0.7109, decode.d4.loss_cls: 0.2241, decode.d4.loss_mask: 0.4584, decode.d4.loss_dice: 0.7154, decode.d5.loss_cls: 0.2207, decode.d5.loss_mask: 0.4555, decode.d5.loss_dice: 0.7106, decode.d6.loss_cls: 0.2189, decode.d6.loss_mask: 0.4575, decode.d6.loss_dice: 0.7078, decode.d7.loss_cls: 0.2137, decode.d7.loss_mask: 0.4568, decode.d7.loss_dice: 0.7096, decode.d8.loss_cls: 0.2067, decode.d8.loss_mask: 0.4577, decode.d8.loss_dice: 0.7100, loss: 15.1436, grad_norm: 69.8022 +2023-11-07 05:14:43,072 - mmseg - INFO - Iter [114050/160000] lr: 2.872e-05, eta: 6:03:41, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1999, decode.loss_mask: 0.4576, decode.loss_dice: 0.7067, decode.d0.loss_cls: 1.2130, decode.d0.loss_mask: 0.4914, decode.d0.loss_dice: 0.7819, decode.d1.loss_cls: 0.2815, decode.d1.loss_mask: 0.4764, decode.d1.loss_dice: 0.7432, decode.d2.loss_cls: 0.2404, decode.d2.loss_mask: 0.4649, decode.d2.loss_dice: 0.7269, decode.d3.loss_cls: 0.2235, decode.d3.loss_mask: 0.4608, decode.d3.loss_dice: 0.7147, decode.d4.loss_cls: 0.2127, decode.d4.loss_mask: 0.4604, decode.d4.loss_dice: 0.7120, decode.d5.loss_cls: 0.2109, decode.d5.loss_mask: 0.4578, decode.d5.loss_dice: 0.7115, decode.d6.loss_cls: 0.2047, decode.d6.loss_mask: 0.4570, decode.d6.loss_dice: 0.7049, decode.d7.loss_cls: 0.2040, decode.d7.loss_mask: 0.4572, decode.d7.loss_dice: 0.7059, decode.d8.loss_cls: 0.2010, decode.d8.loss_mask: 0.4570, decode.d8.loss_dice: 0.7079, loss: 15.0479, grad_norm: 64.9106 +2023-11-07 05:15:05,825 - mmseg - INFO - Iter [114100/160000] lr: 2.869e-05, eta: 6:03:17, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1968, decode.loss_mask: 0.4708, decode.loss_dice: 0.6761, decode.d0.loss_cls: 1.1506, decode.d0.loss_mask: 0.5078, decode.d0.loss_dice: 0.7446, decode.d1.loss_cls: 0.2789, decode.d1.loss_mask: 0.4840, decode.d1.loss_dice: 0.7178, decode.d2.loss_cls: 0.2359, decode.d2.loss_mask: 0.4786, decode.d2.loss_dice: 0.6935, decode.d3.loss_cls: 0.2194, decode.d3.loss_mask: 0.4730, decode.d3.loss_dice: 0.6861, decode.d4.loss_cls: 0.2074, decode.d4.loss_mask: 0.4730, decode.d4.loss_dice: 0.6813, decode.d5.loss_cls: 0.2031, decode.d5.loss_mask: 0.4731, decode.d5.loss_dice: 0.6807, decode.d6.loss_cls: 0.2012, decode.d6.loss_mask: 0.4736, decode.d6.loss_dice: 0.6806, decode.d7.loss_cls: 0.2010, decode.d7.loss_mask: 0.4724, decode.d7.loss_dice: 0.6784, decode.d8.loss_cls: 0.1975, decode.d8.loss_mask: 0.4725, decode.d8.loss_dice: 0.6759, loss: 14.7856, grad_norm: 63.4299 +2023-11-07 05:15:28,762 - mmseg - INFO - Iter [114150/160000] lr: 2.866e-05, eta: 6:02:53, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2053, decode.loss_mask: 0.4714, decode.loss_dice: 0.7060, decode.d0.loss_cls: 1.2093, decode.d0.loss_mask: 0.5104, decode.d0.loss_dice: 0.7846, decode.d1.loss_cls: 0.3026, decode.d1.loss_mask: 0.4859, decode.d1.loss_dice: 0.7474, decode.d2.loss_cls: 0.2609, decode.d2.loss_mask: 0.4783, decode.d2.loss_dice: 0.7285, decode.d3.loss_cls: 0.2387, decode.d3.loss_mask: 0.4735, decode.d3.loss_dice: 0.7126, decode.d4.loss_cls: 0.2281, decode.d4.loss_mask: 0.4735, decode.d4.loss_dice: 0.7122, decode.d5.loss_cls: 0.2215, decode.d5.loss_mask: 0.4736, decode.d5.loss_dice: 0.7081, decode.d6.loss_cls: 0.2194, decode.d6.loss_mask: 0.4720, decode.d6.loss_dice: 0.7045, decode.d7.loss_cls: 0.2096, decode.d7.loss_mask: 0.4719, decode.d7.loss_dice: 0.7093, decode.d8.loss_cls: 0.2124, decode.d8.loss_mask: 0.4717, decode.d8.loss_dice: 0.7054, loss: 15.3088, grad_norm: 66.9594 +2023-11-07 05:15:51,887 - mmseg - INFO - Iter [114200/160000] lr: 2.863e-05, eta: 6:02:29, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2174, decode.loss_mask: 0.4736, decode.loss_dice: 0.7034, decode.d0.loss_cls: 1.2183, decode.d0.loss_mask: 0.5164, decode.d0.loss_dice: 0.7788, decode.d1.loss_cls: 0.3038, decode.d1.loss_mask: 0.4890, decode.d1.loss_dice: 0.7464, decode.d2.loss_cls: 0.2576, decode.d2.loss_mask: 0.4812, decode.d2.loss_dice: 0.7274, decode.d3.loss_cls: 0.2409, decode.d3.loss_mask: 0.4782, decode.d3.loss_dice: 0.7081, decode.d4.loss_cls: 0.2325, decode.d4.loss_mask: 0.4775, decode.d4.loss_dice: 0.7078, decode.d5.loss_cls: 0.2272, decode.d5.loss_mask: 0.4756, decode.d5.loss_dice: 0.7072, decode.d6.loss_cls: 0.2264, decode.d6.loss_mask: 0.4739, decode.d6.loss_dice: 0.7009, decode.d7.loss_cls: 0.2178, decode.d7.loss_mask: 0.4733, decode.d7.loss_dice: 0.6983, decode.d8.loss_cls: 0.2164, decode.d8.loss_mask: 0.4733, decode.d8.loss_dice: 0.7019, loss: 15.3509, grad_norm: 70.9426 +2023-11-07 05:16:14,671 - mmseg - INFO - Iter [114250/160000] lr: 2.859e-05, eta: 6:02:05, time: 0.456, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2079, decode.loss_mask: 0.4699, decode.loss_dice: 0.6966, decode.d0.loss_cls: 1.2172, decode.d0.loss_mask: 0.5035, decode.d0.loss_dice: 0.7778, decode.d1.loss_cls: 0.3001, decode.d1.loss_mask: 0.4840, decode.d1.loss_dice: 0.7438, decode.d2.loss_cls: 0.2526, decode.d2.loss_mask: 0.4774, decode.d2.loss_dice: 0.7219, decode.d3.loss_cls: 0.2339, decode.d3.loss_mask: 0.4724, decode.d3.loss_dice: 0.7062, decode.d4.loss_cls: 0.2260, decode.d4.loss_mask: 0.4713, decode.d4.loss_dice: 0.7032, decode.d5.loss_cls: 0.2171, decode.d5.loss_mask: 0.4721, decode.d5.loss_dice: 0.7026, decode.d6.loss_cls: 0.2105, decode.d6.loss_mask: 0.4717, decode.d6.loss_dice: 0.6954, decode.d7.loss_cls: 0.2083, decode.d7.loss_mask: 0.4717, decode.d7.loss_dice: 0.6997, decode.d8.loss_cls: 0.2096, decode.d8.loss_mask: 0.4706, decode.d8.loss_dice: 0.6989, loss: 15.1939, grad_norm: 70.5506 +2023-11-07 05:16:38,398 - mmseg - INFO - Iter [114300/160000] lr: 2.856e-05, eta: 6:01:41, time: 0.475, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2251, decode.loss_mask: 0.4813, decode.loss_dice: 0.7321, decode.d0.loss_cls: 1.2265, decode.d0.loss_mask: 0.5223, decode.d0.loss_dice: 0.8137, decode.d1.loss_cls: 0.3103, decode.d1.loss_mask: 0.4988, decode.d1.loss_dice: 0.7764, decode.d2.loss_cls: 0.2679, decode.d2.loss_mask: 0.4903, decode.d2.loss_dice: 0.7567, decode.d3.loss_cls: 0.2511, decode.d3.loss_mask: 0.4846, decode.d3.loss_dice: 0.7368, decode.d4.loss_cls: 0.2382, decode.d4.loss_mask: 0.4843, decode.d4.loss_dice: 0.7415, decode.d5.loss_cls: 0.2344, decode.d5.loss_mask: 0.4834, decode.d5.loss_dice: 0.7383, decode.d6.loss_cls: 0.2288, decode.d6.loss_mask: 0.4844, decode.d6.loss_dice: 0.7335, decode.d7.loss_cls: 0.2228, decode.d7.loss_mask: 0.4849, decode.d7.loss_dice: 0.7354, decode.d8.loss_cls: 0.2212, decode.d8.loss_mask: 0.4827, decode.d8.loss_dice: 0.7380, loss: 15.8258, grad_norm: 65.5894 +2023-11-07 05:17:01,425 - mmseg - INFO - Iter [114350/160000] lr: 2.853e-05, eta: 6:01:17, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2236, decode.loss_mask: 0.4708, decode.loss_dice: 0.7226, decode.d0.loss_cls: 1.2135, decode.d0.loss_mask: 0.5062, decode.d0.loss_dice: 0.7979, decode.d1.loss_cls: 0.3147, decode.d1.loss_mask: 0.4838, decode.d1.loss_dice: 0.7618, decode.d2.loss_cls: 0.2775, decode.d2.loss_mask: 0.4763, decode.d2.loss_dice: 0.7475, decode.d3.loss_cls: 0.2486, decode.d3.loss_mask: 0.4753, decode.d3.loss_dice: 0.7289, decode.d4.loss_cls: 0.2418, decode.d4.loss_mask: 0.4739, decode.d4.loss_dice: 0.7277, decode.d5.loss_cls: 0.2341, decode.d5.loss_mask: 0.4727, decode.d5.loss_dice: 0.7223, decode.d6.loss_cls: 0.2330, decode.d6.loss_mask: 0.4713, decode.d6.loss_dice: 0.7210, decode.d7.loss_cls: 0.2251, decode.d7.loss_mask: 0.4714, decode.d7.loss_dice: 0.7211, decode.d8.loss_cls: 0.2228, decode.d8.loss_mask: 0.4708, decode.d8.loss_dice: 0.7219, loss: 15.5797, grad_norm: 65.8885 +2023-11-07 05:17:24,317 - mmseg - INFO - Iter [114400/160000] lr: 2.850e-05, eta: 6:00:53, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2069, decode.loss_mask: 0.4657, decode.loss_dice: 0.6893, decode.d0.loss_cls: 1.2036, decode.d0.loss_mask: 0.5049, decode.d0.loss_dice: 0.7691, decode.d1.loss_cls: 0.2874, decode.d1.loss_mask: 0.4804, decode.d1.loss_dice: 0.7355, decode.d2.loss_cls: 0.2519, decode.d2.loss_mask: 0.4714, decode.d2.loss_dice: 0.7168, decode.d3.loss_cls: 0.2314, decode.d3.loss_mask: 0.4678, decode.d3.loss_dice: 0.6973, decode.d4.loss_cls: 0.2178, decode.d4.loss_mask: 0.4678, decode.d4.loss_dice: 0.6960, decode.d5.loss_cls: 0.2123, decode.d5.loss_mask: 0.4671, decode.d5.loss_dice: 0.6973, decode.d6.loss_cls: 0.2123, decode.d6.loss_mask: 0.4665, decode.d6.loss_dice: 0.6932, decode.d7.loss_cls: 0.2098, decode.d7.loss_mask: 0.4637, decode.d7.loss_dice: 0.6925, decode.d8.loss_cls: 0.2043, decode.d8.loss_mask: 0.4639, decode.d8.loss_dice: 0.6904, loss: 15.0345, grad_norm: 70.8065 +2023-11-07 05:17:47,837 - mmseg - INFO - Iter [114450/160000] lr: 2.847e-05, eta: 6:00:29, time: 0.470, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2147, decode.loss_mask: 0.4707, decode.loss_dice: 0.7008, decode.d0.loss_cls: 1.2069, decode.d0.loss_mask: 0.5080, decode.d0.loss_dice: 0.7748, decode.d1.loss_cls: 0.2966, decode.d1.loss_mask: 0.4862, decode.d1.loss_dice: 0.7393, decode.d2.loss_cls: 0.2536, decode.d2.loss_mask: 0.4777, decode.d2.loss_dice: 0.7238, decode.d3.loss_cls: 0.2355, decode.d3.loss_mask: 0.4728, decode.d3.loss_dice: 0.7070, decode.d4.loss_cls: 0.2296, decode.d4.loss_mask: 0.4731, decode.d4.loss_dice: 0.7086, decode.d5.loss_cls: 0.2196, decode.d5.loss_mask: 0.4719, decode.d5.loss_dice: 0.7041, decode.d6.loss_cls: 0.2177, decode.d6.loss_mask: 0.4737, decode.d6.loss_dice: 0.6997, decode.d7.loss_cls: 0.2128, decode.d7.loss_mask: 0.4731, decode.d7.loss_dice: 0.7014, decode.d8.loss_cls: 0.2132, decode.d8.loss_mask: 0.4719, decode.d8.loss_dice: 0.7056, loss: 15.2442, grad_norm: 64.6830 +2023-11-07 05:18:11,126 - mmseg - INFO - Iter [114500/160000] lr: 2.844e-05, eta: 6:00:06, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2203, decode.loss_mask: 0.4612, decode.loss_dice: 0.7188, decode.d0.loss_cls: 1.2188, decode.d0.loss_mask: 0.5028, decode.d0.loss_dice: 0.7916, decode.d1.loss_cls: 0.3103, decode.d1.loss_mask: 0.4780, decode.d1.loss_dice: 0.7627, decode.d2.loss_cls: 0.2648, decode.d2.loss_mask: 0.4664, decode.d2.loss_dice: 0.7450, decode.d3.loss_cls: 0.2464, decode.d3.loss_mask: 0.4639, decode.d3.loss_dice: 0.7241, decode.d4.loss_cls: 0.2320, decode.d4.loss_mask: 0.4613, decode.d4.loss_dice: 0.7238, decode.d5.loss_cls: 0.2371, decode.d5.loss_mask: 0.4615, decode.d5.loss_dice: 0.7244, decode.d6.loss_cls: 0.2322, decode.d6.loss_mask: 0.4607, decode.d6.loss_dice: 0.7209, decode.d7.loss_cls: 0.2211, decode.d7.loss_mask: 0.4615, decode.d7.loss_dice: 0.7219, decode.d8.loss_cls: 0.2254, decode.d8.loss_mask: 0.4598, decode.d8.loss_dice: 0.7171, loss: 15.4356, grad_norm: 62.8297 +2023-11-07 05:18:34,291 - mmseg - INFO - Iter [114550/160000] lr: 2.841e-05, eta: 5:59:42, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1971, decode.loss_mask: 0.4725, decode.loss_dice: 0.7041, decode.d0.loss_cls: 1.1747, decode.d0.loss_mask: 0.5124, decode.d0.loss_dice: 0.7770, decode.d1.loss_cls: 0.2891, decode.d1.loss_mask: 0.4889, decode.d1.loss_dice: 0.7415, decode.d2.loss_cls: 0.2399, decode.d2.loss_mask: 0.4791, decode.d2.loss_dice: 0.7243, decode.d3.loss_cls: 0.2255, decode.d3.loss_mask: 0.4721, decode.d3.loss_dice: 0.7088, decode.d4.loss_cls: 0.2116, decode.d4.loss_mask: 0.4731, decode.d4.loss_dice: 0.7109, decode.d5.loss_cls: 0.2069, decode.d5.loss_mask: 0.4717, decode.d5.loss_dice: 0.7064, decode.d6.loss_cls: 0.2058, decode.d6.loss_mask: 0.4707, decode.d6.loss_dice: 0.7000, decode.d7.loss_cls: 0.2043, decode.d7.loss_mask: 0.4699, decode.d7.loss_dice: 0.6990, decode.d8.loss_cls: 0.2008, decode.d8.loss_mask: 0.4715, decode.d8.loss_dice: 0.6986, loss: 15.1080, grad_norm: 64.6913 +2023-11-07 05:18:57,981 - mmseg - INFO - Iter [114600/160000] lr: 2.838e-05, eta: 5:59:18, time: 0.474, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2345, decode.loss_mask: 0.4689, decode.loss_dice: 0.7061, decode.d0.loss_cls: 1.2164, decode.d0.loss_mask: 0.5074, decode.d0.loss_dice: 0.7889, decode.d1.loss_cls: 0.3171, decode.d1.loss_mask: 0.4857, decode.d1.loss_dice: 0.7492, decode.d2.loss_cls: 0.2774, decode.d2.loss_mask: 0.4766, decode.d2.loss_dice: 0.7331, decode.d3.loss_cls: 0.2521, decode.d3.loss_mask: 0.4713, decode.d3.loss_dice: 0.7164, decode.d4.loss_cls: 0.2402, decode.d4.loss_mask: 0.4693, decode.d4.loss_dice: 0.7152, decode.d5.loss_cls: 0.2416, decode.d5.loss_mask: 0.4690, decode.d5.loss_dice: 0.7167, decode.d6.loss_cls: 0.2365, decode.d6.loss_mask: 0.4684, decode.d6.loss_dice: 0.7115, decode.d7.loss_cls: 0.2390, decode.d7.loss_mask: 0.4689, decode.d7.loss_dice: 0.7072, decode.d8.loss_cls: 0.2294, decode.d8.loss_mask: 0.4701, decode.d8.loss_dice: 0.7099, loss: 15.4939, grad_norm: 65.9346 +2023-11-07 05:19:21,549 - mmseg - INFO - Iter [114650/160000] lr: 2.834e-05, eta: 5:58:54, time: 0.471, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1932, decode.loss_mask: 0.4800, decode.loss_dice: 0.6718, decode.d0.loss_cls: 1.1476, decode.d0.loss_mask: 0.5213, decode.d0.loss_dice: 0.7521, decode.d1.loss_cls: 0.2746, decode.d1.loss_mask: 0.4999, decode.d1.loss_dice: 0.7192, decode.d2.loss_cls: 0.2339, decode.d2.loss_mask: 0.4889, decode.d2.loss_dice: 0.6921, decode.d3.loss_cls: 0.2217, decode.d3.loss_mask: 0.4825, decode.d3.loss_dice: 0.6782, decode.d4.loss_cls: 0.2049, decode.d4.loss_mask: 0.4836, decode.d4.loss_dice: 0.6766, decode.d5.loss_cls: 0.2011, decode.d5.loss_mask: 0.4823, decode.d5.loss_dice: 0.6779, decode.d6.loss_cls: 0.2008, decode.d6.loss_mask: 0.4808, decode.d6.loss_dice: 0.6731, decode.d7.loss_cls: 0.1962, decode.d7.loss_mask: 0.4800, decode.d7.loss_dice: 0.6758, decode.d8.loss_cls: 0.1973, decode.d8.loss_mask: 0.4814, decode.d8.loss_dice: 0.6715, loss: 14.8400, grad_norm: 70.0135 +2023-11-07 05:19:44,550 - mmseg - INFO - Iter [114700/160000] lr: 2.831e-05, eta: 5:58:30, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2107, decode.loss_mask: 0.4553, decode.loss_dice: 0.7043, decode.d0.loss_cls: 1.2117, decode.d0.loss_mask: 0.4970, decode.d0.loss_dice: 0.7922, decode.d1.loss_cls: 0.3001, decode.d1.loss_mask: 0.4748, decode.d1.loss_dice: 0.7506, decode.d2.loss_cls: 0.2691, decode.d2.loss_mask: 0.4645, decode.d2.loss_dice: 0.7323, decode.d3.loss_cls: 0.2382, decode.d3.loss_mask: 0.4575, decode.d3.loss_dice: 0.7105, decode.d4.loss_cls: 0.2285, decode.d4.loss_mask: 0.4568, decode.d4.loss_dice: 0.7142, decode.d5.loss_cls: 0.2221, decode.d5.loss_mask: 0.4555, decode.d5.loss_dice: 0.7144, decode.d6.loss_cls: 0.2184, decode.d6.loss_mask: 0.4538, decode.d6.loss_dice: 0.7092, decode.d7.loss_cls: 0.2146, decode.d7.loss_mask: 0.4545, decode.d7.loss_dice: 0.7098, decode.d8.loss_cls: 0.2115, decode.d8.loss_mask: 0.4543, decode.d8.loss_dice: 0.7073, loss: 15.1938, grad_norm: 66.5438 +2023-11-07 05:20:07,417 - mmseg - INFO - Iter [114750/160000] lr: 2.828e-05, eta: 5:58:06, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2174, decode.loss_mask: 0.4747, decode.loss_dice: 0.7211, decode.d0.loss_cls: 1.2118, decode.d0.loss_mask: 0.5156, decode.d0.loss_dice: 0.8054, decode.d1.loss_cls: 0.3046, decode.d1.loss_mask: 0.4942, decode.d1.loss_dice: 0.7650, decode.d2.loss_cls: 0.2692, decode.d2.loss_mask: 0.4823, decode.d2.loss_dice: 0.7444, decode.d3.loss_cls: 0.2458, decode.d3.loss_mask: 0.4775, decode.d3.loss_dice: 0.7294, decode.d4.loss_cls: 0.2321, decode.d4.loss_mask: 0.4750, decode.d4.loss_dice: 0.7282, decode.d5.loss_cls: 0.2303, decode.d5.loss_mask: 0.4748, decode.d5.loss_dice: 0.7276, decode.d6.loss_cls: 0.2235, decode.d6.loss_mask: 0.4742, decode.d6.loss_dice: 0.7239, decode.d7.loss_cls: 0.2219, decode.d7.loss_mask: 0.4754, decode.d7.loss_dice: 0.7208, decode.d8.loss_cls: 0.2209, decode.d8.loss_mask: 0.4744, decode.d8.loss_dice: 0.7187, loss: 15.5798, grad_norm: 62.2500 +2023-11-07 05:20:30,200 - mmseg - INFO - Iter [114800/160000] lr: 2.825e-05, eta: 5:57:42, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2020, decode.loss_mask: 0.4689, decode.loss_dice: 0.6932, decode.d0.loss_cls: 1.1955, decode.d0.loss_mask: 0.5091, decode.d0.loss_dice: 0.7685, decode.d1.loss_cls: 0.2887, decode.d1.loss_mask: 0.4868, decode.d1.loss_dice: 0.7420, decode.d2.loss_cls: 0.2438, decode.d2.loss_mask: 0.4762, decode.d2.loss_dice: 0.7177, decode.d3.loss_cls: 0.2282, decode.d3.loss_mask: 0.4728, decode.d3.loss_dice: 0.7023, decode.d4.loss_cls: 0.2198, decode.d4.loss_mask: 0.4709, decode.d4.loss_dice: 0.7052, decode.d5.loss_cls: 0.2147, decode.d5.loss_mask: 0.4709, decode.d5.loss_dice: 0.6993, decode.d6.loss_cls: 0.2086, decode.d6.loss_mask: 0.4699, decode.d6.loss_dice: 0.6951, decode.d7.loss_cls: 0.2079, decode.d7.loss_mask: 0.4716, decode.d7.loss_dice: 0.6958, decode.d8.loss_cls: 0.2099, decode.d8.loss_mask: 0.4700, decode.d8.loss_dice: 0.6920, loss: 15.0976, grad_norm: 61.9362 +2023-11-07 05:20:53,187 - mmseg - INFO - Iter [114850/160000] lr: 2.822e-05, eta: 5:57:18, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2193, decode.loss_mask: 0.4501, decode.loss_dice: 0.7158, decode.d0.loss_cls: 1.2163, decode.d0.loss_mask: 0.4883, decode.d0.loss_dice: 0.7927, decode.d1.loss_cls: 0.3053, decode.d1.loss_mask: 0.4681, decode.d1.loss_dice: 0.7616, decode.d2.loss_cls: 0.2620, decode.d2.loss_mask: 0.4596, decode.d2.loss_dice: 0.7350, decode.d3.loss_cls: 0.2464, decode.d3.loss_mask: 0.4544, decode.d3.loss_dice: 0.7214, decode.d4.loss_cls: 0.2339, decode.d4.loss_mask: 0.4541, decode.d4.loss_dice: 0.7242, decode.d5.loss_cls: 0.2303, decode.d5.loss_mask: 0.4536, decode.d5.loss_dice: 0.7165, decode.d6.loss_cls: 0.2245, decode.d6.loss_mask: 0.4532, decode.d6.loss_dice: 0.7113, decode.d7.loss_cls: 0.2157, decode.d7.loss_mask: 0.4512, decode.d7.loss_dice: 0.7146, decode.d8.loss_cls: 0.2172, decode.d8.loss_mask: 0.4508, decode.d8.loss_dice: 0.7126, loss: 15.2600, grad_norm: 61.5189 +2023-11-07 05:21:16,016 - mmseg - INFO - Iter [114900/160000] lr: 2.819e-05, eta: 5:56:54, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2112, decode.loss_mask: 0.4628, decode.loss_dice: 0.7099, decode.d0.loss_cls: 1.1843, decode.d0.loss_mask: 0.4986, decode.d0.loss_dice: 0.7852, decode.d1.loss_cls: 0.3035, decode.d1.loss_mask: 0.4805, decode.d1.loss_dice: 0.7526, decode.d2.loss_cls: 0.2566, decode.d2.loss_mask: 0.4699, decode.d2.loss_dice: 0.7321, decode.d3.loss_cls: 0.2315, decode.d3.loss_mask: 0.4634, decode.d3.loss_dice: 0.7164, decode.d4.loss_cls: 0.2237, decode.d4.loss_mask: 0.4639, decode.d4.loss_dice: 0.7157, decode.d5.loss_cls: 0.2193, decode.d5.loss_mask: 0.4624, decode.d5.loss_dice: 0.7088, decode.d6.loss_cls: 0.2164, decode.d6.loss_mask: 0.4632, decode.d6.loss_dice: 0.7054, decode.d7.loss_cls: 0.2158, decode.d7.loss_mask: 0.4615, decode.d7.loss_dice: 0.7106, decode.d8.loss_cls: 0.2159, decode.d8.loss_mask: 0.4602, decode.d8.loss_dice: 0.7056, loss: 15.2071, grad_norm: 59.8175 +2023-11-07 05:21:40,914 - mmseg - INFO - Iter [114950/160000] lr: 2.816e-05, eta: 5:56:30, time: 0.498, data_time: 0.057, memory: 39436, decode.loss_cls: 0.2122, decode.loss_mask: 0.4953, decode.loss_dice: 0.7018, decode.d0.loss_cls: 1.1850, decode.d0.loss_mask: 0.5381, decode.d0.loss_dice: 0.7842, decode.d1.loss_cls: 0.2821, decode.d1.loss_mask: 0.5194, decode.d1.loss_dice: 0.7495, decode.d2.loss_cls: 0.2519, decode.d2.loss_mask: 0.5056, decode.d2.loss_dice: 0.7242, decode.d3.loss_cls: 0.2320, decode.d3.loss_mask: 0.5002, decode.d3.loss_dice: 0.7079, decode.d4.loss_cls: 0.2226, decode.d4.loss_mask: 0.4984, decode.d4.loss_dice: 0.7083, decode.d5.loss_cls: 0.2143, decode.d5.loss_mask: 0.4983, decode.d5.loss_dice: 0.7056, decode.d6.loss_cls: 0.2197, decode.d6.loss_mask: 0.4961, decode.d6.loss_dice: 0.6989, decode.d7.loss_cls: 0.2147, decode.d7.loss_mask: 0.4961, decode.d7.loss_dice: 0.7032, decode.d8.loss_cls: 0.2154, decode.d8.loss_mask: 0.4956, decode.d8.loss_dice: 0.6993, loss: 15.4758, grad_norm: 72.0868 +2023-11-07 05:22:04,042 - mmseg - INFO - Saving checkpoint at 115000 iterations +2023-11-07 05:22:06,902 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 05:22:06,902 - mmseg - INFO - Iter [115000/160000] lr: 2.813e-05, eta: 5:56:07, time: 0.520, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1984, decode.loss_mask: 0.4651, decode.loss_dice: 0.6996, decode.d0.loss_cls: 1.2172, decode.d0.loss_mask: 0.5066, decode.d0.loss_dice: 0.7792, decode.d1.loss_cls: 0.2955, decode.d1.loss_mask: 0.4839, decode.d1.loss_dice: 0.7486, decode.d2.loss_cls: 0.2495, decode.d2.loss_mask: 0.4733, decode.d2.loss_dice: 0.7243, decode.d3.loss_cls: 0.2263, decode.d3.loss_mask: 0.4678, decode.d3.loss_dice: 0.7062, decode.d4.loss_cls: 0.2152, decode.d4.loss_mask: 0.4678, decode.d4.loss_dice: 0.7068, decode.d5.loss_cls: 0.2094, decode.d5.loss_mask: 0.4669, decode.d5.loss_dice: 0.7061, decode.d6.loss_cls: 0.2082, decode.d6.loss_mask: 0.4664, decode.d6.loss_dice: 0.7020, decode.d7.loss_cls: 0.1997, decode.d7.loss_mask: 0.4654, decode.d7.loss_dice: 0.7014, decode.d8.loss_cls: 0.2002, decode.d8.loss_mask: 0.4652, decode.d8.loss_dice: 0.7045, loss: 15.1266, grad_norm: 67.8270 +2023-11-07 05:22:26,660 - mmseg - INFO - per class results: +2023-11-07 05:22:26,666 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.4 | 88.19 | +| building | 83.54 | 91.17 | +| sky | 94.53 | 97.13 | +| floor | 83.26 | 90.32 | +| tree | 75.53 | 88.99 | +| ceiling | 84.98 | 91.39 | +| road | 84.44 | 89.68 | +| bed | 90.6 | 95.3 | +| windowpane | 63.72 | 81.78 | +| grass | 70.01 | 78.32 | +| cabinet | 60.93 | 73.16 | +| sidewalk | 66.22 | 77.6 | +| person | 84.62 | 92.09 | +| earth | 41.54 | 67.57 | +| door | 55.0 | 70.26 | +| table | 67.26 | 82.61 | +| mountain | 61.32 | 78.26 | +| plant | 49.89 | 64.68 | +| curtain | 78.82 | 87.82 | +| chair | 64.25 | 74.86 | +| car | 87.96 | 94.52 | +| water | 50.67 | 70.43 | +| painting | 70.49 | 86.73 | +| sofa | 70.42 | 82.24 | +| shelf | 38.56 | 54.96 | +| house | 42.04 | 63.69 | +| sea | 53.6 | 77.15 | +| mirror | 74.28 | 83.75 | +| rug | 64.72 | 79.83 | +| field | 28.7 | 43.01 | +| armchair | 49.95 | 77.09 | +| seat | 59.31 | 83.64 | +| fence | 47.04 | 61.21 | +| desk | 54.5 | 71.47 | +| rock | 46.0 | 72.2 | +| wardrobe | 41.7 | 60.94 | +| lamp | 73.08 | 84.53 | +| bathtub | 78.21 | 87.21 | +| railing | 36.06 | 54.25 | +| cushion | 57.27 | 68.54 | +| base | 39.27 | 62.94 | +| box | 27.25 | 38.0 | +| column | 47.0 | 69.6 | +| signboard | 39.09 | 57.85 | +| chest of drawers | 41.04 | 73.7 | +| counter | 37.83 | 58.47 | +| sand | 43.82 | 46.62 | +| sink | 75.33 | 84.24 | +| skyscraper | 44.87 | 50.04 | +| fireplace | 75.19 | 88.64 | +| refrigerator | 79.2 | 83.96 | +| grandstand | 43.92 | 72.91 | +| path | 20.54 | 41.35 | +| stairs | 33.21 | 39.0 | +| runway | 57.38 | 64.3 | +| case | 40.63 | 61.57 | +| pool table | 95.11 | 97.73 | +| pillow | 56.26 | 70.64 | +| screen door | 61.58 | 70.05 | +| stairway | 29.09 | 40.28 | +| river | 20.22 | 26.21 | +| bridge | 78.36 | 86.94 | +| bookcase | 41.28 | 62.22 | +| blind | 37.78 | 43.13 | +| coffee table | 66.41 | 84.67 | +| toilet | 89.33 | 92.8 | +| flower | 30.51 | 54.72 | +| book | 54.1 | 68.19 | +| hill | 7.3 | 13.38 | +| bench | 46.72 | 57.15 | +| countertop | 63.58 | 76.77 | +| stove | 82.41 | 86.99 | +| palm | 57.09 | 76.67 | +| kitchen island | 37.41 | 69.74 | +| computer | 61.05 | 65.74 | +| swivel chair | 55.36 | 75.77 | +| boat | 40.74 | 53.89 | +| bar | 57.06 | 63.62 | +| arcade machine | 49.56 | 52.33 | +| hovel | 34.79 | 48.54 | +| bus | 91.52 | 96.33 | +| towel | 64.52 | 77.37 | +| light | 60.3 | 73.76 | +| truck | 44.73 | 57.61 | +| tower | 23.83 | 47.46 | +| chandelier | 71.54 | 80.89 | +| awning | 30.25 | 39.18 | +| streetlight | 41.53 | 60.63 | +| booth | 51.01 | 66.63 | +| television receiver | 67.78 | 80.12 | +| airplane | 63.61 | 70.87 | +| dirt track | 13.68 | 15.14 | +| apparel | 34.87 | 66.84 | +| pole | 31.15 | 50.19 | +| land | 0.11 | 0.17 | +| bannister | 22.54 | 32.79 | +| escalator | 23.34 | 24.74 | +| ottoman | 45.96 | 66.07 | +| bottle | 27.03 | 35.1 | +| buffet | 40.89 | 53.88 | +| poster | 30.17 | 45.35 | +| stage | 16.25 | 34.25 | +| van | 48.37 | 62.76 | +| ship | 7.09 | 10.37 | +| fountain | 21.17 | 21.82 | +| conveyer belt | 60.34 | 67.47 | +| canopy | 30.79 | 52.31 | +| washer | 73.51 | 74.32 | +| plaything | 19.43 | 35.46 | +| swimming pool | 55.91 | 66.42 | +| stool | 45.94 | 72.82 | +| barrel | 65.58 | 74.79 | +| basket | 41.33 | 58.55 | +| waterfall | 45.64 | 53.82 | +| tent | 82.49 | 98.58 | +| bag | 21.64 | 30.75 | +| minibike | 75.05 | 89.43 | +| cradle | 75.06 | 97.35 | +| oven | 24.89 | 68.3 | +| ball | 27.76 | 29.65 | +| food | 64.93 | 78.83 | +| step | 28.29 | 40.79 | +| tank | 51.26 | 53.04 | +| trade name | 28.99 | 36.58 | +| microwave | 40.62 | 44.53 | +| pot | 53.76 | 62.66 | +| animal | 68.36 | 70.43 | +| bicycle | 62.64 | 79.36 | +| lake | 0.06 | 0.06 | +| dishwasher | 69.52 | 80.03 | +| screen | 68.53 | 90.39 | +| blanket | 12.75 | 16.64 | +| sculpture | 61.4 | 86.87 | +| hood | 89.31 | 94.41 | +| sconce | 54.74 | 72.73 | +| vase | 48.5 | 71.86 | +| traffic light | 42.23 | 68.05 | +| tray | 22.76 | 30.84 | +| ashcan | 47.93 | 71.19 | +| fan | 71.73 | 85.87 | +| pier | 13.23 | 16.7 | +| crt screen | 5.0 | 13.91 | +| plate | 50.81 | 61.81 | +| monitor | 3.77 | 6.31 | +| bulletin board | 37.39 | 56.47 | +| shower | 2.9 | 23.55 | +| radiator | 57.01 | 66.0 | +| glass | 21.88 | 23.25 | +| clock | 53.77 | 71.4 | +| flag | 33.37 | 37.69 | ++---------------------+-------+-------+ +2023-11-07 05:22:26,666 - mmseg - INFO - Summary: +2023-11-07 05:22:26,666 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 83.73 | 50.33 | 63.35 | ++-------+-------+-------+ +2023-11-07 05:22:26,667 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 05:22:26,667 - mmseg - INFO - Iter(val) [250] aAcc: 0.8373, mIoU: 0.5033, mAcc: 0.6335, IoU.wall: 0.7940, IoU.building: 0.8354, IoU.sky: 0.9453, IoU.floor: 0.8326, IoU.tree: 0.7553, IoU.ceiling: 0.8498, IoU.road: 0.8444, IoU.bed : 0.9060, IoU.windowpane: 0.6372, IoU.grass: 0.7001, IoU.cabinet: 0.6093, IoU.sidewalk: 0.6622, IoU.person: 0.8462, IoU.earth: 0.4154, IoU.door: 0.5500, IoU.table: 0.6726, IoU.mountain: 0.6132, IoU.plant: 0.4989, IoU.curtain: 0.7882, IoU.chair: 0.6425, IoU.car: 0.8796, IoU.water: 0.5067, IoU.painting: 0.7049, IoU.sofa: 0.7042, IoU.shelf: 0.3856, IoU.house: 0.4204, IoU.sea: 0.5360, IoU.mirror: 0.7428, IoU.rug: 0.6472, IoU.field: 0.2870, IoU.armchair: 0.4995, IoU.seat: 0.5931, IoU.fence: 0.4704, IoU.desk: 0.5450, IoU.rock: 0.4600, IoU.wardrobe: 0.4170, IoU.lamp: 0.7308, IoU.bathtub: 0.7821, IoU.railing: 0.3606, IoU.cushion: 0.5727, IoU.base: 0.3927, IoU.box: 0.2725, IoU.column: 0.4700, IoU.signboard: 0.3909, IoU.chest of drawers: 0.4104, IoU.counter: 0.3783, IoU.sand: 0.4382, IoU.sink: 0.7533, IoU.skyscraper: 0.4487, IoU.fireplace: 0.7519, IoU.refrigerator: 0.7920, IoU.grandstand: 0.4392, IoU.path: 0.2054, IoU.stairs: 0.3321, IoU.runway: 0.5738, IoU.case: 0.4063, IoU.pool table: 0.9511, IoU.pillow: 0.5626, IoU.screen door: 0.6158, IoU.stairway: 0.2909, IoU.river: 0.2022, IoU.bridge: 0.7836, IoU.bookcase: 0.4128, IoU.blind: 0.3778, IoU.coffee table: 0.6641, IoU.toilet: 0.8933, IoU.flower: 0.3051, IoU.book: 0.5410, IoU.hill: 0.0730, IoU.bench: 0.4672, IoU.countertop: 0.6358, IoU.stove: 0.8241, IoU.palm: 0.5709, IoU.kitchen island: 0.3741, IoU.computer: 0.6105, IoU.swivel chair: 0.5536, IoU.boat: 0.4074, IoU.bar: 0.5706, IoU.arcade machine: 0.4956, IoU.hovel: 0.3479, IoU.bus: 0.9152, IoU.towel: 0.6452, IoU.light: 0.6030, IoU.truck: 0.4473, IoU.tower: 0.2383, IoU.chandelier: 0.7154, IoU.awning: 0.3025, IoU.streetlight: 0.4153, IoU.booth: 0.5101, IoU.television receiver: 0.6778, IoU.airplane: 0.6361, IoU.dirt track: 0.1368, IoU.apparel: 0.3487, IoU.pole: 0.3115, IoU.land: 0.0011, IoU.bannister: 0.2254, IoU.escalator: 0.2334, IoU.ottoman: 0.4596, IoU.bottle: 0.2703, IoU.buffet: 0.4089, IoU.poster: 0.3017, IoU.stage: 0.1625, IoU.van: 0.4837, IoU.ship: 0.0709, IoU.fountain: 0.2117, IoU.conveyer belt: 0.6034, IoU.canopy: 0.3079, IoU.washer: 0.7351, IoU.plaything: 0.1943, IoU.swimming pool: 0.5591, IoU.stool: 0.4594, IoU.barrel: 0.6558, IoU.basket: 0.4133, IoU.waterfall: 0.4564, IoU.tent: 0.8249, IoU.bag: 0.2164, IoU.minibike: 0.7505, IoU.cradle: 0.7506, IoU.oven: 0.2489, IoU.ball: 0.2776, IoU.food: 0.6493, IoU.step: 0.2829, IoU.tank: 0.5126, IoU.trade name: 0.2899, IoU.microwave: 0.4062, IoU.pot: 0.5376, IoU.animal: 0.6836, IoU.bicycle: 0.6264, IoU.lake: 0.0006, IoU.dishwasher: 0.6952, IoU.screen: 0.6853, IoU.blanket: 0.1275, IoU.sculpture: 0.6140, IoU.hood: 0.8931, IoU.sconce: 0.5474, IoU.vase: 0.4850, IoU.traffic light: 0.4223, IoU.tray: 0.2276, IoU.ashcan: 0.4793, IoU.fan: 0.7173, IoU.pier: 0.1323, IoU.crt screen: 0.0500, IoU.plate: 0.5081, IoU.monitor: 0.0377, IoU.bulletin board: 0.3739, IoU.shower: 0.0290, IoU.radiator: 0.5701, IoU.glass: 0.2188, IoU.clock: 0.5377, IoU.flag: 0.3337, Acc.wall: 0.8819, Acc.building: 0.9117, Acc.sky: 0.9713, Acc.floor: 0.9032, Acc.tree: 0.8899, Acc.ceiling: 0.9139, Acc.road: 0.8968, Acc.bed : 0.9530, Acc.windowpane: 0.8178, Acc.grass: 0.7832, Acc.cabinet: 0.7316, Acc.sidewalk: 0.7760, Acc.person: 0.9209, Acc.earth: 0.6757, Acc.door: 0.7026, Acc.table: 0.8261, Acc.mountain: 0.7826, Acc.plant: 0.6468, Acc.curtain: 0.8782, Acc.chair: 0.7486, Acc.car: 0.9452, Acc.water: 0.7043, Acc.painting: 0.8673, Acc.sofa: 0.8224, Acc.shelf: 0.5496, Acc.house: 0.6369, Acc.sea: 0.7715, Acc.mirror: 0.8375, Acc.rug: 0.7983, Acc.field: 0.4301, Acc.armchair: 0.7709, Acc.seat: 0.8364, Acc.fence: 0.6121, Acc.desk: 0.7147, Acc.rock: 0.7220, Acc.wardrobe: 0.6094, Acc.lamp: 0.8453, Acc.bathtub: 0.8721, Acc.railing: 0.5425, Acc.cushion: 0.6854, Acc.base: 0.6294, Acc.box: 0.3800, Acc.column: 0.6960, Acc.signboard: 0.5785, Acc.chest of drawers: 0.7370, Acc.counter: 0.5847, Acc.sand: 0.4662, Acc.sink: 0.8424, Acc.skyscraper: 0.5004, Acc.fireplace: 0.8864, Acc.refrigerator: 0.8396, Acc.grandstand: 0.7291, Acc.path: 0.4135, Acc.stairs: 0.3900, Acc.runway: 0.6430, Acc.case: 0.6157, Acc.pool table: 0.9773, Acc.pillow: 0.7064, Acc.screen door: 0.7005, Acc.stairway: 0.4028, Acc.river: 0.2621, Acc.bridge: 0.8694, Acc.bookcase: 0.6222, Acc.blind: 0.4313, Acc.coffee table: 0.8467, Acc.toilet: 0.9280, Acc.flower: 0.5472, Acc.book: 0.6819, Acc.hill: 0.1338, Acc.bench: 0.5715, Acc.countertop: 0.7677, Acc.stove: 0.8699, Acc.palm: 0.7667, Acc.kitchen island: 0.6974, Acc.computer: 0.6574, Acc.swivel chair: 0.7577, Acc.boat: 0.5389, Acc.bar: 0.6362, Acc.arcade machine: 0.5233, Acc.hovel: 0.4854, Acc.bus: 0.9633, Acc.towel: 0.7737, Acc.light: 0.7376, Acc.truck: 0.5761, Acc.tower: 0.4746, Acc.chandelier: 0.8089, Acc.awning: 0.3918, Acc.streetlight: 0.6063, Acc.booth: 0.6663, Acc.television receiver: 0.8012, Acc.airplane: 0.7087, Acc.dirt track: 0.1514, Acc.apparel: 0.6684, Acc.pole: 0.5019, Acc.land: 0.0017, Acc.bannister: 0.3279, Acc.escalator: 0.2474, Acc.ottoman: 0.6607, Acc.bottle: 0.3510, Acc.buffet: 0.5388, Acc.poster: 0.4535, Acc.stage: 0.3425, Acc.van: 0.6276, Acc.ship: 0.1037, Acc.fountain: 0.2182, Acc.conveyer belt: 0.6747, Acc.canopy: 0.5231, Acc.washer: 0.7432, Acc.plaything: 0.3546, Acc.swimming pool: 0.6642, Acc.stool: 0.7282, Acc.barrel: 0.7479, Acc.basket: 0.5855, Acc.waterfall: 0.5382, Acc.tent: 0.9858, Acc.bag: 0.3075, Acc.minibike: 0.8943, Acc.cradle: 0.9735, Acc.oven: 0.6830, Acc.ball: 0.2965, Acc.food: 0.7883, Acc.step: 0.4079, Acc.tank: 0.5304, Acc.trade name: 0.3658, Acc.microwave: 0.4453, Acc.pot: 0.6266, Acc.animal: 0.7043, Acc.bicycle: 0.7936, Acc.lake: 0.0006, Acc.dishwasher: 0.8003, Acc.screen: 0.9039, Acc.blanket: 0.1664, Acc.sculpture: 0.8687, Acc.hood: 0.9441, Acc.sconce: 0.7273, Acc.vase: 0.7186, Acc.traffic light: 0.6805, Acc.tray: 0.3084, Acc.ashcan: 0.7119, Acc.fan: 0.8587, Acc.pier: 0.1670, Acc.crt screen: 0.1391, Acc.plate: 0.6181, Acc.monitor: 0.0631, Acc.bulletin board: 0.5647, Acc.shower: 0.2355, Acc.radiator: 0.6600, Acc.glass: 0.2325, Acc.clock: 0.7140, Acc.flag: 0.3769 +2023-11-07 05:22:49,328 - mmseg - INFO - Iter [115050/160000] lr: 2.809e-05, eta: 5:55:51, time: 0.849, data_time: 0.408, memory: 39436, decode.loss_cls: 0.1988, decode.loss_mask: 0.4670, decode.loss_dice: 0.6761, decode.d0.loss_cls: 1.1884, decode.d0.loss_mask: 0.5040, decode.d0.loss_dice: 0.7511, decode.d1.loss_cls: 0.2899, decode.d1.loss_mask: 0.4818, decode.d1.loss_dice: 0.7180, decode.d2.loss_cls: 0.2467, decode.d2.loss_mask: 0.4742, decode.d2.loss_dice: 0.6956, decode.d3.loss_cls: 0.2267, decode.d3.loss_mask: 0.4698, decode.d3.loss_dice: 0.6794, decode.d4.loss_cls: 0.2126, decode.d4.loss_mask: 0.4688, decode.d4.loss_dice: 0.6828, decode.d5.loss_cls: 0.2111, decode.d5.loss_mask: 0.4681, decode.d5.loss_dice: 0.6805, decode.d6.loss_cls: 0.2045, decode.d6.loss_mask: 0.4676, decode.d6.loss_dice: 0.6726, decode.d7.loss_cls: 0.2018, decode.d7.loss_mask: 0.4666, decode.d7.loss_dice: 0.6739, decode.d8.loss_cls: 0.2003, decode.d8.loss_mask: 0.4668, decode.d8.loss_dice: 0.6747, loss: 14.8200, grad_norm: 64.1330 +2023-11-07 05:23:12,087 - mmseg - INFO - Iter [115100/160000] lr: 2.806e-05, eta: 5:55:27, time: 0.455, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2025, decode.loss_mask: 0.4761, decode.loss_dice: 0.7170, decode.d0.loss_cls: 1.2216, decode.d0.loss_mask: 0.5168, decode.d0.loss_dice: 0.7951, decode.d1.loss_cls: 0.2925, decode.d1.loss_mask: 0.4926, decode.d1.loss_dice: 0.7661, decode.d2.loss_cls: 0.2520, decode.d2.loss_mask: 0.4834, decode.d2.loss_dice: 0.7352, decode.d3.loss_cls: 0.2342, decode.d3.loss_mask: 0.4809, decode.d3.loss_dice: 0.7222, decode.d4.loss_cls: 0.2204, decode.d4.loss_mask: 0.4790, decode.d4.loss_dice: 0.7201, decode.d5.loss_cls: 0.2145, decode.d5.loss_mask: 0.4788, decode.d5.loss_dice: 0.7152, decode.d6.loss_cls: 0.2088, decode.d6.loss_mask: 0.4796, decode.d6.loss_dice: 0.7183, decode.d7.loss_cls: 0.2078, decode.d7.loss_mask: 0.4770, decode.d7.loss_dice: 0.7176, decode.d8.loss_cls: 0.2010, decode.d8.loss_mask: 0.4782, decode.d8.loss_dice: 0.7165, loss: 15.4209, grad_norm: 66.4573 +2023-11-07 05:23:34,926 - mmseg - INFO - Iter [115150/160000] lr: 2.803e-05, eta: 5:55:03, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2080, decode.loss_mask: 0.4676, decode.loss_dice: 0.7129, decode.d0.loss_cls: 1.2234, decode.d0.loss_mask: 0.5035, decode.d0.loss_dice: 0.7883, decode.d1.loss_cls: 0.2986, decode.d1.loss_mask: 0.4872, decode.d1.loss_dice: 0.7609, decode.d2.loss_cls: 0.2554, decode.d2.loss_mask: 0.4757, decode.d2.loss_dice: 0.7334, decode.d3.loss_cls: 0.2306, decode.d3.loss_mask: 0.4698, decode.d3.loss_dice: 0.7241, decode.d4.loss_cls: 0.2237, decode.d4.loss_mask: 0.4698, decode.d4.loss_dice: 0.7199, decode.d5.loss_cls: 0.2140, decode.d5.loss_mask: 0.4701, decode.d5.loss_dice: 0.7174, decode.d6.loss_cls: 0.2066, decode.d6.loss_mask: 0.4705, decode.d6.loss_dice: 0.7173, decode.d7.loss_cls: 0.2109, decode.d7.loss_mask: 0.4686, decode.d7.loss_dice: 0.7153, decode.d8.loss_cls: 0.2070, decode.d8.loss_mask: 0.4676, decode.d8.loss_dice: 0.7169, loss: 15.3347, grad_norm: 68.4713 +2023-11-07 05:23:57,754 - mmseg - INFO - Iter [115200/160000] lr: 2.800e-05, eta: 5:54:39, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2022, decode.loss_mask: 0.4624, decode.loss_dice: 0.6984, decode.d0.loss_cls: 1.1877, decode.d0.loss_mask: 0.4976, decode.d0.loss_dice: 0.7763, decode.d1.loss_cls: 0.2906, decode.d1.loss_mask: 0.4813, decode.d1.loss_dice: 0.7424, decode.d2.loss_cls: 0.2479, decode.d2.loss_mask: 0.4699, decode.d2.loss_dice: 0.7248, decode.d3.loss_cls: 0.2329, decode.d3.loss_mask: 0.4654, decode.d3.loss_dice: 0.7078, decode.d4.loss_cls: 0.2197, decode.d4.loss_mask: 0.4665, decode.d4.loss_dice: 0.7098, decode.d5.loss_cls: 0.2142, decode.d5.loss_mask: 0.4643, decode.d5.loss_dice: 0.7023, decode.d6.loss_cls: 0.2102, decode.d6.loss_mask: 0.4648, decode.d6.loss_dice: 0.7015, decode.d7.loss_cls: 0.2069, decode.d7.loss_mask: 0.4633, decode.d7.loss_dice: 0.6990, decode.d8.loss_cls: 0.2030, decode.d8.loss_mask: 0.4637, decode.d8.loss_dice: 0.7021, loss: 15.0785, grad_norm: 58.3629 +2023-11-07 05:24:20,764 - mmseg - INFO - Iter [115250/160000] lr: 2.797e-05, eta: 5:54:15, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1974, decode.loss_mask: 0.4496, decode.loss_dice: 0.6903, decode.d0.loss_cls: 1.1967, decode.d0.loss_mask: 0.4843, decode.d0.loss_dice: 0.7737, decode.d1.loss_cls: 0.2831, decode.d1.loss_mask: 0.4627, decode.d1.loss_dice: 0.7392, decode.d2.loss_cls: 0.2432, decode.d2.loss_mask: 0.4523, decode.d2.loss_dice: 0.7179, decode.d3.loss_cls: 0.2248, decode.d3.loss_mask: 0.4496, decode.d3.loss_dice: 0.6990, decode.d4.loss_cls: 0.2147, decode.d4.loss_mask: 0.4493, decode.d4.loss_dice: 0.7014, decode.d5.loss_cls: 0.2040, decode.d5.loss_mask: 0.4521, decode.d5.loss_dice: 0.7007, decode.d6.loss_cls: 0.2029, decode.d6.loss_mask: 0.4493, decode.d6.loss_dice: 0.6948, decode.d7.loss_cls: 0.2026, decode.d7.loss_mask: 0.4490, decode.d7.loss_dice: 0.6959, decode.d8.loss_cls: 0.1984, decode.d8.loss_mask: 0.4494, decode.d8.loss_dice: 0.6961, loss: 14.8246, grad_norm: 58.4497 +2023-11-07 05:24:43,493 - mmseg - INFO - Iter [115300/160000] lr: 2.794e-05, eta: 5:53:50, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1948, decode.loss_mask: 0.4790, decode.loss_dice: 0.7151, decode.d0.loss_cls: 1.1832, decode.d0.loss_mask: 0.5144, decode.d0.loss_dice: 0.7919, decode.d1.loss_cls: 0.2726, decode.d1.loss_mask: 0.4961, decode.d1.loss_dice: 0.7596, decode.d2.loss_cls: 0.2370, decode.d2.loss_mask: 0.4874, decode.d2.loss_dice: 0.7333, decode.d3.loss_cls: 0.2220, decode.d3.loss_mask: 0.4831, decode.d3.loss_dice: 0.7227, decode.d4.loss_cls: 0.2130, decode.d4.loss_mask: 0.4818, decode.d4.loss_dice: 0.7224, decode.d5.loss_cls: 0.2066, decode.d5.loss_mask: 0.4804, decode.d5.loss_dice: 0.7206, decode.d6.loss_cls: 0.2086, decode.d6.loss_mask: 0.4796, decode.d6.loss_dice: 0.7163, decode.d7.loss_cls: 0.1971, decode.d7.loss_mask: 0.4788, decode.d7.loss_dice: 0.7147, decode.d8.loss_cls: 0.1918, decode.d8.loss_mask: 0.4788, decode.d8.loss_dice: 0.7107, loss: 15.2932, grad_norm: 67.7037 +2023-11-07 05:25:06,460 - mmseg - INFO - Iter [115350/160000] lr: 2.791e-05, eta: 5:53:26, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2102, decode.loss_mask: 0.4830, decode.loss_dice: 0.7320, decode.d0.loss_cls: 1.2035, decode.d0.loss_mask: 0.5216, decode.d0.loss_dice: 0.7991, decode.d1.loss_cls: 0.2979, decode.d1.loss_mask: 0.5013, decode.d1.loss_dice: 0.7694, decode.d2.loss_cls: 0.2711, decode.d2.loss_mask: 0.4901, decode.d2.loss_dice: 0.7435, decode.d3.loss_cls: 0.2409, decode.d3.loss_mask: 0.4853, decode.d3.loss_dice: 0.7316, decode.d4.loss_cls: 0.2316, decode.d4.loss_mask: 0.4859, decode.d4.loss_dice: 0.7317, decode.d5.loss_cls: 0.2189, decode.d5.loss_mask: 0.4862, decode.d5.loss_dice: 0.7313, decode.d6.loss_cls: 0.2168, decode.d6.loss_mask: 0.4842, decode.d6.loss_dice: 0.7315, decode.d7.loss_cls: 0.2130, decode.d7.loss_mask: 0.4833, decode.d7.loss_dice: 0.7286, decode.d8.loss_cls: 0.2062, decode.d8.loss_mask: 0.4834, decode.d8.loss_dice: 0.7321, loss: 15.6453, grad_norm: 68.9530 +2023-11-07 05:25:29,324 - mmseg - INFO - Iter [115400/160000] lr: 2.788e-05, eta: 5:53:02, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2123, decode.loss_mask: 0.4671, decode.loss_dice: 0.7084, decode.d0.loss_cls: 1.1989, decode.d0.loss_mask: 0.5047, decode.d0.loss_dice: 0.7947, decode.d1.loss_cls: 0.3067, decode.d1.loss_mask: 0.4826, decode.d1.loss_dice: 0.7518, decode.d2.loss_cls: 0.2568, decode.d2.loss_mask: 0.4743, decode.d2.loss_dice: 0.7277, decode.d3.loss_cls: 0.2418, decode.d3.loss_mask: 0.4704, decode.d3.loss_dice: 0.7167, decode.d4.loss_cls: 0.2280, decode.d4.loss_mask: 0.4687, decode.d4.loss_dice: 0.7182, decode.d5.loss_cls: 0.2209, decode.d5.loss_mask: 0.4676, decode.d5.loss_dice: 0.7130, decode.d6.loss_cls: 0.2191, decode.d6.loss_mask: 0.4652, decode.d6.loss_dice: 0.7092, decode.d7.loss_cls: 0.2171, decode.d7.loss_mask: 0.4657, decode.d7.loss_dice: 0.7085, decode.d8.loss_cls: 0.2140, decode.d8.loss_mask: 0.4656, decode.d8.loss_dice: 0.7079, loss: 15.3037, grad_norm: 69.4565 +2023-11-07 05:25:52,202 - mmseg - INFO - Iter [115450/160000] lr: 2.784e-05, eta: 5:52:38, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1929, decode.loss_mask: 0.4577, decode.loss_dice: 0.6882, decode.d0.loss_cls: 1.1907, decode.d0.loss_mask: 0.4962, decode.d0.loss_dice: 0.7620, decode.d1.loss_cls: 0.2823, decode.d1.loss_mask: 0.4726, decode.d1.loss_dice: 0.7302, decode.d2.loss_cls: 0.2324, decode.d2.loss_mask: 0.4648, decode.d2.loss_dice: 0.7119, decode.d3.loss_cls: 0.2229, decode.d3.loss_mask: 0.4607, decode.d3.loss_dice: 0.6973, decode.d4.loss_cls: 0.2143, decode.d4.loss_mask: 0.4601, decode.d4.loss_dice: 0.6925, decode.d5.loss_cls: 0.2095, decode.d5.loss_mask: 0.4584, decode.d5.loss_dice: 0.6957, decode.d6.loss_cls: 0.2078, decode.d6.loss_mask: 0.4596, decode.d6.loss_dice: 0.6887, decode.d7.loss_cls: 0.1988, decode.d7.loss_mask: 0.4573, decode.d7.loss_dice: 0.6878, decode.d8.loss_cls: 0.1958, decode.d8.loss_mask: 0.4577, decode.d8.loss_dice: 0.6885, loss: 14.8352, grad_norm: 65.2604 +2023-11-07 05:26:14,726 - mmseg - INFO - Iter [115500/160000] lr: 2.781e-05, eta: 5:52:14, time: 0.451, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1854, decode.loss_mask: 0.4575, decode.loss_dice: 0.6830, decode.d0.loss_cls: 1.1632, decode.d0.loss_mask: 0.4953, decode.d0.loss_dice: 0.7614, decode.d1.loss_cls: 0.2682, decode.d1.loss_mask: 0.4750, decode.d1.loss_dice: 0.7265, decode.d2.loss_cls: 0.2221, decode.d2.loss_mask: 0.4663, decode.d2.loss_dice: 0.7072, decode.d3.loss_cls: 0.2075, decode.d3.loss_mask: 0.4611, decode.d3.loss_dice: 0.6902, decode.d4.loss_cls: 0.1976, decode.d4.loss_mask: 0.4576, decode.d4.loss_dice: 0.6843, decode.d5.loss_cls: 0.1948, decode.d5.loss_mask: 0.4587, decode.d5.loss_dice: 0.6860, decode.d6.loss_cls: 0.1945, decode.d6.loss_mask: 0.4579, decode.d6.loss_dice: 0.6820, decode.d7.loss_cls: 0.1937, decode.d7.loss_mask: 0.4578, decode.d7.loss_dice: 0.6813, decode.d8.loss_cls: 0.1881, decode.d8.loss_mask: 0.4569, decode.d8.loss_dice: 0.6793, loss: 14.6404, grad_norm: 61.6984 +2023-11-07 05:26:37,455 - mmseg - INFO - Iter [115550/160000] lr: 2.778e-05, eta: 5:51:50, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1963, decode.loss_mask: 0.4796, decode.loss_dice: 0.6784, decode.d0.loss_cls: 1.1823, decode.d0.loss_mask: 0.5179, decode.d0.loss_dice: 0.7593, decode.d1.loss_cls: 0.2715, decode.d1.loss_mask: 0.4935, decode.d1.loss_dice: 0.7197, decode.d2.loss_cls: 0.2355, decode.d2.loss_mask: 0.4864, decode.d2.loss_dice: 0.7007, decode.d3.loss_cls: 0.2211, decode.d3.loss_mask: 0.4806, decode.d3.loss_dice: 0.6800, decode.d4.loss_cls: 0.2066, decode.d4.loss_mask: 0.4812, decode.d4.loss_dice: 0.6831, decode.d5.loss_cls: 0.2017, decode.d5.loss_mask: 0.4799, decode.d5.loss_dice: 0.6821, decode.d6.loss_cls: 0.1981, decode.d6.loss_mask: 0.4794, decode.d6.loss_dice: 0.6762, decode.d7.loss_cls: 0.1927, decode.d7.loss_mask: 0.4804, decode.d7.loss_dice: 0.6781, decode.d8.loss_cls: 0.1914, decode.d8.loss_mask: 0.4796, decode.d8.loss_dice: 0.6767, loss: 14.8901, grad_norm: 62.8891 +2023-11-07 05:27:00,342 - mmseg - INFO - Iter [115600/160000] lr: 2.775e-05, eta: 5:51:26, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1990, decode.loss_mask: 0.4908, decode.loss_dice: 0.7123, decode.d0.loss_cls: 1.2081, decode.d0.loss_mask: 0.5313, decode.d0.loss_dice: 0.7903, decode.d1.loss_cls: 0.2910, decode.d1.loss_mask: 0.5082, decode.d1.loss_dice: 0.7546, decode.d2.loss_cls: 0.2429, decode.d2.loss_mask: 0.4975, decode.d2.loss_dice: 0.7306, decode.d3.loss_cls: 0.2260, decode.d3.loss_mask: 0.4940, decode.d3.loss_dice: 0.7166, decode.d4.loss_cls: 0.2155, decode.d4.loss_mask: 0.4921, decode.d4.loss_dice: 0.7195, decode.d5.loss_cls: 0.2045, decode.d5.loss_mask: 0.4942, decode.d5.loss_dice: 0.7162, decode.d6.loss_cls: 0.2062, decode.d6.loss_mask: 0.4912, decode.d6.loss_dice: 0.7118, decode.d7.loss_cls: 0.1999, decode.d7.loss_mask: 0.4926, decode.d7.loss_dice: 0.7172, decode.d8.loss_cls: 0.1957, decode.d8.loss_mask: 0.4908, decode.d8.loss_dice: 0.7168, loss: 15.4575, grad_norm: 73.1246 +2023-11-07 05:27:23,258 - mmseg - INFO - Iter [115650/160000] lr: 2.772e-05, eta: 5:51:02, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2075, decode.loss_mask: 0.4847, decode.loss_dice: 0.7139, decode.d0.loss_cls: 1.1934, decode.d0.loss_mask: 0.5220, decode.d0.loss_dice: 0.7922, decode.d1.loss_cls: 0.2913, decode.d1.loss_mask: 0.4994, decode.d1.loss_dice: 0.7555, decode.d2.loss_cls: 0.2515, decode.d2.loss_mask: 0.4886, decode.d2.loss_dice: 0.7357, decode.d3.loss_cls: 0.2362, decode.d3.loss_mask: 0.4851, decode.d3.loss_dice: 0.7176, decode.d4.loss_cls: 0.2261, decode.d4.loss_mask: 0.4840, decode.d4.loss_dice: 0.7159, decode.d5.loss_cls: 0.2209, decode.d5.loss_mask: 0.4825, decode.d5.loss_dice: 0.7150, decode.d6.loss_cls: 0.2144, decode.d6.loss_mask: 0.4832, decode.d6.loss_dice: 0.7128, decode.d7.loss_cls: 0.2082, decode.d7.loss_mask: 0.4832, decode.d7.loss_dice: 0.7133, decode.d8.loss_cls: 0.2081, decode.d8.loss_mask: 0.4845, decode.d8.loss_dice: 0.7133, loss: 15.4399, grad_norm: 66.0088 +2023-11-07 05:27:46,263 - mmseg - INFO - Iter [115700/160000] lr: 2.769e-05, eta: 5:50:38, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2046, decode.loss_mask: 0.4697, decode.loss_dice: 0.7081, decode.d0.loss_cls: 1.2115, decode.d0.loss_mask: 0.5124, decode.d0.loss_dice: 0.7921, decode.d1.loss_cls: 0.2973, decode.d1.loss_mask: 0.4910, decode.d1.loss_dice: 0.7536, decode.d2.loss_cls: 0.2444, decode.d2.loss_mask: 0.4776, decode.d2.loss_dice: 0.7336, decode.d3.loss_cls: 0.2301, decode.d3.loss_mask: 0.4739, decode.d3.loss_dice: 0.7179, decode.d4.loss_cls: 0.2234, decode.d4.loss_mask: 0.4709, decode.d4.loss_dice: 0.7153, decode.d5.loss_cls: 0.2185, decode.d5.loss_mask: 0.4709, decode.d5.loss_dice: 0.7121, decode.d6.loss_cls: 0.2129, decode.d6.loss_mask: 0.4705, decode.d6.loss_dice: 0.7059, decode.d7.loss_cls: 0.2129, decode.d7.loss_mask: 0.4705, decode.d7.loss_dice: 0.7098, decode.d8.loss_cls: 0.2093, decode.d8.loss_mask: 0.4698, decode.d8.loss_dice: 0.7080, loss: 15.2987, grad_norm: 64.3560 +2023-11-07 05:28:09,464 - mmseg - INFO - Iter [115750/160000] lr: 2.766e-05, eta: 5:50:14, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2042, decode.loss_mask: 0.4401, decode.loss_dice: 0.6867, decode.d0.loss_cls: 1.1924, decode.d0.loss_mask: 0.4776, decode.d0.loss_dice: 0.7601, decode.d1.loss_cls: 0.2757, decode.d1.loss_mask: 0.4599, decode.d1.loss_dice: 0.7339, decode.d2.loss_cls: 0.2466, decode.d2.loss_mask: 0.4495, decode.d2.loss_dice: 0.7147, decode.d3.loss_cls: 0.2271, decode.d3.loss_mask: 0.4454, decode.d3.loss_dice: 0.6971, decode.d4.loss_cls: 0.2194, decode.d4.loss_mask: 0.4439, decode.d4.loss_dice: 0.6945, decode.d5.loss_cls: 0.2091, decode.d5.loss_mask: 0.4426, decode.d5.loss_dice: 0.6948, decode.d6.loss_cls: 0.2071, decode.d6.loss_mask: 0.4424, decode.d6.loss_dice: 0.6870, decode.d7.loss_cls: 0.2043, decode.d7.loss_mask: 0.4415, decode.d7.loss_dice: 0.6842, decode.d8.loss_cls: 0.2034, decode.d8.loss_mask: 0.4419, decode.d8.loss_dice: 0.6874, loss: 14.7147, grad_norm: 60.3629 +2023-11-07 05:28:32,543 - mmseg - INFO - Iter [115800/160000] lr: 2.763e-05, eta: 5:49:50, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1996, decode.loss_mask: 0.4791, decode.loss_dice: 0.7105, decode.d0.loss_cls: 1.1905, decode.d0.loss_mask: 0.5236, decode.d0.loss_dice: 0.7810, decode.d1.loss_cls: 0.2791, decode.d1.loss_mask: 0.4978, decode.d1.loss_dice: 0.7521, decode.d2.loss_cls: 0.2432, decode.d2.loss_mask: 0.4889, decode.d2.loss_dice: 0.7297, decode.d3.loss_cls: 0.2223, decode.d3.loss_mask: 0.4860, decode.d3.loss_dice: 0.7193, decode.d4.loss_cls: 0.2139, decode.d4.loss_mask: 0.4813, decode.d4.loss_dice: 0.7145, decode.d5.loss_cls: 0.2056, decode.d5.loss_mask: 0.4818, decode.d5.loss_dice: 0.7198, decode.d6.loss_cls: 0.2094, decode.d6.loss_mask: 0.4790, decode.d6.loss_dice: 0.7072, decode.d7.loss_cls: 0.2052, decode.d7.loss_mask: 0.4783, decode.d7.loss_dice: 0.7055, decode.d8.loss_cls: 0.2041, decode.d8.loss_mask: 0.4786, decode.d8.loss_dice: 0.7083, loss: 15.2953, grad_norm: 69.3560 +2023-11-07 05:28:55,376 - mmseg - INFO - Iter [115850/160000] lr: 2.759e-05, eta: 5:49:26, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2202, decode.loss_mask: 0.4855, decode.loss_dice: 0.7151, decode.d0.loss_cls: 1.1736, decode.d0.loss_mask: 0.5239, decode.d0.loss_dice: 0.7950, decode.d1.loss_cls: 0.2993, decode.d1.loss_mask: 0.5017, decode.d1.loss_dice: 0.7579, decode.d2.loss_cls: 0.2582, decode.d2.loss_mask: 0.4888, decode.d2.loss_dice: 0.7386, decode.d3.loss_cls: 0.2412, decode.d3.loss_mask: 0.4869, decode.d3.loss_dice: 0.7188, decode.d4.loss_cls: 0.2354, decode.d4.loss_mask: 0.4858, decode.d4.loss_dice: 0.7226, decode.d5.loss_cls: 0.2314, decode.d5.loss_mask: 0.4827, decode.d5.loss_dice: 0.7173, decode.d6.loss_cls: 0.2257, decode.d6.loss_mask: 0.4854, decode.d6.loss_dice: 0.7143, decode.d7.loss_cls: 0.2214, decode.d7.loss_mask: 0.4845, decode.d7.loss_dice: 0.7167, decode.d8.loss_cls: 0.2269, decode.d8.loss_mask: 0.4844, decode.d8.loss_dice: 0.7175, loss: 15.5569, grad_norm: 74.0947 +2023-11-07 05:29:18,262 - mmseg - INFO - Iter [115900/160000] lr: 2.756e-05, eta: 5:49:02, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2110, decode.loss_mask: 0.4594, decode.loss_dice: 0.7017, decode.d0.loss_cls: 1.1943, decode.d0.loss_mask: 0.4959, decode.d0.loss_dice: 0.7777, decode.d1.loss_cls: 0.2980, decode.d1.loss_mask: 0.4744, decode.d1.loss_dice: 0.7386, decode.d2.loss_cls: 0.2513, decode.d2.loss_mask: 0.4675, decode.d2.loss_dice: 0.7208, decode.d3.loss_cls: 0.2406, decode.d3.loss_mask: 0.4618, decode.d3.loss_dice: 0.7086, decode.d4.loss_cls: 0.2310, decode.d4.loss_mask: 0.4613, decode.d4.loss_dice: 0.7059, decode.d5.loss_cls: 0.2194, decode.d5.loss_mask: 0.4600, decode.d5.loss_dice: 0.7072, decode.d6.loss_cls: 0.2150, decode.d6.loss_mask: 0.4605, decode.d6.loss_dice: 0.7030, decode.d7.loss_cls: 0.2084, decode.d7.loss_mask: 0.4583, decode.d7.loss_dice: 0.6989, decode.d8.loss_cls: 0.2099, decode.d8.loss_mask: 0.4579, decode.d8.loss_dice: 0.7012, loss: 15.0999, grad_norm: 61.2282 +2023-11-07 05:29:41,161 - mmseg - INFO - Iter [115950/160000] lr: 2.753e-05, eta: 5:48:38, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2142, decode.loss_mask: 0.4699, decode.loss_dice: 0.7105, decode.d0.loss_cls: 1.1958, decode.d0.loss_mask: 0.5042, decode.d0.loss_dice: 0.7928, decode.d1.loss_cls: 0.2956, decode.d1.loss_mask: 0.4874, decode.d1.loss_dice: 0.7531, decode.d2.loss_cls: 0.2558, decode.d2.loss_mask: 0.4767, decode.d2.loss_dice: 0.7313, decode.d3.loss_cls: 0.2377, decode.d3.loss_mask: 0.4726, decode.d3.loss_dice: 0.7210, decode.d4.loss_cls: 0.2301, decode.d4.loss_mask: 0.4697, decode.d4.loss_dice: 0.7169, decode.d5.loss_cls: 0.2201, decode.d5.loss_mask: 0.4700, decode.d5.loss_dice: 0.7140, decode.d6.loss_cls: 0.2176, decode.d6.loss_mask: 0.4702, decode.d6.loss_dice: 0.7124, decode.d7.loss_cls: 0.2108, decode.d7.loss_mask: 0.4692, decode.d7.loss_dice: 0.7116, decode.d8.loss_cls: 0.2131, decode.d8.loss_mask: 0.4698, decode.d8.loss_dice: 0.7111, loss: 15.3249, grad_norm: 62.5315 +2023-11-07 05:30:04,183 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 05:30:04,183 - mmseg - INFO - Iter [116000/160000] lr: 2.750e-05, eta: 5:48:14, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2007, decode.loss_mask: 0.4558, decode.loss_dice: 0.7148, decode.d0.loss_cls: 1.2158, decode.d0.loss_mask: 0.4921, decode.d0.loss_dice: 0.7946, decode.d1.loss_cls: 0.2916, decode.d1.loss_mask: 0.4758, decode.d1.loss_dice: 0.7579, decode.d2.loss_cls: 0.2429, decode.d2.loss_mask: 0.4644, decode.d2.loss_dice: 0.7392, decode.d3.loss_cls: 0.2247, decode.d3.loss_mask: 0.4595, decode.d3.loss_dice: 0.7227, decode.d4.loss_cls: 0.2194, decode.d4.loss_mask: 0.4592, decode.d4.loss_dice: 0.7198, decode.d5.loss_cls: 0.2091, decode.d5.loss_mask: 0.4591, decode.d5.loss_dice: 0.7216, decode.d6.loss_cls: 0.2114, decode.d6.loss_mask: 0.4567, decode.d6.loss_dice: 0.7151, decode.d7.loss_cls: 0.2035, decode.d7.loss_mask: 0.4576, decode.d7.loss_dice: 0.7183, decode.d8.loss_cls: 0.2022, decode.d8.loss_mask: 0.4558, decode.d8.loss_dice: 0.7185, loss: 15.1798, grad_norm: 63.6669 +2023-11-07 05:30:27,138 - mmseg - INFO - Iter [116050/160000] lr: 2.747e-05, eta: 5:47:49, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2194, decode.loss_mask: 0.4718, decode.loss_dice: 0.7209, decode.d0.loss_cls: 1.1931, decode.d0.loss_mask: 0.5087, decode.d0.loss_dice: 0.7971, decode.d1.loss_cls: 0.2961, decode.d1.loss_mask: 0.4862, decode.d1.loss_dice: 0.7626, decode.d2.loss_cls: 0.2666, decode.d2.loss_mask: 0.4790, decode.d2.loss_dice: 0.7390, decode.d3.loss_cls: 0.2502, decode.d3.loss_mask: 0.4731, decode.d3.loss_dice: 0.7233, decode.d4.loss_cls: 0.2374, decode.d4.loss_mask: 0.4723, decode.d4.loss_dice: 0.7255, decode.d5.loss_cls: 0.2246, decode.d5.loss_mask: 0.4724, decode.d5.loss_dice: 0.7235, decode.d6.loss_cls: 0.2264, decode.d6.loss_mask: 0.4713, decode.d6.loss_dice: 0.7216, decode.d7.loss_cls: 0.2160, decode.d7.loss_mask: 0.4724, decode.d7.loss_dice: 0.7249, decode.d8.loss_cls: 0.2174, decode.d8.loss_mask: 0.4726, decode.d8.loss_dice: 0.7204, loss: 15.4856, grad_norm: 62.7979 +2023-11-07 05:30:49,965 - mmseg - INFO - Iter [116100/160000] lr: 2.744e-05, eta: 5:47:25, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2037, decode.loss_mask: 0.4625, decode.loss_dice: 0.6885, decode.d0.loss_cls: 1.1946, decode.d0.loss_mask: 0.4990, decode.d0.loss_dice: 0.7697, decode.d1.loss_cls: 0.3001, decode.d1.loss_mask: 0.4827, decode.d1.loss_dice: 0.7361, decode.d2.loss_cls: 0.2560, decode.d2.loss_mask: 0.4685, decode.d2.loss_dice: 0.7101, decode.d3.loss_cls: 0.2391, decode.d3.loss_mask: 0.4638, decode.d3.loss_dice: 0.6934, decode.d4.loss_cls: 0.2261, decode.d4.loss_mask: 0.4626, decode.d4.loss_dice: 0.6915, decode.d5.loss_cls: 0.2189, decode.d5.loss_mask: 0.4621, decode.d5.loss_dice: 0.6923, decode.d6.loss_cls: 0.2144, decode.d6.loss_mask: 0.4636, decode.d6.loss_dice: 0.6885, decode.d7.loss_cls: 0.2069, decode.d7.loss_mask: 0.4631, decode.d7.loss_dice: 0.6914, decode.d8.loss_cls: 0.2052, decode.d8.loss_mask: 0.4612, decode.d8.loss_dice: 0.6931, loss: 15.0087, grad_norm: 68.3847 +2023-11-07 05:31:13,002 - mmseg - INFO - Iter [116150/160000] lr: 2.741e-05, eta: 5:47:01, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2031, decode.loss_mask: 0.4495, decode.loss_dice: 0.7003, decode.d0.loss_cls: 1.2196, decode.d0.loss_mask: 0.4854, decode.d0.loss_dice: 0.7713, decode.d1.loss_cls: 0.2899, decode.d1.loss_mask: 0.4630, decode.d1.loss_dice: 0.7397, decode.d2.loss_cls: 0.2496, decode.d2.loss_mask: 0.4572, decode.d2.loss_dice: 0.7212, decode.d3.loss_cls: 0.2295, decode.d3.loss_mask: 0.4520, decode.d3.loss_dice: 0.7077, decode.d4.loss_cls: 0.2182, decode.d4.loss_mask: 0.4533, decode.d4.loss_dice: 0.7073, decode.d5.loss_cls: 0.2129, decode.d5.loss_mask: 0.4524, decode.d5.loss_dice: 0.7040, decode.d6.loss_cls: 0.2097, decode.d6.loss_mask: 0.4508, decode.d6.loss_dice: 0.7021, decode.d7.loss_cls: 0.2089, decode.d7.loss_mask: 0.4502, decode.d7.loss_dice: 0.7011, decode.d8.loss_cls: 0.2070, decode.d8.loss_mask: 0.4500, decode.d8.loss_dice: 0.7025, loss: 14.9693, grad_norm: 61.6012 +2023-11-07 05:31:38,293 - mmseg - INFO - Iter [116200/160000] lr: 2.738e-05, eta: 5:46:38, time: 0.506, data_time: 0.057, memory: 39436, decode.loss_cls: 0.2070, decode.loss_mask: 0.4664, decode.loss_dice: 0.6843, decode.d0.loss_cls: 1.2055, decode.d0.loss_mask: 0.5074, decode.d0.loss_dice: 0.7606, decode.d1.loss_cls: 0.2772, decode.d1.loss_mask: 0.4839, decode.d1.loss_dice: 0.7337, decode.d2.loss_cls: 0.2484, decode.d2.loss_mask: 0.4742, decode.d2.loss_dice: 0.7051, decode.d3.loss_cls: 0.2338, decode.d3.loss_mask: 0.4690, decode.d3.loss_dice: 0.6894, decode.d4.loss_cls: 0.2184, decode.d4.loss_mask: 0.4683, decode.d4.loss_dice: 0.6877, decode.d5.loss_cls: 0.2142, decode.d5.loss_mask: 0.4686, decode.d5.loss_dice: 0.6879, decode.d6.loss_cls: 0.2108, decode.d6.loss_mask: 0.4690, decode.d6.loss_dice: 0.6861, decode.d7.loss_cls: 0.2105, decode.d7.loss_mask: 0.4667, decode.d7.loss_dice: 0.6834, decode.d8.loss_cls: 0.2107, decode.d8.loss_mask: 0.4678, decode.d8.loss_dice: 0.6872, loss: 14.9833, grad_norm: 64.2854 +2023-11-07 05:32:00,986 - mmseg - INFO - Iter [116250/160000] lr: 2.734e-05, eta: 5:46:14, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2013, decode.loss_mask: 0.4633, decode.loss_dice: 0.6831, decode.d0.loss_cls: 1.1825, decode.d0.loss_mask: 0.5000, decode.d0.loss_dice: 0.7591, decode.d1.loss_cls: 0.2861, decode.d1.loss_mask: 0.4799, decode.d1.loss_dice: 0.7247, decode.d2.loss_cls: 0.2399, decode.d2.loss_mask: 0.4692, decode.d2.loss_dice: 0.7030, decode.d3.loss_cls: 0.2250, decode.d3.loss_mask: 0.4667, decode.d3.loss_dice: 0.6885, decode.d4.loss_cls: 0.2162, decode.d4.loss_mask: 0.4644, decode.d4.loss_dice: 0.6894, decode.d5.loss_cls: 0.2110, decode.d5.loss_mask: 0.4635, decode.d5.loss_dice: 0.6855, decode.d6.loss_cls: 0.2104, decode.d6.loss_mask: 0.4649, decode.d6.loss_dice: 0.6791, decode.d7.loss_cls: 0.2032, decode.d7.loss_mask: 0.4643, decode.d7.loss_dice: 0.6838, decode.d8.loss_cls: 0.2037, decode.d8.loss_mask: 0.4639, decode.d8.loss_dice: 0.6801, loss: 14.8557, grad_norm: 66.3422 +2023-11-07 05:32:23,890 - mmseg - INFO - Iter [116300/160000] lr: 2.731e-05, eta: 5:45:50, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1906, decode.loss_mask: 0.4646, decode.loss_dice: 0.6785, decode.d0.loss_cls: 1.1764, decode.d0.loss_mask: 0.5016, decode.d0.loss_dice: 0.7569, decode.d1.loss_cls: 0.2642, decode.d1.loss_mask: 0.4800, decode.d1.loss_dice: 0.7253, decode.d2.loss_cls: 0.2312, decode.d2.loss_mask: 0.4747, decode.d2.loss_dice: 0.7059, decode.d3.loss_cls: 0.2140, decode.d3.loss_mask: 0.4692, decode.d3.loss_dice: 0.6899, decode.d4.loss_cls: 0.1984, decode.d4.loss_mask: 0.4691, decode.d4.loss_dice: 0.6886, decode.d5.loss_cls: 0.1996, decode.d5.loss_mask: 0.4668, decode.d5.loss_dice: 0.6829, decode.d6.loss_cls: 0.1968, decode.d6.loss_mask: 0.4673, decode.d6.loss_dice: 0.6836, decode.d7.loss_cls: 0.1907, decode.d7.loss_mask: 0.4655, decode.d7.loss_dice: 0.6837, decode.d8.loss_cls: 0.1896, decode.d8.loss_mask: 0.4651, decode.d8.loss_dice: 0.6806, loss: 14.7512, grad_norm: 66.5211 +2023-11-07 05:32:46,727 - mmseg - INFO - Iter [116350/160000] lr: 2.728e-05, eta: 5:45:26, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2198, decode.loss_mask: 0.4597, decode.loss_dice: 0.7185, decode.d0.loss_cls: 1.2136, decode.d0.loss_mask: 0.5038, decode.d0.loss_dice: 0.7964, decode.d1.loss_cls: 0.2993, decode.d1.loss_mask: 0.4750, decode.d1.loss_dice: 0.7627, decode.d2.loss_cls: 0.2615, decode.d2.loss_mask: 0.4663, decode.d2.loss_dice: 0.7416, decode.d3.loss_cls: 0.2398, decode.d3.loss_mask: 0.4616, decode.d3.loss_dice: 0.7241, decode.d4.loss_cls: 0.2342, decode.d4.loss_mask: 0.4627, decode.d4.loss_dice: 0.7269, decode.d5.loss_cls: 0.2284, decode.d5.loss_mask: 0.4608, decode.d5.loss_dice: 0.7247, decode.d6.loss_cls: 0.2245, decode.d6.loss_mask: 0.4599, decode.d6.loss_dice: 0.7208, decode.d7.loss_cls: 0.2196, decode.d7.loss_mask: 0.4595, decode.d7.loss_dice: 0.7225, decode.d8.loss_cls: 0.2153, decode.d8.loss_mask: 0.4592, decode.d8.loss_dice: 0.7228, loss: 15.3855, grad_norm: 66.6547 +2023-11-07 05:33:09,566 - mmseg - INFO - Iter [116400/160000] lr: 2.725e-05, eta: 5:45:02, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1891, decode.loss_mask: 0.4867, decode.loss_dice: 0.7024, decode.d0.loss_cls: 1.1674, decode.d0.loss_mask: 0.5234, decode.d0.loss_dice: 0.7646, decode.d1.loss_cls: 0.2734, decode.d1.loss_mask: 0.5057, decode.d1.loss_dice: 0.7452, decode.d2.loss_cls: 0.2372, decode.d2.loss_mask: 0.4946, decode.d2.loss_dice: 0.7226, decode.d3.loss_cls: 0.2165, decode.d3.loss_mask: 0.4889, decode.d3.loss_dice: 0.7080, decode.d4.loss_cls: 0.2069, decode.d4.loss_mask: 0.4874, decode.d4.loss_dice: 0.7074, decode.d5.loss_cls: 0.2040, decode.d5.loss_mask: 0.4876, decode.d5.loss_dice: 0.7063, decode.d6.loss_cls: 0.1984, decode.d6.loss_mask: 0.4864, decode.d6.loss_dice: 0.7028, decode.d7.loss_cls: 0.1932, decode.d7.loss_mask: 0.4867, decode.d7.loss_dice: 0.7011, decode.d8.loss_cls: 0.1924, decode.d8.loss_mask: 0.4852, decode.d8.loss_dice: 0.6997, loss: 15.1710, grad_norm: 68.7226 +2023-11-07 05:33:32,441 - mmseg - INFO - Iter [116450/160000] lr: 2.722e-05, eta: 5:44:38, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2004, decode.loss_mask: 0.4723, decode.loss_dice: 0.7012, decode.d0.loss_cls: 1.1741, decode.d0.loss_mask: 0.5119, decode.d0.loss_dice: 0.7677, decode.d1.loss_cls: 0.2804, decode.d1.loss_mask: 0.4883, decode.d1.loss_dice: 0.7446, decode.d2.loss_cls: 0.2373, decode.d2.loss_mask: 0.4794, decode.d2.loss_dice: 0.7224, decode.d3.loss_cls: 0.2243, decode.d3.loss_mask: 0.4761, decode.d3.loss_dice: 0.7127, decode.d4.loss_cls: 0.2135, decode.d4.loss_mask: 0.4753, decode.d4.loss_dice: 0.7034, decode.d5.loss_cls: 0.2094, decode.d5.loss_mask: 0.4737, decode.d5.loss_dice: 0.7052, decode.d6.loss_cls: 0.2118, decode.d6.loss_mask: 0.4729, decode.d6.loss_dice: 0.6988, decode.d7.loss_cls: 0.2056, decode.d7.loss_mask: 0.4735, decode.d7.loss_dice: 0.7008, decode.d8.loss_cls: 0.2014, decode.d8.loss_mask: 0.4714, decode.d8.loss_dice: 0.7014, loss: 15.1111, grad_norm: 68.7354 +2023-11-07 05:33:55,148 - mmseg - INFO - Iter [116500/160000] lr: 2.719e-05, eta: 5:44:14, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2100, decode.loss_mask: 0.4629, decode.loss_dice: 0.7150, decode.d0.loss_cls: 1.2306, decode.d0.loss_mask: 0.4985, decode.d0.loss_dice: 0.7814, decode.d1.loss_cls: 0.2951, decode.d1.loss_mask: 0.4802, decode.d1.loss_dice: 0.7554, decode.d2.loss_cls: 0.2606, decode.d2.loss_mask: 0.4680, decode.d2.loss_dice: 0.7291, decode.d3.loss_cls: 0.2397, decode.d3.loss_mask: 0.4653, decode.d3.loss_dice: 0.7159, decode.d4.loss_cls: 0.2248, decode.d4.loss_mask: 0.4640, decode.d4.loss_dice: 0.7171, decode.d5.loss_cls: 0.2190, decode.d5.loss_mask: 0.4638, decode.d5.loss_dice: 0.7145, decode.d6.loss_cls: 0.2172, decode.d6.loss_mask: 0.4632, decode.d6.loss_dice: 0.7089, decode.d7.loss_cls: 0.2105, decode.d7.loss_mask: 0.4630, decode.d7.loss_dice: 0.7086, decode.d8.loss_cls: 0.2088, decode.d8.loss_mask: 0.4625, decode.d8.loss_dice: 0.7126, loss: 15.2659, grad_norm: 69.4069 +2023-11-07 05:34:18,065 - mmseg - INFO - Iter [116550/160000] lr: 2.716e-05, eta: 5:43:50, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1783, decode.loss_mask: 0.4599, decode.loss_dice: 0.6814, decode.d0.loss_cls: 1.1583, decode.d0.loss_mask: 0.4975, decode.d0.loss_dice: 0.7580, decode.d1.loss_cls: 0.2646, decode.d1.loss_mask: 0.4735, decode.d1.loss_dice: 0.7234, decode.d2.loss_cls: 0.2267, decode.d2.loss_mask: 0.4658, decode.d2.loss_dice: 0.7038, decode.d3.loss_cls: 0.2104, decode.d3.loss_mask: 0.4606, decode.d3.loss_dice: 0.6856, decode.d4.loss_cls: 0.1925, decode.d4.loss_mask: 0.4606, decode.d4.loss_dice: 0.6851, decode.d5.loss_cls: 0.1868, decode.d5.loss_mask: 0.4599, decode.d5.loss_dice: 0.6884, decode.d6.loss_cls: 0.1860, decode.d6.loss_mask: 0.4598, decode.d6.loss_dice: 0.6831, decode.d7.loss_cls: 0.1814, decode.d7.loss_mask: 0.4603, decode.d7.loss_dice: 0.6821, decode.d8.loss_cls: 0.1784, decode.d8.loss_mask: 0.4597, decode.d8.loss_dice: 0.6858, loss: 14.5977, grad_norm: 65.7649 +2023-11-07 05:34:40,992 - mmseg - INFO - Iter [116600/160000] lr: 2.713e-05, eta: 5:43:26, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2026, decode.loss_mask: 0.4445, decode.loss_dice: 0.6802, decode.d0.loss_cls: 1.2053, decode.d0.loss_mask: 0.4800, decode.d0.loss_dice: 0.7577, decode.d1.loss_cls: 0.2915, decode.d1.loss_mask: 0.4601, decode.d1.loss_dice: 0.7172, decode.d2.loss_cls: 0.2498, decode.d2.loss_mask: 0.4504, decode.d2.loss_dice: 0.6985, decode.d3.loss_cls: 0.2282, decode.d3.loss_mask: 0.4476, decode.d3.loss_dice: 0.6844, decode.d4.loss_cls: 0.2209, decode.d4.loss_mask: 0.4467, decode.d4.loss_dice: 0.6834, decode.d5.loss_cls: 0.2127, decode.d5.loss_mask: 0.4453, decode.d5.loss_dice: 0.6837, decode.d6.loss_cls: 0.2105, decode.d6.loss_mask: 0.4463, decode.d6.loss_dice: 0.6777, decode.d7.loss_cls: 0.2054, decode.d7.loss_mask: 0.4456, decode.d7.loss_dice: 0.6788, decode.d8.loss_cls: 0.2025, decode.d8.loss_mask: 0.4443, decode.d8.loss_dice: 0.6761, loss: 14.6777, grad_norm: 62.3269 +2023-11-07 05:35:04,249 - mmseg - INFO - Iter [116650/160000] lr: 2.709e-05, eta: 5:43:02, time: 0.465, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2093, decode.loss_mask: 0.4501, decode.loss_dice: 0.7080, decode.d0.loss_cls: 1.2149, decode.d0.loss_mask: 0.4901, decode.d0.loss_dice: 0.7934, decode.d1.loss_cls: 0.2900, decode.d1.loss_mask: 0.4673, decode.d1.loss_dice: 0.7445, decode.d2.loss_cls: 0.2474, decode.d2.loss_mask: 0.4571, decode.d2.loss_dice: 0.7270, decode.d3.loss_cls: 0.2363, decode.d3.loss_mask: 0.4545, decode.d3.loss_dice: 0.7121, decode.d4.loss_cls: 0.2222, decode.d4.loss_mask: 0.4533, decode.d4.loss_dice: 0.7127, decode.d5.loss_cls: 0.2178, decode.d5.loss_mask: 0.4508, decode.d5.loss_dice: 0.7119, decode.d6.loss_cls: 0.2137, decode.d6.loss_mask: 0.4525, decode.d6.loss_dice: 0.7065, decode.d7.loss_cls: 0.2092, decode.d7.loss_mask: 0.4522, decode.d7.loss_dice: 0.7094, decode.d8.loss_cls: 0.2068, decode.d8.loss_mask: 0.4496, decode.d8.loss_dice: 0.7044, loss: 15.0749, grad_norm: 65.6640 +2023-11-07 05:35:27,586 - mmseg - INFO - Iter [116700/160000] lr: 2.706e-05, eta: 5:42:38, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1995, decode.loss_mask: 0.4631, decode.loss_dice: 0.7158, decode.d0.loss_cls: 1.2013, decode.d0.loss_mask: 0.5056, decode.d0.loss_dice: 0.7871, decode.d1.loss_cls: 0.2818, decode.d1.loss_mask: 0.4835, decode.d1.loss_dice: 0.7573, decode.d2.loss_cls: 0.2386, decode.d2.loss_mask: 0.4714, decode.d2.loss_dice: 0.7368, decode.d3.loss_cls: 0.2302, decode.d3.loss_mask: 0.4659, decode.d3.loss_dice: 0.7185, decode.d4.loss_cls: 0.2108, decode.d4.loss_mask: 0.4664, decode.d4.loss_dice: 0.7202, decode.d5.loss_cls: 0.2097, decode.d5.loss_mask: 0.4643, decode.d5.loss_dice: 0.7187, decode.d6.loss_cls: 0.1984, decode.d6.loss_mask: 0.4641, decode.d6.loss_dice: 0.7177, decode.d7.loss_cls: 0.2064, decode.d7.loss_mask: 0.4613, decode.d7.loss_dice: 0.7132, decode.d8.loss_cls: 0.2017, decode.d8.loss_mask: 0.4620, decode.d8.loss_dice: 0.7151, loss: 15.1863, grad_norm: 62.5189 +2023-11-07 05:35:50,993 - mmseg - INFO - Iter [116750/160000] lr: 2.703e-05, eta: 5:42:14, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2273, decode.loss_mask: 0.4638, decode.loss_dice: 0.7192, decode.d0.loss_cls: 1.2456, decode.d0.loss_mask: 0.5065, decode.d0.loss_dice: 0.8017, decode.d1.loss_cls: 0.3200, decode.d1.loss_mask: 0.4845, decode.d1.loss_dice: 0.7628, decode.d2.loss_cls: 0.2730, decode.d2.loss_mask: 0.4732, decode.d2.loss_dice: 0.7468, decode.d3.loss_cls: 0.2513, decode.d3.loss_mask: 0.4680, decode.d3.loss_dice: 0.7264, decode.d4.loss_cls: 0.2398, decode.d4.loss_mask: 0.4668, decode.d4.loss_dice: 0.7213, decode.d5.loss_cls: 0.2342, decode.d5.loss_mask: 0.4659, decode.d5.loss_dice: 0.7246, decode.d6.loss_cls: 0.2309, decode.d6.loss_mask: 0.4643, decode.d6.loss_dice: 0.7207, decode.d7.loss_cls: 0.2268, decode.d7.loss_mask: 0.4643, decode.d7.loss_dice: 0.7192, decode.d8.loss_cls: 0.2246, decode.d8.loss_mask: 0.4647, decode.d8.loss_dice: 0.7224, loss: 15.5608, grad_norm: 67.5302 +2023-11-07 05:36:14,094 - mmseg - INFO - Iter [116800/160000] lr: 2.700e-05, eta: 5:41:50, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1907, decode.loss_mask: 0.4682, decode.loss_dice: 0.7021, decode.d0.loss_cls: 1.1912, decode.d0.loss_mask: 0.5045, decode.d0.loss_dice: 0.7763, decode.d1.loss_cls: 0.2789, decode.d1.loss_mask: 0.4872, decode.d1.loss_dice: 0.7442, decode.d2.loss_cls: 0.2351, decode.d2.loss_mask: 0.4757, decode.d2.loss_dice: 0.7262, decode.d3.loss_cls: 0.2207, decode.d3.loss_mask: 0.4726, decode.d3.loss_dice: 0.7107, decode.d4.loss_cls: 0.2094, decode.d4.loss_mask: 0.4717, decode.d4.loss_dice: 0.7062, decode.d5.loss_cls: 0.2049, decode.d5.loss_mask: 0.4689, decode.d5.loss_dice: 0.7023, decode.d6.loss_cls: 0.2010, decode.d6.loss_mask: 0.4686, decode.d6.loss_dice: 0.7012, decode.d7.loss_cls: 0.1987, decode.d7.loss_mask: 0.4687, decode.d7.loss_dice: 0.6997, decode.d8.loss_cls: 0.1980, decode.d8.loss_mask: 0.4691, decode.d8.loss_dice: 0.7009, loss: 15.0534, grad_norm: 63.4881 +2023-11-07 05:36:38,342 - mmseg - INFO - Iter [116850/160000] lr: 2.697e-05, eta: 5:41:26, time: 0.485, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2057, decode.loss_mask: 0.4501, decode.loss_dice: 0.6940, decode.d0.loss_cls: 1.2084, decode.d0.loss_mask: 0.4893, decode.d0.loss_dice: 0.7804, decode.d1.loss_cls: 0.2865, decode.d1.loss_mask: 0.4747, decode.d1.loss_dice: 0.7452, decode.d2.loss_cls: 0.2481, decode.d2.loss_mask: 0.4574, decode.d2.loss_dice: 0.7161, decode.d3.loss_cls: 0.2335, decode.d3.loss_mask: 0.4564, decode.d3.loss_dice: 0.7008, decode.d4.loss_cls: 0.2245, decode.d4.loss_mask: 0.4534, decode.d4.loss_dice: 0.6942, decode.d5.loss_cls: 0.2131, decode.d5.loss_mask: 0.4531, decode.d5.loss_dice: 0.6935, decode.d6.loss_cls: 0.2089, decode.d6.loss_mask: 0.4508, decode.d6.loss_dice: 0.6948, decode.d7.loss_cls: 0.2098, decode.d7.loss_mask: 0.4512, decode.d7.loss_dice: 0.6938, decode.d8.loss_cls: 0.2068, decode.d8.loss_mask: 0.4506, decode.d8.loss_dice: 0.6953, loss: 14.9405, grad_norm: 66.0674 +2023-11-07 05:37:01,763 - mmseg - INFO - Iter [116900/160000] lr: 2.694e-05, eta: 5:41:03, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2049, decode.loss_mask: 0.4834, decode.loss_dice: 0.7064, decode.d0.loss_cls: 1.1982, decode.d0.loss_mask: 0.5243, decode.d0.loss_dice: 0.7796, decode.d1.loss_cls: 0.2877, decode.d1.loss_mask: 0.4976, decode.d1.loss_dice: 0.7527, decode.d2.loss_cls: 0.2479, decode.d2.loss_mask: 0.4925, decode.d2.loss_dice: 0.7312, decode.d3.loss_cls: 0.2257, decode.d3.loss_mask: 0.4877, decode.d3.loss_dice: 0.7136, decode.d4.loss_cls: 0.2178, decode.d4.loss_mask: 0.4859, decode.d4.loss_dice: 0.7124, decode.d5.loss_cls: 0.2135, decode.d5.loss_mask: 0.4867, decode.d5.loss_dice: 0.7140, decode.d6.loss_cls: 0.2112, decode.d6.loss_mask: 0.4870, decode.d6.loss_dice: 0.7103, decode.d7.loss_cls: 0.2014, decode.d7.loss_mask: 0.4867, decode.d7.loss_dice: 0.7096, decode.d8.loss_cls: 0.2065, decode.d8.loss_mask: 0.4816, decode.d8.loss_dice: 0.7094, loss: 15.3672, grad_norm: 65.3535 +2023-11-07 05:37:24,644 - mmseg - INFO - Iter [116950/160000] lr: 2.691e-05, eta: 5:40:38, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1962, decode.loss_mask: 0.4645, decode.loss_dice: 0.6945, decode.d0.loss_cls: 1.1540, decode.d0.loss_mask: 0.5061, decode.d0.loss_dice: 0.7745, decode.d1.loss_cls: 0.2776, decode.d1.loss_mask: 0.4808, decode.d1.loss_dice: 0.7342, decode.d2.loss_cls: 0.2384, decode.d2.loss_mask: 0.4690, decode.d2.loss_dice: 0.7137, decode.d3.loss_cls: 0.2255, decode.d3.loss_mask: 0.4654, decode.d3.loss_dice: 0.7032, decode.d4.loss_cls: 0.2204, decode.d4.loss_mask: 0.4638, decode.d4.loss_dice: 0.6972, decode.d5.loss_cls: 0.2139, decode.d5.loss_mask: 0.4646, decode.d5.loss_dice: 0.6968, decode.d6.loss_cls: 0.2065, decode.d6.loss_mask: 0.4647, decode.d6.loss_dice: 0.6969, decode.d7.loss_cls: 0.2060, decode.d7.loss_mask: 0.4635, decode.d7.loss_dice: 0.6983, decode.d8.loss_cls: 0.1976, decode.d8.loss_mask: 0.4643, decode.d8.loss_dice: 0.6939, loss: 14.9461, grad_norm: 59.4337 +2023-11-07 05:37:47,537 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 05:37:47,537 - mmseg - INFO - Iter [117000/160000] lr: 2.688e-05, eta: 5:40:14, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2033, decode.loss_mask: 0.4591, decode.loss_dice: 0.7049, decode.d0.loss_cls: 1.1831, decode.d0.loss_mask: 0.5007, decode.d0.loss_dice: 0.7816, decode.d1.loss_cls: 0.2855, decode.d1.loss_mask: 0.4758, decode.d1.loss_dice: 0.7478, decode.d2.loss_cls: 0.2466, decode.d2.loss_mask: 0.4676, decode.d2.loss_dice: 0.7327, decode.d3.loss_cls: 0.2254, decode.d3.loss_mask: 0.4643, decode.d3.loss_dice: 0.7140, decode.d4.loss_cls: 0.2190, decode.d4.loss_mask: 0.4612, decode.d4.loss_dice: 0.7105, decode.d5.loss_cls: 0.2140, decode.d5.loss_mask: 0.4607, decode.d5.loss_dice: 0.7106, decode.d6.loss_cls: 0.2092, decode.d6.loss_mask: 0.4616, decode.d6.loss_dice: 0.7051, decode.d7.loss_cls: 0.2033, decode.d7.loss_mask: 0.4609, decode.d7.loss_dice: 0.7067, decode.d8.loss_cls: 0.2053, decode.d8.loss_mask: 0.4593, decode.d8.loss_dice: 0.7026, loss: 15.0825, grad_norm: 60.6655 +2023-11-07 05:38:10,412 - mmseg - INFO - Iter [117050/160000] lr: 2.684e-05, eta: 5:39:50, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2067, decode.loss_mask: 0.4568, decode.loss_dice: 0.6872, decode.d0.loss_cls: 1.1915, decode.d0.loss_mask: 0.4957, decode.d0.loss_dice: 0.7632, decode.d1.loss_cls: 0.2905, decode.d1.loss_mask: 0.4725, decode.d1.loss_dice: 0.7250, decode.d2.loss_cls: 0.2476, decode.d2.loss_mask: 0.4651, decode.d2.loss_dice: 0.7099, decode.d3.loss_cls: 0.2334, decode.d3.loss_mask: 0.4599, decode.d3.loss_dice: 0.6993, decode.d4.loss_cls: 0.2231, decode.d4.loss_mask: 0.4606, decode.d4.loss_dice: 0.6951, decode.d5.loss_cls: 0.2207, decode.d5.loss_mask: 0.4571, decode.d5.loss_dice: 0.6914, decode.d6.loss_cls: 0.2164, decode.d6.loss_mask: 0.4572, decode.d6.loss_dice: 0.6872, decode.d7.loss_cls: 0.2171, decode.d7.loss_mask: 0.4557, decode.d7.loss_dice: 0.6856, decode.d8.loss_cls: 0.2154, decode.d8.loss_mask: 0.4559, decode.d8.loss_dice: 0.6861, loss: 14.9291, grad_norm: 67.6530 +2023-11-07 05:38:33,060 - mmseg - INFO - Iter [117100/160000] lr: 2.681e-05, eta: 5:39:26, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2020, decode.loss_mask: 0.4553, decode.loss_dice: 0.6807, decode.d0.loss_cls: 1.2017, decode.d0.loss_mask: 0.4932, decode.d0.loss_dice: 0.7508, decode.d1.loss_cls: 0.2830, decode.d1.loss_mask: 0.4732, decode.d1.loss_dice: 0.7200, decode.d2.loss_cls: 0.2402, decode.d2.loss_mask: 0.4624, decode.d2.loss_dice: 0.7014, decode.d3.loss_cls: 0.2208, decode.d3.loss_mask: 0.4577, decode.d3.loss_dice: 0.6860, decode.d4.loss_cls: 0.2108, decode.d4.loss_mask: 0.4566, decode.d4.loss_dice: 0.6810, decode.d5.loss_cls: 0.2086, decode.d5.loss_mask: 0.4563, decode.d5.loss_dice: 0.6839, decode.d6.loss_cls: 0.2041, decode.d6.loss_mask: 0.4546, decode.d6.loss_dice: 0.6810, decode.d7.loss_cls: 0.1992, decode.d7.loss_mask: 0.4550, decode.d7.loss_dice: 0.6785, decode.d8.loss_cls: 0.2009, decode.d8.loss_mask: 0.4547, decode.d8.loss_dice: 0.6827, loss: 14.7364, grad_norm: 67.6442 +2023-11-07 05:38:55,944 - mmseg - INFO - Iter [117150/160000] lr: 2.678e-05, eta: 5:39:02, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1842, decode.loss_mask: 0.4558, decode.loss_dice: 0.6961, decode.d0.loss_cls: 1.1743, decode.d0.loss_mask: 0.4984, decode.d0.loss_dice: 0.7754, decode.d1.loss_cls: 0.2858, decode.d1.loss_mask: 0.4757, decode.d1.loss_dice: 0.7347, decode.d2.loss_cls: 0.2349, decode.d2.loss_mask: 0.4631, decode.d2.loss_dice: 0.7142, decode.d3.loss_cls: 0.2150, decode.d3.loss_mask: 0.4579, decode.d3.loss_dice: 0.6982, decode.d4.loss_cls: 0.2008, decode.d4.loss_mask: 0.4590, decode.d4.loss_dice: 0.6989, decode.d5.loss_cls: 0.1964, decode.d5.loss_mask: 0.4571, decode.d5.loss_dice: 0.6958, decode.d6.loss_cls: 0.1920, decode.d6.loss_mask: 0.4571, decode.d6.loss_dice: 0.6970, decode.d7.loss_cls: 0.1881, decode.d7.loss_mask: 0.4565, decode.d7.loss_dice: 0.6970, decode.d8.loss_cls: 0.1861, decode.d8.loss_mask: 0.4558, decode.d8.loss_dice: 0.6954, loss: 14.7967, grad_norm: 63.4639 +2023-11-07 05:39:18,836 - mmseg - INFO - Iter [117200/160000] lr: 2.675e-05, eta: 5:38:38, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2084, decode.loss_mask: 0.4728, decode.loss_dice: 0.7000, decode.d0.loss_cls: 1.1899, decode.d0.loss_mask: 0.5044, decode.d0.loss_dice: 0.7751, decode.d1.loss_cls: 0.3024, decode.d1.loss_mask: 0.4871, decode.d1.loss_dice: 0.7395, decode.d2.loss_cls: 0.2514, decode.d2.loss_mask: 0.4778, decode.d2.loss_dice: 0.7167, decode.d3.loss_cls: 0.2413, decode.d3.loss_mask: 0.4758, decode.d3.loss_dice: 0.7030, decode.d4.loss_cls: 0.2234, decode.d4.loss_mask: 0.4745, decode.d4.loss_dice: 0.7018, decode.d5.loss_cls: 0.2121, decode.d5.loss_mask: 0.4742, decode.d5.loss_dice: 0.6991, decode.d6.loss_cls: 0.2145, decode.d6.loss_mask: 0.4722, decode.d6.loss_dice: 0.7014, decode.d7.loss_cls: 0.2129, decode.d7.loss_mask: 0.4723, decode.d7.loss_dice: 0.6994, decode.d8.loss_cls: 0.2090, decode.d8.loss_mask: 0.4735, decode.d8.loss_dice: 0.6995, loss: 15.1854, grad_norm: 66.9668 +2023-11-07 05:39:41,867 - mmseg - INFO - Iter [117250/160000] lr: 2.672e-05, eta: 5:38:14, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2037, decode.loss_mask: 0.4921, decode.loss_dice: 0.7255, decode.d0.loss_cls: 1.2103, decode.d0.loss_mask: 0.5316, decode.d0.loss_dice: 0.8027, decode.d1.loss_cls: 0.2957, decode.d1.loss_mask: 0.5119, decode.d1.loss_dice: 0.7677, decode.d2.loss_cls: 0.2505, decode.d2.loss_mask: 0.5054, decode.d2.loss_dice: 0.7497, decode.d3.loss_cls: 0.2332, decode.d3.loss_mask: 0.4969, decode.d3.loss_dice: 0.7307, decode.d4.loss_cls: 0.2205, decode.d4.loss_mask: 0.4954, decode.d4.loss_dice: 0.7332, decode.d5.loss_cls: 0.2160, decode.d5.loss_mask: 0.4930, decode.d5.loss_dice: 0.7300, decode.d6.loss_cls: 0.2150, decode.d6.loss_mask: 0.4914, decode.d6.loss_dice: 0.7232, decode.d7.loss_cls: 0.2098, decode.d7.loss_mask: 0.4938, decode.d7.loss_dice: 0.7252, decode.d8.loss_cls: 0.2145, decode.d8.loss_mask: 0.4923, decode.d8.loss_dice: 0.7243, loss: 15.6852, grad_norm: 72.4296 +2023-11-07 05:40:04,755 - mmseg - INFO - Iter [117300/160000] lr: 2.669e-05, eta: 5:37:50, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2202, decode.loss_mask: 0.4705, decode.loss_dice: 0.7156, decode.d0.loss_cls: 1.2086, decode.d0.loss_mask: 0.5115, decode.d0.loss_dice: 0.7917, decode.d1.loss_cls: 0.3138, decode.d1.loss_mask: 0.4886, decode.d1.loss_dice: 0.7572, decode.d2.loss_cls: 0.2744, decode.d2.loss_mask: 0.4811, decode.d2.loss_dice: 0.7424, decode.d3.loss_cls: 0.2540, decode.d3.loss_mask: 0.4738, decode.d3.loss_dice: 0.7226, decode.d4.loss_cls: 0.2389, decode.d4.loss_mask: 0.4732, decode.d4.loss_dice: 0.7230, decode.d5.loss_cls: 0.2340, decode.d5.loss_mask: 0.4735, decode.d5.loss_dice: 0.7202, decode.d6.loss_cls: 0.2282, decode.d6.loss_mask: 0.4719, decode.d6.loss_dice: 0.7173, decode.d7.loss_cls: 0.2264, decode.d7.loss_mask: 0.4706, decode.d7.loss_dice: 0.7160, decode.d8.loss_cls: 0.2232, decode.d8.loss_mask: 0.4705, decode.d8.loss_dice: 0.7191, loss: 15.5317, grad_norm: 66.8618 +2023-11-07 05:40:27,519 - mmseg - INFO - Iter [117350/160000] lr: 2.666e-05, eta: 5:37:26, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2004, decode.loss_mask: 0.4725, decode.loss_dice: 0.6865, decode.d0.loss_cls: 1.1831, decode.d0.loss_mask: 0.5135, decode.d0.loss_dice: 0.7612, decode.d1.loss_cls: 0.2831, decode.d1.loss_mask: 0.4918, decode.d1.loss_dice: 0.7346, decode.d2.loss_cls: 0.2405, decode.d2.loss_mask: 0.4790, decode.d2.loss_dice: 0.7086, decode.d3.loss_cls: 0.2251, decode.d3.loss_mask: 0.4747, decode.d3.loss_dice: 0.6886, decode.d4.loss_cls: 0.2149, decode.d4.loss_mask: 0.4751, decode.d4.loss_dice: 0.6912, decode.d5.loss_cls: 0.2103, decode.d5.loss_mask: 0.4744, decode.d5.loss_dice: 0.6912, decode.d6.loss_cls: 0.2078, decode.d6.loss_mask: 0.4762, decode.d6.loss_dice: 0.6902, decode.d7.loss_cls: 0.2048, decode.d7.loss_mask: 0.4749, decode.d7.loss_dice: 0.6894, decode.d8.loss_cls: 0.1973, decode.d8.loss_mask: 0.4732, decode.d8.loss_dice: 0.6906, loss: 15.0046, grad_norm: 72.9245 +2023-11-07 05:40:50,420 - mmseg - INFO - Iter [117400/160000] lr: 2.663e-05, eta: 5:37:02, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2001, decode.loss_mask: 0.4682, decode.loss_dice: 0.6911, decode.d0.loss_cls: 1.1921, decode.d0.loss_mask: 0.5102, decode.d0.loss_dice: 0.7632, decode.d1.loss_cls: 0.2772, decode.d1.loss_mask: 0.4910, decode.d1.loss_dice: 0.7357, decode.d2.loss_cls: 0.2432, decode.d2.loss_mask: 0.4771, decode.d2.loss_dice: 0.7047, decode.d3.loss_cls: 0.2242, decode.d3.loss_mask: 0.4737, decode.d3.loss_dice: 0.6973, decode.d4.loss_cls: 0.2103, decode.d4.loss_mask: 0.4720, decode.d4.loss_dice: 0.6968, decode.d5.loss_cls: 0.2078, decode.d5.loss_mask: 0.4716, decode.d5.loss_dice: 0.6931, decode.d6.loss_cls: 0.2041, decode.d6.loss_mask: 0.4705, decode.d6.loss_dice: 0.6902, decode.d7.loss_cls: 0.2008, decode.d7.loss_mask: 0.4716, decode.d7.loss_dice: 0.6930, decode.d8.loss_cls: 0.1984, decode.d8.loss_mask: 0.4715, decode.d8.loss_dice: 0.6906, loss: 14.9914, grad_norm: 68.0484 +2023-11-07 05:41:13,446 - mmseg - INFO - Iter [117450/160000] lr: 2.659e-05, eta: 5:36:38, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2111, decode.loss_mask: 0.4614, decode.loss_dice: 0.6926, decode.d0.loss_cls: 1.2161, decode.d0.loss_mask: 0.5009, decode.d0.loss_dice: 0.7623, decode.d1.loss_cls: 0.2996, decode.d1.loss_mask: 0.4808, decode.d1.loss_dice: 0.7384, decode.d2.loss_cls: 0.2512, decode.d2.loss_mask: 0.4768, decode.d2.loss_dice: 0.7146, decode.d3.loss_cls: 0.2375, decode.d3.loss_mask: 0.4700, decode.d3.loss_dice: 0.6997, decode.d4.loss_cls: 0.2258, decode.d4.loss_mask: 0.4694, decode.d4.loss_dice: 0.7003, decode.d5.loss_cls: 0.2178, decode.d5.loss_mask: 0.4668, decode.d5.loss_dice: 0.6949, decode.d6.loss_cls: 0.2201, decode.d6.loss_mask: 0.4645, decode.d6.loss_dice: 0.6925, decode.d7.loss_cls: 0.2174, decode.d7.loss_mask: 0.4624, decode.d7.loss_dice: 0.6917, decode.d8.loss_cls: 0.2141, decode.d8.loss_mask: 0.4616, decode.d8.loss_dice: 0.6959, loss: 15.1082, grad_norm: 67.1911 +2023-11-07 05:41:38,610 - mmseg - INFO - Iter [117500/160000] lr: 2.656e-05, eta: 5:36:15, time: 0.503, data_time: 0.059, memory: 39436, decode.loss_cls: 0.2042, decode.loss_mask: 0.4624, decode.loss_dice: 0.7003, decode.d0.loss_cls: 1.1720, decode.d0.loss_mask: 0.4986, decode.d0.loss_dice: 0.7755, decode.d1.loss_cls: 0.2866, decode.d1.loss_mask: 0.4781, decode.d1.loss_dice: 0.7421, decode.d2.loss_cls: 0.2457, decode.d2.loss_mask: 0.4697, decode.d2.loss_dice: 0.7248, decode.d3.loss_cls: 0.2281, decode.d3.loss_mask: 0.4656, decode.d3.loss_dice: 0.7082, decode.d4.loss_cls: 0.2201, decode.d4.loss_mask: 0.4623, decode.d4.loss_dice: 0.7058, decode.d5.loss_cls: 0.2153, decode.d5.loss_mask: 0.4632, decode.d5.loss_dice: 0.7059, decode.d6.loss_cls: 0.2116, decode.d6.loss_mask: 0.4635, decode.d6.loss_dice: 0.7000, decode.d7.loss_cls: 0.2119, decode.d7.loss_mask: 0.4627, decode.d7.loss_dice: 0.7034, decode.d8.loss_cls: 0.2053, decode.d8.loss_mask: 0.4614, decode.d8.loss_dice: 0.6998, loss: 15.0542, grad_norm: 61.4234 +2023-11-07 05:42:01,482 - mmseg - INFO - Iter [117550/160000] lr: 2.653e-05, eta: 5:35:51, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1947, decode.loss_mask: 0.4618, decode.loss_dice: 0.6915, decode.d0.loss_cls: 1.2044, decode.d0.loss_mask: 0.4969, decode.d0.loss_dice: 0.7675, decode.d1.loss_cls: 0.2923, decode.d1.loss_mask: 0.4811, decode.d1.loss_dice: 0.7306, decode.d2.loss_cls: 0.2464, decode.d2.loss_mask: 0.4711, decode.d2.loss_dice: 0.7153, decode.d3.loss_cls: 0.2305, decode.d3.loss_mask: 0.4648, decode.d3.loss_dice: 0.6988, decode.d4.loss_cls: 0.2163, decode.d4.loss_mask: 0.4629, decode.d4.loss_dice: 0.6971, decode.d5.loss_cls: 0.2107, decode.d5.loss_mask: 0.4632, decode.d5.loss_dice: 0.6977, decode.d6.loss_cls: 0.2075, decode.d6.loss_mask: 0.4612, decode.d6.loss_dice: 0.6922, decode.d7.loss_cls: 0.2047, decode.d7.loss_mask: 0.4617, decode.d7.loss_dice: 0.6931, decode.d8.loss_cls: 0.2059, decode.d8.loss_mask: 0.4618, decode.d8.loss_dice: 0.6938, loss: 14.9776, grad_norm: 59.0409 +2023-11-07 05:42:24,405 - mmseg - INFO - Iter [117600/160000] lr: 2.650e-05, eta: 5:35:27, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2035, decode.loss_mask: 0.4684, decode.loss_dice: 0.6991, decode.d0.loss_cls: 1.1990, decode.d0.loss_mask: 0.5112, decode.d0.loss_dice: 0.7744, decode.d1.loss_cls: 0.2844, decode.d1.loss_mask: 0.4882, decode.d1.loss_dice: 0.7405, decode.d2.loss_cls: 0.2534, decode.d2.loss_mask: 0.4787, decode.d2.loss_dice: 0.7206, decode.d3.loss_cls: 0.2350, decode.d3.loss_mask: 0.4736, decode.d3.loss_dice: 0.7094, decode.d4.loss_cls: 0.2189, decode.d4.loss_mask: 0.4724, decode.d4.loss_dice: 0.7022, decode.d5.loss_cls: 0.2134, decode.d5.loss_mask: 0.4727, decode.d5.loss_dice: 0.7053, decode.d6.loss_cls: 0.2084, decode.d6.loss_mask: 0.4725, decode.d6.loss_dice: 0.6986, decode.d7.loss_cls: 0.2048, decode.d7.loss_mask: 0.4707, decode.d7.loss_dice: 0.7011, decode.d8.loss_cls: 0.2039, decode.d8.loss_mask: 0.4694, decode.d8.loss_dice: 0.6971, loss: 15.1510, grad_norm: 65.5823 +2023-11-07 05:42:47,249 - mmseg - INFO - Iter [117650/160000] lr: 2.647e-05, eta: 5:35:03, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2055, decode.loss_mask: 0.4598, decode.loss_dice: 0.7140, decode.d0.loss_cls: 1.1898, decode.d0.loss_mask: 0.4968, decode.d0.loss_dice: 0.7892, decode.d1.loss_cls: 0.2837, decode.d1.loss_mask: 0.4759, decode.d1.loss_dice: 0.7589, decode.d2.loss_cls: 0.2447, decode.d2.loss_mask: 0.4667, decode.d2.loss_dice: 0.7364, decode.d3.loss_cls: 0.2332, decode.d3.loss_mask: 0.4641, decode.d3.loss_dice: 0.7188, decode.d4.loss_cls: 0.2195, decode.d4.loss_mask: 0.4635, decode.d4.loss_dice: 0.7200, decode.d5.loss_cls: 0.2106, decode.d5.loss_mask: 0.4623, decode.d5.loss_dice: 0.7183, decode.d6.loss_cls: 0.2128, decode.d6.loss_mask: 0.4620, decode.d6.loss_dice: 0.7200, decode.d7.loss_cls: 0.2112, decode.d7.loss_mask: 0.4603, decode.d7.loss_dice: 0.7166, decode.d8.loss_cls: 0.2090, decode.d8.loss_mask: 0.4609, decode.d8.loss_dice: 0.7162, loss: 15.2010, grad_norm: 60.9358 +2023-11-07 05:43:10,242 - mmseg - INFO - Iter [117700/160000] lr: 2.644e-05, eta: 5:34:39, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2038, decode.loss_mask: 0.4559, decode.loss_dice: 0.6753, decode.d0.loss_cls: 1.1914, decode.d0.loss_mask: 0.4963, decode.d0.loss_dice: 0.7456, decode.d1.loss_cls: 0.2819, decode.d1.loss_mask: 0.4694, decode.d1.loss_dice: 0.7111, decode.d2.loss_cls: 0.2437, decode.d2.loss_mask: 0.4604, decode.d2.loss_dice: 0.6944, decode.d3.loss_cls: 0.2262, decode.d3.loss_mask: 0.4576, decode.d3.loss_dice: 0.6829, decode.d4.loss_cls: 0.2169, decode.d4.loss_mask: 0.4570, decode.d4.loss_dice: 0.6789, decode.d5.loss_cls: 0.2170, decode.d5.loss_mask: 0.4552, decode.d5.loss_dice: 0.6761, decode.d6.loss_cls: 0.2143, decode.d6.loss_mask: 0.4557, decode.d6.loss_dice: 0.6730, decode.d7.loss_cls: 0.2050, decode.d7.loss_mask: 0.4553, decode.d7.loss_dice: 0.6747, decode.d8.loss_cls: 0.2017, decode.d8.loss_mask: 0.4554, decode.d8.loss_dice: 0.6722, loss: 14.7044, grad_norm: 72.2714 +2023-11-07 05:43:33,115 - mmseg - INFO - Iter [117750/160000] lr: 2.641e-05, eta: 5:34:15, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2050, decode.loss_mask: 0.4755, decode.loss_dice: 0.7105, decode.d0.loss_cls: 1.1893, decode.d0.loss_mask: 0.5145, decode.d0.loss_dice: 0.7897, decode.d1.loss_cls: 0.2977, decode.d1.loss_mask: 0.4929, decode.d1.loss_dice: 0.7603, decode.d2.loss_cls: 0.2491, decode.d2.loss_mask: 0.4892, decode.d2.loss_dice: 0.7337, decode.d3.loss_cls: 0.2306, decode.d3.loss_mask: 0.4820, decode.d3.loss_dice: 0.7181, decode.d4.loss_cls: 0.2197, decode.d4.loss_mask: 0.4805, decode.d4.loss_dice: 0.7165, decode.d5.loss_cls: 0.2126, decode.d5.loss_mask: 0.4816, decode.d5.loss_dice: 0.7184, decode.d6.loss_cls: 0.2063, decode.d6.loss_mask: 0.4786, decode.d6.loss_dice: 0.7158, decode.d7.loss_cls: 0.2030, decode.d7.loss_mask: 0.4769, decode.d7.loss_dice: 0.7152, decode.d8.loss_cls: 0.1993, decode.d8.loss_mask: 0.4764, decode.d8.loss_dice: 0.7154, loss: 15.3546, grad_norm: 68.0387 +2023-11-07 05:43:56,401 - mmseg - INFO - Iter [117800/160000] lr: 2.638e-05, eta: 5:33:51, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2027, decode.loss_mask: 0.4476, decode.loss_dice: 0.6833, decode.d0.loss_cls: 1.1577, decode.d0.loss_mask: 0.4899, decode.d0.loss_dice: 0.7630, decode.d1.loss_cls: 0.2853, decode.d1.loss_mask: 0.4652, decode.d1.loss_dice: 0.7267, decode.d2.loss_cls: 0.2429, decode.d2.loss_mask: 0.4568, decode.d2.loss_dice: 0.7031, decode.d3.loss_cls: 0.2271, decode.d3.loss_mask: 0.4508, decode.d3.loss_dice: 0.6847, decode.d4.loss_cls: 0.2142, decode.d4.loss_mask: 0.4487, decode.d4.loss_dice: 0.6891, decode.d5.loss_cls: 0.2102, decode.d5.loss_mask: 0.4480, decode.d5.loss_dice: 0.6898, decode.d6.loss_cls: 0.2066, decode.d6.loss_mask: 0.4476, decode.d6.loss_dice: 0.6857, decode.d7.loss_cls: 0.2061, decode.d7.loss_mask: 0.4474, decode.d7.loss_dice: 0.6883, decode.d8.loss_cls: 0.2003, decode.d8.loss_mask: 0.4472, decode.d8.loss_dice: 0.6858, loss: 14.7016, grad_norm: 65.2274 +2023-11-07 05:44:19,761 - mmseg - INFO - Iter [117850/160000] lr: 2.634e-05, eta: 5:33:27, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2110, decode.loss_mask: 0.4565, decode.loss_dice: 0.6935, decode.d0.loss_cls: 1.1997, decode.d0.loss_mask: 0.4997, decode.d0.loss_dice: 0.7771, decode.d1.loss_cls: 0.2997, decode.d1.loss_mask: 0.4751, decode.d1.loss_dice: 0.7327, decode.d2.loss_cls: 0.2575, decode.d2.loss_mask: 0.4625, decode.d2.loss_dice: 0.7190, decode.d3.loss_cls: 0.2345, decode.d3.loss_mask: 0.4595, decode.d3.loss_dice: 0.6962, decode.d4.loss_cls: 0.2304, decode.d4.loss_mask: 0.4581, decode.d4.loss_dice: 0.7000, decode.d5.loss_cls: 0.2189, decode.d5.loss_mask: 0.4579, decode.d5.loss_dice: 0.7016, decode.d6.loss_cls: 0.2197, decode.d6.loss_mask: 0.4579, decode.d6.loss_dice: 0.6951, decode.d7.loss_cls: 0.2120, decode.d7.loss_mask: 0.4566, decode.d7.loss_dice: 0.6951, decode.d8.loss_cls: 0.2083, decode.d8.loss_mask: 0.4556, decode.d8.loss_dice: 0.6927, loss: 15.0340, grad_norm: 63.6802 +2023-11-07 05:44:42,900 - mmseg - INFO - Iter [117900/160000] lr: 2.631e-05, eta: 5:33:03, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1891, decode.loss_mask: 0.4618, decode.loss_dice: 0.6835, decode.d0.loss_cls: 1.2046, decode.d0.loss_mask: 0.5017, decode.d0.loss_dice: 0.7650, decode.d1.loss_cls: 0.2688, decode.d1.loss_mask: 0.4825, decode.d1.loss_dice: 0.7300, decode.d2.loss_cls: 0.2301, decode.d2.loss_mask: 0.4717, decode.d2.loss_dice: 0.7115, decode.d3.loss_cls: 0.2139, decode.d3.loss_mask: 0.4646, decode.d3.loss_dice: 0.6918, decode.d4.loss_cls: 0.2030, decode.d4.loss_mask: 0.4645, decode.d4.loss_dice: 0.6909, decode.d5.loss_cls: 0.2004, decode.d5.loss_mask: 0.4629, decode.d5.loss_dice: 0.6880, decode.d6.loss_cls: 0.1986, decode.d6.loss_mask: 0.4623, decode.d6.loss_dice: 0.6833, decode.d7.loss_cls: 0.1963, decode.d7.loss_mask: 0.4629, decode.d7.loss_dice: 0.6864, decode.d8.loss_cls: 0.1945, decode.d8.loss_mask: 0.4622, decode.d8.loss_dice: 0.6819, loss: 14.8088, grad_norm: 66.5869 +2023-11-07 05:45:06,254 - mmseg - INFO - Iter [117950/160000] lr: 2.628e-05, eta: 5:32:39, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2026, decode.loss_mask: 0.4664, decode.loss_dice: 0.7020, decode.d0.loss_cls: 1.2044, decode.d0.loss_mask: 0.5094, decode.d0.loss_dice: 0.7800, decode.d1.loss_cls: 0.2970, decode.d1.loss_mask: 0.4851, decode.d1.loss_dice: 0.7450, decode.d2.loss_cls: 0.2468, decode.d2.loss_mask: 0.4753, decode.d2.loss_dice: 0.7245, decode.d3.loss_cls: 0.2262, decode.d3.loss_mask: 0.4707, decode.d3.loss_dice: 0.7073, decode.d4.loss_cls: 0.2141, decode.d4.loss_mask: 0.4703, decode.d4.loss_dice: 0.7057, decode.d5.loss_cls: 0.2138, decode.d5.loss_mask: 0.4707, decode.d5.loss_dice: 0.7086, decode.d6.loss_cls: 0.2076, decode.d6.loss_mask: 0.4698, decode.d6.loss_dice: 0.7068, decode.d7.loss_cls: 0.2063, decode.d7.loss_mask: 0.4683, decode.d7.loss_dice: 0.7035, decode.d8.loss_cls: 0.2043, decode.d8.loss_mask: 0.4660, decode.d8.loss_dice: 0.7043, loss: 15.1627, grad_norm: 64.8494 +2023-11-07 05:45:29,709 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 05:45:29,709 - mmseg - INFO - Iter [118000/160000] lr: 2.625e-05, eta: 5:32:15, time: 0.469, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1992, decode.loss_mask: 0.4670, decode.loss_dice: 0.7153, decode.d0.loss_cls: 1.1995, decode.d0.loss_mask: 0.5110, decode.d0.loss_dice: 0.7988, decode.d1.loss_cls: 0.2951, decode.d1.loss_mask: 0.4834, decode.d1.loss_dice: 0.7605, decode.d2.loss_cls: 0.2436, decode.d2.loss_mask: 0.4734, decode.d2.loss_dice: 0.7380, decode.d3.loss_cls: 0.2214, decode.d3.loss_mask: 0.4696, decode.d3.loss_dice: 0.7236, decode.d4.loss_cls: 0.2108, decode.d4.loss_mask: 0.4668, decode.d4.loss_dice: 0.7199, decode.d5.loss_cls: 0.2022, decode.d5.loss_mask: 0.4675, decode.d5.loss_dice: 0.7250, decode.d6.loss_cls: 0.2016, decode.d6.loss_mask: 0.4672, decode.d6.loss_dice: 0.7163, decode.d7.loss_cls: 0.1994, decode.d7.loss_mask: 0.4668, decode.d7.loss_dice: 0.7173, decode.d8.loss_cls: 0.1992, decode.d8.loss_mask: 0.4665, decode.d8.loss_dice: 0.7179, loss: 15.2439, grad_norm: 64.4117 +2023-11-07 05:45:52,573 - mmseg - INFO - Iter [118050/160000] lr: 2.622e-05, eta: 5:31:51, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1876, decode.loss_mask: 0.4612, decode.loss_dice: 0.6788, decode.d0.loss_cls: 1.1622, decode.d0.loss_mask: 0.5014, decode.d0.loss_dice: 0.7636, decode.d1.loss_cls: 0.2637, decode.d1.loss_mask: 0.4814, decode.d1.loss_dice: 0.7206, decode.d2.loss_cls: 0.2236, decode.d2.loss_mask: 0.4702, decode.d2.loss_dice: 0.7015, decode.d3.loss_cls: 0.2135, decode.d3.loss_mask: 0.4655, decode.d3.loss_dice: 0.6871, decode.d4.loss_cls: 0.2023, decode.d4.loss_mask: 0.4649, decode.d4.loss_dice: 0.6863, decode.d5.loss_cls: 0.1946, decode.d5.loss_mask: 0.4640, decode.d5.loss_dice: 0.6853, decode.d6.loss_cls: 0.1910, decode.d6.loss_mask: 0.4630, decode.d6.loss_dice: 0.6798, decode.d7.loss_cls: 0.1893, decode.d7.loss_mask: 0.4622, decode.d7.loss_dice: 0.6811, decode.d8.loss_cls: 0.1872, decode.d8.loss_mask: 0.4621, decode.d8.loss_dice: 0.6808, loss: 14.6758, grad_norm: 63.1068 +2023-11-07 05:46:15,275 - mmseg - INFO - Iter [118100/160000] lr: 2.619e-05, eta: 5:31:27, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2044, decode.loss_mask: 0.4582, decode.loss_dice: 0.6980, decode.d0.loss_cls: 1.1989, decode.d0.loss_mask: 0.4911, decode.d0.loss_dice: 0.7709, decode.d1.loss_cls: 0.2828, decode.d1.loss_mask: 0.4720, decode.d1.loss_dice: 0.7396, decode.d2.loss_cls: 0.2472, decode.d2.loss_mask: 0.4645, decode.d2.loss_dice: 0.7230, decode.d3.loss_cls: 0.2300, decode.d3.loss_mask: 0.4608, decode.d3.loss_dice: 0.7034, decode.d4.loss_cls: 0.2183, decode.d4.loss_mask: 0.4587, decode.d4.loss_dice: 0.7060, decode.d5.loss_cls: 0.2176, decode.d5.loss_mask: 0.4586, decode.d5.loss_dice: 0.7019, decode.d6.loss_cls: 0.2119, decode.d6.loss_mask: 0.4586, decode.d6.loss_dice: 0.7000, decode.d7.loss_cls: 0.2055, decode.d7.loss_mask: 0.4582, decode.d7.loss_dice: 0.6981, decode.d8.loss_cls: 0.2075, decode.d8.loss_mask: 0.4579, decode.d8.loss_dice: 0.6960, loss: 14.9997, grad_norm: 57.5558 +2023-11-07 05:46:37,909 - mmseg - INFO - Iter [118150/160000] lr: 2.616e-05, eta: 5:31:03, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2035, decode.loss_mask: 0.4666, decode.loss_dice: 0.6988, decode.d0.loss_cls: 1.1756, decode.d0.loss_mask: 0.5024, decode.d0.loss_dice: 0.7762, decode.d1.loss_cls: 0.2903, decode.d1.loss_mask: 0.4825, decode.d1.loss_dice: 0.7386, decode.d2.loss_cls: 0.2468, decode.d2.loss_mask: 0.4769, decode.d2.loss_dice: 0.7200, decode.d3.loss_cls: 0.2290, decode.d3.loss_mask: 0.4707, decode.d3.loss_dice: 0.7013, decode.d4.loss_cls: 0.2213, decode.d4.loss_mask: 0.4671, decode.d4.loss_dice: 0.7035, decode.d5.loss_cls: 0.2110, decode.d5.loss_mask: 0.4663, decode.d5.loss_dice: 0.7024, decode.d6.loss_cls: 0.2114, decode.d6.loss_mask: 0.4660, decode.d6.loss_dice: 0.6946, decode.d7.loss_cls: 0.2074, decode.d7.loss_mask: 0.4664, decode.d7.loss_dice: 0.6949, decode.d8.loss_cls: 0.2071, decode.d8.loss_mask: 0.4654, decode.d8.loss_dice: 0.6979, loss: 15.0618, grad_norm: 67.8430 +2023-11-07 05:47:00,846 - mmseg - INFO - Iter [118200/160000] lr: 2.613e-05, eta: 5:30:39, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2177, decode.loss_mask: 0.4533, decode.loss_dice: 0.6945, decode.d0.loss_cls: 1.2081, decode.d0.loss_mask: 0.4913, decode.d0.loss_dice: 0.7746, decode.d1.loss_cls: 0.3017, decode.d1.loss_mask: 0.4695, decode.d1.loss_dice: 0.7434, decode.d2.loss_cls: 0.2616, decode.d2.loss_mask: 0.4625, decode.d2.loss_dice: 0.7178, decode.d3.loss_cls: 0.2469, decode.d3.loss_mask: 0.4585, decode.d3.loss_dice: 0.7042, decode.d4.loss_cls: 0.2349, decode.d4.loss_mask: 0.4570, decode.d4.loss_dice: 0.7040, decode.d5.loss_cls: 0.2280, decode.d5.loss_mask: 0.4565, decode.d5.loss_dice: 0.7037, decode.d6.loss_cls: 0.2208, decode.d6.loss_mask: 0.4561, decode.d6.loss_dice: 0.6956, decode.d7.loss_cls: 0.2243, decode.d7.loss_mask: 0.4553, decode.d7.loss_dice: 0.6951, decode.d8.loss_cls: 0.2177, decode.d8.loss_mask: 0.4553, decode.d8.loss_dice: 0.6941, loss: 15.1038, grad_norm: 65.0296 +2023-11-07 05:47:23,712 - mmseg - INFO - Iter [118250/160000] lr: 2.609e-05, eta: 5:30:15, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1818, decode.loss_mask: 0.4782, decode.loss_dice: 0.7081, decode.d0.loss_cls: 1.1844, decode.d0.loss_mask: 0.5146, decode.d0.loss_dice: 0.7752, decode.d1.loss_cls: 0.2741, decode.d1.loss_mask: 0.4920, decode.d1.loss_dice: 0.7447, decode.d2.loss_cls: 0.2306, decode.d2.loss_mask: 0.4840, decode.d2.loss_dice: 0.7285, decode.d3.loss_cls: 0.2118, decode.d3.loss_mask: 0.4808, decode.d3.loss_dice: 0.7179, decode.d4.loss_cls: 0.2010, decode.d4.loss_mask: 0.4795, decode.d4.loss_dice: 0.7107, decode.d5.loss_cls: 0.1933, decode.d5.loss_mask: 0.4798, decode.d5.loss_dice: 0.7130, decode.d6.loss_cls: 0.1899, decode.d6.loss_mask: 0.4797, decode.d6.loss_dice: 0.7066, decode.d7.loss_cls: 0.1840, decode.d7.loss_mask: 0.4794, decode.d7.loss_dice: 0.7058, decode.d8.loss_cls: 0.1793, decode.d8.loss_mask: 0.4775, decode.d8.loss_dice: 0.7069, loss: 15.0932, grad_norm: 66.9655 +2023-11-07 05:47:46,639 - mmseg - INFO - Iter [118300/160000] lr: 2.606e-05, eta: 5:29:51, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1970, decode.loss_mask: 0.4561, decode.loss_dice: 0.6868, decode.d0.loss_cls: 1.1779, decode.d0.loss_mask: 0.4860, decode.d0.loss_dice: 0.7539, decode.d1.loss_cls: 0.2868, decode.d1.loss_mask: 0.4716, decode.d1.loss_dice: 0.7242, decode.d2.loss_cls: 0.2480, decode.d2.loss_mask: 0.4595, decode.d2.loss_dice: 0.7053, decode.d3.loss_cls: 0.2280, decode.d3.loss_mask: 0.4532, decode.d3.loss_dice: 0.6897, decode.d4.loss_cls: 0.2148, decode.d4.loss_mask: 0.4540, decode.d4.loss_dice: 0.6933, decode.d5.loss_cls: 0.2079, decode.d5.loss_mask: 0.4544, decode.d5.loss_dice: 0.6927, decode.d6.loss_cls: 0.2055, decode.d6.loss_mask: 0.4546, decode.d6.loss_dice: 0.6865, decode.d7.loss_cls: 0.1991, decode.d7.loss_mask: 0.4543, decode.d7.loss_dice: 0.6881, decode.d8.loss_cls: 0.1947, decode.d8.loss_mask: 0.4545, decode.d8.loss_dice: 0.6887, loss: 14.7671, grad_norm: 62.3868 +2023-11-07 05:48:09,440 - mmseg - INFO - Iter [118350/160000] lr: 2.603e-05, eta: 5:29:27, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2099, decode.loss_mask: 0.4555, decode.loss_dice: 0.6854, decode.d0.loss_cls: 1.2091, decode.d0.loss_mask: 0.4918, decode.d0.loss_dice: 0.7753, decode.d1.loss_cls: 0.2916, decode.d1.loss_mask: 0.4740, decode.d1.loss_dice: 0.7382, decode.d2.loss_cls: 0.2470, decode.d2.loss_mask: 0.4615, decode.d2.loss_dice: 0.7109, decode.d3.loss_cls: 0.2360, decode.d3.loss_mask: 0.4574, decode.d3.loss_dice: 0.6980, decode.d4.loss_cls: 0.2176, decode.d4.loss_mask: 0.4592, decode.d4.loss_dice: 0.6994, decode.d5.loss_cls: 0.2235, decode.d5.loss_mask: 0.4564, decode.d5.loss_dice: 0.6937, decode.d6.loss_cls: 0.2191, decode.d6.loss_mask: 0.4552, decode.d6.loss_dice: 0.6934, decode.d7.loss_cls: 0.2138, decode.d7.loss_mask: 0.4551, decode.d7.loss_dice: 0.6894, decode.d8.loss_cls: 0.2058, decode.d8.loss_mask: 0.4560, decode.d8.loss_dice: 0.6908, loss: 14.9699, grad_norm: 63.5834 +2023-11-07 05:48:32,440 - mmseg - INFO - Iter [118400/160000] lr: 2.600e-05, eta: 5:29:03, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2119, decode.loss_mask: 0.4548, decode.loss_dice: 0.7016, decode.d0.loss_cls: 1.2143, decode.d0.loss_mask: 0.4954, decode.d0.loss_dice: 0.7848, decode.d1.loss_cls: 0.2912, decode.d1.loss_mask: 0.4748, decode.d1.loss_dice: 0.7479, decode.d2.loss_cls: 0.2530, decode.d2.loss_mask: 0.4640, decode.d2.loss_dice: 0.7241, decode.d3.loss_cls: 0.2408, decode.d3.loss_mask: 0.4589, decode.d3.loss_dice: 0.7060, decode.d4.loss_cls: 0.2263, decode.d4.loss_mask: 0.4581, decode.d4.loss_dice: 0.7056, decode.d5.loss_cls: 0.2176, decode.d5.loss_mask: 0.4582, decode.d5.loss_dice: 0.7083, decode.d6.loss_cls: 0.2197, decode.d6.loss_mask: 0.4552, decode.d6.loss_dice: 0.7033, decode.d7.loss_cls: 0.2186, decode.d7.loss_mask: 0.4553, decode.d7.loss_dice: 0.7006, decode.d8.loss_cls: 0.2134, decode.d8.loss_mask: 0.4553, decode.d8.loss_dice: 0.7057, loss: 15.1249, grad_norm: 61.2511 +2023-11-07 05:48:55,446 - mmseg - INFO - Iter [118450/160000] lr: 2.597e-05, eta: 5:28:39, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2160, decode.loss_mask: 0.4689, decode.loss_dice: 0.7252, decode.d0.loss_cls: 1.2383, decode.d0.loss_mask: 0.5057, decode.d0.loss_dice: 0.8104, decode.d1.loss_cls: 0.3108, decode.d1.loss_mask: 0.4830, decode.d1.loss_dice: 0.7733, decode.d2.loss_cls: 0.2640, decode.d2.loss_mask: 0.4740, decode.d2.loss_dice: 0.7417, decode.d3.loss_cls: 0.2458, decode.d3.loss_mask: 0.4731, decode.d3.loss_dice: 0.7296, decode.d4.loss_cls: 0.2335, decode.d4.loss_mask: 0.4697, decode.d4.loss_dice: 0.7352, decode.d5.loss_cls: 0.2238, decode.d5.loss_mask: 0.4716, decode.d5.loss_dice: 0.7330, decode.d6.loss_cls: 0.2251, decode.d6.loss_mask: 0.4698, decode.d6.loss_dice: 0.7279, decode.d7.loss_cls: 0.2243, decode.d7.loss_mask: 0.4691, decode.d7.loss_dice: 0.7269, decode.d8.loss_cls: 0.2164, decode.d8.loss_mask: 0.4687, decode.d8.loss_dice: 0.7215, loss: 15.5762, grad_norm: 59.4116 +2023-11-07 05:49:18,328 - mmseg - INFO - Iter [118500/160000] lr: 2.594e-05, eta: 5:28:15, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1875, decode.loss_mask: 0.4569, decode.loss_dice: 0.6912, decode.d0.loss_cls: 1.1743, decode.d0.loss_mask: 0.4940, decode.d0.loss_dice: 0.7641, decode.d1.loss_cls: 0.2838, decode.d1.loss_mask: 0.4743, decode.d1.loss_dice: 0.7287, decode.d2.loss_cls: 0.2338, decode.d2.loss_mask: 0.4657, decode.d2.loss_dice: 0.7115, decode.d3.loss_cls: 0.2156, decode.d3.loss_mask: 0.4610, decode.d3.loss_dice: 0.6975, decode.d4.loss_cls: 0.2030, decode.d4.loss_mask: 0.4602, decode.d4.loss_dice: 0.7007, decode.d5.loss_cls: 0.1930, decode.d5.loss_mask: 0.4604, decode.d5.loss_dice: 0.6960, decode.d6.loss_cls: 0.1945, decode.d6.loss_mask: 0.4589, decode.d6.loss_dice: 0.6923, decode.d7.loss_cls: 0.1870, decode.d7.loss_mask: 0.4590, decode.d7.loss_dice: 0.6947, decode.d8.loss_cls: 0.1912, decode.d8.loss_mask: 0.4563, decode.d8.loss_dice: 0.6951, loss: 14.7820, grad_norm: 70.2613 +2023-11-07 05:49:41,158 - mmseg - INFO - Iter [118550/160000] lr: 2.591e-05, eta: 5:27:51, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1874, decode.loss_mask: 0.4559, decode.loss_dice: 0.6822, decode.d0.loss_cls: 1.1880, decode.d0.loss_mask: 0.4893, decode.d0.loss_dice: 0.7604, decode.d1.loss_cls: 0.2828, decode.d1.loss_mask: 0.4687, decode.d1.loss_dice: 0.7224, decode.d2.loss_cls: 0.2329, decode.d2.loss_mask: 0.4606, decode.d2.loss_dice: 0.7051, decode.d3.loss_cls: 0.2180, decode.d3.loss_mask: 0.4565, decode.d3.loss_dice: 0.6939, decode.d4.loss_cls: 0.2050, decode.d4.loss_mask: 0.4558, decode.d4.loss_dice: 0.6866, decode.d5.loss_cls: 0.2065, decode.d5.loss_mask: 0.4538, decode.d5.loss_dice: 0.6835, decode.d6.loss_cls: 0.1984, decode.d6.loss_mask: 0.4560, decode.d6.loss_dice: 0.6835, decode.d7.loss_cls: 0.1956, decode.d7.loss_mask: 0.4562, decode.d7.loss_dice: 0.6827, decode.d8.loss_cls: 0.1913, decode.d8.loss_mask: 0.4542, decode.d8.loss_dice: 0.6818, loss: 14.6951, grad_norm: 67.8591 +2023-11-07 05:50:04,184 - mmseg - INFO - Iter [118600/160000] lr: 2.588e-05, eta: 5:27:27, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2008, decode.loss_mask: 0.4814, decode.loss_dice: 0.7014, decode.d0.loss_cls: 1.1867, decode.d0.loss_mask: 0.5207, decode.d0.loss_dice: 0.7690, decode.d1.loss_cls: 0.2860, decode.d1.loss_mask: 0.5016, decode.d1.loss_dice: 0.7438, decode.d2.loss_cls: 0.2444, decode.d2.loss_mask: 0.4899, decode.d2.loss_dice: 0.7270, decode.d3.loss_cls: 0.2244, decode.d3.loss_mask: 0.4839, decode.d3.loss_dice: 0.7115, decode.d4.loss_cls: 0.2145, decode.d4.loss_mask: 0.4827, decode.d4.loss_dice: 0.7081, decode.d5.loss_cls: 0.2058, decode.d5.loss_mask: 0.4833, decode.d5.loss_dice: 0.7104, decode.d6.loss_cls: 0.2075, decode.d6.loss_mask: 0.4817, decode.d6.loss_dice: 0.7016, decode.d7.loss_cls: 0.2024, decode.d7.loss_mask: 0.4812, decode.d7.loss_dice: 0.7040, decode.d8.loss_cls: 0.1996, decode.d8.loss_mask: 0.4816, decode.d8.loss_dice: 0.7010, loss: 15.2377, grad_norm: 68.9169 +2023-11-07 05:50:27,080 - mmseg - INFO - Iter [118650/160000] lr: 2.584e-05, eta: 5:27:03, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1997, decode.loss_mask: 0.4426, decode.loss_dice: 0.6851, decode.d0.loss_cls: 1.1712, decode.d0.loss_mask: 0.4776, decode.d0.loss_dice: 0.7598, decode.d1.loss_cls: 0.2927, decode.d1.loss_mask: 0.4586, decode.d1.loss_dice: 0.7271, decode.d2.loss_cls: 0.2534, decode.d2.loss_mask: 0.4497, decode.d2.loss_dice: 0.7072, decode.d3.loss_cls: 0.2325, decode.d3.loss_mask: 0.4466, decode.d3.loss_dice: 0.6940, decode.d4.loss_cls: 0.2182, decode.d4.loss_mask: 0.4436, decode.d4.loss_dice: 0.6916, decode.d5.loss_cls: 0.2118, decode.d5.loss_mask: 0.4452, decode.d5.loss_dice: 0.6936, decode.d6.loss_cls: 0.2119, decode.d6.loss_mask: 0.4457, decode.d6.loss_dice: 0.6929, decode.d7.loss_cls: 0.2071, decode.d7.loss_mask: 0.4441, decode.d7.loss_dice: 0.6895, decode.d8.loss_cls: 0.2047, decode.d8.loss_mask: 0.4435, decode.d8.loss_dice: 0.6894, loss: 14.7307, grad_norm: 60.1254 +2023-11-07 05:50:50,060 - mmseg - INFO - Iter [118700/160000] lr: 2.581e-05, eta: 5:26:39, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2078, decode.loss_mask: 0.4691, decode.loss_dice: 0.6978, decode.d0.loss_cls: 1.1894, decode.d0.loss_mask: 0.5157, decode.d0.loss_dice: 0.7857, decode.d1.loss_cls: 0.3014, decode.d1.loss_mask: 0.4902, decode.d1.loss_dice: 0.7463, decode.d2.loss_cls: 0.2635, decode.d2.loss_mask: 0.4784, decode.d2.loss_dice: 0.7221, decode.d3.loss_cls: 0.2452, decode.d3.loss_mask: 0.4749, decode.d3.loss_dice: 0.7086, decode.d4.loss_cls: 0.2283, decode.d4.loss_mask: 0.4731, decode.d4.loss_dice: 0.7067, decode.d5.loss_cls: 0.2229, decode.d5.loss_mask: 0.4708, decode.d5.loss_dice: 0.7047, decode.d6.loss_cls: 0.2215, decode.d6.loss_mask: 0.4715, decode.d6.loss_dice: 0.6978, decode.d7.loss_cls: 0.2136, decode.d7.loss_mask: 0.4694, decode.d7.loss_dice: 0.6998, decode.d8.loss_cls: 0.2156, decode.d8.loss_mask: 0.4701, decode.d8.loss_dice: 0.7020, loss: 15.2638, grad_norm: 69.0351 +2023-11-07 05:51:15,240 - mmseg - INFO - Iter [118750/160000] lr: 2.578e-05, eta: 5:26:16, time: 0.504, data_time: 0.058, memory: 39436, decode.loss_cls: 0.1790, decode.loss_mask: 0.4733, decode.loss_dice: 0.6970, decode.d0.loss_cls: 1.1848, decode.d0.loss_mask: 0.5109, decode.d0.loss_dice: 0.7702, decode.d1.loss_cls: 0.2729, decode.d1.loss_mask: 0.4900, decode.d1.loss_dice: 0.7386, decode.d2.loss_cls: 0.2253, decode.d2.loss_mask: 0.4819, decode.d2.loss_dice: 0.7214, decode.d3.loss_cls: 0.2055, decode.d3.loss_mask: 0.4765, decode.d3.loss_dice: 0.7040, decode.d4.loss_cls: 0.1939, decode.d4.loss_mask: 0.4750, decode.d4.loss_dice: 0.7044, decode.d5.loss_cls: 0.1853, decode.d5.loss_mask: 0.4753, decode.d5.loss_dice: 0.7046, decode.d6.loss_cls: 0.1867, decode.d6.loss_mask: 0.4750, decode.d6.loss_dice: 0.6975, decode.d7.loss_cls: 0.1807, decode.d7.loss_mask: 0.4738, decode.d7.loss_dice: 0.6944, decode.d8.loss_cls: 0.1826, decode.d8.loss_mask: 0.4733, decode.d8.loss_dice: 0.6963, loss: 14.9302, grad_norm: 69.1431 +2023-11-07 05:51:38,349 - mmseg - INFO - Iter [118800/160000] lr: 2.575e-05, eta: 5:25:52, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2072, decode.loss_mask: 0.4632, decode.loss_dice: 0.7052, decode.d0.loss_cls: 1.1927, decode.d0.loss_mask: 0.5068, decode.d0.loss_dice: 0.7813, decode.d1.loss_cls: 0.2809, decode.d1.loss_mask: 0.4823, decode.d1.loss_dice: 0.7479, decode.d2.loss_cls: 0.2458, decode.d2.loss_mask: 0.4703, decode.d2.loss_dice: 0.7242, decode.d3.loss_cls: 0.2261, decode.d3.loss_mask: 0.4665, decode.d3.loss_dice: 0.7099, decode.d4.loss_cls: 0.2180, decode.d4.loss_mask: 0.4657, decode.d4.loss_dice: 0.7098, decode.d5.loss_cls: 0.2097, decode.d5.loss_mask: 0.4646, decode.d5.loss_dice: 0.7110, decode.d6.loss_cls: 0.2120, decode.d6.loss_mask: 0.4645, decode.d6.loss_dice: 0.7075, decode.d7.loss_cls: 0.2091, decode.d7.loss_mask: 0.4631, decode.d7.loss_dice: 0.7082, decode.d8.loss_cls: 0.2085, decode.d8.loss_mask: 0.4635, decode.d8.loss_dice: 0.7078, loss: 15.1332, grad_norm: 62.3754 +2023-11-07 05:52:01,251 - mmseg - INFO - Iter [118850/160000] lr: 2.572e-05, eta: 5:25:28, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2039, decode.loss_mask: 0.4551, decode.loss_dice: 0.6913, decode.d0.loss_cls: 1.2086, decode.d0.loss_mask: 0.4943, decode.d0.loss_dice: 0.7621, decode.d1.loss_cls: 0.2884, decode.d1.loss_mask: 0.4752, decode.d1.loss_dice: 0.7274, decode.d2.loss_cls: 0.2522, decode.d2.loss_mask: 0.4636, decode.d2.loss_dice: 0.7079, decode.d3.loss_cls: 0.2318, decode.d3.loss_mask: 0.4599, decode.d3.loss_dice: 0.6958, decode.d4.loss_cls: 0.2230, decode.d4.loss_mask: 0.4578, decode.d4.loss_dice: 0.6939, decode.d5.loss_cls: 0.2151, decode.d5.loss_mask: 0.4598, decode.d5.loss_dice: 0.6972, decode.d6.loss_cls: 0.2098, decode.d6.loss_mask: 0.4591, decode.d6.loss_dice: 0.6944, decode.d7.loss_cls: 0.2048, decode.d7.loss_mask: 0.4574, decode.d7.loss_dice: 0.6940, decode.d8.loss_cls: 0.2057, decode.d8.loss_mask: 0.4560, decode.d8.loss_dice: 0.6903, loss: 14.9357, grad_norm: 70.6026 +2023-11-07 05:52:24,318 - mmseg - INFO - Iter [118900/160000] lr: 2.569e-05, eta: 5:25:04, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1860, decode.loss_mask: 0.4681, decode.loss_dice: 0.6764, decode.d0.loss_cls: 1.1634, decode.d0.loss_mask: 0.5012, decode.d0.loss_dice: 0.7469, decode.d1.loss_cls: 0.2813, decode.d1.loss_mask: 0.4822, decode.d1.loss_dice: 0.7105, decode.d2.loss_cls: 0.2406, decode.d2.loss_mask: 0.4730, decode.d2.loss_dice: 0.6932, decode.d3.loss_cls: 0.2165, decode.d3.loss_mask: 0.4702, decode.d3.loss_dice: 0.6794, decode.d4.loss_cls: 0.2060, decode.d4.loss_mask: 0.4685, decode.d4.loss_dice: 0.6795, decode.d5.loss_cls: 0.1982, decode.d5.loss_mask: 0.4681, decode.d5.loss_dice: 0.6781, decode.d6.loss_cls: 0.1961, decode.d6.loss_mask: 0.4679, decode.d6.loss_dice: 0.6750, decode.d7.loss_cls: 0.1875, decode.d7.loss_mask: 0.4688, decode.d7.loss_dice: 0.6785, decode.d8.loss_cls: 0.1860, decode.d8.loss_mask: 0.4682, decode.d8.loss_dice: 0.6772, loss: 14.6924, grad_norm: 72.9930 +2023-11-07 05:52:47,124 - mmseg - INFO - Iter [118950/160000] lr: 2.566e-05, eta: 5:24:40, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2046, decode.loss_mask: 0.4767, decode.loss_dice: 0.7195, decode.d0.loss_cls: 1.2040, decode.d0.loss_mask: 0.5191, decode.d0.loss_dice: 0.7900, decode.d1.loss_cls: 0.2984, decode.d1.loss_mask: 0.4894, decode.d1.loss_dice: 0.7620, decode.d2.loss_cls: 0.2458, decode.d2.loss_mask: 0.4846, decode.d2.loss_dice: 0.7428, decode.d3.loss_cls: 0.2296, decode.d3.loss_mask: 0.4801, decode.d3.loss_dice: 0.7248, decode.d4.loss_cls: 0.2176, decode.d4.loss_mask: 0.4799, decode.d4.loss_dice: 0.7237, decode.d5.loss_cls: 0.2138, decode.d5.loss_mask: 0.4769, decode.d5.loss_dice: 0.7228, decode.d6.loss_cls: 0.2104, decode.d6.loss_mask: 0.4754, decode.d6.loss_dice: 0.7181, decode.d7.loss_cls: 0.2077, decode.d7.loss_mask: 0.4753, decode.d7.loss_dice: 0.7182, decode.d8.loss_cls: 0.2082, decode.d8.loss_mask: 0.4754, decode.d8.loss_dice: 0.7209, loss: 15.4157, grad_norm: 64.1006 +2023-11-07 05:53:10,073 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 05:53:10,073 - mmseg - INFO - Iter [119000/160000] lr: 2.563e-05, eta: 5:24:16, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1953, decode.loss_mask: 0.4662, decode.loss_dice: 0.7138, decode.d0.loss_cls: 1.1936, decode.d0.loss_mask: 0.5068, decode.d0.loss_dice: 0.7894, decode.d1.loss_cls: 0.2822, decode.d1.loss_mask: 0.4827, decode.d1.loss_dice: 0.7525, decode.d2.loss_cls: 0.2409, decode.d2.loss_mask: 0.4764, decode.d2.loss_dice: 0.7352, decode.d3.loss_cls: 0.2269, decode.d3.loss_mask: 0.4682, decode.d3.loss_dice: 0.7171, decode.d4.loss_cls: 0.2129, decode.d4.loss_mask: 0.4681, decode.d4.loss_dice: 0.7190, decode.d5.loss_cls: 0.2072, decode.d5.loss_mask: 0.4671, decode.d5.loss_dice: 0.7178, decode.d6.loss_cls: 0.2032, decode.d6.loss_mask: 0.4679, decode.d6.loss_dice: 0.7168, decode.d7.loss_cls: 0.2026, decode.d7.loss_mask: 0.4670, decode.d7.loss_dice: 0.7148, decode.d8.loss_cls: 0.1965, decode.d8.loss_mask: 0.4663, decode.d8.loss_dice: 0.7138, loss: 15.1881, grad_norm: 64.4997 +2023-11-07 05:53:33,047 - mmseg - INFO - Iter [119050/160000] lr: 2.559e-05, eta: 5:23:52, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2100, decode.loss_mask: 0.4742, decode.loss_dice: 0.7140, decode.d0.loss_cls: 1.1901, decode.d0.loss_mask: 0.5126, decode.d0.loss_dice: 0.7903, decode.d1.loss_cls: 0.2847, decode.d1.loss_mask: 0.4925, decode.d1.loss_dice: 0.7554, decode.d2.loss_cls: 0.2455, decode.d2.loss_mask: 0.4812, decode.d2.loss_dice: 0.7358, decode.d3.loss_cls: 0.2337, decode.d3.loss_mask: 0.4740, decode.d3.loss_dice: 0.7191, decode.d4.loss_cls: 0.2202, decode.d4.loss_mask: 0.4738, decode.d4.loss_dice: 0.7184, decode.d5.loss_cls: 0.2181, decode.d5.loss_mask: 0.4743, decode.d5.loss_dice: 0.7196, decode.d6.loss_cls: 0.2135, decode.d6.loss_mask: 0.4736, decode.d6.loss_dice: 0.7187, decode.d7.loss_cls: 0.2152, decode.d7.loss_mask: 0.4722, decode.d7.loss_dice: 0.7179, decode.d8.loss_cls: 0.2093, decode.d8.loss_mask: 0.4739, decode.d8.loss_dice: 0.7204, loss: 15.3523, grad_norm: 69.1914 +2023-11-07 05:53:55,969 - mmseg - INFO - Iter [119100/160000] lr: 2.556e-05, eta: 5:23:28, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2019, decode.loss_mask: 0.4495, decode.loss_dice: 0.6993, decode.d0.loss_cls: 1.2180, decode.d0.loss_mask: 0.4848, decode.d0.loss_dice: 0.7737, decode.d1.loss_cls: 0.2947, decode.d1.loss_mask: 0.4672, decode.d1.loss_dice: 0.7350, decode.d2.loss_cls: 0.2483, decode.d2.loss_mask: 0.4561, decode.d2.loss_dice: 0.7171, decode.d3.loss_cls: 0.2297, decode.d3.loss_mask: 0.4541, decode.d3.loss_dice: 0.7041, decode.d4.loss_cls: 0.2152, decode.d4.loss_mask: 0.4531, decode.d4.loss_dice: 0.7043, decode.d5.loss_cls: 0.2093, decode.d5.loss_mask: 0.4529, decode.d5.loss_dice: 0.7029, decode.d6.loss_cls: 0.2063, decode.d6.loss_mask: 0.4504, decode.d6.loss_dice: 0.7036, decode.d7.loss_cls: 0.2010, decode.d7.loss_mask: 0.4504, decode.d7.loss_dice: 0.7014, decode.d8.loss_cls: 0.2005, decode.d8.loss_mask: 0.4504, decode.d8.loss_dice: 0.6994, loss: 14.9345, grad_norm: 62.8612 +2023-11-07 05:54:18,706 - mmseg - INFO - Iter [119150/160000] lr: 2.553e-05, eta: 5:23:04, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1923, decode.loss_mask: 0.4636, decode.loss_dice: 0.6950, decode.d0.loss_cls: 1.1685, decode.d0.loss_mask: 0.5021, decode.d0.loss_dice: 0.7648, decode.d1.loss_cls: 0.2837, decode.d1.loss_mask: 0.4816, decode.d1.loss_dice: 0.7363, decode.d2.loss_cls: 0.2482, decode.d2.loss_mask: 0.4685, decode.d2.loss_dice: 0.7162, decode.d3.loss_cls: 0.2240, decode.d3.loss_mask: 0.4674, decode.d3.loss_dice: 0.7049, decode.d4.loss_cls: 0.2181, decode.d4.loss_mask: 0.4645, decode.d4.loss_dice: 0.6958, decode.d5.loss_cls: 0.2076, decode.d5.loss_mask: 0.4641, decode.d5.loss_dice: 0.6996, decode.d6.loss_cls: 0.2020, decode.d6.loss_mask: 0.4644, decode.d6.loss_dice: 0.6928, decode.d7.loss_cls: 0.2019, decode.d7.loss_mask: 0.4628, decode.d7.loss_dice: 0.6946, decode.d8.loss_cls: 0.1975, decode.d8.loss_mask: 0.4633, decode.d8.loss_dice: 0.6938, loss: 14.9398, grad_norm: 65.3096 +2023-11-07 05:54:41,889 - mmseg - INFO - Iter [119200/160000] lr: 2.550e-05, eta: 5:22:40, time: 0.464, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1867, decode.loss_mask: 0.4481, decode.loss_dice: 0.6788, decode.d0.loss_cls: 1.1759, decode.d0.loss_mask: 0.4878, decode.d0.loss_dice: 0.7489, decode.d1.loss_cls: 0.2599, decode.d1.loss_mask: 0.4655, decode.d1.loss_dice: 0.7215, decode.d2.loss_cls: 0.2207, decode.d2.loss_mask: 0.4550, decode.d2.loss_dice: 0.6922, decode.d3.loss_cls: 0.2041, decode.d3.loss_mask: 0.4508, decode.d3.loss_dice: 0.6850, decode.d4.loss_cls: 0.1943, decode.d4.loss_mask: 0.4495, decode.d4.loss_dice: 0.6831, decode.d5.loss_cls: 0.1865, decode.d5.loss_mask: 0.4483, decode.d5.loss_dice: 0.6834, decode.d6.loss_cls: 0.1853, decode.d6.loss_mask: 0.4476, decode.d6.loss_dice: 0.6777, decode.d7.loss_cls: 0.1840, decode.d7.loss_mask: 0.4479, decode.d7.loss_dice: 0.6792, decode.d8.loss_cls: 0.1874, decode.d8.loss_mask: 0.4479, decode.d8.loss_dice: 0.6791, loss: 14.4621, grad_norm: 59.7455 +2023-11-07 05:55:04,785 - mmseg - INFO - Iter [119250/160000] lr: 2.547e-05, eta: 5:22:16, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1899, decode.loss_mask: 0.4626, decode.loss_dice: 0.6968, decode.d0.loss_cls: 1.1786, decode.d0.loss_mask: 0.4996, decode.d0.loss_dice: 0.7667, decode.d1.loss_cls: 0.2800, decode.d1.loss_mask: 0.4804, decode.d1.loss_dice: 0.7372, decode.d2.loss_cls: 0.2367, decode.d2.loss_mask: 0.4704, decode.d2.loss_dice: 0.7116, decode.d3.loss_cls: 0.2162, decode.d3.loss_mask: 0.4656, decode.d3.loss_dice: 0.7006, decode.d4.loss_cls: 0.2055, decode.d4.loss_mask: 0.4658, decode.d4.loss_dice: 0.7013, decode.d5.loss_cls: 0.2037, decode.d5.loss_mask: 0.4652, decode.d5.loss_dice: 0.6987, decode.d6.loss_cls: 0.2028, decode.d6.loss_mask: 0.4640, decode.d6.loss_dice: 0.6977, decode.d7.loss_cls: 0.1951, decode.d7.loss_mask: 0.4633, decode.d7.loss_dice: 0.6971, decode.d8.loss_cls: 0.1932, decode.d8.loss_mask: 0.4633, decode.d8.loss_dice: 0.6968, loss: 14.9065, grad_norm: 64.1244 +2023-11-07 05:55:27,632 - mmseg - INFO - Iter [119300/160000] lr: 2.544e-05, eta: 5:21:52, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1783, decode.loss_mask: 0.4589, decode.loss_dice: 0.6810, decode.d0.loss_cls: 1.1659, decode.d0.loss_mask: 0.5002, decode.d0.loss_dice: 0.7516, decode.d1.loss_cls: 0.2668, decode.d1.loss_mask: 0.4755, decode.d1.loss_dice: 0.7203, decode.d2.loss_cls: 0.2244, decode.d2.loss_mask: 0.4676, decode.d2.loss_dice: 0.7052, decode.d3.loss_cls: 0.2064, decode.d3.loss_mask: 0.4614, decode.d3.loss_dice: 0.6911, decode.d4.loss_cls: 0.1993, decode.d4.loss_mask: 0.4594, decode.d4.loss_dice: 0.6864, decode.d5.loss_cls: 0.1899, decode.d5.loss_mask: 0.4594, decode.d5.loss_dice: 0.6849, decode.d6.loss_cls: 0.1868, decode.d6.loss_mask: 0.4582, decode.d6.loss_dice: 0.6850, decode.d7.loss_cls: 0.1837, decode.d7.loss_mask: 0.4582, decode.d7.loss_dice: 0.6835, decode.d8.loss_cls: 0.1827, decode.d8.loss_mask: 0.4584, decode.d8.loss_dice: 0.6845, loss: 14.6148, grad_norm: 63.4684 +2023-11-07 05:55:50,515 - mmseg - INFO - Iter [119350/160000] lr: 2.541e-05, eta: 5:21:28, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1846, decode.loss_mask: 0.4555, decode.loss_dice: 0.6928, decode.d0.loss_cls: 1.1655, decode.d0.loss_mask: 0.4959, decode.d0.loss_dice: 0.7651, decode.d1.loss_cls: 0.2778, decode.d1.loss_mask: 0.4716, decode.d1.loss_dice: 0.7341, decode.d2.loss_cls: 0.2306, decode.d2.loss_mask: 0.4635, decode.d2.loss_dice: 0.7141, decode.d3.loss_cls: 0.2140, decode.d3.loss_mask: 0.4599, decode.d3.loss_dice: 0.7010, decode.d4.loss_cls: 0.2013, decode.d4.loss_mask: 0.4588, decode.d4.loss_dice: 0.6982, decode.d5.loss_cls: 0.1971, decode.d5.loss_mask: 0.4577, decode.d5.loss_dice: 0.6966, decode.d6.loss_cls: 0.1945, decode.d6.loss_mask: 0.4562, decode.d6.loss_dice: 0.6940, decode.d7.loss_cls: 0.1909, decode.d7.loss_mask: 0.4567, decode.d7.loss_dice: 0.6942, decode.d8.loss_cls: 0.1902, decode.d8.loss_mask: 0.4544, decode.d8.loss_dice: 0.6962, loss: 14.7630, grad_norm: 63.5200 +2023-11-07 05:56:13,337 - mmseg - INFO - Iter [119400/160000] lr: 2.538e-05, eta: 5:21:04, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2014, decode.loss_mask: 0.4707, decode.loss_dice: 0.6844, decode.d0.loss_cls: 1.1823, decode.d0.loss_mask: 0.5089, decode.d0.loss_dice: 0.7637, decode.d1.loss_cls: 0.2876, decode.d1.loss_mask: 0.4898, decode.d1.loss_dice: 0.7252, decode.d2.loss_cls: 0.2427, decode.d2.loss_mask: 0.4804, decode.d2.loss_dice: 0.7061, decode.d3.loss_cls: 0.2239, decode.d3.loss_mask: 0.4759, decode.d3.loss_dice: 0.6884, decode.d4.loss_cls: 0.2214, decode.d4.loss_mask: 0.4742, decode.d4.loss_dice: 0.6870, decode.d5.loss_cls: 0.2167, decode.d5.loss_mask: 0.4719, decode.d5.loss_dice: 0.6892, decode.d6.loss_cls: 0.2073, decode.d6.loss_mask: 0.4717, decode.d6.loss_dice: 0.6817, decode.d7.loss_cls: 0.2060, decode.d7.loss_mask: 0.4725, decode.d7.loss_dice: 0.6849, decode.d8.loss_cls: 0.2050, decode.d8.loss_mask: 0.4722, decode.d8.loss_dice: 0.6868, loss: 14.9799, grad_norm: 66.2102 +2023-11-07 05:56:36,250 - mmseg - INFO - Iter [119450/160000] lr: 2.534e-05, eta: 5:20:40, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1899, decode.loss_mask: 0.4549, decode.loss_dice: 0.6963, decode.d0.loss_cls: 1.1749, decode.d0.loss_mask: 0.4891, decode.d0.loss_dice: 0.7728, decode.d1.loss_cls: 0.2753, decode.d1.loss_mask: 0.4714, decode.d1.loss_dice: 0.7382, decode.d2.loss_cls: 0.2318, decode.d2.loss_mask: 0.4621, decode.d2.loss_dice: 0.7164, decode.d3.loss_cls: 0.2202, decode.d3.loss_mask: 0.4576, decode.d3.loss_dice: 0.7018, decode.d4.loss_cls: 0.2087, decode.d4.loss_mask: 0.4565, decode.d4.loss_dice: 0.7033, decode.d5.loss_cls: 0.2008, decode.d5.loss_mask: 0.4562, decode.d5.loss_dice: 0.6992, decode.d6.loss_cls: 0.1975, decode.d6.loss_mask: 0.4562, decode.d6.loss_dice: 0.6997, decode.d7.loss_cls: 0.1941, decode.d7.loss_mask: 0.4552, decode.d7.loss_dice: 0.6983, decode.d8.loss_cls: 0.1894, decode.d8.loss_mask: 0.4557, decode.d8.loss_dice: 0.7003, loss: 14.8242, grad_norm: 63.4472 +2023-11-07 05:56:59,163 - mmseg - INFO - Iter [119500/160000] lr: 2.531e-05, eta: 5:20:16, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2055, decode.loss_mask: 0.4522, decode.loss_dice: 0.6757, decode.d0.loss_cls: 1.1653, decode.d0.loss_mask: 0.4939, decode.d0.loss_dice: 0.7547, decode.d1.loss_cls: 0.2805, decode.d1.loss_mask: 0.4688, decode.d1.loss_dice: 0.7180, decode.d2.loss_cls: 0.2460, decode.d2.loss_mask: 0.4602, decode.d2.loss_dice: 0.7009, decode.d3.loss_cls: 0.2346, decode.d3.loss_mask: 0.4550, decode.d3.loss_dice: 0.6840, decode.d4.loss_cls: 0.2232, decode.d4.loss_mask: 0.4546, decode.d4.loss_dice: 0.6808, decode.d5.loss_cls: 0.2186, decode.d5.loss_mask: 0.4534, decode.d5.loss_dice: 0.6819, decode.d6.loss_cls: 0.2139, decode.d6.loss_mask: 0.4522, decode.d6.loss_dice: 0.6789, decode.d7.loss_cls: 0.2095, decode.d7.loss_mask: 0.4526, decode.d7.loss_dice: 0.6808, decode.d8.loss_cls: 0.2072, decode.d8.loss_mask: 0.4524, decode.d8.loss_dice: 0.6789, loss: 14.7344, grad_norm: 65.7720 +2023-11-07 05:57:22,057 - mmseg - INFO - Iter [119550/160000] lr: 2.528e-05, eta: 5:19:52, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2080, decode.loss_mask: 0.4641, decode.loss_dice: 0.7036, decode.d0.loss_cls: 1.1845, decode.d0.loss_mask: 0.5064, decode.d0.loss_dice: 0.7739, decode.d1.loss_cls: 0.2947, decode.d1.loss_mask: 0.4805, decode.d1.loss_dice: 0.7460, decode.d2.loss_cls: 0.2497, decode.d2.loss_mask: 0.4706, decode.d2.loss_dice: 0.7233, decode.d3.loss_cls: 0.2275, decode.d3.loss_mask: 0.4678, decode.d3.loss_dice: 0.7106, decode.d4.loss_cls: 0.2253, decode.d4.loss_mask: 0.4647, decode.d4.loss_dice: 0.7058, decode.d5.loss_cls: 0.2136, decode.d5.loss_mask: 0.4667, decode.d5.loss_dice: 0.7089, decode.d6.loss_cls: 0.2122, decode.d6.loss_mask: 0.4634, decode.d6.loss_dice: 0.7083, decode.d7.loss_cls: 0.2072, decode.d7.loss_mask: 0.4649, decode.d7.loss_dice: 0.7061, decode.d8.loss_cls: 0.2060, decode.d8.loss_mask: 0.4636, decode.d8.loss_dice: 0.7026, loss: 15.1304, grad_norm: 61.5195 +2023-11-07 05:57:45,078 - mmseg - INFO - Iter [119600/160000] lr: 2.525e-05, eta: 5:19:28, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1844, decode.loss_mask: 0.4561, decode.loss_dice: 0.6906, decode.d0.loss_cls: 1.1794, decode.d0.loss_mask: 0.4918, decode.d0.loss_dice: 0.7663, decode.d1.loss_cls: 0.2744, decode.d1.loss_mask: 0.4715, decode.d1.loss_dice: 0.7383, decode.d2.loss_cls: 0.2273, decode.d2.loss_mask: 0.4657, decode.d2.loss_dice: 0.7118, decode.d3.loss_cls: 0.2102, decode.d3.loss_mask: 0.4598, decode.d3.loss_dice: 0.6903, decode.d4.loss_cls: 0.2004, decode.d4.loss_mask: 0.4576, decode.d4.loss_dice: 0.6916, decode.d5.loss_cls: 0.1936, decode.d5.loss_mask: 0.4588, decode.d5.loss_dice: 0.6905, decode.d6.loss_cls: 0.1902, decode.d6.loss_mask: 0.4589, decode.d6.loss_dice: 0.6925, decode.d7.loss_cls: 0.1903, decode.d7.loss_mask: 0.4588, decode.d7.loss_dice: 0.6876, decode.d8.loss_cls: 0.1835, decode.d8.loss_mask: 0.4566, decode.d8.loss_dice: 0.6890, loss: 14.7177, grad_norm: 62.7252 +2023-11-07 05:58:07,977 - mmseg - INFO - Iter [119650/160000] lr: 2.522e-05, eta: 5:19:04, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2106, decode.loss_mask: 0.4679, decode.loss_dice: 0.7273, decode.d0.loss_cls: 1.2140, decode.d0.loss_mask: 0.5070, decode.d0.loss_dice: 0.8117, decode.d1.loss_cls: 0.3039, decode.d1.loss_mask: 0.4876, decode.d1.loss_dice: 0.7731, decode.d2.loss_cls: 0.2591, decode.d2.loss_mask: 0.4774, decode.d2.loss_dice: 0.7486, decode.d3.loss_cls: 0.2425, decode.d3.loss_mask: 0.4695, decode.d3.loss_dice: 0.7308, decode.d4.loss_cls: 0.2276, decode.d4.loss_mask: 0.4696, decode.d4.loss_dice: 0.7306, decode.d5.loss_cls: 0.2273, decode.d5.loss_mask: 0.4678, decode.d5.loss_dice: 0.7318, decode.d6.loss_cls: 0.2208, decode.d6.loss_mask: 0.4693, decode.d6.loss_dice: 0.7301, decode.d7.loss_cls: 0.2180, decode.d7.loss_mask: 0.4682, decode.d7.loss_dice: 0.7291, decode.d8.loss_cls: 0.2112, decode.d8.loss_mask: 0.4685, decode.d8.loss_dice: 0.7269, loss: 15.5280, grad_norm: 75.8673 +2023-11-07 05:58:30,847 - mmseg - INFO - Iter [119700/160000] lr: 2.519e-05, eta: 5:18:40, time: 0.459, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2003, decode.loss_mask: 0.4393, decode.loss_dice: 0.6974, decode.d0.loss_cls: 1.1911, decode.d0.loss_mask: 0.4790, decode.d0.loss_dice: 0.7844, decode.d1.loss_cls: 0.2827, decode.d1.loss_mask: 0.4559, decode.d1.loss_dice: 0.7456, decode.d2.loss_cls: 0.2419, decode.d2.loss_mask: 0.4484, decode.d2.loss_dice: 0.7182, decode.d3.loss_cls: 0.2267, decode.d3.loss_mask: 0.4445, decode.d3.loss_dice: 0.7063, decode.d4.loss_cls: 0.2162, decode.d4.loss_mask: 0.4433, decode.d4.loss_dice: 0.7056, decode.d5.loss_cls: 0.2099, decode.d5.loss_mask: 0.4417, decode.d5.loss_dice: 0.7040, decode.d6.loss_cls: 0.2072, decode.d6.loss_mask: 0.4407, decode.d6.loss_dice: 0.7049, decode.d7.loss_cls: 0.2015, decode.d7.loss_mask: 0.4402, decode.d7.loss_dice: 0.7037, decode.d8.loss_cls: 0.1978, decode.d8.loss_mask: 0.4400, decode.d8.loss_dice: 0.7017, loss: 14.8202, grad_norm: 61.3215 +2023-11-07 05:58:53,606 - mmseg - INFO - Iter [119750/160000] lr: 2.516e-05, eta: 5:18:16, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1968, decode.loss_mask: 0.4611, decode.loss_dice: 0.7092, decode.d0.loss_cls: 1.1808, decode.d0.loss_mask: 0.4999, decode.d0.loss_dice: 0.7887, decode.d1.loss_cls: 0.2863, decode.d1.loss_mask: 0.4799, decode.d1.loss_dice: 0.7498, decode.d2.loss_cls: 0.2383, decode.d2.loss_mask: 0.4696, decode.d2.loss_dice: 0.7337, decode.d3.loss_cls: 0.2194, decode.d3.loss_mask: 0.4658, decode.d3.loss_dice: 0.7191, decode.d4.loss_cls: 0.2088, decode.d4.loss_mask: 0.4638, decode.d4.loss_dice: 0.7138, decode.d5.loss_cls: 0.2061, decode.d5.loss_mask: 0.4624, decode.d5.loss_dice: 0.7118, decode.d6.loss_cls: 0.2041, decode.d6.loss_mask: 0.4624, decode.d6.loss_dice: 0.7076, decode.d7.loss_cls: 0.1972, decode.d7.loss_mask: 0.4632, decode.d7.loss_dice: 0.7093, decode.d8.loss_cls: 0.1964, decode.d8.loss_mask: 0.4637, decode.d8.loss_dice: 0.7057, loss: 15.0747, grad_norm: 71.4657 +2023-11-07 05:59:16,612 - mmseg - INFO - Iter [119800/160000] lr: 2.513e-05, eta: 5:17:52, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1900, decode.loss_mask: 0.4659, decode.loss_dice: 0.6970, decode.d0.loss_cls: 1.1347, decode.d0.loss_mask: 0.5079, decode.d0.loss_dice: 0.7759, decode.d1.loss_cls: 0.2682, decode.d1.loss_mask: 0.4847, decode.d1.loss_dice: 0.7357, decode.d2.loss_cls: 0.2271, decode.d2.loss_mask: 0.4741, decode.d2.loss_dice: 0.7163, decode.d3.loss_cls: 0.2143, decode.d3.loss_mask: 0.4693, decode.d3.loss_dice: 0.6996, decode.d4.loss_cls: 0.2030, decode.d4.loss_mask: 0.4684, decode.d4.loss_dice: 0.6991, decode.d5.loss_cls: 0.1956, decode.d5.loss_mask: 0.4674, decode.d5.loss_dice: 0.6980, decode.d6.loss_cls: 0.1971, decode.d6.loss_mask: 0.4677, decode.d6.loss_dice: 0.6967, decode.d7.loss_cls: 0.1878, decode.d7.loss_mask: 0.4676, decode.d7.loss_dice: 0.7021, decode.d8.loss_cls: 0.1905, decode.d8.loss_mask: 0.4658, decode.d8.loss_dice: 0.6990, loss: 14.8665, grad_norm: 62.8249 +2023-11-07 05:59:39,388 - mmseg - INFO - Iter [119850/160000] lr: 2.509e-05, eta: 5:17:28, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2067, decode.loss_mask: 0.4675, decode.loss_dice: 0.7099, decode.d0.loss_cls: 1.2167, decode.d0.loss_mask: 0.5122, decode.d0.loss_dice: 0.7817, decode.d1.loss_cls: 0.3026, decode.d1.loss_mask: 0.4875, decode.d1.loss_dice: 0.7505, decode.d2.loss_cls: 0.2564, decode.d2.loss_mask: 0.4789, decode.d2.loss_dice: 0.7340, decode.d3.loss_cls: 0.2342, decode.d3.loss_mask: 0.4739, decode.d3.loss_dice: 0.7192, decode.d4.loss_cls: 0.2274, decode.d4.loss_mask: 0.4710, decode.d4.loss_dice: 0.7166, decode.d5.loss_cls: 0.2186, decode.d5.loss_mask: 0.4701, decode.d5.loss_dice: 0.7149, decode.d6.loss_cls: 0.2150, decode.d6.loss_mask: 0.4704, decode.d6.loss_dice: 0.7136, decode.d7.loss_cls: 0.2076, decode.d7.loss_mask: 0.4685, decode.d7.loss_dice: 0.7132, decode.d8.loss_cls: 0.2049, decode.d8.loss_mask: 0.4686, decode.d8.loss_dice: 0.7159, loss: 15.3280, grad_norm: 62.1300 +2023-11-07 06:00:02,241 - mmseg - INFO - Iter [119900/160000] lr: 2.506e-05, eta: 5:17:04, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2079, decode.loss_mask: 0.4750, decode.loss_dice: 0.7063, decode.d0.loss_cls: 1.2151, decode.d0.loss_mask: 0.5124, decode.d0.loss_dice: 0.7850, decode.d1.loss_cls: 0.3032, decode.d1.loss_mask: 0.4928, decode.d1.loss_dice: 0.7502, decode.d2.loss_cls: 0.2638, decode.d2.loss_mask: 0.4837, decode.d2.loss_dice: 0.7285, decode.d3.loss_cls: 0.2437, decode.d3.loss_mask: 0.4780, decode.d3.loss_dice: 0.7111, decode.d4.loss_cls: 0.2320, decode.d4.loss_mask: 0.4780, decode.d4.loss_dice: 0.7096, decode.d5.loss_cls: 0.2186, decode.d5.loss_mask: 0.4775, decode.d5.loss_dice: 0.7094, decode.d6.loss_cls: 0.2201, decode.d6.loss_mask: 0.4761, decode.d6.loss_dice: 0.7065, decode.d7.loss_cls: 0.2135, decode.d7.loss_mask: 0.4754, decode.d7.loss_dice: 0.7075, decode.d8.loss_cls: 0.2105, decode.d8.loss_mask: 0.4751, decode.d8.loss_dice: 0.7060, loss: 15.3725, grad_norm: 64.9824 +2023-11-07 06:00:25,106 - mmseg - INFO - Iter [119950/160000] lr: 2.503e-05, eta: 5:16:40, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1927, decode.loss_mask: 0.4577, decode.loss_dice: 0.6898, decode.d0.loss_cls: 1.1689, decode.d0.loss_mask: 0.5010, decode.d0.loss_dice: 0.7615, decode.d1.loss_cls: 0.2746, decode.d1.loss_mask: 0.4748, decode.d1.loss_dice: 0.7314, decode.d2.loss_cls: 0.2399, decode.d2.loss_mask: 0.4628, decode.d2.loss_dice: 0.7093, decode.d3.loss_cls: 0.2155, decode.d3.loss_mask: 0.4614, decode.d3.loss_dice: 0.6960, decode.d4.loss_cls: 0.2084, decode.d4.loss_mask: 0.4594, decode.d4.loss_dice: 0.6995, decode.d5.loss_cls: 0.2028, decode.d5.loss_mask: 0.4587, decode.d5.loss_dice: 0.6942, decode.d6.loss_cls: 0.1951, decode.d6.loss_mask: 0.4598, decode.d6.loss_dice: 0.6924, decode.d7.loss_cls: 0.1926, decode.d7.loss_mask: 0.4580, decode.d7.loss_dice: 0.6919, decode.d8.loss_cls: 0.1925, decode.d8.loss_mask: 0.4573, decode.d8.loss_dice: 0.6917, loss: 14.7916, grad_norm: 63.0946 +2023-11-07 06:00:50,439 - mmseg - INFO - Saving checkpoint at 120000 iterations +2023-11-07 06:00:52,901 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 06:00:52,901 - mmseg - INFO - Iter [120000/160000] lr: 2.500e-05, eta: 5:16:17, time: 0.556, data_time: 0.061, memory: 39436, decode.loss_cls: 0.2081, decode.loss_mask: 0.4816, decode.loss_dice: 0.7059, decode.d0.loss_cls: 1.1966, decode.d0.loss_mask: 0.5264, decode.d0.loss_dice: 0.7856, decode.d1.loss_cls: 0.2940, decode.d1.loss_mask: 0.5016, decode.d1.loss_dice: 0.7506, decode.d2.loss_cls: 0.2499, decode.d2.loss_mask: 0.4925, decode.d2.loss_dice: 0.7311, decode.d3.loss_cls: 0.2385, decode.d3.loss_mask: 0.4867, decode.d3.loss_dice: 0.7132, decode.d4.loss_cls: 0.2272, decode.d4.loss_mask: 0.4823, decode.d4.loss_dice: 0.7094, decode.d5.loss_cls: 0.2207, decode.d5.loss_mask: 0.4817, decode.d5.loss_dice: 0.7138, decode.d6.loss_cls: 0.2157, decode.d6.loss_mask: 0.4816, decode.d6.loss_dice: 0.7057, decode.d7.loss_cls: 0.2127, decode.d7.loss_mask: 0.4806, decode.d7.loss_dice: 0.7075, decode.d8.loss_cls: 0.2100, decode.d8.loss_mask: 0.4825, decode.d8.loss_dice: 0.7090, loss: 15.4027, grad_norm: 68.3557 +2023-11-07 06:01:12,512 - mmseg - INFO - per class results: +2023-11-07 06:01:12,517 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.31 | 86.49 | +| building | 82.61 | 90.66 | +| sky | 94.64 | 97.35 | +| floor | 82.09 | 89.89 | +| tree | 74.78 | 87.35 | +| ceiling | 84.6 | 91.75 | +| road | 85.4 | 91.75 | +| bed | 90.95 | 95.77 | +| windowpane | 63.66 | 81.57 | +| grass | 67.3 | 80.24 | +| cabinet | 62.62 | 75.75 | +| sidewalk | 65.52 | 78.39 | +| person | 85.14 | 93.2 | +| earth | 39.18 | 57.29 | +| door | 53.11 | 67.42 | +| table | 67.32 | 81.1 | +| mountain | 58.58 | 71.67 | +| plant | 52.14 | 66.83 | +| curtain | 77.83 | 86.7 | +| chair | 62.13 | 73.91 | +| car | 86.7 | 94.29 | +| water | 44.75 | 52.92 | +| painting | 71.15 | 89.46 | +| sofa | 70.14 | 81.21 | +| shelf | 45.53 | 67.12 | +| house | 44.01 | 76.66 | +| sea | 55.43 | 90.13 | +| mirror | 73.99 | 84.72 | +| rug | 54.34 | 63.17 | +| field | 25.93 | 37.29 | +| armchair | 50.12 | 78.03 | +| seat | 60.85 | 83.85 | +| fence | 52.08 | 67.69 | +| desk | 51.07 | 72.01 | +| rock | 46.87 | 75.27 | +| wardrobe | 47.21 | 67.83 | +| lamp | 71.58 | 84.19 | +| bathtub | 79.47 | 87.01 | +| railing | 37.64 | 61.09 | +| cushion | 56.73 | 70.03 | +| base | 38.94 | 57.35 | +| box | 30.34 | 44.17 | +| column | 51.99 | 65.25 | +| signboard | 38.39 | 58.03 | +| chest of drawers | 39.8 | 69.98 | +| counter | 35.65 | 55.18 | +| sand | 43.34 | 66.2 | +| sink | 77.11 | 83.64 | +| skyscraper | 42.67 | 52.28 | +| fireplace | 68.89 | 90.44 | +| refrigerator | 81.23 | 90.94 | +| grandstand | 42.7 | 75.57 | +| path | 28.51 | 41.26 | +| stairs | 33.42 | 40.12 | +| runway | 74.05 | 94.57 | +| case | 40.24 | 57.75 | +| pool table | 94.93 | 97.72 | +| pillow | 56.54 | 74.26 | +| screen door | 65.3 | 75.7 | +| stairway | 28.17 | 38.79 | +| river | 16.02 | 33.0 | +| bridge | 72.12 | 83.04 | +| bookcase | 38.91 | 57.31 | +| blind | 46.59 | 53.38 | +| coffee table | 67.42 | 86.88 | +| toilet | 88.6 | 91.37 | +| flower | 41.13 | 55.57 | +| book | 53.1 | 75.14 | +| hill | 7.14 | 13.52 | +| bench | 45.86 | 63.97 | +| countertop | 62.46 | 78.0 | +| stove | 81.9 | 87.46 | +| palm | 55.69 | 78.74 | +| kitchen island | 42.41 | 78.61 | +| computer | 70.28 | 76.03 | +| swivel chair | 54.34 | 76.71 | +| boat | 53.61 | 90.29 | +| bar | 58.75 | 62.53 | +| arcade machine | 45.14 | 47.73 | +| hovel | 45.18 | 48.47 | +| bus | 86.82 | 96.06 | +| towel | 61.86 | 76.67 | +| light | 61.82 | 78.22 | +| truck | 37.5 | 51.38 | +| tower | 26.51 | 50.82 | +| chandelier | 69.8 | 79.27 | +| awning | 34.32 | 48.68 | +| streetlight | 38.71 | 57.06 | +| booth | 51.86 | 74.27 | +| television receiver | 64.62 | 82.32 | +| airplane | 59.48 | 75.53 | +| dirt track | 7.14 | 24.06 | +| apparel | 43.29 | 65.96 | +| pole | 33.8 | 52.72 | +| land | 1.65 | 5.14 | +| bannister | 15.43 | 33.32 | +| escalator | 23.92 | 25.61 | +| ottoman | 43.77 | 66.14 | +| bottle | 26.36 | 33.83 | +| buffet | 37.55 | 55.34 | +| poster | 31.23 | 42.03 | +| stage | 14.05 | 33.77 | +| van | 49.85 | 74.92 | +| ship | 76.14 | 77.45 | +| fountain | 20.78 | 21.78 | +| conveyer belt | 59.98 | 68.09 | +| canopy | 12.87 | 20.82 | +| washer | 73.52 | 74.61 | +| plaything | 21.39 | 33.8 | +| swimming pool | 48.44 | 62.56 | +| stool | 37.28 | 73.74 | +| barrel | 58.46 | 75.03 | +| basket | 47.48 | 59.1 | +| waterfall | 52.15 | 62.2 | +| tent | 82.02 | 98.53 | +| bag | 22.78 | 30.16 | +| minibike | 72.67 | 90.5 | +| cradle | 78.21 | 97.89 | +| oven | 25.33 | 69.52 | +| ball | 36.18 | 39.95 | +| food | 65.61 | 78.13 | +| step | 25.57 | 43.23 | +| tank | 48.97 | 50.87 | +| trade name | 28.09 | 37.43 | +| microwave | 40.83 | 45.01 | +| pot | 53.21 | 64.66 | +| animal | 71.3 | 74.91 | +| bicycle | 61.78 | 82.78 | +| lake | 44.07 | 69.74 | +| dishwasher | 69.89 | 80.61 | +| screen | 67.06 | 88.41 | +| blanket | 18.88 | 22.9 | +| sculpture | 60.62 | 87.44 | +| hood | 84.75 | 92.68 | +| sconce | 52.26 | 71.62 | +| vase | 50.11 | 68.44 | +| traffic light | 39.83 | 67.95 | +| tray | 20.99 | 35.66 | +| ashcan | 48.42 | 69.81 | +| fan | 72.37 | 86.69 | +| pier | 11.71 | 20.42 | +| crt screen | 5.1 | 14.91 | +| plate | 59.64 | 77.74 | +| monitor | 3.31 | 4.36 | +| bulletin board | 37.24 | 58.85 | +| shower | 3.67 | 23.63 | +| radiator | 63.08 | 73.39 | +| glass | 22.86 | 25.1 | +| clock | 54.13 | 66.18 | +| flag | 48.75 | 54.08 | ++---------------------+-------+-------+ +2023-11-07 06:01:12,517 - mmseg - INFO - Summary: +2023-11-07 06:01:12,518 - mmseg - INFO - ++-------+------+-------+ +| aAcc | mIoU | mAcc | ++-------+------+-------+ +| 83.61 | 51.3 | 65.82 | ++-------+------+-------+ +2023-11-07 06:01:12,518 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 06:01:12,519 - mmseg - INFO - Iter(val) [250] aAcc: 0.8361, mIoU: 0.5130, mAcc: 0.6582, IoU.wall: 0.7931, IoU.building: 0.8261, IoU.sky: 0.9464, IoU.floor: 0.8209, IoU.tree: 0.7478, IoU.ceiling: 0.8460, IoU.road: 0.8540, IoU.bed : 0.9095, IoU.windowpane: 0.6366, IoU.grass: 0.6730, IoU.cabinet: 0.6262, IoU.sidewalk: 0.6552, IoU.person: 0.8514, IoU.earth: 0.3918, IoU.door: 0.5311, IoU.table: 0.6732, IoU.mountain: 0.5858, IoU.plant: 0.5214, IoU.curtain: 0.7783, IoU.chair: 0.6213, IoU.car: 0.8670, IoU.water: 0.4475, IoU.painting: 0.7115, IoU.sofa: 0.7014, IoU.shelf: 0.4553, IoU.house: 0.4401, IoU.sea: 0.5543, IoU.mirror: 0.7399, IoU.rug: 0.5434, IoU.field: 0.2593, IoU.armchair: 0.5012, IoU.seat: 0.6085, IoU.fence: 0.5208, IoU.desk: 0.5107, IoU.rock: 0.4687, IoU.wardrobe: 0.4721, IoU.lamp: 0.7158, IoU.bathtub: 0.7947, IoU.railing: 0.3764, IoU.cushion: 0.5673, IoU.base: 0.3894, IoU.box: 0.3034, IoU.column: 0.5199, IoU.signboard: 0.3839, IoU.chest of drawers: 0.3980, IoU.counter: 0.3565, IoU.sand: 0.4334, IoU.sink: 0.7711, IoU.skyscraper: 0.4267, IoU.fireplace: 0.6889, IoU.refrigerator: 0.8123, IoU.grandstand: 0.4270, IoU.path: 0.2851, IoU.stairs: 0.3342, IoU.runway: 0.7405, IoU.case: 0.4024, IoU.pool table: 0.9493, IoU.pillow: 0.5654, IoU.screen door: 0.6530, IoU.stairway: 0.2817, IoU.river: 0.1602, IoU.bridge: 0.7212, IoU.bookcase: 0.3891, IoU.blind: 0.4659, IoU.coffee table: 0.6742, IoU.toilet: 0.8860, IoU.flower: 0.4113, IoU.book: 0.5310, IoU.hill: 0.0714, IoU.bench: 0.4586, IoU.countertop: 0.6246, IoU.stove: 0.8190, IoU.palm: 0.5569, IoU.kitchen island: 0.4241, IoU.computer: 0.7028, IoU.swivel chair: 0.5434, IoU.boat: 0.5361, IoU.bar: 0.5875, IoU.arcade machine: 0.4514, IoU.hovel: 0.4518, IoU.bus: 0.8682, IoU.towel: 0.6186, IoU.light: 0.6182, IoU.truck: 0.3750, IoU.tower: 0.2651, IoU.chandelier: 0.6980, IoU.awning: 0.3432, IoU.streetlight: 0.3871, IoU.booth: 0.5186, IoU.television receiver: 0.6462, IoU.airplane: 0.5948, IoU.dirt track: 0.0714, IoU.apparel: 0.4329, IoU.pole: 0.3380, IoU.land: 0.0165, IoU.bannister: 0.1543, IoU.escalator: 0.2392, IoU.ottoman: 0.4377, IoU.bottle: 0.2636, IoU.buffet: 0.3755, IoU.poster: 0.3123, IoU.stage: 0.1405, IoU.van: 0.4985, IoU.ship: 0.7614, IoU.fountain: 0.2078, IoU.conveyer belt: 0.5998, IoU.canopy: 0.1287, IoU.washer: 0.7352, IoU.plaything: 0.2139, IoU.swimming pool: 0.4844, IoU.stool: 0.3728, IoU.barrel: 0.5846, IoU.basket: 0.4748, IoU.waterfall: 0.5215, IoU.tent: 0.8202, IoU.bag: 0.2278, IoU.minibike: 0.7267, IoU.cradle: 0.7821, IoU.oven: 0.2533, IoU.ball: 0.3618, IoU.food: 0.6561, IoU.step: 0.2557, IoU.tank: 0.4897, IoU.trade name: 0.2809, IoU.microwave: 0.4083, IoU.pot: 0.5321, IoU.animal: 0.7130, IoU.bicycle: 0.6178, IoU.lake: 0.4407, IoU.dishwasher: 0.6989, IoU.screen: 0.6706, IoU.blanket: 0.1888, IoU.sculpture: 0.6062, IoU.hood: 0.8475, IoU.sconce: 0.5226, IoU.vase: 0.5011, IoU.traffic light: 0.3983, IoU.tray: 0.2099, IoU.ashcan: 0.4842, IoU.fan: 0.7237, IoU.pier: 0.1171, IoU.crt screen: 0.0510, IoU.plate: 0.5964, IoU.monitor: 0.0331, IoU.bulletin board: 0.3724, IoU.shower: 0.0367, IoU.radiator: 0.6308, IoU.glass: 0.2286, IoU.clock: 0.5413, IoU.flag: 0.4875, Acc.wall: 0.8649, Acc.building: 0.9066, Acc.sky: 0.9735, Acc.floor: 0.8989, Acc.tree: 0.8735, Acc.ceiling: 0.9175, Acc.road: 0.9175, Acc.bed : 0.9577, Acc.windowpane: 0.8157, Acc.grass: 0.8024, Acc.cabinet: 0.7575, Acc.sidewalk: 0.7839, Acc.person: 0.9320, Acc.earth: 0.5729, Acc.door: 0.6742, Acc.table: 0.8110, Acc.mountain: 0.7167, Acc.plant: 0.6683, Acc.curtain: 0.8670, Acc.chair: 0.7391, Acc.car: 0.9429, Acc.water: 0.5292, Acc.painting: 0.8946, Acc.sofa: 0.8121, Acc.shelf: 0.6712, Acc.house: 0.7666, Acc.sea: 0.9013, Acc.mirror: 0.8472, Acc.rug: 0.6317, Acc.field: 0.3729, Acc.armchair: 0.7803, Acc.seat: 0.8385, Acc.fence: 0.6769, Acc.desk: 0.7201, Acc.rock: 0.7527, Acc.wardrobe: 0.6783, Acc.lamp: 0.8419, Acc.bathtub: 0.8701, Acc.railing: 0.6109, Acc.cushion: 0.7003, Acc.base: 0.5735, Acc.box: 0.4417, Acc.column: 0.6525, Acc.signboard: 0.5803, Acc.chest of drawers: 0.6998, Acc.counter: 0.5518, Acc.sand: 0.6620, Acc.sink: 0.8364, Acc.skyscraper: 0.5228, Acc.fireplace: 0.9044, Acc.refrigerator: 0.9094, Acc.grandstand: 0.7557, Acc.path: 0.4126, Acc.stairs: 0.4012, Acc.runway: 0.9457, Acc.case: 0.5775, Acc.pool table: 0.9772, Acc.pillow: 0.7426, Acc.screen door: 0.7570, Acc.stairway: 0.3879, Acc.river: 0.3300, Acc.bridge: 0.8304, Acc.bookcase: 0.5731, Acc.blind: 0.5338, Acc.coffee table: 0.8688, Acc.toilet: 0.9137, Acc.flower: 0.5557, Acc.book: 0.7514, Acc.hill: 0.1352, Acc.bench: 0.6397, Acc.countertop: 0.7800, Acc.stove: 0.8746, Acc.palm: 0.7874, Acc.kitchen island: 0.7861, Acc.computer: 0.7603, Acc.swivel chair: 0.7671, Acc.boat: 0.9029, Acc.bar: 0.6253, Acc.arcade machine: 0.4773, Acc.hovel: 0.4847, Acc.bus: 0.9606, Acc.towel: 0.7667, Acc.light: 0.7822, Acc.truck: 0.5138, Acc.tower: 0.5082, Acc.chandelier: 0.7927, Acc.awning: 0.4868, Acc.streetlight: 0.5706, Acc.booth: 0.7427, Acc.television receiver: 0.8232, Acc.airplane: 0.7553, Acc.dirt track: 0.2406, Acc.apparel: 0.6596, Acc.pole: 0.5272, Acc.land: 0.0514, Acc.bannister: 0.3332, Acc.escalator: 0.2561, Acc.ottoman: 0.6614, Acc.bottle: 0.3383, Acc.buffet: 0.5534, Acc.poster: 0.4203, Acc.stage: 0.3377, Acc.van: 0.7492, Acc.ship: 0.7745, Acc.fountain: 0.2178, Acc.conveyer belt: 0.6809, Acc.canopy: 0.2082, Acc.washer: 0.7461, Acc.plaything: 0.3380, Acc.swimming pool: 0.6256, Acc.stool: 0.7374, Acc.barrel: 0.7503, Acc.basket: 0.5910, Acc.waterfall: 0.6220, Acc.tent: 0.9853, Acc.bag: 0.3016, Acc.minibike: 0.9050, Acc.cradle: 0.9789, Acc.oven: 0.6952, Acc.ball: 0.3995, Acc.food: 0.7813, Acc.step: 0.4323, Acc.tank: 0.5087, Acc.trade name: 0.3743, Acc.microwave: 0.4501, Acc.pot: 0.6466, Acc.animal: 0.7491, Acc.bicycle: 0.8278, Acc.lake: 0.6974, Acc.dishwasher: 0.8061, Acc.screen: 0.8841, Acc.blanket: 0.2290, Acc.sculpture: 0.8744, Acc.hood: 0.9268, Acc.sconce: 0.7162, Acc.vase: 0.6844, Acc.traffic light: 0.6795, Acc.tray: 0.3566, Acc.ashcan: 0.6981, Acc.fan: 0.8669, Acc.pier: 0.2042, Acc.crt screen: 0.1491, Acc.plate: 0.7774, Acc.monitor: 0.0436, Acc.bulletin board: 0.5885, Acc.shower: 0.2363, Acc.radiator: 0.7339, Acc.glass: 0.2510, Acc.clock: 0.6618, Acc.flag: 0.5408 +2023-11-07 06:01:35,283 - mmseg - INFO - Iter [120050/160000] lr: 2.497e-05, eta: 5:16:00, time: 0.848, data_time: 0.405, memory: 39436, decode.loss_cls: 0.1880, decode.loss_mask: 0.4442, decode.loss_dice: 0.6686, decode.d0.loss_cls: 1.1372, decode.d0.loss_mask: 0.4800, decode.d0.loss_dice: 0.7409, decode.d1.loss_cls: 0.2628, decode.d1.loss_mask: 0.4605, decode.d1.loss_dice: 0.7129, decode.d2.loss_cls: 0.2254, decode.d2.loss_mask: 0.4520, decode.d2.loss_dice: 0.6907, decode.d3.loss_cls: 0.2105, decode.d3.loss_mask: 0.4502, decode.d3.loss_dice: 0.6770, decode.d4.loss_cls: 0.2027, decode.d4.loss_mask: 0.4467, decode.d4.loss_dice: 0.6741, decode.d5.loss_cls: 0.1958, decode.d5.loss_mask: 0.4470, decode.d5.loss_dice: 0.6728, decode.d6.loss_cls: 0.1976, decode.d6.loss_mask: 0.4463, decode.d6.loss_dice: 0.6706, decode.d7.loss_cls: 0.1897, decode.d7.loss_mask: 0.4450, decode.d7.loss_dice: 0.6674, decode.d8.loss_cls: 0.1884, decode.d8.loss_mask: 0.4446, decode.d8.loss_dice: 0.6700, loss: 14.3596, grad_norm: 71.1422 +2023-11-07 06:01:58,796 - mmseg - INFO - Iter [120100/160000] lr: 2.494e-05, eta: 5:15:36, time: 0.470, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1923, decode.loss_mask: 0.4712, decode.loss_dice: 0.6843, decode.d0.loss_cls: 1.1480, decode.d0.loss_mask: 0.5155, decode.d0.loss_dice: 0.7542, decode.d1.loss_cls: 0.2739, decode.d1.loss_mask: 0.4903, decode.d1.loss_dice: 0.7230, decode.d2.loss_cls: 0.2323, decode.d2.loss_mask: 0.4833, decode.d2.loss_dice: 0.7040, decode.d3.loss_cls: 0.2111, decode.d3.loss_mask: 0.4765, decode.d3.loss_dice: 0.6904, decode.d4.loss_cls: 0.2054, decode.d4.loss_mask: 0.4755, decode.d4.loss_dice: 0.6888, decode.d5.loss_cls: 0.1997, decode.d5.loss_mask: 0.4753, decode.d5.loss_dice: 0.6938, decode.d6.loss_cls: 0.1929, decode.d6.loss_mask: 0.4756, decode.d6.loss_dice: 0.6876, decode.d7.loss_cls: 0.1943, decode.d7.loss_mask: 0.4735, decode.d7.loss_dice: 0.6871, decode.d8.loss_cls: 0.1882, decode.d8.loss_mask: 0.4738, decode.d8.loss_dice: 0.6885, loss: 14.8505, grad_norm: 68.0094 +2023-11-07 06:02:21,980 - mmseg - INFO - Iter [120150/160000] lr: 2.491e-05, eta: 5:15:12, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2142, decode.loss_mask: 0.4415, decode.loss_dice: 0.6875, decode.d0.loss_cls: 1.2250, decode.d0.loss_mask: 0.4774, decode.d0.loss_dice: 0.7712, decode.d1.loss_cls: 0.3069, decode.d1.loss_mask: 0.4590, decode.d1.loss_dice: 0.7307, decode.d2.loss_cls: 0.2587, decode.d2.loss_mask: 0.4492, decode.d2.loss_dice: 0.7131, decode.d3.loss_cls: 0.2409, decode.d3.loss_mask: 0.4442, decode.d3.loss_dice: 0.6958, decode.d4.loss_cls: 0.2293, decode.d4.loss_mask: 0.4439, decode.d4.loss_dice: 0.6910, decode.d5.loss_cls: 0.2223, decode.d5.loss_mask: 0.4431, decode.d5.loss_dice: 0.6920, decode.d6.loss_cls: 0.2175, decode.d6.loss_mask: 0.4444, decode.d6.loss_dice: 0.6902, decode.d7.loss_cls: 0.2160, decode.d7.loss_mask: 0.4435, decode.d7.loss_dice: 0.6868, decode.d8.loss_cls: 0.2182, decode.d8.loss_mask: 0.4433, decode.d8.loss_dice: 0.6879, loss: 14.8850, grad_norm: 58.0577 +2023-11-07 06:02:45,596 - mmseg - INFO - Iter [120200/160000] lr: 2.488e-05, eta: 5:14:48, time: 0.472, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1961, decode.loss_mask: 0.4600, decode.loss_dice: 0.7116, decode.d0.loss_cls: 1.2017, decode.d0.loss_mask: 0.4975, decode.d0.loss_dice: 0.7846, decode.d1.loss_cls: 0.2870, decode.d1.loss_mask: 0.4770, decode.d1.loss_dice: 0.7456, decode.d2.loss_cls: 0.2437, decode.d2.loss_mask: 0.4650, decode.d2.loss_dice: 0.7287, decode.d3.loss_cls: 0.2296, decode.d3.loss_mask: 0.4622, decode.d3.loss_dice: 0.7166, decode.d4.loss_cls: 0.2098, decode.d4.loss_mask: 0.4622, decode.d4.loss_dice: 0.7174, decode.d5.loss_cls: 0.2053, decode.d5.loss_mask: 0.4609, decode.d5.loss_dice: 0.7137, decode.d6.loss_cls: 0.2025, decode.d6.loss_mask: 0.4605, decode.d6.loss_dice: 0.7101, decode.d7.loss_cls: 0.1964, decode.d7.loss_mask: 0.4586, decode.d7.loss_dice: 0.7106, decode.d8.loss_cls: 0.1972, decode.d8.loss_mask: 0.4597, decode.d8.loss_dice: 0.7101, loss: 15.0817, grad_norm: 57.9760 +2023-11-07 06:03:09,068 - mmseg - INFO - Iter [120250/160000] lr: 2.484e-05, eta: 5:14:24, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1851, decode.loss_mask: 0.4628, decode.loss_dice: 0.6855, decode.d0.loss_cls: 1.1666, decode.d0.loss_mask: 0.4997, decode.d0.loss_dice: 0.7577, decode.d1.loss_cls: 0.2649, decode.d1.loss_mask: 0.4793, decode.d1.loss_dice: 0.7306, decode.d2.loss_cls: 0.2259, decode.d2.loss_mask: 0.4684, decode.d2.loss_dice: 0.7113, decode.d3.loss_cls: 0.2121, decode.d3.loss_mask: 0.4645, decode.d3.loss_dice: 0.6928, decode.d4.loss_cls: 0.1983, decode.d4.loss_mask: 0.4642, decode.d4.loss_dice: 0.6903, decode.d5.loss_cls: 0.1895, decode.d5.loss_mask: 0.4649, decode.d5.loss_dice: 0.6913, decode.d6.loss_cls: 0.1896, decode.d6.loss_mask: 0.4639, decode.d6.loss_dice: 0.6899, decode.d7.loss_cls: 0.1867, decode.d7.loss_mask: 0.4635, decode.d7.loss_dice: 0.6857, decode.d8.loss_cls: 0.1914, decode.d8.loss_mask: 0.4624, decode.d8.loss_dice: 0.6857, loss: 14.7246, grad_norm: 61.8783 +2023-11-07 06:03:32,112 - mmseg - INFO - Iter [120300/160000] lr: 2.481e-05, eta: 5:14:00, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1867, decode.loss_mask: 0.4638, decode.loss_dice: 0.7028, decode.d0.loss_cls: 1.1996, decode.d0.loss_mask: 0.5002, decode.d0.loss_dice: 0.7669, decode.d1.loss_cls: 0.2723, decode.d1.loss_mask: 0.4767, decode.d1.loss_dice: 0.7404, decode.d2.loss_cls: 0.2316, decode.d2.loss_mask: 0.4698, decode.d2.loss_dice: 0.7185, decode.d3.loss_cls: 0.2181, decode.d3.loss_mask: 0.4657, decode.d3.loss_dice: 0.7037, decode.d4.loss_cls: 0.2095, decode.d4.loss_mask: 0.4630, decode.d4.loss_dice: 0.7001, decode.d5.loss_cls: 0.1989, decode.d5.loss_mask: 0.4628, decode.d5.loss_dice: 0.6987, decode.d6.loss_cls: 0.1939, decode.d6.loss_mask: 0.4637, decode.d6.loss_dice: 0.7015, decode.d7.loss_cls: 0.1933, decode.d7.loss_mask: 0.4630, decode.d7.loss_dice: 0.6998, decode.d8.loss_cls: 0.1904, decode.d8.loss_mask: 0.4626, decode.d8.loss_dice: 0.6999, loss: 14.9180, grad_norm: 62.1679 +2023-11-07 06:03:54,951 - mmseg - INFO - Iter [120350/160000] lr: 2.478e-05, eta: 5:13:36, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1976, decode.loss_mask: 0.4610, decode.loss_dice: 0.6974, decode.d0.loss_cls: 1.2005, decode.d0.loss_mask: 0.4972, decode.d0.loss_dice: 0.7706, decode.d1.loss_cls: 0.2800, decode.d1.loss_mask: 0.4770, decode.d1.loss_dice: 0.7423, decode.d2.loss_cls: 0.2313, decode.d2.loss_mask: 0.4682, decode.d2.loss_dice: 0.7143, decode.d3.loss_cls: 0.2211, decode.d3.loss_mask: 0.4647, decode.d3.loss_dice: 0.7028, decode.d4.loss_cls: 0.2079, decode.d4.loss_mask: 0.4625, decode.d4.loss_dice: 0.7002, decode.d5.loss_cls: 0.2077, decode.d5.loss_mask: 0.4615, decode.d5.loss_dice: 0.6984, decode.d6.loss_cls: 0.1982, decode.d6.loss_mask: 0.4606, decode.d6.loss_dice: 0.6984, decode.d7.loss_cls: 0.1954, decode.d7.loss_mask: 0.4607, decode.d7.loss_dice: 0.6962, decode.d8.loss_cls: 0.1916, decode.d8.loss_mask: 0.4610, decode.d8.loss_dice: 0.6970, loss: 14.9228, grad_norm: 69.9541 +2023-11-07 06:04:17,950 - mmseg - INFO - Iter [120400/160000] lr: 2.475e-05, eta: 5:13:12, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1930, decode.loss_mask: 0.4480, decode.loss_dice: 0.6737, decode.d0.loss_cls: 1.2039, decode.d0.loss_mask: 0.4870, decode.d0.loss_dice: 0.7529, decode.d1.loss_cls: 0.2720, decode.d1.loss_mask: 0.4653, decode.d1.loss_dice: 0.7235, decode.d2.loss_cls: 0.2296, decode.d2.loss_mask: 0.4566, decode.d2.loss_dice: 0.7000, decode.d3.loss_cls: 0.2127, decode.d3.loss_mask: 0.4528, decode.d3.loss_dice: 0.6837, decode.d4.loss_cls: 0.2015, decode.d4.loss_mask: 0.4511, decode.d4.loss_dice: 0.6808, decode.d5.loss_cls: 0.1996, decode.d5.loss_mask: 0.4491, decode.d5.loss_dice: 0.6801, decode.d6.loss_cls: 0.1934, decode.d6.loss_mask: 0.4481, decode.d6.loss_dice: 0.6805, decode.d7.loss_cls: 0.1935, decode.d7.loss_mask: 0.4488, decode.d7.loss_dice: 0.6801, decode.d8.loss_cls: 0.1884, decode.d8.loss_mask: 0.4478, decode.d8.loss_dice: 0.6754, loss: 14.5730, grad_norm: 61.4197 +2023-11-07 06:04:40,702 - mmseg - INFO - Iter [120450/160000] lr: 2.472e-05, eta: 5:12:48, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1933, decode.loss_mask: 0.4666, decode.loss_dice: 0.6776, decode.d0.loss_cls: 1.1491, decode.d0.loss_mask: 0.5088, decode.d0.loss_dice: 0.7506, decode.d1.loss_cls: 0.2671, decode.d1.loss_mask: 0.4802, decode.d1.loss_dice: 0.7207, decode.d2.loss_cls: 0.2332, decode.d2.loss_mask: 0.4777, decode.d2.loss_dice: 0.6994, decode.d3.loss_cls: 0.2169, decode.d3.loss_mask: 0.4690, decode.d3.loss_dice: 0.6837, decode.d4.loss_cls: 0.2089, decode.d4.loss_mask: 0.4678, decode.d4.loss_dice: 0.6875, decode.d5.loss_cls: 0.2017, decode.d5.loss_mask: 0.4673, decode.d5.loss_dice: 0.6825, decode.d6.loss_cls: 0.1977, decode.d6.loss_mask: 0.4667, decode.d6.loss_dice: 0.6812, decode.d7.loss_cls: 0.1946, decode.d7.loss_mask: 0.4670, decode.d7.loss_dice: 0.6822, decode.d8.loss_cls: 0.1923, decode.d8.loss_mask: 0.4665, decode.d8.loss_dice: 0.6787, loss: 14.7365, grad_norm: 65.2970 +2023-11-07 06:05:03,632 - mmseg - INFO - Iter [120500/160000] lr: 2.469e-05, eta: 5:12:24, time: 0.459, data_time: 0.011, memory: 39436, decode.loss_cls: 0.2214, decode.loss_mask: 0.4781, decode.loss_dice: 0.6975, decode.d0.loss_cls: 1.2005, decode.d0.loss_mask: 0.5183, decode.d0.loss_dice: 0.7708, decode.d1.loss_cls: 0.3011, decode.d1.loss_mask: 0.4945, decode.d1.loss_dice: 0.7402, decode.d2.loss_cls: 0.2674, decode.d2.loss_mask: 0.4852, decode.d2.loss_dice: 0.7161, decode.d3.loss_cls: 0.2452, decode.d3.loss_mask: 0.4780, decode.d3.loss_dice: 0.7005, decode.d4.loss_cls: 0.2365, decode.d4.loss_mask: 0.4785, decode.d4.loss_dice: 0.6975, decode.d5.loss_cls: 0.2314, decode.d5.loss_mask: 0.4776, decode.d5.loss_dice: 0.7011, decode.d6.loss_cls: 0.2235, decode.d6.loss_mask: 0.4785, decode.d6.loss_dice: 0.7013, decode.d7.loss_cls: 0.2229, decode.d7.loss_mask: 0.4782, decode.d7.loss_dice: 0.7011, decode.d8.loss_cls: 0.2217, decode.d8.loss_mask: 0.4782, decode.d8.loss_dice: 0.6979, loss: 15.3406, grad_norm: 69.9540 +2023-11-07 06:05:26,532 - mmseg - INFO - Iter [120550/160000] lr: 2.466e-05, eta: 5:12:00, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2061, decode.loss_mask: 0.4652, decode.loss_dice: 0.7010, decode.d0.loss_cls: 1.2067, decode.d0.loss_mask: 0.5092, decode.d0.loss_dice: 0.7847, decode.d1.loss_cls: 0.2902, decode.d1.loss_mask: 0.4836, decode.d1.loss_dice: 0.7434, decode.d2.loss_cls: 0.2532, decode.d2.loss_mask: 0.4755, decode.d2.loss_dice: 0.7227, decode.d3.loss_cls: 0.2327, decode.d3.loss_mask: 0.4682, decode.d3.loss_dice: 0.7080, decode.d4.loss_cls: 0.2189, decode.d4.loss_mask: 0.4692, decode.d4.loss_dice: 0.7066, decode.d5.loss_cls: 0.2169, decode.d5.loss_mask: 0.4685, decode.d5.loss_dice: 0.7039, decode.d6.loss_cls: 0.2120, decode.d6.loss_mask: 0.4666, decode.d6.loss_dice: 0.7019, decode.d7.loss_cls: 0.2123, decode.d7.loss_mask: 0.4670, decode.d7.loss_dice: 0.7062, decode.d8.loss_cls: 0.2086, decode.d8.loss_mask: 0.4653, decode.d8.loss_dice: 0.7021, loss: 15.1763, grad_norm: 68.2985 +2023-11-07 06:05:49,611 - mmseg - INFO - Iter [120600/160000] lr: 2.463e-05, eta: 5:11:36, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1836, decode.loss_mask: 0.4507, decode.loss_dice: 0.7030, decode.d0.loss_cls: 1.1728, decode.d0.loss_mask: 0.4883, decode.d0.loss_dice: 0.7711, decode.d1.loss_cls: 0.2682, decode.d1.loss_mask: 0.4727, decode.d1.loss_dice: 0.7360, decode.d2.loss_cls: 0.2281, decode.d2.loss_mask: 0.4584, decode.d2.loss_dice: 0.7194, decode.d3.loss_cls: 0.2142, decode.d3.loss_mask: 0.4538, decode.d3.loss_dice: 0.7055, decode.d4.loss_cls: 0.2032, decode.d4.loss_mask: 0.4512, decode.d4.loss_dice: 0.7029, decode.d5.loss_cls: 0.1975, decode.d5.loss_mask: 0.4512, decode.d5.loss_dice: 0.7013, decode.d6.loss_cls: 0.1924, decode.d6.loss_mask: 0.4498, decode.d6.loss_dice: 0.7010, decode.d7.loss_cls: 0.1887, decode.d7.loss_mask: 0.4500, decode.d7.loss_dice: 0.7008, decode.d8.loss_cls: 0.1825, decode.d8.loss_mask: 0.4500, decode.d8.loss_dice: 0.6968, loss: 14.7451, grad_norm: 60.3955 +2023-11-07 06:06:12,425 - mmseg - INFO - Iter [120650/160000] lr: 2.459e-05, eta: 5:11:12, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1968, decode.loss_mask: 0.4365, decode.loss_dice: 0.6773, decode.d0.loss_cls: 1.2113, decode.d0.loss_mask: 0.4769, decode.d0.loss_dice: 0.7524, decode.d1.loss_cls: 0.2813, decode.d1.loss_mask: 0.4568, decode.d1.loss_dice: 0.7210, decode.d2.loss_cls: 0.2426, decode.d2.loss_mask: 0.4453, decode.d2.loss_dice: 0.6996, decode.d3.loss_cls: 0.2168, decode.d3.loss_mask: 0.4416, decode.d3.loss_dice: 0.6862, decode.d4.loss_cls: 0.2083, decode.d4.loss_mask: 0.4360, decode.d4.loss_dice: 0.6846, decode.d5.loss_cls: 0.2069, decode.d5.loss_mask: 0.4363, decode.d5.loss_dice: 0.6817, decode.d6.loss_cls: 0.2001, decode.d6.loss_mask: 0.4369, decode.d6.loss_dice: 0.6815, decode.d7.loss_cls: 0.1989, decode.d7.loss_mask: 0.4369, decode.d7.loss_dice: 0.6761, decode.d8.loss_cls: 0.1973, decode.d8.loss_mask: 0.4365, decode.d8.loss_dice: 0.6776, loss: 14.5381, grad_norm: 59.7071 +2023-11-07 06:06:35,219 - mmseg - INFO - Iter [120700/160000] lr: 2.456e-05, eta: 5:10:48, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1949, decode.loss_mask: 0.4562, decode.loss_dice: 0.6832, decode.d0.loss_cls: 1.1589, decode.d0.loss_mask: 0.4924, decode.d0.loss_dice: 0.7580, decode.d1.loss_cls: 0.2730, decode.d1.loss_mask: 0.4716, decode.d1.loss_dice: 0.7228, decode.d2.loss_cls: 0.2327, decode.d2.loss_mask: 0.4618, decode.d2.loss_dice: 0.7065, decode.d3.loss_cls: 0.2174, decode.d3.loss_mask: 0.4588, decode.d3.loss_dice: 0.6904, decode.d4.loss_cls: 0.2108, decode.d4.loss_mask: 0.4557, decode.d4.loss_dice: 0.6906, decode.d5.loss_cls: 0.2019, decode.d5.loss_mask: 0.4595, decode.d5.loss_dice: 0.6932, decode.d6.loss_cls: 0.1989, decode.d6.loss_mask: 0.4577, decode.d6.loss_dice: 0.6887, decode.d7.loss_cls: 0.1973, decode.d7.loss_mask: 0.4574, decode.d7.loss_dice: 0.6864, decode.d8.loss_cls: 0.1984, decode.d8.loss_mask: 0.4559, decode.d8.loss_dice: 0.6902, loss: 14.7215, grad_norm: 80.1477 +2023-11-07 06:06:57,888 - mmseg - INFO - Iter [120750/160000] lr: 2.453e-05, eta: 5:10:24, time: 0.453, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2057, decode.loss_mask: 0.4767, decode.loss_dice: 0.7124, decode.d0.loss_cls: 1.1718, decode.d0.loss_mask: 0.5159, decode.d0.loss_dice: 0.7893, decode.d1.loss_cls: 0.2920, decode.d1.loss_mask: 0.4926, decode.d1.loss_dice: 0.7519, decode.d2.loss_cls: 0.2473, decode.d2.loss_mask: 0.4811, decode.d2.loss_dice: 0.7259, decode.d3.loss_cls: 0.2311, decode.d3.loss_mask: 0.4784, decode.d3.loss_dice: 0.7091, decode.d4.loss_cls: 0.2142, decode.d4.loss_mask: 0.4771, decode.d4.loss_dice: 0.7159, decode.d5.loss_cls: 0.2102, decode.d5.loss_mask: 0.4773, decode.d5.loss_dice: 0.7165, decode.d6.loss_cls: 0.2094, decode.d6.loss_mask: 0.4758, decode.d6.loss_dice: 0.7127, decode.d7.loss_cls: 0.2086, decode.d7.loss_mask: 0.4762, decode.d7.loss_dice: 0.7133, decode.d8.loss_cls: 0.2106, decode.d8.loss_mask: 0.4757, decode.d8.loss_dice: 0.7097, loss: 15.2846, grad_norm: 66.8124 +2023-11-07 06:07:20,812 - mmseg - INFO - Iter [120800/160000] lr: 2.450e-05, eta: 5:10:00, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1894, decode.loss_mask: 0.4471, decode.loss_dice: 0.6747, decode.d0.loss_cls: 1.1654, decode.d0.loss_mask: 0.4832, decode.d0.loss_dice: 0.7357, decode.d1.loss_cls: 0.2660, decode.d1.loss_mask: 0.4619, decode.d1.loss_dice: 0.7056, decode.d2.loss_cls: 0.2251, decode.d2.loss_mask: 0.4550, decode.d2.loss_dice: 0.6916, decode.d3.loss_cls: 0.2084, decode.d3.loss_mask: 0.4518, decode.d3.loss_dice: 0.6791, decode.d4.loss_cls: 0.2027, decode.d4.loss_mask: 0.4495, decode.d4.loss_dice: 0.6746, decode.d5.loss_cls: 0.1960, decode.d5.loss_mask: 0.4483, decode.d5.loss_dice: 0.6789, decode.d6.loss_cls: 0.1953, decode.d6.loss_mask: 0.4472, decode.d6.loss_dice: 0.6712, decode.d7.loss_cls: 0.1937, decode.d7.loss_mask: 0.4485, decode.d7.loss_dice: 0.6739, decode.d8.loss_cls: 0.1903, decode.d8.loss_mask: 0.4472, decode.d8.loss_dice: 0.6751, loss: 14.4327, grad_norm: 61.9510 +2023-11-07 06:07:43,829 - mmseg - INFO - Iter [120850/160000] lr: 2.447e-05, eta: 5:09:36, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2047, decode.loss_mask: 0.4500, decode.loss_dice: 0.6928, decode.d0.loss_cls: 1.2123, decode.d0.loss_mask: 0.4916, decode.d0.loss_dice: 0.7713, decode.d1.loss_cls: 0.2992, decode.d1.loss_mask: 0.4669, decode.d1.loss_dice: 0.7301, decode.d2.loss_cls: 0.2512, decode.d2.loss_mask: 0.4594, decode.d2.loss_dice: 0.7125, decode.d3.loss_cls: 0.2312, decode.d3.loss_mask: 0.4545, decode.d3.loss_dice: 0.7001, decode.d4.loss_cls: 0.2186, decode.d4.loss_mask: 0.4538, decode.d4.loss_dice: 0.6987, decode.d5.loss_cls: 0.2157, decode.d5.loss_mask: 0.4518, decode.d5.loss_dice: 0.6982, decode.d6.loss_cls: 0.2072, decode.d6.loss_mask: 0.4510, decode.d6.loss_dice: 0.6954, decode.d7.loss_cls: 0.2053, decode.d7.loss_mask: 0.4513, decode.d7.loss_dice: 0.6953, decode.d8.loss_cls: 0.2035, decode.d8.loss_mask: 0.4515, decode.d8.loss_dice: 0.6887, loss: 14.9136, grad_norm: 61.9715 +2023-11-07 06:08:06,504 - mmseg - INFO - Iter [120900/160000] lr: 2.444e-05, eta: 5:09:12, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1821, decode.loss_mask: 0.4615, decode.loss_dice: 0.6906, decode.d0.loss_cls: 1.1917, decode.d0.loss_mask: 0.5027, decode.d0.loss_dice: 0.7630, decode.d1.loss_cls: 0.2756, decode.d1.loss_mask: 0.4799, decode.d1.loss_dice: 0.7278, decode.d2.loss_cls: 0.2305, decode.d2.loss_mask: 0.4705, decode.d2.loss_dice: 0.7076, decode.d3.loss_cls: 0.2076, decode.d3.loss_mask: 0.4662, decode.d3.loss_dice: 0.6973, decode.d4.loss_cls: 0.2020, decode.d4.loss_mask: 0.4646, decode.d4.loss_dice: 0.6972, decode.d5.loss_cls: 0.1938, decode.d5.loss_mask: 0.4635, decode.d5.loss_dice: 0.6933, decode.d6.loss_cls: 0.1901, decode.d6.loss_mask: 0.4617, decode.d6.loss_dice: 0.6927, decode.d7.loss_cls: 0.1850, decode.d7.loss_mask: 0.4605, decode.d7.loss_dice: 0.6962, decode.d8.loss_cls: 0.1815, decode.d8.loss_mask: 0.4619, decode.d8.loss_dice: 0.6946, loss: 14.7931, grad_norm: 69.4777 +2023-11-07 06:08:29,438 - mmseg - INFO - Iter [120950/160000] lr: 2.441e-05, eta: 5:08:48, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1920, decode.loss_mask: 0.4737, decode.loss_dice: 0.6865, decode.d0.loss_cls: 1.1832, decode.d0.loss_mask: 0.5117, decode.d0.loss_dice: 0.7614, decode.d1.loss_cls: 0.2731, decode.d1.loss_mask: 0.4904, decode.d1.loss_dice: 0.7252, decode.d2.loss_cls: 0.2354, decode.d2.loss_mask: 0.4789, decode.d2.loss_dice: 0.7048, decode.d3.loss_cls: 0.2141, decode.d3.loss_mask: 0.4762, decode.d3.loss_dice: 0.6933, decode.d4.loss_cls: 0.2022, decode.d4.loss_mask: 0.4755, decode.d4.loss_dice: 0.6927, decode.d5.loss_cls: 0.1978, decode.d5.loss_mask: 0.4739, decode.d5.loss_dice: 0.6902, decode.d6.loss_cls: 0.1959, decode.d6.loss_mask: 0.4737, decode.d6.loss_dice: 0.6850, decode.d7.loss_cls: 0.1949, decode.d7.loss_mask: 0.4738, decode.d7.loss_dice: 0.6874, decode.d8.loss_cls: 0.1933, decode.d8.loss_mask: 0.4736, decode.d8.loss_dice: 0.6861, loss: 14.8959, grad_norm: 71.8166 +2023-11-07 06:08:52,452 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 06:08:52,453 - mmseg - INFO - Iter [121000/160000] lr: 2.438e-05, eta: 5:08:24, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1899, decode.loss_mask: 0.4613, decode.loss_dice: 0.6878, decode.d0.loss_cls: 1.1837, decode.d0.loss_mask: 0.4975, decode.d0.loss_dice: 0.7581, decode.d1.loss_cls: 0.2767, decode.d1.loss_mask: 0.4784, decode.d1.loss_dice: 0.7286, decode.d2.loss_cls: 0.2392, decode.d2.loss_mask: 0.4680, decode.d2.loss_dice: 0.7081, decode.d3.loss_cls: 0.2214, decode.d3.loss_mask: 0.4648, decode.d3.loss_dice: 0.6886, decode.d4.loss_cls: 0.2060, decode.d4.loss_mask: 0.4629, decode.d4.loss_dice: 0.6936, decode.d5.loss_cls: 0.2063, decode.d5.loss_mask: 0.4610, decode.d5.loss_dice: 0.6908, decode.d6.loss_cls: 0.2018, decode.d6.loss_mask: 0.4613, decode.d6.loss_dice: 0.6875, decode.d7.loss_cls: 0.1955, decode.d7.loss_mask: 0.4607, decode.d7.loss_dice: 0.6860, decode.d8.loss_cls: 0.1972, decode.d8.loss_mask: 0.4611, decode.d8.loss_dice: 0.6884, loss: 14.8125, grad_norm: 65.1555 +2023-11-07 06:09:15,364 - mmseg - INFO - Iter [121050/160000] lr: 2.434e-05, eta: 5:08:00, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1898, decode.loss_mask: 0.4659, decode.loss_dice: 0.7042, decode.d0.loss_cls: 1.1867, decode.d0.loss_mask: 0.4990, decode.d0.loss_dice: 0.7828, decode.d1.loss_cls: 0.2862, decode.d1.loss_mask: 0.4770, decode.d1.loss_dice: 0.7431, decode.d2.loss_cls: 0.2357, decode.d2.loss_mask: 0.4719, decode.d2.loss_dice: 0.7238, decode.d3.loss_cls: 0.2133, decode.d3.loss_mask: 0.4676, decode.d3.loss_dice: 0.7089, decode.d4.loss_cls: 0.2083, decode.d4.loss_mask: 0.4662, decode.d4.loss_dice: 0.7025, decode.d5.loss_cls: 0.2011, decode.d5.loss_mask: 0.4692, decode.d5.loss_dice: 0.7080, decode.d6.loss_cls: 0.1921, decode.d6.loss_mask: 0.4668, decode.d6.loss_dice: 0.7040, decode.d7.loss_cls: 0.1896, decode.d7.loss_mask: 0.4659, decode.d7.loss_dice: 0.7038, decode.d8.loss_cls: 0.1881, decode.d8.loss_mask: 0.4653, decode.d8.loss_dice: 0.7042, loss: 14.9909, grad_norm: 61.6408 +2023-11-07 06:09:38,187 - mmseg - INFO - Iter [121100/160000] lr: 2.431e-05, eta: 5:07:36, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1967, decode.loss_mask: 0.4451, decode.loss_dice: 0.6935, decode.d0.loss_cls: 1.1832, decode.d0.loss_mask: 0.4836, decode.d0.loss_dice: 0.7705, decode.d1.loss_cls: 0.2776, decode.d1.loss_mask: 0.4599, decode.d1.loss_dice: 0.7373, decode.d2.loss_cls: 0.2460, decode.d2.loss_mask: 0.4523, decode.d2.loss_dice: 0.7126, decode.d3.loss_cls: 0.2303, decode.d3.loss_mask: 0.4452, decode.d3.loss_dice: 0.6994, decode.d4.loss_cls: 0.2145, decode.d4.loss_mask: 0.4465, decode.d4.loss_dice: 0.6999, decode.d5.loss_cls: 0.2087, decode.d5.loss_mask: 0.4441, decode.d5.loss_dice: 0.6942, decode.d6.loss_cls: 0.2004, decode.d6.loss_mask: 0.4455, decode.d6.loss_dice: 0.6943, decode.d7.loss_cls: 0.1990, decode.d7.loss_mask: 0.4445, decode.d7.loss_dice: 0.6920, decode.d8.loss_cls: 0.1972, decode.d8.loss_mask: 0.4443, decode.d8.loss_dice: 0.6961, loss: 14.7546, grad_norm: 60.9049 +2023-11-07 06:10:01,190 - mmseg - INFO - Iter [121150/160000] lr: 2.428e-05, eta: 5:07:12, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1910, decode.loss_mask: 0.4566, decode.loss_dice: 0.6755, decode.d0.loss_cls: 1.1751, decode.d0.loss_mask: 0.4955, decode.d0.loss_dice: 0.7490, decode.d1.loss_cls: 0.2705, decode.d1.loss_mask: 0.4738, decode.d1.loss_dice: 0.7175, decode.d2.loss_cls: 0.2334, decode.d2.loss_mask: 0.4657, decode.d2.loss_dice: 0.6972, decode.d3.loss_cls: 0.2156, decode.d3.loss_mask: 0.4611, decode.d3.loss_dice: 0.6820, decode.d4.loss_cls: 0.2109, decode.d4.loss_mask: 0.4601, decode.d4.loss_dice: 0.6806, decode.d5.loss_cls: 0.1995, decode.d5.loss_mask: 0.4596, decode.d5.loss_dice: 0.6821, decode.d6.loss_cls: 0.1952, decode.d6.loss_mask: 0.4599, decode.d6.loss_dice: 0.6787, decode.d7.loss_cls: 0.1949, decode.d7.loss_mask: 0.4581, decode.d7.loss_dice: 0.6763, decode.d8.loss_cls: 0.1913, decode.d8.loss_mask: 0.4582, decode.d8.loss_dice: 0.6805, loss: 14.6454, grad_norm: 65.3579 +2023-11-07 06:10:24,229 - mmseg - INFO - Iter [121200/160000] lr: 2.425e-05, eta: 5:06:48, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1926, decode.loss_mask: 0.4629, decode.loss_dice: 0.7009, decode.d0.loss_cls: 1.1809, decode.d0.loss_mask: 0.5052, decode.d0.loss_dice: 0.7731, decode.d1.loss_cls: 0.2811, decode.d1.loss_mask: 0.4814, decode.d1.loss_dice: 0.7365, decode.d2.loss_cls: 0.2407, decode.d2.loss_mask: 0.4722, decode.d2.loss_dice: 0.7217, decode.d3.loss_cls: 0.2174, decode.d3.loss_mask: 0.4683, decode.d3.loss_dice: 0.7056, decode.d4.loss_cls: 0.2068, decode.d4.loss_mask: 0.4689, decode.d4.loss_dice: 0.7073, decode.d5.loss_cls: 0.2033, decode.d5.loss_mask: 0.4659, decode.d5.loss_dice: 0.7078, decode.d6.loss_cls: 0.1981, decode.d6.loss_mask: 0.4638, decode.d6.loss_dice: 0.7030, decode.d7.loss_cls: 0.1939, decode.d7.loss_mask: 0.4635, decode.d7.loss_dice: 0.7021, decode.d8.loss_cls: 0.1887, decode.d8.loss_mask: 0.4633, decode.d8.loss_dice: 0.7033, loss: 14.9800, grad_norm: 59.7689 +2023-11-07 06:10:49,434 - mmseg - INFO - Iter [121250/160000] lr: 2.422e-05, eta: 5:06:25, time: 0.504, data_time: 0.059, memory: 39436, decode.loss_cls: 0.1968, decode.loss_mask: 0.4704, decode.loss_dice: 0.7047, decode.d0.loss_cls: 1.1809, decode.d0.loss_mask: 0.5097, decode.d0.loss_dice: 0.7777, decode.d1.loss_cls: 0.2853, decode.d1.loss_mask: 0.4863, decode.d1.loss_dice: 0.7490, decode.d2.loss_cls: 0.2383, decode.d2.loss_mask: 0.4804, decode.d2.loss_dice: 0.7295, decode.d3.loss_cls: 0.2346, decode.d3.loss_mask: 0.4736, decode.d3.loss_dice: 0.7055, decode.d4.loss_cls: 0.2183, decode.d4.loss_mask: 0.4712, decode.d4.loss_dice: 0.7056, decode.d5.loss_cls: 0.2122, decode.d5.loss_mask: 0.4700, decode.d5.loss_dice: 0.7064, decode.d6.loss_cls: 0.2096, decode.d6.loss_mask: 0.4716, decode.d6.loss_dice: 0.7061, decode.d7.loss_cls: 0.2028, decode.d7.loss_mask: 0.4699, decode.d7.loss_dice: 0.7035, decode.d8.loss_cls: 0.2031, decode.d8.loss_mask: 0.4703, decode.d8.loss_dice: 0.7048, loss: 15.1484, grad_norm: 71.6154 +2023-11-07 06:11:12,441 - mmseg - INFO - Iter [121300/160000] lr: 2.419e-05, eta: 5:06:01, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2048, decode.loss_mask: 0.4394, decode.loss_dice: 0.6947, decode.d0.loss_cls: 1.2127, decode.d0.loss_mask: 0.4762, decode.d0.loss_dice: 0.7766, decode.d1.loss_cls: 0.2908, decode.d1.loss_mask: 0.4606, decode.d1.loss_dice: 0.7395, decode.d2.loss_cls: 0.2445, decode.d2.loss_mask: 0.4497, decode.d2.loss_dice: 0.7150, decode.d3.loss_cls: 0.2279, decode.d3.loss_mask: 0.4444, decode.d3.loss_dice: 0.7024, decode.d4.loss_cls: 0.2202, decode.d4.loss_mask: 0.4430, decode.d4.loss_dice: 0.6976, decode.d5.loss_cls: 0.2140, decode.d5.loss_mask: 0.4414, decode.d5.loss_dice: 0.6982, decode.d6.loss_cls: 0.2039, decode.d6.loss_mask: 0.4412, decode.d6.loss_dice: 0.6967, decode.d7.loss_cls: 0.2079, decode.d7.loss_mask: 0.4420, decode.d7.loss_dice: 0.6940, decode.d8.loss_cls: 0.2075, decode.d8.loss_mask: 0.4408, decode.d8.loss_dice: 0.6901, loss: 14.8178, grad_norm: 64.8167 +2023-11-07 06:11:35,362 - mmseg - INFO - Iter [121350/160000] lr: 2.416e-05, eta: 5:05:37, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1936, decode.loss_mask: 0.4232, decode.loss_dice: 0.6640, decode.d0.loss_cls: 1.1847, decode.d0.loss_mask: 0.4558, decode.d0.loss_dice: 0.7338, decode.d1.loss_cls: 0.2781, decode.d1.loss_mask: 0.4382, decode.d1.loss_dice: 0.7064, decode.d2.loss_cls: 0.2380, decode.d2.loss_mask: 0.4313, decode.d2.loss_dice: 0.6862, decode.d3.loss_cls: 0.2161, decode.d3.loss_mask: 0.4276, decode.d3.loss_dice: 0.6747, decode.d4.loss_cls: 0.2026, decode.d4.loss_mask: 0.4259, decode.d4.loss_dice: 0.6718, decode.d5.loss_cls: 0.2005, decode.d5.loss_mask: 0.4266, decode.d5.loss_dice: 0.6691, decode.d6.loss_cls: 0.1995, decode.d6.loss_mask: 0.4256, decode.d6.loss_dice: 0.6678, decode.d7.loss_cls: 0.1946, decode.d7.loss_mask: 0.4251, decode.d7.loss_dice: 0.6652, decode.d8.loss_cls: 0.1926, decode.d8.loss_mask: 0.4233, decode.d8.loss_dice: 0.6610, loss: 14.2029, grad_norm: 58.7408 +2023-11-07 06:11:58,217 - mmseg - INFO - Iter [121400/160000] lr: 2.413e-05, eta: 5:05:13, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2076, decode.loss_mask: 0.4609, decode.loss_dice: 0.7187, decode.d0.loss_cls: 1.2033, decode.d0.loss_mask: 0.5021, decode.d0.loss_dice: 0.7935, decode.d1.loss_cls: 0.3021, decode.d1.loss_mask: 0.4829, decode.d1.loss_dice: 0.7603, decode.d2.loss_cls: 0.2545, decode.d2.loss_mask: 0.4736, decode.d2.loss_dice: 0.7350, decode.d3.loss_cls: 0.2308, decode.d3.loss_mask: 0.4696, decode.d3.loss_dice: 0.7246, decode.d4.loss_cls: 0.2255, decode.d4.loss_mask: 0.4677, decode.d4.loss_dice: 0.7236, decode.d5.loss_cls: 0.2144, decode.d5.loss_mask: 0.4655, decode.d5.loss_dice: 0.7224, decode.d6.loss_cls: 0.2127, decode.d6.loss_mask: 0.4631, decode.d6.loss_dice: 0.7221, decode.d7.loss_cls: 0.2127, decode.d7.loss_mask: 0.4607, decode.d7.loss_dice: 0.7154, decode.d8.loss_cls: 0.2067, decode.d8.loss_mask: 0.4623, decode.d8.loss_dice: 0.7201, loss: 15.3142, grad_norm: 77.4156 +2023-11-07 06:12:21,036 - mmseg - INFO - Iter [121450/160000] lr: 2.409e-05, eta: 5:04:49, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1830, decode.loss_mask: 0.4554, decode.loss_dice: 0.7075, decode.d0.loss_cls: 1.1716, decode.d0.loss_mask: 0.4955, decode.d0.loss_dice: 0.7766, decode.d1.loss_cls: 0.2779, decode.d1.loss_mask: 0.4713, decode.d1.loss_dice: 0.7426, decode.d2.loss_cls: 0.2318, decode.d2.loss_mask: 0.4626, decode.d2.loss_dice: 0.7237, decode.d3.loss_cls: 0.2113, decode.d3.loss_mask: 0.4574, decode.d3.loss_dice: 0.7100, decode.d4.loss_cls: 0.2035, decode.d4.loss_mask: 0.4576, decode.d4.loss_dice: 0.7043, decode.d5.loss_cls: 0.1921, decode.d5.loss_mask: 0.4571, decode.d5.loss_dice: 0.7048, decode.d6.loss_cls: 0.1897, decode.d6.loss_mask: 0.4551, decode.d6.loss_dice: 0.7037, decode.d7.loss_cls: 0.1876, decode.d7.loss_mask: 0.4550, decode.d7.loss_dice: 0.6994, decode.d8.loss_cls: 0.1874, decode.d8.loss_mask: 0.4566, decode.d8.loss_dice: 0.7037, loss: 14.8356, grad_norm: 67.2797 +2023-11-07 06:12:43,984 - mmseg - INFO - Iter [121500/160000] lr: 2.406e-05, eta: 5:04:25, time: 0.459, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1835, decode.loss_mask: 0.4540, decode.loss_dice: 0.6997, decode.d0.loss_cls: 1.1606, decode.d0.loss_mask: 0.4828, decode.d0.loss_dice: 0.7588, decode.d1.loss_cls: 0.2730, decode.d1.loss_mask: 0.4650, decode.d1.loss_dice: 0.7347, decode.d2.loss_cls: 0.2315, decode.d2.loss_mask: 0.4586, decode.d2.loss_dice: 0.7138, decode.d3.loss_cls: 0.2087, decode.d3.loss_mask: 0.4530, decode.d3.loss_dice: 0.7034, decode.d4.loss_cls: 0.1995, decode.d4.loss_mask: 0.4533, decode.d4.loss_dice: 0.6986, decode.d5.loss_cls: 0.1919, decode.d5.loss_mask: 0.4552, decode.d5.loss_dice: 0.6983, decode.d6.loss_cls: 0.1919, decode.d6.loss_mask: 0.4541, decode.d6.loss_dice: 0.6991, decode.d7.loss_cls: 0.1863, decode.d7.loss_mask: 0.4538, decode.d7.loss_dice: 0.6974, decode.d8.loss_cls: 0.1855, decode.d8.loss_mask: 0.4529, decode.d8.loss_dice: 0.6986, loss: 14.6975, grad_norm: 63.3500 +2023-11-07 06:13:06,813 - mmseg - INFO - Iter [121550/160000] lr: 2.403e-05, eta: 5:04:01, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1967, decode.loss_mask: 0.4492, decode.loss_dice: 0.6909, decode.d0.loss_cls: 1.1837, decode.d0.loss_mask: 0.4952, decode.d0.loss_dice: 0.7578, decode.d1.loss_cls: 0.2817, decode.d1.loss_mask: 0.4657, decode.d1.loss_dice: 0.7248, decode.d2.loss_cls: 0.2396, decode.d2.loss_mask: 0.4564, decode.d2.loss_dice: 0.7060, decode.d3.loss_cls: 0.2214, decode.d3.loss_mask: 0.4541, decode.d3.loss_dice: 0.6978, decode.d4.loss_cls: 0.2134, decode.d4.loss_mask: 0.4538, decode.d4.loss_dice: 0.6937, decode.d5.loss_cls: 0.2062, decode.d5.loss_mask: 0.4522, decode.d5.loss_dice: 0.6924, decode.d6.loss_cls: 0.2057, decode.d6.loss_mask: 0.4524, decode.d6.loss_dice: 0.6897, decode.d7.loss_cls: 0.1968, decode.d7.loss_mask: 0.4507, decode.d7.loss_dice: 0.6894, decode.d8.loss_cls: 0.1942, decode.d8.loss_mask: 0.4497, decode.d8.loss_dice: 0.6937, loss: 14.7550, grad_norm: 63.1456 +2023-11-07 06:13:30,080 - mmseg - INFO - Iter [121600/160000] lr: 2.400e-05, eta: 5:03:37, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1897, decode.loss_mask: 0.4601, decode.loss_dice: 0.6845, decode.d0.loss_cls: 1.1894, decode.d0.loss_mask: 0.4994, decode.d0.loss_dice: 0.7561, decode.d1.loss_cls: 0.2843, decode.d1.loss_mask: 0.4811, decode.d1.loss_dice: 0.7270, decode.d2.loss_cls: 0.2364, decode.d2.loss_mask: 0.4717, decode.d2.loss_dice: 0.7051, decode.d3.loss_cls: 0.2194, decode.d3.loss_mask: 0.4650, decode.d3.loss_dice: 0.6933, decode.d4.loss_cls: 0.2021, decode.d4.loss_mask: 0.4649, decode.d4.loss_dice: 0.6887, decode.d5.loss_cls: 0.1998, decode.d5.loss_mask: 0.4622, decode.d5.loss_dice: 0.6905, decode.d6.loss_cls: 0.1941, decode.d6.loss_mask: 0.4625, decode.d6.loss_dice: 0.6857, decode.d7.loss_cls: 0.1939, decode.d7.loss_mask: 0.4610, decode.d7.loss_dice: 0.6812, decode.d8.loss_cls: 0.1904, decode.d8.loss_mask: 0.4617, decode.d8.loss_dice: 0.6857, loss: 14.7867, grad_norm: 62.4616 +2023-11-07 06:13:53,627 - mmseg - INFO - Iter [121650/160000] lr: 2.397e-05, eta: 5:03:14, time: 0.471, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1968, decode.loss_mask: 0.4516, decode.loss_dice: 0.6703, decode.d0.loss_cls: 1.1807, decode.d0.loss_mask: 0.4845, decode.d0.loss_dice: 0.7440, decode.d1.loss_cls: 0.2726, decode.d1.loss_mask: 0.4664, decode.d1.loss_dice: 0.7082, decode.d2.loss_cls: 0.2343, decode.d2.loss_mask: 0.4565, decode.d2.loss_dice: 0.6941, decode.d3.loss_cls: 0.2207, decode.d3.loss_mask: 0.4553, decode.d3.loss_dice: 0.6713, decode.d4.loss_cls: 0.2146, decode.d4.loss_mask: 0.4549, decode.d4.loss_dice: 0.6756, decode.d5.loss_cls: 0.2079, decode.d5.loss_mask: 0.4524, decode.d5.loss_dice: 0.6705, decode.d6.loss_cls: 0.2030, decode.d6.loss_mask: 0.4524, decode.d6.loss_dice: 0.6680, decode.d7.loss_cls: 0.1958, decode.d7.loss_mask: 0.4526, decode.d7.loss_dice: 0.6657, decode.d8.loss_cls: 0.1951, decode.d8.loss_mask: 0.4513, decode.d8.loss_dice: 0.6696, loss: 14.5365, grad_norm: 71.2125 +2023-11-07 06:14:16,507 - mmseg - INFO - Iter [121700/160000] lr: 2.394e-05, eta: 5:02:50, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1899, decode.loss_mask: 0.4539, decode.loss_dice: 0.6925, decode.d0.loss_cls: 1.1861, decode.d0.loss_mask: 0.4907, decode.d0.loss_dice: 0.7618, decode.d1.loss_cls: 0.2818, decode.d1.loss_mask: 0.4699, decode.d1.loss_dice: 0.7367, decode.d2.loss_cls: 0.2340, decode.d2.loss_mask: 0.4615, decode.d2.loss_dice: 0.7109, decode.d3.loss_cls: 0.2163, decode.d3.loss_mask: 0.4551, decode.d3.loss_dice: 0.6940, decode.d4.loss_cls: 0.2096, decode.d4.loss_mask: 0.4552, decode.d4.loss_dice: 0.6935, decode.d5.loss_cls: 0.2005, decode.d5.loss_mask: 0.4536, decode.d5.loss_dice: 0.6946, decode.d6.loss_cls: 0.1941, decode.d6.loss_mask: 0.4547, decode.d6.loss_dice: 0.6923, decode.d7.loss_cls: 0.1933, decode.d7.loss_mask: 0.4547, decode.d7.loss_dice: 0.6956, decode.d8.loss_cls: 0.1927, decode.d8.loss_mask: 0.4540, decode.d8.loss_dice: 0.6915, loss: 14.7650, grad_norm: 69.1498 +2023-11-07 06:14:39,396 - mmseg - INFO - Iter [121750/160000] lr: 2.391e-05, eta: 5:02:26, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1888, decode.loss_mask: 0.4612, decode.loss_dice: 0.6972, decode.d0.loss_cls: 1.1711, decode.d0.loss_mask: 0.5019, decode.d0.loss_dice: 0.7667, decode.d1.loss_cls: 0.2703, decode.d1.loss_mask: 0.4784, decode.d1.loss_dice: 0.7346, decode.d2.loss_cls: 0.2356, decode.d2.loss_mask: 0.4675, decode.d2.loss_dice: 0.7144, decode.d3.loss_cls: 0.2120, decode.d3.loss_mask: 0.4633, decode.d3.loss_dice: 0.7021, decode.d4.loss_cls: 0.2075, decode.d4.loss_mask: 0.4639, decode.d4.loss_dice: 0.6991, decode.d5.loss_cls: 0.2025, decode.d5.loss_mask: 0.4640, decode.d5.loss_dice: 0.7021, decode.d6.loss_cls: 0.2034, decode.d6.loss_mask: 0.4610, decode.d6.loss_dice: 0.6949, decode.d7.loss_cls: 0.1988, decode.d7.loss_mask: 0.4621, decode.d7.loss_dice: 0.6966, decode.d8.loss_cls: 0.1962, decode.d8.loss_mask: 0.4605, decode.d8.loss_dice: 0.6966, loss: 14.8743, grad_norm: 63.6913 +2023-11-07 06:15:02,416 - mmseg - INFO - Iter [121800/160000] lr: 2.388e-05, eta: 5:02:02, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1920, decode.loss_mask: 0.4411, decode.loss_dice: 0.6762, decode.d0.loss_cls: 1.1945, decode.d0.loss_mask: 0.4732, decode.d0.loss_dice: 0.7514, decode.d1.loss_cls: 0.2689, decode.d1.loss_mask: 0.4554, decode.d1.loss_dice: 0.7162, decode.d2.loss_cls: 0.2365, decode.d2.loss_mask: 0.4511, decode.d2.loss_dice: 0.6974, decode.d3.loss_cls: 0.2205, decode.d3.loss_mask: 0.4420, decode.d3.loss_dice: 0.6804, decode.d4.loss_cls: 0.2043, decode.d4.loss_mask: 0.4429, decode.d4.loss_dice: 0.6784, decode.d5.loss_cls: 0.1993, decode.d5.loss_mask: 0.4433, decode.d5.loss_dice: 0.6803, decode.d6.loss_cls: 0.1976, decode.d6.loss_mask: 0.4414, decode.d6.loss_dice: 0.6741, decode.d7.loss_cls: 0.1947, decode.d7.loss_mask: 0.4394, decode.d7.loss_dice: 0.6758, decode.d8.loss_cls: 0.1923, decode.d8.loss_mask: 0.4405, decode.d8.loss_dice: 0.6762, loss: 14.4775, grad_norm: 67.1175 +2023-11-07 06:15:25,297 - mmseg - INFO - Iter [121850/160000] lr: 2.384e-05, eta: 5:01:38, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1835, decode.loss_mask: 0.4594, decode.loss_dice: 0.6888, decode.d0.loss_cls: 1.1614, decode.d0.loss_mask: 0.4967, decode.d0.loss_dice: 0.7649, decode.d1.loss_cls: 0.2657, decode.d1.loss_mask: 0.4761, decode.d1.loss_dice: 0.7254, decode.d2.loss_cls: 0.2257, decode.d2.loss_mask: 0.4639, decode.d2.loss_dice: 0.7076, decode.d3.loss_cls: 0.2094, decode.d3.loss_mask: 0.4593, decode.d3.loss_dice: 0.6911, decode.d4.loss_cls: 0.1957, decode.d4.loss_mask: 0.4596, decode.d4.loss_dice: 0.6947, decode.d5.loss_cls: 0.1937, decode.d5.loss_mask: 0.4588, decode.d5.loss_dice: 0.6886, decode.d6.loss_cls: 0.1894, decode.d6.loss_mask: 0.4585, decode.d6.loss_dice: 0.6891, decode.d7.loss_cls: 0.1860, decode.d7.loss_mask: 0.4586, decode.d7.loss_dice: 0.6905, decode.d8.loss_cls: 0.1866, decode.d8.loss_mask: 0.4583, decode.d8.loss_dice: 0.6914, loss: 14.6786, grad_norm: 71.2249 +2023-11-07 06:15:48,073 - mmseg - INFO - Iter [121900/160000] lr: 2.381e-05, eta: 5:01:14, time: 0.456, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1766, decode.loss_mask: 0.4687, decode.loss_dice: 0.6924, decode.d0.loss_cls: 1.1678, decode.d0.loss_mask: 0.5118, decode.d0.loss_dice: 0.7712, decode.d1.loss_cls: 0.2612, decode.d1.loss_mask: 0.4854, decode.d1.loss_dice: 0.7336, decode.d2.loss_cls: 0.2231, decode.d2.loss_mask: 0.4756, decode.d2.loss_dice: 0.7152, decode.d3.loss_cls: 0.2035, decode.d3.loss_mask: 0.4714, decode.d3.loss_dice: 0.6982, decode.d4.loss_cls: 0.1942, decode.d4.loss_mask: 0.4724, decode.d4.loss_dice: 0.6988, decode.d5.loss_cls: 0.1892, decode.d5.loss_mask: 0.4713, decode.d5.loss_dice: 0.6987, decode.d6.loss_cls: 0.1879, decode.d6.loss_mask: 0.4693, decode.d6.loss_dice: 0.6945, decode.d7.loss_cls: 0.1839, decode.d7.loss_mask: 0.4700, decode.d7.loss_dice: 0.6982, decode.d8.loss_cls: 0.1757, decode.d8.loss_mask: 0.4697, decode.d8.loss_dice: 0.6998, loss: 14.8292, grad_norm: 62.1875 +2023-11-07 06:16:10,775 - mmseg - INFO - Iter [121950/160000] lr: 2.378e-05, eta: 5:00:50, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1807, decode.loss_mask: 0.4659, decode.loss_dice: 0.6852, decode.d0.loss_cls: 1.1435, decode.d0.loss_mask: 0.5051, decode.d0.loss_dice: 0.7537, decode.d1.loss_cls: 0.2617, decode.d1.loss_mask: 0.4826, decode.d1.loss_dice: 0.7282, decode.d2.loss_cls: 0.2254, decode.d2.loss_mask: 0.4727, decode.d2.loss_dice: 0.7051, decode.d3.loss_cls: 0.2098, decode.d3.loss_mask: 0.4683, decode.d3.loss_dice: 0.6946, decode.d4.loss_cls: 0.1929, decode.d4.loss_mask: 0.4690, decode.d4.loss_dice: 0.6949, decode.d5.loss_cls: 0.1886, decode.d5.loss_mask: 0.4665, decode.d5.loss_dice: 0.6947, decode.d6.loss_cls: 0.1890, decode.d6.loss_mask: 0.4659, decode.d6.loss_dice: 0.6875, decode.d7.loss_cls: 0.1836, decode.d7.loss_mask: 0.4657, decode.d7.loss_dice: 0.6866, decode.d8.loss_cls: 0.1808, decode.d8.loss_mask: 0.4673, decode.d8.loss_dice: 0.6855, loss: 14.7011, grad_norm: 64.9632 +2023-11-07 06:16:33,854 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 06:16:33,854 - mmseg - INFO - Iter [122000/160000] lr: 2.375e-05, eta: 5:00:26, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2062, decode.loss_mask: 0.4855, decode.loss_dice: 0.7019, decode.d0.loss_cls: 1.1910, decode.d0.loss_mask: 0.5247, decode.d0.loss_dice: 0.7894, decode.d1.loss_cls: 0.2869, decode.d1.loss_mask: 0.5055, decode.d1.loss_dice: 0.7526, decode.d2.loss_cls: 0.2517, decode.d2.loss_mask: 0.4950, decode.d2.loss_dice: 0.7262, decode.d3.loss_cls: 0.2336, decode.d3.loss_mask: 0.4897, decode.d3.loss_dice: 0.7102, decode.d4.loss_cls: 0.2186, decode.d4.loss_mask: 0.4899, decode.d4.loss_dice: 0.7113, decode.d5.loss_cls: 0.2159, decode.d5.loss_mask: 0.4882, decode.d5.loss_dice: 0.7148, decode.d6.loss_cls: 0.2119, decode.d6.loss_mask: 0.4867, decode.d6.loss_dice: 0.7039, decode.d7.loss_cls: 0.2070, decode.d7.loss_mask: 0.4863, decode.d7.loss_dice: 0.7053, decode.d8.loss_cls: 0.2031, decode.d8.loss_mask: 0.4863, decode.d8.loss_dice: 0.7095, loss: 15.3887, grad_norm: 68.3343 +2023-11-07 06:16:56,617 - mmseg - INFO - Iter [122050/160000] lr: 2.372e-05, eta: 5:00:02, time: 0.455, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1777, decode.loss_mask: 0.4414, decode.loss_dice: 0.6516, decode.d0.loss_cls: 1.1463, decode.d0.loss_mask: 0.4861, decode.d0.loss_dice: 0.7354, decode.d1.loss_cls: 0.2486, decode.d1.loss_mask: 0.4600, decode.d1.loss_dice: 0.6948, decode.d2.loss_cls: 0.2086, decode.d2.loss_mask: 0.4498, decode.d2.loss_dice: 0.6775, decode.d3.loss_cls: 0.2007, decode.d3.loss_mask: 0.4442, decode.d3.loss_dice: 0.6570, decode.d4.loss_cls: 0.1909, decode.d4.loss_mask: 0.4432, decode.d4.loss_dice: 0.6570, decode.d5.loss_cls: 0.1825, decode.d5.loss_mask: 0.4432, decode.d5.loss_dice: 0.6555, decode.d6.loss_cls: 0.1774, decode.d6.loss_mask: 0.4429, decode.d6.loss_dice: 0.6532, decode.d7.loss_cls: 0.1747, decode.d7.loss_mask: 0.4421, decode.d7.loss_dice: 0.6547, decode.d8.loss_cls: 0.1794, decode.d8.loss_mask: 0.4409, decode.d8.loss_dice: 0.6514, loss: 14.0687, grad_norm: 60.0416 +2023-11-07 06:17:19,550 - mmseg - INFO - Iter [122100/160000] lr: 2.369e-05, eta: 4:59:38, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2031, decode.loss_mask: 0.4779, decode.loss_dice: 0.7132, decode.d0.loss_cls: 1.1938, decode.d0.loss_mask: 0.5139, decode.d0.loss_dice: 0.7915, decode.d1.loss_cls: 0.2898, decode.d1.loss_mask: 0.4958, decode.d1.loss_dice: 0.7582, decode.d2.loss_cls: 0.2427, decode.d2.loss_mask: 0.4871, decode.d2.loss_dice: 0.7378, decode.d3.loss_cls: 0.2265, decode.d3.loss_mask: 0.4834, decode.d3.loss_dice: 0.7192, decode.d4.loss_cls: 0.2162, decode.d4.loss_mask: 0.4795, decode.d4.loss_dice: 0.7162, decode.d5.loss_cls: 0.2073, decode.d5.loss_mask: 0.4802, decode.d5.loss_dice: 0.7148, decode.d6.loss_cls: 0.2033, decode.d6.loss_mask: 0.4789, decode.d6.loss_dice: 0.7137, decode.d7.loss_cls: 0.2045, decode.d7.loss_mask: 0.4797, decode.d7.loss_dice: 0.7139, decode.d8.loss_cls: 0.2020, decode.d8.loss_mask: 0.4799, decode.d8.loss_dice: 0.7110, loss: 15.3351, grad_norm: 64.7767 +2023-11-07 06:17:42,363 - mmseg - INFO - Iter [122150/160000] lr: 2.366e-05, eta: 4:59:14, time: 0.458, data_time: 0.015, memory: 39436, decode.loss_cls: 0.2094, decode.loss_mask: 0.4602, decode.loss_dice: 0.6823, decode.d0.loss_cls: 1.1862, decode.d0.loss_mask: 0.5020, decode.d0.loss_dice: 0.7609, decode.d1.loss_cls: 0.2969, decode.d1.loss_mask: 0.4815, decode.d1.loss_dice: 0.7303, decode.d2.loss_cls: 0.2540, decode.d2.loss_mask: 0.4689, decode.d2.loss_dice: 0.7102, decode.d3.loss_cls: 0.2354, decode.d3.loss_mask: 0.4651, decode.d3.loss_dice: 0.6874, decode.d4.loss_cls: 0.2241, decode.d4.loss_mask: 0.4628, decode.d4.loss_dice: 0.6890, decode.d5.loss_cls: 0.2181, decode.d5.loss_mask: 0.4623, decode.d5.loss_dice: 0.6880, decode.d6.loss_cls: 0.2141, decode.d6.loss_mask: 0.4618, decode.d6.loss_dice: 0.6774, decode.d7.loss_cls: 0.2089, decode.d7.loss_mask: 0.4604, decode.d7.loss_dice: 0.6835, decode.d8.loss_cls: 0.2130, decode.d8.loss_mask: 0.4593, decode.d8.loss_dice: 0.6823, loss: 14.9357, grad_norm: 68.1137 +2023-11-07 06:18:05,273 - mmseg - INFO - Iter [122200/160000] lr: 2.363e-05, eta: 4:58:50, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2078, decode.loss_mask: 0.4702, decode.loss_dice: 0.6981, decode.d0.loss_cls: 1.1794, decode.d0.loss_mask: 0.5058, decode.d0.loss_dice: 0.7787, decode.d1.loss_cls: 0.2849, decode.d1.loss_mask: 0.4857, decode.d1.loss_dice: 0.7448, decode.d2.loss_cls: 0.2428, decode.d2.loss_mask: 0.4778, decode.d2.loss_dice: 0.7240, decode.d3.loss_cls: 0.2260, decode.d3.loss_mask: 0.4731, decode.d3.loss_dice: 0.7044, decode.d4.loss_cls: 0.2236, decode.d4.loss_mask: 0.4710, decode.d4.loss_dice: 0.7046, decode.d5.loss_cls: 0.2157, decode.d5.loss_mask: 0.4714, decode.d5.loss_dice: 0.7078, decode.d6.loss_cls: 0.2125, decode.d6.loss_mask: 0.4717, decode.d6.loss_dice: 0.7047, decode.d7.loss_cls: 0.2073, decode.d7.loss_mask: 0.4698, decode.d7.loss_dice: 0.7063, decode.d8.loss_cls: 0.2058, decode.d8.loss_mask: 0.4685, decode.d8.loss_dice: 0.6978, loss: 15.1420, grad_norm: 63.4677 +2023-11-07 06:18:28,260 - mmseg - INFO - Iter [122250/160000] lr: 2.359e-05, eta: 4:58:26, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2095, decode.loss_mask: 0.4467, decode.loss_dice: 0.6857, decode.d0.loss_cls: 1.1902, decode.d0.loss_mask: 0.4831, decode.d0.loss_dice: 0.7587, decode.d1.loss_cls: 0.2935, decode.d1.loss_mask: 0.4632, decode.d1.loss_dice: 0.7206, decode.d2.loss_cls: 0.2562, decode.d2.loss_mask: 0.4536, decode.d2.loss_dice: 0.7002, decode.d3.loss_cls: 0.2400, decode.d3.loss_mask: 0.4495, decode.d3.loss_dice: 0.6870, decode.d4.loss_cls: 0.2221, decode.d4.loss_mask: 0.4503, decode.d4.loss_dice: 0.6913, decode.d5.loss_cls: 0.2174, decode.d5.loss_mask: 0.4476, decode.d5.loss_dice: 0.6889, decode.d6.loss_cls: 0.2145, decode.d6.loss_mask: 0.4459, decode.d6.loss_dice: 0.6841, decode.d7.loss_cls: 0.2115, decode.d7.loss_mask: 0.4461, decode.d7.loss_dice: 0.6845, decode.d8.loss_cls: 0.2098, decode.d8.loss_mask: 0.4459, decode.d8.loss_dice: 0.6840, loss: 14.7814, grad_norm: 58.6889 +2023-11-07 06:18:51,196 - mmseg - INFO - Iter [122300/160000] lr: 2.356e-05, eta: 4:58:02, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2051, decode.loss_mask: 0.4897, decode.loss_dice: 0.7102, decode.d0.loss_cls: 1.2139, decode.d0.loss_mask: 0.5307, decode.d0.loss_dice: 0.7918, decode.d1.loss_cls: 0.2969, decode.d1.loss_mask: 0.5069, decode.d1.loss_dice: 0.7501, decode.d2.loss_cls: 0.2483, decode.d2.loss_mask: 0.4971, decode.d2.loss_dice: 0.7316, decode.d3.loss_cls: 0.2329, decode.d3.loss_mask: 0.4909, decode.d3.loss_dice: 0.7124, decode.d4.loss_cls: 0.2219, decode.d4.loss_mask: 0.4897, decode.d4.loss_dice: 0.7161, decode.d5.loss_cls: 0.2189, decode.d5.loss_mask: 0.4907, decode.d5.loss_dice: 0.7123, decode.d6.loss_cls: 0.2162, decode.d6.loss_mask: 0.4888, decode.d6.loss_dice: 0.7092, decode.d7.loss_cls: 0.2107, decode.d7.loss_mask: 0.4903, decode.d7.loss_dice: 0.7106, decode.d8.loss_cls: 0.2087, decode.d8.loss_mask: 0.4900, decode.d8.loss_dice: 0.7109, loss: 15.4938, grad_norm: 69.6267 +2023-11-07 06:19:13,906 - mmseg - INFO - Iter [122350/160000] lr: 2.353e-05, eta: 4:57:38, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1980, decode.loss_mask: 0.4724, decode.loss_dice: 0.7028, decode.d0.loss_cls: 1.2116, decode.d0.loss_mask: 0.5109, decode.d0.loss_dice: 0.7811, decode.d1.loss_cls: 0.2938, decode.d1.loss_mask: 0.4913, decode.d1.loss_dice: 0.7454, decode.d2.loss_cls: 0.2499, decode.d2.loss_mask: 0.4819, decode.d2.loss_dice: 0.7283, decode.d3.loss_cls: 0.2275, decode.d3.loss_mask: 0.4751, decode.d3.loss_dice: 0.7138, decode.d4.loss_cls: 0.2188, decode.d4.loss_mask: 0.4743, decode.d4.loss_dice: 0.7116, decode.d5.loss_cls: 0.2115, decode.d5.loss_mask: 0.4739, decode.d5.loss_dice: 0.7119, decode.d6.loss_cls: 0.2046, decode.d6.loss_mask: 0.4736, decode.d6.loss_dice: 0.7047, decode.d7.loss_cls: 0.2019, decode.d7.loss_mask: 0.4724, decode.d7.loss_dice: 0.7053, decode.d8.loss_cls: 0.1938, decode.d8.loss_mask: 0.4732, decode.d8.loss_dice: 0.7056, loss: 15.2208, grad_norm: 66.4681 +2023-11-07 06:19:36,766 - mmseg - INFO - Iter [122400/160000] lr: 2.350e-05, eta: 4:57:14, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2004, decode.loss_mask: 0.4649, decode.loss_dice: 0.7100, decode.d0.loss_cls: 1.1966, decode.d0.loss_mask: 0.5015, decode.d0.loss_dice: 0.7823, decode.d1.loss_cls: 0.2808, decode.d1.loss_mask: 0.4816, decode.d1.loss_dice: 0.7467, decode.d2.loss_cls: 0.2400, decode.d2.loss_mask: 0.4709, decode.d2.loss_dice: 0.7293, decode.d3.loss_cls: 0.2231, decode.d3.loss_mask: 0.4670, decode.d3.loss_dice: 0.7144, decode.d4.loss_cls: 0.2108, decode.d4.loss_mask: 0.4671, decode.d4.loss_dice: 0.7153, decode.d5.loss_cls: 0.2058, decode.d5.loss_mask: 0.4668, decode.d5.loss_dice: 0.7159, decode.d6.loss_cls: 0.2055, decode.d6.loss_mask: 0.4674, decode.d6.loss_dice: 0.7078, decode.d7.loss_cls: 0.2004, decode.d7.loss_mask: 0.4661, decode.d7.loss_dice: 0.7135, decode.d8.loss_cls: 0.2015, decode.d8.loss_mask: 0.4651, decode.d8.loss_dice: 0.7101, loss: 15.1285, grad_norm: 62.1672 +2023-11-07 06:19:59,572 - mmseg - INFO - Iter [122450/160000] lr: 2.347e-05, eta: 4:56:50, time: 0.456, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1933, decode.loss_mask: 0.4649, decode.loss_dice: 0.7006, decode.d0.loss_cls: 1.1816, decode.d0.loss_mask: 0.5045, decode.d0.loss_dice: 0.7700, decode.d1.loss_cls: 0.2722, decode.d1.loss_mask: 0.4812, decode.d1.loss_dice: 0.7379, decode.d2.loss_cls: 0.2354, decode.d2.loss_mask: 0.4717, decode.d2.loss_dice: 0.7168, decode.d3.loss_cls: 0.2171, decode.d3.loss_mask: 0.4683, decode.d3.loss_dice: 0.7048, decode.d4.loss_cls: 0.2110, decode.d4.loss_mask: 0.4672, decode.d4.loss_dice: 0.7031, decode.d5.loss_cls: 0.2038, decode.d5.loss_mask: 0.4662, decode.d5.loss_dice: 0.7015, decode.d6.loss_cls: 0.2023, decode.d6.loss_mask: 0.4639, decode.d6.loss_dice: 0.6965, decode.d7.loss_cls: 0.1962, decode.d7.loss_mask: 0.4645, decode.d7.loss_dice: 0.7006, decode.d8.loss_cls: 0.1935, decode.d8.loss_mask: 0.4651, decode.d8.loss_dice: 0.6935, loss: 14.9492, grad_norm: 64.5729 +2023-11-07 06:20:22,510 - mmseg - INFO - Iter [122500/160000] lr: 2.344e-05, eta: 4:56:26, time: 0.459, data_time: 0.015, memory: 39436, decode.loss_cls: 0.1888, decode.loss_mask: 0.4567, decode.loss_dice: 0.6784, decode.d0.loss_cls: 1.1493, decode.d0.loss_mask: 0.4938, decode.d0.loss_dice: 0.7589, decode.d1.loss_cls: 0.2710, decode.d1.loss_mask: 0.4747, decode.d1.loss_dice: 0.7251, decode.d2.loss_cls: 0.2387, decode.d2.loss_mask: 0.4657, decode.d2.loss_dice: 0.7022, decode.d3.loss_cls: 0.2145, decode.d3.loss_mask: 0.4615, decode.d3.loss_dice: 0.6869, decode.d4.loss_cls: 0.1991, decode.d4.loss_mask: 0.4595, decode.d4.loss_dice: 0.6900, decode.d5.loss_cls: 0.1958, decode.d5.loss_mask: 0.4599, decode.d5.loss_dice: 0.6899, decode.d6.loss_cls: 0.1930, decode.d6.loss_mask: 0.4572, decode.d6.loss_dice: 0.6836, decode.d7.loss_cls: 0.1894, decode.d7.loss_mask: 0.4566, decode.d7.loss_dice: 0.6788, decode.d8.loss_cls: 0.1872, decode.d8.loss_mask: 0.4574, decode.d8.loss_dice: 0.6793, loss: 14.6427, grad_norm: 66.5191 +2023-11-07 06:20:47,746 - mmseg - INFO - Iter [122550/160000] lr: 2.341e-05, eta: 4:56:03, time: 0.505, data_time: 0.058, memory: 39436, decode.loss_cls: 0.1952, decode.loss_mask: 0.4572, decode.loss_dice: 0.6866, decode.d0.loss_cls: 1.1662, decode.d0.loss_mask: 0.4910, decode.d0.loss_dice: 0.7598, decode.d1.loss_cls: 0.2716, decode.d1.loss_mask: 0.4699, decode.d1.loss_dice: 0.7265, decode.d2.loss_cls: 0.2373, decode.d2.loss_mask: 0.4636, decode.d2.loss_dice: 0.7047, decode.d3.loss_cls: 0.2185, decode.d3.loss_mask: 0.4583, decode.d3.loss_dice: 0.6944, decode.d4.loss_cls: 0.2097, decode.d4.loss_mask: 0.4584, decode.d4.loss_dice: 0.6927, decode.d5.loss_cls: 0.2031, decode.d5.loss_mask: 0.4579, decode.d5.loss_dice: 0.6920, decode.d6.loss_cls: 0.2006, decode.d6.loss_mask: 0.4559, decode.d6.loss_dice: 0.6916, decode.d7.loss_cls: 0.1991, decode.d7.loss_mask: 0.4567, decode.d7.loss_dice: 0.6915, decode.d8.loss_cls: 0.1945, decode.d8.loss_mask: 0.4575, decode.d8.loss_dice: 0.6879, loss: 14.7501, grad_norm: 70.1411 +2023-11-07 06:21:10,656 - mmseg - INFO - Iter [122600/160000] lr: 2.338e-05, eta: 4:55:39, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1874, decode.loss_mask: 0.4629, decode.loss_dice: 0.7109, decode.d0.loss_cls: 1.1612, decode.d0.loss_mask: 0.5022, decode.d0.loss_dice: 0.7698, decode.d1.loss_cls: 0.2822, decode.d1.loss_mask: 0.4780, decode.d1.loss_dice: 0.7397, decode.d2.loss_cls: 0.2309, decode.d2.loss_mask: 0.4696, decode.d2.loss_dice: 0.7274, decode.d3.loss_cls: 0.2142, decode.d3.loss_mask: 0.4651, decode.d3.loss_dice: 0.7100, decode.d4.loss_cls: 0.1959, decode.d4.loss_mask: 0.4648, decode.d4.loss_dice: 0.7081, decode.d5.loss_cls: 0.1919, decode.d5.loss_mask: 0.4633, decode.d5.loss_dice: 0.7104, decode.d6.loss_cls: 0.1882, decode.d6.loss_mask: 0.4617, decode.d6.loss_dice: 0.7077, decode.d7.loss_cls: 0.1828, decode.d7.loss_mask: 0.4634, decode.d7.loss_dice: 0.7118, decode.d8.loss_cls: 0.1829, decode.d8.loss_mask: 0.4629, decode.d8.loss_dice: 0.7090, loss: 14.9162, grad_norm: 62.0198 +2023-11-07 06:21:33,934 - mmseg - INFO - Iter [122650/160000] lr: 2.334e-05, eta: 4:55:15, time: 0.466, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1996, decode.loss_mask: 0.4523, decode.loss_dice: 0.7024, decode.d0.loss_cls: 1.2173, decode.d0.loss_mask: 0.4844, decode.d0.loss_dice: 0.7754, decode.d1.loss_cls: 0.2966, decode.d1.loss_mask: 0.4683, decode.d1.loss_dice: 0.7473, decode.d2.loss_cls: 0.2500, decode.d2.loss_mask: 0.4593, decode.d2.loss_dice: 0.7249, decode.d3.loss_cls: 0.2270, decode.d3.loss_mask: 0.4553, decode.d3.loss_dice: 0.7114, decode.d4.loss_cls: 0.2194, decode.d4.loss_mask: 0.4512, decode.d4.loss_dice: 0.7046, decode.d5.loss_cls: 0.2102, decode.d5.loss_mask: 0.4519, decode.d5.loss_dice: 0.7058, decode.d6.loss_cls: 0.2075, decode.d6.loss_mask: 0.4526, decode.d6.loss_dice: 0.7023, decode.d7.loss_cls: 0.2051, decode.d7.loss_mask: 0.4523, decode.d7.loss_dice: 0.7024, decode.d8.loss_cls: 0.1983, decode.d8.loss_mask: 0.4518, decode.d8.loss_dice: 0.7004, loss: 14.9872, grad_norm: 65.2190 +2023-11-07 06:21:56,896 - mmseg - INFO - Iter [122700/160000] lr: 2.331e-05, eta: 4:54:51, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1859, decode.loss_mask: 0.4424, decode.loss_dice: 0.6660, decode.d0.loss_cls: 1.1988, decode.d0.loss_mask: 0.4798, decode.d0.loss_dice: 0.7353, decode.d1.loss_cls: 0.2610, decode.d1.loss_mask: 0.4556, decode.d1.loss_dice: 0.7056, decode.d2.loss_cls: 0.2295, decode.d2.loss_mask: 0.4504, decode.d2.loss_dice: 0.6850, decode.d3.loss_cls: 0.2103, decode.d3.loss_mask: 0.4491, decode.d3.loss_dice: 0.6682, decode.d4.loss_cls: 0.1974, decode.d4.loss_mask: 0.4489, decode.d4.loss_dice: 0.6747, decode.d5.loss_cls: 0.1902, decode.d5.loss_mask: 0.4450, decode.d5.loss_dice: 0.6688, decode.d6.loss_cls: 0.1917, decode.d6.loss_mask: 0.4419, decode.d6.loss_dice: 0.6661, decode.d7.loss_cls: 0.1868, decode.d7.loss_mask: 0.4428, decode.d7.loss_dice: 0.6679, decode.d8.loss_cls: 0.1874, decode.d8.loss_mask: 0.4421, decode.d8.loss_dice: 0.6654, loss: 14.3400, grad_norm: 60.2520 +2023-11-07 06:22:19,729 - mmseg - INFO - Iter [122750/160000] lr: 2.328e-05, eta: 4:54:27, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1825, decode.loss_mask: 0.4709, decode.loss_dice: 0.6898, decode.d0.loss_cls: 1.1562, decode.d0.loss_mask: 0.5071, decode.d0.loss_dice: 0.7540, decode.d1.loss_cls: 0.2715, decode.d1.loss_mask: 0.4879, decode.d1.loss_dice: 0.7272, decode.d2.loss_cls: 0.2330, decode.d2.loss_mask: 0.4778, decode.d2.loss_dice: 0.7053, decode.d3.loss_cls: 0.2088, decode.d3.loss_mask: 0.4755, decode.d3.loss_dice: 0.6969, decode.d4.loss_cls: 0.1990, decode.d4.loss_mask: 0.4741, decode.d4.loss_dice: 0.6936, decode.d5.loss_cls: 0.1962, decode.d5.loss_mask: 0.4718, decode.d5.loss_dice: 0.6887, decode.d6.loss_cls: 0.1909, decode.d6.loss_mask: 0.4723, decode.d6.loss_dice: 0.6896, decode.d7.loss_cls: 0.1882, decode.d7.loss_mask: 0.4702, decode.d7.loss_dice: 0.6869, decode.d8.loss_cls: 0.1851, decode.d8.loss_mask: 0.4700, decode.d8.loss_dice: 0.6862, loss: 14.8071, grad_norm: 78.4353 +2023-11-07 06:22:42,851 - mmseg - INFO - Iter [122800/160000] lr: 2.325e-05, eta: 4:54:03, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1973, decode.loss_mask: 0.4503, decode.loss_dice: 0.6856, decode.d0.loss_cls: 1.2298, decode.d0.loss_mask: 0.4908, decode.d0.loss_dice: 0.7656, decode.d1.loss_cls: 0.2908, decode.d1.loss_mask: 0.4662, decode.d1.loss_dice: 0.7291, decode.d2.loss_cls: 0.2424, decode.d2.loss_mask: 0.4601, decode.d2.loss_dice: 0.7076, decode.d3.loss_cls: 0.2247, decode.d3.loss_mask: 0.4564, decode.d3.loss_dice: 0.6907, decode.d4.loss_cls: 0.2107, decode.d4.loss_mask: 0.4534, decode.d4.loss_dice: 0.6893, decode.d5.loss_cls: 0.2094, decode.d5.loss_mask: 0.4523, decode.d5.loss_dice: 0.6918, decode.d6.loss_cls: 0.2023, decode.d6.loss_mask: 0.4496, decode.d6.loss_dice: 0.6855, decode.d7.loss_cls: 0.2018, decode.d7.loss_mask: 0.4513, decode.d7.loss_dice: 0.6856, decode.d8.loss_cls: 0.1997, decode.d8.loss_mask: 0.4507, decode.d8.loss_dice: 0.6882, loss: 14.8088, grad_norm: 64.5531 +2023-11-07 06:23:05,913 - mmseg - INFO - Iter [122850/160000] lr: 2.322e-05, eta: 4:53:39, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1927, decode.loss_mask: 0.4558, decode.loss_dice: 0.6828, decode.d0.loss_cls: 1.1976, decode.d0.loss_mask: 0.4880, decode.d0.loss_dice: 0.7453, decode.d1.loss_cls: 0.2899, decode.d1.loss_mask: 0.4735, decode.d1.loss_dice: 0.7190, decode.d2.loss_cls: 0.2482, decode.d2.loss_mask: 0.4630, decode.d2.loss_dice: 0.6981, decode.d3.loss_cls: 0.2282, decode.d3.loss_mask: 0.4582, decode.d3.loss_dice: 0.6789, decode.d4.loss_cls: 0.2119, decode.d4.loss_mask: 0.4576, decode.d4.loss_dice: 0.6807, decode.d5.loss_cls: 0.2090, decode.d5.loss_mask: 0.4572, decode.d5.loss_dice: 0.6842, decode.d6.loss_cls: 0.2045, decode.d6.loss_mask: 0.4570, decode.d6.loss_dice: 0.6810, decode.d7.loss_cls: 0.1968, decode.d7.loss_mask: 0.4558, decode.d7.loss_dice: 0.6815, decode.d8.loss_cls: 0.1924, decode.d8.loss_mask: 0.4564, decode.d8.loss_dice: 0.6800, loss: 14.7248, grad_norm: 64.4897 +2023-11-07 06:23:29,498 - mmseg - INFO - Iter [122900/160000] lr: 2.319e-05, eta: 4:53:15, time: 0.472, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1912, decode.loss_mask: 0.4638, decode.loss_dice: 0.6947, decode.d0.loss_cls: 1.1911, decode.d0.loss_mask: 0.5061, decode.d0.loss_dice: 0.7709, decode.d1.loss_cls: 0.2789, decode.d1.loss_mask: 0.4821, decode.d1.loss_dice: 0.7368, decode.d2.loss_cls: 0.2365, decode.d2.loss_mask: 0.4726, decode.d2.loss_dice: 0.7142, decode.d3.loss_cls: 0.2167, decode.d3.loss_mask: 0.4655, decode.d3.loss_dice: 0.6988, decode.d4.loss_cls: 0.2024, decode.d4.loss_mask: 0.4640, decode.d4.loss_dice: 0.6977, decode.d5.loss_cls: 0.1951, decode.d5.loss_mask: 0.4651, decode.d5.loss_dice: 0.6985, decode.d6.loss_cls: 0.1921, decode.d6.loss_mask: 0.4638, decode.d6.loss_dice: 0.6942, decode.d7.loss_cls: 0.1895, decode.d7.loss_mask: 0.4626, decode.d7.loss_dice: 0.6926, decode.d8.loss_cls: 0.1917, decode.d8.loss_mask: 0.4631, decode.d8.loss_dice: 0.6957, loss: 14.8883, grad_norm: 67.1205 +2023-11-07 06:23:52,862 - mmseg - INFO - Iter [122950/160000] lr: 2.316e-05, eta: 4:52:52, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2086, decode.loss_mask: 0.4602, decode.loss_dice: 0.6885, decode.d0.loss_cls: 1.1970, decode.d0.loss_mask: 0.4964, decode.d0.loss_dice: 0.7669, decode.d1.loss_cls: 0.2874, decode.d1.loss_mask: 0.4763, decode.d1.loss_dice: 0.7358, decode.d2.loss_cls: 0.2409, decode.d2.loss_mask: 0.4682, decode.d2.loss_dice: 0.7132, decode.d3.loss_cls: 0.2250, decode.d3.loss_mask: 0.4640, decode.d3.loss_dice: 0.6957, decode.d4.loss_cls: 0.2146, decode.d4.loss_mask: 0.4617, decode.d4.loss_dice: 0.6965, decode.d5.loss_cls: 0.2093, decode.d5.loss_mask: 0.4622, decode.d5.loss_dice: 0.6976, decode.d6.loss_cls: 0.2035, decode.d6.loss_mask: 0.4616, decode.d6.loss_dice: 0.6949, decode.d7.loss_cls: 0.1988, decode.d7.loss_mask: 0.4611, decode.d7.loss_dice: 0.6959, decode.d8.loss_cls: 0.2002, decode.d8.loss_mask: 0.4601, decode.d8.loss_dice: 0.6922, loss: 14.9344, grad_norm: 62.4546 +2023-11-07 06:24:16,554 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 06:24:16,555 - mmseg - INFO - Iter [123000/160000] lr: 2.313e-05, eta: 4:52:28, time: 0.474, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2041, decode.loss_mask: 0.4545, decode.loss_dice: 0.6723, decode.d0.loss_cls: 1.1960, decode.d0.loss_mask: 0.4949, decode.d0.loss_dice: 0.7572, decode.d1.loss_cls: 0.2842, decode.d1.loss_mask: 0.4749, decode.d1.loss_dice: 0.7232, decode.d2.loss_cls: 0.2514, decode.d2.loss_mask: 0.4644, decode.d2.loss_dice: 0.6971, decode.d3.loss_cls: 0.2321, decode.d3.loss_mask: 0.4611, decode.d3.loss_dice: 0.6824, decode.d4.loss_cls: 0.2157, decode.d4.loss_mask: 0.4585, decode.d4.loss_dice: 0.6796, decode.d5.loss_cls: 0.2125, decode.d5.loss_mask: 0.4578, decode.d5.loss_dice: 0.6758, decode.d6.loss_cls: 0.2089, decode.d6.loss_mask: 0.4553, decode.d6.loss_dice: 0.6781, decode.d7.loss_cls: 0.2019, decode.d7.loss_mask: 0.4565, decode.d7.loss_dice: 0.6756, decode.d8.loss_cls: 0.2011, decode.d8.loss_mask: 0.4533, decode.d8.loss_dice: 0.6750, loss: 14.7557, grad_norm: 63.0965 +2023-11-07 06:24:40,332 - mmseg - INFO - Iter [123050/160000] lr: 2.309e-05, eta: 4:52:04, time: 0.476, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1961, decode.loss_mask: 0.4631, decode.loss_dice: 0.6984, decode.d0.loss_cls: 1.1643, decode.d0.loss_mask: 0.4955, decode.d0.loss_dice: 0.7727, decode.d1.loss_cls: 0.2809, decode.d1.loss_mask: 0.4752, decode.d1.loss_dice: 0.7260, decode.d2.loss_cls: 0.2403, decode.d2.loss_mask: 0.4662, decode.d2.loss_dice: 0.7132, decode.d3.loss_cls: 0.2229, decode.d3.loss_mask: 0.4634, decode.d3.loss_dice: 0.7011, decode.d4.loss_cls: 0.2084, decode.d4.loss_mask: 0.4642, decode.d4.loss_dice: 0.7010, decode.d5.loss_cls: 0.2075, decode.d5.loss_mask: 0.4642, decode.d5.loss_dice: 0.6991, decode.d6.loss_cls: 0.2065, decode.d6.loss_mask: 0.4636, decode.d6.loss_dice: 0.6946, decode.d7.loss_cls: 0.2002, decode.d7.loss_mask: 0.4621, decode.d7.loss_dice: 0.6985, decode.d8.loss_cls: 0.1960, decode.d8.loss_mask: 0.4630, decode.d8.loss_dice: 0.6995, loss: 14.9078, grad_norm: 67.1095 +2023-11-07 06:25:03,722 - mmseg - INFO - Iter [123100/160000] lr: 2.306e-05, eta: 4:51:40, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1787, decode.loss_mask: 0.4715, decode.loss_dice: 0.6978, decode.d0.loss_cls: 1.1623, decode.d0.loss_mask: 0.5126, decode.d0.loss_dice: 0.7684, decode.d1.loss_cls: 0.2573, decode.d1.loss_mask: 0.4880, decode.d1.loss_dice: 0.7371, decode.d2.loss_cls: 0.2197, decode.d2.loss_mask: 0.4780, decode.d2.loss_dice: 0.7232, decode.d3.loss_cls: 0.2087, decode.d3.loss_mask: 0.4734, decode.d3.loss_dice: 0.7063, decode.d4.loss_cls: 0.1978, decode.d4.loss_mask: 0.4709, decode.d4.loss_dice: 0.7059, decode.d5.loss_cls: 0.1924, decode.d5.loss_mask: 0.4700, decode.d5.loss_dice: 0.7014, decode.d6.loss_cls: 0.1881, decode.d6.loss_mask: 0.4703, decode.d6.loss_dice: 0.6963, decode.d7.loss_cls: 0.1816, decode.d7.loss_mask: 0.4698, decode.d7.loss_dice: 0.6968, decode.d8.loss_cls: 0.1797, decode.d8.loss_mask: 0.4717, decode.d8.loss_dice: 0.6961, loss: 14.8718, grad_norm: 70.6460 +2023-11-07 06:25:26,513 - mmseg - INFO - Iter [123150/160000] lr: 2.303e-05, eta: 4:51:16, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1948, decode.loss_mask: 0.4768, decode.loss_dice: 0.6867, decode.d0.loss_cls: 1.1586, decode.d0.loss_mask: 0.5172, decode.d0.loss_dice: 0.7689, decode.d1.loss_cls: 0.2789, decode.d1.loss_mask: 0.4888, decode.d1.loss_dice: 0.7245, decode.d2.loss_cls: 0.2336, decode.d2.loss_mask: 0.4818, decode.d2.loss_dice: 0.7110, decode.d3.loss_cls: 0.2202, decode.d3.loss_mask: 0.4783, decode.d3.loss_dice: 0.6951, decode.d4.loss_cls: 0.2091, decode.d4.loss_mask: 0.4769, decode.d4.loss_dice: 0.6989, decode.d5.loss_cls: 0.2064, decode.d5.loss_mask: 0.4766, decode.d5.loss_dice: 0.6955, decode.d6.loss_cls: 0.1996, decode.d6.loss_mask: 0.4765, decode.d6.loss_dice: 0.6895, decode.d7.loss_cls: 0.1959, decode.d7.loss_mask: 0.4751, decode.d7.loss_dice: 0.6909, decode.d8.loss_cls: 0.1959, decode.d8.loss_mask: 0.4760, decode.d8.loss_dice: 0.6872, loss: 14.9652, grad_norm: 66.5576 +2023-11-07 06:25:49,632 - mmseg - INFO - Iter [123200/160000] lr: 2.300e-05, eta: 4:50:53, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1891, decode.loss_mask: 0.4525, decode.loss_dice: 0.6930, decode.d0.loss_cls: 1.1976, decode.d0.loss_mask: 0.4895, decode.d0.loss_dice: 0.7753, decode.d1.loss_cls: 0.2858, decode.d1.loss_mask: 0.4702, decode.d1.loss_dice: 0.7375, decode.d2.loss_cls: 0.2343, decode.d2.loss_mask: 0.4601, decode.d2.loss_dice: 0.7173, decode.d3.loss_cls: 0.2158, decode.d3.loss_mask: 0.4560, decode.d3.loss_dice: 0.7009, decode.d4.loss_cls: 0.2080, decode.d4.loss_mask: 0.4542, decode.d4.loss_dice: 0.7011, decode.d5.loss_cls: 0.1984, decode.d5.loss_mask: 0.4554, decode.d5.loss_dice: 0.7003, decode.d6.loss_cls: 0.1961, decode.d6.loss_mask: 0.4548, decode.d6.loss_dice: 0.6940, decode.d7.loss_cls: 0.1912, decode.d7.loss_mask: 0.4540, decode.d7.loss_dice: 0.6946, decode.d8.loss_cls: 0.1903, decode.d8.loss_mask: 0.4542, decode.d8.loss_dice: 0.6958, loss: 14.8176, grad_norm: 64.3291 +2023-11-07 06:26:12,456 - mmseg - INFO - Iter [123250/160000] lr: 2.297e-05, eta: 4:50:29, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1906, decode.loss_mask: 0.4786, decode.loss_dice: 0.6985, decode.d0.loss_cls: 1.1872, decode.d0.loss_mask: 0.5209, decode.d0.loss_dice: 0.7771, decode.d1.loss_cls: 0.2667, decode.d1.loss_mask: 0.4984, decode.d1.loss_dice: 0.7370, decode.d2.loss_cls: 0.2339, decode.d2.loss_mask: 0.4883, decode.d2.loss_dice: 0.7154, decode.d3.loss_cls: 0.2164, decode.d3.loss_mask: 0.4843, decode.d3.loss_dice: 0.7026, decode.d4.loss_cls: 0.2060, decode.d4.loss_mask: 0.4801, decode.d4.loss_dice: 0.7037, decode.d5.loss_cls: 0.2007, decode.d5.loss_mask: 0.4794, decode.d5.loss_dice: 0.7020, decode.d6.loss_cls: 0.1944, decode.d6.loss_mask: 0.4802, decode.d6.loss_dice: 0.6984, decode.d7.loss_cls: 0.1952, decode.d7.loss_mask: 0.4795, decode.d7.loss_dice: 0.6993, decode.d8.loss_cls: 0.1898, decode.d8.loss_mask: 0.4803, decode.d8.loss_dice: 0.7009, loss: 15.0859, grad_norm: 64.8923 +2023-11-07 06:26:35,167 - mmseg - INFO - Iter [123300/160000] lr: 2.294e-05, eta: 4:50:05, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2085, decode.loss_mask: 0.4497, decode.loss_dice: 0.6950, decode.d0.loss_cls: 1.1806, decode.d0.loss_mask: 0.4868, decode.d0.loss_dice: 0.7695, decode.d1.loss_cls: 0.2828, decode.d1.loss_mask: 0.4664, decode.d1.loss_dice: 0.7371, decode.d2.loss_cls: 0.2505, decode.d2.loss_mask: 0.4535, decode.d2.loss_dice: 0.7123, decode.d3.loss_cls: 0.2282, decode.d3.loss_mask: 0.4501, decode.d3.loss_dice: 0.6985, decode.d4.loss_cls: 0.2174, decode.d4.loss_mask: 0.4501, decode.d4.loss_dice: 0.6982, decode.d5.loss_cls: 0.2165, decode.d5.loss_mask: 0.4511, decode.d5.loss_dice: 0.6964, decode.d6.loss_cls: 0.2121, decode.d6.loss_mask: 0.4508, decode.d6.loss_dice: 0.6928, decode.d7.loss_cls: 0.2080, decode.d7.loss_mask: 0.4495, decode.d7.loss_dice: 0.6938, decode.d8.loss_cls: 0.2055, decode.d8.loss_mask: 0.4502, decode.d8.loss_dice: 0.6949, loss: 14.8570, grad_norm: 62.4531 +2023-11-07 06:26:58,035 - mmseg - INFO - Iter [123350/160000] lr: 2.291e-05, eta: 4:49:41, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1835, decode.loss_mask: 0.4566, decode.loss_dice: 0.6731, decode.d0.loss_cls: 1.1622, decode.d0.loss_mask: 0.4970, decode.d0.loss_dice: 0.7411, decode.d1.loss_cls: 0.2638, decode.d1.loss_mask: 0.4727, decode.d1.loss_dice: 0.7093, decode.d2.loss_cls: 0.2315, decode.d2.loss_mask: 0.4631, decode.d2.loss_dice: 0.6932, decode.d3.loss_cls: 0.2191, decode.d3.loss_mask: 0.4596, decode.d3.loss_dice: 0.6743, decode.d4.loss_cls: 0.2043, decode.d4.loss_mask: 0.4597, decode.d4.loss_dice: 0.6777, decode.d5.loss_cls: 0.2014, decode.d5.loss_mask: 0.4580, decode.d5.loss_dice: 0.6741, decode.d6.loss_cls: 0.1938, decode.d6.loss_mask: 0.4576, decode.d6.loss_dice: 0.6721, decode.d7.loss_cls: 0.1889, decode.d7.loss_mask: 0.4574, decode.d7.loss_dice: 0.6714, decode.d8.loss_cls: 0.1876, decode.d8.loss_mask: 0.4578, decode.d8.loss_dice: 0.6745, loss: 14.5362, grad_norm: 61.6242 +2023-11-07 06:27:20,868 - mmseg - INFO - Iter [123400/160000] lr: 2.288e-05, eta: 4:49:17, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2015, decode.loss_mask: 0.4663, decode.loss_dice: 0.7063, decode.d0.loss_cls: 1.2147, decode.d0.loss_mask: 0.5091, decode.d0.loss_dice: 0.7851, decode.d1.loss_cls: 0.2972, decode.d1.loss_mask: 0.4853, decode.d1.loss_dice: 0.7544, decode.d2.loss_cls: 0.2554, decode.d2.loss_mask: 0.4725, decode.d2.loss_dice: 0.7322, decode.d3.loss_cls: 0.2297, decode.d3.loss_mask: 0.4696, decode.d3.loss_dice: 0.7164, decode.d4.loss_cls: 0.2241, decode.d4.loss_mask: 0.4686, decode.d4.loss_dice: 0.7146, decode.d5.loss_cls: 0.2142, decode.d5.loss_mask: 0.4680, decode.d5.loss_dice: 0.7113, decode.d6.loss_cls: 0.2102, decode.d6.loss_mask: 0.4670, decode.d6.loss_dice: 0.7064, decode.d7.loss_cls: 0.2075, decode.d7.loss_mask: 0.4667, decode.d7.loss_dice: 0.7045, decode.d8.loss_cls: 0.1974, decode.d8.loss_mask: 0.4683, decode.d8.loss_dice: 0.7090, loss: 15.2334, grad_norm: 66.1856 +2023-11-07 06:27:43,861 - mmseg - INFO - Iter [123450/160000] lr: 2.284e-05, eta: 4:48:53, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1956, decode.loss_mask: 0.4582, decode.loss_dice: 0.6927, decode.d0.loss_cls: 1.2011, decode.d0.loss_mask: 0.4984, decode.d0.loss_dice: 0.7699, decode.d1.loss_cls: 0.2922, decode.d1.loss_mask: 0.4736, decode.d1.loss_dice: 0.7350, decode.d2.loss_cls: 0.2335, decode.d2.loss_mask: 0.4645, decode.d2.loss_dice: 0.7161, decode.d3.loss_cls: 0.2306, decode.d3.loss_mask: 0.4589, decode.d3.loss_dice: 0.6994, decode.d4.loss_cls: 0.2165, decode.d4.loss_mask: 0.4603, decode.d4.loss_dice: 0.6984, decode.d5.loss_cls: 0.2081, decode.d5.loss_mask: 0.4580, decode.d5.loss_dice: 0.6965, decode.d6.loss_cls: 0.2027, decode.d6.loss_mask: 0.4603, decode.d6.loss_dice: 0.6976, decode.d7.loss_cls: 0.1989, decode.d7.loss_mask: 0.4588, decode.d7.loss_dice: 0.6949, decode.d8.loss_cls: 0.1952, decode.d8.loss_mask: 0.4580, decode.d8.loss_dice: 0.6940, loss: 14.9178, grad_norm: 66.7552 +2023-11-07 06:28:07,064 - mmseg - INFO - Iter [123500/160000] lr: 2.281e-05, eta: 4:48:29, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1917, decode.loss_mask: 0.4355, decode.loss_dice: 0.6853, decode.d0.loss_cls: 1.2099, decode.d0.loss_mask: 0.4713, decode.d0.loss_dice: 0.7615, decode.d1.loss_cls: 0.2833, decode.d1.loss_mask: 0.4501, decode.d1.loss_dice: 0.7232, decode.d2.loss_cls: 0.2391, decode.d2.loss_mask: 0.4419, decode.d2.loss_dice: 0.7080, decode.d3.loss_cls: 0.2207, decode.d3.loss_mask: 0.4352, decode.d3.loss_dice: 0.6919, decode.d4.loss_cls: 0.2065, decode.d4.loss_mask: 0.4357, decode.d4.loss_dice: 0.6908, decode.d5.loss_cls: 0.2032, decode.d5.loss_mask: 0.4349, decode.d5.loss_dice: 0.6893, decode.d6.loss_cls: 0.2002, decode.d6.loss_mask: 0.4356, decode.d6.loss_dice: 0.6858, decode.d7.loss_cls: 0.1956, decode.d7.loss_mask: 0.4345, decode.d7.loss_dice: 0.6880, decode.d8.loss_cls: 0.1923, decode.d8.loss_mask: 0.4368, decode.d8.loss_dice: 0.6861, loss: 14.5642, grad_norm: 63.2615 +2023-11-07 06:28:29,810 - mmseg - INFO - Iter [123550/160000] lr: 2.278e-05, eta: 4:48:05, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1922, decode.loss_mask: 0.4616, decode.loss_dice: 0.7044, decode.d0.loss_cls: 1.1888, decode.d0.loss_mask: 0.4977, decode.d0.loss_dice: 0.7760, decode.d1.loss_cls: 0.2757, decode.d1.loss_mask: 0.4778, decode.d1.loss_dice: 0.7429, decode.d2.loss_cls: 0.2364, decode.d2.loss_mask: 0.4694, decode.d2.loss_dice: 0.7244, decode.d3.loss_cls: 0.2159, decode.d3.loss_mask: 0.4655, decode.d3.loss_dice: 0.7130, decode.d4.loss_cls: 0.2051, decode.d4.loss_mask: 0.4660, decode.d4.loss_dice: 0.7105, decode.d5.loss_cls: 0.2061, decode.d5.loss_mask: 0.4632, decode.d5.loss_dice: 0.7080, decode.d6.loss_cls: 0.1984, decode.d6.loss_mask: 0.4641, decode.d6.loss_dice: 0.7064, decode.d7.loss_cls: 0.1937, decode.d7.loss_mask: 0.4632, decode.d7.loss_dice: 0.7062, decode.d8.loss_cls: 0.1905, decode.d8.loss_mask: 0.4625, decode.d8.loss_dice: 0.7065, loss: 14.9919, grad_norm: 65.7008 +2023-11-07 06:28:52,775 - mmseg - INFO - Iter [123600/160000] lr: 2.275e-05, eta: 4:47:41, time: 0.459, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1976, decode.loss_mask: 0.4509, decode.loss_dice: 0.6888, decode.d0.loss_cls: 1.1906, decode.d0.loss_mask: 0.4858, decode.d0.loss_dice: 0.7592, decode.d1.loss_cls: 0.2779, decode.d1.loss_mask: 0.4675, decode.d1.loss_dice: 0.7293, decode.d2.loss_cls: 0.2406, decode.d2.loss_mask: 0.4559, decode.d2.loss_dice: 0.7071, decode.d3.loss_cls: 0.2240, decode.d3.loss_mask: 0.4522, decode.d3.loss_dice: 0.6938, decode.d4.loss_cls: 0.2113, decode.d4.loss_mask: 0.4525, decode.d4.loss_dice: 0.6960, decode.d5.loss_cls: 0.2094, decode.d5.loss_mask: 0.4526, decode.d5.loss_dice: 0.6959, decode.d6.loss_cls: 0.2017, decode.d6.loss_mask: 0.4521, decode.d6.loss_dice: 0.6941, decode.d7.loss_cls: 0.2029, decode.d7.loss_mask: 0.4517, decode.d7.loss_dice: 0.6934, decode.d8.loss_cls: 0.1973, decode.d8.loss_mask: 0.4516, decode.d8.loss_dice: 0.6893, loss: 14.7729, grad_norm: 67.2248 +2023-11-07 06:29:15,598 - mmseg - INFO - Iter [123650/160000] lr: 2.272e-05, eta: 4:47:17, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1841, decode.loss_mask: 0.4605, decode.loss_dice: 0.6905, decode.d0.loss_cls: 1.1784, decode.d0.loss_mask: 0.4997, decode.d0.loss_dice: 0.7529, decode.d1.loss_cls: 0.2674, decode.d1.loss_mask: 0.4777, decode.d1.loss_dice: 0.7279, decode.d2.loss_cls: 0.2264, decode.d2.loss_mask: 0.4705, decode.d2.loss_dice: 0.7070, decode.d3.loss_cls: 0.2090, decode.d3.loss_mask: 0.4656, decode.d3.loss_dice: 0.6940, decode.d4.loss_cls: 0.1997, decode.d4.loss_mask: 0.4648, decode.d4.loss_dice: 0.6964, decode.d5.loss_cls: 0.1954, decode.d5.loss_mask: 0.4647, decode.d5.loss_dice: 0.6940, decode.d6.loss_cls: 0.1902, decode.d6.loss_mask: 0.4636, decode.d6.loss_dice: 0.6925, decode.d7.loss_cls: 0.1873, decode.d7.loss_mask: 0.4615, decode.d7.loss_dice: 0.6940, decode.d8.loss_cls: 0.1884, decode.d8.loss_mask: 0.4617, decode.d8.loss_dice: 0.6901, loss: 14.7557, grad_norm: 59.5775 +2023-11-07 06:29:38,509 - mmseg - INFO - Iter [123700/160000] lr: 2.269e-05, eta: 4:46:53, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1899, decode.loss_mask: 0.4522, decode.loss_dice: 0.6789, decode.d0.loss_cls: 1.1871, decode.d0.loss_mask: 0.4851, decode.d0.loss_dice: 0.7482, decode.d1.loss_cls: 0.2715, decode.d1.loss_mask: 0.4670, decode.d1.loss_dice: 0.7195, decode.d2.loss_cls: 0.2319, decode.d2.loss_mask: 0.4619, decode.d2.loss_dice: 0.6989, decode.d3.loss_cls: 0.2184, decode.d3.loss_mask: 0.4542, decode.d3.loss_dice: 0.6806, decode.d4.loss_cls: 0.2038, decode.d4.loss_mask: 0.4540, decode.d4.loss_dice: 0.6839, decode.d5.loss_cls: 0.2009, decode.d5.loss_mask: 0.4514, decode.d5.loss_dice: 0.6814, decode.d6.loss_cls: 0.1986, decode.d6.loss_mask: 0.4531, decode.d6.loss_dice: 0.6812, decode.d7.loss_cls: 0.1987, decode.d7.loss_mask: 0.4533, decode.d7.loss_dice: 0.6772, decode.d8.loss_cls: 0.1938, decode.d8.loss_mask: 0.4537, decode.d8.loss_dice: 0.6781, loss: 14.6086, grad_norm: 65.0342 +2023-11-07 06:30:01,504 - mmseg - INFO - Iter [123750/160000] lr: 2.266e-05, eta: 4:46:29, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2061, decode.loss_mask: 0.4523, decode.loss_dice: 0.7043, decode.d0.loss_cls: 1.1788, decode.d0.loss_mask: 0.4942, decode.d0.loss_dice: 0.7843, decode.d1.loss_cls: 0.2877, decode.d1.loss_mask: 0.4694, decode.d1.loss_dice: 0.7516, decode.d2.loss_cls: 0.2487, decode.d2.loss_mask: 0.4608, decode.d2.loss_dice: 0.7297, decode.d3.loss_cls: 0.2273, decode.d3.loss_mask: 0.4562, decode.d3.loss_dice: 0.7187, decode.d4.loss_cls: 0.2146, decode.d4.loss_mask: 0.4569, decode.d4.loss_dice: 0.7168, decode.d5.loss_cls: 0.2112, decode.d5.loss_mask: 0.4542, decode.d5.loss_dice: 0.7113, decode.d6.loss_cls: 0.2065, decode.d6.loss_mask: 0.4535, decode.d6.loss_dice: 0.7108, decode.d7.loss_cls: 0.2008, decode.d7.loss_mask: 0.4532, decode.d7.loss_dice: 0.7091, decode.d8.loss_cls: 0.2065, decode.d8.loss_mask: 0.4531, decode.d8.loss_dice: 0.7130, loss: 15.0415, grad_norm: 63.6176 +2023-11-07 06:30:26,729 - mmseg - INFO - Iter [123800/160000] lr: 2.263e-05, eta: 4:46:06, time: 0.504, data_time: 0.059, memory: 39436, decode.loss_cls: 0.1879, decode.loss_mask: 0.4666, decode.loss_dice: 0.6904, decode.d0.loss_cls: 1.1732, decode.d0.loss_mask: 0.5016, decode.d0.loss_dice: 0.7643, decode.d1.loss_cls: 0.2779, decode.d1.loss_mask: 0.4791, decode.d1.loss_dice: 0.7324, decode.d2.loss_cls: 0.2379, decode.d2.loss_mask: 0.4712, decode.d2.loss_dice: 0.7119, decode.d3.loss_cls: 0.2202, decode.d3.loss_mask: 0.4674, decode.d3.loss_dice: 0.6997, decode.d4.loss_cls: 0.2089, decode.d4.loss_mask: 0.4666, decode.d4.loss_dice: 0.6940, decode.d5.loss_cls: 0.2048, decode.d5.loss_mask: 0.4660, decode.d5.loss_dice: 0.6945, decode.d6.loss_cls: 0.1962, decode.d6.loss_mask: 0.4663, decode.d6.loss_dice: 0.6938, decode.d7.loss_cls: 0.1942, decode.d7.loss_mask: 0.4663, decode.d7.loss_dice: 0.6913, decode.d8.loss_cls: 0.1913, decode.d8.loss_mask: 0.4662, decode.d8.loss_dice: 0.6930, loss: 14.8751, grad_norm: 63.6617 +2023-11-07 06:30:49,703 - mmseg - INFO - Iter [123850/160000] lr: 2.259e-05, eta: 4:45:42, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1871, decode.loss_mask: 0.4739, decode.loss_dice: 0.6939, decode.d0.loss_cls: 1.1889, decode.d0.loss_mask: 0.5185, decode.d0.loss_dice: 0.7786, decode.d1.loss_cls: 0.2791, decode.d1.loss_mask: 0.4893, decode.d1.loss_dice: 0.7332, decode.d2.loss_cls: 0.2328, decode.d2.loss_mask: 0.4801, decode.d2.loss_dice: 0.7177, decode.d3.loss_cls: 0.2129, decode.d3.loss_mask: 0.4757, decode.d3.loss_dice: 0.7025, decode.d4.loss_cls: 0.2041, decode.d4.loss_mask: 0.4752, decode.d4.loss_dice: 0.7003, decode.d5.loss_cls: 0.1961, decode.d5.loss_mask: 0.4759, decode.d5.loss_dice: 0.7044, decode.d6.loss_cls: 0.1966, decode.d6.loss_mask: 0.4747, decode.d6.loss_dice: 0.6982, decode.d7.loss_cls: 0.1875, decode.d7.loss_mask: 0.4751, decode.d7.loss_dice: 0.6983, decode.d8.loss_cls: 0.1896, decode.d8.loss_mask: 0.4744, decode.d8.loss_dice: 0.6973, loss: 15.0118, grad_norm: 70.5225 +2023-11-07 06:31:12,712 - mmseg - INFO - Iter [123900/160000] lr: 2.256e-05, eta: 4:45:18, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1890, decode.loss_mask: 0.4499, decode.loss_dice: 0.6995, decode.d0.loss_cls: 1.2236, decode.d0.loss_mask: 0.4856, decode.d0.loss_dice: 0.7781, decode.d1.loss_cls: 0.2836, decode.d1.loss_mask: 0.4633, decode.d1.loss_dice: 0.7399, decode.d2.loss_cls: 0.2431, decode.d2.loss_mask: 0.4559, decode.d2.loss_dice: 0.7186, decode.d3.loss_cls: 0.2193, decode.d3.loss_mask: 0.4542, decode.d3.loss_dice: 0.7048, decode.d4.loss_cls: 0.2091, decode.d4.loss_mask: 0.4535, decode.d4.loss_dice: 0.7072, decode.d5.loss_cls: 0.2013, decode.d5.loss_mask: 0.4524, decode.d5.loss_dice: 0.7038, decode.d6.loss_cls: 0.1978, decode.d6.loss_mask: 0.4499, decode.d6.loss_dice: 0.7041, decode.d7.loss_cls: 0.1905, decode.d7.loss_mask: 0.4486, decode.d7.loss_dice: 0.7026, decode.d8.loss_cls: 0.1902, decode.d8.loss_mask: 0.4490, decode.d8.loss_dice: 0.7032, loss: 14.8717, grad_norm: 61.9483 +2023-11-07 06:31:35,670 - mmseg - INFO - Iter [123950/160000] lr: 2.253e-05, eta: 4:44:54, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1961, decode.loss_mask: 0.4618, decode.loss_dice: 0.7029, decode.d0.loss_cls: 1.2037, decode.d0.loss_mask: 0.4981, decode.d0.loss_dice: 0.7780, decode.d1.loss_cls: 0.2855, decode.d1.loss_mask: 0.4783, decode.d1.loss_dice: 0.7463, decode.d2.loss_cls: 0.2444, decode.d2.loss_mask: 0.4685, decode.d2.loss_dice: 0.7258, decode.d3.loss_cls: 0.2235, decode.d3.loss_mask: 0.4651, decode.d3.loss_dice: 0.7094, decode.d4.loss_cls: 0.2092, decode.d4.loss_mask: 0.4626, decode.d4.loss_dice: 0.7115, decode.d5.loss_cls: 0.2051, decode.d5.loss_mask: 0.4643, decode.d5.loss_dice: 0.7079, decode.d6.loss_cls: 0.2008, decode.d6.loss_mask: 0.4644, decode.d6.loss_dice: 0.7077, decode.d7.loss_cls: 0.1985, decode.d7.loss_mask: 0.4628, decode.d7.loss_dice: 0.7086, decode.d8.loss_cls: 0.1942, decode.d8.loss_mask: 0.4624, decode.d8.loss_dice: 0.7072, loss: 15.0543, grad_norm: 63.2309 +2023-11-07 06:31:58,393 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 06:31:58,393 - mmseg - INFO - Iter [124000/160000] lr: 2.250e-05, eta: 4:44:30, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1937, decode.loss_mask: 0.4410, decode.loss_dice: 0.6755, decode.d0.loss_cls: 1.1692, decode.d0.loss_mask: 0.4797, decode.d0.loss_dice: 0.7447, decode.d1.loss_cls: 0.2805, decode.d1.loss_mask: 0.4570, decode.d1.loss_dice: 0.7103, decode.d2.loss_cls: 0.2355, decode.d2.loss_mask: 0.4505, decode.d2.loss_dice: 0.6925, decode.d3.loss_cls: 0.2146, decode.d3.loss_mask: 0.4449, decode.d3.loss_dice: 0.6817, decode.d4.loss_cls: 0.2124, decode.d4.loss_mask: 0.4418, decode.d4.loss_dice: 0.6763, decode.d5.loss_cls: 0.2037, decode.d5.loss_mask: 0.4431, decode.d5.loss_dice: 0.6767, decode.d6.loss_cls: 0.2006, decode.d6.loss_mask: 0.4417, decode.d6.loss_dice: 0.6725, decode.d7.loss_cls: 0.1946, decode.d7.loss_mask: 0.4419, decode.d7.loss_dice: 0.6775, decode.d8.loss_cls: 0.1920, decode.d8.loss_mask: 0.4417, decode.d8.loss_dice: 0.6766, loss: 14.4645, grad_norm: 64.6061 +2023-11-07 06:32:21,323 - mmseg - INFO - Iter [124050/160000] lr: 2.247e-05, eta: 4:44:06, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1721, decode.loss_mask: 0.4376, decode.loss_dice: 0.6652, decode.d0.loss_cls: 1.1646, decode.d0.loss_mask: 0.4732, decode.d0.loss_dice: 0.7308, decode.d1.loss_cls: 0.2584, decode.d1.loss_mask: 0.4515, decode.d1.loss_dice: 0.6957, decode.d2.loss_cls: 0.2175, decode.d2.loss_mask: 0.4441, decode.d2.loss_dice: 0.6818, decode.d3.loss_cls: 0.1959, decode.d3.loss_mask: 0.4394, decode.d3.loss_dice: 0.6695, decode.d4.loss_cls: 0.1884, decode.d4.loss_mask: 0.4384, decode.d4.loss_dice: 0.6690, decode.d5.loss_cls: 0.1826, decode.d5.loss_mask: 0.4379, decode.d5.loss_dice: 0.6685, decode.d6.loss_cls: 0.1806, decode.d6.loss_mask: 0.4379, decode.d6.loss_dice: 0.6651, decode.d7.loss_cls: 0.1746, decode.d7.loss_mask: 0.4375, decode.d7.loss_dice: 0.6670, decode.d8.loss_cls: 0.1715, decode.d8.loss_mask: 0.4367, decode.d8.loss_dice: 0.6663, loss: 14.1192, grad_norm: 64.5069 +2023-11-07 06:32:44,302 - mmseg - INFO - Iter [124100/160000] lr: 2.244e-05, eta: 4:43:42, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1779, decode.loss_mask: 0.4583, decode.loss_dice: 0.7007, decode.d0.loss_cls: 1.2044, decode.d0.loss_mask: 0.4923, decode.d0.loss_dice: 0.7724, decode.d1.loss_cls: 0.2697, decode.d1.loss_mask: 0.4730, decode.d1.loss_dice: 0.7412, decode.d2.loss_cls: 0.2302, decode.d2.loss_mask: 0.4622, decode.d2.loss_dice: 0.7243, decode.d3.loss_cls: 0.2144, decode.d3.loss_mask: 0.4596, decode.d3.loss_dice: 0.7041, decode.d4.loss_cls: 0.1980, decode.d4.loss_mask: 0.4579, decode.d4.loss_dice: 0.7019, decode.d5.loss_cls: 0.1952, decode.d5.loss_mask: 0.4585, decode.d5.loss_dice: 0.7028, decode.d6.loss_cls: 0.1897, decode.d6.loss_mask: 0.4587, decode.d6.loss_dice: 0.7026, decode.d7.loss_cls: 0.1848, decode.d7.loss_mask: 0.4578, decode.d7.loss_dice: 0.6976, decode.d8.loss_cls: 0.1827, decode.d8.loss_mask: 0.4569, decode.d8.loss_dice: 0.6998, loss: 14.8296, grad_norm: 62.9580 +2023-11-07 06:33:07,266 - mmseg - INFO - Iter [124150/160000] lr: 2.241e-05, eta: 4:43:18, time: 0.459, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1757, decode.loss_mask: 0.4475, decode.loss_dice: 0.6830, decode.d0.loss_cls: 1.1650, decode.d0.loss_mask: 0.4844, decode.d0.loss_dice: 0.7547, decode.d1.loss_cls: 0.2566, decode.d1.loss_mask: 0.4633, decode.d1.loss_dice: 0.7206, decode.d2.loss_cls: 0.2149, decode.d2.loss_mask: 0.4556, decode.d2.loss_dice: 0.7031, decode.d3.loss_cls: 0.2083, decode.d3.loss_mask: 0.4476, decode.d3.loss_dice: 0.6852, decode.d4.loss_cls: 0.1967, decode.d4.loss_mask: 0.4485, decode.d4.loss_dice: 0.6841, decode.d5.loss_cls: 0.1871, decode.d5.loss_mask: 0.4480, decode.d5.loss_dice: 0.6850, decode.d6.loss_cls: 0.1874, decode.d6.loss_mask: 0.4482, decode.d6.loss_dice: 0.6792, decode.d7.loss_cls: 0.1755, decode.d7.loss_mask: 0.4475, decode.d7.loss_dice: 0.6807, decode.d8.loss_cls: 0.1733, decode.d8.loss_mask: 0.4475, decode.d8.loss_dice: 0.6815, loss: 14.4356, grad_norm: 66.4804 +2023-11-07 06:33:30,102 - mmseg - INFO - Iter [124200/160000] lr: 2.238e-05, eta: 4:42:54, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2013, decode.loss_mask: 0.4432, decode.loss_dice: 0.6952, decode.d0.loss_cls: 1.1814, decode.d0.loss_mask: 0.4861, decode.d0.loss_dice: 0.7715, decode.d1.loss_cls: 0.2899, decode.d1.loss_mask: 0.4639, decode.d1.loss_dice: 0.7306, decode.d2.loss_cls: 0.2426, decode.d2.loss_mask: 0.4534, decode.d2.loss_dice: 0.7125, decode.d3.loss_cls: 0.2266, decode.d3.loss_mask: 0.4502, decode.d3.loss_dice: 0.6963, decode.d4.loss_cls: 0.2149, decode.d4.loss_mask: 0.4501, decode.d4.loss_dice: 0.6980, decode.d5.loss_cls: 0.2065, decode.d5.loss_mask: 0.4474, decode.d5.loss_dice: 0.7016, decode.d6.loss_cls: 0.2034, decode.d6.loss_mask: 0.4475, decode.d6.loss_dice: 0.6947, decode.d7.loss_cls: 0.2028, decode.d7.loss_mask: 0.4465, decode.d7.loss_dice: 0.6977, decode.d8.loss_cls: 0.2001, decode.d8.loss_mask: 0.4450, decode.d8.loss_dice: 0.6987, loss: 14.7997, grad_norm: 63.1378 +2023-11-07 06:33:56,115 - mmseg - INFO - Iter [124250/160000] lr: 2.234e-05, eta: 4:42:31, time: 0.520, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1856, decode.loss_mask: 0.4728, decode.loss_dice: 0.7038, decode.d0.loss_cls: 1.1745, decode.d0.loss_mask: 0.5115, decode.d0.loss_dice: 0.7700, decode.d1.loss_cls: 0.2778, decode.d1.loss_mask: 0.4879, decode.d1.loss_dice: 0.7416, decode.d2.loss_cls: 0.2284, decode.d2.loss_mask: 0.4783, decode.d2.loss_dice: 0.7222, decode.d3.loss_cls: 0.2171, decode.d3.loss_mask: 0.4750, decode.d3.loss_dice: 0.7074, decode.d4.loss_cls: 0.2015, decode.d4.loss_mask: 0.4738, decode.d4.loss_dice: 0.7059, decode.d5.loss_cls: 0.1967, decode.d5.loss_mask: 0.4731, decode.d5.loss_dice: 0.7053, decode.d6.loss_cls: 0.1939, decode.d6.loss_mask: 0.4738, decode.d6.loss_dice: 0.7031, decode.d7.loss_cls: 0.1865, decode.d7.loss_mask: 0.4723, decode.d7.loss_dice: 0.7023, decode.d8.loss_cls: 0.1830, decode.d8.loss_mask: 0.4723, decode.d8.loss_dice: 0.7078, loss: 15.0049, grad_norm: 69.6775 +2023-11-07 06:34:22,680 - mmseg - INFO - Iter [124300/160000] lr: 2.231e-05, eta: 4:42:08, time: 0.531, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1731, decode.loss_mask: 0.4488, decode.loss_dice: 0.6690, decode.d0.loss_cls: 1.1220, decode.d0.loss_mask: 0.4816, decode.d0.loss_dice: 0.7337, decode.d1.loss_cls: 0.2522, decode.d1.loss_mask: 0.4609, decode.d1.loss_dice: 0.7037, decode.d2.loss_cls: 0.2107, decode.d2.loss_mask: 0.4534, decode.d2.loss_dice: 0.6932, decode.d3.loss_cls: 0.1980, decode.d3.loss_mask: 0.4502, decode.d3.loss_dice: 0.6758, decode.d4.loss_cls: 0.1874, decode.d4.loss_mask: 0.4495, decode.d4.loss_dice: 0.6702, decode.d5.loss_cls: 0.1857, decode.d5.loss_mask: 0.4500, decode.d5.loss_dice: 0.6713, decode.d6.loss_cls: 0.1826, decode.d6.loss_mask: 0.4489, decode.d6.loss_dice: 0.6725, decode.d7.loss_cls: 0.1763, decode.d7.loss_mask: 0.4482, decode.d7.loss_dice: 0.6675, decode.d8.loss_cls: 0.1760, decode.d8.loss_mask: 0.4486, decode.d8.loss_dice: 0.6703, loss: 14.2315, grad_norm: 62.8545 +2023-11-07 06:34:56,941 - mmseg - INFO - Iter [124350/160000] lr: 2.228e-05, eta: 4:41:48, time: 0.685, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1879, decode.loss_mask: 0.4437, decode.loss_dice: 0.6649, decode.d0.loss_cls: 1.1911, decode.d0.loss_mask: 0.4810, decode.d0.loss_dice: 0.7381, decode.d1.loss_cls: 0.2871, decode.d1.loss_mask: 0.4587, decode.d1.loss_dice: 0.7023, decode.d2.loss_cls: 0.2328, decode.d2.loss_mask: 0.4502, decode.d2.loss_dice: 0.6836, decode.d3.loss_cls: 0.2157, decode.d3.loss_mask: 0.4446, decode.d3.loss_dice: 0.6726, decode.d4.loss_cls: 0.2096, decode.d4.loss_mask: 0.4438, decode.d4.loss_dice: 0.6695, decode.d5.loss_cls: 0.1959, decode.d5.loss_mask: 0.4443, decode.d5.loss_dice: 0.6700, decode.d6.loss_cls: 0.1932, decode.d6.loss_mask: 0.4450, decode.d6.loss_dice: 0.6684, decode.d7.loss_cls: 0.1909, decode.d7.loss_mask: 0.4438, decode.d7.loss_dice: 0.6683, decode.d8.loss_cls: 0.1906, decode.d8.loss_mask: 0.4441, decode.d8.loss_dice: 0.6644, loss: 14.3961, grad_norm: 65.8368 +2023-11-07 06:35:20,486 - mmseg - INFO - Iter [124400/160000] lr: 2.225e-05, eta: 4:41:24, time: 0.471, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2019, decode.loss_mask: 0.4780, decode.loss_dice: 0.7061, decode.d0.loss_cls: 1.1535, decode.d0.loss_mask: 0.5225, decode.d0.loss_dice: 0.7725, decode.d1.loss_cls: 0.2789, decode.d1.loss_mask: 0.4932, decode.d1.loss_dice: 0.7453, decode.d2.loss_cls: 0.2455, decode.d2.loss_mask: 0.4837, decode.d2.loss_dice: 0.7279, decode.d3.loss_cls: 0.2248, decode.d3.loss_mask: 0.4791, decode.d3.loss_dice: 0.7141, decode.d4.loss_cls: 0.2108, decode.d4.loss_mask: 0.4781, decode.d4.loss_dice: 0.7107, decode.d5.loss_cls: 0.2113, decode.d5.loss_mask: 0.4777, decode.d5.loss_dice: 0.7136, decode.d6.loss_cls: 0.2069, decode.d6.loss_mask: 0.4766, decode.d6.loss_dice: 0.7058, decode.d7.loss_cls: 0.2050, decode.d7.loss_mask: 0.4769, decode.d7.loss_dice: 0.7076, decode.d8.loss_cls: 0.1992, decode.d8.loss_mask: 0.4778, decode.d8.loss_dice: 0.7094, loss: 15.1943, grad_norm: 74.2601 +2023-11-07 06:35:43,270 - mmseg - INFO - Iter [124450/160000] lr: 2.222e-05, eta: 4:41:00, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1878, decode.loss_mask: 0.4754, decode.loss_dice: 0.6739, decode.d0.loss_cls: 1.1597, decode.d0.loss_mask: 0.5180, decode.d0.loss_dice: 0.7475, decode.d1.loss_cls: 0.2770, decode.d1.loss_mask: 0.4915, decode.d1.loss_dice: 0.7151, decode.d2.loss_cls: 0.2378, decode.d2.loss_mask: 0.4816, decode.d2.loss_dice: 0.6904, decode.d3.loss_cls: 0.2133, decode.d3.loss_mask: 0.4772, decode.d3.loss_dice: 0.6772, decode.d4.loss_cls: 0.2036, decode.d4.loss_mask: 0.4758, decode.d4.loss_dice: 0.6764, decode.d5.loss_cls: 0.1996, decode.d5.loss_mask: 0.4772, decode.d5.loss_dice: 0.6761, decode.d6.loss_cls: 0.1940, decode.d6.loss_mask: 0.4762, decode.d6.loss_dice: 0.6738, decode.d7.loss_cls: 0.1933, decode.d7.loss_mask: 0.4751, decode.d7.loss_dice: 0.6742, decode.d8.loss_cls: 0.1912, decode.d8.loss_mask: 0.4760, decode.d8.loss_dice: 0.6757, loss: 14.7617, grad_norm: 74.7812 +2023-11-07 06:36:06,140 - mmseg - INFO - Iter [124500/160000] lr: 2.219e-05, eta: 4:40:36, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1848, decode.loss_mask: 0.4512, decode.loss_dice: 0.6726, decode.d0.loss_cls: 1.1596, decode.d0.loss_mask: 0.4895, decode.d0.loss_dice: 0.7466, decode.d1.loss_cls: 0.2586, decode.d1.loss_mask: 0.4706, decode.d1.loss_dice: 0.7122, decode.d2.loss_cls: 0.2250, decode.d2.loss_mask: 0.4574, decode.d2.loss_dice: 0.6944, decode.d3.loss_cls: 0.2076, decode.d3.loss_mask: 0.4527, decode.d3.loss_dice: 0.6777, decode.d4.loss_cls: 0.1995, decode.d4.loss_mask: 0.4538, decode.d4.loss_dice: 0.6808, decode.d5.loss_cls: 0.1959, decode.d5.loss_mask: 0.4527, decode.d5.loss_dice: 0.6778, decode.d6.loss_cls: 0.1924, decode.d6.loss_mask: 0.4517, decode.d6.loss_dice: 0.6702, decode.d7.loss_cls: 0.1872, decode.d7.loss_mask: 0.4520, decode.d7.loss_dice: 0.6727, decode.d8.loss_cls: 0.1836, decode.d8.loss_mask: 0.4508, decode.d8.loss_dice: 0.6718, loss: 14.4536, grad_norm: 62.9074 +2023-11-07 06:36:30,136 - mmseg - INFO - Iter [124550/160000] lr: 2.216e-05, eta: 4:40:12, time: 0.480, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1916, decode.loss_mask: 0.4648, decode.loss_dice: 0.6766, decode.d0.loss_cls: 1.1614, decode.d0.loss_mask: 0.5044, decode.d0.loss_dice: 0.7541, decode.d1.loss_cls: 0.2692, decode.d1.loss_mask: 0.4845, decode.d1.loss_dice: 0.7141, decode.d2.loss_cls: 0.2305, decode.d2.loss_mask: 0.4748, decode.d2.loss_dice: 0.6979, decode.d3.loss_cls: 0.2157, decode.d3.loss_mask: 0.4689, decode.d3.loss_dice: 0.6782, decode.d4.loss_cls: 0.2033, decode.d4.loss_mask: 0.4674, decode.d4.loss_dice: 0.6830, decode.d5.loss_cls: 0.1976, decode.d5.loss_mask: 0.4673, decode.d5.loss_dice: 0.6800, decode.d6.loss_cls: 0.1978, decode.d6.loss_mask: 0.4663, decode.d6.loss_dice: 0.6721, decode.d7.loss_cls: 0.1924, decode.d7.loss_mask: 0.4660, decode.d7.loss_dice: 0.6773, decode.d8.loss_cls: 0.1945, decode.d8.loss_mask: 0.4653, decode.d8.loss_dice: 0.6776, loss: 14.6948, grad_norm: 67.7787 +2023-11-07 06:36:55,280 - mmseg - INFO - Iter [124600/160000] lr: 2.213e-05, eta: 4:39:49, time: 0.503, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1861, decode.loss_mask: 0.4573, decode.loss_dice: 0.7036, decode.d0.loss_cls: 1.1848, decode.d0.loss_mask: 0.4928, decode.d0.loss_dice: 0.7755, decode.d1.loss_cls: 0.2655, decode.d1.loss_mask: 0.4718, decode.d1.loss_dice: 0.7396, decode.d2.loss_cls: 0.2328, decode.d2.loss_mask: 0.4653, decode.d2.loss_dice: 0.7240, decode.d3.loss_cls: 0.2151, decode.d3.loss_mask: 0.4594, decode.d3.loss_dice: 0.7111, decode.d4.loss_cls: 0.2034, decode.d4.loss_mask: 0.4601, decode.d4.loss_dice: 0.7089, decode.d5.loss_cls: 0.2036, decode.d5.loss_mask: 0.4585, decode.d5.loss_dice: 0.7066, decode.d6.loss_cls: 0.1948, decode.d6.loss_mask: 0.4578, decode.d6.loss_dice: 0.7011, decode.d7.loss_cls: 0.1951, decode.d7.loss_mask: 0.4582, decode.d7.loss_dice: 0.7042, decode.d8.loss_cls: 0.1903, decode.d8.loss_mask: 0.4579, decode.d8.loss_dice: 0.7025, loss: 14.8875, grad_norm: 70.1530 +2023-11-07 06:37:19,204 - mmseg - INFO - Iter [124650/160000] lr: 2.209e-05, eta: 4:39:25, time: 0.478, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1799, decode.loss_mask: 0.4479, decode.loss_dice: 0.6966, decode.d0.loss_cls: 1.1708, decode.d0.loss_mask: 0.4873, decode.d0.loss_dice: 0.7677, decode.d1.loss_cls: 0.2662, decode.d1.loss_mask: 0.4657, decode.d1.loss_dice: 0.7315, decode.d2.loss_cls: 0.2219, decode.d2.loss_mask: 0.4564, decode.d2.loss_dice: 0.7191, decode.d3.loss_cls: 0.2079, decode.d3.loss_mask: 0.4530, decode.d3.loss_dice: 0.7009, decode.d4.loss_cls: 0.1926, decode.d4.loss_mask: 0.4531, decode.d4.loss_dice: 0.7013, decode.d5.loss_cls: 0.1948, decode.d5.loss_mask: 0.4501, decode.d5.loss_dice: 0.6938, decode.d6.loss_cls: 0.1891, decode.d6.loss_mask: 0.4495, decode.d6.loss_dice: 0.6986, decode.d7.loss_cls: 0.1843, decode.d7.loss_mask: 0.4484, decode.d7.loss_dice: 0.6969, decode.d8.loss_cls: 0.1811, decode.d8.loss_mask: 0.4484, decode.d8.loss_dice: 0.6986, loss: 14.6534, grad_norm: 64.7619 +2023-11-07 06:37:56,353 - mmseg - INFO - Iter [124700/160000] lr: 2.206e-05, eta: 4:39:05, time: 0.743, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1861, decode.loss_mask: 0.4511, decode.loss_dice: 0.6833, decode.d0.loss_cls: 1.2083, decode.d0.loss_mask: 0.4833, decode.d0.loss_dice: 0.7601, decode.d1.loss_cls: 0.2847, decode.d1.loss_mask: 0.4656, decode.d1.loss_dice: 0.7270, decode.d2.loss_cls: 0.2360, decode.d2.loss_mask: 0.4555, decode.d2.loss_dice: 0.7073, decode.d3.loss_cls: 0.2223, decode.d3.loss_mask: 0.4524, decode.d3.loss_dice: 0.6964, decode.d4.loss_cls: 0.2112, decode.d4.loss_mask: 0.4509, decode.d4.loss_dice: 0.6897, decode.d5.loss_cls: 0.2035, decode.d5.loss_mask: 0.4511, decode.d5.loss_dice: 0.6888, decode.d6.loss_cls: 0.1990, decode.d6.loss_mask: 0.4493, decode.d6.loss_dice: 0.6880, decode.d7.loss_cls: 0.1926, decode.d7.loss_mask: 0.4486, decode.d7.loss_dice: 0.6883, decode.d8.loss_cls: 0.1905, decode.d8.loss_mask: 0.4513, decode.d8.loss_dice: 0.6880, loss: 14.7102, grad_norm: 68.7728 +2023-11-07 06:38:19,229 - mmseg - INFO - Iter [124750/160000] lr: 2.203e-05, eta: 4:38:41, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1927, decode.loss_mask: 0.4669, decode.loss_dice: 0.6925, decode.d0.loss_cls: 1.1470, decode.d0.loss_mask: 0.5086, decode.d0.loss_dice: 0.7616, decode.d1.loss_cls: 0.2724, decode.d1.loss_mask: 0.4839, decode.d1.loss_dice: 0.7234, decode.d2.loss_cls: 0.2330, decode.d2.loss_mask: 0.4758, decode.d2.loss_dice: 0.7062, decode.d3.loss_cls: 0.2153, decode.d3.loss_mask: 0.4719, decode.d3.loss_dice: 0.6997, decode.d4.loss_cls: 0.2051, decode.d4.loss_mask: 0.4712, decode.d4.loss_dice: 0.6986, decode.d5.loss_cls: 0.2038, decode.d5.loss_mask: 0.4703, decode.d5.loss_dice: 0.6955, decode.d6.loss_cls: 0.2003, decode.d6.loss_mask: 0.4713, decode.d6.loss_dice: 0.6946, decode.d7.loss_cls: 0.1966, decode.d7.loss_mask: 0.4680, decode.d7.loss_dice: 0.6943, decode.d8.loss_cls: 0.1931, decode.d8.loss_mask: 0.4678, decode.d8.loss_dice: 0.6959, loss: 14.8774, grad_norm: 64.8169 +2023-11-07 06:38:42,185 - mmseg - INFO - Iter [124800/160000] lr: 2.200e-05, eta: 4:38:18, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1768, decode.loss_mask: 0.4454, decode.loss_dice: 0.6637, decode.d0.loss_cls: 1.1540, decode.d0.loss_mask: 0.4839, decode.d0.loss_dice: 0.7380, decode.d1.loss_cls: 0.2588, decode.d1.loss_mask: 0.4621, decode.d1.loss_dice: 0.7013, decode.d2.loss_cls: 0.2204, decode.d2.loss_mask: 0.4515, decode.d2.loss_dice: 0.6820, decode.d3.loss_cls: 0.2026, decode.d3.loss_mask: 0.4485, decode.d3.loss_dice: 0.6691, decode.d4.loss_cls: 0.1915, decode.d4.loss_mask: 0.4479, decode.d4.loss_dice: 0.6657, decode.d5.loss_cls: 0.1881, decode.d5.loss_mask: 0.4459, decode.d5.loss_dice: 0.6679, decode.d6.loss_cls: 0.1863, decode.d6.loss_mask: 0.4452, decode.d6.loss_dice: 0.6639, decode.d7.loss_cls: 0.1803, decode.d7.loss_mask: 0.4453, decode.d7.loss_dice: 0.6650, decode.d8.loss_cls: 0.1778, decode.d8.loss_mask: 0.4461, decode.d8.loss_dice: 0.6667, loss: 14.2416, grad_norm: 72.9869 +2023-11-07 06:39:05,194 - mmseg - INFO - Iter [124850/160000] lr: 2.197e-05, eta: 4:37:54, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1965, decode.loss_mask: 0.4493, decode.loss_dice: 0.6844, decode.d0.loss_cls: 1.1873, decode.d0.loss_mask: 0.4880, decode.d0.loss_dice: 0.7621, decode.d1.loss_cls: 0.2831, decode.d1.loss_mask: 0.4650, decode.d1.loss_dice: 0.7278, decode.d2.loss_cls: 0.2396, decode.d2.loss_mask: 0.4546, decode.d2.loss_dice: 0.7105, decode.d3.loss_cls: 0.2271, decode.d3.loss_mask: 0.4470, decode.d3.loss_dice: 0.6885, decode.d4.loss_cls: 0.2129, decode.d4.loss_mask: 0.4499, decode.d4.loss_dice: 0.6883, decode.d5.loss_cls: 0.2062, decode.d5.loss_mask: 0.4516, decode.d5.loss_dice: 0.6879, decode.d6.loss_cls: 0.2047, decode.d6.loss_mask: 0.4491, decode.d6.loss_dice: 0.6809, decode.d7.loss_cls: 0.2030, decode.d7.loss_mask: 0.4485, decode.d7.loss_dice: 0.6842, decode.d8.loss_cls: 0.1988, decode.d8.loss_mask: 0.4496, decode.d8.loss_dice: 0.6846, loss: 14.7111, grad_norm: 67.8982 +2023-11-07 06:39:27,984 - mmseg - INFO - Iter [124900/160000] lr: 2.194e-05, eta: 4:37:30, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2042, decode.loss_mask: 0.4686, decode.loss_dice: 0.7119, decode.d0.loss_cls: 1.1967, decode.d0.loss_mask: 0.5099, decode.d0.loss_dice: 0.7958, decode.d1.loss_cls: 0.3004, decode.d1.loss_mask: 0.4855, decode.d1.loss_dice: 0.7503, decode.d2.loss_cls: 0.2523, decode.d2.loss_mask: 0.4747, decode.d2.loss_dice: 0.7293, decode.d3.loss_cls: 0.2341, decode.d3.loss_mask: 0.4699, decode.d3.loss_dice: 0.7124, decode.d4.loss_cls: 0.2211, decode.d4.loss_mask: 0.4699, decode.d4.loss_dice: 0.7129, decode.d5.loss_cls: 0.2140, decode.d5.loss_mask: 0.4687, decode.d5.loss_dice: 0.7114, decode.d6.loss_cls: 0.2116, decode.d6.loss_mask: 0.4697, decode.d6.loss_dice: 0.7104, decode.d7.loss_cls: 0.2061, decode.d7.loss_mask: 0.4693, decode.d7.loss_dice: 0.7101, decode.d8.loss_cls: 0.2044, decode.d8.loss_mask: 0.4690, decode.d8.loss_dice: 0.7102, loss: 15.2547, grad_norm: 60.5899 +2023-11-07 06:39:50,945 - mmseg - INFO - Iter [124950/160000] lr: 2.191e-05, eta: 4:37:06, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1868, decode.loss_mask: 0.4444, decode.loss_dice: 0.6698, decode.d0.loss_cls: 1.1719, decode.d0.loss_mask: 0.4836, decode.d0.loss_dice: 0.7558, decode.d1.loss_cls: 0.2604, decode.d1.loss_mask: 0.4596, decode.d1.loss_dice: 0.7106, decode.d2.loss_cls: 0.2278, decode.d2.loss_mask: 0.4507, decode.d2.loss_dice: 0.6962, decode.d3.loss_cls: 0.2111, decode.d3.loss_mask: 0.4483, decode.d3.loss_dice: 0.6793, decode.d4.loss_cls: 0.2036, decode.d4.loss_mask: 0.4474, decode.d4.loss_dice: 0.6744, decode.d5.loss_cls: 0.1972, decode.d5.loss_mask: 0.4464, decode.d5.loss_dice: 0.6752, decode.d6.loss_cls: 0.1912, decode.d6.loss_mask: 0.4463, decode.d6.loss_dice: 0.6757, decode.d7.loss_cls: 0.1905, decode.d7.loss_mask: 0.4450, decode.d7.loss_dice: 0.6742, decode.d8.loss_cls: 0.1874, decode.d8.loss_mask: 0.4449, decode.d8.loss_dice: 0.6711, loss: 14.4270, grad_norm: 65.5487 +2023-11-07 06:40:16,556 - mmseg - INFO - Saving checkpoint at 125000 iterations +2023-11-07 06:40:19,165 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 06:40:19,165 - mmseg - INFO - Iter [125000/160000] lr: 2.188e-05, eta: 4:36:43, time: 0.564, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1966, decode.loss_mask: 0.4741, decode.loss_dice: 0.6990, decode.d0.loss_cls: 1.1734, decode.d0.loss_mask: 0.5121, decode.d0.loss_dice: 0.7697, decode.d1.loss_cls: 0.2846, decode.d1.loss_mask: 0.4926, decode.d1.loss_dice: 0.7364, decode.d2.loss_cls: 0.2413, decode.d2.loss_mask: 0.4834, decode.d2.loss_dice: 0.7199, decode.d3.loss_cls: 0.2199, decode.d3.loss_mask: 0.4789, decode.d3.loss_dice: 0.7052, decode.d4.loss_cls: 0.2105, decode.d4.loss_mask: 0.4761, decode.d4.loss_dice: 0.7014, decode.d5.loss_cls: 0.2074, decode.d5.loss_mask: 0.4764, decode.d5.loss_dice: 0.7005, decode.d6.loss_cls: 0.2012, decode.d6.loss_mask: 0.4754, decode.d6.loss_dice: 0.7013, decode.d7.loss_cls: 0.1978, decode.d7.loss_mask: 0.4742, decode.d7.loss_dice: 0.6939, decode.d8.loss_cls: 0.1945, decode.d8.loss_mask: 0.4738, decode.d8.loss_dice: 0.6971, loss: 15.0685, grad_norm: 70.7401 +2023-11-07 06:40:39,091 - mmseg - INFO - per class results: +2023-11-07 06:40:39,096 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.73 | 87.11 | +| building | 82.88 | 93.36 | +| sky | 94.46 | 97.22 | +| floor | 82.64 | 90.65 | +| tree | 74.55 | 88.58 | +| ceiling | 84.38 | 91.83 | +| road | 85.0 | 90.41 | +| bed | 90.91 | 96.1 | +| windowpane | 63.16 | 80.34 | +| grass | 68.31 | 83.75 | +| cabinet | 60.3 | 71.73 | +| sidewalk | 67.74 | 82.51 | +| person | 84.95 | 92.81 | +| earth | 41.51 | 55.74 | +| door | 54.26 | 70.46 | +| table | 67.28 | 79.46 | +| mountain | 61.74 | 75.28 | +| plant | 50.99 | 64.35 | +| curtain | 76.04 | 87.13 | +| chair | 64.27 | 76.21 | +| car | 86.01 | 93.03 | +| water | 50.02 | 62.05 | +| painting | 71.27 | 88.36 | +| sofa | 71.29 | 83.33 | +| shelf | 38.71 | 57.88 | +| house | 36.94 | 47.71 | +| sea | 54.19 | 83.7 | +| mirror | 71.51 | 81.05 | +| rug | 64.02 | 76.15 | +| field | 35.67 | 47.89 | +| armchair | 48.32 | 71.15 | +| seat | 60.3 | 83.33 | +| fence | 46.49 | 60.99 | +| desk | 49.61 | 78.81 | +| rock | 45.95 | 70.04 | +| wardrobe | 39.87 | 64.12 | +| lamp | 73.23 | 83.61 | +| bathtub | 83.51 | 87.81 | +| railing | 34.91 | 51.76 | +| cushion | 58.32 | 68.64 | +| base | 44.56 | 65.14 | +| box | 27.68 | 40.12 | +| column | 52.59 | 69.32 | +| signboard | 37.0 | 57.23 | +| chest of drawers | 36.45 | 62.87 | +| counter | 35.11 | 63.41 | +| sand | 61.01 | 66.85 | +| sink | 72.6 | 81.24 | +| skyscraper | 43.61 | 51.77 | +| fireplace | 75.1 | 90.5 | +| refrigerator | 77.25 | 84.03 | +| grandstand | 49.17 | 71.19 | +| path | 21.62 | 39.1 | +| stairs | 31.56 | 39.88 | +| runway | 74.07 | 95.5 | +| case | 44.81 | 65.62 | +| pool table | 95.27 | 97.57 | +| pillow | 57.6 | 75.24 | +| screen door | 58.57 | 67.6 | +| stairway | 29.58 | 37.97 | +| river | 17.43 | 33.83 | +| bridge | 78.77 | 89.4 | +| bookcase | 39.18 | 63.25 | +| blind | 48.04 | 56.3 | +| coffee table | 68.17 | 88.65 | +| toilet | 89.36 | 92.71 | +| flower | 41.04 | 54.89 | +| book | 55.47 | 74.39 | +| hill | 7.82 | 12.61 | +| bench | 52.56 | 64.05 | +| countertop | 59.87 | 77.4 | +| stove | 83.22 | 90.14 | +| palm | 56.56 | 74.59 | +| kitchen island | 44.69 | 88.54 | +| computer | 69.93 | 75.72 | +| swivel chair | 55.17 | 75.08 | +| boat | 43.69 | 54.79 | +| bar | 52.42 | 56.1 | +| arcade machine | 59.92 | 63.72 | +| hovel | 35.68 | 48.66 | +| bus | 90.76 | 96.11 | +| towel | 64.37 | 77.22 | +| light | 63.06 | 78.22 | +| truck | 38.73 | 53.58 | +| tower | 26.25 | 41.19 | +| chandelier | 67.76 | 80.01 | +| awning | 31.48 | 43.28 | +| streetlight | 39.25 | 53.17 | +| booth | 58.18 | 77.86 | +| television receiver | 72.58 | 80.43 | +| airplane | 40.48 | 69.61 | +| dirt track | 21.54 | 35.27 | +| apparel | 26.41 | 45.14 | +| pole | 28.88 | 48.08 | +| land | 0.45 | 0.81 | +| bannister | 22.59 | 30.43 | +| escalator | 29.33 | 31.49 | +| ottoman | 50.46 | 66.87 | +| bottle | 26.56 | 34.38 | +| buffet | 43.33 | 53.59 | +| poster | 30.16 | 39.55 | +| stage | 16.61 | 32.12 | +| van | 52.0 | 72.15 | +| ship | 15.17 | 23.87 | +| fountain | 20.35 | 21.84 | +| conveyer belt | 51.44 | 67.46 | +| canopy | 12.18 | 19.66 | +| washer | 66.26 | 74.14 | +| plaything | 28.15 | 47.74 | +| swimming pool | 61.66 | 63.21 | +| stool | 45.57 | 73.96 | +| barrel | 63.32 | 74.65 | +| basket | 43.97 | 61.38 | +| waterfall | 56.76 | 79.96 | +| tent | 88.69 | 98.44 | +| bag | 22.72 | 29.98 | +| minibike | 75.87 | 88.73 | +| cradle | 76.27 | 97.28 | +| oven | 24.72 | 69.19 | +| ball | 13.08 | 13.73 | +| food | 64.99 | 74.93 | +| step | 28.17 | 42.44 | +| tank | 49.61 | 52.9 | +| trade name | 22.52 | 28.09 | +| microwave | 40.98 | 45.19 | +| pot | 55.42 | 67.65 | +| animal | 67.12 | 69.55 | +| bicycle | 62.49 | 81.12 | +| lake | 61.06 | 69.33 | +| dishwasher | 69.4 | 80.72 | +| screen | 62.31 | 89.82 | +| blanket | 15.21 | 16.74 | +| sculpture | 60.53 | 87.9 | +| hood | 89.21 | 94.35 | +| sconce | 51.84 | 73.34 | +| vase | 50.15 | 68.83 | +| traffic light | 42.89 | 68.22 | +| tray | 22.93 | 36.91 | +| ashcan | 45.55 | 69.18 | +| fan | 74.16 | 85.38 | +| pier | 12.53 | 15.91 | +| crt screen | 5.41 | 14.22 | +| plate | 57.45 | 73.79 | +| monitor | 1.9 | 2.52 | +| bulletin board | 41.34 | 60.84 | +| shower | 2.87 | 23.86 | +| radiator | 58.58 | 65.49 | +| glass | 21.9 | 23.44 | +| clock | 40.13 | 49.0 | +| flag | 46.74 | 52.79 | ++---------------------+-------+-------+ +2023-11-07 06:40:39,096 - mmseg - INFO - Summary: +2023-11-07 06:40:39,096 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 83.89 | 51.15 | 64.56 | ++-------+-------+-------+ +2023-11-07 06:40:39,097 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 06:40:39,097 - mmseg - INFO - Iter(val) [250] aAcc: 0.8389, mIoU: 0.5115, mAcc: 0.6456, IoU.wall: 0.7973, IoU.building: 0.8288, IoU.sky: 0.9446, IoU.floor: 0.8264, IoU.tree: 0.7455, IoU.ceiling: 0.8438, IoU.road: 0.8500, IoU.bed : 0.9091, IoU.windowpane: 0.6316, IoU.grass: 0.6831, IoU.cabinet: 0.6030, IoU.sidewalk: 0.6774, IoU.person: 0.8495, IoU.earth: 0.4151, IoU.door: 0.5426, IoU.table: 0.6728, IoU.mountain: 0.6174, IoU.plant: 0.5099, IoU.curtain: 0.7604, IoU.chair: 0.6427, IoU.car: 0.8601, IoU.water: 0.5002, IoU.painting: 0.7127, IoU.sofa: 0.7129, IoU.shelf: 0.3871, IoU.house: 0.3694, IoU.sea: 0.5419, IoU.mirror: 0.7151, IoU.rug: 0.6402, IoU.field: 0.3567, IoU.armchair: 0.4832, IoU.seat: 0.6030, IoU.fence: 0.4649, IoU.desk: 0.4961, IoU.rock: 0.4595, IoU.wardrobe: 0.3987, IoU.lamp: 0.7323, IoU.bathtub: 0.8351, IoU.railing: 0.3491, IoU.cushion: 0.5832, IoU.base: 0.4456, IoU.box: 0.2768, IoU.column: 0.5259, IoU.signboard: 0.3700, IoU.chest of drawers: 0.3645, IoU.counter: 0.3511, IoU.sand: 0.6101, IoU.sink: 0.7260, IoU.skyscraper: 0.4361, IoU.fireplace: 0.7510, IoU.refrigerator: 0.7725, IoU.grandstand: 0.4917, IoU.path: 0.2162, IoU.stairs: 0.3156, IoU.runway: 0.7407, IoU.case: 0.4481, IoU.pool table: 0.9527, IoU.pillow: 0.5760, IoU.screen door: 0.5857, IoU.stairway: 0.2958, IoU.river: 0.1743, IoU.bridge: 0.7877, IoU.bookcase: 0.3918, IoU.blind: 0.4804, IoU.coffee table: 0.6817, IoU.toilet: 0.8936, IoU.flower: 0.4104, IoU.book: 0.5547, IoU.hill: 0.0782, IoU.bench: 0.5256, IoU.countertop: 0.5987, IoU.stove: 0.8322, IoU.palm: 0.5656, IoU.kitchen island: 0.4469, IoU.computer: 0.6993, IoU.swivel chair: 0.5517, IoU.boat: 0.4369, IoU.bar: 0.5242, IoU.arcade machine: 0.5992, IoU.hovel: 0.3568, IoU.bus: 0.9076, IoU.towel: 0.6437, IoU.light: 0.6306, IoU.truck: 0.3873, IoU.tower: 0.2625, IoU.chandelier: 0.6776, IoU.awning: 0.3148, IoU.streetlight: 0.3925, IoU.booth: 0.5818, IoU.television receiver: 0.7258, IoU.airplane: 0.4048, IoU.dirt track: 0.2154, IoU.apparel: 0.2641, IoU.pole: 0.2888, IoU.land: 0.0045, IoU.bannister: 0.2259, IoU.escalator: 0.2933, IoU.ottoman: 0.5046, IoU.bottle: 0.2656, IoU.buffet: 0.4333, IoU.poster: 0.3016, IoU.stage: 0.1661, IoU.van: 0.5200, IoU.ship: 0.1517, IoU.fountain: 0.2035, IoU.conveyer belt: 0.5144, IoU.canopy: 0.1218, IoU.washer: 0.6626, IoU.plaything: 0.2815, IoU.swimming pool: 0.6166, IoU.stool: 0.4557, IoU.barrel: 0.6332, IoU.basket: 0.4397, IoU.waterfall: 0.5676, IoU.tent: 0.8869, IoU.bag: 0.2272, IoU.minibike: 0.7587, IoU.cradle: 0.7627, IoU.oven: 0.2472, IoU.ball: 0.1308, IoU.food: 0.6499, IoU.step: 0.2817, IoU.tank: 0.4961, IoU.trade name: 0.2252, IoU.microwave: 0.4098, IoU.pot: 0.5542, IoU.animal: 0.6712, IoU.bicycle: 0.6249, IoU.lake: 0.6106, IoU.dishwasher: 0.6940, IoU.screen: 0.6231, IoU.blanket: 0.1521, IoU.sculpture: 0.6053, IoU.hood: 0.8921, IoU.sconce: 0.5184, IoU.vase: 0.5015, IoU.traffic light: 0.4289, IoU.tray: 0.2293, IoU.ashcan: 0.4555, IoU.fan: 0.7416, IoU.pier: 0.1253, IoU.crt screen: 0.0541, IoU.plate: 0.5745, IoU.monitor: 0.0190, IoU.bulletin board: 0.4134, IoU.shower: 0.0287, IoU.radiator: 0.5858, IoU.glass: 0.2190, IoU.clock: 0.4013, IoU.flag: 0.4674, Acc.wall: 0.8711, Acc.building: 0.9336, Acc.sky: 0.9722, Acc.floor: 0.9065, Acc.tree: 0.8858, Acc.ceiling: 0.9183, Acc.road: 0.9041, Acc.bed : 0.9610, Acc.windowpane: 0.8034, Acc.grass: 0.8375, Acc.cabinet: 0.7173, Acc.sidewalk: 0.8251, Acc.person: 0.9281, Acc.earth: 0.5574, Acc.door: 0.7046, Acc.table: 0.7946, Acc.mountain: 0.7528, Acc.plant: 0.6435, Acc.curtain: 0.8713, Acc.chair: 0.7621, Acc.car: 0.9303, Acc.water: 0.6205, Acc.painting: 0.8836, Acc.sofa: 0.8333, Acc.shelf: 0.5788, Acc.house: 0.4771, Acc.sea: 0.8370, Acc.mirror: 0.8105, Acc.rug: 0.7615, Acc.field: 0.4789, Acc.armchair: 0.7115, Acc.seat: 0.8333, Acc.fence: 0.6099, Acc.desk: 0.7881, Acc.rock: 0.7004, Acc.wardrobe: 0.6412, Acc.lamp: 0.8361, Acc.bathtub: 0.8781, Acc.railing: 0.5176, Acc.cushion: 0.6864, Acc.base: 0.6514, Acc.box: 0.4012, Acc.column: 0.6932, Acc.signboard: 0.5723, Acc.chest of drawers: 0.6287, Acc.counter: 0.6341, Acc.sand: 0.6685, Acc.sink: 0.8124, Acc.skyscraper: 0.5177, Acc.fireplace: 0.9050, Acc.refrigerator: 0.8403, Acc.grandstand: 0.7119, Acc.path: 0.3910, Acc.stairs: 0.3988, Acc.runway: 0.9550, Acc.case: 0.6562, Acc.pool table: 0.9757, Acc.pillow: 0.7524, Acc.screen door: 0.6760, Acc.stairway: 0.3797, Acc.river: 0.3383, Acc.bridge: 0.8940, Acc.bookcase: 0.6325, Acc.blind: 0.5630, Acc.coffee table: 0.8865, Acc.toilet: 0.9271, Acc.flower: 0.5489, Acc.book: 0.7439, Acc.hill: 0.1261, Acc.bench: 0.6405, Acc.countertop: 0.7740, Acc.stove: 0.9014, Acc.palm: 0.7459, Acc.kitchen island: 0.8854, Acc.computer: 0.7572, Acc.swivel chair: 0.7508, Acc.boat: 0.5479, Acc.bar: 0.5610, Acc.arcade machine: 0.6372, Acc.hovel: 0.4866, Acc.bus: 0.9611, Acc.towel: 0.7722, Acc.light: 0.7822, Acc.truck: 0.5358, Acc.tower: 0.4119, Acc.chandelier: 0.8001, Acc.awning: 0.4328, Acc.streetlight: 0.5317, Acc.booth: 0.7786, Acc.television receiver: 0.8043, Acc.airplane: 0.6961, Acc.dirt track: 0.3527, Acc.apparel: 0.4514, Acc.pole: 0.4808, Acc.land: 0.0081, Acc.bannister: 0.3043, Acc.escalator: 0.3149, Acc.ottoman: 0.6687, Acc.bottle: 0.3438, Acc.buffet: 0.5359, Acc.poster: 0.3955, Acc.stage: 0.3212, Acc.van: 0.7215, Acc.ship: 0.2387, Acc.fountain: 0.2184, Acc.conveyer belt: 0.6746, Acc.canopy: 0.1966, Acc.washer: 0.7414, Acc.plaything: 0.4774, Acc.swimming pool: 0.6321, Acc.stool: 0.7396, Acc.barrel: 0.7465, Acc.basket: 0.6138, Acc.waterfall: 0.7996, Acc.tent: 0.9844, Acc.bag: 0.2998, Acc.minibike: 0.8873, Acc.cradle: 0.9728, Acc.oven: 0.6919, Acc.ball: 0.1373, Acc.food: 0.7493, Acc.step: 0.4244, Acc.tank: 0.5290, Acc.trade name: 0.2809, Acc.microwave: 0.4519, Acc.pot: 0.6765, Acc.animal: 0.6955, Acc.bicycle: 0.8112, Acc.lake: 0.6933, Acc.dishwasher: 0.8072, Acc.screen: 0.8982, Acc.blanket: 0.1674, Acc.sculpture: 0.8790, Acc.hood: 0.9435, Acc.sconce: 0.7334, Acc.vase: 0.6883, Acc.traffic light: 0.6822, Acc.tray: 0.3691, Acc.ashcan: 0.6918, Acc.fan: 0.8538, Acc.pier: 0.1591, Acc.crt screen: 0.1422, Acc.plate: 0.7379, Acc.monitor: 0.0252, Acc.bulletin board: 0.6084, Acc.shower: 0.2386, Acc.radiator: 0.6549, Acc.glass: 0.2344, Acc.clock: 0.4900, Acc.flag: 0.5279 +2023-11-07 06:41:13,478 - mmseg - INFO - Iter [125050/160000] lr: 2.184e-05, eta: 4:36:28, time: 1.086, data_time: 0.460, memory: 39436, decode.loss_cls: 0.2011, decode.loss_mask: 0.4551, decode.loss_dice: 0.7061, decode.d0.loss_cls: 1.1987, decode.d0.loss_mask: 0.4955, decode.d0.loss_dice: 0.7775, decode.d1.loss_cls: 0.2759, decode.d1.loss_mask: 0.4760, decode.d1.loss_dice: 0.7441, decode.d2.loss_cls: 0.2449, decode.d2.loss_mask: 0.4663, decode.d2.loss_dice: 0.7240, decode.d3.loss_cls: 0.2229, decode.d3.loss_mask: 0.4603, decode.d3.loss_dice: 0.7131, decode.d4.loss_cls: 0.2154, decode.d4.loss_mask: 0.4577, decode.d4.loss_dice: 0.7117, decode.d5.loss_cls: 0.2086, decode.d5.loss_mask: 0.4580, decode.d5.loss_dice: 0.7083, decode.d6.loss_cls: 0.2017, decode.d6.loss_mask: 0.4568, decode.d6.loss_dice: 0.7074, decode.d7.loss_cls: 0.2018, decode.d7.loss_mask: 0.4570, decode.d7.loss_dice: 0.7076, decode.d8.loss_cls: 0.1954, decode.d8.loss_mask: 0.4559, decode.d8.loss_dice: 0.7077, loss: 15.0125, grad_norm: 62.1044 +2023-11-07 06:41:39,570 - mmseg - INFO - Iter [125100/160000] lr: 2.181e-05, eta: 4:36:05, time: 0.522, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2006, decode.loss_mask: 0.4667, decode.loss_dice: 0.6908, decode.d0.loss_cls: 1.1790, decode.d0.loss_mask: 0.5076, decode.d0.loss_dice: 0.7612, decode.d1.loss_cls: 0.2940, decode.d1.loss_mask: 0.4868, decode.d1.loss_dice: 0.7301, decode.d2.loss_cls: 0.2467, decode.d2.loss_mask: 0.4761, decode.d2.loss_dice: 0.7119, decode.d3.loss_cls: 0.2280, decode.d3.loss_mask: 0.4698, decode.d3.loss_dice: 0.6965, decode.d4.loss_cls: 0.2142, decode.d4.loss_mask: 0.4682, decode.d4.loss_dice: 0.6912, decode.d5.loss_cls: 0.2110, decode.d5.loss_mask: 0.4663, decode.d5.loss_dice: 0.6899, decode.d6.loss_cls: 0.2080, decode.d6.loss_mask: 0.4684, decode.d6.loss_dice: 0.6908, decode.d7.loss_cls: 0.2042, decode.d7.loss_mask: 0.4666, decode.d7.loss_dice: 0.6857, decode.d8.loss_cls: 0.2012, decode.d8.loss_mask: 0.4660, decode.d8.loss_dice: 0.6852, loss: 14.9626, grad_norm: 70.7884 +2023-11-07 06:42:02,548 - mmseg - INFO - Iter [125150/160000] lr: 2.178e-05, eta: 4:35:41, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1916, decode.loss_mask: 0.4377, decode.loss_dice: 0.6779, decode.d0.loss_cls: 1.1868, decode.d0.loss_mask: 0.4731, decode.d0.loss_dice: 0.7508, decode.d1.loss_cls: 0.2809, decode.d1.loss_mask: 0.4541, decode.d1.loss_dice: 0.7196, decode.d2.loss_cls: 0.2319, decode.d2.loss_mask: 0.4478, decode.d2.loss_dice: 0.7026, decode.d3.loss_cls: 0.2161, decode.d3.loss_mask: 0.4408, decode.d3.loss_dice: 0.6891, decode.d4.loss_cls: 0.2066, decode.d4.loss_mask: 0.4390, decode.d4.loss_dice: 0.6850, decode.d5.loss_cls: 0.2037, decode.d5.loss_mask: 0.4385, decode.d5.loss_dice: 0.6851, decode.d6.loss_cls: 0.2022, decode.d6.loss_mask: 0.4376, decode.d6.loss_dice: 0.6820, decode.d7.loss_cls: 0.1966, decode.d7.loss_mask: 0.4382, decode.d7.loss_dice: 0.6810, decode.d8.loss_cls: 0.1953, decode.d8.loss_mask: 0.4377, decode.d8.loss_dice: 0.6775, loss: 14.5066, grad_norm: 68.0922 +2023-11-07 06:42:25,525 - mmseg - INFO - Iter [125200/160000] lr: 2.175e-05, eta: 4:35:17, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1815, decode.loss_mask: 0.4651, decode.loss_dice: 0.6694, decode.d0.loss_cls: 1.1632, decode.d0.loss_mask: 0.5053, decode.d0.loss_dice: 0.7395, decode.d1.loss_cls: 0.2606, decode.d1.loss_mask: 0.4826, decode.d1.loss_dice: 0.7123, decode.d2.loss_cls: 0.2222, decode.d2.loss_mask: 0.4730, decode.d2.loss_dice: 0.6923, decode.d3.loss_cls: 0.2028, decode.d3.loss_mask: 0.4680, decode.d3.loss_dice: 0.6798, decode.d4.loss_cls: 0.1938, decode.d4.loss_mask: 0.4684, decode.d4.loss_dice: 0.6769, decode.d5.loss_cls: 0.1843, decode.d5.loss_mask: 0.4685, decode.d5.loss_dice: 0.6794, decode.d6.loss_cls: 0.1870, decode.d6.loss_mask: 0.4663, decode.d6.loss_dice: 0.6761, decode.d7.loss_cls: 0.1838, decode.d7.loss_mask: 0.4658, decode.d7.loss_dice: 0.6765, decode.d8.loss_cls: 0.1812, decode.d8.loss_mask: 0.4660, decode.d8.loss_dice: 0.6725, loss: 14.5642, grad_norm: 60.2147 +2023-11-07 06:42:51,800 - mmseg - INFO - Iter [125250/160000] lr: 2.172e-05, eta: 4:34:54, time: 0.525, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1846, decode.loss_mask: 0.4708, decode.loss_dice: 0.6815, decode.d0.loss_cls: 1.1711, decode.d0.loss_mask: 0.5134, decode.d0.loss_dice: 0.7521, decode.d1.loss_cls: 0.2660, decode.d1.loss_mask: 0.4862, decode.d1.loss_dice: 0.7186, decode.d2.loss_cls: 0.2272, decode.d2.loss_mask: 0.4759, decode.d2.loss_dice: 0.7000, decode.d3.loss_cls: 0.2097, decode.d3.loss_mask: 0.4736, decode.d3.loss_dice: 0.6864, decode.d4.loss_cls: 0.2018, decode.d4.loss_mask: 0.4708, decode.d4.loss_dice: 0.6819, decode.d5.loss_cls: 0.1979, decode.d5.loss_mask: 0.4718, decode.d5.loss_dice: 0.6851, decode.d6.loss_cls: 0.1907, decode.d6.loss_mask: 0.4705, decode.d6.loss_dice: 0.6840, decode.d7.loss_cls: 0.1883, decode.d7.loss_mask: 0.4704, decode.d7.loss_dice: 0.6788, decode.d8.loss_cls: 0.1833, decode.d8.loss_mask: 0.4722, decode.d8.loss_dice: 0.6856, loss: 14.7500, grad_norm: 66.3687 +2023-11-07 06:43:19,276 - mmseg - INFO - Iter [125300/160000] lr: 2.169e-05, eta: 4:34:31, time: 0.550, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1801, decode.loss_mask: 0.4520, decode.loss_dice: 0.6823, decode.d0.loss_cls: 1.1570, decode.d0.loss_mask: 0.4916, decode.d0.loss_dice: 0.7481, decode.d1.loss_cls: 0.2674, decode.d1.loss_mask: 0.4675, decode.d1.loss_dice: 0.7200, decode.d2.loss_cls: 0.2262, decode.d2.loss_mask: 0.4563, decode.d2.loss_dice: 0.6987, decode.d3.loss_cls: 0.2053, decode.d3.loss_mask: 0.4525, decode.d3.loss_dice: 0.6820, decode.d4.loss_cls: 0.1964, decode.d4.loss_mask: 0.4512, decode.d4.loss_dice: 0.6820, decode.d5.loss_cls: 0.1903, decode.d5.loss_mask: 0.4525, decode.d5.loss_dice: 0.6847, decode.d6.loss_cls: 0.1878, decode.d6.loss_mask: 0.4507, decode.d6.loss_dice: 0.6846, decode.d7.loss_cls: 0.1790, decode.d7.loss_mask: 0.4509, decode.d7.loss_dice: 0.6820, decode.d8.loss_cls: 0.1815, decode.d8.loss_mask: 0.4509, decode.d8.loss_dice: 0.6804, loss: 14.4919, grad_norm: 62.1109 +2023-11-07 06:43:54,441 - mmseg - INFO - Iter [125350/160000] lr: 2.166e-05, eta: 4:34:11, time: 0.703, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1837, decode.loss_mask: 0.4572, decode.loss_dice: 0.6880, decode.d0.loss_cls: 1.1517, decode.d0.loss_mask: 0.4961, decode.d0.loss_dice: 0.7570, decode.d1.loss_cls: 0.2631, decode.d1.loss_mask: 0.4701, decode.d1.loss_dice: 0.7243, decode.d2.loss_cls: 0.2261, decode.d2.loss_mask: 0.4625, decode.d2.loss_dice: 0.7032, decode.d3.loss_cls: 0.2038, decode.d3.loss_mask: 0.4592, decode.d3.loss_dice: 0.6896, decode.d4.loss_cls: 0.1954, decode.d4.loss_mask: 0.4584, decode.d4.loss_dice: 0.6898, decode.d5.loss_cls: 0.1934, decode.d5.loss_mask: 0.4587, decode.d5.loss_dice: 0.6927, decode.d6.loss_cls: 0.1882, decode.d6.loss_mask: 0.4572, decode.d6.loss_dice: 0.6902, decode.d7.loss_cls: 0.1850, decode.d7.loss_mask: 0.4562, decode.d7.loss_dice: 0.6929, decode.d8.loss_cls: 0.1835, decode.d8.loss_mask: 0.4567, decode.d8.loss_dice: 0.6869, loss: 14.6211, grad_norm: 70.5094 +2023-11-07 06:44:18,038 - mmseg - INFO - Iter [125400/160000] lr: 2.163e-05, eta: 4:33:47, time: 0.472, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1977, decode.loss_mask: 0.4531, decode.loss_dice: 0.6957, decode.d0.loss_cls: 1.1841, decode.d0.loss_mask: 0.4955, decode.d0.loss_dice: 0.7700, decode.d1.loss_cls: 0.2737, decode.d1.loss_mask: 0.4725, decode.d1.loss_dice: 0.7421, decode.d2.loss_cls: 0.2358, decode.d2.loss_mask: 0.4640, decode.d2.loss_dice: 0.7177, decode.d3.loss_cls: 0.2255, decode.d3.loss_mask: 0.4579, decode.d3.loss_dice: 0.6996, decode.d4.loss_cls: 0.2111, decode.d4.loss_mask: 0.4564, decode.d4.loss_dice: 0.6993, decode.d5.loss_cls: 0.2069, decode.d5.loss_mask: 0.4551, decode.d5.loss_dice: 0.7018, decode.d6.loss_cls: 0.2053, decode.d6.loss_mask: 0.4534, decode.d6.loss_dice: 0.6946, decode.d7.loss_cls: 0.2014, decode.d7.loss_mask: 0.4529, decode.d7.loss_dice: 0.6961, decode.d8.loss_cls: 0.1993, decode.d8.loss_mask: 0.4524, decode.d8.loss_dice: 0.6968, loss: 14.8678, grad_norm: 65.3959 +2023-11-07 06:44:40,943 - mmseg - INFO - Iter [125450/160000] lr: 2.159e-05, eta: 4:33:23, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2050, decode.loss_mask: 0.4529, decode.loss_dice: 0.7046, decode.d0.loss_cls: 1.1964, decode.d0.loss_mask: 0.4899, decode.d0.loss_dice: 0.7809, decode.d1.loss_cls: 0.2895, decode.d1.loss_mask: 0.4705, decode.d1.loss_dice: 0.7488, decode.d2.loss_cls: 0.2481, decode.d2.loss_mask: 0.4578, decode.d2.loss_dice: 0.7251, decode.d3.loss_cls: 0.2281, decode.d3.loss_mask: 0.4548, decode.d3.loss_dice: 0.7116, decode.d4.loss_cls: 0.2176, decode.d4.loss_mask: 0.4545, decode.d4.loss_dice: 0.7092, decode.d5.loss_cls: 0.2131, decode.d5.loss_mask: 0.4542, decode.d5.loss_dice: 0.7120, decode.d6.loss_cls: 0.2103, decode.d6.loss_mask: 0.4540, decode.d6.loss_dice: 0.7051, decode.d7.loss_cls: 0.2102, decode.d7.loss_mask: 0.4526, decode.d7.loss_dice: 0.7077, decode.d8.loss_cls: 0.2053, decode.d8.loss_mask: 0.4530, decode.d8.loss_dice: 0.7039, loss: 15.0267, grad_norm: 63.4756 +2023-11-07 06:45:03,993 - mmseg - INFO - Iter [125500/160000] lr: 2.156e-05, eta: 4:32:59, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1962, decode.loss_mask: 0.4437, decode.loss_dice: 0.6799, decode.d0.loss_cls: 1.1783, decode.d0.loss_mask: 0.4848, decode.d0.loss_dice: 0.7531, decode.d1.loss_cls: 0.2780, decode.d1.loss_mask: 0.4597, decode.d1.loss_dice: 0.7211, decode.d2.loss_cls: 0.2354, decode.d2.loss_mask: 0.4523, decode.d2.loss_dice: 0.7024, decode.d3.loss_cls: 0.2168, decode.d3.loss_mask: 0.4452, decode.d3.loss_dice: 0.6868, decode.d4.loss_cls: 0.2078, decode.d4.loss_mask: 0.4449, decode.d4.loss_dice: 0.6857, decode.d5.loss_cls: 0.1990, decode.d5.loss_mask: 0.4444, decode.d5.loss_dice: 0.6855, decode.d6.loss_cls: 0.1983, decode.d6.loss_mask: 0.4429, decode.d6.loss_dice: 0.6771, decode.d7.loss_cls: 0.1926, decode.d7.loss_mask: 0.4442, decode.d7.loss_dice: 0.6788, decode.d8.loss_cls: 0.1946, decode.d8.loss_mask: 0.4445, decode.d8.loss_dice: 0.6800, loss: 14.5540, grad_norm: 66.3912 +2023-11-07 06:45:26,783 - mmseg - INFO - Iter [125550/160000] lr: 2.153e-05, eta: 4:32:35, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1849, decode.loss_mask: 0.4511, decode.loss_dice: 0.7048, decode.d0.loss_cls: 1.1765, decode.d0.loss_mask: 0.4862, decode.d0.loss_dice: 0.7810, decode.d1.loss_cls: 0.2794, decode.d1.loss_mask: 0.4687, decode.d1.loss_dice: 0.7466, decode.d2.loss_cls: 0.2404, decode.d2.loss_mask: 0.4582, decode.d2.loss_dice: 0.7278, decode.d3.loss_cls: 0.2219, decode.d3.loss_mask: 0.4510, decode.d3.loss_dice: 0.7088, decode.d4.loss_cls: 0.2041, decode.d4.loss_mask: 0.4545, decode.d4.loss_dice: 0.7087, decode.d5.loss_cls: 0.2046, decode.d5.loss_mask: 0.4516, decode.d5.loss_dice: 0.7066, decode.d6.loss_cls: 0.1959, decode.d6.loss_mask: 0.4542, decode.d6.loss_dice: 0.7037, decode.d7.loss_cls: 0.1914, decode.d7.loss_mask: 0.4538, decode.d7.loss_dice: 0.7056, decode.d8.loss_cls: 0.1893, decode.d8.loss_mask: 0.4531, decode.d8.loss_dice: 0.7091, loss: 14.8738, grad_norm: 67.1129 +2023-11-07 06:45:49,659 - mmseg - INFO - Iter [125600/160000] lr: 2.150e-05, eta: 4:32:11, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1933, decode.loss_mask: 0.4667, decode.loss_dice: 0.6826, decode.d0.loss_cls: 1.1651, decode.d0.loss_mask: 0.5043, decode.d0.loss_dice: 0.7583, decode.d1.loss_cls: 0.2819, decode.d1.loss_mask: 0.4831, decode.d1.loss_dice: 0.7260, decode.d2.loss_cls: 0.2385, decode.d2.loss_mask: 0.4716, decode.d2.loss_dice: 0.7022, decode.d3.loss_cls: 0.2170, decode.d3.loss_mask: 0.4697, decode.d3.loss_dice: 0.6890, decode.d4.loss_cls: 0.2078, decode.d4.loss_mask: 0.4688, decode.d4.loss_dice: 0.6851, decode.d5.loss_cls: 0.2043, decode.d5.loss_mask: 0.4660, decode.d5.loss_dice: 0.6889, decode.d6.loss_cls: 0.1974, decode.d6.loss_mask: 0.4696, decode.d6.loss_dice: 0.6834, decode.d7.loss_cls: 0.1965, decode.d7.loss_mask: 0.4662, decode.d7.loss_dice: 0.6822, decode.d8.loss_cls: 0.1968, decode.d8.loss_mask: 0.4663, decode.d8.loss_dice: 0.6818, loss: 14.8104, grad_norm: 65.2221 +2023-11-07 06:46:12,361 - mmseg - INFO - Iter [125650/160000] lr: 2.147e-05, eta: 4:31:47, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2018, decode.loss_mask: 0.4638, decode.loss_dice: 0.6870, decode.d0.loss_cls: 1.1645, decode.d0.loss_mask: 0.5052, decode.d0.loss_dice: 0.7597, decode.d1.loss_cls: 0.2834, decode.d1.loss_mask: 0.4829, decode.d1.loss_dice: 0.7282, decode.d2.loss_cls: 0.2467, decode.d2.loss_mask: 0.4733, decode.d2.loss_dice: 0.7010, decode.d3.loss_cls: 0.2296, decode.d3.loss_mask: 0.4672, decode.d3.loss_dice: 0.6926, decode.d4.loss_cls: 0.2186, decode.d4.loss_mask: 0.4657, decode.d4.loss_dice: 0.6865, decode.d5.loss_cls: 0.2115, decode.d5.loss_mask: 0.4654, decode.d5.loss_dice: 0.6880, decode.d6.loss_cls: 0.2087, decode.d6.loss_mask: 0.4662, decode.d6.loss_dice: 0.6874, decode.d7.loss_cls: 0.2020, decode.d7.loss_mask: 0.4658, decode.d7.loss_dice: 0.6858, decode.d8.loss_cls: 0.2063, decode.d8.loss_mask: 0.4639, decode.d8.loss_dice: 0.6884, loss: 14.8973, grad_norm: 74.2729 +2023-11-07 06:46:35,496 - mmseg - INFO - Iter [125700/160000] lr: 2.144e-05, eta: 4:31:23, time: 0.463, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1923, decode.loss_mask: 0.4439, decode.loss_dice: 0.7019, decode.d0.loss_cls: 1.2093, decode.d0.loss_mask: 0.4846, decode.d0.loss_dice: 0.7844, decode.d1.loss_cls: 0.2841, decode.d1.loss_mask: 0.4645, decode.d1.loss_dice: 0.7457, decode.d2.loss_cls: 0.2386, decode.d2.loss_mask: 0.4513, decode.d2.loss_dice: 0.7219, decode.d3.loss_cls: 0.2208, decode.d3.loss_mask: 0.4463, decode.d3.loss_dice: 0.7030, decode.d4.loss_cls: 0.2076, decode.d4.loss_mask: 0.4477, decode.d4.loss_dice: 0.7026, decode.d5.loss_cls: 0.2037, decode.d5.loss_mask: 0.4465, decode.d5.loss_dice: 0.7043, decode.d6.loss_cls: 0.1959, decode.d6.loss_mask: 0.4460, decode.d6.loss_dice: 0.6979, decode.d7.loss_cls: 0.1950, decode.d7.loss_mask: 0.4448, decode.d7.loss_dice: 0.7022, decode.d8.loss_cls: 0.1909, decode.d8.loss_mask: 0.4444, decode.d8.loss_dice: 0.6990, loss: 14.8214, grad_norm: 67.4304 +2023-11-07 06:46:58,236 - mmseg - INFO - Iter [125750/160000] lr: 2.141e-05, eta: 4:30:59, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1811, decode.loss_mask: 0.4652, decode.loss_dice: 0.6684, decode.d0.loss_cls: 1.1684, decode.d0.loss_mask: 0.5039, decode.d0.loss_dice: 0.7365, decode.d1.loss_cls: 0.2604, decode.d1.loss_mask: 0.4813, decode.d1.loss_dice: 0.7096, decode.d2.loss_cls: 0.2232, decode.d2.loss_mask: 0.4761, decode.d2.loss_dice: 0.6914, decode.d3.loss_cls: 0.2094, decode.d3.loss_mask: 0.4704, decode.d3.loss_dice: 0.6773, decode.d4.loss_cls: 0.1953, decode.d4.loss_mask: 0.4704, decode.d4.loss_dice: 0.6714, decode.d5.loss_cls: 0.1909, decode.d5.loss_mask: 0.4677, decode.d5.loss_dice: 0.6765, decode.d6.loss_cls: 0.1858, decode.d6.loss_mask: 0.4675, decode.d6.loss_dice: 0.6724, decode.d7.loss_cls: 0.1806, decode.d7.loss_mask: 0.4660, decode.d7.loss_dice: 0.6707, decode.d8.loss_cls: 0.1822, decode.d8.loss_mask: 0.4657, decode.d8.loss_dice: 0.6763, loss: 14.5620, grad_norm: 75.8236 +2023-11-07 06:47:21,011 - mmseg - INFO - Iter [125800/160000] lr: 2.138e-05, eta: 4:30:35, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1889, decode.loss_mask: 0.4664, decode.loss_dice: 0.7022, decode.d0.loss_cls: 1.1755, decode.d0.loss_mask: 0.5114, decode.d0.loss_dice: 0.7770, decode.d1.loss_cls: 0.2757, decode.d1.loss_mask: 0.4864, decode.d1.loss_dice: 0.7433, decode.d2.loss_cls: 0.2382, decode.d2.loss_mask: 0.4750, decode.d2.loss_dice: 0.7215, decode.d3.loss_cls: 0.2152, decode.d3.loss_mask: 0.4703, decode.d3.loss_dice: 0.7072, decode.d4.loss_cls: 0.2075, decode.d4.loss_mask: 0.4676, decode.d4.loss_dice: 0.7080, decode.d5.loss_cls: 0.2023, decode.d5.loss_mask: 0.4669, decode.d5.loss_dice: 0.7070, decode.d6.loss_cls: 0.1959, decode.d6.loss_mask: 0.4673, decode.d6.loss_dice: 0.7072, decode.d7.loss_cls: 0.1952, decode.d7.loss_mask: 0.4663, decode.d7.loss_dice: 0.7083, decode.d8.loss_cls: 0.1886, decode.d8.loss_mask: 0.4667, decode.d8.loss_dice: 0.7084, loss: 15.0174, grad_norm: 69.4049 +2023-11-07 06:47:44,006 - mmseg - INFO - Iter [125850/160000] lr: 2.134e-05, eta: 4:30:11, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1865, decode.loss_mask: 0.4605, decode.loss_dice: 0.6770, decode.d0.loss_cls: 1.1813, decode.d0.loss_mask: 0.4978, decode.d0.loss_dice: 0.7607, decode.d1.loss_cls: 0.2802, decode.d1.loss_mask: 0.4734, decode.d1.loss_dice: 0.7171, decode.d2.loss_cls: 0.2343, decode.d2.loss_mask: 0.4676, decode.d2.loss_dice: 0.7022, decode.d3.loss_cls: 0.2191, decode.d3.loss_mask: 0.4635, decode.d3.loss_dice: 0.6912, decode.d4.loss_cls: 0.2002, decode.d4.loss_mask: 0.4630, decode.d4.loss_dice: 0.6900, decode.d5.loss_cls: 0.1979, decode.d5.loss_mask: 0.4621, decode.d5.loss_dice: 0.6845, decode.d6.loss_cls: 0.1941, decode.d6.loss_mask: 0.4596, decode.d6.loss_dice: 0.6809, decode.d7.loss_cls: 0.1870, decode.d7.loss_mask: 0.4595, decode.d7.loss_dice: 0.6863, decode.d8.loss_cls: 0.1870, decode.d8.loss_mask: 0.4614, decode.d8.loss_dice: 0.6869, loss: 14.7127, grad_norm: 70.1663 +2023-11-07 06:48:06,939 - mmseg - INFO - Iter [125900/160000] lr: 2.131e-05, eta: 4:29:47, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1773, decode.loss_mask: 0.4630, decode.loss_dice: 0.6848, decode.d0.loss_cls: 1.1536, decode.d0.loss_mask: 0.4995, decode.d0.loss_dice: 0.7600, decode.d1.loss_cls: 0.2505, decode.d1.loss_mask: 0.4799, decode.d1.loss_dice: 0.7245, decode.d2.loss_cls: 0.2179, decode.d2.loss_mask: 0.4706, decode.d2.loss_dice: 0.7039, decode.d3.loss_cls: 0.2041, decode.d3.loss_mask: 0.4653, decode.d3.loss_dice: 0.6898, decode.d4.loss_cls: 0.1916, decode.d4.loss_mask: 0.4642, decode.d4.loss_dice: 0.6885, decode.d5.loss_cls: 0.1898, decode.d5.loss_mask: 0.4635, decode.d5.loss_dice: 0.6864, decode.d6.loss_cls: 0.1825, decode.d6.loss_mask: 0.4623, decode.d6.loss_dice: 0.6841, decode.d7.loss_cls: 0.1808, decode.d7.loss_mask: 0.4634, decode.d7.loss_dice: 0.6879, decode.d8.loss_cls: 0.1774, decode.d8.loss_mask: 0.4633, decode.d8.loss_dice: 0.6918, loss: 14.6221, grad_norm: 67.4398 +2023-11-07 06:48:29,639 - mmseg - INFO - Iter [125950/160000] lr: 2.128e-05, eta: 4:29:23, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1866, decode.loss_mask: 0.4641, decode.loss_dice: 0.6745, decode.d0.loss_cls: 1.1478, decode.d0.loss_mask: 0.5030, decode.d0.loss_dice: 0.7465, decode.d1.loss_cls: 0.2534, decode.d1.loss_mask: 0.4805, decode.d1.loss_dice: 0.7160, decode.d2.loss_cls: 0.2250, decode.d2.loss_mask: 0.4704, decode.d2.loss_dice: 0.6961, decode.d3.loss_cls: 0.2025, decode.d3.loss_mask: 0.4681, decode.d3.loss_dice: 0.6897, decode.d4.loss_cls: 0.1975, decode.d4.loss_mask: 0.4677, decode.d4.loss_dice: 0.6812, decode.d5.loss_cls: 0.1937, decode.d5.loss_mask: 0.4658, decode.d5.loss_dice: 0.6815, decode.d6.loss_cls: 0.1915, decode.d6.loss_mask: 0.4651, decode.d6.loss_dice: 0.6750, decode.d7.loss_cls: 0.1839, decode.d7.loss_mask: 0.4652, decode.d7.loss_dice: 0.6787, decode.d8.loss_cls: 0.1858, decode.d8.loss_mask: 0.4650, decode.d8.loss_dice: 0.6781, loss: 14.5999, grad_norm: 67.3556 +2023-11-07 06:48:52,458 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 06:48:52,459 - mmseg - INFO - Iter [126000/160000] lr: 2.125e-05, eta: 4:28:59, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2009, decode.loss_mask: 0.4634, decode.loss_dice: 0.6778, decode.d0.loss_cls: 1.1967, decode.d0.loss_mask: 0.5009, decode.d0.loss_dice: 0.7503, decode.d1.loss_cls: 0.2771, decode.d1.loss_mask: 0.4818, decode.d1.loss_dice: 0.7239, decode.d2.loss_cls: 0.2445, decode.d2.loss_mask: 0.4752, decode.d2.loss_dice: 0.7034, decode.d3.loss_cls: 0.2258, decode.d3.loss_mask: 0.4687, decode.d3.loss_dice: 0.6911, decode.d4.loss_cls: 0.2171, decode.d4.loss_mask: 0.4665, decode.d4.loss_dice: 0.6870, decode.d5.loss_cls: 0.2069, decode.d5.loss_mask: 0.4664, decode.d5.loss_dice: 0.6866, decode.d6.loss_cls: 0.2060, decode.d6.loss_mask: 0.4676, decode.d6.loss_dice: 0.6808, decode.d7.loss_cls: 0.2047, decode.d7.loss_mask: 0.4646, decode.d7.loss_dice: 0.6833, decode.d8.loss_cls: 0.2018, decode.d8.loss_mask: 0.4644, decode.d8.loss_dice: 0.6808, loss: 14.8661, grad_norm: 66.2715 +2023-11-07 06:49:15,390 - mmseg - INFO - Iter [126050/160000] lr: 2.122e-05, eta: 4:28:35, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1879, decode.loss_mask: 0.4546, decode.loss_dice: 0.6689, decode.d0.loss_cls: 1.1688, decode.d0.loss_mask: 0.4936, decode.d0.loss_dice: 0.7366, decode.d1.loss_cls: 0.2783, decode.d1.loss_mask: 0.4696, decode.d1.loss_dice: 0.7101, decode.d2.loss_cls: 0.2353, decode.d2.loss_mask: 0.4617, decode.d2.loss_dice: 0.6936, decode.d3.loss_cls: 0.2159, decode.d3.loss_mask: 0.4566, decode.d3.loss_dice: 0.6764, decode.d4.loss_cls: 0.2011, decode.d4.loss_mask: 0.4557, decode.d4.loss_dice: 0.6747, decode.d5.loss_cls: 0.1979, decode.d5.loss_mask: 0.4559, decode.d5.loss_dice: 0.6733, decode.d6.loss_cls: 0.1934, decode.d6.loss_mask: 0.4546, decode.d6.loss_dice: 0.6695, decode.d7.loss_cls: 0.1857, decode.d7.loss_mask: 0.4547, decode.d7.loss_dice: 0.6741, decode.d8.loss_cls: 0.1868, decode.d8.loss_mask: 0.4539, decode.d8.loss_dice: 0.6693, loss: 14.5088, grad_norm: 69.2003 +2023-11-07 06:49:38,154 - mmseg - INFO - Iter [126100/160000] lr: 2.119e-05, eta: 4:28:11, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1973, decode.loss_mask: 0.4580, decode.loss_dice: 0.6954, decode.d0.loss_cls: 1.1870, decode.d0.loss_mask: 0.5005, decode.d0.loss_dice: 0.7785, decode.d1.loss_cls: 0.2717, decode.d1.loss_mask: 0.4796, decode.d1.loss_dice: 0.7423, decode.d2.loss_cls: 0.2370, decode.d2.loss_mask: 0.4744, decode.d2.loss_dice: 0.7241, decode.d3.loss_cls: 0.2288, decode.d3.loss_mask: 0.4647, decode.d3.loss_dice: 0.7037, decode.d4.loss_cls: 0.2144, decode.d4.loss_mask: 0.4638, decode.d4.loss_dice: 0.7027, decode.d5.loss_cls: 0.2087, decode.d5.loss_mask: 0.4623, decode.d5.loss_dice: 0.7019, decode.d6.loss_cls: 0.2055, decode.d6.loss_mask: 0.4603, decode.d6.loss_dice: 0.6979, decode.d7.loss_cls: 0.1992, decode.d7.loss_mask: 0.4604, decode.d7.loss_dice: 0.6985, decode.d8.loss_cls: 0.1981, decode.d8.loss_mask: 0.4591, decode.d8.loss_dice: 0.6935, loss: 14.9695, grad_norm: 63.2304 +2023-11-07 06:50:01,148 - mmseg - INFO - Iter [126150/160000] lr: 2.116e-05, eta: 4:27:47, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1906, decode.loss_mask: 0.4601, decode.loss_dice: 0.6856, decode.d0.loss_cls: 1.1656, decode.d0.loss_mask: 0.4956, decode.d0.loss_dice: 0.7577, decode.d1.loss_cls: 0.2727, decode.d1.loss_mask: 0.4752, decode.d1.loss_dice: 0.7252, decode.d2.loss_cls: 0.2314, decode.d2.loss_mask: 0.4668, decode.d2.loss_dice: 0.7090, decode.d3.loss_cls: 0.2140, decode.d3.loss_mask: 0.4633, decode.d3.loss_dice: 0.6943, decode.d4.loss_cls: 0.2102, decode.d4.loss_mask: 0.4620, decode.d4.loss_dice: 0.6922, decode.d5.loss_cls: 0.2052, decode.d5.loss_mask: 0.4614, decode.d5.loss_dice: 0.6876, decode.d6.loss_cls: 0.2000, decode.d6.loss_mask: 0.4594, decode.d6.loss_dice: 0.6882, decode.d7.loss_cls: 0.1918, decode.d7.loss_mask: 0.4598, decode.d7.loss_dice: 0.6872, decode.d8.loss_cls: 0.1953, decode.d8.loss_mask: 0.4589, decode.d8.loss_dice: 0.6844, loss: 14.7509, grad_norm: 59.2357 +2023-11-07 06:50:24,072 - mmseg - INFO - Iter [126200/160000] lr: 2.113e-05, eta: 4:27:24, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1806, decode.loss_mask: 0.4467, decode.loss_dice: 0.6758, decode.d0.loss_cls: 1.1757, decode.d0.loss_mask: 0.4887, decode.d0.loss_dice: 0.7460, decode.d1.loss_cls: 0.2630, decode.d1.loss_mask: 0.4632, decode.d1.loss_dice: 0.7142, decode.d2.loss_cls: 0.2249, decode.d2.loss_mask: 0.4584, decode.d2.loss_dice: 0.6937, decode.d3.loss_cls: 0.2054, decode.d3.loss_mask: 0.4533, decode.d3.loss_dice: 0.6876, decode.d4.loss_cls: 0.1947, decode.d4.loss_mask: 0.4516, decode.d4.loss_dice: 0.6834, decode.d5.loss_cls: 0.1910, decode.d5.loss_mask: 0.4515, decode.d5.loss_dice: 0.6821, decode.d6.loss_cls: 0.1889, decode.d6.loss_mask: 0.4493, decode.d6.loss_dice: 0.6799, decode.d7.loss_cls: 0.1858, decode.d7.loss_mask: 0.4499, decode.d7.loss_dice: 0.6809, decode.d8.loss_cls: 0.1837, decode.d8.loss_mask: 0.4482, decode.d8.loss_dice: 0.6773, loss: 14.4755, grad_norm: 66.2915 +2023-11-07 06:50:47,005 - mmseg - INFO - Iter [126250/160000] lr: 2.109e-05, eta: 4:27:00, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1958, decode.loss_mask: 0.4394, decode.loss_dice: 0.6758, decode.d0.loss_cls: 1.1956, decode.d0.loss_mask: 0.4771, decode.d0.loss_dice: 0.7542, decode.d1.loss_cls: 0.2850, decode.d1.loss_mask: 0.4522, decode.d1.loss_dice: 0.7157, decode.d2.loss_cls: 0.2397, decode.d2.loss_mask: 0.4464, decode.d2.loss_dice: 0.6915, decode.d3.loss_cls: 0.2197, decode.d3.loss_mask: 0.4424, decode.d3.loss_dice: 0.6807, decode.d4.loss_cls: 0.2091, decode.d4.loss_mask: 0.4406, decode.d4.loss_dice: 0.6799, decode.d5.loss_cls: 0.2080, decode.d5.loss_mask: 0.4414, decode.d5.loss_dice: 0.6762, decode.d6.loss_cls: 0.2009, decode.d6.loss_mask: 0.4397, decode.d6.loss_dice: 0.6723, decode.d7.loss_cls: 0.1985, decode.d7.loss_mask: 0.4386, decode.d7.loss_dice: 0.6728, decode.d8.loss_cls: 0.1979, decode.d8.loss_mask: 0.4385, decode.d8.loss_dice: 0.6770, loss: 14.5026, grad_norm: 67.8827 +2023-11-07 06:51:09,821 - mmseg - INFO - Iter [126300/160000] lr: 2.106e-05, eta: 4:26:36, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1988, decode.loss_mask: 0.4540, decode.loss_dice: 0.6901, decode.d0.loss_cls: 1.1821, decode.d0.loss_mask: 0.4884, decode.d0.loss_dice: 0.7656, decode.d1.loss_cls: 0.2732, decode.d1.loss_mask: 0.4731, decode.d1.loss_dice: 0.7313, decode.d2.loss_cls: 0.2366, decode.d2.loss_mask: 0.4608, decode.d2.loss_dice: 0.7120, decode.d3.loss_cls: 0.2222, decode.d3.loss_mask: 0.4550, decode.d3.loss_dice: 0.6980, decode.d4.loss_cls: 0.2111, decode.d4.loss_mask: 0.4539, decode.d4.loss_dice: 0.6978, decode.d5.loss_cls: 0.2013, decode.d5.loss_mask: 0.4559, decode.d5.loss_dice: 0.6912, decode.d6.loss_cls: 0.2029, decode.d6.loss_mask: 0.4550, decode.d6.loss_dice: 0.6890, decode.d7.loss_cls: 0.2015, decode.d7.loss_mask: 0.4531, decode.d7.loss_dice: 0.6906, decode.d8.loss_cls: 0.1993, decode.d8.loss_mask: 0.4527, decode.d8.loss_dice: 0.6915, loss: 14.7880, grad_norm: 66.0460 +2023-11-07 06:51:35,150 - mmseg - INFO - Iter [126350/160000] lr: 2.103e-05, eta: 4:26:12, time: 0.507, data_time: 0.059, memory: 39436, decode.loss_cls: 0.2001, decode.loss_mask: 0.4453, decode.loss_dice: 0.6981, decode.d0.loss_cls: 1.1778, decode.d0.loss_mask: 0.4842, decode.d0.loss_dice: 0.7827, decode.d1.loss_cls: 0.2803, decode.d1.loss_mask: 0.4579, decode.d1.loss_dice: 0.7419, decode.d2.loss_cls: 0.2366, decode.d2.loss_mask: 0.4512, decode.d2.loss_dice: 0.7165, decode.d3.loss_cls: 0.2264, decode.d3.loss_mask: 0.4476, decode.d3.loss_dice: 0.7034, decode.d4.loss_cls: 0.2169, decode.d4.loss_mask: 0.4448, decode.d4.loss_dice: 0.7027, decode.d5.loss_cls: 0.2071, decode.d5.loss_mask: 0.4451, decode.d5.loss_dice: 0.7019, decode.d6.loss_cls: 0.2035, decode.d6.loss_mask: 0.4455, decode.d6.loss_dice: 0.7023, decode.d7.loss_cls: 0.2010, decode.d7.loss_mask: 0.4437, decode.d7.loss_dice: 0.6989, decode.d8.loss_cls: 0.1957, decode.d8.loss_mask: 0.4446, decode.d8.loss_dice: 0.7002, loss: 14.8040, grad_norm: 68.3655 +2023-11-07 06:51:57,837 - mmseg - INFO - Iter [126400/160000] lr: 2.100e-05, eta: 4:25:48, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1815, decode.loss_mask: 0.4609, decode.loss_dice: 0.6848, decode.d0.loss_cls: 1.1499, decode.d0.loss_mask: 0.4975, decode.d0.loss_dice: 0.7591, decode.d1.loss_cls: 0.2643, decode.d1.loss_mask: 0.4795, decode.d1.loss_dice: 0.7270, decode.d2.loss_cls: 0.2177, decode.d2.loss_mask: 0.4711, decode.d2.loss_dice: 0.7071, decode.d3.loss_cls: 0.2091, decode.d3.loss_mask: 0.4618, decode.d3.loss_dice: 0.6895, decode.d4.loss_cls: 0.1958, decode.d4.loss_mask: 0.4610, decode.d4.loss_dice: 0.6909, decode.d5.loss_cls: 0.1942, decode.d5.loss_mask: 0.4610, decode.d5.loss_dice: 0.6871, decode.d6.loss_cls: 0.1902, decode.d6.loss_mask: 0.4599, decode.d6.loss_dice: 0.6822, decode.d7.loss_cls: 0.1856, decode.d7.loss_mask: 0.4583, decode.d7.loss_dice: 0.6842, decode.d8.loss_cls: 0.1823, decode.d8.loss_mask: 0.4589, decode.d8.loss_dice: 0.6866, loss: 14.6391, grad_norm: 67.0197 +2023-11-07 06:52:20,746 - mmseg - INFO - Iter [126450/160000] lr: 2.097e-05, eta: 4:25:24, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1872, decode.loss_mask: 0.4428, decode.loss_dice: 0.6725, decode.d0.loss_cls: 1.1665, decode.d0.loss_mask: 0.4782, decode.d0.loss_dice: 0.7427, decode.d1.loss_cls: 0.2662, decode.d1.loss_mask: 0.4597, decode.d1.loss_dice: 0.7063, decode.d2.loss_cls: 0.2306, decode.d2.loss_mask: 0.4516, decode.d2.loss_dice: 0.6871, decode.d3.loss_cls: 0.2119, decode.d3.loss_mask: 0.4465, decode.d3.loss_dice: 0.6769, decode.d4.loss_cls: 0.2052, decode.d4.loss_mask: 0.4453, decode.d4.loss_dice: 0.6740, decode.d5.loss_cls: 0.2000, decode.d5.loss_mask: 0.4446, decode.d5.loss_dice: 0.6753, decode.d6.loss_cls: 0.1941, decode.d6.loss_mask: 0.4431, decode.d6.loss_dice: 0.6680, decode.d7.loss_cls: 0.1868, decode.d7.loss_mask: 0.4431, decode.d7.loss_dice: 0.6718, decode.d8.loss_cls: 0.1853, decode.d8.loss_mask: 0.4418, decode.d8.loss_dice: 0.6692, loss: 14.3741, grad_norm: 64.9246 +2023-11-07 06:52:43,602 - mmseg - INFO - Iter [126500/160000] lr: 2.094e-05, eta: 4:25:00, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.2007, decode.loss_mask: 0.4341, decode.loss_dice: 0.6729, decode.d0.loss_cls: 1.2061, decode.d0.loss_mask: 0.4727, decode.d0.loss_dice: 0.7539, decode.d1.loss_cls: 0.2927, decode.d1.loss_mask: 0.4484, decode.d1.loss_dice: 0.7087, decode.d2.loss_cls: 0.2463, decode.d2.loss_mask: 0.4410, decode.d2.loss_dice: 0.6934, decode.d3.loss_cls: 0.2304, decode.d3.loss_mask: 0.4370, decode.d3.loss_dice: 0.6817, decode.d4.loss_cls: 0.2202, decode.d4.loss_mask: 0.4357, decode.d4.loss_dice: 0.6776, decode.d5.loss_cls: 0.2133, decode.d5.loss_mask: 0.4356, decode.d5.loss_dice: 0.6753, decode.d6.loss_cls: 0.2058, decode.d6.loss_mask: 0.4353, decode.d6.loss_dice: 0.6757, decode.d7.loss_cls: 0.2055, decode.d7.loss_mask: 0.4354, decode.d7.loss_dice: 0.6733, decode.d8.loss_cls: 0.2014, decode.d8.loss_mask: 0.4340, decode.d8.loss_dice: 0.6747, loss: 14.5187, grad_norm: 62.7887 +2023-11-07 06:53:06,331 - mmseg - INFO - Iter [126550/160000] lr: 2.091e-05, eta: 4:24:36, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1767, decode.loss_mask: 0.4686, decode.loss_dice: 0.6778, decode.d0.loss_cls: 1.1532, decode.d0.loss_mask: 0.5093, decode.d0.loss_dice: 0.7499, decode.d1.loss_cls: 0.2511, decode.d1.loss_mask: 0.4838, decode.d1.loss_dice: 0.7139, decode.d2.loss_cls: 0.2198, decode.d2.loss_mask: 0.4737, decode.d2.loss_dice: 0.6973, decode.d3.loss_cls: 0.2040, decode.d3.loss_mask: 0.4716, decode.d3.loss_dice: 0.6807, decode.d4.loss_cls: 0.1906, decode.d4.loss_mask: 0.4688, decode.d4.loss_dice: 0.6809, decode.d5.loss_cls: 0.1902, decode.d5.loss_mask: 0.4678, decode.d5.loss_dice: 0.6830, decode.d6.loss_cls: 0.1872, decode.d6.loss_mask: 0.4699, decode.d6.loss_dice: 0.6760, decode.d7.loss_cls: 0.1818, decode.d7.loss_mask: 0.4698, decode.d7.loss_dice: 0.6782, decode.d8.loss_cls: 0.1822, decode.d8.loss_mask: 0.4685, decode.d8.loss_dice: 0.6757, loss: 14.6020, grad_norm: 64.6497 +2023-11-07 06:53:29,160 - mmseg - INFO - Iter [126600/160000] lr: 2.088e-05, eta: 4:24:12, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1793, decode.loss_mask: 0.4558, decode.loss_dice: 0.6725, decode.d0.loss_cls: 1.1646, decode.d0.loss_mask: 0.4987, decode.d0.loss_dice: 0.7469, decode.d1.loss_cls: 0.2600, decode.d1.loss_mask: 0.4724, decode.d1.loss_dice: 0.7113, decode.d2.loss_cls: 0.2232, decode.d2.loss_mask: 0.4654, decode.d2.loss_dice: 0.6975, decode.d3.loss_cls: 0.2051, decode.d3.loss_mask: 0.4610, decode.d3.loss_dice: 0.6796, decode.d4.loss_cls: 0.2004, decode.d4.loss_mask: 0.4591, decode.d4.loss_dice: 0.6812, decode.d5.loss_cls: 0.1928, decode.d5.loss_mask: 0.4558, decode.d5.loss_dice: 0.6767, decode.d6.loss_cls: 0.1887, decode.d6.loss_mask: 0.4563, decode.d6.loss_dice: 0.6719, decode.d7.loss_cls: 0.1846, decode.d7.loss_mask: 0.4569, decode.d7.loss_dice: 0.6715, decode.d8.loss_cls: 0.1834, decode.d8.loss_mask: 0.4565, decode.d8.loss_dice: 0.6747, loss: 14.5037, grad_norm: 64.5792 +2023-11-07 06:53:52,126 - mmseg - INFO - Iter [126650/160000] lr: 2.084e-05, eta: 4:23:48, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1832, decode.loss_mask: 0.4433, decode.loss_dice: 0.6932, decode.d0.loss_cls: 1.1809, decode.d0.loss_mask: 0.4787, decode.d0.loss_dice: 0.7651, decode.d1.loss_cls: 0.2686, decode.d1.loss_mask: 0.4605, decode.d1.loss_dice: 0.7308, decode.d2.loss_cls: 0.2306, decode.d2.loss_mask: 0.4506, decode.d2.loss_dice: 0.7152, decode.d3.loss_cls: 0.2117, decode.d3.loss_mask: 0.4465, decode.d3.loss_dice: 0.7003, decode.d4.loss_cls: 0.1949, decode.d4.loss_mask: 0.4458, decode.d4.loss_dice: 0.6978, decode.d5.loss_cls: 0.1883, decode.d5.loss_mask: 0.4448, decode.d5.loss_dice: 0.6969, decode.d6.loss_cls: 0.1913, decode.d6.loss_mask: 0.4452, decode.d6.loss_dice: 0.6920, decode.d7.loss_cls: 0.1850, decode.d7.loss_mask: 0.4453, decode.d7.loss_dice: 0.6985, decode.d8.loss_cls: 0.1858, decode.d8.loss_mask: 0.4431, decode.d8.loss_dice: 0.6957, loss: 14.6096, grad_norm: 66.8677 +2023-11-07 06:54:15,045 - mmseg - INFO - Iter [126700/160000] lr: 2.081e-05, eta: 4:23:25, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1900, decode.loss_mask: 0.4498, decode.loss_dice: 0.6879, decode.d0.loss_cls: 1.2158, decode.d0.loss_mask: 0.4895, decode.d0.loss_dice: 0.7553, decode.d1.loss_cls: 0.2755, decode.d1.loss_mask: 0.4716, decode.d1.loss_dice: 0.7221, decode.d2.loss_cls: 0.2364, decode.d2.loss_mask: 0.4599, decode.d2.loss_dice: 0.7092, decode.d3.loss_cls: 0.2110, decode.d3.loss_mask: 0.4544, decode.d3.loss_dice: 0.6909, decode.d4.loss_cls: 0.2001, decode.d4.loss_mask: 0.4534, decode.d4.loss_dice: 0.6898, decode.d5.loss_cls: 0.1935, decode.d5.loss_mask: 0.4548, decode.d5.loss_dice: 0.6906, decode.d6.loss_cls: 0.1971, decode.d6.loss_mask: 0.4532, decode.d6.loss_dice: 0.6849, decode.d7.loss_cls: 0.1931, decode.d7.loss_mask: 0.4513, decode.d7.loss_dice: 0.6849, decode.d8.loss_cls: 0.1923, decode.d8.loss_mask: 0.4512, decode.d8.loss_dice: 0.6856, loss: 14.6951, grad_norm: 68.0741 +2023-11-07 06:54:37,820 - mmseg - INFO - Iter [126750/160000] lr: 2.078e-05, eta: 4:23:01, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1994, decode.loss_mask: 0.4566, decode.loss_dice: 0.6910, decode.d0.loss_cls: 1.1808, decode.d0.loss_mask: 0.4877, decode.d0.loss_dice: 0.7655, decode.d1.loss_cls: 0.2848, decode.d1.loss_mask: 0.4718, decode.d1.loss_dice: 0.7329, decode.d2.loss_cls: 0.2436, decode.d2.loss_mask: 0.4620, decode.d2.loss_dice: 0.7172, decode.d3.loss_cls: 0.2280, decode.d3.loss_mask: 0.4579, decode.d3.loss_dice: 0.6998, decode.d4.loss_cls: 0.2189, decode.d4.loss_mask: 0.4567, decode.d4.loss_dice: 0.6991, decode.d5.loss_cls: 0.2110, decode.d5.loss_mask: 0.4558, decode.d5.loss_dice: 0.6963, decode.d6.loss_cls: 0.2094, decode.d6.loss_mask: 0.4568, decode.d6.loss_dice: 0.6940, decode.d7.loss_cls: 0.2051, decode.d7.loss_mask: 0.4563, decode.d7.loss_dice: 0.6947, decode.d8.loss_cls: 0.2060, decode.d8.loss_mask: 0.4544, decode.d8.loss_dice: 0.6927, loss: 14.8862, grad_norm: 67.6869 +2023-11-07 06:55:01,794 - mmseg - INFO - Iter [126800/160000] lr: 2.075e-05, eta: 4:22:37, time: 0.479, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1767, decode.loss_mask: 0.4518, decode.loss_dice: 0.6799, decode.d0.loss_cls: 1.1475, decode.d0.loss_mask: 0.4871, decode.d0.loss_dice: 0.7407, decode.d1.loss_cls: 0.2528, decode.d1.loss_mask: 0.4709, decode.d1.loss_dice: 0.7117, decode.d2.loss_cls: 0.2161, decode.d2.loss_mask: 0.4605, decode.d2.loss_dice: 0.6975, decode.d3.loss_cls: 0.2011, decode.d3.loss_mask: 0.4565, decode.d3.loss_dice: 0.6829, decode.d4.loss_cls: 0.1918, decode.d4.loss_mask: 0.4542, decode.d4.loss_dice: 0.6769, decode.d5.loss_cls: 0.1818, decode.d5.loss_mask: 0.4534, decode.d5.loss_dice: 0.6763, decode.d6.loss_cls: 0.1806, decode.d6.loss_mask: 0.4515, decode.d6.loss_dice: 0.6741, decode.d7.loss_cls: 0.1767, decode.d7.loss_mask: 0.4520, decode.d7.loss_dice: 0.6743, decode.d8.loss_cls: 0.1761, decode.d8.loss_mask: 0.4497, decode.d8.loss_dice: 0.6740, loss: 14.3770, grad_norm: 65.4384 +2023-11-07 06:55:28,882 - mmseg - INFO - Iter [126850/160000] lr: 2.072e-05, eta: 4:22:14, time: 0.542, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1764, decode.loss_mask: 0.4529, decode.loss_dice: 0.6869, decode.d0.loss_cls: 1.1291, decode.d0.loss_mask: 0.4887, decode.d0.loss_dice: 0.7612, decode.d1.loss_cls: 0.2480, decode.d1.loss_mask: 0.4677, decode.d1.loss_dice: 0.7231, decode.d2.loss_cls: 0.2095, decode.d2.loss_mask: 0.4595, decode.d2.loss_dice: 0.7087, decode.d3.loss_cls: 0.1953, decode.d3.loss_mask: 0.4565, decode.d3.loss_dice: 0.6930, decode.d4.loss_cls: 0.1917, decode.d4.loss_mask: 0.4548, decode.d4.loss_dice: 0.6904, decode.d5.loss_cls: 0.1802, decode.d5.loss_mask: 0.4545, decode.d5.loss_dice: 0.6897, decode.d6.loss_cls: 0.1770, decode.d6.loss_mask: 0.4544, decode.d6.loss_dice: 0.6897, decode.d7.loss_cls: 0.1774, decode.d7.loss_mask: 0.4540, decode.d7.loss_dice: 0.6883, decode.d8.loss_cls: 0.1798, decode.d8.loss_mask: 0.4523, decode.d8.loss_dice: 0.6857, loss: 14.4764, grad_norm: 63.4527 +2023-11-07 06:55:53,685 - mmseg - INFO - Iter [126900/160000] lr: 2.069e-05, eta: 4:21:51, time: 0.496, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1664, decode.loss_mask: 0.4350, decode.loss_dice: 0.6686, decode.d0.loss_cls: 1.1515, decode.d0.loss_mask: 0.4718, decode.d0.loss_dice: 0.7326, decode.d1.loss_cls: 0.2429, decode.d1.loss_mask: 0.4505, decode.d1.loss_dice: 0.7068, decode.d2.loss_cls: 0.2161, decode.d2.loss_mask: 0.4409, decode.d2.loss_dice: 0.6827, decode.d3.loss_cls: 0.1915, decode.d3.loss_mask: 0.4385, decode.d3.loss_dice: 0.6735, decode.d4.loss_cls: 0.1765, decode.d4.loss_mask: 0.4361, decode.d4.loss_dice: 0.6703, decode.d5.loss_cls: 0.1738, decode.d5.loss_mask: 0.4350, decode.d5.loss_dice: 0.6714, decode.d6.loss_cls: 0.1713, decode.d6.loss_mask: 0.4361, decode.d6.loss_dice: 0.6681, decode.d7.loss_cls: 0.1657, decode.d7.loss_mask: 0.4357, decode.d7.loss_dice: 0.6713, decode.d8.loss_cls: 0.1661, decode.d8.loss_mask: 0.4364, decode.d8.loss_dice: 0.6682, loss: 14.0511, grad_norm: 70.4090 +2023-11-07 06:56:18,046 - mmseg - INFO - Iter [126950/160000] lr: 2.066e-05, eta: 4:21:27, time: 0.487, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2006, decode.loss_mask: 0.4607, decode.loss_dice: 0.6993, decode.d0.loss_cls: 1.1848, decode.d0.loss_mask: 0.4950, decode.d0.loss_dice: 0.7755, decode.d1.loss_cls: 0.2894, decode.d1.loss_mask: 0.4752, decode.d1.loss_dice: 0.7344, decode.d2.loss_cls: 0.2477, decode.d2.loss_mask: 0.4678, decode.d2.loss_dice: 0.7160, decode.d3.loss_cls: 0.2311, decode.d3.loss_mask: 0.4638, decode.d3.loss_dice: 0.7011, decode.d4.loss_cls: 0.2205, decode.d4.loss_mask: 0.4621, decode.d4.loss_dice: 0.6993, decode.d5.loss_cls: 0.2149, decode.d5.loss_mask: 0.4612, decode.d5.loss_dice: 0.6980, decode.d6.loss_cls: 0.2087, decode.d6.loss_mask: 0.4605, decode.d6.loss_dice: 0.6993, decode.d7.loss_cls: 0.2102, decode.d7.loss_mask: 0.4594, decode.d7.loss_dice: 0.7010, decode.d8.loss_cls: 0.2090, decode.d8.loss_mask: 0.4612, decode.d8.loss_dice: 0.6965, loss: 15.0043, grad_norm: 70.7132 +2023-11-07 06:56:41,027 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 06:56:41,027 - mmseg - INFO - Iter [127000/160000] lr: 2.063e-05, eta: 4:21:03, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1882, decode.loss_mask: 0.4622, decode.loss_dice: 0.6715, decode.d0.loss_cls: 1.1677, decode.d0.loss_mask: 0.5015, decode.d0.loss_dice: 0.7545, decode.d1.loss_cls: 0.2776, decode.d1.loss_mask: 0.4787, decode.d1.loss_dice: 0.7150, decode.d2.loss_cls: 0.2313, decode.d2.loss_mask: 0.4673, decode.d2.loss_dice: 0.6934, decode.d3.loss_cls: 0.2098, decode.d3.loss_mask: 0.4642, decode.d3.loss_dice: 0.6785, decode.d4.loss_cls: 0.2014, decode.d4.loss_mask: 0.4636, decode.d4.loss_dice: 0.6746, decode.d5.loss_cls: 0.1951, decode.d5.loss_mask: 0.4639, decode.d5.loss_dice: 0.6744, decode.d6.loss_cls: 0.1967, decode.d6.loss_mask: 0.4635, decode.d6.loss_dice: 0.6731, decode.d7.loss_cls: 0.1880, decode.d7.loss_mask: 0.4629, decode.d7.loss_dice: 0.6739, decode.d8.loss_cls: 0.1889, decode.d8.loss_mask: 0.4634, decode.d8.loss_dice: 0.6709, loss: 14.6155, grad_norm: 67.4343 +2023-11-07 06:57:04,290 - mmseg - INFO - Iter [127050/160000] lr: 2.059e-05, eta: 4:20:39, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1820, decode.loss_mask: 0.4583, decode.loss_dice: 0.6762, decode.d0.loss_cls: 1.1462, decode.d0.loss_mask: 0.4916, decode.d0.loss_dice: 0.7464, decode.d1.loss_cls: 0.2659, decode.d1.loss_mask: 0.4723, decode.d1.loss_dice: 0.7202, decode.d2.loss_cls: 0.2289, decode.d2.loss_mask: 0.4619, decode.d2.loss_dice: 0.6983, decode.d3.loss_cls: 0.2080, decode.d3.loss_mask: 0.4600, decode.d3.loss_dice: 0.6839, decode.d4.loss_cls: 0.2010, decode.d4.loss_mask: 0.4579, decode.d4.loss_dice: 0.6834, decode.d5.loss_cls: 0.1941, decode.d5.loss_mask: 0.4570, decode.d5.loss_dice: 0.6855, decode.d6.loss_cls: 0.1883, decode.d6.loss_mask: 0.4568, decode.d6.loss_dice: 0.6840, decode.d7.loss_cls: 0.1812, decode.d7.loss_mask: 0.4570, decode.d7.loss_dice: 0.6857, decode.d8.loss_cls: 0.1829, decode.d8.loss_mask: 0.4559, decode.d8.loss_dice: 0.6820, loss: 14.5527, grad_norm: 66.6693 +2023-11-07 06:57:27,342 - mmseg - INFO - Iter [127100/160000] lr: 2.056e-05, eta: 4:20:15, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1960, decode.loss_mask: 0.4453, decode.loss_dice: 0.6885, decode.d0.loss_cls: 1.2142, decode.d0.loss_mask: 0.4805, decode.d0.loss_dice: 0.7634, decode.d1.loss_cls: 0.2881, decode.d1.loss_mask: 0.4605, decode.d1.loss_dice: 0.7252, decode.d2.loss_cls: 0.2472, decode.d2.loss_mask: 0.4523, decode.d2.loss_dice: 0.7072, decode.d3.loss_cls: 0.2257, decode.d3.loss_mask: 0.4467, decode.d3.loss_dice: 0.6901, decode.d4.loss_cls: 0.2119, decode.d4.loss_mask: 0.4473, decode.d4.loss_dice: 0.6923, decode.d5.loss_cls: 0.2034, decode.d5.loss_mask: 0.4466, decode.d5.loss_dice: 0.6942, decode.d6.loss_cls: 0.2017, decode.d6.loss_mask: 0.4454, decode.d6.loss_dice: 0.6873, decode.d7.loss_cls: 0.1995, decode.d7.loss_mask: 0.4429, decode.d7.loss_dice: 0.6858, decode.d8.loss_cls: 0.1984, decode.d8.loss_mask: 0.4447, decode.d8.loss_dice: 0.6867, loss: 14.7190, grad_norm: 76.7228 +2023-11-07 06:57:55,578 - mmseg - INFO - Iter [127150/160000] lr: 2.053e-05, eta: 4:19:53, time: 0.565, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1813, decode.loss_mask: 0.4607, decode.loss_dice: 0.6713, decode.d0.loss_cls: 1.1657, decode.d0.loss_mask: 0.4973, decode.d0.loss_dice: 0.7478, decode.d1.loss_cls: 0.2705, decode.d1.loss_mask: 0.4737, decode.d1.loss_dice: 0.7112, decode.d2.loss_cls: 0.2194, decode.d2.loss_mask: 0.4673, decode.d2.loss_dice: 0.6910, decode.d3.loss_cls: 0.2100, decode.d3.loss_mask: 0.4624, decode.d3.loss_dice: 0.6788, decode.d4.loss_cls: 0.2018, decode.d4.loss_mask: 0.4604, decode.d4.loss_dice: 0.6714, decode.d5.loss_cls: 0.1970, decode.d5.loss_mask: 0.4602, decode.d5.loss_dice: 0.6691, decode.d6.loss_cls: 0.1896, decode.d6.loss_mask: 0.4612, decode.d6.loss_dice: 0.6717, decode.d7.loss_cls: 0.1901, decode.d7.loss_mask: 0.4584, decode.d7.loss_dice: 0.6733, decode.d8.loss_cls: 0.1878, decode.d8.loss_mask: 0.4586, decode.d8.loss_dice: 0.6730, loss: 14.5321, grad_norm: 58.0525 +2023-11-07 06:58:23,806 - mmseg - INFO - Iter [127200/160000] lr: 2.050e-05, eta: 4:19:30, time: 0.565, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1893, decode.loss_mask: 0.4658, decode.loss_dice: 0.6924, decode.d0.loss_cls: 1.1680, decode.d0.loss_mask: 0.5028, decode.d0.loss_dice: 0.7593, decode.d1.loss_cls: 0.2701, decode.d1.loss_mask: 0.4832, decode.d1.loss_dice: 0.7346, decode.d2.loss_cls: 0.2285, decode.d2.loss_mask: 0.4726, decode.d2.loss_dice: 0.7094, decode.d3.loss_cls: 0.2125, decode.d3.loss_mask: 0.4698, decode.d3.loss_dice: 0.6943, decode.d4.loss_cls: 0.2021, decode.d4.loss_mask: 0.4693, decode.d4.loss_dice: 0.6930, decode.d5.loss_cls: 0.1918, decode.d5.loss_mask: 0.4689, decode.d5.loss_dice: 0.6940, decode.d6.loss_cls: 0.1966, decode.d6.loss_mask: 0.4673, decode.d6.loss_dice: 0.6892, decode.d7.loss_cls: 0.1952, decode.d7.loss_mask: 0.4672, decode.d7.loss_dice: 0.6905, decode.d8.loss_cls: 0.1868, decode.d8.loss_mask: 0.4656, decode.d8.loss_dice: 0.6907, loss: 14.8208, grad_norm: 71.5619 +2023-11-07 06:58:49,777 - mmseg - INFO - Iter [127250/160000] lr: 2.047e-05, eta: 4:19:07, time: 0.519, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1953, decode.loss_mask: 0.4608, decode.loss_dice: 0.7149, decode.d0.loss_cls: 1.1734, decode.d0.loss_mask: 0.4997, decode.d0.loss_dice: 0.7983, decode.d1.loss_cls: 0.2824, decode.d1.loss_mask: 0.4753, decode.d1.loss_dice: 0.7605, decode.d2.loss_cls: 0.2404, decode.d2.loss_mask: 0.4669, decode.d2.loss_dice: 0.7358, decode.d3.loss_cls: 0.2269, decode.d3.loss_mask: 0.4644, decode.d3.loss_dice: 0.7251, decode.d4.loss_cls: 0.2128, decode.d4.loss_mask: 0.4624, decode.d4.loss_dice: 0.7194, decode.d5.loss_cls: 0.2070, decode.d5.loss_mask: 0.4605, decode.d5.loss_dice: 0.7180, decode.d6.loss_cls: 0.2039, decode.d6.loss_mask: 0.4617, decode.d6.loss_dice: 0.7133, decode.d7.loss_cls: 0.1977, decode.d7.loss_mask: 0.4622, decode.d7.loss_dice: 0.7202, decode.d8.loss_cls: 0.1962, decode.d8.loss_mask: 0.4615, decode.d8.loss_dice: 0.7205, loss: 15.1371, grad_norm: 66.7704 +2023-11-07 06:59:14,964 - mmseg - INFO - Iter [127300/160000] lr: 2.044e-05, eta: 4:18:44, time: 0.504, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1904, decode.loss_mask: 0.4638, decode.loss_dice: 0.6849, decode.d0.loss_cls: 1.1808, decode.d0.loss_mask: 0.5037, decode.d0.loss_dice: 0.7616, decode.d1.loss_cls: 0.2616, decode.d1.loss_mask: 0.4824, decode.d1.loss_dice: 0.7262, decode.d2.loss_cls: 0.2310, decode.d2.loss_mask: 0.4726, decode.d2.loss_dice: 0.7040, decode.d3.loss_cls: 0.2150, decode.d3.loss_mask: 0.4682, decode.d3.loss_dice: 0.6917, decode.d4.loss_cls: 0.2024, decode.d4.loss_mask: 0.4659, decode.d4.loss_dice: 0.6888, decode.d5.loss_cls: 0.1981, decode.d5.loss_mask: 0.4644, decode.d5.loss_dice: 0.6859, decode.d6.loss_cls: 0.1941, decode.d6.loss_mask: 0.4641, decode.d6.loss_dice: 0.6878, decode.d7.loss_cls: 0.1928, decode.d7.loss_mask: 0.4647, decode.d7.loss_dice: 0.6825, decode.d8.loss_cls: 0.1917, decode.d8.loss_mask: 0.4642, decode.d8.loss_dice: 0.6847, loss: 14.7700, grad_norm: 75.9269 +2023-11-07 06:59:37,960 - mmseg - INFO - Iter [127350/160000] lr: 2.041e-05, eta: 4:18:20, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1883, decode.loss_mask: 0.4635, decode.loss_dice: 0.6959, decode.d0.loss_cls: 1.1737, decode.d0.loss_mask: 0.4989, decode.d0.loss_dice: 0.7714, decode.d1.loss_cls: 0.2702, decode.d1.loss_mask: 0.4766, decode.d1.loss_dice: 0.7356, decode.d2.loss_cls: 0.2306, decode.d2.loss_mask: 0.4700, decode.d2.loss_dice: 0.7148, decode.d3.loss_cls: 0.2168, decode.d3.loss_mask: 0.4658, decode.d3.loss_dice: 0.7000, decode.d4.loss_cls: 0.2063, decode.d4.loss_mask: 0.4641, decode.d4.loss_dice: 0.6994, decode.d5.loss_cls: 0.2031, decode.d5.loss_mask: 0.4631, decode.d5.loss_dice: 0.6993, decode.d6.loss_cls: 0.1976, decode.d6.loss_mask: 0.4652, decode.d6.loss_dice: 0.6987, decode.d7.loss_cls: 0.1910, decode.d7.loss_mask: 0.4654, decode.d7.loss_dice: 0.6996, decode.d8.loss_cls: 0.1925, decode.d8.loss_mask: 0.4636, decode.d8.loss_dice: 0.6966, loss: 14.8774, grad_norm: 66.0810 +2023-11-07 07:00:00,753 - mmseg - INFO - Iter [127400/160000] lr: 2.038e-05, eta: 4:17:56, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1832, decode.loss_mask: 0.4588, decode.loss_dice: 0.6724, decode.d0.loss_cls: 1.1826, decode.d0.loss_mask: 0.4976, decode.d0.loss_dice: 0.7446, decode.d1.loss_cls: 0.2603, decode.d1.loss_mask: 0.4737, decode.d1.loss_dice: 0.7100, decode.d2.loss_cls: 0.2231, decode.d2.loss_mask: 0.4653, decode.d2.loss_dice: 0.6949, decode.d3.loss_cls: 0.2051, decode.d3.loss_mask: 0.4626, decode.d3.loss_dice: 0.6786, decode.d4.loss_cls: 0.1961, decode.d4.loss_mask: 0.4620, decode.d4.loss_dice: 0.6803, decode.d5.loss_cls: 0.1865, decode.d5.loss_mask: 0.4626, decode.d5.loss_dice: 0.6780, decode.d6.loss_cls: 0.1827, decode.d6.loss_mask: 0.4608, decode.d6.loss_dice: 0.6774, decode.d7.loss_cls: 0.1800, decode.d7.loss_mask: 0.4599, decode.d7.loss_dice: 0.6776, decode.d8.loss_cls: 0.1808, decode.d8.loss_mask: 0.4591, decode.d8.loss_dice: 0.6773, loss: 14.5342, grad_norm: 62.5194 +2023-11-07 07:00:23,669 - mmseg - INFO - Iter [127450/160000] lr: 2.034e-05, eta: 4:17:32, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1794, decode.loss_mask: 0.4590, decode.loss_dice: 0.6873, decode.d0.loss_cls: 1.1664, decode.d0.loss_mask: 0.4997, decode.d0.loss_dice: 0.7644, decode.d1.loss_cls: 0.2654, decode.d1.loss_mask: 0.4738, decode.d1.loss_dice: 0.7236, decode.d2.loss_cls: 0.2217, decode.d2.loss_mask: 0.4647, decode.d2.loss_dice: 0.7063, decode.d3.loss_cls: 0.2065, decode.d3.loss_mask: 0.4595, decode.d3.loss_dice: 0.6880, decode.d4.loss_cls: 0.1961, decode.d4.loss_mask: 0.4593, decode.d4.loss_dice: 0.6882, decode.d5.loss_cls: 0.1924, decode.d5.loss_mask: 0.4585, decode.d5.loss_dice: 0.6889, decode.d6.loss_cls: 0.1838, decode.d6.loss_mask: 0.4593, decode.d6.loss_dice: 0.6885, decode.d7.loss_cls: 0.1828, decode.d7.loss_mask: 0.4590, decode.d7.loss_dice: 0.6869, decode.d8.loss_cls: 0.1845, decode.d8.loss_mask: 0.4604, decode.d8.loss_dice: 0.6900, loss: 14.6445, grad_norm: 65.6230 +2023-11-07 07:00:46,601 - mmseg - INFO - Iter [127500/160000] lr: 2.031e-05, eta: 4:17:08, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1845, decode.loss_mask: 0.4558, decode.loss_dice: 0.6939, decode.d0.loss_cls: 1.2162, decode.d0.loss_mask: 0.4975, decode.d0.loss_dice: 0.7677, decode.d1.loss_cls: 0.2785, decode.d1.loss_mask: 0.4745, decode.d1.loss_dice: 0.7330, decode.d2.loss_cls: 0.2355, decode.d2.loss_mask: 0.4681, decode.d2.loss_dice: 0.7151, decode.d3.loss_cls: 0.2168, decode.d3.loss_mask: 0.4596, decode.d3.loss_dice: 0.7014, decode.d4.loss_cls: 0.2068, decode.d4.loss_mask: 0.4593, decode.d4.loss_dice: 0.6993, decode.d5.loss_cls: 0.1967, decode.d5.loss_mask: 0.4595, decode.d5.loss_dice: 0.6959, decode.d6.loss_cls: 0.1886, decode.d6.loss_mask: 0.4586, decode.d6.loss_dice: 0.6978, decode.d7.loss_cls: 0.1901, decode.d7.loss_mask: 0.4579, decode.d7.loss_dice: 0.6952, decode.d8.loss_cls: 0.1839, decode.d8.loss_mask: 0.4572, decode.d8.loss_dice: 0.6956, loss: 14.8405, grad_norm: 62.7341 +2023-11-07 07:01:09,394 - mmseg - INFO - Iter [127550/160000] lr: 2.028e-05, eta: 4:16:44, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2032, decode.loss_mask: 0.4510, decode.loss_dice: 0.7023, decode.d0.loss_cls: 1.1916, decode.d0.loss_mask: 0.4882, decode.d0.loss_dice: 0.7763, decode.d1.loss_cls: 0.2965, decode.d1.loss_mask: 0.4673, decode.d1.loss_dice: 0.7436, decode.d2.loss_cls: 0.2429, decode.d2.loss_mask: 0.4601, decode.d2.loss_dice: 0.7216, decode.d3.loss_cls: 0.2264, decode.d3.loss_mask: 0.4572, decode.d3.loss_dice: 0.7048, decode.d4.loss_cls: 0.2185, decode.d4.loss_mask: 0.4548, decode.d4.loss_dice: 0.7044, decode.d5.loss_cls: 0.2099, decode.d5.loss_mask: 0.4538, decode.d5.loss_dice: 0.7034, decode.d6.loss_cls: 0.2096, decode.d6.loss_mask: 0.4520, decode.d6.loss_dice: 0.7020, decode.d7.loss_cls: 0.2042, decode.d7.loss_mask: 0.4520, decode.d7.loss_dice: 0.7040, decode.d8.loss_cls: 0.2057, decode.d8.loss_mask: 0.4509, decode.d8.loss_dice: 0.7022, loss: 14.9606, grad_norm: 60.7224 +2023-11-07 07:01:34,460 - mmseg - INFO - Iter [127600/160000] lr: 2.025e-05, eta: 4:16:20, time: 0.501, data_time: 0.057, memory: 39436, decode.loss_cls: 0.1930, decode.loss_mask: 0.4629, decode.loss_dice: 0.6839, decode.d0.loss_cls: 1.1730, decode.d0.loss_mask: 0.5094, decode.d0.loss_dice: 0.7628, decode.d1.loss_cls: 0.2708, decode.d1.loss_mask: 0.4786, decode.d1.loss_dice: 0.7284, decode.d2.loss_cls: 0.2291, decode.d2.loss_mask: 0.4699, decode.d2.loss_dice: 0.7039, decode.d3.loss_cls: 0.2131, decode.d3.loss_mask: 0.4670, decode.d3.loss_dice: 0.6898, decode.d4.loss_cls: 0.2020, decode.d4.loss_mask: 0.4651, decode.d4.loss_dice: 0.6871, decode.d5.loss_cls: 0.1959, decode.d5.loss_mask: 0.4654, decode.d5.loss_dice: 0.6873, decode.d6.loss_cls: 0.1975, decode.d6.loss_mask: 0.4633, decode.d6.loss_dice: 0.6846, decode.d7.loss_cls: 0.1954, decode.d7.loss_mask: 0.4621, decode.d7.loss_dice: 0.6832, decode.d8.loss_cls: 0.1899, decode.d8.loss_mask: 0.4625, decode.d8.loss_dice: 0.6844, loss: 14.7612, grad_norm: 62.8275 +2023-11-07 07:01:57,477 - mmseg - INFO - Iter [127650/160000] lr: 2.022e-05, eta: 4:15:57, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1976, decode.loss_mask: 0.4509, decode.loss_dice: 0.6926, decode.d0.loss_cls: 1.2042, decode.d0.loss_mask: 0.4920, decode.d0.loss_dice: 0.7775, decode.d1.loss_cls: 0.2832, decode.d1.loss_mask: 0.4682, decode.d1.loss_dice: 0.7364, decode.d2.loss_cls: 0.2482, decode.d2.loss_mask: 0.4572, decode.d2.loss_dice: 0.7142, decode.d3.loss_cls: 0.2228, decode.d3.loss_mask: 0.4536, decode.d3.loss_dice: 0.7001, decode.d4.loss_cls: 0.2116, decode.d4.loss_mask: 0.4522, decode.d4.loss_dice: 0.6981, decode.d5.loss_cls: 0.2067, decode.d5.loss_mask: 0.4514, decode.d5.loss_dice: 0.7018, decode.d6.loss_cls: 0.2085, decode.d6.loss_mask: 0.4511, decode.d6.loss_dice: 0.7007, decode.d7.loss_cls: 0.1983, decode.d7.loss_mask: 0.4506, decode.d7.loss_dice: 0.6976, decode.d8.loss_cls: 0.1954, decode.d8.loss_mask: 0.4515, decode.d8.loss_dice: 0.6982, loss: 14.8727, grad_norm: 62.9072 +2023-11-07 07:02:20,452 - mmseg - INFO - Iter [127700/160000] lr: 2.019e-05, eta: 4:15:33, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1796, decode.loss_mask: 0.4447, decode.loss_dice: 0.6705, decode.d0.loss_cls: 1.2001, decode.d0.loss_mask: 0.4817, decode.d0.loss_dice: 0.7506, decode.d1.loss_cls: 0.2645, decode.d1.loss_mask: 0.4640, decode.d1.loss_dice: 0.7100, decode.d2.loss_cls: 0.2346, decode.d2.loss_mask: 0.4536, decode.d2.loss_dice: 0.6902, decode.d3.loss_cls: 0.2119, decode.d3.loss_mask: 0.4493, decode.d3.loss_dice: 0.6761, decode.d4.loss_cls: 0.2022, decode.d4.loss_mask: 0.4476, decode.d4.loss_dice: 0.6768, decode.d5.loss_cls: 0.1965, decode.d5.loss_mask: 0.4482, decode.d5.loss_dice: 0.6720, decode.d6.loss_cls: 0.1901, decode.d6.loss_mask: 0.4456, decode.d6.loss_dice: 0.6667, decode.d7.loss_cls: 0.1845, decode.d7.loss_mask: 0.4457, decode.d7.loss_dice: 0.6678, decode.d8.loss_cls: 0.1841, decode.d8.loss_mask: 0.4458, decode.d8.loss_dice: 0.6709, loss: 14.4261, grad_norm: 58.1941 +2023-11-07 07:02:46,542 - mmseg - INFO - Iter [127750/160000] lr: 2.016e-05, eta: 4:15:09, time: 0.522, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1705, decode.loss_mask: 0.4531, decode.loss_dice: 0.6599, decode.d0.loss_cls: 1.1508, decode.d0.loss_mask: 0.4940, decode.d0.loss_dice: 0.7321, decode.d1.loss_cls: 0.2600, decode.d1.loss_mask: 0.4722, decode.d1.loss_dice: 0.6965, decode.d2.loss_cls: 0.2175, decode.d2.loss_mask: 0.4583, decode.d2.loss_dice: 0.6837, decode.d3.loss_cls: 0.2011, decode.d3.loss_mask: 0.4539, decode.d3.loss_dice: 0.6646, decode.d4.loss_cls: 0.1897, decode.d4.loss_mask: 0.4539, decode.d4.loss_dice: 0.6656, decode.d5.loss_cls: 0.1875, decode.d5.loss_mask: 0.4544, decode.d5.loss_dice: 0.6637, decode.d6.loss_cls: 0.1832, decode.d6.loss_mask: 0.4549, decode.d6.loss_dice: 0.6619, decode.d7.loss_cls: 0.1763, decode.d7.loss_mask: 0.4513, decode.d7.loss_dice: 0.6594, decode.d8.loss_cls: 0.1742, decode.d8.loss_mask: 0.4520, decode.d8.loss_dice: 0.6620, loss: 14.2581, grad_norm: 63.4335 +2023-11-07 07:03:15,730 - mmseg - INFO - Iter [127800/160000] lr: 2.013e-05, eta: 4:14:47, time: 0.584, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1807, decode.loss_mask: 0.4423, decode.loss_dice: 0.6765, decode.d0.loss_cls: 1.1677, decode.d0.loss_mask: 0.4788, decode.d0.loss_dice: 0.7451, decode.d1.loss_cls: 0.2653, decode.d1.loss_mask: 0.4564, decode.d1.loss_dice: 0.7168, decode.d2.loss_cls: 0.2231, decode.d2.loss_mask: 0.4494, decode.d2.loss_dice: 0.7013, decode.d3.loss_cls: 0.2045, decode.d3.loss_mask: 0.4461, decode.d3.loss_dice: 0.6868, decode.d4.loss_cls: 0.1940, decode.d4.loss_mask: 0.4447, decode.d4.loss_dice: 0.6827, decode.d5.loss_cls: 0.1925, decode.d5.loss_mask: 0.4424, decode.d5.loss_dice: 0.6795, decode.d6.loss_cls: 0.1888, decode.d6.loss_mask: 0.4421, decode.d6.loss_dice: 0.6773, decode.d7.loss_cls: 0.1809, decode.d7.loss_mask: 0.4420, decode.d7.loss_dice: 0.6782, decode.d8.loss_cls: 0.1824, decode.d8.loss_mask: 0.4412, decode.d8.loss_dice: 0.6755, loss: 14.3851, grad_norm: 66.8913 +2023-11-07 07:03:40,730 - mmseg - INFO - Iter [127850/160000] lr: 2.009e-05, eta: 4:14:24, time: 0.500, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1929, decode.loss_mask: 0.4506, decode.loss_dice: 0.6831, decode.d0.loss_cls: 1.1840, decode.d0.loss_mask: 0.4846, decode.d0.loss_dice: 0.7541, decode.d1.loss_cls: 0.2820, decode.d1.loss_mask: 0.4656, decode.d1.loss_dice: 0.7191, decode.d2.loss_cls: 0.2307, decode.d2.loss_mask: 0.4578, decode.d2.loss_dice: 0.6958, decode.d3.loss_cls: 0.2141, decode.d3.loss_mask: 0.4540, decode.d3.loss_dice: 0.6861, decode.d4.loss_cls: 0.2042, decode.d4.loss_mask: 0.4529, decode.d4.loss_dice: 0.6788, decode.d5.loss_cls: 0.2017, decode.d5.loss_mask: 0.4523, decode.d5.loss_dice: 0.6792, decode.d6.loss_cls: 0.1966, decode.d6.loss_mask: 0.4516, decode.d6.loss_dice: 0.6779, decode.d7.loss_cls: 0.1948, decode.d7.loss_mask: 0.4511, decode.d7.loss_dice: 0.6791, decode.d8.loss_cls: 0.1928, decode.d8.loss_mask: 0.4513, decode.d8.loss_dice: 0.6797, loss: 14.5986, grad_norm: 72.3426 +2023-11-07 07:04:06,458 - mmseg - INFO - Iter [127900/160000] lr: 2.006e-05, eta: 4:14:00, time: 0.515, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1958, decode.loss_mask: 0.4490, decode.loss_dice: 0.6942, decode.d0.loss_cls: 1.1562, decode.d0.loss_mask: 0.4887, decode.d0.loss_dice: 0.7683, decode.d1.loss_cls: 0.2871, decode.d1.loss_mask: 0.4652, decode.d1.loss_dice: 0.7318, decode.d2.loss_cls: 0.2419, decode.d2.loss_mask: 0.4565, decode.d2.loss_dice: 0.7159, decode.d3.loss_cls: 0.2217, decode.d3.loss_mask: 0.4545, decode.d3.loss_dice: 0.6972, decode.d4.loss_cls: 0.2143, decode.d4.loss_mask: 0.4523, decode.d4.loss_dice: 0.6999, decode.d5.loss_cls: 0.2008, decode.d5.loss_mask: 0.4529, decode.d5.loss_dice: 0.7018, decode.d6.loss_cls: 0.2046, decode.d6.loss_mask: 0.4508, decode.d6.loss_dice: 0.6962, decode.d7.loss_cls: 0.1979, decode.d7.loss_mask: 0.4508, decode.d7.loss_dice: 0.6941, decode.d8.loss_cls: 0.1946, decode.d8.loss_mask: 0.4486, decode.d8.loss_dice: 0.6932, loss: 14.7769, grad_norm: 69.2090 +2023-11-07 07:04:29,348 - mmseg - INFO - Iter [127950/160000] lr: 2.003e-05, eta: 4:13:37, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1828, decode.loss_mask: 0.4704, decode.loss_dice: 0.7028, decode.d0.loss_cls: 1.1771, decode.d0.loss_mask: 0.5086, decode.d0.loss_dice: 0.7708, decode.d1.loss_cls: 0.2639, decode.d1.loss_mask: 0.4859, decode.d1.loss_dice: 0.7408, decode.d2.loss_cls: 0.2238, decode.d2.loss_mask: 0.4775, decode.d2.loss_dice: 0.7234, decode.d3.loss_cls: 0.2072, decode.d3.loss_mask: 0.4729, decode.d3.loss_dice: 0.7055, decode.d4.loss_cls: 0.1990, decode.d4.loss_mask: 0.4717, decode.d4.loss_dice: 0.7055, decode.d5.loss_cls: 0.1930, decode.d5.loss_mask: 0.4717, decode.d5.loss_dice: 0.7007, decode.d6.loss_cls: 0.1905, decode.d6.loss_mask: 0.4713, decode.d6.loss_dice: 0.7008, decode.d7.loss_cls: 0.1860, decode.d7.loss_mask: 0.4701, decode.d7.loss_dice: 0.7028, decode.d8.loss_cls: 0.1856, decode.d8.loss_mask: 0.4700, decode.d8.loss_dice: 0.7015, loss: 14.9336, grad_norm: 62.6670 +2023-11-07 07:04:55,909 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 07:04:55,909 - mmseg - INFO - Iter [128000/160000] lr: 2.000e-05, eta: 4:13:13, time: 0.531, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1665, decode.loss_mask: 0.4626, decode.loss_dice: 0.6682, decode.d0.loss_cls: 1.1593, decode.d0.loss_mask: 0.4964, decode.d0.loss_dice: 0.7326, decode.d1.loss_cls: 0.2537, decode.d1.loss_mask: 0.4758, decode.d1.loss_dice: 0.7062, decode.d2.loss_cls: 0.2164, decode.d2.loss_mask: 0.4691, decode.d2.loss_dice: 0.6847, decode.d3.loss_cls: 0.1908, decode.d3.loss_mask: 0.4646, decode.d3.loss_dice: 0.6765, decode.d4.loss_cls: 0.1835, decode.d4.loss_mask: 0.4627, decode.d4.loss_dice: 0.6690, decode.d5.loss_cls: 0.1808, decode.d5.loss_mask: 0.4620, decode.d5.loss_dice: 0.6720, decode.d6.loss_cls: 0.1764, decode.d6.loss_mask: 0.4631, decode.d6.loss_dice: 0.6683, decode.d7.loss_cls: 0.1718, decode.d7.loss_mask: 0.4612, decode.d7.loss_dice: 0.6694, decode.d8.loss_cls: 0.1637, decode.d8.loss_mask: 0.4628, decode.d8.loss_dice: 0.6716, loss: 14.3617, grad_norm: 61.1134 +2023-11-07 07:05:21,307 - mmseg - INFO - Iter [128050/160000] lr: 1.997e-05, eta: 4:12:50, time: 0.508, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1785, decode.loss_mask: 0.4540, decode.loss_dice: 0.6793, decode.d0.loss_cls: 1.1584, decode.d0.loss_mask: 0.4920, decode.d0.loss_dice: 0.7428, decode.d1.loss_cls: 0.2571, decode.d1.loss_mask: 0.4720, decode.d1.loss_dice: 0.7172, decode.d2.loss_cls: 0.2229, decode.d2.loss_mask: 0.4596, decode.d2.loss_dice: 0.6961, decode.d3.loss_cls: 0.2063, decode.d3.loss_mask: 0.4550, decode.d3.loss_dice: 0.6799, decode.d4.loss_cls: 0.1958, decode.d4.loss_mask: 0.4537, decode.d4.loss_dice: 0.6793, decode.d5.loss_cls: 0.1901, decode.d5.loss_mask: 0.4538, decode.d5.loss_dice: 0.6813, decode.d6.loss_cls: 0.1867, decode.d6.loss_mask: 0.4535, decode.d6.loss_dice: 0.6743, decode.d7.loss_cls: 0.1760, decode.d7.loss_mask: 0.4539, decode.d7.loss_dice: 0.6797, decode.d8.loss_cls: 0.1817, decode.d8.loss_mask: 0.4528, decode.d8.loss_dice: 0.6764, loss: 14.4601, grad_norm: 65.8707 +2023-11-07 07:05:49,494 - mmseg - INFO - Iter [128100/160000] lr: 1.994e-05, eta: 4:12:28, time: 0.564, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1929, decode.loss_mask: 0.4543, decode.loss_dice: 0.6862, decode.d0.loss_cls: 1.1781, decode.d0.loss_mask: 0.4899, decode.d0.loss_dice: 0.7576, decode.d1.loss_cls: 0.2774, decode.d1.loss_mask: 0.4712, decode.d1.loss_dice: 0.7314, decode.d2.loss_cls: 0.2382, decode.d2.loss_mask: 0.4622, decode.d2.loss_dice: 0.7063, decode.d3.loss_cls: 0.2187, decode.d3.loss_mask: 0.4594, decode.d3.loss_dice: 0.6973, decode.d4.loss_cls: 0.2093, decode.d4.loss_mask: 0.4574, decode.d4.loss_dice: 0.6950, decode.d5.loss_cls: 0.2032, decode.d5.loss_mask: 0.4552, decode.d5.loss_dice: 0.6911, decode.d6.loss_cls: 0.1988, decode.d6.loss_mask: 0.4545, decode.d6.loss_dice: 0.6879, decode.d7.loss_cls: 0.1966, decode.d7.loss_mask: 0.4544, decode.d7.loss_dice: 0.6866, decode.d8.loss_cls: 0.1917, decode.d8.loss_mask: 0.4531, decode.d8.loss_dice: 0.6868, loss: 14.7427, grad_norm: 64.0735 +2023-11-07 07:06:16,713 - mmseg - INFO - Iter [128150/160000] lr: 1.991e-05, eta: 4:12:05, time: 0.544, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1924, decode.loss_mask: 0.4562, decode.loss_dice: 0.6765, decode.d0.loss_cls: 1.1738, decode.d0.loss_mask: 0.4947, decode.d0.loss_dice: 0.7554, decode.d1.loss_cls: 0.2755, decode.d1.loss_mask: 0.4738, decode.d1.loss_dice: 0.7188, decode.d2.loss_cls: 0.2344, decode.d2.loss_mask: 0.4676, decode.d2.loss_dice: 0.7020, decode.d3.loss_cls: 0.2154, decode.d3.loss_mask: 0.4621, decode.d3.loss_dice: 0.6820, decode.d4.loss_cls: 0.2110, decode.d4.loss_mask: 0.4572, decode.d4.loss_dice: 0.6813, decode.d5.loss_cls: 0.2062, decode.d5.loss_mask: 0.4578, decode.d5.loss_dice: 0.6784, decode.d6.loss_cls: 0.2027, decode.d6.loss_mask: 0.4546, decode.d6.loss_dice: 0.6751, decode.d7.loss_cls: 0.1949, decode.d7.loss_mask: 0.4546, decode.d7.loss_dice: 0.6801, decode.d8.loss_cls: 0.1927, decode.d8.loss_mask: 0.4534, decode.d8.loss_dice: 0.6806, loss: 14.6613, grad_norm: 75.2468 +2023-11-07 07:06:39,494 - mmseg - INFO - Iter [128200/160000] lr: 1.988e-05, eta: 4:11:41, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1889, decode.loss_mask: 0.4636, decode.loss_dice: 0.6956, decode.d0.loss_cls: 1.1537, decode.d0.loss_mask: 0.5066, decode.d0.loss_dice: 0.7710, decode.d1.loss_cls: 0.2621, decode.d1.loss_mask: 0.4885, decode.d1.loss_dice: 0.7371, decode.d2.loss_cls: 0.2227, decode.d2.loss_mask: 0.4762, decode.d2.loss_dice: 0.7146, decode.d3.loss_cls: 0.2077, decode.d3.loss_mask: 0.4718, decode.d3.loss_dice: 0.7020, decode.d4.loss_cls: 0.1993, decode.d4.loss_mask: 0.4679, decode.d4.loss_dice: 0.6971, decode.d5.loss_cls: 0.1878, decode.d5.loss_mask: 0.4664, decode.d5.loss_dice: 0.7014, decode.d6.loss_cls: 0.1880, decode.d6.loss_mask: 0.4669, decode.d6.loss_dice: 0.6966, decode.d7.loss_cls: 0.1932, decode.d7.loss_mask: 0.4649, decode.d7.loss_dice: 0.6954, decode.d8.loss_cls: 0.1842, decode.d8.loss_mask: 0.4644, decode.d8.loss_dice: 0.6955, loss: 14.8311, grad_norm: 75.6800 +2023-11-07 07:07:02,228 - mmseg - INFO - Iter [128250/160000] lr: 1.984e-05, eta: 4:11:17, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1687, decode.loss_mask: 0.4527, decode.loss_dice: 0.6826, decode.d0.loss_cls: 1.1456, decode.d0.loss_mask: 0.4921, decode.d0.loss_dice: 0.7448, decode.d1.loss_cls: 0.2480, decode.d1.loss_mask: 0.4691, decode.d1.loss_dice: 0.7180, decode.d2.loss_cls: 0.2131, decode.d2.loss_mask: 0.4609, decode.d2.loss_dice: 0.7014, decode.d3.loss_cls: 0.1960, decode.d3.loss_mask: 0.4568, decode.d3.loss_dice: 0.6850, decode.d4.loss_cls: 0.1893, decode.d4.loss_mask: 0.4558, decode.d4.loss_dice: 0.6836, decode.d5.loss_cls: 0.1833, decode.d5.loss_mask: 0.4539, decode.d5.loss_dice: 0.6847, decode.d6.loss_cls: 0.1768, decode.d6.loss_mask: 0.4534, decode.d6.loss_dice: 0.6843, decode.d7.loss_cls: 0.1759, decode.d7.loss_mask: 0.4530, decode.d7.loss_dice: 0.6815, decode.d8.loss_cls: 0.1764, decode.d8.loss_mask: 0.4524, decode.d8.loss_dice: 0.6841, loss: 14.4233, grad_norm: 68.2937 +2023-11-07 07:07:25,166 - mmseg - INFO - Iter [128300/160000] lr: 1.981e-05, eta: 4:10:53, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1815, decode.loss_mask: 0.4571, decode.loss_dice: 0.6846, decode.d0.loss_cls: 1.1821, decode.d0.loss_mask: 0.4952, decode.d0.loss_dice: 0.7575, decode.d1.loss_cls: 0.2691, decode.d1.loss_mask: 0.4751, decode.d1.loss_dice: 0.7185, decode.d2.loss_cls: 0.2206, decode.d2.loss_mask: 0.4672, decode.d2.loss_dice: 0.7045, decode.d3.loss_cls: 0.2021, decode.d3.loss_mask: 0.4625, decode.d3.loss_dice: 0.6883, decode.d4.loss_cls: 0.1970, decode.d4.loss_mask: 0.4595, decode.d4.loss_dice: 0.6856, decode.d5.loss_cls: 0.1878, decode.d5.loss_mask: 0.4611, decode.d5.loss_dice: 0.6888, decode.d6.loss_cls: 0.1885, decode.d6.loss_mask: 0.4594, decode.d6.loss_dice: 0.6878, decode.d7.loss_cls: 0.1781, decode.d7.loss_mask: 0.4591, decode.d7.loss_dice: 0.6860, decode.d8.loss_cls: 0.1810, decode.d8.loss_mask: 0.4579, decode.d8.loss_dice: 0.6863, loss: 14.6297, grad_norm: 72.9434 +2023-11-07 07:07:48,279 - mmseg - INFO - Iter [128350/160000] lr: 1.978e-05, eta: 4:10:29, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1895, decode.loss_mask: 0.4397, decode.loss_dice: 0.6774, decode.d0.loss_cls: 1.1780, decode.d0.loss_mask: 0.4760, decode.d0.loss_dice: 0.7571, decode.d1.loss_cls: 0.2714, decode.d1.loss_mask: 0.4556, decode.d1.loss_dice: 0.7134, decode.d2.loss_cls: 0.2292, decode.d2.loss_mask: 0.4480, decode.d2.loss_dice: 0.6973, decode.d3.loss_cls: 0.2217, decode.d3.loss_mask: 0.4431, decode.d3.loss_dice: 0.6775, decode.d4.loss_cls: 0.2068, decode.d4.loss_mask: 0.4420, decode.d4.loss_dice: 0.6823, decode.d5.loss_cls: 0.2026, decode.d5.loss_mask: 0.4416, decode.d5.loss_dice: 0.6808, decode.d6.loss_cls: 0.1974, decode.d6.loss_mask: 0.4409, decode.d6.loss_dice: 0.6785, decode.d7.loss_cls: 0.1941, decode.d7.loss_mask: 0.4410, decode.d7.loss_dice: 0.6784, decode.d8.loss_cls: 0.1915, decode.d8.loss_mask: 0.4409, decode.d8.loss_dice: 0.6761, loss: 14.4697, grad_norm: 69.9964 +2023-11-07 07:08:11,195 - mmseg - INFO - Iter [128400/160000] lr: 1.975e-05, eta: 4:10:05, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1820, decode.loss_mask: 0.4449, decode.loss_dice: 0.6754, decode.d0.loss_cls: 1.1679, decode.d0.loss_mask: 0.4865, decode.d0.loss_dice: 0.7520, decode.d1.loss_cls: 0.2586, decode.d1.loss_mask: 0.4643, decode.d1.loss_dice: 0.7167, decode.d2.loss_cls: 0.2240, decode.d2.loss_mask: 0.4531, decode.d2.loss_dice: 0.6978, decode.d3.loss_cls: 0.2061, decode.d3.loss_mask: 0.4490, decode.d3.loss_dice: 0.6843, decode.d4.loss_cls: 0.1941, decode.d4.loss_mask: 0.4476, decode.d4.loss_dice: 0.6857, decode.d5.loss_cls: 0.1934, decode.d5.loss_mask: 0.4468, decode.d5.loss_dice: 0.6811, decode.d6.loss_cls: 0.1886, decode.d6.loss_mask: 0.4462, decode.d6.loss_dice: 0.6754, decode.d7.loss_cls: 0.1803, decode.d7.loss_mask: 0.4449, decode.d7.loss_dice: 0.6784, decode.d8.loss_cls: 0.1826, decode.d8.loss_mask: 0.4450, decode.d8.loss_dice: 0.6750, loss: 14.4277, grad_norm: 61.4179 +2023-11-07 07:08:34,174 - mmseg - INFO - Iter [128450/160000] lr: 1.972e-05, eta: 4:09:41, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1703, decode.loss_mask: 0.4513, decode.loss_dice: 0.6776, decode.d0.loss_cls: 1.1915, decode.d0.loss_mask: 0.4848, decode.d0.loss_dice: 0.7356, decode.d1.loss_cls: 0.2499, decode.d1.loss_mask: 0.4649, decode.d1.loss_dice: 0.7064, decode.d2.loss_cls: 0.2127, decode.d2.loss_mask: 0.4561, decode.d2.loss_dice: 0.6906, decode.d3.loss_cls: 0.1984, decode.d3.loss_mask: 0.4516, decode.d3.loss_dice: 0.6761, decode.d4.loss_cls: 0.1886, decode.d4.loss_mask: 0.4522, decode.d4.loss_dice: 0.6776, decode.d5.loss_cls: 0.1811, decode.d5.loss_mask: 0.4512, decode.d5.loss_dice: 0.6757, decode.d6.loss_cls: 0.1777, decode.d6.loss_mask: 0.4519, decode.d6.loss_dice: 0.6740, decode.d7.loss_cls: 0.1768, decode.d7.loss_mask: 0.4507, decode.d7.loss_dice: 0.6759, decode.d8.loss_cls: 0.1729, decode.d8.loss_mask: 0.4516, decode.d8.loss_dice: 0.6792, loss: 14.3552, grad_norm: 63.4685 +2023-11-07 07:08:56,997 - mmseg - INFO - Iter [128500/160000] lr: 1.969e-05, eta: 4:09:17, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1823, decode.loss_mask: 0.4549, decode.loss_dice: 0.6872, decode.d0.loss_cls: 1.1695, decode.d0.loss_mask: 0.4952, decode.d0.loss_dice: 0.7601, decode.d1.loss_cls: 0.2794, decode.d1.loss_mask: 0.4737, decode.d1.loss_dice: 0.7281, decode.d2.loss_cls: 0.2334, decode.d2.loss_mask: 0.4669, decode.d2.loss_dice: 0.7073, decode.d3.loss_cls: 0.2102, decode.d3.loss_mask: 0.4614, decode.d3.loss_dice: 0.6947, decode.d4.loss_cls: 0.2016, decode.d4.loss_mask: 0.4585, decode.d4.loss_dice: 0.6894, decode.d5.loss_cls: 0.1912, decode.d5.loss_mask: 0.4584, decode.d5.loss_dice: 0.6934, decode.d6.loss_cls: 0.1882, decode.d6.loss_mask: 0.4566, decode.d6.loss_dice: 0.6932, decode.d7.loss_cls: 0.1913, decode.d7.loss_mask: 0.4550, decode.d7.loss_dice: 0.6906, decode.d8.loss_cls: 0.1837, decode.d8.loss_mask: 0.4561, decode.d8.loss_dice: 0.6884, loss: 14.6999, grad_norm: 64.5151 +2023-11-07 07:09:19,971 - mmseg - INFO - Iter [128550/160000] lr: 1.966e-05, eta: 4:08:53, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1755, decode.loss_mask: 0.4514, decode.loss_dice: 0.6862, decode.d0.loss_cls: 1.1528, decode.d0.loss_mask: 0.4908, decode.d0.loss_dice: 0.7615, decode.d1.loss_cls: 0.2545, decode.d1.loss_mask: 0.4665, decode.d1.loss_dice: 0.7253, decode.d2.loss_cls: 0.2101, decode.d2.loss_mask: 0.4592, decode.d2.loss_dice: 0.7061, decode.d3.loss_cls: 0.2016, decode.d3.loss_mask: 0.4545, decode.d3.loss_dice: 0.6896, decode.d4.loss_cls: 0.1921, decode.d4.loss_mask: 0.4550, decode.d4.loss_dice: 0.6910, decode.d5.loss_cls: 0.1846, decode.d5.loss_mask: 0.4524, decode.d5.loss_dice: 0.6889, decode.d6.loss_cls: 0.1812, decode.d6.loss_mask: 0.4522, decode.d6.loss_dice: 0.6883, decode.d7.loss_cls: 0.1755, decode.d7.loss_mask: 0.4518, decode.d7.loss_dice: 0.6895, decode.d8.loss_cls: 0.1753, decode.d8.loss_mask: 0.4517, decode.d8.loss_dice: 0.6902, loss: 14.5052, grad_norm: 60.3113 +2023-11-07 07:09:42,727 - mmseg - INFO - Iter [128600/160000] lr: 1.963e-05, eta: 4:08:29, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1982, decode.loss_mask: 0.4549, decode.loss_dice: 0.6744, decode.d0.loss_cls: 1.1713, decode.d0.loss_mask: 0.4982, decode.d0.loss_dice: 0.7491, decode.d1.loss_cls: 0.2858, decode.d1.loss_mask: 0.4719, decode.d1.loss_dice: 0.7146, decode.d2.loss_cls: 0.2424, decode.d2.loss_mask: 0.4638, decode.d2.loss_dice: 0.6970, decode.d3.loss_cls: 0.2286, decode.d3.loss_mask: 0.4572, decode.d3.loss_dice: 0.6815, decode.d4.loss_cls: 0.2171, decode.d4.loss_mask: 0.4574, decode.d4.loss_dice: 0.6843, decode.d5.loss_cls: 0.2164, decode.d5.loss_mask: 0.4568, decode.d5.loss_dice: 0.6804, decode.d6.loss_cls: 0.2093, decode.d6.loss_mask: 0.4556, decode.d6.loss_dice: 0.6780, decode.d7.loss_cls: 0.2045, decode.d7.loss_mask: 0.4562, decode.d7.loss_dice: 0.6814, decode.d8.loss_cls: 0.1992, decode.d8.loss_mask: 0.4563, decode.d8.loss_dice: 0.6782, loss: 14.7200, grad_norm: 67.0471 +2023-11-07 07:10:05,885 - mmseg - INFO - Iter [128650/160000] lr: 1.959e-05, eta: 4:08:05, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1849, decode.loss_mask: 0.4660, decode.loss_dice: 0.6932, decode.d0.loss_cls: 1.1469, decode.d0.loss_mask: 0.5053, decode.d0.loss_dice: 0.7612, decode.d1.loss_cls: 0.2749, decode.d1.loss_mask: 0.4811, decode.d1.loss_dice: 0.7370, decode.d2.loss_cls: 0.2278, decode.d2.loss_mask: 0.4720, decode.d2.loss_dice: 0.7122, decode.d3.loss_cls: 0.2096, decode.d3.loss_mask: 0.4699, decode.d3.loss_dice: 0.7002, decode.d4.loss_cls: 0.1968, decode.d4.loss_mask: 0.4684, decode.d4.loss_dice: 0.6993, decode.d5.loss_cls: 0.1926, decode.d5.loss_mask: 0.4671, decode.d5.loss_dice: 0.6994, decode.d6.loss_cls: 0.1888, decode.d6.loss_mask: 0.4671, decode.d6.loss_dice: 0.6937, decode.d7.loss_cls: 0.1878, decode.d7.loss_mask: 0.4663, decode.d7.loss_dice: 0.6974, decode.d8.loss_cls: 0.1833, decode.d8.loss_mask: 0.4654, decode.d8.loss_dice: 0.6925, loss: 14.8081, grad_norm: 63.4331 +2023-11-07 07:10:29,223 - mmseg - INFO - Iter [128700/160000] lr: 1.956e-05, eta: 4:07:41, time: 0.467, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2018, decode.loss_mask: 0.4607, decode.loss_dice: 0.6911, decode.d0.loss_cls: 1.2012, decode.d0.loss_mask: 0.5036, decode.d0.loss_dice: 0.7657, decode.d1.loss_cls: 0.2787, decode.d1.loss_mask: 0.4831, decode.d1.loss_dice: 0.7325, decode.d2.loss_cls: 0.2423, decode.d2.loss_mask: 0.4724, decode.d2.loss_dice: 0.7167, decode.d3.loss_cls: 0.2230, decode.d3.loss_mask: 0.4681, decode.d3.loss_dice: 0.6990, decode.d4.loss_cls: 0.2135, decode.d4.loss_mask: 0.4668, decode.d4.loss_dice: 0.6970, decode.d5.loss_cls: 0.2067, decode.d5.loss_mask: 0.4658, decode.d5.loss_dice: 0.6952, decode.d6.loss_cls: 0.2064, decode.d6.loss_mask: 0.4624, decode.d6.loss_dice: 0.6910, decode.d7.loss_cls: 0.2023, decode.d7.loss_mask: 0.4623, decode.d7.loss_dice: 0.6964, decode.d8.loss_cls: 0.1969, decode.d8.loss_mask: 0.4626, decode.d8.loss_dice: 0.6929, loss: 14.9581, grad_norm: 67.3713 +2023-11-07 07:10:52,082 - mmseg - INFO - Iter [128750/160000] lr: 1.953e-05, eta: 4:07:17, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1779, decode.loss_mask: 0.4578, decode.loss_dice: 0.6758, decode.d0.loss_cls: 1.1764, decode.d0.loss_mask: 0.4961, decode.d0.loss_dice: 0.7528, decode.d1.loss_cls: 0.2587, decode.d1.loss_mask: 0.4701, decode.d1.loss_dice: 0.7248, decode.d2.loss_cls: 0.2109, decode.d2.loss_mask: 0.4626, decode.d2.loss_dice: 0.7023, decode.d3.loss_cls: 0.1969, decode.d3.loss_mask: 0.4589, decode.d3.loss_dice: 0.6872, decode.d4.loss_cls: 0.1928, decode.d4.loss_mask: 0.4575, decode.d4.loss_dice: 0.6851, decode.d5.loss_cls: 0.1861, decode.d5.loss_mask: 0.4565, decode.d5.loss_dice: 0.6850, decode.d6.loss_cls: 0.1800, decode.d6.loss_mask: 0.4563, decode.d6.loss_dice: 0.6816, decode.d7.loss_cls: 0.1782, decode.d7.loss_mask: 0.4570, decode.d7.loss_dice: 0.6805, decode.d8.loss_cls: 0.1792, decode.d8.loss_mask: 0.4567, decode.d8.loss_dice: 0.6800, loss: 14.5219, grad_norm: 66.4429 +2023-11-07 07:11:15,064 - mmseg - INFO - Iter [128800/160000] lr: 1.950e-05, eta: 4:06:53, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1864, decode.loss_mask: 0.4655, decode.loss_dice: 0.6923, decode.d0.loss_cls: 1.1714, decode.d0.loss_mask: 0.5054, decode.d0.loss_dice: 0.7641, decode.d1.loss_cls: 0.2728, decode.d1.loss_mask: 0.4826, decode.d1.loss_dice: 0.7282, decode.d2.loss_cls: 0.2294, decode.d2.loss_mask: 0.4737, decode.d2.loss_dice: 0.7143, decode.d3.loss_cls: 0.2088, decode.d3.loss_mask: 0.4703, decode.d3.loss_dice: 0.6994, decode.d4.loss_cls: 0.1990, decode.d4.loss_mask: 0.4683, decode.d4.loss_dice: 0.6993, decode.d5.loss_cls: 0.1957, decode.d5.loss_mask: 0.4700, decode.d5.loss_dice: 0.6979, decode.d6.loss_cls: 0.1913, decode.d6.loss_mask: 0.4675, decode.d6.loss_dice: 0.6909, decode.d7.loss_cls: 0.1940, decode.d7.loss_mask: 0.4664, decode.d7.loss_dice: 0.6955, decode.d8.loss_cls: 0.1881, decode.d8.loss_mask: 0.4649, decode.d8.loss_dice: 0.6914, loss: 14.8450, grad_norm: 67.9078 +2023-11-07 07:11:40,222 - mmseg - INFO - Iter [128850/160000] lr: 1.947e-05, eta: 4:06:30, time: 0.503, data_time: 0.059, memory: 39436, decode.loss_cls: 0.1771, decode.loss_mask: 0.4483, decode.loss_dice: 0.6683, decode.d0.loss_cls: 1.1610, decode.d0.loss_mask: 0.4848, decode.d0.loss_dice: 0.7413, decode.d1.loss_cls: 0.2530, decode.d1.loss_mask: 0.4651, decode.d1.loss_dice: 0.7095, decode.d2.loss_cls: 0.2173, decode.d2.loss_mask: 0.4575, decode.d2.loss_dice: 0.6866, decode.d3.loss_cls: 0.2059, decode.d3.loss_mask: 0.4531, decode.d3.loss_dice: 0.6725, decode.d4.loss_cls: 0.1944, decode.d4.loss_mask: 0.4509, decode.d4.loss_dice: 0.6690, decode.d5.loss_cls: 0.1854, decode.d5.loss_mask: 0.4506, decode.d5.loss_dice: 0.6701, decode.d6.loss_cls: 0.1823, decode.d6.loss_mask: 0.4514, decode.d6.loss_dice: 0.6666, decode.d7.loss_cls: 0.1801, decode.d7.loss_mask: 0.4488, decode.d7.loss_dice: 0.6672, decode.d8.loss_cls: 0.1773, decode.d8.loss_mask: 0.4491, decode.d8.loss_dice: 0.6718, loss: 14.3163, grad_norm: 62.8088 +2023-11-07 07:12:03,199 - mmseg - INFO - Iter [128900/160000] lr: 1.944e-05, eta: 4:06:06, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1906, decode.loss_mask: 0.4548, decode.loss_dice: 0.6918, decode.d0.loss_cls: 1.1665, decode.d0.loss_mask: 0.4941, decode.d0.loss_dice: 0.7727, decode.d1.loss_cls: 0.2737, decode.d1.loss_mask: 0.4713, decode.d1.loss_dice: 0.7317, decode.d2.loss_cls: 0.2378, decode.d2.loss_mask: 0.4615, decode.d2.loss_dice: 0.7108, decode.d3.loss_cls: 0.2186, decode.d3.loss_mask: 0.4575, decode.d3.loss_dice: 0.6981, decode.d4.loss_cls: 0.2086, decode.d4.loss_mask: 0.4577, decode.d4.loss_dice: 0.6960, decode.d5.loss_cls: 0.1989, decode.d5.loss_mask: 0.4581, decode.d5.loss_dice: 0.6932, decode.d6.loss_cls: 0.1965, decode.d6.loss_mask: 0.4573, decode.d6.loss_dice: 0.6934, decode.d7.loss_cls: 0.1954, decode.d7.loss_mask: 0.4564, decode.d7.loss_dice: 0.6918, decode.d8.loss_cls: 0.1988, decode.d8.loss_mask: 0.4546, decode.d8.loss_dice: 0.6941, loss: 14.7824, grad_norm: 62.6023 +2023-11-07 07:12:26,138 - mmseg - INFO - Iter [128950/160000] lr: 1.941e-05, eta: 4:05:42, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1753, decode.loss_mask: 0.4435, decode.loss_dice: 0.6626, decode.d0.loss_cls: 1.1659, decode.d0.loss_mask: 0.4860, decode.d0.loss_dice: 0.7371, decode.d1.loss_cls: 0.2573, decode.d1.loss_mask: 0.4589, decode.d1.loss_dice: 0.6989, decode.d2.loss_cls: 0.2212, decode.d2.loss_mask: 0.4518, decode.d2.loss_dice: 0.6796, decode.d3.loss_cls: 0.2037, decode.d3.loss_mask: 0.4477, decode.d3.loss_dice: 0.6660, decode.d4.loss_cls: 0.1886, decode.d4.loss_mask: 0.4484, decode.d4.loss_dice: 0.6691, decode.d5.loss_cls: 0.1827, decode.d5.loss_mask: 0.4480, decode.d5.loss_dice: 0.6711, decode.d6.loss_cls: 0.1795, decode.d6.loss_mask: 0.4471, decode.d6.loss_dice: 0.6653, decode.d7.loss_cls: 0.1758, decode.d7.loss_mask: 0.4458, decode.d7.loss_dice: 0.6662, decode.d8.loss_cls: 0.1732, decode.d8.loss_mask: 0.4447, decode.d8.loss_dice: 0.6648, loss: 14.2257, grad_norm: 61.8391 +2023-11-07 07:12:48,953 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 07:12:48,954 - mmseg - INFO - Iter [129000/160000] lr: 1.938e-05, eta: 4:05:18, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1819, decode.loss_mask: 0.4355, decode.loss_dice: 0.6649, decode.d0.loss_cls: 1.1704, decode.d0.loss_mask: 0.4695, decode.d0.loss_dice: 0.7368, decode.d1.loss_cls: 0.2608, decode.d1.loss_mask: 0.4498, decode.d1.loss_dice: 0.7068, decode.d2.loss_cls: 0.2225, decode.d2.loss_mask: 0.4432, decode.d2.loss_dice: 0.6900, decode.d3.loss_cls: 0.2065, decode.d3.loss_mask: 0.4401, decode.d3.loss_dice: 0.6688, decode.d4.loss_cls: 0.1935, decode.d4.loss_mask: 0.4396, decode.d4.loss_dice: 0.6746, decode.d5.loss_cls: 0.1905, decode.d5.loss_mask: 0.4359, decode.d5.loss_dice: 0.6726, decode.d6.loss_cls: 0.1886, decode.d6.loss_mask: 0.4350, decode.d6.loss_dice: 0.6656, decode.d7.loss_cls: 0.1811, decode.d7.loss_mask: 0.4356, decode.d7.loss_dice: 0.6685, decode.d8.loss_cls: 0.1779, decode.d8.loss_mask: 0.4356, decode.d8.loss_dice: 0.6690, loss: 14.2111, grad_norm: 62.4666 +2023-11-07 07:13:11,687 - mmseg - INFO - Iter [129050/160000] lr: 1.934e-05, eta: 4:04:54, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1889, decode.loss_mask: 0.4791, decode.loss_dice: 0.7014, decode.d0.loss_cls: 1.1578, decode.d0.loss_mask: 0.5191, decode.d0.loss_dice: 0.7825, decode.d1.loss_cls: 0.2703, decode.d1.loss_mask: 0.4955, decode.d1.loss_dice: 0.7421, decode.d2.loss_cls: 0.2291, decode.d2.loss_mask: 0.4872, decode.d2.loss_dice: 0.7187, decode.d3.loss_cls: 0.2109, decode.d3.loss_mask: 0.4839, decode.d3.loss_dice: 0.7081, decode.d4.loss_cls: 0.2035, decode.d4.loss_mask: 0.4822, decode.d4.loss_dice: 0.7085, decode.d5.loss_cls: 0.1951, decode.d5.loss_mask: 0.4814, decode.d5.loss_dice: 0.7102, decode.d6.loss_cls: 0.1973, decode.d6.loss_mask: 0.4812, decode.d6.loss_dice: 0.7033, decode.d7.loss_cls: 0.1921, decode.d7.loss_mask: 0.4801, decode.d7.loss_dice: 0.7019, decode.d8.loss_cls: 0.1897, decode.d8.loss_mask: 0.4796, decode.d8.loss_dice: 0.7011, loss: 15.0821, grad_norm: 69.8295 +2023-11-07 07:13:34,584 - mmseg - INFO - Iter [129100/160000] lr: 1.931e-05, eta: 4:04:30, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1855, decode.loss_mask: 0.4378, decode.loss_dice: 0.6837, decode.d0.loss_cls: 1.1807, decode.d0.loss_mask: 0.4736, decode.d0.loss_dice: 0.7584, decode.d1.loss_cls: 0.2679, decode.d1.loss_mask: 0.4520, decode.d1.loss_dice: 0.7162, decode.d2.loss_cls: 0.2296, decode.d2.loss_mask: 0.4450, decode.d2.loss_dice: 0.6986, decode.d3.loss_cls: 0.2182, decode.d3.loss_mask: 0.4400, decode.d3.loss_dice: 0.6856, decode.d4.loss_cls: 0.2033, decode.d4.loss_mask: 0.4385, decode.d4.loss_dice: 0.6835, decode.d5.loss_cls: 0.1993, decode.d5.loss_mask: 0.4368, decode.d5.loss_dice: 0.6817, decode.d6.loss_cls: 0.1981, decode.d6.loss_mask: 0.4365, decode.d6.loss_dice: 0.6764, decode.d7.loss_cls: 0.1905, decode.d7.loss_mask: 0.4365, decode.d7.loss_dice: 0.6770, decode.d8.loss_cls: 0.1872, decode.d8.loss_mask: 0.4352, decode.d8.loss_dice: 0.6778, loss: 14.4313, grad_norm: 60.2103 +2023-11-07 07:13:57,439 - mmseg - INFO - Iter [129150/160000] lr: 1.928e-05, eta: 4:04:06, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1762, decode.loss_mask: 0.4625, decode.loss_dice: 0.6816, decode.d0.loss_cls: 1.1420, decode.d0.loss_mask: 0.5013, decode.d0.loss_dice: 0.7552, decode.d1.loss_cls: 0.2650, decode.d1.loss_mask: 0.4809, decode.d1.loss_dice: 0.7226, decode.d2.loss_cls: 0.2219, decode.d2.loss_mask: 0.4688, decode.d2.loss_dice: 0.7038, decode.d3.loss_cls: 0.2106, decode.d3.loss_mask: 0.4659, decode.d3.loss_dice: 0.6853, decode.d4.loss_cls: 0.2003, decode.d4.loss_mask: 0.4643, decode.d4.loss_dice: 0.6858, decode.d5.loss_cls: 0.1918, decode.d5.loss_mask: 0.4657, decode.d5.loss_dice: 0.6855, decode.d6.loss_cls: 0.1869, decode.d6.loss_mask: 0.4648, decode.d6.loss_dice: 0.6831, decode.d7.loss_cls: 0.1842, decode.d7.loss_mask: 0.4637, decode.d7.loss_dice: 0.6802, decode.d8.loss_cls: 0.1795, decode.d8.loss_mask: 0.4639, decode.d8.loss_dice: 0.6785, loss: 14.6219, grad_norm: 69.6655 +2023-11-07 07:14:20,264 - mmseg - INFO - Iter [129200/160000] lr: 1.925e-05, eta: 4:03:42, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1765, decode.loss_mask: 0.4406, decode.loss_dice: 0.6667, decode.d0.loss_cls: 1.1732, decode.d0.loss_mask: 0.4779, decode.d0.loss_dice: 0.7416, decode.d1.loss_cls: 0.2565, decode.d1.loss_mask: 0.4557, decode.d1.loss_dice: 0.7108, decode.d2.loss_cls: 0.2157, decode.d2.loss_mask: 0.4519, decode.d2.loss_dice: 0.6890, decode.d3.loss_cls: 0.2032, decode.d3.loss_mask: 0.4438, decode.d3.loss_dice: 0.6697, decode.d4.loss_cls: 0.1918, decode.d4.loss_mask: 0.4430, decode.d4.loss_dice: 0.6689, decode.d5.loss_cls: 0.1847, decode.d5.loss_mask: 0.4423, decode.d5.loss_dice: 0.6693, decode.d6.loss_cls: 0.1814, decode.d6.loss_mask: 0.4409, decode.d6.loss_dice: 0.6675, decode.d7.loss_cls: 0.1791, decode.d7.loss_mask: 0.4423, decode.d7.loss_dice: 0.6688, decode.d8.loss_cls: 0.1773, decode.d8.loss_mask: 0.4415, decode.d8.loss_dice: 0.6675, loss: 14.2391, grad_norm: 61.5866 +2023-11-07 07:14:43,368 - mmseg - INFO - Iter [129250/160000] lr: 1.922e-05, eta: 4:03:19, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1893, decode.loss_mask: 0.4303, decode.loss_dice: 0.6879, decode.d0.loss_cls: 1.2213, decode.d0.loss_mask: 0.4710, decode.d0.loss_dice: 0.7688, decode.d1.loss_cls: 0.2736, decode.d1.loss_mask: 0.4488, decode.d1.loss_dice: 0.7278, decode.d2.loss_cls: 0.2416, decode.d2.loss_mask: 0.4394, decode.d2.loss_dice: 0.7081, decode.d3.loss_cls: 0.2136, decode.d3.loss_mask: 0.4357, decode.d3.loss_dice: 0.6971, decode.d4.loss_cls: 0.2041, decode.d4.loss_mask: 0.4343, decode.d4.loss_dice: 0.6929, decode.d5.loss_cls: 0.2009, decode.d5.loss_mask: 0.4327, decode.d5.loss_dice: 0.6928, decode.d6.loss_cls: 0.1937, decode.d6.loss_mask: 0.4304, decode.d6.loss_dice: 0.6856, decode.d7.loss_cls: 0.1937, decode.d7.loss_mask: 0.4296, decode.d7.loss_dice: 0.6840, decode.d8.loss_cls: 0.1901, decode.d8.loss_mask: 0.4296, decode.d8.loss_dice: 0.6853, loss: 14.5341, grad_norm: 63.0746 +2023-11-07 07:15:06,417 - mmseg - INFO - Iter [129300/160000] lr: 1.919e-05, eta: 4:02:55, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1821, decode.loss_mask: 0.4470, decode.loss_dice: 0.6832, decode.d0.loss_cls: 1.1547, decode.d0.loss_mask: 0.4820, decode.d0.loss_dice: 0.7570, decode.d1.loss_cls: 0.2632, decode.d1.loss_mask: 0.4603, decode.d1.loss_dice: 0.7202, decode.d2.loss_cls: 0.2232, decode.d2.loss_mask: 0.4545, decode.d2.loss_dice: 0.6985, decode.d3.loss_cls: 0.2053, decode.d3.loss_mask: 0.4496, decode.d3.loss_dice: 0.6906, decode.d4.loss_cls: 0.1943, decode.d4.loss_mask: 0.4472, decode.d4.loss_dice: 0.6875, decode.d5.loss_cls: 0.1854, decode.d5.loss_mask: 0.4466, decode.d5.loss_dice: 0.6895, decode.d6.loss_cls: 0.1920, decode.d6.loss_mask: 0.4480, decode.d6.loss_dice: 0.6831, decode.d7.loss_cls: 0.1827, decode.d7.loss_mask: 0.4473, decode.d7.loss_dice: 0.6861, decode.d8.loss_cls: 0.1795, decode.d8.loss_mask: 0.4457, decode.d8.loss_dice: 0.6822, loss: 14.4685, grad_norm: 63.0057 +2023-11-07 07:15:29,513 - mmseg - INFO - Iter [129350/160000] lr: 1.916e-05, eta: 4:02:31, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1742, decode.loss_mask: 0.4529, decode.loss_dice: 0.6715, decode.d0.loss_cls: 1.1814, decode.d0.loss_mask: 0.4955, decode.d0.loss_dice: 0.7378, decode.d1.loss_cls: 0.2638, decode.d1.loss_mask: 0.4699, decode.d1.loss_dice: 0.7050, decode.d2.loss_cls: 0.2238, decode.d2.loss_mask: 0.4609, decode.d2.loss_dice: 0.6896, decode.d3.loss_cls: 0.2066, decode.d3.loss_mask: 0.4576, decode.d3.loss_dice: 0.6742, decode.d4.loss_cls: 0.1962, decode.d4.loss_mask: 0.4548, decode.d4.loss_dice: 0.6716, decode.d5.loss_cls: 0.1927, decode.d5.loss_mask: 0.4534, decode.d5.loss_dice: 0.6730, decode.d6.loss_cls: 0.1878, decode.d6.loss_mask: 0.4523, decode.d6.loss_dice: 0.6704, decode.d7.loss_cls: 0.1828, decode.d7.loss_mask: 0.4523, decode.d7.loss_dice: 0.6689, decode.d8.loss_cls: 0.1831, decode.d8.loss_mask: 0.4527, decode.d8.loss_dice: 0.6711, loss: 14.4279, grad_norm: 70.7183 +2023-11-07 07:15:52,314 - mmseg - INFO - Iter [129400/160000] lr: 1.913e-05, eta: 4:02:07, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1873, decode.loss_mask: 0.4516, decode.loss_dice: 0.6672, decode.d0.loss_cls: 1.1666, decode.d0.loss_mask: 0.4843, decode.d0.loss_dice: 0.7407, decode.d1.loss_cls: 0.2734, decode.d1.loss_mask: 0.4676, decode.d1.loss_dice: 0.7085, decode.d2.loss_cls: 0.2302, decode.d2.loss_mask: 0.4591, decode.d2.loss_dice: 0.6871, decode.d3.loss_cls: 0.2146, decode.d3.loss_mask: 0.4531, decode.d3.loss_dice: 0.6729, decode.d4.loss_cls: 0.2048, decode.d4.loss_mask: 0.4537, decode.d4.loss_dice: 0.6713, decode.d5.loss_cls: 0.1956, decode.d5.loss_mask: 0.4540, decode.d5.loss_dice: 0.6714, decode.d6.loss_cls: 0.1952, decode.d6.loss_mask: 0.4526, decode.d6.loss_dice: 0.6716, decode.d7.loss_cls: 0.1888, decode.d7.loss_mask: 0.4518, decode.d7.loss_dice: 0.6705, decode.d8.loss_cls: 0.1905, decode.d8.loss_mask: 0.4527, decode.d8.loss_dice: 0.6680, loss: 14.4568, grad_norm: 57.7473 +2023-11-07 07:16:15,283 - mmseg - INFO - Iter [129450/160000] lr: 1.909e-05, eta: 4:01:43, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1766, decode.loss_mask: 0.4530, decode.loss_dice: 0.6836, decode.d0.loss_cls: 1.1623, decode.d0.loss_mask: 0.4904, decode.d0.loss_dice: 0.7507, decode.d1.loss_cls: 0.2583, decode.d1.loss_mask: 0.4685, decode.d1.loss_dice: 0.7198, decode.d2.loss_cls: 0.2219, decode.d2.loss_mask: 0.4582, decode.d2.loss_dice: 0.6942, decode.d3.loss_cls: 0.1989, decode.d3.loss_mask: 0.4562, decode.d3.loss_dice: 0.6859, decode.d4.loss_cls: 0.1912, decode.d4.loss_mask: 0.4565, decode.d4.loss_dice: 0.6874, decode.d5.loss_cls: 0.1895, decode.d5.loss_mask: 0.4548, decode.d5.loss_dice: 0.6853, decode.d6.loss_cls: 0.1792, decode.d6.loss_mask: 0.4542, decode.d6.loss_dice: 0.6811, decode.d7.loss_cls: 0.1790, decode.d7.loss_mask: 0.4535, decode.d7.loss_dice: 0.6761, decode.d8.loss_cls: 0.1739, decode.d8.loss_mask: 0.4529, decode.d8.loss_dice: 0.6786, loss: 14.4716, grad_norm: 73.5278 +2023-11-07 07:16:38,531 - mmseg - INFO - Iter [129500/160000] lr: 1.906e-05, eta: 4:01:19, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1839, decode.loss_mask: 0.4574, decode.loss_dice: 0.6860, decode.d0.loss_cls: 1.1824, decode.d0.loss_mask: 0.4919, decode.d0.loss_dice: 0.7539, decode.d1.loss_cls: 0.2636, decode.d1.loss_mask: 0.4747, decode.d1.loss_dice: 0.7218, decode.d2.loss_cls: 0.2255, decode.d2.loss_mask: 0.4624, decode.d2.loss_dice: 0.7013, decode.d3.loss_cls: 0.2061, decode.d3.loss_mask: 0.4603, decode.d3.loss_dice: 0.6913, decode.d4.loss_cls: 0.1987, decode.d4.loss_mask: 0.4597, decode.d4.loss_dice: 0.6840, decode.d5.loss_cls: 0.1947, decode.d5.loss_mask: 0.4576, decode.d5.loss_dice: 0.6897, decode.d6.loss_cls: 0.1897, decode.d6.loss_mask: 0.4585, decode.d6.loss_dice: 0.6833, decode.d7.loss_cls: 0.1857, decode.d7.loss_mask: 0.4591, decode.d7.loss_dice: 0.6842, decode.d8.loss_cls: 0.1850, decode.d8.loss_mask: 0.4585, decode.d8.loss_dice: 0.6856, loss: 14.6365, grad_norm: 62.0473 +2023-11-07 07:17:01,563 - mmseg - INFO - Iter [129550/160000] lr: 1.903e-05, eta: 4:00:55, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1856, decode.loss_mask: 0.4524, decode.loss_dice: 0.6777, decode.d0.loss_cls: 1.1633, decode.d0.loss_mask: 0.4901, decode.d0.loss_dice: 0.7479, decode.d1.loss_cls: 0.2769, decode.d1.loss_mask: 0.4709, decode.d1.loss_dice: 0.7130, decode.d2.loss_cls: 0.2342, decode.d2.loss_mask: 0.4616, decode.d2.loss_dice: 0.6963, decode.d3.loss_cls: 0.2196, decode.d3.loss_mask: 0.4576, decode.d3.loss_dice: 0.6824, decode.d4.loss_cls: 0.2069, decode.d4.loss_mask: 0.4562, decode.d4.loss_dice: 0.6833, decode.d5.loss_cls: 0.1959, decode.d5.loss_mask: 0.4553, decode.d5.loss_dice: 0.6827, decode.d6.loss_cls: 0.1929, decode.d6.loss_mask: 0.4535, decode.d6.loss_dice: 0.6780, decode.d7.loss_cls: 0.1883, decode.d7.loss_mask: 0.4527, decode.d7.loss_dice: 0.6786, decode.d8.loss_cls: 0.1897, decode.d8.loss_mask: 0.4518, decode.d8.loss_dice: 0.6812, loss: 14.5765, grad_norm: 63.9646 +2023-11-07 07:17:24,385 - mmseg - INFO - Iter [129600/160000] lr: 1.900e-05, eta: 4:00:31, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1811, decode.loss_mask: 0.4581, decode.loss_dice: 0.6773, decode.d0.loss_cls: 1.1553, decode.d0.loss_mask: 0.4953, decode.d0.loss_dice: 0.7563, decode.d1.loss_cls: 0.2583, decode.d1.loss_mask: 0.4744, decode.d1.loss_dice: 0.7250, decode.d2.loss_cls: 0.2187, decode.d2.loss_mask: 0.4647, decode.d2.loss_dice: 0.7008, decode.d3.loss_cls: 0.2011, decode.d3.loss_mask: 0.4610, decode.d3.loss_dice: 0.6868, decode.d4.loss_cls: 0.1892, decode.d4.loss_mask: 0.4591, decode.d4.loss_dice: 0.6860, decode.d5.loss_cls: 0.1866, decode.d5.loss_mask: 0.4603, decode.d5.loss_dice: 0.6861, decode.d6.loss_cls: 0.1834, decode.d6.loss_mask: 0.4591, decode.d6.loss_dice: 0.6791, decode.d7.loss_cls: 0.1836, decode.d7.loss_mask: 0.4594, decode.d7.loss_dice: 0.6836, decode.d8.loss_cls: 0.1832, decode.d8.loss_mask: 0.4580, decode.d8.loss_dice: 0.6815, loss: 14.5525, grad_norm: 68.1503 +2023-11-07 07:17:47,347 - mmseg - INFO - Iter [129650/160000] lr: 1.897e-05, eta: 4:00:07, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1907, decode.loss_mask: 0.4639, decode.loss_dice: 0.6705, decode.d0.loss_cls: 1.1653, decode.d0.loss_mask: 0.5047, decode.d0.loss_dice: 0.7439, decode.d1.loss_cls: 0.2697, decode.d1.loss_mask: 0.4787, decode.d1.loss_dice: 0.7148, decode.d2.loss_cls: 0.2327, decode.d2.loss_mask: 0.4704, decode.d2.loss_dice: 0.6963, decode.d3.loss_cls: 0.2151, decode.d3.loss_mask: 0.4672, decode.d3.loss_dice: 0.6762, decode.d4.loss_cls: 0.2038, decode.d4.loss_mask: 0.4653, decode.d4.loss_dice: 0.6766, decode.d5.loss_cls: 0.1939, decode.d5.loss_mask: 0.4668, decode.d5.loss_dice: 0.6782, decode.d6.loss_cls: 0.1971, decode.d6.loss_mask: 0.4648, decode.d6.loss_dice: 0.6695, decode.d7.loss_cls: 0.1923, decode.d7.loss_mask: 0.4640, decode.d7.loss_dice: 0.6734, decode.d8.loss_cls: 0.1928, decode.d8.loss_mask: 0.4639, decode.d8.loss_dice: 0.6670, loss: 14.6295, grad_norm: 66.9567 +2023-11-07 07:18:10,206 - mmseg - INFO - Iter [129700/160000] lr: 1.894e-05, eta: 3:59:43, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1880, decode.loss_mask: 0.4589, decode.loss_dice: 0.6898, decode.d0.loss_cls: 1.1884, decode.d0.loss_mask: 0.4957, decode.d0.loss_dice: 0.7564, decode.d1.loss_cls: 0.2762, decode.d1.loss_mask: 0.4765, decode.d1.loss_dice: 0.7336, decode.d2.loss_cls: 0.2287, decode.d2.loss_mask: 0.4658, decode.d2.loss_dice: 0.7155, decode.d3.loss_cls: 0.2181, decode.d3.loss_mask: 0.4604, decode.d3.loss_dice: 0.6979, decode.d4.loss_cls: 0.1959, decode.d4.loss_mask: 0.4613, decode.d4.loss_dice: 0.6966, decode.d5.loss_cls: 0.1978, decode.d5.loss_mask: 0.4596, decode.d5.loss_dice: 0.6943, decode.d6.loss_cls: 0.1915, decode.d6.loss_mask: 0.4593, decode.d6.loss_dice: 0.6924, decode.d7.loss_cls: 0.1912, decode.d7.loss_mask: 0.4588, decode.d7.loss_dice: 0.6914, decode.d8.loss_cls: 0.1916, decode.d8.loss_mask: 0.4596, decode.d8.loss_dice: 0.6926, loss: 14.7841, grad_norm: 62.3347 +2023-11-07 07:18:33,200 - mmseg - INFO - Iter [129750/160000] lr: 1.891e-05, eta: 3:59:19, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1759, decode.loss_mask: 0.4620, decode.loss_dice: 0.6794, decode.d0.loss_cls: 1.1861, decode.d0.loss_mask: 0.5059, decode.d0.loss_dice: 0.7538, decode.d1.loss_cls: 0.2648, decode.d1.loss_mask: 0.4806, decode.d1.loss_dice: 0.7195, decode.d2.loss_cls: 0.2251, decode.d2.loss_mask: 0.4715, decode.d2.loss_dice: 0.6966, decode.d3.loss_cls: 0.2038, decode.d3.loss_mask: 0.4651, decode.d3.loss_dice: 0.6843, decode.d4.loss_cls: 0.1988, decode.d4.loss_mask: 0.4612, decode.d4.loss_dice: 0.6830, decode.d5.loss_cls: 0.1910, decode.d5.loss_mask: 0.4627, decode.d5.loss_dice: 0.6806, decode.d6.loss_cls: 0.1882, decode.d6.loss_mask: 0.4622, decode.d6.loss_dice: 0.6791, decode.d7.loss_cls: 0.1826, decode.d7.loss_mask: 0.4618, decode.d7.loss_dice: 0.6762, decode.d8.loss_cls: 0.1804, decode.d8.loss_mask: 0.4618, decode.d8.loss_dice: 0.6767, loss: 14.6209, grad_norm: 69.9670 +2023-11-07 07:18:56,074 - mmseg - INFO - Iter [129800/160000] lr: 1.888e-05, eta: 3:58:55, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1721, decode.loss_mask: 0.4592, decode.loss_dice: 0.6646, decode.d0.loss_cls: 1.1653, decode.d0.loss_mask: 0.4975, decode.d0.loss_dice: 0.7293, decode.d1.loss_cls: 0.2636, decode.d1.loss_mask: 0.4731, decode.d1.loss_dice: 0.7012, decode.d2.loss_cls: 0.2206, decode.d2.loss_mask: 0.4665, decode.d2.loss_dice: 0.6824, decode.d3.loss_cls: 0.2014, decode.d3.loss_mask: 0.4609, decode.d3.loss_dice: 0.6693, decode.d4.loss_cls: 0.1875, decode.d4.loss_mask: 0.4593, decode.d4.loss_dice: 0.6699, decode.d5.loss_cls: 0.1837, decode.d5.loss_mask: 0.4596, decode.d5.loss_dice: 0.6719, decode.d6.loss_cls: 0.1752, decode.d6.loss_mask: 0.4604, decode.d6.loss_dice: 0.6673, decode.d7.loss_cls: 0.1768, decode.d7.loss_mask: 0.4584, decode.d7.loss_dice: 0.6639, decode.d8.loss_cls: 0.1733, decode.d8.loss_mask: 0.4587, decode.d8.loss_dice: 0.6652, loss: 14.3582, grad_norm: 65.5899 +2023-11-07 07:19:19,163 - mmseg - INFO - Iter [129850/160000] lr: 1.884e-05, eta: 3:58:32, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1869, decode.loss_mask: 0.4401, decode.loss_dice: 0.6779, decode.d0.loss_cls: 1.1966, decode.d0.loss_mask: 0.4787, decode.d0.loss_dice: 0.7617, decode.d1.loss_cls: 0.2777, decode.d1.loss_mask: 0.4587, decode.d1.loss_dice: 0.7174, decode.d2.loss_cls: 0.2406, decode.d2.loss_mask: 0.4490, decode.d2.loss_dice: 0.6961, decode.d3.loss_cls: 0.2159, decode.d3.loss_mask: 0.4439, decode.d3.loss_dice: 0.6863, decode.d4.loss_cls: 0.2032, decode.d4.loss_mask: 0.4441, decode.d4.loss_dice: 0.6901, decode.d5.loss_cls: 0.1922, decode.d5.loss_mask: 0.4415, decode.d5.loss_dice: 0.6822, decode.d6.loss_cls: 0.1900, decode.d6.loss_mask: 0.4428, decode.d6.loss_dice: 0.6792, decode.d7.loss_cls: 0.1897, decode.d7.loss_mask: 0.4414, decode.d7.loss_dice: 0.6790, decode.d8.loss_cls: 0.1864, decode.d8.loss_mask: 0.4407, decode.d8.loss_dice: 0.6800, loss: 14.5099, grad_norm: 60.4125 +2023-11-07 07:19:42,091 - mmseg - INFO - Iter [129900/160000] lr: 1.881e-05, eta: 3:58:08, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1931, decode.loss_mask: 0.4533, decode.loss_dice: 0.6800, decode.d0.loss_cls: 1.1744, decode.d0.loss_mask: 0.4956, decode.d0.loss_dice: 0.7642, decode.d1.loss_cls: 0.2803, decode.d1.loss_mask: 0.4695, decode.d1.loss_dice: 0.7248, decode.d2.loss_cls: 0.2399, decode.d2.loss_mask: 0.4605, decode.d2.loss_dice: 0.7006, decode.d3.loss_cls: 0.2240, decode.d3.loss_mask: 0.4556, decode.d3.loss_dice: 0.6852, decode.d4.loss_cls: 0.2096, decode.d4.loss_mask: 0.4552, decode.d4.loss_dice: 0.6867, decode.d5.loss_cls: 0.2031, decode.d5.loss_mask: 0.4545, decode.d5.loss_dice: 0.6855, decode.d6.loss_cls: 0.1981, decode.d6.loss_mask: 0.4548, decode.d6.loss_dice: 0.6818, decode.d7.loss_cls: 0.1957, decode.d7.loss_mask: 0.4544, decode.d7.loss_dice: 0.6804, decode.d8.loss_cls: 0.1911, decode.d8.loss_mask: 0.4544, decode.d8.loss_dice: 0.6813, loss: 14.6875, grad_norm: 68.5615 +2023-11-07 07:20:05,006 - mmseg - INFO - Iter [129950/160000] lr: 1.878e-05, eta: 3:57:44, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1761, decode.loss_mask: 0.4448, decode.loss_dice: 0.6859, decode.d0.loss_cls: 1.1531, decode.d0.loss_mask: 0.4829, decode.d0.loss_dice: 0.7522, decode.d1.loss_cls: 0.2652, decode.d1.loss_mask: 0.4618, decode.d1.loss_dice: 0.7205, decode.d2.loss_cls: 0.2209, decode.d2.loss_mask: 0.4513, decode.d2.loss_dice: 0.7025, decode.d3.loss_cls: 0.2069, decode.d3.loss_mask: 0.4478, decode.d3.loss_dice: 0.6864, decode.d4.loss_cls: 0.1947, decode.d4.loss_mask: 0.4477, decode.d4.loss_dice: 0.6911, decode.d5.loss_cls: 0.1878, decode.d5.loss_mask: 0.4456, decode.d5.loss_dice: 0.6866, decode.d6.loss_cls: 0.1843, decode.d6.loss_mask: 0.4460, decode.d6.loss_dice: 0.6848, decode.d7.loss_cls: 0.1776, decode.d7.loss_mask: 0.4457, decode.d7.loss_dice: 0.6867, decode.d8.loss_cls: 0.1812, decode.d8.loss_mask: 0.4465, decode.d8.loss_dice: 0.6871, loss: 14.4516, grad_norm: 60.9836 +2023-11-07 07:20:27,745 - mmseg - INFO - Saving checkpoint at 130000 iterations +2023-11-07 07:20:30,128 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 07:20:30,128 - mmseg - INFO - Iter [130000/160000] lr: 1.875e-05, eta: 3:57:20, time: 0.502, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1984, decode.loss_mask: 0.4400, decode.loss_dice: 0.6717, decode.d0.loss_cls: 1.1657, decode.d0.loss_mask: 0.4819, decode.d0.loss_dice: 0.7532, decode.d1.loss_cls: 0.2770, decode.d1.loss_mask: 0.4558, decode.d1.loss_dice: 0.7133, decode.d2.loss_cls: 0.2371, decode.d2.loss_mask: 0.4487, decode.d2.loss_dice: 0.6947, decode.d3.loss_cls: 0.2230, decode.d3.loss_mask: 0.4432, decode.d3.loss_dice: 0.6791, decode.d4.loss_cls: 0.2153, decode.d4.loss_mask: 0.4429, decode.d4.loss_dice: 0.6762, decode.d5.loss_cls: 0.2082, decode.d5.loss_mask: 0.4436, decode.d5.loss_dice: 0.6755, decode.d6.loss_cls: 0.2080, decode.d6.loss_mask: 0.4414, decode.d6.loss_dice: 0.6742, decode.d7.loss_cls: 0.1988, decode.d7.loss_mask: 0.4404, decode.d7.loss_dice: 0.6731, decode.d8.loss_cls: 0.1994, decode.d8.loss_mask: 0.4403, decode.d8.loss_dice: 0.6742, loss: 14.4944, grad_norm: 65.2158 +2023-11-07 07:20:49,880 - mmseg - INFO - per class results: +2023-11-07 07:20:49,885 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.53 | 88.01 | +| building | 82.1 | 91.56 | +| sky | 94.55 | 96.96 | +| floor | 83.22 | 90.18 | +| tree | 75.32 | 88.23 | +| ceiling | 84.17 | 90.66 | +| road | 84.23 | 89.56 | +| bed | 91.0 | 96.07 | +| windowpane | 64.27 | 79.36 | +| grass | 69.3 | 82.66 | +| cabinet | 60.93 | 75.27 | +| sidewalk | 66.08 | 78.62 | +| person | 84.82 | 92.51 | +| earth | 40.45 | 58.42 | +| door | 53.69 | 68.92 | +| table | 67.76 | 80.88 | +| mountain | 61.42 | 73.36 | +| plant | 52.19 | 65.66 | +| curtain | 75.29 | 86.17 | +| chair | 63.77 | 75.83 | +| car | 86.78 | 94.19 | +| water | 49.38 | 67.37 | +| painting | 72.65 | 87.74 | +| sofa | 69.93 | 84.15 | +| shelf | 43.39 | 63.56 | +| house | 40.26 | 65.82 | +| sea | 50.2 | 76.7 | +| mirror | 72.47 | 84.4 | +| rug | 66.18 | 80.75 | +| field | 40.8 | 57.53 | +| armchair | 46.31 | 66.16 | +| seat | 63.43 | 83.2 | +| fence | 47.61 | 64.52 | +| desk | 58.16 | 76.44 | +| rock | 46.59 | 76.2 | +| wardrobe | 40.24 | 66.45 | +| lamp | 71.52 | 84.08 | +| bathtub | 80.01 | 86.28 | +| railing | 32.6 | 50.73 | +| cushion | 57.17 | 69.1 | +| base | 41.19 | 58.08 | +| box | 28.2 | 38.95 | +| column | 51.98 | 65.22 | +| signboard | 39.89 | 57.86 | +| chest of drawers | 43.27 | 66.28 | +| counter | 38.01 | 44.67 | +| sand | 58.08 | 61.6 | +| sink | 75.09 | 81.41 | +| skyscraper | 23.34 | 27.88 | +| fireplace | 74.5 | 88.74 | +| refrigerator | 78.73 | 83.84 | +| grandstand | 45.88 | 75.06 | +| path | 22.61 | 40.01 | +| stairs | 32.23 | 39.45 | +| runway | 73.62 | 95.54 | +| case | 55.37 | 82.35 | +| pool table | 95.26 | 97.75 | +| pillow | 56.53 | 72.12 | +| screen door | 65.94 | 76.35 | +| stairway | 29.85 | 37.86 | +| river | 24.27 | 30.13 | +| bridge | 78.55 | 90.73 | +| bookcase | 49.28 | 67.36 | +| blind | 44.16 | 50.79 | +| coffee table | 68.3 | 84.73 | +| toilet | 89.03 | 91.75 | +| flower | 40.29 | 55.47 | +| book | 53.72 | 74.09 | +| hill | 10.31 | 24.52 | +| bench | 58.14 | 69.14 | +| countertop | 56.52 | 78.35 | +| stove | 83.89 | 88.54 | +| palm | 58.15 | 79.94 | +| kitchen island | 41.44 | 69.86 | +| computer | 69.3 | 75.69 | +| swivel chair | 51.41 | 71.34 | +| boat | 38.63 | 54.95 | +| bar | 40.89 | 51.23 | +| arcade machine | 58.89 | 66.09 | +| hovel | 30.47 | 48.64 | +| bus | 91.24 | 96.13 | +| towel | 62.26 | 78.19 | +| light | 61.94 | 76.21 | +| truck | 38.18 | 53.11 | +| tower | 26.41 | 53.02 | +| chandelier | 68.3 | 81.65 | +| awning | 26.98 | 38.17 | +| streetlight | 41.36 | 61.66 | +| booth | 63.86 | 67.42 | +| television receiver | 64.82 | 81.08 | +| airplane | 64.83 | 71.73 | +| dirt track | 7.45 | 38.38 | +| apparel | 26.1 | 43.64 | +| pole | 31.95 | 48.35 | +| land | 1.24 | 1.77 | +| bannister | 22.81 | 31.79 | +| escalator | 29.03 | 30.9 | +| ottoman | 51.74 | 65.2 | +| bottle | 23.86 | 29.76 | +| buffet | 44.83 | 53.88 | +| poster | 31.32 | 45.16 | +| stage | 14.24 | 34.62 | +| van | 45.45 | 64.58 | +| ship | 7.43 | 11.53 | +| fountain | 20.7 | 21.76 | +| conveyer belt | 56.41 | 70.6 | +| canopy | 13.43 | 22.79 | +| washer | 71.97 | 74.41 | +| plaything | 26.45 | 48.06 | +| swimming pool | 53.03 | 61.42 | +| stool | 41.2 | 72.54 | +| barrel | 61.75 | 74.85 | +| basket | 49.18 | 61.21 | +| waterfall | 43.13 | 58.71 | +| tent | 76.52 | 98.34 | +| bag | 23.15 | 30.51 | +| minibike | 75.18 | 88.03 | +| cradle | 77.44 | 97.39 | +| oven | 24.48 | 68.64 | +| ball | 25.7 | 27.83 | +| food | 61.69 | 71.82 | +| step | 24.52 | 34.99 | +| tank | 50.14 | 53.03 | +| trade name | 24.65 | 31.84 | +| microwave | 40.81 | 45.14 | +| pot | 49.67 | 59.78 | +| animal | 68.27 | 71.25 | +| bicycle | 61.11 | 80.84 | +| lake | 5.56 | 6.04 | +| dishwasher | 69.55 | 80.39 | +| screen | 55.57 | 86.71 | +| blanket | 19.69 | 23.62 | +| sculpture | 59.72 | 87.22 | +| hood | 86.22 | 94.64 | +| sconce | 51.34 | 68.48 | +| vase | 50.17 | 71.32 | +| traffic light | 40.93 | 69.87 | +| tray | 23.87 | 35.56 | +| ashcan | 48.5 | 69.36 | +| fan | 72.01 | 85.79 | +| pier | 13.48 | 19.23 | +| crt screen | 4.34 | 11.62 | +| plate | 58.0 | 76.23 | +| monitor | 1.97 | 2.51 | +| bulletin board | 38.49 | 58.14 | +| shower | 2.9 | 23.38 | +| radiator | 64.38 | 73.07 | +| glass | 21.71 | 23.65 | +| clock | 57.54 | 71.08 | +| flag | 45.81 | 52.12 | ++---------------------+-------+-------+ +2023-11-07 07:20:49,885 - mmseg - INFO - Summary: +2023-11-07 07:20:49,885 - mmseg - INFO - ++-------+------+-------+ +| aAcc | mIoU | mAcc | ++-------+------+-------+ +| 83.78 | 50.7 | 64.15 | ++-------+------+-------+ +2023-11-07 07:20:49,886 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 07:20:49,886 - mmseg - INFO - Iter(val) [250] aAcc: 0.8378, mIoU: 0.5070, mAcc: 0.6415, IoU.wall: 0.7953, IoU.building: 0.8210, IoU.sky: 0.9455, IoU.floor: 0.8322, IoU.tree: 0.7532, IoU.ceiling: 0.8417, IoU.road: 0.8423, IoU.bed : 0.9100, IoU.windowpane: 0.6427, IoU.grass: 0.6930, IoU.cabinet: 0.6093, IoU.sidewalk: 0.6608, IoU.person: 0.8482, IoU.earth: 0.4045, IoU.door: 0.5369, IoU.table: 0.6776, IoU.mountain: 0.6142, IoU.plant: 0.5219, IoU.curtain: 0.7529, IoU.chair: 0.6377, IoU.car: 0.8678, IoU.water: 0.4938, IoU.painting: 0.7265, IoU.sofa: 0.6993, IoU.shelf: 0.4339, IoU.house: 0.4026, IoU.sea: 0.5020, IoU.mirror: 0.7247, IoU.rug: 0.6618, IoU.field: 0.4080, IoU.armchair: 0.4631, IoU.seat: 0.6343, IoU.fence: 0.4761, IoU.desk: 0.5816, IoU.rock: 0.4659, IoU.wardrobe: 0.4024, IoU.lamp: 0.7152, IoU.bathtub: 0.8001, IoU.railing: 0.3260, IoU.cushion: 0.5717, IoU.base: 0.4119, IoU.box: 0.2820, IoU.column: 0.5198, IoU.signboard: 0.3989, IoU.chest of drawers: 0.4327, IoU.counter: 0.3801, IoU.sand: 0.5808, IoU.sink: 0.7509, IoU.skyscraper: 0.2334, IoU.fireplace: 0.7450, IoU.refrigerator: 0.7873, IoU.grandstand: 0.4588, IoU.path: 0.2261, IoU.stairs: 0.3223, IoU.runway: 0.7362, IoU.case: 0.5537, IoU.pool table: 0.9526, IoU.pillow: 0.5653, IoU.screen door: 0.6594, IoU.stairway: 0.2985, IoU.river: 0.2427, IoU.bridge: 0.7855, IoU.bookcase: 0.4928, IoU.blind: 0.4416, IoU.coffee table: 0.6830, IoU.toilet: 0.8903, IoU.flower: 0.4029, IoU.book: 0.5372, IoU.hill: 0.1031, IoU.bench: 0.5814, IoU.countertop: 0.5652, IoU.stove: 0.8389, IoU.palm: 0.5815, IoU.kitchen island: 0.4144, IoU.computer: 0.6930, IoU.swivel chair: 0.5141, IoU.boat: 0.3863, IoU.bar: 0.4089, IoU.arcade machine: 0.5889, IoU.hovel: 0.3047, IoU.bus: 0.9124, IoU.towel: 0.6226, IoU.light: 0.6194, IoU.truck: 0.3818, IoU.tower: 0.2641, IoU.chandelier: 0.6830, IoU.awning: 0.2698, IoU.streetlight: 0.4136, IoU.booth: 0.6386, IoU.television receiver: 0.6482, IoU.airplane: 0.6483, IoU.dirt track: 0.0745, IoU.apparel: 0.2610, IoU.pole: 0.3195, IoU.land: 0.0124, IoU.bannister: 0.2281, IoU.escalator: 0.2903, IoU.ottoman: 0.5174, IoU.bottle: 0.2386, IoU.buffet: 0.4483, IoU.poster: 0.3132, IoU.stage: 0.1424, IoU.van: 0.4545, IoU.ship: 0.0743, IoU.fountain: 0.2070, IoU.conveyer belt: 0.5641, IoU.canopy: 0.1343, IoU.washer: 0.7197, IoU.plaything: 0.2645, IoU.swimming pool: 0.5303, IoU.stool: 0.4120, IoU.barrel: 0.6175, IoU.basket: 0.4918, IoU.waterfall: 0.4313, IoU.tent: 0.7652, IoU.bag: 0.2315, IoU.minibike: 0.7518, IoU.cradle: 0.7744, IoU.oven: 0.2448, IoU.ball: 0.2570, IoU.food: 0.6169, IoU.step: 0.2452, IoU.tank: 0.5014, IoU.trade name: 0.2465, IoU.microwave: 0.4081, IoU.pot: 0.4967, IoU.animal: 0.6827, IoU.bicycle: 0.6111, IoU.lake: 0.0556, IoU.dishwasher: 0.6955, IoU.screen: 0.5557, IoU.blanket: 0.1969, IoU.sculpture: 0.5972, IoU.hood: 0.8622, IoU.sconce: 0.5134, IoU.vase: 0.5017, IoU.traffic light: 0.4093, IoU.tray: 0.2387, IoU.ashcan: 0.4850, IoU.fan: 0.7201, IoU.pier: 0.1348, IoU.crt screen: 0.0434, IoU.plate: 0.5800, IoU.monitor: 0.0197, IoU.bulletin board: 0.3849, IoU.shower: 0.0290, IoU.radiator: 0.6438, IoU.glass: 0.2171, IoU.clock: 0.5754, IoU.flag: 0.4581, Acc.wall: 0.8801, Acc.building: 0.9156, Acc.sky: 0.9696, Acc.floor: 0.9018, Acc.tree: 0.8823, Acc.ceiling: 0.9066, Acc.road: 0.8956, Acc.bed : 0.9607, Acc.windowpane: 0.7936, Acc.grass: 0.8266, Acc.cabinet: 0.7527, Acc.sidewalk: 0.7862, Acc.person: 0.9251, Acc.earth: 0.5842, Acc.door: 0.6892, Acc.table: 0.8088, Acc.mountain: 0.7336, Acc.plant: 0.6566, Acc.curtain: 0.8617, Acc.chair: 0.7583, Acc.car: 0.9419, Acc.water: 0.6737, Acc.painting: 0.8774, Acc.sofa: 0.8415, Acc.shelf: 0.6356, Acc.house: 0.6582, Acc.sea: 0.7670, Acc.mirror: 0.8440, Acc.rug: 0.8075, Acc.field: 0.5753, Acc.armchair: 0.6616, Acc.seat: 0.8320, Acc.fence: 0.6452, Acc.desk: 0.7644, Acc.rock: 0.7620, Acc.wardrobe: 0.6645, Acc.lamp: 0.8408, Acc.bathtub: 0.8628, Acc.railing: 0.5073, Acc.cushion: 0.6910, Acc.base: 0.5808, Acc.box: 0.3895, Acc.column: 0.6522, Acc.signboard: 0.5786, Acc.chest of drawers: 0.6628, Acc.counter: 0.4467, Acc.sand: 0.6160, Acc.sink: 0.8141, Acc.skyscraper: 0.2788, Acc.fireplace: 0.8874, Acc.refrigerator: 0.8384, Acc.grandstand: 0.7506, Acc.path: 0.4001, Acc.stairs: 0.3945, Acc.runway: 0.9554, Acc.case: 0.8235, Acc.pool table: 0.9775, Acc.pillow: 0.7212, Acc.screen door: 0.7635, Acc.stairway: 0.3786, Acc.river: 0.3013, Acc.bridge: 0.9073, Acc.bookcase: 0.6736, Acc.blind: 0.5079, Acc.coffee table: 0.8473, Acc.toilet: 0.9175, Acc.flower: 0.5547, Acc.book: 0.7409, Acc.hill: 0.2452, Acc.bench: 0.6914, Acc.countertop: 0.7835, Acc.stove: 0.8854, Acc.palm: 0.7994, Acc.kitchen island: 0.6986, Acc.computer: 0.7569, Acc.swivel chair: 0.7134, Acc.boat: 0.5495, Acc.bar: 0.5123, Acc.arcade machine: 0.6609, Acc.hovel: 0.4864, Acc.bus: 0.9613, Acc.towel: 0.7819, Acc.light: 0.7621, Acc.truck: 0.5311, Acc.tower: 0.5302, Acc.chandelier: 0.8165, Acc.awning: 0.3817, Acc.streetlight: 0.6166, Acc.booth: 0.6742, Acc.television receiver: 0.8108, Acc.airplane: 0.7173, Acc.dirt track: 0.3838, Acc.apparel: 0.4364, Acc.pole: 0.4835, Acc.land: 0.0177, Acc.bannister: 0.3179, Acc.escalator: 0.3090, Acc.ottoman: 0.6520, Acc.bottle: 0.2976, Acc.buffet: 0.5388, Acc.poster: 0.4516, Acc.stage: 0.3462, Acc.van: 0.6458, Acc.ship: 0.1153, Acc.fountain: 0.2176, Acc.conveyer belt: 0.7060, Acc.canopy: 0.2279, Acc.washer: 0.7441, Acc.plaything: 0.4806, Acc.swimming pool: 0.6142, Acc.stool: 0.7254, Acc.barrel: 0.7485, Acc.basket: 0.6121, Acc.waterfall: 0.5871, Acc.tent: 0.9834, Acc.bag: 0.3051, Acc.minibike: 0.8803, Acc.cradle: 0.9739, Acc.oven: 0.6864, Acc.ball: 0.2783, Acc.food: 0.7182, Acc.step: 0.3499, Acc.tank: 0.5303, Acc.trade name: 0.3184, Acc.microwave: 0.4514, Acc.pot: 0.5978, Acc.animal: 0.7125, Acc.bicycle: 0.8084, Acc.lake: 0.0604, Acc.dishwasher: 0.8039, Acc.screen: 0.8671, Acc.blanket: 0.2362, Acc.sculpture: 0.8722, Acc.hood: 0.9464, Acc.sconce: 0.6848, Acc.vase: 0.7132, Acc.traffic light: 0.6987, Acc.tray: 0.3556, Acc.ashcan: 0.6936, Acc.fan: 0.8579, Acc.pier: 0.1923, Acc.crt screen: 0.1162, Acc.plate: 0.7623, Acc.monitor: 0.0251, Acc.bulletin board: 0.5814, Acc.shower: 0.2338, Acc.radiator: 0.7307, Acc.glass: 0.2365, Acc.clock: 0.7108, Acc.flag: 0.5212 +2023-11-07 07:21:12,803 - mmseg - INFO - Iter [130050/160000] lr: 1.872e-05, eta: 3:57:01, time: 0.853, data_time: 0.409, memory: 39436, decode.loss_cls: 0.1946, decode.loss_mask: 0.4502, decode.loss_dice: 0.6957, decode.d0.loss_cls: 1.1879, decode.d0.loss_mask: 0.4873, decode.d0.loss_dice: 0.7783, decode.d1.loss_cls: 0.2697, decode.d1.loss_mask: 0.4705, decode.d1.loss_dice: 0.7355, decode.d2.loss_cls: 0.2304, decode.d2.loss_mask: 0.4593, decode.d2.loss_dice: 0.7192, decode.d3.loss_cls: 0.2205, decode.d3.loss_mask: 0.4538, decode.d3.loss_dice: 0.7029, decode.d4.loss_cls: 0.2031, decode.d4.loss_mask: 0.4536, decode.d4.loss_dice: 0.7028, decode.d5.loss_cls: 0.1983, decode.d5.loss_mask: 0.4532, decode.d5.loss_dice: 0.7005, decode.d6.loss_cls: 0.1980, decode.d6.loss_mask: 0.4508, decode.d6.loss_dice: 0.6990, decode.d7.loss_cls: 0.1923, decode.d7.loss_mask: 0.4504, decode.d7.loss_dice: 0.6965, decode.d8.loss_cls: 0.1910, decode.d8.loss_mask: 0.4514, decode.d8.loss_dice: 0.6981, loss: 14.7950, grad_norm: 63.4305 +2023-11-07 07:21:38,158 - mmseg - INFO - Iter [130100/160000] lr: 1.869e-05, eta: 3:56:38, time: 0.507, data_time: 0.056, memory: 39436, decode.loss_cls: 0.1838, decode.loss_mask: 0.4558, decode.loss_dice: 0.6790, decode.d0.loss_cls: 1.1652, decode.d0.loss_mask: 0.4951, decode.d0.loss_dice: 0.7484, decode.d1.loss_cls: 0.2701, decode.d1.loss_mask: 0.4705, decode.d1.loss_dice: 0.7169, decode.d2.loss_cls: 0.2292, decode.d2.loss_mask: 0.4626, decode.d2.loss_dice: 0.6951, decode.d3.loss_cls: 0.2093, decode.d3.loss_mask: 0.4593, decode.d3.loss_dice: 0.6848, decode.d4.loss_cls: 0.1983, decode.d4.loss_mask: 0.4594, decode.d4.loss_dice: 0.6866, decode.d5.loss_cls: 0.1949, decode.d5.loss_mask: 0.4582, decode.d5.loss_dice: 0.6849, decode.d6.loss_cls: 0.1928, decode.d6.loss_mask: 0.4577, decode.d6.loss_dice: 0.6786, decode.d7.loss_cls: 0.1841, decode.d7.loss_mask: 0.4572, decode.d7.loss_dice: 0.6814, decode.d8.loss_cls: 0.1861, decode.d8.loss_mask: 0.4563, decode.d8.loss_dice: 0.6797, loss: 14.5812, grad_norm: 74.5749 +2023-11-07 07:22:00,951 - mmseg - INFO - Iter [130150/160000] lr: 1.866e-05, eta: 3:56:14, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1979, decode.loss_mask: 0.4606, decode.loss_dice: 0.6825, decode.d0.loss_cls: 1.1631, decode.d0.loss_mask: 0.4979, decode.d0.loss_dice: 0.7577, decode.d1.loss_cls: 0.2658, decode.d1.loss_mask: 0.4747, decode.d1.loss_dice: 0.7248, decode.d2.loss_cls: 0.2367, decode.d2.loss_mask: 0.4667, decode.d2.loss_dice: 0.7034, decode.d3.loss_cls: 0.2244, decode.d3.loss_mask: 0.4588, decode.d3.loss_dice: 0.6887, decode.d4.loss_cls: 0.2113, decode.d4.loss_mask: 0.4601, decode.d4.loss_dice: 0.6869, decode.d5.loss_cls: 0.2102, decode.d5.loss_mask: 0.4587, decode.d5.loss_dice: 0.6816, decode.d6.loss_cls: 0.2062, decode.d6.loss_mask: 0.4586, decode.d6.loss_dice: 0.6776, decode.d7.loss_cls: 0.2013, decode.d7.loss_mask: 0.4584, decode.d7.loss_dice: 0.6782, decode.d8.loss_cls: 0.2009, decode.d8.loss_mask: 0.4592, decode.d8.loss_dice: 0.6820, loss: 14.7351, grad_norm: 72.5448 +2023-11-07 07:22:23,916 - mmseg - INFO - Iter [130200/160000] lr: 1.863e-05, eta: 3:55:50, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1817, decode.loss_mask: 0.4292, decode.loss_dice: 0.6621, decode.d0.loss_cls: 1.1957, decode.d0.loss_mask: 0.4632, decode.d0.loss_dice: 0.7290, decode.d1.loss_cls: 0.2569, decode.d1.loss_mask: 0.4449, decode.d1.loss_dice: 0.7025, decode.d2.loss_cls: 0.2271, decode.d2.loss_mask: 0.4354, decode.d2.loss_dice: 0.6785, decode.d3.loss_cls: 0.2099, decode.d3.loss_mask: 0.4323, decode.d3.loss_dice: 0.6693, decode.d4.loss_cls: 0.1980, decode.d4.loss_mask: 0.4291, decode.d4.loss_dice: 0.6651, decode.d5.loss_cls: 0.1885, decode.d5.loss_mask: 0.4291, decode.d5.loss_dice: 0.6671, decode.d6.loss_cls: 0.1830, decode.d6.loss_mask: 0.4301, decode.d6.loss_dice: 0.6605, decode.d7.loss_cls: 0.1841, decode.d7.loss_mask: 0.4296, decode.d7.loss_dice: 0.6589, decode.d8.loss_cls: 0.1808, decode.d8.loss_mask: 0.4302, decode.d8.loss_dice: 0.6639, loss: 14.1156, grad_norm: 67.2101 +2023-11-07 07:22:46,800 - mmseg - INFO - Iter [130250/160000] lr: 1.859e-05, eta: 3:55:26, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1860, decode.loss_mask: 0.4416, decode.loss_dice: 0.6614, decode.d0.loss_cls: 1.1898, decode.d0.loss_mask: 0.4725, decode.d0.loss_dice: 0.7413, decode.d1.loss_cls: 0.2664, decode.d1.loss_mask: 0.4584, decode.d1.loss_dice: 0.7067, decode.d2.loss_cls: 0.2255, decode.d2.loss_mask: 0.4476, decode.d2.loss_dice: 0.6787, decode.d3.loss_cls: 0.2092, decode.d3.loss_mask: 0.4432, decode.d3.loss_dice: 0.6664, decode.d4.loss_cls: 0.2000, decode.d4.loss_mask: 0.4417, decode.d4.loss_dice: 0.6668, decode.d5.loss_cls: 0.1994, decode.d5.loss_mask: 0.4419, decode.d5.loss_dice: 0.6639, decode.d6.loss_cls: 0.1936, decode.d6.loss_mask: 0.4405, decode.d6.loss_dice: 0.6597, decode.d7.loss_cls: 0.1884, decode.d7.loss_mask: 0.4413, decode.d7.loss_dice: 0.6630, decode.d8.loss_cls: 0.1860, decode.d8.loss_mask: 0.4426, decode.d8.loss_dice: 0.6650, loss: 14.2885, grad_norm: 65.4225 +2023-11-07 07:23:09,544 - mmseg - INFO - Iter [130300/160000] lr: 1.856e-05, eta: 3:55:02, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1683, decode.loss_mask: 0.4523, decode.loss_dice: 0.6773, decode.d0.loss_cls: 1.1495, decode.d0.loss_mask: 0.4930, decode.d0.loss_dice: 0.7441, decode.d1.loss_cls: 0.2559, decode.d1.loss_mask: 0.4676, decode.d1.loss_dice: 0.7096, decode.d2.loss_cls: 0.2095, decode.d2.loss_mask: 0.4584, decode.d2.loss_dice: 0.6957, decode.d3.loss_cls: 0.1954, decode.d3.loss_mask: 0.4536, decode.d3.loss_dice: 0.6813, decode.d4.loss_cls: 0.1820, decode.d4.loss_mask: 0.4523, decode.d4.loss_dice: 0.6819, decode.d5.loss_cls: 0.1819, decode.d5.loss_mask: 0.4525, decode.d5.loss_dice: 0.6786, decode.d6.loss_cls: 0.1777, decode.d6.loss_mask: 0.4510, decode.d6.loss_dice: 0.6761, decode.d7.loss_cls: 0.1743, decode.d7.loss_mask: 0.4501, decode.d7.loss_dice: 0.6754, decode.d8.loss_cls: 0.1707, decode.d8.loss_mask: 0.4519, decode.d8.loss_dice: 0.6756, loss: 14.3431, grad_norm: 58.7423 +2023-11-07 07:23:32,413 - mmseg - INFO - Iter [130350/160000] lr: 1.853e-05, eta: 3:54:38, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1865, decode.loss_mask: 0.4607, decode.loss_dice: 0.6898, decode.d0.loss_cls: 1.1868, decode.d0.loss_mask: 0.4955, decode.d0.loss_dice: 0.7537, decode.d1.loss_cls: 0.2665, decode.d1.loss_mask: 0.4728, decode.d1.loss_dice: 0.7302, decode.d2.loss_cls: 0.2282, decode.d2.loss_mask: 0.4672, decode.d2.loss_dice: 0.7084, decode.d3.loss_cls: 0.2076, decode.d3.loss_mask: 0.4674, decode.d3.loss_dice: 0.6948, decode.d4.loss_cls: 0.1992, decode.d4.loss_mask: 0.4643, decode.d4.loss_dice: 0.6918, decode.d5.loss_cls: 0.1927, decode.d5.loss_mask: 0.4626, decode.d5.loss_dice: 0.6956, decode.d6.loss_cls: 0.1961, decode.d6.loss_mask: 0.4605, decode.d6.loss_dice: 0.6918, decode.d7.loss_cls: 0.1901, decode.d7.loss_mask: 0.4596, decode.d7.loss_dice: 0.6897, decode.d8.loss_cls: 0.1862, decode.d8.loss_mask: 0.4606, decode.d8.loss_dice: 0.6924, loss: 14.7495, grad_norm: 72.1216 +2023-11-07 07:23:55,031 - mmseg - INFO - Iter [130400/160000] lr: 1.850e-05, eta: 3:54:14, time: 0.452, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1827, decode.loss_mask: 0.4585, decode.loss_dice: 0.6745, decode.d0.loss_cls: 1.1536, decode.d0.loss_mask: 0.4961, decode.d0.loss_dice: 0.7370, decode.d1.loss_cls: 0.2571, decode.d1.loss_mask: 0.4724, decode.d1.loss_dice: 0.7092, decode.d2.loss_cls: 0.2232, decode.d2.loss_mask: 0.4634, decode.d2.loss_dice: 0.6938, decode.d3.loss_cls: 0.2035, decode.d3.loss_mask: 0.4632, decode.d3.loss_dice: 0.6827, decode.d4.loss_cls: 0.1924, decode.d4.loss_mask: 0.4625, decode.d4.loss_dice: 0.6823, decode.d5.loss_cls: 0.1903, decode.d5.loss_mask: 0.4593, decode.d5.loss_dice: 0.6812, decode.d6.loss_cls: 0.1859, decode.d6.loss_mask: 0.4591, decode.d6.loss_dice: 0.6769, decode.d7.loss_cls: 0.1824, decode.d7.loss_mask: 0.4577, decode.d7.loss_dice: 0.6804, decode.d8.loss_cls: 0.1810, decode.d8.loss_mask: 0.4578, decode.d8.loss_dice: 0.6770, loss: 14.4972, grad_norm: 67.4474 +2023-11-07 07:24:18,013 - mmseg - INFO - Iter [130450/160000] lr: 1.847e-05, eta: 3:53:50, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1860, decode.loss_mask: 0.4477, decode.loss_dice: 0.6962, decode.d0.loss_cls: 1.1575, decode.d0.loss_mask: 0.4810, decode.d0.loss_dice: 0.7683, decode.d1.loss_cls: 0.2681, decode.d1.loss_mask: 0.4591, decode.d1.loss_dice: 0.7319, decode.d2.loss_cls: 0.2263, decode.d2.loss_mask: 0.4531, decode.d2.loss_dice: 0.7168, decode.d3.loss_cls: 0.2073, decode.d3.loss_mask: 0.4500, decode.d3.loss_dice: 0.7016, decode.d4.loss_cls: 0.1973, decode.d4.loss_mask: 0.4485, decode.d4.loss_dice: 0.7016, decode.d5.loss_cls: 0.1920, decode.d5.loss_mask: 0.4486, decode.d5.loss_dice: 0.6986, decode.d6.loss_cls: 0.1902, decode.d6.loss_mask: 0.4473, decode.d6.loss_dice: 0.6984, decode.d7.loss_cls: 0.1919, decode.d7.loss_mask: 0.4464, decode.d7.loss_dice: 0.6952, decode.d8.loss_cls: 0.1864, decode.d8.loss_mask: 0.4466, decode.d8.loss_dice: 0.6996, loss: 14.6395, grad_norm: 62.9258 +2023-11-07 07:24:40,934 - mmseg - INFO - Iter [130500/160000] lr: 1.844e-05, eta: 3:53:26, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1763, decode.loss_mask: 0.4614, decode.loss_dice: 0.6763, decode.d0.loss_cls: 1.1396, decode.d0.loss_mask: 0.5008, decode.d0.loss_dice: 0.7380, decode.d1.loss_cls: 0.2563, decode.d1.loss_mask: 0.4780, decode.d1.loss_dice: 0.7081, decode.d2.loss_cls: 0.2119, decode.d2.loss_mask: 0.4671, decode.d2.loss_dice: 0.6909, decode.d3.loss_cls: 0.1982, decode.d3.loss_mask: 0.4635, decode.d3.loss_dice: 0.6812, decode.d4.loss_cls: 0.1857, decode.d4.loss_mask: 0.4641, decode.d4.loss_dice: 0.6812, decode.d5.loss_cls: 0.1835, decode.d5.loss_mask: 0.4632, decode.d5.loss_dice: 0.6820, decode.d6.loss_cls: 0.1818, decode.d6.loss_mask: 0.4634, decode.d6.loss_dice: 0.6762, decode.d7.loss_cls: 0.1786, decode.d7.loss_mask: 0.4628, decode.d7.loss_dice: 0.6774, decode.d8.loss_cls: 0.1791, decode.d8.loss_mask: 0.4630, decode.d8.loss_dice: 0.6759, loss: 14.4657, grad_norm: 61.7691 +2023-11-07 07:25:03,708 - mmseg - INFO - Iter [130550/160000] lr: 1.841e-05, eta: 3:53:02, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1720, decode.loss_mask: 0.4486, decode.loss_dice: 0.6867, decode.d0.loss_cls: 1.1685, decode.d0.loss_mask: 0.4927, decode.d0.loss_dice: 0.7597, decode.d1.loss_cls: 0.2621, decode.d1.loss_mask: 0.4711, decode.d1.loss_dice: 0.7248, decode.d2.loss_cls: 0.2190, decode.d2.loss_mask: 0.4572, decode.d2.loss_dice: 0.7080, decode.d3.loss_cls: 0.1959, decode.d3.loss_mask: 0.4542, decode.d3.loss_dice: 0.6915, decode.d4.loss_cls: 0.1866, decode.d4.loss_mask: 0.4509, decode.d4.loss_dice: 0.6912, decode.d5.loss_cls: 0.1777, decode.d5.loss_mask: 0.4522, decode.d5.loss_dice: 0.6900, decode.d6.loss_cls: 0.1757, decode.d6.loss_mask: 0.4519, decode.d6.loss_dice: 0.6863, decode.d7.loss_cls: 0.1752, decode.d7.loss_mask: 0.4511, decode.d7.loss_dice: 0.6848, decode.d8.loss_cls: 0.1708, decode.d8.loss_mask: 0.4501, decode.d8.loss_dice: 0.6823, loss: 14.4886, grad_norm: 64.3247 +2023-11-07 07:25:26,462 - mmseg - INFO - Iter [130600/160000] lr: 1.838e-05, eta: 3:52:38, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1876, decode.loss_mask: 0.4400, decode.loss_dice: 0.6590, decode.d0.loss_cls: 1.1750, decode.d0.loss_mask: 0.4770, decode.d0.loss_dice: 0.7343, decode.d1.loss_cls: 0.2654, decode.d1.loss_mask: 0.4575, decode.d1.loss_dice: 0.7007, decode.d2.loss_cls: 0.2229, decode.d2.loss_mask: 0.4476, decode.d2.loss_dice: 0.6800, decode.d3.loss_cls: 0.2084, decode.d3.loss_mask: 0.4443, decode.d3.loss_dice: 0.6671, decode.d4.loss_cls: 0.1991, decode.d4.loss_mask: 0.4434, decode.d4.loss_dice: 0.6676, decode.d5.loss_cls: 0.1928, decode.d5.loss_mask: 0.4426, decode.d5.loss_dice: 0.6664, decode.d6.loss_cls: 0.1887, decode.d6.loss_mask: 0.4406, decode.d6.loss_dice: 0.6610, decode.d7.loss_cls: 0.1847, decode.d7.loss_mask: 0.4412, decode.d7.loss_dice: 0.6627, decode.d8.loss_cls: 0.1855, decode.d8.loss_mask: 0.4404, decode.d8.loss_dice: 0.6616, loss: 14.2453, grad_norm: 79.4350 +2023-11-07 07:25:49,499 - mmseg - INFO - Iter [130650/160000] lr: 1.834e-05, eta: 3:52:14, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1841, decode.loss_mask: 0.4354, decode.loss_dice: 0.6743, decode.d0.loss_cls: 1.1585, decode.d0.loss_mask: 0.4728, decode.d0.loss_dice: 0.7457, decode.d1.loss_cls: 0.2657, decode.d1.loss_mask: 0.4537, decode.d1.loss_dice: 0.7094, decode.d2.loss_cls: 0.2209, decode.d2.loss_mask: 0.4441, decode.d2.loss_dice: 0.6960, decode.d3.loss_cls: 0.2058, decode.d3.loss_mask: 0.4399, decode.d3.loss_dice: 0.6779, decode.d4.loss_cls: 0.1968, decode.d4.loss_mask: 0.4390, decode.d4.loss_dice: 0.6780, decode.d5.loss_cls: 0.1880, decode.d5.loss_mask: 0.4374, decode.d5.loss_dice: 0.6756, decode.d6.loss_cls: 0.1881, decode.d6.loss_mask: 0.4380, decode.d6.loss_dice: 0.6727, decode.d7.loss_cls: 0.1825, decode.d7.loss_mask: 0.4372, decode.d7.loss_dice: 0.6745, decode.d8.loss_cls: 0.1853, decode.d8.loss_mask: 0.4351, decode.d8.loss_dice: 0.6732, loss: 14.2854, grad_norm: 62.4895 +2023-11-07 07:26:12,429 - mmseg - INFO - Iter [130700/160000] lr: 1.831e-05, eta: 3:51:50, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1808, decode.loss_mask: 0.4527, decode.loss_dice: 0.6657, decode.d0.loss_cls: 1.1875, decode.d0.loss_mask: 0.4968, decode.d0.loss_dice: 0.7413, decode.d1.loss_cls: 0.2799, decode.d1.loss_mask: 0.4740, decode.d1.loss_dice: 0.7038, decode.d2.loss_cls: 0.2308, decode.d2.loss_mask: 0.4631, decode.d2.loss_dice: 0.6865, decode.d3.loss_cls: 0.2116, decode.d3.loss_mask: 0.4587, decode.d3.loss_dice: 0.6753, decode.d4.loss_cls: 0.2023, decode.d4.loss_mask: 0.4561, decode.d4.loss_dice: 0.6697, decode.d5.loss_cls: 0.1922, decode.d5.loss_mask: 0.4547, decode.d5.loss_dice: 0.6739, decode.d6.loss_cls: 0.1898, decode.d6.loss_mask: 0.4522, decode.d6.loss_dice: 0.6648, decode.d7.loss_cls: 0.1919, decode.d7.loss_mask: 0.4522, decode.d7.loss_dice: 0.6662, decode.d8.loss_cls: 0.1872, decode.d8.loss_mask: 0.4527, decode.d8.loss_dice: 0.6656, loss: 14.4803, grad_norm: 69.6223 +2023-11-07 07:26:35,323 - mmseg - INFO - Iter [130750/160000] lr: 1.828e-05, eta: 3:51:26, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1748, decode.loss_mask: 0.4589, decode.loss_dice: 0.6699, decode.d0.loss_cls: 1.1625, decode.d0.loss_mask: 0.4960, decode.d0.loss_dice: 0.7392, decode.d1.loss_cls: 0.2566, decode.d1.loss_mask: 0.4737, decode.d1.loss_dice: 0.7065, decode.d2.loss_cls: 0.2167, decode.d2.loss_mask: 0.4646, decode.d2.loss_dice: 0.6881, decode.d3.loss_cls: 0.1957, decode.d3.loss_mask: 0.4608, decode.d3.loss_dice: 0.6773, decode.d4.loss_cls: 0.1874, decode.d4.loss_mask: 0.4593, decode.d4.loss_dice: 0.6731, decode.d5.loss_cls: 0.1799, decode.d5.loss_mask: 0.4592, decode.d5.loss_dice: 0.6775, decode.d6.loss_cls: 0.1780, decode.d6.loss_mask: 0.4603, decode.d6.loss_dice: 0.6710, decode.d7.loss_cls: 0.1758, decode.d7.loss_mask: 0.4590, decode.d7.loss_dice: 0.6733, decode.d8.loss_cls: 0.1750, decode.d8.loss_mask: 0.4587, decode.d8.loss_dice: 0.6734, loss: 14.4020, grad_norm: 66.5165 +2023-11-07 07:26:58,011 - mmseg - INFO - Iter [130800/160000] lr: 1.825e-05, eta: 3:51:02, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1783, decode.loss_mask: 0.4381, decode.loss_dice: 0.6725, decode.d0.loss_cls: 1.1718, decode.d0.loss_mask: 0.4731, decode.d0.loss_dice: 0.7393, decode.d1.loss_cls: 0.2598, decode.d1.loss_mask: 0.4535, decode.d1.loss_dice: 0.7116, decode.d2.loss_cls: 0.2214, decode.d2.loss_mask: 0.4445, decode.d2.loss_dice: 0.6992, decode.d3.loss_cls: 0.2046, decode.d3.loss_mask: 0.4413, decode.d3.loss_dice: 0.6801, decode.d4.loss_cls: 0.1912, decode.d4.loss_mask: 0.4395, decode.d4.loss_dice: 0.6764, decode.d5.loss_cls: 0.1909, decode.d5.loss_mask: 0.4382, decode.d5.loss_dice: 0.6743, decode.d6.loss_cls: 0.1872, decode.d6.loss_mask: 0.4382, decode.d6.loss_dice: 0.6741, decode.d7.loss_cls: 0.1799, decode.d7.loss_mask: 0.4378, decode.d7.loss_dice: 0.6735, decode.d8.loss_cls: 0.1810, decode.d8.loss_mask: 0.4377, decode.d8.loss_dice: 0.6723, loss: 14.2813, grad_norm: 64.0518 +2023-11-07 07:27:21,033 - mmseg - INFO - Iter [130850/160000] lr: 1.822e-05, eta: 3:50:38, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2066, decode.loss_mask: 0.4590, decode.loss_dice: 0.6851, decode.d0.loss_cls: 1.1842, decode.d0.loss_mask: 0.5024, decode.d0.loss_dice: 0.7677, decode.d1.loss_cls: 0.2848, decode.d1.loss_mask: 0.4757, decode.d1.loss_dice: 0.7344, decode.d2.loss_cls: 0.2460, decode.d2.loss_mask: 0.4683, decode.d2.loss_dice: 0.7110, decode.d3.loss_cls: 0.2398, decode.d3.loss_mask: 0.4621, decode.d3.loss_dice: 0.6934, decode.d4.loss_cls: 0.2215, decode.d4.loss_mask: 0.4592, decode.d4.loss_dice: 0.6897, decode.d5.loss_cls: 0.2172, decode.d5.loss_mask: 0.4586, decode.d5.loss_dice: 0.6876, decode.d6.loss_cls: 0.2156, decode.d6.loss_mask: 0.4586, decode.d6.loss_dice: 0.6868, decode.d7.loss_cls: 0.2142, decode.d7.loss_mask: 0.4581, decode.d7.loss_dice: 0.6874, decode.d8.loss_cls: 0.2044, decode.d8.loss_mask: 0.4588, decode.d8.loss_dice: 0.6890, loss: 14.9271, grad_norm: 74.4948 +2023-11-07 07:27:44,003 - mmseg - INFO - Iter [130900/160000] lr: 1.819e-05, eta: 3:50:15, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1796, decode.loss_mask: 0.4352, decode.loss_dice: 0.6424, decode.d0.loss_cls: 1.1683, decode.d0.loss_mask: 0.4743, decode.d0.loss_dice: 0.7181, decode.d1.loss_cls: 0.2611, decode.d1.loss_mask: 0.4492, decode.d1.loss_dice: 0.6862, decode.d2.loss_cls: 0.2188, decode.d2.loss_mask: 0.4425, decode.d2.loss_dice: 0.6610, decode.d3.loss_cls: 0.2058, decode.d3.loss_mask: 0.4398, decode.d3.loss_dice: 0.6475, decode.d4.loss_cls: 0.1868, decode.d4.loss_mask: 0.4376, decode.d4.loss_dice: 0.6501, decode.d5.loss_cls: 0.1873, decode.d5.loss_mask: 0.4370, decode.d5.loss_dice: 0.6497, decode.d6.loss_cls: 0.1871, decode.d6.loss_mask: 0.4352, decode.d6.loss_dice: 0.6434, decode.d7.loss_cls: 0.1808, decode.d7.loss_mask: 0.4351, decode.d7.loss_dice: 0.6433, decode.d8.loss_cls: 0.1801, decode.d8.loss_mask: 0.4357, decode.d8.loss_dice: 0.6434, loss: 13.9622, grad_norm: 62.4013 +2023-11-07 07:28:06,851 - mmseg - INFO - Iter [130950/160000] lr: 1.816e-05, eta: 3:49:51, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1829, decode.loss_mask: 0.4370, decode.loss_dice: 0.6910, decode.d0.loss_cls: 1.1847, decode.d0.loss_mask: 0.4782, decode.d0.loss_dice: 0.7622, decode.d1.loss_cls: 0.2780, decode.d1.loss_mask: 0.4539, decode.d1.loss_dice: 0.7282, decode.d2.loss_cls: 0.2391, decode.d2.loss_mask: 0.4445, decode.d2.loss_dice: 0.7114, decode.d3.loss_cls: 0.2116, decode.d3.loss_mask: 0.4407, decode.d3.loss_dice: 0.6909, decode.d4.loss_cls: 0.2014, decode.d4.loss_mask: 0.4397, decode.d4.loss_dice: 0.6932, decode.d5.loss_cls: 0.1873, decode.d5.loss_mask: 0.4398, decode.d5.loss_dice: 0.6977, decode.d6.loss_cls: 0.1892, decode.d6.loss_mask: 0.4376, decode.d6.loss_dice: 0.6957, decode.d7.loss_cls: 0.1883, decode.d7.loss_mask: 0.4370, decode.d7.loss_dice: 0.6910, decode.d8.loss_cls: 0.1824, decode.d8.loss_mask: 0.4381, decode.d8.loss_dice: 0.6940, loss: 14.5466, grad_norm: 60.5896 +2023-11-07 07:28:30,163 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 07:28:30,163 - mmseg - INFO - Iter [131000/160000] lr: 1.813e-05, eta: 3:49:27, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1721, decode.loss_mask: 0.4588, decode.loss_dice: 0.6641, decode.d0.loss_cls: 1.1480, decode.d0.loss_mask: 0.4916, decode.d0.loss_dice: 0.7350, decode.d1.loss_cls: 0.2457, decode.d1.loss_mask: 0.4739, decode.d1.loss_dice: 0.7052, decode.d2.loss_cls: 0.2138, decode.d2.loss_mask: 0.4678, decode.d2.loss_dice: 0.6855, decode.d3.loss_cls: 0.1940, decode.d3.loss_mask: 0.4625, decode.d3.loss_dice: 0.6704, decode.d4.loss_cls: 0.1847, decode.d4.loss_mask: 0.4599, decode.d4.loss_dice: 0.6697, decode.d5.loss_cls: 0.1834, decode.d5.loss_mask: 0.4583, decode.d5.loss_dice: 0.6666, decode.d6.loss_cls: 0.1792, decode.d6.loss_mask: 0.4580, decode.d6.loss_dice: 0.6628, decode.d7.loss_cls: 0.1761, decode.d7.loss_mask: 0.4574, decode.d7.loss_dice: 0.6641, decode.d8.loss_cls: 0.1745, decode.d8.loss_mask: 0.4579, decode.d8.loss_dice: 0.6613, loss: 14.3023, grad_norm: 68.1455 +2023-11-07 07:28:53,108 - mmseg - INFO - Iter [131050/160000] lr: 1.809e-05, eta: 3:49:03, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1726, decode.loss_mask: 0.4442, decode.loss_dice: 0.6656, decode.d0.loss_cls: 1.1664, decode.d0.loss_mask: 0.4841, decode.d0.loss_dice: 0.7442, decode.d1.loss_cls: 0.2634, decode.d1.loss_mask: 0.4613, decode.d1.loss_dice: 0.7037, decode.d2.loss_cls: 0.2187, decode.d2.loss_mask: 0.4531, decode.d2.loss_dice: 0.6900, decode.d3.loss_cls: 0.1975, decode.d3.loss_mask: 0.4464, decode.d3.loss_dice: 0.6717, decode.d4.loss_cls: 0.1900, decode.d4.loss_mask: 0.4428, decode.d4.loss_dice: 0.6724, decode.d5.loss_cls: 0.1825, decode.d5.loss_mask: 0.4459, decode.d5.loss_dice: 0.6701, decode.d6.loss_cls: 0.1784, decode.d6.loss_mask: 0.4440, decode.d6.loss_dice: 0.6688, decode.d7.loss_cls: 0.1725, decode.d7.loss_mask: 0.4435, decode.d7.loss_dice: 0.6719, decode.d8.loss_cls: 0.1733, decode.d8.loss_mask: 0.4455, decode.d8.loss_dice: 0.6716, loss: 14.2559, grad_norm: 65.9880 +2023-11-07 07:29:16,087 - mmseg - INFO - Iter [131100/160000] lr: 1.806e-05, eta: 3:48:39, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1725, decode.loss_mask: 0.4614, decode.loss_dice: 0.6653, decode.d0.loss_cls: 1.1317, decode.d0.loss_mask: 0.5008, decode.d0.loss_dice: 0.7315, decode.d1.loss_cls: 0.2459, decode.d1.loss_mask: 0.4773, decode.d1.loss_dice: 0.7026, decode.d2.loss_cls: 0.2064, decode.d2.loss_mask: 0.4728, decode.d2.loss_dice: 0.6864, decode.d3.loss_cls: 0.2008, decode.d3.loss_mask: 0.4669, decode.d3.loss_dice: 0.6727, decode.d4.loss_cls: 0.1868, decode.d4.loss_mask: 0.4640, decode.d4.loss_dice: 0.6746, decode.d5.loss_cls: 0.1807, decode.d5.loss_mask: 0.4650, decode.d5.loss_dice: 0.6716, decode.d6.loss_cls: 0.1759, decode.d6.loss_mask: 0.4625, decode.d6.loss_dice: 0.6704, decode.d7.loss_cls: 0.1736, decode.d7.loss_mask: 0.4613, decode.d7.loss_dice: 0.6663, decode.d8.loss_cls: 0.1720, decode.d8.loss_mask: 0.4614, decode.d8.loss_dice: 0.6665, loss: 14.3477, grad_norm: 62.8520 +2023-11-07 07:29:38,874 - mmseg - INFO - Iter [131150/160000] lr: 1.803e-05, eta: 3:48:15, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1717, decode.loss_mask: 0.4595, decode.loss_dice: 0.6877, decode.d0.loss_cls: 1.1711, decode.d0.loss_mask: 0.5001, decode.d0.loss_dice: 0.7549, decode.d1.loss_cls: 0.2555, decode.d1.loss_mask: 0.4791, decode.d1.loss_dice: 0.7285, decode.d2.loss_cls: 0.2184, decode.d2.loss_mask: 0.4667, decode.d2.loss_dice: 0.6972, decode.d3.loss_cls: 0.1983, decode.d3.loss_mask: 0.4615, decode.d3.loss_dice: 0.6931, decode.d4.loss_cls: 0.1886, decode.d4.loss_mask: 0.4615, decode.d4.loss_dice: 0.6900, decode.d5.loss_cls: 0.1856, decode.d5.loss_mask: 0.4598, decode.d5.loss_dice: 0.6866, decode.d6.loss_cls: 0.1836, decode.d6.loss_mask: 0.4599, decode.d6.loss_dice: 0.6845, decode.d7.loss_cls: 0.1815, decode.d7.loss_mask: 0.4583, decode.d7.loss_dice: 0.6828, decode.d8.loss_cls: 0.1774, decode.d8.loss_mask: 0.4592, decode.d8.loss_dice: 0.6823, loss: 14.5849, grad_norm: 70.6971 +2023-11-07 07:30:01,767 - mmseg - INFO - Iter [131200/160000] lr: 1.800e-05, eta: 3:47:51, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1900, decode.loss_mask: 0.4564, decode.loss_dice: 0.6921, decode.d0.loss_cls: 1.1817, decode.d0.loss_mask: 0.4969, decode.d0.loss_dice: 0.7732, decode.d1.loss_cls: 0.2714, decode.d1.loss_mask: 0.4712, decode.d1.loss_dice: 0.7301, decode.d2.loss_cls: 0.2249, decode.d2.loss_mask: 0.4660, decode.d2.loss_dice: 0.7112, decode.d3.loss_cls: 0.2084, decode.d3.loss_mask: 0.4615, decode.d3.loss_dice: 0.6997, decode.d4.loss_cls: 0.1995, decode.d4.loss_mask: 0.4595, decode.d4.loss_dice: 0.6959, decode.d5.loss_cls: 0.1923, decode.d5.loss_mask: 0.4582, decode.d5.loss_dice: 0.6969, decode.d6.loss_cls: 0.1920, decode.d6.loss_mask: 0.4574, decode.d6.loss_dice: 0.6952, decode.d7.loss_cls: 0.1919, decode.d7.loss_mask: 0.4571, decode.d7.loss_dice: 0.6937, decode.d8.loss_cls: 0.1848, decode.d8.loss_mask: 0.4579, decode.d8.loss_dice: 0.6926, loss: 14.7597, grad_norm: 68.6730 +2023-11-07 07:30:24,865 - mmseg - INFO - Iter [131250/160000] lr: 1.797e-05, eta: 3:47:27, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1823, decode.loss_mask: 0.4524, decode.loss_dice: 0.6753, decode.d0.loss_cls: 1.1459, decode.d0.loss_mask: 0.4864, decode.d0.loss_dice: 0.7437, decode.d1.loss_cls: 0.2572, decode.d1.loss_mask: 0.4658, decode.d1.loss_dice: 0.7126, decode.d2.loss_cls: 0.2178, decode.d2.loss_mask: 0.4584, decode.d2.loss_dice: 0.6945, decode.d3.loss_cls: 0.2061, decode.d3.loss_mask: 0.4532, decode.d3.loss_dice: 0.6805, decode.d4.loss_cls: 0.1934, decode.d4.loss_mask: 0.4524, decode.d4.loss_dice: 0.6746, decode.d5.loss_cls: 0.1924, decode.d5.loss_mask: 0.4530, decode.d5.loss_dice: 0.6761, decode.d6.loss_cls: 0.1862, decode.d6.loss_mask: 0.4526, decode.d6.loss_dice: 0.6778, decode.d7.loss_cls: 0.1816, decode.d7.loss_mask: 0.4531, decode.d7.loss_dice: 0.6794, decode.d8.loss_cls: 0.1823, decode.d8.loss_mask: 0.4512, decode.d8.loss_dice: 0.6767, loss: 14.4148, grad_norm: 66.1593 +2023-11-07 07:30:47,895 - mmseg - INFO - Iter [131300/160000] lr: 1.794e-05, eta: 3:47:03, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1847, decode.loss_mask: 0.4568, decode.loss_dice: 0.7028, decode.d0.loss_cls: 1.1792, decode.d0.loss_mask: 0.4974, decode.d0.loss_dice: 0.7755, decode.d1.loss_cls: 0.2610, decode.d1.loss_mask: 0.4767, decode.d1.loss_dice: 0.7452, decode.d2.loss_cls: 0.2281, decode.d2.loss_mask: 0.4648, decode.d2.loss_dice: 0.7226, decode.d3.loss_cls: 0.2049, decode.d3.loss_mask: 0.4615, decode.d3.loss_dice: 0.7063, decode.d4.loss_cls: 0.2004, decode.d4.loss_mask: 0.4608, decode.d4.loss_dice: 0.7046, decode.d5.loss_cls: 0.1954, decode.d5.loss_mask: 0.4588, decode.d5.loss_dice: 0.7012, decode.d6.loss_cls: 0.1895, decode.d6.loss_mask: 0.4585, decode.d6.loss_dice: 0.7007, decode.d7.loss_cls: 0.1890, decode.d7.loss_mask: 0.4572, decode.d7.loss_dice: 0.6996, decode.d8.loss_cls: 0.1836, decode.d8.loss_mask: 0.4569, decode.d8.loss_dice: 0.7010, loss: 14.8245, grad_norm: 70.4839 +2023-11-07 07:31:10,588 - mmseg - INFO - Iter [131350/160000] lr: 1.791e-05, eta: 3:46:39, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1840, decode.loss_mask: 0.4530, decode.loss_dice: 0.6998, decode.d0.loss_cls: 1.1620, decode.d0.loss_mask: 0.4924, decode.d0.loss_dice: 0.7754, decode.d1.loss_cls: 0.2637, decode.d1.loss_mask: 0.4677, decode.d1.loss_dice: 0.7459, decode.d2.loss_cls: 0.2292, decode.d2.loss_mask: 0.4571, decode.d2.loss_dice: 0.7172, decode.d3.loss_cls: 0.2103, decode.d3.loss_mask: 0.4529, decode.d3.loss_dice: 0.6991, decode.d4.loss_cls: 0.1989, decode.d4.loss_mask: 0.4529, decode.d4.loss_dice: 0.7002, decode.d5.loss_cls: 0.1963, decode.d5.loss_mask: 0.4510, decode.d5.loss_dice: 0.6992, decode.d6.loss_cls: 0.1927, decode.d6.loss_mask: 0.4512, decode.d6.loss_dice: 0.6962, decode.d7.loss_cls: 0.1856, decode.d7.loss_mask: 0.4517, decode.d7.loss_dice: 0.7004, decode.d8.loss_cls: 0.1825, decode.d8.loss_mask: 0.4510, decode.d8.loss_dice: 0.6990, loss: 14.7182, grad_norm: 69.8352 +2023-11-07 07:31:35,774 - mmseg - INFO - Iter [131400/160000] lr: 1.788e-05, eta: 3:46:16, time: 0.504, data_time: 0.059, memory: 39436, decode.loss_cls: 0.1663, decode.loss_mask: 0.4460, decode.loss_dice: 0.6784, decode.d0.loss_cls: 1.1516, decode.d0.loss_mask: 0.4816, decode.d0.loss_dice: 0.7467, decode.d1.loss_cls: 0.2526, decode.d1.loss_mask: 0.4628, decode.d1.loss_dice: 0.7150, decode.d2.loss_cls: 0.2151, decode.d2.loss_mask: 0.4531, decode.d2.loss_dice: 0.6964, decode.d3.loss_cls: 0.1941, decode.d3.loss_mask: 0.4480, decode.d3.loss_dice: 0.6824, decode.d4.loss_cls: 0.1822, decode.d4.loss_mask: 0.4472, decode.d4.loss_dice: 0.6837, decode.d5.loss_cls: 0.1761, decode.d5.loss_mask: 0.4476, decode.d5.loss_dice: 0.6827, decode.d6.loss_cls: 0.1808, decode.d6.loss_mask: 0.4455, decode.d6.loss_dice: 0.6765, decode.d7.loss_cls: 0.1743, decode.d7.loss_mask: 0.4453, decode.d7.loss_dice: 0.6779, decode.d8.loss_cls: 0.1708, decode.d8.loss_mask: 0.4452, decode.d8.loss_dice: 0.6789, loss: 14.3050, grad_norm: 57.8652 +2023-11-07 07:31:58,613 - mmseg - INFO - Iter [131450/160000] lr: 1.784e-05, eta: 3:45:52, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1773, decode.loss_mask: 0.4405, decode.loss_dice: 0.6652, decode.d0.loss_cls: 1.1442, decode.d0.loss_mask: 0.4737, decode.d0.loss_dice: 0.7396, decode.d1.loss_cls: 0.2507, decode.d1.loss_mask: 0.4574, decode.d1.loss_dice: 0.7066, decode.d2.loss_cls: 0.2195, decode.d2.loss_mask: 0.4474, decode.d2.loss_dice: 0.6838, decode.d3.loss_cls: 0.1981, decode.d3.loss_mask: 0.4441, decode.d3.loss_dice: 0.6732, decode.d4.loss_cls: 0.1886, decode.d4.loss_mask: 0.4445, decode.d4.loss_dice: 0.6714, decode.d5.loss_cls: 0.1831, decode.d5.loss_mask: 0.4445, decode.d5.loss_dice: 0.6697, decode.d6.loss_cls: 0.1841, decode.d6.loss_mask: 0.4419, decode.d6.loss_dice: 0.6665, decode.d7.loss_cls: 0.1765, decode.d7.loss_mask: 0.4418, decode.d7.loss_dice: 0.6678, decode.d8.loss_cls: 0.1760, decode.d8.loss_mask: 0.4406, decode.d8.loss_dice: 0.6679, loss: 14.1863, grad_norm: 64.3393 +2023-11-07 07:32:21,519 - mmseg - INFO - Iter [131500/160000] lr: 1.781e-05, eta: 3:45:28, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1814, decode.loss_mask: 0.4449, decode.loss_dice: 0.6628, decode.d0.loss_cls: 1.1474, decode.d0.loss_mask: 0.4871, decode.d0.loss_dice: 0.7436, decode.d1.loss_cls: 0.2587, decode.d1.loss_mask: 0.4626, decode.d1.loss_dice: 0.7083, decode.d2.loss_cls: 0.2234, decode.d2.loss_mask: 0.4524, decode.d2.loss_dice: 0.6930, decode.d3.loss_cls: 0.2083, decode.d3.loss_mask: 0.4485, decode.d3.loss_dice: 0.6741, decode.d4.loss_cls: 0.1979, decode.d4.loss_mask: 0.4499, decode.d4.loss_dice: 0.6739, decode.d5.loss_cls: 0.1930, decode.d5.loss_mask: 0.4466, decode.d5.loss_dice: 0.6715, decode.d6.loss_cls: 0.1909, decode.d6.loss_mask: 0.4466, decode.d6.loss_dice: 0.6670, decode.d7.loss_cls: 0.1880, decode.d7.loss_mask: 0.4456, decode.d7.loss_dice: 0.6655, decode.d8.loss_cls: 0.1853, decode.d8.loss_mask: 0.4451, decode.d8.loss_dice: 0.6677, loss: 14.3312, grad_norm: 66.7459 +2023-11-07 07:32:44,390 - mmseg - INFO - Iter [131550/160000] lr: 1.778e-05, eta: 3:45:04, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1855, decode.loss_mask: 0.4380, decode.loss_dice: 0.6642, decode.d0.loss_cls: 1.2084, decode.d0.loss_mask: 0.4786, decode.d0.loss_dice: 0.7424, decode.d1.loss_cls: 0.2702, decode.d1.loss_mask: 0.4584, decode.d1.loss_dice: 0.7037, decode.d2.loss_cls: 0.2363, decode.d2.loss_mask: 0.4453, decode.d2.loss_dice: 0.6909, decode.d3.loss_cls: 0.2167, decode.d3.loss_mask: 0.4426, decode.d3.loss_dice: 0.6665, decode.d4.loss_cls: 0.2072, decode.d4.loss_mask: 0.4406, decode.d4.loss_dice: 0.6665, decode.d5.loss_cls: 0.1967, decode.d5.loss_mask: 0.4396, decode.d5.loss_dice: 0.6703, decode.d6.loss_cls: 0.1905, decode.d6.loss_mask: 0.4382, decode.d6.loss_dice: 0.6652, decode.d7.loss_cls: 0.1852, decode.d7.loss_mask: 0.4388, decode.d7.loss_dice: 0.6631, decode.d8.loss_cls: 0.1911, decode.d8.loss_mask: 0.4376, decode.d8.loss_dice: 0.6697, loss: 14.3480, grad_norm: 66.9011 +2023-11-07 07:33:07,177 - mmseg - INFO - Iter [131600/160000] lr: 1.775e-05, eta: 3:44:40, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1740, decode.loss_mask: 0.4263, decode.loss_dice: 0.6692, decode.d0.loss_cls: 1.1707, decode.d0.loss_mask: 0.4591, decode.d0.loss_dice: 0.7364, decode.d1.loss_cls: 0.2544, decode.d1.loss_mask: 0.4432, decode.d1.loss_dice: 0.6986, decode.d2.loss_cls: 0.2238, decode.d2.loss_mask: 0.4332, decode.d2.loss_dice: 0.6833, decode.d3.loss_cls: 0.2128, decode.d3.loss_mask: 0.4308, decode.d3.loss_dice: 0.6727, decode.d4.loss_cls: 0.1955, decode.d4.loss_mask: 0.4281, decode.d4.loss_dice: 0.6692, decode.d5.loss_cls: 0.1856, decode.d5.loss_mask: 0.4272, decode.d5.loss_dice: 0.6696, decode.d6.loss_cls: 0.1817, decode.d6.loss_mask: 0.4279, decode.d6.loss_dice: 0.6663, decode.d7.loss_cls: 0.1838, decode.d7.loss_mask: 0.4275, decode.d7.loss_dice: 0.6637, decode.d8.loss_cls: 0.1778, decode.d8.loss_mask: 0.4260, decode.d8.loss_dice: 0.6655, loss: 14.0837, grad_norm: 67.5798 +2023-11-07 07:33:30,207 - mmseg - INFO - Iter [131650/160000] lr: 1.772e-05, eta: 3:44:16, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1852, decode.loss_mask: 0.4509, decode.loss_dice: 0.6729, decode.d0.loss_cls: 1.1828, decode.d0.loss_mask: 0.4892, decode.d0.loss_dice: 0.7484, decode.d1.loss_cls: 0.2683, decode.d1.loss_mask: 0.4714, decode.d1.loss_dice: 0.7124, decode.d2.loss_cls: 0.2221, decode.d2.loss_mask: 0.4577, decode.d2.loss_dice: 0.6897, decode.d3.loss_cls: 0.2055, decode.d3.loss_mask: 0.4559, decode.d3.loss_dice: 0.6787, decode.d4.loss_cls: 0.1934, decode.d4.loss_mask: 0.4540, decode.d4.loss_dice: 0.6786, decode.d5.loss_cls: 0.1903, decode.d5.loss_mask: 0.4534, decode.d5.loss_dice: 0.6751, decode.d6.loss_cls: 0.1912, decode.d6.loss_mask: 0.4508, decode.d6.loss_dice: 0.6712, decode.d7.loss_cls: 0.1860, decode.d7.loss_mask: 0.4501, decode.d7.loss_dice: 0.6766, decode.d8.loss_cls: 0.1841, decode.d8.loss_mask: 0.4503, decode.d8.loss_dice: 0.6757, loss: 14.4719, grad_norm: 65.7663 +2023-11-07 07:33:53,163 - mmseg - INFO - Iter [131700/160000] lr: 1.769e-05, eta: 3:43:52, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1949, decode.loss_mask: 0.4426, decode.loss_dice: 0.6764, decode.d0.loss_cls: 1.1909, decode.d0.loss_mask: 0.4812, decode.d0.loss_dice: 0.7434, decode.d1.loss_cls: 0.2775, decode.d1.loss_mask: 0.4582, decode.d1.loss_dice: 0.7131, decode.d2.loss_cls: 0.2418, decode.d2.loss_mask: 0.4478, decode.d2.loss_dice: 0.6965, decode.d3.loss_cls: 0.2247, decode.d3.loss_mask: 0.4455, decode.d3.loss_dice: 0.6821, decode.d4.loss_cls: 0.2125, decode.d4.loss_mask: 0.4452, decode.d4.loss_dice: 0.6814, decode.d5.loss_cls: 0.2063, decode.d5.loss_mask: 0.4440, decode.d5.loss_dice: 0.6791, decode.d6.loss_cls: 0.2029, decode.d6.loss_mask: 0.4424, decode.d6.loss_dice: 0.6765, decode.d7.loss_cls: 0.1975, decode.d7.loss_mask: 0.4424, decode.d7.loss_dice: 0.6772, decode.d8.loss_cls: 0.1964, decode.d8.loss_mask: 0.4434, decode.d8.loss_dice: 0.6787, loss: 14.5425, grad_norm: 68.8401 +2023-11-07 07:34:16,081 - mmseg - INFO - Iter [131750/160000] lr: 1.766e-05, eta: 3:43:29, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1635, decode.loss_mask: 0.4511, decode.loss_dice: 0.6762, decode.d0.loss_cls: 1.1383, decode.d0.loss_mask: 0.4884, decode.d0.loss_dice: 0.7436, decode.d1.loss_cls: 0.2498, decode.d1.loss_mask: 0.4662, decode.d1.loss_dice: 0.7075, decode.d2.loss_cls: 0.2121, decode.d2.loss_mask: 0.4586, decode.d2.loss_dice: 0.6935, decode.d3.loss_cls: 0.1883, decode.d3.loss_mask: 0.4542, decode.d3.loss_dice: 0.6804, decode.d4.loss_cls: 0.1807, decode.d4.loss_mask: 0.4529, decode.d4.loss_dice: 0.6809, decode.d5.loss_cls: 0.1714, decode.d5.loss_mask: 0.4499, decode.d5.loss_dice: 0.6803, decode.d6.loss_cls: 0.1698, decode.d6.loss_mask: 0.4511, decode.d6.loss_dice: 0.6769, decode.d7.loss_cls: 0.1631, decode.d7.loss_mask: 0.4520, decode.d7.loss_dice: 0.6782, decode.d8.loss_cls: 0.1656, decode.d8.loss_mask: 0.4509, decode.d8.loss_dice: 0.6778, loss: 14.2735, grad_norm: 63.8840 +2023-11-07 07:34:38,915 - mmseg - INFO - Iter [131800/160000] lr: 1.763e-05, eta: 3:43:05, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1792, decode.loss_mask: 0.4673, decode.loss_dice: 0.6801, decode.d0.loss_cls: 1.1745, decode.d0.loss_mask: 0.5032, decode.d0.loss_dice: 0.7426, decode.d1.loss_cls: 0.2572, decode.d1.loss_mask: 0.4853, decode.d1.loss_dice: 0.7154, decode.d2.loss_cls: 0.2248, decode.d2.loss_mask: 0.4771, decode.d2.loss_dice: 0.7010, decode.d3.loss_cls: 0.2114, decode.d3.loss_mask: 0.4715, decode.d3.loss_dice: 0.6821, decode.d4.loss_cls: 0.1976, decode.d4.loss_mask: 0.4678, decode.d4.loss_dice: 0.6834, decode.d5.loss_cls: 0.1902, decode.d5.loss_mask: 0.4679, decode.d5.loss_dice: 0.6787, decode.d6.loss_cls: 0.1905, decode.d6.loss_mask: 0.4677, decode.d6.loss_dice: 0.6812, decode.d7.loss_cls: 0.1821, decode.d7.loss_mask: 0.4682, decode.d7.loss_dice: 0.6785, decode.d8.loss_cls: 0.1828, decode.d8.loss_mask: 0.4665, decode.d8.loss_dice: 0.6774, loss: 14.6532, grad_norm: 72.3425 +2023-11-07 07:35:01,839 - mmseg - INFO - Iter [131850/160000] lr: 1.759e-05, eta: 3:42:41, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1809, decode.loss_mask: 0.4507, decode.loss_dice: 0.6646, decode.d0.loss_cls: 1.1943, decode.d0.loss_mask: 0.4847, decode.d0.loss_dice: 0.7279, decode.d1.loss_cls: 0.2671, decode.d1.loss_mask: 0.4674, decode.d1.loss_dice: 0.7030, decode.d2.loss_cls: 0.2296, decode.d2.loss_mask: 0.4565, decode.d2.loss_dice: 0.6789, decode.d3.loss_cls: 0.2161, decode.d3.loss_mask: 0.4503, decode.d3.loss_dice: 0.6630, decode.d4.loss_cls: 0.2047, decode.d4.loss_mask: 0.4522, decode.d4.loss_dice: 0.6665, decode.d5.loss_cls: 0.1964, decode.d5.loss_mask: 0.4522, decode.d5.loss_dice: 0.6675, decode.d6.loss_cls: 0.1944, decode.d6.loss_mask: 0.4513, decode.d6.loss_dice: 0.6641, decode.d7.loss_cls: 0.1892, decode.d7.loss_mask: 0.4501, decode.d7.loss_dice: 0.6615, decode.d8.loss_cls: 0.1860, decode.d8.loss_mask: 0.4493, decode.d8.loss_dice: 0.6627, loss: 14.3831, grad_norm: 68.3492 +2023-11-07 07:35:24,686 - mmseg - INFO - Iter [131900/160000] lr: 1.756e-05, eta: 3:42:17, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1894, decode.loss_mask: 0.4481, decode.loss_dice: 0.6786, decode.d0.loss_cls: 1.1527, decode.d0.loss_mask: 0.4930, decode.d0.loss_dice: 0.7451, decode.d1.loss_cls: 0.2669, decode.d1.loss_mask: 0.4688, decode.d1.loss_dice: 0.7118, decode.d2.loss_cls: 0.2354, decode.d2.loss_mask: 0.4574, decode.d2.loss_dice: 0.6954, decode.d3.loss_cls: 0.2142, decode.d3.loss_mask: 0.4540, decode.d3.loss_dice: 0.6801, decode.d4.loss_cls: 0.2104, decode.d4.loss_mask: 0.4513, decode.d4.loss_dice: 0.6819, decode.d5.loss_cls: 0.2019, decode.d5.loss_mask: 0.4503, decode.d5.loss_dice: 0.6791, decode.d6.loss_cls: 0.2016, decode.d6.loss_mask: 0.4488, decode.d6.loss_dice: 0.6764, decode.d7.loss_cls: 0.1904, decode.d7.loss_mask: 0.4482, decode.d7.loss_dice: 0.6769, decode.d8.loss_cls: 0.1887, decode.d8.loss_mask: 0.4493, decode.d8.loss_dice: 0.6761, loss: 14.5225, grad_norm: 68.1100 +2023-11-07 07:35:47,599 - mmseg - INFO - Iter [131950/160000] lr: 1.753e-05, eta: 3:41:53, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1826, decode.loss_mask: 0.4457, decode.loss_dice: 0.6648, decode.d0.loss_cls: 1.1830, decode.d0.loss_mask: 0.4838, decode.d0.loss_dice: 0.7326, decode.d1.loss_cls: 0.2673, decode.d1.loss_mask: 0.4648, decode.d1.loss_dice: 0.6973, decode.d2.loss_cls: 0.2196, decode.d2.loss_mask: 0.4512, decode.d2.loss_dice: 0.6808, decode.d3.loss_cls: 0.2113, decode.d3.loss_mask: 0.4485, decode.d3.loss_dice: 0.6709, decode.d4.loss_cls: 0.2029, decode.d4.loss_mask: 0.4452, decode.d4.loss_dice: 0.6713, decode.d5.loss_cls: 0.1932, decode.d5.loss_mask: 0.4463, decode.d5.loss_dice: 0.6699, decode.d6.loss_cls: 0.1888, decode.d6.loss_mask: 0.4447, decode.d6.loss_dice: 0.6621, decode.d7.loss_cls: 0.1854, decode.d7.loss_mask: 0.4455, decode.d7.loss_dice: 0.6646, decode.d8.loss_cls: 0.1828, decode.d8.loss_mask: 0.4445, decode.d8.loss_dice: 0.6668, loss: 14.3183, grad_norm: 62.9970 +2023-11-07 07:36:10,335 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 07:36:10,335 - mmseg - INFO - Iter [132000/160000] lr: 1.750e-05, eta: 3:41:29, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1727, decode.loss_mask: 0.4654, decode.loss_dice: 0.6887, decode.d0.loss_cls: 1.1386, decode.d0.loss_mask: 0.5031, decode.d0.loss_dice: 0.7687, decode.d1.loss_cls: 0.2572, decode.d1.loss_mask: 0.4820, decode.d1.loss_dice: 0.7353, decode.d2.loss_cls: 0.2171, decode.d2.loss_mask: 0.4721, decode.d2.loss_dice: 0.7127, decode.d3.loss_cls: 0.2028, decode.d3.loss_mask: 0.4688, decode.d3.loss_dice: 0.6958, decode.d4.loss_cls: 0.1915, decode.d4.loss_mask: 0.4675, decode.d4.loss_dice: 0.6955, decode.d5.loss_cls: 0.1818, decode.d5.loss_mask: 0.4662, decode.d5.loss_dice: 0.6933, decode.d6.loss_cls: 0.1741, decode.d6.loss_mask: 0.4667, decode.d6.loss_dice: 0.6906, decode.d7.loss_cls: 0.1762, decode.d7.loss_mask: 0.4652, decode.d7.loss_dice: 0.6919, decode.d8.loss_cls: 0.1704, decode.d8.loss_mask: 0.4656, decode.d8.loss_dice: 0.6894, loss: 14.6669, grad_norm: 69.4099 +2023-11-07 07:36:33,195 - mmseg - INFO - Iter [132050/160000] lr: 1.747e-05, eta: 3:41:05, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1529, decode.loss_mask: 0.4549, decode.loss_dice: 0.6638, decode.d0.loss_cls: 1.1117, decode.d0.loss_mask: 0.4972, decode.d0.loss_dice: 0.7232, decode.d1.loss_cls: 0.2295, decode.d1.loss_mask: 0.4701, decode.d1.loss_dice: 0.6963, decode.d2.loss_cls: 0.1933, decode.d2.loss_mask: 0.4621, decode.d2.loss_dice: 0.6788, decode.d3.loss_cls: 0.1781, decode.d3.loss_mask: 0.4586, decode.d3.loss_dice: 0.6661, decode.d4.loss_cls: 0.1721, decode.d4.loss_mask: 0.4576, decode.d4.loss_dice: 0.6619, decode.d5.loss_cls: 0.1625, decode.d5.loss_mask: 0.4593, decode.d5.loss_dice: 0.6641, decode.d6.loss_cls: 0.1590, decode.d6.loss_mask: 0.4570, decode.d6.loss_dice: 0.6619, decode.d7.loss_cls: 0.1581, decode.d7.loss_mask: 0.4555, decode.d7.loss_dice: 0.6655, decode.d8.loss_cls: 0.1519, decode.d8.loss_mask: 0.4549, decode.d8.loss_dice: 0.6632, loss: 14.0407, grad_norm: 70.7362 +2023-11-07 07:36:56,090 - mmseg - INFO - Iter [132100/160000] lr: 1.744e-05, eta: 3:40:41, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1807, decode.loss_mask: 0.4313, decode.loss_dice: 0.6661, decode.d0.loss_cls: 1.1713, decode.d0.loss_mask: 0.4655, decode.d0.loss_dice: 0.7359, decode.d1.loss_cls: 0.2691, decode.d1.loss_mask: 0.4455, decode.d1.loss_dice: 0.7065, decode.d2.loss_cls: 0.2276, decode.d2.loss_mask: 0.4379, decode.d2.loss_dice: 0.6890, decode.d3.loss_cls: 0.2089, decode.d3.loss_mask: 0.4325, decode.d3.loss_dice: 0.6721, decode.d4.loss_cls: 0.1950, decode.d4.loss_mask: 0.4321, decode.d4.loss_dice: 0.6709, decode.d5.loss_cls: 0.1927, decode.d5.loss_mask: 0.4324, decode.d5.loss_dice: 0.6699, decode.d6.loss_cls: 0.1900, decode.d6.loss_mask: 0.4293, decode.d6.loss_dice: 0.6646, decode.d7.loss_cls: 0.1846, decode.d7.loss_mask: 0.4298, decode.d7.loss_dice: 0.6643, decode.d8.loss_cls: 0.1792, decode.d8.loss_mask: 0.4325, decode.d8.loss_dice: 0.6672, loss: 14.1743, grad_norm: 59.2717 +2023-11-07 07:37:19,012 - mmseg - INFO - Iter [132150/160000] lr: 1.741e-05, eta: 3:40:17, time: 0.460, data_time: 0.015, memory: 39436, decode.loss_cls: 0.1864, decode.loss_mask: 0.4504, decode.loss_dice: 0.6741, decode.d0.loss_cls: 1.1910, decode.d0.loss_mask: 0.4859, decode.d0.loss_dice: 0.7426, decode.d1.loss_cls: 0.2683, decode.d1.loss_mask: 0.4679, decode.d1.loss_dice: 0.7106, decode.d2.loss_cls: 0.2332, decode.d2.loss_mask: 0.4601, decode.d2.loss_dice: 0.6934, decode.d3.loss_cls: 0.2187, decode.d3.loss_mask: 0.4552, decode.d3.loss_dice: 0.6774, decode.d4.loss_cls: 0.2021, decode.d4.loss_mask: 0.4560, decode.d4.loss_dice: 0.6808, decode.d5.loss_cls: 0.1952, decode.d5.loss_mask: 0.4538, decode.d5.loss_dice: 0.6806, decode.d6.loss_cls: 0.1897, decode.d6.loss_mask: 0.4519, decode.d6.loss_dice: 0.6779, decode.d7.loss_cls: 0.1884, decode.d7.loss_mask: 0.4507, decode.d7.loss_dice: 0.6772, decode.d8.loss_cls: 0.1879, decode.d8.loss_mask: 0.4510, decode.d8.loss_dice: 0.6755, loss: 14.5338, grad_norm: 70.2032 +2023-11-07 07:37:41,974 - mmseg - INFO - Iter [132200/160000] lr: 1.738e-05, eta: 3:39:53, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1710, decode.loss_mask: 0.4505, decode.loss_dice: 0.6855, decode.d0.loss_cls: 1.1544, decode.d0.loss_mask: 0.4909, decode.d0.loss_dice: 0.7519, decode.d1.loss_cls: 0.2606, decode.d1.loss_mask: 0.4661, decode.d1.loss_dice: 0.7226, decode.d2.loss_cls: 0.2272, decode.d2.loss_mask: 0.4542, decode.d2.loss_dice: 0.6982, decode.d3.loss_cls: 0.1995, decode.d3.loss_mask: 0.4517, decode.d3.loss_dice: 0.6889, decode.d4.loss_cls: 0.1865, decode.d4.loss_mask: 0.4511, decode.d4.loss_dice: 0.6902, decode.d5.loss_cls: 0.1810, decode.d5.loss_mask: 0.4513, decode.d5.loss_dice: 0.6865, decode.d6.loss_cls: 0.1784, decode.d6.loss_mask: 0.4506, decode.d6.loss_dice: 0.6844, decode.d7.loss_cls: 0.1765, decode.d7.loss_mask: 0.4494, decode.d7.loss_dice: 0.6787, decode.d8.loss_cls: 0.1765, decode.d8.loss_mask: 0.4490, decode.d8.loss_dice: 0.6840, loss: 14.4474, grad_norm: 62.7711 +2023-11-07 07:38:04,685 - mmseg - INFO - Iter [132250/160000] lr: 1.734e-05, eta: 3:39:29, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1987, decode.loss_mask: 0.4590, decode.loss_dice: 0.6749, decode.d0.loss_cls: 1.1579, decode.d0.loss_mask: 0.4998, decode.d0.loss_dice: 0.7569, decode.d1.loss_cls: 0.2673, decode.d1.loss_mask: 0.4800, decode.d1.loss_dice: 0.7193, decode.d2.loss_cls: 0.2366, decode.d2.loss_mask: 0.4670, decode.d2.loss_dice: 0.6919, decode.d3.loss_cls: 0.2229, decode.d3.loss_mask: 0.4645, decode.d3.loss_dice: 0.6810, decode.d4.loss_cls: 0.2064, decode.d4.loss_mask: 0.4623, decode.d4.loss_dice: 0.6810, decode.d5.loss_cls: 0.2057, decode.d5.loss_mask: 0.4605, decode.d5.loss_dice: 0.6809, decode.d6.loss_cls: 0.2008, decode.d6.loss_mask: 0.4599, decode.d6.loss_dice: 0.6790, decode.d7.loss_cls: 0.1991, decode.d7.loss_mask: 0.4609, decode.d7.loss_dice: 0.6774, decode.d8.loss_cls: 0.1928, decode.d8.loss_mask: 0.4600, decode.d8.loss_dice: 0.6762, loss: 14.6807, grad_norm: 65.4595 +2023-11-07 07:38:27,643 - mmseg - INFO - Iter [132300/160000] lr: 1.731e-05, eta: 3:39:06, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1709, decode.loss_mask: 0.4540, decode.loss_dice: 0.6686, decode.d0.loss_cls: 1.1610, decode.d0.loss_mask: 0.4900, decode.d0.loss_dice: 0.7433, decode.d1.loss_cls: 0.2575, decode.d1.loss_mask: 0.4657, decode.d1.loss_dice: 0.7083, decode.d2.loss_cls: 0.2175, decode.d2.loss_mask: 0.4582, decode.d2.loss_dice: 0.6872, decode.d3.loss_cls: 0.2007, decode.d3.loss_mask: 0.4545, decode.d3.loss_dice: 0.6723, decode.d4.loss_cls: 0.1907, decode.d4.loss_mask: 0.4524, decode.d4.loss_dice: 0.6718, decode.d5.loss_cls: 0.1864, decode.d5.loss_mask: 0.4529, decode.d5.loss_dice: 0.6719, decode.d6.loss_cls: 0.1830, decode.d6.loss_mask: 0.4556, decode.d6.loss_dice: 0.6688, decode.d7.loss_cls: 0.1775, decode.d7.loss_mask: 0.4530, decode.d7.loss_dice: 0.6686, decode.d8.loss_cls: 0.1720, decode.d8.loss_mask: 0.4536, decode.d8.loss_dice: 0.6695, loss: 14.3375, grad_norm: 73.4614 +2023-11-07 07:38:50,559 - mmseg - INFO - Iter [132350/160000] lr: 1.728e-05, eta: 3:38:42, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1850, decode.loss_mask: 0.4412, decode.loss_dice: 0.6739, decode.d0.loss_cls: 1.1773, decode.d0.loss_mask: 0.4755, decode.d0.loss_dice: 0.7554, decode.d1.loss_cls: 0.2646, decode.d1.loss_mask: 0.4569, decode.d1.loss_dice: 0.7217, decode.d2.loss_cls: 0.2297, decode.d2.loss_mask: 0.4489, decode.d2.loss_dice: 0.6981, decode.d3.loss_cls: 0.2031, decode.d3.loss_mask: 0.4445, decode.d3.loss_dice: 0.6848, decode.d4.loss_cls: 0.1985, decode.d4.loss_mask: 0.4423, decode.d4.loss_dice: 0.6792, decode.d5.loss_cls: 0.1912, decode.d5.loss_mask: 0.4418, decode.d5.loss_dice: 0.6778, decode.d6.loss_cls: 0.1880, decode.d6.loss_mask: 0.4396, decode.d6.loss_dice: 0.6774, decode.d7.loss_cls: 0.1856, decode.d7.loss_mask: 0.4410, decode.d7.loss_dice: 0.6775, decode.d8.loss_cls: 0.1824, decode.d8.loss_mask: 0.4415, decode.d8.loss_dice: 0.6760, loss: 14.4002, grad_norm: 64.9989 +2023-11-07 07:39:13,415 - mmseg - INFO - Iter [132400/160000] lr: 1.725e-05, eta: 3:38:18, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1897, decode.loss_mask: 0.4366, decode.loss_dice: 0.6831, decode.d0.loss_cls: 1.1870, decode.d0.loss_mask: 0.4739, decode.d0.loss_dice: 0.7593, decode.d1.loss_cls: 0.2783, decode.d1.loss_mask: 0.4531, decode.d1.loss_dice: 0.7225, decode.d2.loss_cls: 0.2329, decode.d2.loss_mask: 0.4448, decode.d2.loss_dice: 0.7016, decode.d3.loss_cls: 0.2172, decode.d3.loss_mask: 0.4402, decode.d3.loss_dice: 0.6852, decode.d4.loss_cls: 0.2066, decode.d4.loss_mask: 0.4377, decode.d4.loss_dice: 0.6843, decode.d5.loss_cls: 0.1984, decode.d5.loss_mask: 0.4379, decode.d5.loss_dice: 0.6853, decode.d6.loss_cls: 0.1982, decode.d6.loss_mask: 0.4375, decode.d6.loss_dice: 0.6864, decode.d7.loss_cls: 0.1920, decode.d7.loss_mask: 0.4384, decode.d7.loss_dice: 0.6851, decode.d8.loss_cls: 0.1899, decode.d8.loss_mask: 0.4387, decode.d8.loss_dice: 0.6840, loss: 14.5056, grad_norm: 57.3076 +2023-11-07 07:39:36,397 - mmseg - INFO - Iter [132450/160000] lr: 1.722e-05, eta: 3:37:54, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1794, decode.loss_mask: 0.4532, decode.loss_dice: 0.6726, decode.d0.loss_cls: 1.1523, decode.d0.loss_mask: 0.4859, decode.d0.loss_dice: 0.7467, decode.d1.loss_cls: 0.2596, decode.d1.loss_mask: 0.4673, decode.d1.loss_dice: 0.7164, decode.d2.loss_cls: 0.2307, decode.d2.loss_mask: 0.4599, decode.d2.loss_dice: 0.6975, decode.d3.loss_cls: 0.2129, decode.d3.loss_mask: 0.4563, decode.d3.loss_dice: 0.6806, decode.d4.loss_cls: 0.2020, decode.d4.loss_mask: 0.4544, decode.d4.loss_dice: 0.6749, decode.d5.loss_cls: 0.1978, decode.d5.loss_mask: 0.4554, decode.d5.loss_dice: 0.6751, decode.d6.loss_cls: 0.1901, decode.d6.loss_mask: 0.4523, decode.d6.loss_dice: 0.6722, decode.d7.loss_cls: 0.1812, decode.d7.loss_mask: 0.4544, decode.d7.loss_dice: 0.6690, decode.d8.loss_cls: 0.1810, decode.d8.loss_mask: 0.4539, decode.d8.loss_dice: 0.6759, loss: 14.4611, grad_norm: 64.8838 +2023-11-07 07:39:59,379 - mmseg - INFO - Iter [132500/160000] lr: 1.719e-05, eta: 3:37:30, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1925, decode.loss_mask: 0.4579, decode.loss_dice: 0.6986, decode.d0.loss_cls: 1.1955, decode.d0.loss_mask: 0.4897, decode.d0.loss_dice: 0.7725, decode.d1.loss_cls: 0.2743, decode.d1.loss_mask: 0.4741, decode.d1.loss_dice: 0.7453, decode.d2.loss_cls: 0.2300, decode.d2.loss_mask: 0.4646, decode.d2.loss_dice: 0.7224, decode.d3.loss_cls: 0.2187, decode.d3.loss_mask: 0.4640, decode.d3.loss_dice: 0.7068, decode.d4.loss_cls: 0.2040, decode.d4.loss_mask: 0.4616, decode.d4.loss_dice: 0.7072, decode.d5.loss_cls: 0.2007, decode.d5.loss_mask: 0.4601, decode.d5.loss_dice: 0.7049, decode.d6.loss_cls: 0.2029, decode.d6.loss_mask: 0.4572, decode.d6.loss_dice: 0.7034, decode.d7.loss_cls: 0.1963, decode.d7.loss_mask: 0.4581, decode.d7.loss_dice: 0.7066, decode.d8.loss_cls: 0.1903, decode.d8.loss_mask: 0.4578, decode.d8.loss_dice: 0.7033, loss: 14.9214, grad_norm: 67.1491 +2023-11-07 07:40:22,244 - mmseg - INFO - Iter [132550/160000] lr: 1.716e-05, eta: 3:37:06, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1693, decode.loss_mask: 0.4593, decode.loss_dice: 0.6906, decode.d0.loss_cls: 1.1381, decode.d0.loss_mask: 0.5005, decode.d0.loss_dice: 0.7557, decode.d1.loss_cls: 0.2488, decode.d1.loss_mask: 0.4755, decode.d1.loss_dice: 0.7308, decode.d2.loss_cls: 0.2151, decode.d2.loss_mask: 0.4655, decode.d2.loss_dice: 0.7083, decode.d3.loss_cls: 0.1990, decode.d3.loss_mask: 0.4605, decode.d3.loss_dice: 0.6922, decode.d4.loss_cls: 0.1859, decode.d4.loss_mask: 0.4615, decode.d4.loss_dice: 0.6934, decode.d5.loss_cls: 0.1812, decode.d5.loss_mask: 0.4619, decode.d5.loss_dice: 0.6920, decode.d6.loss_cls: 0.1800, decode.d6.loss_mask: 0.4601, decode.d6.loss_dice: 0.6911, decode.d7.loss_cls: 0.1740, decode.d7.loss_mask: 0.4605, decode.d7.loss_dice: 0.6907, decode.d8.loss_cls: 0.1711, decode.d8.loss_mask: 0.4590, decode.d8.loss_dice: 0.6947, loss: 14.5664, grad_norm: 62.8217 +2023-11-07 07:40:45,086 - mmseg - INFO - Iter [132600/160000] lr: 1.713e-05, eta: 3:36:42, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1871, decode.loss_mask: 0.4209, decode.loss_dice: 0.6640, decode.d0.loss_cls: 1.1604, decode.d0.loss_mask: 0.4562, decode.d0.loss_dice: 0.7312, decode.d1.loss_cls: 0.2602, decode.d1.loss_mask: 0.4391, decode.d1.loss_dice: 0.7032, decode.d2.loss_cls: 0.2218, decode.d2.loss_mask: 0.4297, decode.d2.loss_dice: 0.6843, decode.d3.loss_cls: 0.2110, decode.d3.loss_mask: 0.4255, decode.d3.loss_dice: 0.6684, decode.d4.loss_cls: 0.2002, decode.d4.loss_mask: 0.4243, decode.d4.loss_dice: 0.6659, decode.d5.loss_cls: 0.1980, decode.d5.loss_mask: 0.4241, decode.d5.loss_dice: 0.6682, decode.d6.loss_cls: 0.1903, decode.d6.loss_mask: 0.4220, decode.d6.loss_dice: 0.6652, decode.d7.loss_cls: 0.1872, decode.d7.loss_mask: 0.4222, decode.d7.loss_dice: 0.6634, decode.d8.loss_cls: 0.1895, decode.d8.loss_mask: 0.4210, decode.d8.loss_dice: 0.6661, loss: 14.0706, grad_norm: 54.5864 +2023-11-07 07:41:10,306 - mmseg - INFO - Iter [132650/160000] lr: 1.709e-05, eta: 3:36:19, time: 0.504, data_time: 0.059, memory: 39436, decode.loss_cls: 0.1788, decode.loss_mask: 0.4316, decode.loss_dice: 0.6836, decode.d0.loss_cls: 1.1501, decode.d0.loss_mask: 0.4667, decode.d0.loss_dice: 0.7580, decode.d1.loss_cls: 0.2748, decode.d1.loss_mask: 0.4459, decode.d1.loss_dice: 0.7265, decode.d2.loss_cls: 0.2332, decode.d2.loss_mask: 0.4374, decode.d2.loss_dice: 0.7011, decode.d3.loss_cls: 0.2141, decode.d3.loss_mask: 0.4346, decode.d3.loss_dice: 0.6866, decode.d4.loss_cls: 0.2001, decode.d4.loss_mask: 0.4347, decode.d4.loss_dice: 0.6906, decode.d5.loss_cls: 0.1959, decode.d5.loss_mask: 0.4335, decode.d5.loss_dice: 0.6872, decode.d6.loss_cls: 0.1887, decode.d6.loss_mask: 0.4320, decode.d6.loss_dice: 0.6822, decode.d7.loss_cls: 0.1860, decode.d7.loss_mask: 0.4304, decode.d7.loss_dice: 0.6824, decode.d8.loss_cls: 0.1819, decode.d8.loss_mask: 0.4312, decode.d8.loss_dice: 0.6887, loss: 14.3686, grad_norm: 70.5078 +2023-11-07 07:41:33,129 - mmseg - INFO - Iter [132700/160000] lr: 1.706e-05, eta: 3:35:55, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1810, decode.loss_mask: 0.4621, decode.loss_dice: 0.6764, decode.d0.loss_cls: 1.1748, decode.d0.loss_mask: 0.5015, decode.d0.loss_dice: 0.7542, decode.d1.loss_cls: 0.2739, decode.d1.loss_mask: 0.4807, decode.d1.loss_dice: 0.7147, decode.d2.loss_cls: 0.2291, decode.d2.loss_mask: 0.4713, decode.d2.loss_dice: 0.6920, decode.d3.loss_cls: 0.2064, decode.d3.loss_mask: 0.4669, decode.d3.loss_dice: 0.6812, decode.d4.loss_cls: 0.1987, decode.d4.loss_mask: 0.4656, decode.d4.loss_dice: 0.6801, decode.d5.loss_cls: 0.1982, decode.d5.loss_mask: 0.4634, decode.d5.loss_dice: 0.6760, decode.d6.loss_cls: 0.1946, decode.d6.loss_mask: 0.4640, decode.d6.loss_dice: 0.6755, decode.d7.loss_cls: 0.1902, decode.d7.loss_mask: 0.4620, decode.d7.loss_dice: 0.6746, decode.d8.loss_cls: 0.1892, decode.d8.loss_mask: 0.4616, decode.d8.loss_dice: 0.6747, loss: 14.6346, grad_norm: 65.7762 +2023-11-07 07:41:56,132 - mmseg - INFO - Iter [132750/160000] lr: 1.703e-05, eta: 3:35:31, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1693, decode.loss_mask: 0.4335, decode.loss_dice: 0.6817, decode.d0.loss_cls: 1.1442, decode.d0.loss_mask: 0.4709, decode.d0.loss_dice: 0.7573, decode.d1.loss_cls: 0.2607, decode.d1.loss_mask: 0.4481, decode.d1.loss_dice: 0.7205, decode.d2.loss_cls: 0.2165, decode.d2.loss_mask: 0.4397, decode.d2.loss_dice: 0.7004, decode.d3.loss_cls: 0.2001, decode.d3.loss_mask: 0.4352, decode.d3.loss_dice: 0.6847, decode.d4.loss_cls: 0.1862, decode.d4.loss_mask: 0.4346, decode.d4.loss_dice: 0.6871, decode.d5.loss_cls: 0.1835, decode.d5.loss_mask: 0.4344, decode.d5.loss_dice: 0.6836, decode.d6.loss_cls: 0.1797, decode.d6.loss_mask: 0.4338, decode.d6.loss_dice: 0.6825, decode.d7.loss_cls: 0.1740, decode.d7.loss_mask: 0.4340, decode.d7.loss_dice: 0.6839, decode.d8.loss_cls: 0.1749, decode.d8.loss_mask: 0.4335, decode.d8.loss_dice: 0.6809, loss: 14.2494, grad_norm: 63.9699 +2023-11-07 07:42:19,351 - mmseg - INFO - Iter [132800/160000] lr: 1.700e-05, eta: 3:35:07, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1774, decode.loss_mask: 0.4500, decode.loss_dice: 0.6685, decode.d0.loss_cls: 1.1602, decode.d0.loss_mask: 0.4891, decode.d0.loss_dice: 0.7371, decode.d1.loss_cls: 0.2645, decode.d1.loss_mask: 0.4676, decode.d1.loss_dice: 0.7065, decode.d2.loss_cls: 0.2280, decode.d2.loss_mask: 0.4564, decode.d2.loss_dice: 0.6856, decode.d3.loss_cls: 0.2078, decode.d3.loss_mask: 0.4530, decode.d3.loss_dice: 0.6734, decode.d4.loss_cls: 0.1988, decode.d4.loss_mask: 0.4524, decode.d4.loss_dice: 0.6734, decode.d5.loss_cls: 0.1894, decode.d5.loss_mask: 0.4532, decode.d5.loss_dice: 0.6742, decode.d6.loss_cls: 0.1869, decode.d6.loss_mask: 0.4508, decode.d6.loss_dice: 0.6660, decode.d7.loss_cls: 0.1800, decode.d7.loss_mask: 0.4500, decode.d7.loss_dice: 0.6683, decode.d8.loss_cls: 0.1786, decode.d8.loss_mask: 0.4493, decode.d8.loss_dice: 0.6684, loss: 14.3649, grad_norm: 63.6717 +2023-11-07 07:42:42,166 - mmseg - INFO - Iter [132850/160000] lr: 1.697e-05, eta: 3:34:43, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1749, decode.loss_mask: 0.4476, decode.loss_dice: 0.6601, decode.d0.loss_cls: 1.1529, decode.d0.loss_mask: 0.4868, decode.d0.loss_dice: 0.7293, decode.d1.loss_cls: 0.2551, decode.d1.loss_mask: 0.4615, decode.d1.loss_dice: 0.7012, decode.d2.loss_cls: 0.2207, decode.d2.loss_mask: 0.4541, decode.d2.loss_dice: 0.6844, decode.d3.loss_cls: 0.1999, decode.d3.loss_mask: 0.4502, decode.d3.loss_dice: 0.6696, decode.d4.loss_cls: 0.1914, decode.d4.loss_mask: 0.4496, decode.d4.loss_dice: 0.6648, decode.d5.loss_cls: 0.1841, decode.d5.loss_mask: 0.4491, decode.d5.loss_dice: 0.6683, decode.d6.loss_cls: 0.1805, decode.d6.loss_mask: 0.4484, decode.d6.loss_dice: 0.6605, decode.d7.loss_cls: 0.1741, decode.d7.loss_mask: 0.4478, decode.d7.loss_dice: 0.6641, decode.d8.loss_cls: 0.1720, decode.d8.loss_mask: 0.4478, decode.d8.loss_dice: 0.6598, loss: 14.2106, grad_norm: 72.3023 +2023-11-07 07:43:04,973 - mmseg - INFO - Iter [132900/160000] lr: 1.694e-05, eta: 3:34:19, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1732, decode.loss_mask: 0.4386, decode.loss_dice: 0.6704, decode.d0.loss_cls: 1.2032, decode.d0.loss_mask: 0.4755, decode.d0.loss_dice: 0.7414, decode.d1.loss_cls: 0.2687, decode.d1.loss_mask: 0.4537, decode.d1.loss_dice: 0.7131, decode.d2.loss_cls: 0.2218, decode.d2.loss_mask: 0.4457, decode.d2.loss_dice: 0.6923, decode.d3.loss_cls: 0.2029, decode.d3.loss_mask: 0.4408, decode.d3.loss_dice: 0.6735, decode.d4.loss_cls: 0.1906, decode.d4.loss_mask: 0.4412, decode.d4.loss_dice: 0.6775, decode.d5.loss_cls: 0.1860, decode.d5.loss_mask: 0.4414, decode.d5.loss_dice: 0.6714, decode.d6.loss_cls: 0.1859, decode.d6.loss_mask: 0.4394, decode.d6.loss_dice: 0.6710, decode.d7.loss_cls: 0.1781, decode.d7.loss_mask: 0.4388, decode.d7.loss_dice: 0.6720, decode.d8.loss_cls: 0.1805, decode.d8.loss_mask: 0.4376, decode.d8.loss_dice: 0.6689, loss: 14.2952, grad_norm: 61.0184 +2023-11-07 07:43:27,982 - mmseg - INFO - Iter [132950/160000] lr: 1.691e-05, eta: 3:33:55, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1733, decode.loss_mask: 0.4406, decode.loss_dice: 0.6677, decode.d0.loss_cls: 1.1362, decode.d0.loss_mask: 0.4772, decode.d0.loss_dice: 0.7353, decode.d1.loss_cls: 0.2576, decode.d1.loss_mask: 0.4544, decode.d1.loss_dice: 0.6987, decode.d2.loss_cls: 0.2145, decode.d2.loss_mask: 0.4485, decode.d2.loss_dice: 0.6804, decode.d3.loss_cls: 0.2000, decode.d3.loss_mask: 0.4434, decode.d3.loss_dice: 0.6697, decode.d4.loss_cls: 0.1897, decode.d4.loss_mask: 0.4439, decode.d4.loss_dice: 0.6722, decode.d5.loss_cls: 0.1842, decode.d5.loss_mask: 0.4422, decode.d5.loss_dice: 0.6689, decode.d6.loss_cls: 0.1834, decode.d6.loss_mask: 0.4407, decode.d6.loss_dice: 0.6671, decode.d7.loss_cls: 0.1799, decode.d7.loss_mask: 0.4404, decode.d7.loss_dice: 0.6625, decode.d8.loss_cls: 0.1777, decode.d8.loss_mask: 0.4397, decode.d8.loss_dice: 0.6638, loss: 14.1540, grad_norm: 65.8232 +2023-11-07 07:43:50,723 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 07:43:50,723 - mmseg - INFO - Iter [133000/160000] lr: 1.688e-05, eta: 3:33:31, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1838, decode.loss_mask: 0.4429, decode.loss_dice: 0.6738, decode.d0.loss_cls: 1.2004, decode.d0.loss_mask: 0.4814, decode.d0.loss_dice: 0.7462, decode.d1.loss_cls: 0.2708, decode.d1.loss_mask: 0.4619, decode.d1.loss_dice: 0.7176, decode.d2.loss_cls: 0.2253, decode.d2.loss_mask: 0.4480, decode.d2.loss_dice: 0.6949, decode.d3.loss_cls: 0.2103, decode.d3.loss_mask: 0.4450, decode.d3.loss_dice: 0.6810, decode.d4.loss_cls: 0.2003, decode.d4.loss_mask: 0.4437, decode.d4.loss_dice: 0.6839, decode.d5.loss_cls: 0.1935, decode.d5.loss_mask: 0.4443, decode.d5.loss_dice: 0.6795, decode.d6.loss_cls: 0.1922, decode.d6.loss_mask: 0.4438, decode.d6.loss_dice: 0.6769, decode.d7.loss_cls: 0.1861, decode.d7.loss_mask: 0.4432, decode.d7.loss_dice: 0.6752, decode.d8.loss_cls: 0.1829, decode.d8.loss_mask: 0.4424, decode.d8.loss_dice: 0.6744, loss: 14.4457, grad_norm: 58.3218 +2023-11-07 07:44:14,118 - mmseg - INFO - Iter [133050/160000] lr: 1.684e-05, eta: 3:33:08, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1545, decode.loss_mask: 0.4254, decode.loss_dice: 0.6414, decode.d0.loss_cls: 1.1440, decode.d0.loss_mask: 0.4612, decode.d0.loss_dice: 0.6999, decode.d1.loss_cls: 0.2284, decode.d1.loss_mask: 0.4402, decode.d1.loss_dice: 0.6716, decode.d2.loss_cls: 0.1934, decode.d2.loss_mask: 0.4327, decode.d2.loss_dice: 0.6567, decode.d3.loss_cls: 0.1806, decode.d3.loss_mask: 0.4276, decode.d3.loss_dice: 0.6435, decode.d4.loss_cls: 0.1693, decode.d4.loss_mask: 0.4279, decode.d4.loss_dice: 0.6426, decode.d5.loss_cls: 0.1615, decode.d5.loss_mask: 0.4274, decode.d5.loss_dice: 0.6467, decode.d6.loss_cls: 0.1592, decode.d6.loss_mask: 0.4277, decode.d6.loss_dice: 0.6405, decode.d7.loss_cls: 0.1593, decode.d7.loss_mask: 0.4262, decode.d7.loss_dice: 0.6416, decode.d8.loss_cls: 0.1559, decode.d8.loss_mask: 0.4252, decode.d8.loss_dice: 0.6414, loss: 13.5534, grad_norm: 56.6569 +2023-11-07 07:44:36,948 - mmseg - INFO - Iter [133100/160000] lr: 1.681e-05, eta: 3:32:44, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1902, decode.loss_mask: 0.4449, decode.loss_dice: 0.6648, decode.d0.loss_cls: 1.1466, decode.d0.loss_mask: 0.4844, decode.d0.loss_dice: 0.7330, decode.d1.loss_cls: 0.2699, decode.d1.loss_mask: 0.4591, decode.d1.loss_dice: 0.6994, decode.d2.loss_cls: 0.2271, decode.d2.loss_mask: 0.4499, decode.d2.loss_dice: 0.6758, decode.d3.loss_cls: 0.2098, decode.d3.loss_mask: 0.4480, decode.d3.loss_dice: 0.6691, decode.d4.loss_cls: 0.2060, decode.d4.loss_mask: 0.4466, decode.d4.loss_dice: 0.6641, decode.d5.loss_cls: 0.1944, decode.d5.loss_mask: 0.4456, decode.d5.loss_dice: 0.6639, decode.d6.loss_cls: 0.1926, decode.d6.loss_mask: 0.4445, decode.d6.loss_dice: 0.6627, decode.d7.loss_cls: 0.1948, decode.d7.loss_mask: 0.4441, decode.d7.loss_dice: 0.6605, decode.d8.loss_cls: 0.1889, decode.d8.loss_mask: 0.4443, decode.d8.loss_dice: 0.6653, loss: 14.2905, grad_norm: 59.2690 +2023-11-07 07:44:59,778 - mmseg - INFO - Iter [133150/160000] lr: 1.678e-05, eta: 3:32:20, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1784, decode.loss_mask: 0.4355, decode.loss_dice: 0.6607, decode.d0.loss_cls: 1.1657, decode.d0.loss_mask: 0.4737, decode.d0.loss_dice: 0.7373, decode.d1.loss_cls: 0.2614, decode.d1.loss_mask: 0.4521, decode.d1.loss_dice: 0.7050, decode.d2.loss_cls: 0.2158, decode.d2.loss_mask: 0.4419, decode.d2.loss_dice: 0.6817, decode.d3.loss_cls: 0.2038, decode.d3.loss_mask: 0.4360, decode.d3.loss_dice: 0.6665, decode.d4.loss_cls: 0.1887, decode.d4.loss_mask: 0.4368, decode.d4.loss_dice: 0.6660, decode.d5.loss_cls: 0.1819, decode.d5.loss_mask: 0.4361, decode.d5.loss_dice: 0.6645, decode.d6.loss_cls: 0.1837, decode.d6.loss_mask: 0.4346, decode.d6.loss_dice: 0.6611, decode.d7.loss_cls: 0.1758, decode.d7.loss_mask: 0.4346, decode.d7.loss_dice: 0.6642, decode.d8.loss_cls: 0.1781, decode.d8.loss_mask: 0.4341, decode.d8.loss_dice: 0.6631, loss: 14.1187, grad_norm: 60.8894 +2023-11-07 07:45:22,686 - mmseg - INFO - Iter [133200/160000] lr: 1.675e-05, eta: 3:31:56, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1798, decode.loss_mask: 0.4282, decode.loss_dice: 0.6848, decode.d0.loss_cls: 1.1771, decode.d0.loss_mask: 0.4638, decode.d0.loss_dice: 0.7574, decode.d1.loss_cls: 0.2662, decode.d1.loss_mask: 0.4422, decode.d1.loss_dice: 0.7280, decode.d2.loss_cls: 0.2207, decode.d2.loss_mask: 0.4335, decode.d2.loss_dice: 0.7042, decode.d3.loss_cls: 0.2012, decode.d3.loss_mask: 0.4294, decode.d3.loss_dice: 0.6930, decode.d4.loss_cls: 0.1969, decode.d4.loss_mask: 0.4287, decode.d4.loss_dice: 0.6904, decode.d5.loss_cls: 0.1916, decode.d5.loss_mask: 0.4274, decode.d5.loss_dice: 0.6878, decode.d6.loss_cls: 0.1878, decode.d6.loss_mask: 0.4277, decode.d6.loss_dice: 0.6835, decode.d7.loss_cls: 0.1855, decode.d7.loss_mask: 0.4284, decode.d7.loss_dice: 0.6868, decode.d8.loss_cls: 0.1819, decode.d8.loss_mask: 0.4276, decode.d8.loss_dice: 0.6873, loss: 14.3289, grad_norm: 63.6164 +2023-11-07 07:45:45,737 - mmseg - INFO - Iter [133250/160000] lr: 1.672e-05, eta: 3:31:32, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.2034, decode.loss_mask: 0.4459, decode.loss_dice: 0.6909, decode.d0.loss_cls: 1.2091, decode.d0.loss_mask: 0.4850, decode.d0.loss_dice: 0.7632, decode.d1.loss_cls: 0.2910, decode.d1.loss_mask: 0.4650, decode.d1.loss_dice: 0.7305, decode.d2.loss_cls: 0.2460, decode.d2.loss_mask: 0.4538, decode.d2.loss_dice: 0.7092, decode.d3.loss_cls: 0.2268, decode.d3.loss_mask: 0.4513, decode.d3.loss_dice: 0.6953, decode.d4.loss_cls: 0.2159, decode.d4.loss_mask: 0.4496, decode.d4.loss_dice: 0.6924, decode.d5.loss_cls: 0.2072, decode.d5.loss_mask: 0.4490, decode.d5.loss_dice: 0.6944, decode.d6.loss_cls: 0.2060, decode.d6.loss_mask: 0.4458, decode.d6.loss_dice: 0.6885, decode.d7.loss_cls: 0.2077, decode.d7.loss_mask: 0.4463, decode.d7.loss_dice: 0.6906, decode.d8.loss_cls: 0.2026, decode.d8.loss_mask: 0.4461, decode.d8.loss_dice: 0.6871, loss: 14.7957, grad_norm: 62.7234 +2023-11-07 07:46:08,480 - mmseg - INFO - Iter [133300/160000] lr: 1.669e-05, eta: 3:31:08, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1902, decode.loss_mask: 0.4558, decode.loss_dice: 0.6733, decode.d0.loss_cls: 1.1635, decode.d0.loss_mask: 0.4948, decode.d0.loss_dice: 0.7524, decode.d1.loss_cls: 0.2643, decode.d1.loss_mask: 0.4717, decode.d1.loss_dice: 0.7194, decode.d2.loss_cls: 0.2261, decode.d2.loss_mask: 0.4634, decode.d2.loss_dice: 0.6960, decode.d3.loss_cls: 0.2132, decode.d3.loss_mask: 0.4595, decode.d3.loss_dice: 0.6792, decode.d4.loss_cls: 0.2019, decode.d4.loss_mask: 0.4586, decode.d4.loss_dice: 0.6835, decode.d5.loss_cls: 0.1984, decode.d5.loss_mask: 0.4572, decode.d5.loss_dice: 0.6780, decode.d6.loss_cls: 0.1942, decode.d6.loss_mask: 0.4571, decode.d6.loss_dice: 0.6740, decode.d7.loss_cls: 0.1880, decode.d7.loss_mask: 0.4560, decode.d7.loss_dice: 0.6780, decode.d8.loss_cls: 0.1941, decode.d8.loss_mask: 0.4563, decode.d8.loss_dice: 0.6758, loss: 14.5737, grad_norm: 71.0551 +2023-11-07 07:46:31,409 - mmseg - INFO - Iter [133350/160000] lr: 1.666e-05, eta: 3:30:44, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1819, decode.loss_mask: 0.4341, decode.loss_dice: 0.6655, decode.d0.loss_cls: 1.1732, decode.d0.loss_mask: 0.4701, decode.d0.loss_dice: 0.7303, decode.d1.loss_cls: 0.2693, decode.d1.loss_mask: 0.4520, decode.d1.loss_dice: 0.7056, decode.d2.loss_cls: 0.2331, decode.d2.loss_mask: 0.4408, decode.d2.loss_dice: 0.6861, decode.d3.loss_cls: 0.2157, decode.d3.loss_mask: 0.4335, decode.d3.loss_dice: 0.6712, decode.d4.loss_cls: 0.2000, decode.d4.loss_mask: 0.4361, decode.d4.loss_dice: 0.6685, decode.d5.loss_cls: 0.1917, decode.d5.loss_mask: 0.4359, decode.d5.loss_dice: 0.6722, decode.d6.loss_cls: 0.1898, decode.d6.loss_mask: 0.4339, decode.d6.loss_dice: 0.6647, decode.d7.loss_cls: 0.1844, decode.d7.loss_mask: 0.4331, decode.d7.loss_dice: 0.6669, decode.d8.loss_cls: 0.1840, decode.d8.loss_mask: 0.4349, decode.d8.loss_dice: 0.6669, loss: 14.2254, grad_norm: 57.6576 +2023-11-07 07:46:54,055 - mmseg - INFO - Iter [133400/160000] lr: 1.663e-05, eta: 3:30:20, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1844, decode.loss_mask: 0.4562, decode.loss_dice: 0.6872, decode.d0.loss_cls: 1.1630, decode.d0.loss_mask: 0.4956, decode.d0.loss_dice: 0.7589, decode.d1.loss_cls: 0.2690, decode.d1.loss_mask: 0.4731, decode.d1.loss_dice: 0.7258, decode.d2.loss_cls: 0.2277, decode.d2.loss_mask: 0.4636, decode.d2.loss_dice: 0.7030, decode.d3.loss_cls: 0.2093, decode.d3.loss_mask: 0.4597, decode.d3.loss_dice: 0.6882, decode.d4.loss_cls: 0.2020, decode.d4.loss_mask: 0.4590, decode.d4.loss_dice: 0.6877, decode.d5.loss_cls: 0.1931, decode.d5.loss_mask: 0.4584, decode.d5.loss_dice: 0.6903, decode.d6.loss_cls: 0.1869, decode.d6.loss_mask: 0.4571, decode.d6.loss_dice: 0.6850, decode.d7.loss_cls: 0.1864, decode.d7.loss_mask: 0.4560, decode.d7.loss_dice: 0.6879, decode.d8.loss_cls: 0.1851, decode.d8.loss_mask: 0.4555, decode.d8.loss_dice: 0.6868, loss: 14.6419, grad_norm: 73.3806 +2023-11-07 07:47:16,999 - mmseg - INFO - Iter [133450/160000] lr: 1.659e-05, eta: 3:29:56, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1701, decode.loss_mask: 0.4494, decode.loss_dice: 0.6636, decode.d0.loss_cls: 1.1564, decode.d0.loss_mask: 0.4856, decode.d0.loss_dice: 0.7317, decode.d1.loss_cls: 0.2443, decode.d1.loss_mask: 0.4664, decode.d1.loss_dice: 0.7012, decode.d2.loss_cls: 0.2062, decode.d2.loss_mask: 0.4589, decode.d2.loss_dice: 0.6868, decode.d3.loss_cls: 0.1903, decode.d3.loss_mask: 0.4547, decode.d3.loss_dice: 0.6683, decode.d4.loss_cls: 0.1879, decode.d4.loss_mask: 0.4525, decode.d4.loss_dice: 0.6715, decode.d5.loss_cls: 0.1796, decode.d5.loss_mask: 0.4502, decode.d5.loss_dice: 0.6678, decode.d6.loss_cls: 0.1806, decode.d6.loss_mask: 0.4501, decode.d6.loss_dice: 0.6596, decode.d7.loss_cls: 0.1753, decode.d7.loss_mask: 0.4494, decode.d7.loss_dice: 0.6627, decode.d8.loss_cls: 0.1754, decode.d8.loss_mask: 0.4492, decode.d8.loss_dice: 0.6613, loss: 14.2072, grad_norm: 70.6059 +2023-11-07 07:47:39,849 - mmseg - INFO - Iter [133500/160000] lr: 1.656e-05, eta: 3:29:33, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.2054, decode.loss_mask: 0.4595, decode.loss_dice: 0.6880, decode.d0.loss_cls: 1.1742, decode.d0.loss_mask: 0.4984, decode.d0.loss_dice: 0.7571, decode.d1.loss_cls: 0.2968, decode.d1.loss_mask: 0.4731, decode.d1.loss_dice: 0.7234, decode.d2.loss_cls: 0.2585, decode.d2.loss_mask: 0.4652, decode.d2.loss_dice: 0.7053, decode.d3.loss_cls: 0.2337, decode.d3.loss_mask: 0.4602, decode.d3.loss_dice: 0.6878, decode.d4.loss_cls: 0.2225, decode.d4.loss_mask: 0.4602, decode.d4.loss_dice: 0.6878, decode.d5.loss_cls: 0.2185, decode.d5.loss_mask: 0.4601, decode.d5.loss_dice: 0.6900, decode.d6.loss_cls: 0.2186, decode.d6.loss_mask: 0.4598, decode.d6.loss_dice: 0.6847, decode.d7.loss_cls: 0.2149, decode.d7.loss_mask: 0.4579, decode.d7.loss_dice: 0.6847, decode.d8.loss_cls: 0.2122, decode.d8.loss_mask: 0.4599, decode.d8.loss_dice: 0.6830, loss: 14.9013, grad_norm: 65.5656 +2023-11-07 07:48:02,672 - mmseg - INFO - Iter [133550/160000] lr: 1.653e-05, eta: 3:29:09, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1731, decode.loss_mask: 0.4444, decode.loss_dice: 0.6743, decode.d0.loss_cls: 1.1602, decode.d0.loss_mask: 0.4794, decode.d0.loss_dice: 0.7491, decode.d1.loss_cls: 0.2629, decode.d1.loss_mask: 0.4581, decode.d1.loss_dice: 0.7118, decode.d2.loss_cls: 0.2166, decode.d2.loss_mask: 0.4493, decode.d2.loss_dice: 0.6864, decode.d3.loss_cls: 0.1991, decode.d3.loss_mask: 0.4453, decode.d3.loss_dice: 0.6747, decode.d4.loss_cls: 0.1847, decode.d4.loss_mask: 0.4475, decode.d4.loss_dice: 0.6778, decode.d5.loss_cls: 0.1823, decode.d5.loss_mask: 0.4451, decode.d5.loss_dice: 0.6794, decode.d6.loss_cls: 0.1783, decode.d6.loss_mask: 0.4455, decode.d6.loss_dice: 0.6733, decode.d7.loss_cls: 0.1735, decode.d7.loss_mask: 0.4469, decode.d7.loss_dice: 0.6767, decode.d8.loss_cls: 0.1726, decode.d8.loss_mask: 0.4450, decode.d8.loss_dice: 0.6746, loss: 14.2880, grad_norm: 63.9482 +2023-11-07 07:48:25,624 - mmseg - INFO - Iter [133600/160000] lr: 1.650e-05, eta: 3:28:45, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1863, decode.loss_mask: 0.4480, decode.loss_dice: 0.6819, decode.d0.loss_cls: 1.1797, decode.d0.loss_mask: 0.4822, decode.d0.loss_dice: 0.7578, decode.d1.loss_cls: 0.2758, decode.d1.loss_mask: 0.4657, decode.d1.loss_dice: 0.7243, decode.d2.loss_cls: 0.2321, decode.d2.loss_mask: 0.4552, decode.d2.loss_dice: 0.6998, decode.d3.loss_cls: 0.2091, decode.d3.loss_mask: 0.4534, decode.d3.loss_dice: 0.6880, decode.d4.loss_cls: 0.2028, decode.d4.loss_mask: 0.4513, decode.d4.loss_dice: 0.6832, decode.d5.loss_cls: 0.1961, decode.d5.loss_mask: 0.4482, decode.d5.loss_dice: 0.6854, decode.d6.loss_cls: 0.1997, decode.d6.loss_mask: 0.4477, decode.d6.loss_dice: 0.6806, decode.d7.loss_cls: 0.1892, decode.d7.loss_mask: 0.4478, decode.d7.loss_dice: 0.6784, decode.d8.loss_cls: 0.1912, decode.d8.loss_mask: 0.4486, decode.d8.loss_dice: 0.6783, loss: 14.5677, grad_norm: 64.3331 +2023-11-07 07:48:48,440 - mmseg - INFO - Iter [133650/160000] lr: 1.647e-05, eta: 3:28:21, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1817, decode.loss_mask: 0.4251, decode.loss_dice: 0.6829, decode.d0.loss_cls: 1.1788, decode.d0.loss_mask: 0.4623, decode.d0.loss_dice: 0.7610, decode.d1.loss_cls: 0.2752, decode.d1.loss_mask: 0.4446, decode.d1.loss_dice: 0.7248, decode.d2.loss_cls: 0.2350, decode.d2.loss_mask: 0.4320, decode.d2.loss_dice: 0.7009, decode.d3.loss_cls: 0.2102, decode.d3.loss_mask: 0.4274, decode.d3.loss_dice: 0.6862, decode.d4.loss_cls: 0.1995, decode.d4.loss_mask: 0.4268, decode.d4.loss_dice: 0.6853, decode.d5.loss_cls: 0.1989, decode.d5.loss_mask: 0.4260, decode.d5.loss_dice: 0.6841, decode.d6.loss_cls: 0.1925, decode.d6.loss_mask: 0.4253, decode.d6.loss_dice: 0.6788, decode.d7.loss_cls: 0.1908, decode.d7.loss_mask: 0.4268, decode.d7.loss_dice: 0.6821, decode.d8.loss_cls: 0.1880, decode.d8.loss_mask: 0.4247, decode.d8.loss_dice: 0.6795, loss: 14.3372, grad_norm: 67.9899 +2023-11-07 07:49:11,188 - mmseg - INFO - Iter [133700/160000] lr: 1.644e-05, eta: 3:27:57, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1780, decode.loss_mask: 0.4481, decode.loss_dice: 0.6715, decode.d0.loss_cls: 1.1593, decode.d0.loss_mask: 0.4868, decode.d0.loss_dice: 0.7442, decode.d1.loss_cls: 0.2544, decode.d1.loss_mask: 0.4671, decode.d1.loss_dice: 0.7096, decode.d2.loss_cls: 0.2118, decode.d2.loss_mask: 0.4567, decode.d2.loss_dice: 0.6925, decode.d3.loss_cls: 0.2019, decode.d3.loss_mask: 0.4530, decode.d3.loss_dice: 0.6796, decode.d4.loss_cls: 0.1909, decode.d4.loss_mask: 0.4515, decode.d4.loss_dice: 0.6786, decode.d5.loss_cls: 0.1876, decode.d5.loss_mask: 0.4489, decode.d5.loss_dice: 0.6748, decode.d6.loss_cls: 0.1824, decode.d6.loss_mask: 0.4487, decode.d6.loss_dice: 0.6709, decode.d7.loss_cls: 0.1765, decode.d7.loss_mask: 0.4503, decode.d7.loss_dice: 0.6744, decode.d8.loss_cls: 0.1756, decode.d8.loss_mask: 0.4489, decode.d8.loss_dice: 0.6736, loss: 14.3483, grad_norm: 65.7875 +2023-11-07 07:49:34,260 - mmseg - INFO - Iter [133750/160000] lr: 1.641e-05, eta: 3:27:33, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1804, decode.loss_mask: 0.4451, decode.loss_dice: 0.6843, decode.d0.loss_cls: 1.1958, decode.d0.loss_mask: 0.4804, decode.d0.loss_dice: 0.7542, decode.d1.loss_cls: 0.2572, decode.d1.loss_mask: 0.4606, decode.d1.loss_dice: 0.7193, decode.d2.loss_cls: 0.2298, decode.d2.loss_mask: 0.4506, decode.d2.loss_dice: 0.7009, decode.d3.loss_cls: 0.2025, decode.d3.loss_mask: 0.4479, decode.d3.loss_dice: 0.6853, decode.d4.loss_cls: 0.1976, decode.d4.loss_mask: 0.4450, decode.d4.loss_dice: 0.6807, decode.d5.loss_cls: 0.1901, decode.d5.loss_mask: 0.4446, decode.d5.loss_dice: 0.6823, decode.d6.loss_cls: 0.1904, decode.d6.loss_mask: 0.4444, decode.d6.loss_dice: 0.6820, decode.d7.loss_cls: 0.1827, decode.d7.loss_mask: 0.4442, decode.d7.loss_dice: 0.6832, decode.d8.loss_cls: 0.1841, decode.d8.loss_mask: 0.4441, decode.d8.loss_dice: 0.6847, loss: 14.4746, grad_norm: 62.8294 +2023-11-07 07:49:57,351 - mmseg - INFO - Iter [133800/160000] lr: 1.638e-05, eta: 3:27:09, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1829, decode.loss_mask: 0.4392, decode.loss_dice: 0.6670, decode.d0.loss_cls: 1.1603, decode.d0.loss_mask: 0.4807, decode.d0.loss_dice: 0.7433, decode.d1.loss_cls: 0.2658, decode.d1.loss_mask: 0.4557, decode.d1.loss_dice: 0.7148, decode.d2.loss_cls: 0.2272, decode.d2.loss_mask: 0.4463, decode.d2.loss_dice: 0.6923, decode.d3.loss_cls: 0.2125, decode.d3.loss_mask: 0.4422, decode.d3.loss_dice: 0.6801, decode.d4.loss_cls: 0.1978, decode.d4.loss_mask: 0.4422, decode.d4.loss_dice: 0.6747, decode.d5.loss_cls: 0.1905, decode.d5.loss_mask: 0.4412, decode.d5.loss_dice: 0.6747, decode.d6.loss_cls: 0.1927, decode.d6.loss_mask: 0.4405, decode.d6.loss_dice: 0.6693, decode.d7.loss_cls: 0.1905, decode.d7.loss_mask: 0.4398, decode.d7.loss_dice: 0.6708, decode.d8.loss_cls: 0.1874, decode.d8.loss_mask: 0.4401, decode.d8.loss_dice: 0.6714, loss: 14.3339, grad_norm: 64.2227 +2023-11-07 07:50:20,089 - mmseg - INFO - Iter [133850/160000] lr: 1.634e-05, eta: 3:26:45, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1808, decode.loss_mask: 0.4372, decode.loss_dice: 0.6689, decode.d0.loss_cls: 1.1607, decode.d0.loss_mask: 0.4732, decode.d0.loss_dice: 0.7381, decode.d1.loss_cls: 0.2675, decode.d1.loss_mask: 0.4483, decode.d1.loss_dice: 0.7001, decode.d2.loss_cls: 0.2296, decode.d2.loss_mask: 0.4420, decode.d2.loss_dice: 0.6850, decode.d3.loss_cls: 0.2039, decode.d3.loss_mask: 0.4401, decode.d3.loss_dice: 0.6694, decode.d4.loss_cls: 0.1952, decode.d4.loss_mask: 0.4391, decode.d4.loss_dice: 0.6706, decode.d5.loss_cls: 0.1906, decode.d5.loss_mask: 0.4391, decode.d5.loss_dice: 0.6703, decode.d6.loss_cls: 0.1840, decode.d6.loss_mask: 0.4380, decode.d6.loss_dice: 0.6729, decode.d7.loss_cls: 0.1815, decode.d7.loss_mask: 0.4377, decode.d7.loss_dice: 0.6665, decode.d8.loss_cls: 0.1800, decode.d8.loss_mask: 0.4371, decode.d8.loss_dice: 0.6680, loss: 14.2152, grad_norm: 69.8388 +2023-11-07 07:50:45,237 - mmseg - INFO - Iter [133900/160000] lr: 1.631e-05, eta: 3:26:22, time: 0.503, data_time: 0.059, memory: 39436, decode.loss_cls: 0.1901, decode.loss_mask: 0.4554, decode.loss_dice: 0.6810, decode.d0.loss_cls: 1.1473, decode.d0.loss_mask: 0.4901, decode.d0.loss_dice: 0.7527, decode.d1.loss_cls: 0.2680, decode.d1.loss_mask: 0.4692, decode.d1.loss_dice: 0.7212, decode.d2.loss_cls: 0.2305, decode.d2.loss_mask: 0.4622, decode.d2.loss_dice: 0.7054, decode.d3.loss_cls: 0.2140, decode.d3.loss_mask: 0.4566, decode.d3.loss_dice: 0.6870, decode.d4.loss_cls: 0.2043, decode.d4.loss_mask: 0.4565, decode.d4.loss_dice: 0.6858, decode.d5.loss_cls: 0.1975, decode.d5.loss_mask: 0.4574, decode.d5.loss_dice: 0.6869, decode.d6.loss_cls: 0.1981, decode.d6.loss_mask: 0.4575, decode.d6.loss_dice: 0.6817, decode.d7.loss_cls: 0.1983, decode.d7.loss_mask: 0.4568, decode.d7.loss_dice: 0.6845, decode.d8.loss_cls: 0.1894, decode.d8.loss_mask: 0.4557, decode.d8.loss_dice: 0.6844, loss: 14.6256, grad_norm: 67.6193 +2023-11-07 07:51:08,111 - mmseg - INFO - Iter [133950/160000] lr: 1.628e-05, eta: 3:25:58, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1570, decode.loss_mask: 0.4429, decode.loss_dice: 0.6746, decode.d0.loss_cls: 1.1424, decode.d0.loss_mask: 0.4777, decode.d0.loss_dice: 0.7442, decode.d1.loss_cls: 0.2450, decode.d1.loss_mask: 0.4568, decode.d1.loss_dice: 0.7090, decode.d2.loss_cls: 0.2009, decode.d2.loss_mask: 0.4470, decode.d2.loss_dice: 0.6887, decode.d3.loss_cls: 0.1836, decode.d3.loss_mask: 0.4440, decode.d3.loss_dice: 0.6805, decode.d4.loss_cls: 0.1739, decode.d4.loss_mask: 0.4419, decode.d4.loss_dice: 0.6767, decode.d5.loss_cls: 0.1687, decode.d5.loss_mask: 0.4423, decode.d5.loss_dice: 0.6802, decode.d6.loss_cls: 0.1657, decode.d6.loss_mask: 0.4421, decode.d6.loss_dice: 0.6698, decode.d7.loss_cls: 0.1626, decode.d7.loss_mask: 0.4415, decode.d7.loss_dice: 0.6728, decode.d8.loss_cls: 0.1586, decode.d8.loss_mask: 0.4431, decode.d8.loss_dice: 0.6749, loss: 14.1092, grad_norm: 64.6571 +2023-11-07 07:51:30,901 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 07:51:30,902 - mmseg - INFO - Iter [134000/160000] lr: 1.625e-05, eta: 3:25:34, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1755, decode.loss_mask: 0.4508, decode.loss_dice: 0.6795, decode.d0.loss_cls: 1.1477, decode.d0.loss_mask: 0.4926, decode.d0.loss_dice: 0.7517, decode.d1.loss_cls: 0.2417, decode.d1.loss_mask: 0.4691, decode.d1.loss_dice: 0.7161, decode.d2.loss_cls: 0.2135, decode.d2.loss_mask: 0.4601, decode.d2.loss_dice: 0.6981, decode.d3.loss_cls: 0.1954, decode.d3.loss_mask: 0.4555, decode.d3.loss_dice: 0.6836, decode.d4.loss_cls: 0.1877, decode.d4.loss_mask: 0.4526, decode.d4.loss_dice: 0.6810, decode.d5.loss_cls: 0.1811, decode.d5.loss_mask: 0.4519, decode.d5.loss_dice: 0.6781, decode.d6.loss_cls: 0.1820, decode.d6.loss_mask: 0.4508, decode.d6.loss_dice: 0.6741, decode.d7.loss_cls: 0.1752, decode.d7.loss_mask: 0.4507, decode.d7.loss_dice: 0.6770, decode.d8.loss_cls: 0.1733, decode.d8.loss_mask: 0.4501, decode.d8.loss_dice: 0.6755, loss: 14.3719, grad_norm: 65.5373 +2023-11-07 07:51:53,768 - mmseg - INFO - Iter [134050/160000] lr: 1.622e-05, eta: 3:25:10, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1888, decode.loss_mask: 0.4391, decode.loss_dice: 0.6817, decode.d0.loss_cls: 1.1870, decode.d0.loss_mask: 0.4734, decode.d0.loss_dice: 0.7577, decode.d1.loss_cls: 0.2660, decode.d1.loss_mask: 0.4542, decode.d1.loss_dice: 0.7193, decode.d2.loss_cls: 0.2388, decode.d2.loss_mask: 0.4466, decode.d2.loss_dice: 0.7045, decode.d3.loss_cls: 0.2158, decode.d3.loss_mask: 0.4429, decode.d3.loss_dice: 0.6888, decode.d4.loss_cls: 0.1999, decode.d4.loss_mask: 0.4424, decode.d4.loss_dice: 0.6891, decode.d5.loss_cls: 0.2001, decode.d5.loss_mask: 0.4411, decode.d5.loss_dice: 0.6868, decode.d6.loss_cls: 0.1985, decode.d6.loss_mask: 0.4396, decode.d6.loss_dice: 0.6850, decode.d7.loss_cls: 0.1924, decode.d7.loss_mask: 0.4393, decode.d7.loss_dice: 0.6835, decode.d8.loss_cls: 0.1895, decode.d8.loss_mask: 0.4398, decode.d8.loss_dice: 0.6866, loss: 14.5180, grad_norm: 62.2997 +2023-11-07 07:52:16,696 - mmseg - INFO - Iter [134100/160000] lr: 1.619e-05, eta: 3:24:46, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1601, decode.loss_mask: 0.4511, decode.loss_dice: 0.6490, decode.d0.loss_cls: 1.1247, decode.d0.loss_mask: 0.4879, decode.d0.loss_dice: 0.7219, decode.d1.loss_cls: 0.2311, decode.d1.loss_mask: 0.4684, decode.d1.loss_dice: 0.6849, decode.d2.loss_cls: 0.1993, decode.d2.loss_mask: 0.4585, decode.d2.loss_dice: 0.6732, decode.d3.loss_cls: 0.1782, decode.d3.loss_mask: 0.4548, decode.d3.loss_dice: 0.6549, decode.d4.loss_cls: 0.1711, decode.d4.loss_mask: 0.4524, decode.d4.loss_dice: 0.6551, decode.d5.loss_cls: 0.1616, decode.d5.loss_mask: 0.4533, decode.d5.loss_dice: 0.6545, decode.d6.loss_cls: 0.1601, decode.d6.loss_mask: 0.4531, decode.d6.loss_dice: 0.6535, decode.d7.loss_cls: 0.1592, decode.d7.loss_mask: 0.4524, decode.d7.loss_dice: 0.6523, decode.d8.loss_cls: 0.1583, decode.d8.loss_mask: 0.4520, decode.d8.loss_dice: 0.6495, loss: 13.9365, grad_norm: 62.2842 +2023-11-07 07:52:39,634 - mmseg - INFO - Iter [134150/160000] lr: 1.616e-05, eta: 3:24:23, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1890, decode.loss_mask: 0.4362, decode.loss_dice: 0.6949, decode.d0.loss_cls: 1.1836, decode.d0.loss_mask: 0.4729, decode.d0.loss_dice: 0.7691, decode.d1.loss_cls: 0.2700, decode.d1.loss_mask: 0.4526, decode.d1.loss_dice: 0.7349, decode.d2.loss_cls: 0.2326, decode.d2.loss_mask: 0.4461, decode.d2.loss_dice: 0.7111, decode.d3.loss_cls: 0.2164, decode.d3.loss_mask: 0.4404, decode.d3.loss_dice: 0.7007, decode.d4.loss_cls: 0.2016, decode.d4.loss_mask: 0.4407, decode.d4.loss_dice: 0.6979, decode.d5.loss_cls: 0.1962, decode.d5.loss_mask: 0.4407, decode.d5.loss_dice: 0.6987, decode.d6.loss_cls: 0.1989, decode.d6.loss_mask: 0.4387, decode.d6.loss_dice: 0.6967, decode.d7.loss_cls: 0.1962, decode.d7.loss_mask: 0.4361, decode.d7.loss_dice: 0.6924, decode.d8.loss_cls: 0.1904, decode.d8.loss_mask: 0.4349, decode.d8.loss_dice: 0.6942, loss: 14.6051, grad_norm: 69.4293 +2023-11-07 07:53:02,436 - mmseg - INFO - Iter [134200/160000] lr: 1.613e-05, eta: 3:23:59, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1607, decode.loss_mask: 0.4550, decode.loss_dice: 0.6734, decode.d0.loss_cls: 1.1359, decode.d0.loss_mask: 0.4955, decode.d0.loss_dice: 0.7370, decode.d1.loss_cls: 0.2409, decode.d1.loss_mask: 0.4705, decode.d1.loss_dice: 0.7098, decode.d2.loss_cls: 0.2072, decode.d2.loss_mask: 0.4620, decode.d2.loss_dice: 0.6879, decode.d3.loss_cls: 0.1866, decode.d3.loss_mask: 0.4580, decode.d3.loss_dice: 0.6777, decode.d4.loss_cls: 0.1758, decode.d4.loss_mask: 0.4559, decode.d4.loss_dice: 0.6782, decode.d5.loss_cls: 0.1723, decode.d5.loss_mask: 0.4547, decode.d5.loss_dice: 0.6756, decode.d6.loss_cls: 0.1716, decode.d6.loss_mask: 0.4553, decode.d6.loss_dice: 0.6737, decode.d7.loss_cls: 0.1657, decode.d7.loss_mask: 0.4545, decode.d7.loss_dice: 0.6738, decode.d8.loss_cls: 0.1669, decode.d8.loss_mask: 0.4547, decode.d8.loss_dice: 0.6729, loss: 14.2596, grad_norm: 64.8681 +2023-11-07 07:53:25,333 - mmseg - INFO - Iter [134250/160000] lr: 1.609e-05, eta: 3:23:35, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1834, decode.loss_mask: 0.4453, decode.loss_dice: 0.6769, decode.d0.loss_cls: 1.1729, decode.d0.loss_mask: 0.4862, decode.d0.loss_dice: 0.7518, decode.d1.loss_cls: 0.2702, decode.d1.loss_mask: 0.4613, decode.d1.loss_dice: 0.7198, decode.d2.loss_cls: 0.2282, decode.d2.loss_mask: 0.4514, decode.d2.loss_dice: 0.7022, decode.d3.loss_cls: 0.2075, decode.d3.loss_mask: 0.4488, decode.d3.loss_dice: 0.6841, decode.d4.loss_cls: 0.1976, decode.d4.loss_mask: 0.4460, decode.d4.loss_dice: 0.6817, decode.d5.loss_cls: 0.1912, decode.d5.loss_mask: 0.4466, decode.d5.loss_dice: 0.6780, decode.d6.loss_cls: 0.1886, decode.d6.loss_mask: 0.4449, decode.d6.loss_dice: 0.6755, decode.d7.loss_cls: 0.1836, decode.d7.loss_mask: 0.4467, decode.d7.loss_dice: 0.6798, decode.d8.loss_cls: 0.1821, decode.d8.loss_mask: 0.4461, decode.d8.loss_dice: 0.6777, loss: 14.4561, grad_norm: 70.6985 +2023-11-07 07:53:48,178 - mmseg - INFO - Iter [134300/160000] lr: 1.606e-05, eta: 3:23:11, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1726, decode.loss_mask: 0.4457, decode.loss_dice: 0.6538, decode.d0.loss_cls: 1.1633, decode.d0.loss_mask: 0.4824, decode.d0.loss_dice: 0.7280, decode.d1.loss_cls: 0.2522, decode.d1.loss_mask: 0.4645, decode.d1.loss_dice: 0.6881, decode.d2.loss_cls: 0.2196, decode.d2.loss_mask: 0.4533, decode.d2.loss_dice: 0.6673, decode.d3.loss_cls: 0.1991, decode.d3.loss_mask: 0.4501, decode.d3.loss_dice: 0.6558, decode.d4.loss_cls: 0.1886, decode.d4.loss_mask: 0.4480, decode.d4.loss_dice: 0.6537, decode.d5.loss_cls: 0.1846, decode.d5.loss_mask: 0.4486, decode.d5.loss_dice: 0.6561, decode.d6.loss_cls: 0.1801, decode.d6.loss_mask: 0.4467, decode.d6.loss_dice: 0.6526, decode.d7.loss_cls: 0.1739, decode.d7.loss_mask: 0.4472, decode.d7.loss_dice: 0.6558, decode.d8.loss_cls: 0.1737, decode.d8.loss_mask: 0.4456, decode.d8.loss_dice: 0.6531, loss: 14.1039, grad_norm: 62.8994 +2023-11-07 07:54:11,169 - mmseg - INFO - Iter [134350/160000] lr: 1.603e-05, eta: 3:22:47, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1696, decode.loss_mask: 0.4454, decode.loss_dice: 0.6603, decode.d0.loss_cls: 1.1923, decode.d0.loss_mask: 0.4754, decode.d0.loss_dice: 0.7282, decode.d1.loss_cls: 0.2638, decode.d1.loss_mask: 0.4580, decode.d1.loss_dice: 0.6998, decode.d2.loss_cls: 0.2148, decode.d2.loss_mask: 0.4535, decode.d2.loss_dice: 0.6807, decode.d3.loss_cls: 0.1992, decode.d3.loss_mask: 0.4483, decode.d3.loss_dice: 0.6667, decode.d4.loss_cls: 0.1934, decode.d4.loss_mask: 0.4463, decode.d4.loss_dice: 0.6617, decode.d5.loss_cls: 0.1785, decode.d5.loss_mask: 0.4458, decode.d5.loss_dice: 0.6663, decode.d6.loss_cls: 0.1848, decode.d6.loss_mask: 0.4451, decode.d6.loss_dice: 0.6648, decode.d7.loss_cls: 0.1745, decode.d7.loss_mask: 0.4456, decode.d7.loss_dice: 0.6612, decode.d8.loss_cls: 0.1709, decode.d8.loss_mask: 0.4446, decode.d8.loss_dice: 0.6614, loss: 14.2012, grad_norm: 65.2878 +2023-11-07 07:54:34,130 - mmseg - INFO - Iter [134400/160000] lr: 1.600e-05, eta: 3:22:23, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1683, decode.loss_mask: 0.4322, decode.loss_dice: 0.6773, decode.d0.loss_cls: 1.1657, decode.d0.loss_mask: 0.4657, decode.d0.loss_dice: 0.7409, decode.d1.loss_cls: 0.2554, decode.d1.loss_mask: 0.4452, decode.d1.loss_dice: 0.7115, decode.d2.loss_cls: 0.2169, decode.d2.loss_mask: 0.4370, decode.d2.loss_dice: 0.6964, decode.d3.loss_cls: 0.1931, decode.d3.loss_mask: 0.4361, decode.d3.loss_dice: 0.6808, decode.d4.loss_cls: 0.1832, decode.d4.loss_mask: 0.4347, decode.d4.loss_dice: 0.6804, decode.d5.loss_cls: 0.1737, decode.d5.loss_mask: 0.4355, decode.d5.loss_dice: 0.6839, decode.d6.loss_cls: 0.1711, decode.d6.loss_mask: 0.4354, decode.d6.loss_dice: 0.6809, decode.d7.loss_cls: 0.1673, decode.d7.loss_mask: 0.4340, decode.d7.loss_dice: 0.6802, decode.d8.loss_cls: 0.1717, decode.d8.loss_mask: 0.4312, decode.d8.loss_dice: 0.6770, loss: 14.1628, grad_norm: 64.6019 +2023-11-07 07:54:57,152 - mmseg - INFO - Iter [134450/160000] lr: 1.597e-05, eta: 3:21:59, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1834, decode.loss_mask: 0.4410, decode.loss_dice: 0.6642, decode.d0.loss_cls: 1.1724, decode.d0.loss_mask: 0.4788, decode.d0.loss_dice: 0.7476, decode.d1.loss_cls: 0.2671, decode.d1.loss_mask: 0.4559, decode.d1.loss_dice: 0.7165, decode.d2.loss_cls: 0.2319, decode.d2.loss_mask: 0.4457, decode.d2.loss_dice: 0.6885, decode.d3.loss_cls: 0.2151, decode.d3.loss_mask: 0.4432, decode.d3.loss_dice: 0.6723, decode.d4.loss_cls: 0.2023, decode.d4.loss_mask: 0.4388, decode.d4.loss_dice: 0.6711, decode.d5.loss_cls: 0.1948, decode.d5.loss_mask: 0.4386, decode.d5.loss_dice: 0.6686, decode.d6.loss_cls: 0.1911, decode.d6.loss_mask: 0.4400, decode.d6.loss_dice: 0.6697, decode.d7.loss_cls: 0.1876, decode.d7.loss_mask: 0.4397, decode.d7.loss_dice: 0.6679, decode.d8.loss_cls: 0.1843, decode.d8.loss_mask: 0.4409, decode.d8.loss_dice: 0.6704, loss: 14.3293, grad_norm: 68.2103 +2023-11-07 07:55:20,087 - mmseg - INFO - Iter [134500/160000] lr: 1.594e-05, eta: 3:21:35, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1772, decode.loss_mask: 0.4382, decode.loss_dice: 0.6509, decode.d0.loss_cls: 1.1808, decode.d0.loss_mask: 0.4767, decode.d0.loss_dice: 0.7232, decode.d1.loss_cls: 0.2603, decode.d1.loss_mask: 0.4522, decode.d1.loss_dice: 0.6914, decode.d2.loss_cls: 0.2212, decode.d2.loss_mask: 0.4463, decode.d2.loss_dice: 0.6673, decode.d3.loss_cls: 0.1993, decode.d3.loss_mask: 0.4428, decode.d3.loss_dice: 0.6543, decode.d4.loss_cls: 0.1922, decode.d4.loss_mask: 0.4412, decode.d4.loss_dice: 0.6512, decode.d5.loss_cls: 0.1869, decode.d5.loss_mask: 0.4407, decode.d5.loss_dice: 0.6558, decode.d6.loss_cls: 0.1880, decode.d6.loss_mask: 0.4410, decode.d6.loss_dice: 0.6501, decode.d7.loss_cls: 0.1795, decode.d7.loss_mask: 0.4392, decode.d7.loss_dice: 0.6540, decode.d8.loss_cls: 0.1795, decode.d8.loss_mask: 0.4388, decode.d8.loss_dice: 0.6528, loss: 14.0730, grad_norm: 56.7126 +2023-11-07 07:55:43,033 - mmseg - INFO - Iter [134550/160000] lr: 1.591e-05, eta: 3:21:12, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1684, decode.loss_mask: 0.4370, decode.loss_dice: 0.6707, decode.d0.loss_cls: 1.1559, decode.d0.loss_mask: 0.4700, decode.d0.loss_dice: 0.7430, decode.d1.loss_cls: 0.2555, decode.d1.loss_mask: 0.4477, decode.d1.loss_dice: 0.7038, decode.d2.loss_cls: 0.2208, decode.d2.loss_mask: 0.4419, decode.d2.loss_dice: 0.6861, decode.d3.loss_cls: 0.2006, decode.d3.loss_mask: 0.4387, decode.d3.loss_dice: 0.6735, decode.d4.loss_cls: 0.1890, decode.d4.loss_mask: 0.4376, decode.d4.loss_dice: 0.6673, decode.d5.loss_cls: 0.1828, decode.d5.loss_mask: 0.4381, decode.d5.loss_dice: 0.6727, decode.d6.loss_cls: 0.1774, decode.d6.loss_mask: 0.4375, decode.d6.loss_dice: 0.6677, decode.d7.loss_cls: 0.1712, decode.d7.loss_mask: 0.4353, decode.d7.loss_dice: 0.6709, decode.d8.loss_cls: 0.1713, decode.d8.loss_mask: 0.4362, decode.d8.loss_dice: 0.6708, loss: 14.1394, grad_norm: 57.5604 +2023-11-07 07:56:05,920 - mmseg - INFO - Iter [134600/160000] lr: 1.588e-05, eta: 3:20:48, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1845, decode.loss_mask: 0.4349, decode.loss_dice: 0.6875, decode.d0.loss_cls: 1.1511, decode.d0.loss_mask: 0.4747, decode.d0.loss_dice: 0.7592, decode.d1.loss_cls: 0.2723, decode.d1.loss_mask: 0.4532, decode.d1.loss_dice: 0.7300, decode.d2.loss_cls: 0.2277, decode.d2.loss_mask: 0.4437, decode.d2.loss_dice: 0.7040, decode.d3.loss_cls: 0.2143, decode.d3.loss_mask: 0.4375, decode.d3.loss_dice: 0.6932, decode.d4.loss_cls: 0.2035, decode.d4.loss_mask: 0.4380, decode.d4.loss_dice: 0.6915, decode.d5.loss_cls: 0.2002, decode.d5.loss_mask: 0.4353, decode.d5.loss_dice: 0.6883, decode.d6.loss_cls: 0.1948, decode.d6.loss_mask: 0.4357, decode.d6.loss_dice: 0.6850, decode.d7.loss_cls: 0.1893, decode.d7.loss_mask: 0.4345, decode.d7.loss_dice: 0.6860, decode.d8.loss_cls: 0.1834, decode.d8.loss_mask: 0.4343, decode.d8.loss_dice: 0.6935, loss: 14.4609, grad_norm: 71.1475 +2023-11-07 07:56:28,768 - mmseg - INFO - Iter [134650/160000] lr: 1.584e-05, eta: 3:20:24, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1698, decode.loss_mask: 0.4425, decode.loss_dice: 0.6552, decode.d0.loss_cls: 1.1604, decode.d0.loss_mask: 0.4803, decode.d0.loss_dice: 0.7197, decode.d1.loss_cls: 0.2469, decode.d1.loss_mask: 0.4585, decode.d1.loss_dice: 0.6903, decode.d2.loss_cls: 0.2097, decode.d2.loss_mask: 0.4539, decode.d2.loss_dice: 0.6720, decode.d3.loss_cls: 0.1922, decode.d3.loss_mask: 0.4477, decode.d3.loss_dice: 0.6582, decode.d4.loss_cls: 0.1819, decode.d4.loss_mask: 0.4464, decode.d4.loss_dice: 0.6563, decode.d5.loss_cls: 0.1765, decode.d5.loss_mask: 0.4466, decode.d5.loss_dice: 0.6576, decode.d6.loss_cls: 0.1772, decode.d6.loss_mask: 0.4442, decode.d6.loss_dice: 0.6550, decode.d7.loss_cls: 0.1734, decode.d7.loss_mask: 0.4447, decode.d7.loss_dice: 0.6551, decode.d8.loss_cls: 0.1722, decode.d8.loss_mask: 0.4439, decode.d8.loss_dice: 0.6568, loss: 14.0449, grad_norm: 67.1984 +2023-11-07 07:56:51,663 - mmseg - INFO - Iter [134700/160000] lr: 1.581e-05, eta: 3:20:00, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1752, decode.loss_mask: 0.4374, decode.loss_dice: 0.6570, decode.d0.loss_cls: 1.1653, decode.d0.loss_mask: 0.4752, decode.d0.loss_dice: 0.7280, decode.d1.loss_cls: 0.2574, decode.d1.loss_mask: 0.4535, decode.d1.loss_dice: 0.6957, decode.d2.loss_cls: 0.2216, decode.d2.loss_mask: 0.4445, decode.d2.loss_dice: 0.6726, decode.d3.loss_cls: 0.2028, decode.d3.loss_mask: 0.4402, decode.d3.loss_dice: 0.6609, decode.d4.loss_cls: 0.1926, decode.d4.loss_mask: 0.4394, decode.d4.loss_dice: 0.6582, decode.d5.loss_cls: 0.1901, decode.d5.loss_mask: 0.4393, decode.d5.loss_dice: 0.6565, decode.d6.loss_cls: 0.1843, decode.d6.loss_mask: 0.4365, decode.d6.loss_dice: 0.6556, decode.d7.loss_cls: 0.1830, decode.d7.loss_mask: 0.4370, decode.d7.loss_dice: 0.6549, decode.d8.loss_cls: 0.1786, decode.d8.loss_mask: 0.4372, decode.d8.loss_dice: 0.6550, loss: 14.0857, grad_norm: 65.8381 +2023-11-07 07:57:14,525 - mmseg - INFO - Iter [134750/160000] lr: 1.578e-05, eta: 3:19:36, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1753, decode.loss_mask: 0.4321, decode.loss_dice: 0.6608, decode.d0.loss_cls: 1.1512, decode.d0.loss_mask: 0.4664, decode.d0.loss_dice: 0.7286, decode.d1.loss_cls: 0.2606, decode.d1.loss_mask: 0.4472, decode.d1.loss_dice: 0.6933, decode.d2.loss_cls: 0.2183, decode.d2.loss_mask: 0.4369, decode.d2.loss_dice: 0.6771, decode.d3.loss_cls: 0.2008, decode.d3.loss_mask: 0.4329, decode.d3.loss_dice: 0.6625, decode.d4.loss_cls: 0.1952, decode.d4.loss_mask: 0.4318, decode.d4.loss_dice: 0.6614, decode.d5.loss_cls: 0.1901, decode.d5.loss_mask: 0.4321, decode.d5.loss_dice: 0.6595, decode.d6.loss_cls: 0.1796, decode.d6.loss_mask: 0.4328, decode.d6.loss_dice: 0.6641, decode.d7.loss_cls: 0.1792, decode.d7.loss_mask: 0.4314, decode.d7.loss_dice: 0.6578, decode.d8.loss_cls: 0.1773, decode.d8.loss_mask: 0.4306, decode.d8.loss_dice: 0.6588, loss: 14.0259, grad_norm: 57.3097 +2023-11-07 07:57:37,169 - mmseg - INFO - Iter [134800/160000] lr: 1.575e-05, eta: 3:19:12, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1838, decode.loss_mask: 0.4463, decode.loss_dice: 0.6846, decode.d0.loss_cls: 1.1652, decode.d0.loss_mask: 0.4815, decode.d0.loss_dice: 0.7599, decode.d1.loss_cls: 0.2653, decode.d1.loss_mask: 0.4603, decode.d1.loss_dice: 0.7215, decode.d2.loss_cls: 0.2283, decode.d2.loss_mask: 0.4506, decode.d2.loss_dice: 0.7000, decode.d3.loss_cls: 0.2050, decode.d3.loss_mask: 0.4499, decode.d3.loss_dice: 0.6914, decode.d4.loss_cls: 0.1957, decode.d4.loss_mask: 0.4467, decode.d4.loss_dice: 0.6865, decode.d5.loss_cls: 0.1894, decode.d5.loss_mask: 0.4489, decode.d5.loss_dice: 0.6872, decode.d6.loss_cls: 0.1889, decode.d6.loss_mask: 0.4473, decode.d6.loss_dice: 0.6829, decode.d7.loss_cls: 0.1847, decode.d7.loss_mask: 0.4467, decode.d7.loss_dice: 0.6826, decode.d8.loss_cls: 0.1860, decode.d8.loss_mask: 0.4456, decode.d8.loss_dice: 0.6828, loss: 14.4953, grad_norm: 62.9685 +2023-11-07 07:58:00,029 - mmseg - INFO - Iter [134850/160000] lr: 1.572e-05, eta: 3:18:48, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1883, decode.loss_mask: 0.4401, decode.loss_dice: 0.6634, decode.d0.loss_cls: 1.1914, decode.d0.loss_mask: 0.4735, decode.d0.loss_dice: 0.7356, decode.d1.loss_cls: 0.2759, decode.d1.loss_mask: 0.4576, decode.d1.loss_dice: 0.7017, decode.d2.loss_cls: 0.2303, decode.d2.loss_mask: 0.4492, decode.d2.loss_dice: 0.6869, decode.d3.loss_cls: 0.2169, decode.d3.loss_mask: 0.4429, decode.d3.loss_dice: 0.6694, decode.d4.loss_cls: 0.2018, decode.d4.loss_mask: 0.4419, decode.d4.loss_dice: 0.6630, decode.d5.loss_cls: 0.1998, decode.d5.loss_mask: 0.4409, decode.d5.loss_dice: 0.6646, decode.d6.loss_cls: 0.1944, decode.d6.loss_mask: 0.4406, decode.d6.loss_dice: 0.6597, decode.d7.loss_cls: 0.1941, decode.d7.loss_mask: 0.4393, decode.d7.loss_dice: 0.6574, decode.d8.loss_cls: 0.1887, decode.d8.loss_mask: 0.4392, decode.d8.loss_dice: 0.6631, loss: 14.3117, grad_norm: 66.5787 +2023-11-07 07:58:23,016 - mmseg - INFO - Iter [134900/160000] lr: 1.569e-05, eta: 3:18:24, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1746, decode.loss_mask: 0.4391, decode.loss_dice: 0.6720, decode.d0.loss_cls: 1.1569, decode.d0.loss_mask: 0.4794, decode.d0.loss_dice: 0.7370, decode.d1.loss_cls: 0.2594, decode.d1.loss_mask: 0.4546, decode.d1.loss_dice: 0.7099, decode.d2.loss_cls: 0.2175, decode.d2.loss_mask: 0.4466, decode.d2.loss_dice: 0.6911, decode.d3.loss_cls: 0.2025, decode.d3.loss_mask: 0.4417, decode.d3.loss_dice: 0.6792, decode.d4.loss_cls: 0.1936, decode.d4.loss_mask: 0.4398, decode.d4.loss_dice: 0.6770, decode.d5.loss_cls: 0.1844, decode.d5.loss_mask: 0.4402, decode.d5.loss_dice: 0.6766, decode.d6.loss_cls: 0.1856, decode.d6.loss_mask: 0.4389, decode.d6.loss_dice: 0.6758, decode.d7.loss_cls: 0.1778, decode.d7.loss_mask: 0.4386, decode.d7.loss_dice: 0.6750, decode.d8.loss_cls: 0.1808, decode.d8.loss_mask: 0.4379, decode.d8.loss_dice: 0.6725, loss: 14.2562, grad_norm: 55.7020 +2023-11-07 07:58:45,817 - mmseg - INFO - Iter [134950/160000] lr: 1.566e-05, eta: 3:18:01, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1609, decode.loss_mask: 0.4387, decode.loss_dice: 0.6564, decode.d0.loss_cls: 1.1186, decode.d0.loss_mask: 0.4708, decode.d0.loss_dice: 0.7184, decode.d1.loss_cls: 0.2230, decode.d1.loss_mask: 0.4518, decode.d1.loss_dice: 0.6931, decode.d2.loss_cls: 0.1959, decode.d2.loss_mask: 0.4437, decode.d2.loss_dice: 0.6728, decode.d3.loss_cls: 0.1806, decode.d3.loss_mask: 0.4395, decode.d3.loss_dice: 0.6617, decode.d4.loss_cls: 0.1699, decode.d4.loss_mask: 0.4373, decode.d4.loss_dice: 0.6600, decode.d5.loss_cls: 0.1655, decode.d5.loss_mask: 0.4393, decode.d5.loss_dice: 0.6580, decode.d6.loss_cls: 0.1670, decode.d6.loss_mask: 0.4390, decode.d6.loss_dice: 0.6570, decode.d7.loss_cls: 0.1624, decode.d7.loss_mask: 0.4382, decode.d7.loss_dice: 0.6537, decode.d8.loss_cls: 0.1618, decode.d8.loss_mask: 0.4380, decode.d8.loss_dice: 0.6568, loss: 13.8296, grad_norm: 57.9688 +2023-11-07 07:59:08,730 - mmseg - INFO - Saving checkpoint at 135000 iterations +2023-11-07 07:59:11,092 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 07:59:11,093 - mmseg - INFO - Iter [135000/160000] lr: 1.563e-05, eta: 3:17:37, time: 0.505, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1686, decode.loss_mask: 0.4389, decode.loss_dice: 0.6604, decode.d0.loss_cls: 1.1781, decode.d0.loss_mask: 0.4754, decode.d0.loss_dice: 0.7227, decode.d1.loss_cls: 0.2496, decode.d1.loss_mask: 0.4537, decode.d1.loss_dice: 0.7022, decode.d2.loss_cls: 0.2108, decode.d2.loss_mask: 0.4457, decode.d2.loss_dice: 0.6809, decode.d3.loss_cls: 0.1923, decode.d3.loss_mask: 0.4416, decode.d3.loss_dice: 0.6657, decode.d4.loss_cls: 0.1859, decode.d4.loss_mask: 0.4397, decode.d4.loss_dice: 0.6664, decode.d5.loss_cls: 0.1820, decode.d5.loss_mask: 0.4395, decode.d5.loss_dice: 0.6635, decode.d6.loss_cls: 0.1766, decode.d6.loss_mask: 0.4400, decode.d6.loss_dice: 0.6611, decode.d7.loss_cls: 0.1742, decode.d7.loss_mask: 0.4385, decode.d7.loss_dice: 0.6600, decode.d8.loss_cls: 0.1715, decode.d8.loss_mask: 0.4400, decode.d8.loss_dice: 0.6620, loss: 14.0875, grad_norm: 64.4268 +2023-11-07 07:59:30,899 - mmseg - INFO - per class results: +2023-11-07 07:59:30,904 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.63 | 87.02 | +| building | 83.51 | 92.76 | +| sky | 94.46 | 97.35 | +| floor | 83.05 | 90.51 | +| tree | 75.26 | 87.11 | +| ceiling | 84.27 | 91.83 | +| road | 84.23 | 90.97 | +| bed | 90.21 | 95.81 | +| windowpane | 63.94 | 81.75 | +| grass | 68.02 | 79.38 | +| cabinet | 62.22 | 74.93 | +| sidewalk | 66.22 | 79.05 | +| person | 84.49 | 92.41 | +| earth | 41.96 | 59.46 | +| door | 54.13 | 70.73 | +| table | 68.47 | 81.64 | +| mountain | 62.11 | 73.08 | +| plant | 51.38 | 66.46 | +| curtain | 74.92 | 87.07 | +| chair | 63.11 | 74.97 | +| car | 86.14 | 93.17 | +| water | 49.91 | 66.03 | +| painting | 71.09 | 87.85 | +| sofa | 70.83 | 83.99 | +| shelf | 41.65 | 61.11 | +| house | 46.31 | 65.3 | +| sea | 50.15 | 77.59 | +| mirror | 72.82 | 81.9 | +| rug | 65.15 | 78.62 | +| field | 31.03 | 47.02 | +| armchair | 48.79 | 72.25 | +| seat | 63.2 | 85.16 | +| fence | 50.07 | 63.84 | +| desk | 55.52 | 76.54 | +| rock | 49.53 | 73.22 | +| wardrobe | 41.41 | 62.25 | +| lamp | 73.0 | 84.24 | +| bathtub | 79.8 | 90.59 | +| railing | 36.98 | 58.09 | +| cushion | 62.02 | 75.92 | +| base | 45.05 | 64.18 | +| box | 30.65 | 41.97 | +| column | 53.09 | 69.96 | +| signboard | 40.03 | 57.72 | +| chest of drawers | 39.17 | 67.0 | +| counter | 42.04 | 62.22 | +| sand | 49.09 | 65.52 | +| sink | 77.11 | 85.29 | +| skyscraper | 22.35 | 27.41 | +| fireplace | 74.7 | 88.55 | +| refrigerator | 76.55 | 84.03 | +| grandstand | 43.05 | 75.18 | +| path | 25.38 | 39.5 | +| stairs | 36.09 | 43.11 | +| runway | 74.79 | 97.14 | +| case | 43.06 | 65.76 | +| pool table | 95.17 | 97.89 | +| pillow | 56.47 | 66.01 | +| screen door | 64.72 | 75.09 | +| stairway | 31.87 | 39.59 | +| river | 17.86 | 24.81 | +| bridge | 76.65 | 87.43 | +| bookcase | 45.17 | 65.81 | +| blind | 47.79 | 54.16 | +| coffee table | 69.76 | 87.94 | +| toilet | 88.77 | 91.76 | +| flower | 34.0 | 53.38 | +| book | 53.65 | 75.57 | +| hill | 12.73 | 23.21 | +| bench | 52.6 | 70.51 | +| countertop | 62.21 | 76.1 | +| stove | 83.31 | 88.29 | +| palm | 56.86 | 80.06 | +| kitchen island | 43.35 | 78.48 | +| computer | 70.14 | 76.75 | +| swivel chair | 53.26 | 78.32 | +| boat | 38.03 | 54.85 | +| bar | 53.71 | 58.88 | +| arcade machine | 89.68 | 95.34 | +| hovel | 35.09 | 48.24 | +| bus | 91.66 | 96.18 | +| towel | 63.95 | 77.69 | +| light | 61.95 | 77.62 | +| truck | 34.04 | 51.43 | +| tower | 28.74 | 50.72 | +| chandelier | 69.76 | 83.05 | +| awning | 29.89 | 43.08 | +| streetlight | 37.31 | 57.54 | +| booth | 66.68 | 80.76 | +| television receiver | 73.43 | 85.7 | +| airplane | 65.85 | 72.71 | +| dirt track | 2.95 | 13.93 | +| apparel | 32.9 | 61.58 | +| pole | 25.24 | 37.22 | +| land | 1.09 | 1.55 | +| bannister | 19.14 | 29.11 | +| escalator | 29.71 | 32.01 | +| ottoman | 49.55 | 63.02 | +| bottle | 25.83 | 32.56 | +| buffet | 43.13 | 53.77 | +| poster | 29.91 | 43.73 | +| stage | 20.57 | 33.82 | +| van | 51.12 | 72.8 | +| ship | 8.84 | 18.46 | +| fountain | 20.75 | 21.78 | +| conveyer belt | 76.15 | 89.58 | +| canopy | 18.76 | 31.66 | +| washer | 66.85 | 73.71 | +| plaything | 22.39 | 33.33 | +| swimming pool | 68.27 | 69.55 | +| stool | 40.64 | 74.37 | +| barrel | 62.8 | 74.87 | +| basket | 44.55 | 59.75 | +| waterfall | 41.13 | 65.03 | +| tent | 84.36 | 98.68 | +| bag | 20.92 | 28.09 | +| minibike | 74.94 | 88.83 | +| cradle | 77.58 | 97.47 | +| oven | 24.57 | 69.01 | +| ball | 30.5 | 35.68 | +| food | 62.35 | 70.76 | +| step | 23.54 | 32.24 | +| tank | 49.83 | 52.53 | +| trade name | 30.23 | 41.79 | +| microwave | 40.05 | 45.04 | +| pot | 56.05 | 68.84 | +| animal | 66.04 | 68.01 | +| bicycle | 61.03 | 79.77 | +| lake | 63.56 | 69.65 | +| dishwasher | 70.08 | 80.14 | +| screen | 58.8 | 88.46 | +| blanket | 15.08 | 17.76 | +| sculpture | 58.95 | 86.96 | +| hood | 87.0 | 90.77 | +| sconce | 52.73 | 71.3 | +| vase | 50.86 | 68.38 | +| traffic light | 39.44 | 71.04 | +| tray | 24.12 | 30.39 | +| ashcan | 45.64 | 69.58 | +| fan | 74.23 | 86.52 | +| pier | 13.16 | 18.54 | +| crt screen | 3.05 | 9.07 | +| plate | 59.87 | 76.41 | +| monitor | 1.68 | 2.56 | +| bulletin board | 38.16 | 62.78 | +| shower | 3.92 | 24.48 | +| radiator | 60.83 | 69.86 | +| glass | 21.59 | 23.86 | +| clock | 36.48 | 46.34 | +| flag | 46.0 | 53.41 | ++---------------------+-------+-------+ +2023-11-07 07:59:30,904 - mmseg - INFO - Summary: +2023-11-07 07:59:30,904 - mmseg - INFO - ++-------+-------+------+ +| aAcc | mIoU | mAcc | ++-------+-------+------+ +| 83.99 | 51.59 | 65.2 | ++-------+-------+------+ +2023-11-07 07:59:30,905 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 07:59:30,905 - mmseg - INFO - Iter(val) [250] aAcc: 0.8399, mIoU: 0.5159, mAcc: 0.6520, IoU.wall: 0.7963, IoU.building: 0.8351, IoU.sky: 0.9446, IoU.floor: 0.8305, IoU.tree: 0.7526, IoU.ceiling: 0.8427, IoU.road: 0.8423, IoU.bed : 0.9021, IoU.windowpane: 0.6394, IoU.grass: 0.6802, IoU.cabinet: 0.6222, IoU.sidewalk: 0.6622, IoU.person: 0.8449, IoU.earth: 0.4196, IoU.door: 0.5413, IoU.table: 0.6847, IoU.mountain: 0.6211, IoU.plant: 0.5138, IoU.curtain: 0.7492, IoU.chair: 0.6311, IoU.car: 0.8614, IoU.water: 0.4991, IoU.painting: 0.7109, IoU.sofa: 0.7083, IoU.shelf: 0.4165, IoU.house: 0.4631, IoU.sea: 0.5015, IoU.mirror: 0.7282, IoU.rug: 0.6515, IoU.field: 0.3103, IoU.armchair: 0.4879, IoU.seat: 0.6320, IoU.fence: 0.5007, IoU.desk: 0.5552, IoU.rock: 0.4953, IoU.wardrobe: 0.4141, IoU.lamp: 0.7300, IoU.bathtub: 0.7980, IoU.railing: 0.3698, IoU.cushion: 0.6202, IoU.base: 0.4505, IoU.box: 0.3065, IoU.column: 0.5309, IoU.signboard: 0.4003, IoU.chest of drawers: 0.3917, IoU.counter: 0.4204, IoU.sand: 0.4909, IoU.sink: 0.7711, IoU.skyscraper: 0.2235, IoU.fireplace: 0.7470, IoU.refrigerator: 0.7655, IoU.grandstand: 0.4305, IoU.path: 0.2538, IoU.stairs: 0.3609, IoU.runway: 0.7479, IoU.case: 0.4306, IoU.pool table: 0.9517, IoU.pillow: 0.5647, IoU.screen door: 0.6472, IoU.stairway: 0.3187, IoU.river: 0.1786, IoU.bridge: 0.7665, IoU.bookcase: 0.4517, IoU.blind: 0.4779, IoU.coffee table: 0.6976, IoU.toilet: 0.8877, IoU.flower: 0.3400, IoU.book: 0.5365, IoU.hill: 0.1273, IoU.bench: 0.5260, IoU.countertop: 0.6221, IoU.stove: 0.8331, IoU.palm: 0.5686, IoU.kitchen island: 0.4335, IoU.computer: 0.7014, IoU.swivel chair: 0.5326, IoU.boat: 0.3803, IoU.bar: 0.5371, IoU.arcade machine: 0.8968, IoU.hovel: 0.3509, IoU.bus: 0.9166, IoU.towel: 0.6395, IoU.light: 0.6195, IoU.truck: 0.3404, IoU.tower: 0.2874, IoU.chandelier: 0.6976, IoU.awning: 0.2989, IoU.streetlight: 0.3731, IoU.booth: 0.6668, IoU.television receiver: 0.7343, IoU.airplane: 0.6585, IoU.dirt track: 0.0295, IoU.apparel: 0.3290, IoU.pole: 0.2524, IoU.land: 0.0109, IoU.bannister: 0.1914, IoU.escalator: 0.2971, IoU.ottoman: 0.4955, IoU.bottle: 0.2583, IoU.buffet: 0.4313, IoU.poster: 0.2991, IoU.stage: 0.2057, IoU.van: 0.5112, IoU.ship: 0.0884, IoU.fountain: 0.2075, IoU.conveyer belt: 0.7615, IoU.canopy: 0.1876, IoU.washer: 0.6685, IoU.plaything: 0.2239, IoU.swimming pool: 0.6827, IoU.stool: 0.4064, IoU.barrel: 0.6280, IoU.basket: 0.4455, IoU.waterfall: 0.4113, IoU.tent: 0.8436, IoU.bag: 0.2092, IoU.minibike: 0.7494, IoU.cradle: 0.7758, IoU.oven: 0.2457, IoU.ball: 0.3050, IoU.food: 0.6235, IoU.step: 0.2354, IoU.tank: 0.4983, IoU.trade name: 0.3023, IoU.microwave: 0.4005, IoU.pot: 0.5605, IoU.animal: 0.6604, IoU.bicycle: 0.6103, IoU.lake: 0.6356, IoU.dishwasher: 0.7008, IoU.screen: 0.5880, IoU.blanket: 0.1508, IoU.sculpture: 0.5895, IoU.hood: 0.8700, IoU.sconce: 0.5273, IoU.vase: 0.5086, IoU.traffic light: 0.3944, IoU.tray: 0.2412, IoU.ashcan: 0.4564, IoU.fan: 0.7423, IoU.pier: 0.1316, IoU.crt screen: 0.0305, IoU.plate: 0.5987, IoU.monitor: 0.0168, IoU.bulletin board: 0.3816, IoU.shower: 0.0392, IoU.radiator: 0.6083, IoU.glass: 0.2159, IoU.clock: 0.3648, IoU.flag: 0.4600, Acc.wall: 0.8702, Acc.building: 0.9276, Acc.sky: 0.9735, Acc.floor: 0.9051, Acc.tree: 0.8711, Acc.ceiling: 0.9183, Acc.road: 0.9097, Acc.bed : 0.9581, Acc.windowpane: 0.8175, Acc.grass: 0.7938, Acc.cabinet: 0.7493, Acc.sidewalk: 0.7905, Acc.person: 0.9241, Acc.earth: 0.5946, Acc.door: 0.7073, Acc.table: 0.8164, Acc.mountain: 0.7308, Acc.plant: 0.6646, Acc.curtain: 0.8707, Acc.chair: 0.7497, Acc.car: 0.9317, Acc.water: 0.6603, Acc.painting: 0.8785, Acc.sofa: 0.8399, Acc.shelf: 0.6111, Acc.house: 0.6530, Acc.sea: 0.7759, Acc.mirror: 0.8190, Acc.rug: 0.7862, Acc.field: 0.4702, Acc.armchair: 0.7225, Acc.seat: 0.8516, Acc.fence: 0.6384, Acc.desk: 0.7654, Acc.rock: 0.7322, Acc.wardrobe: 0.6225, Acc.lamp: 0.8424, Acc.bathtub: 0.9059, Acc.railing: 0.5809, Acc.cushion: 0.7592, Acc.base: 0.6418, Acc.box: 0.4197, Acc.column: 0.6996, Acc.signboard: 0.5772, Acc.chest of drawers: 0.6700, Acc.counter: 0.6222, Acc.sand: 0.6552, Acc.sink: 0.8529, Acc.skyscraper: 0.2741, Acc.fireplace: 0.8855, Acc.refrigerator: 0.8403, Acc.grandstand: 0.7518, Acc.path: 0.3950, Acc.stairs: 0.4311, Acc.runway: 0.9714, Acc.case: 0.6576, Acc.pool table: 0.9789, Acc.pillow: 0.6601, Acc.screen door: 0.7509, Acc.stairway: 0.3959, Acc.river: 0.2481, Acc.bridge: 0.8743, Acc.bookcase: 0.6581, Acc.blind: 0.5416, Acc.coffee table: 0.8794, Acc.toilet: 0.9176, Acc.flower: 0.5338, Acc.book: 0.7557, Acc.hill: 0.2321, Acc.bench: 0.7051, Acc.countertop: 0.7610, Acc.stove: 0.8829, Acc.palm: 0.8006, Acc.kitchen island: 0.7848, Acc.computer: 0.7675, Acc.swivel chair: 0.7832, Acc.boat: 0.5485, Acc.bar: 0.5888, Acc.arcade machine: 0.9534, Acc.hovel: 0.4824, Acc.bus: 0.9618, Acc.towel: 0.7769, Acc.light: 0.7762, Acc.truck: 0.5143, Acc.tower: 0.5072, Acc.chandelier: 0.8305, Acc.awning: 0.4308, Acc.streetlight: 0.5754, Acc.booth: 0.8076, Acc.television receiver: 0.8570, Acc.airplane: 0.7271, Acc.dirt track: 0.1393, Acc.apparel: 0.6158, Acc.pole: 0.3722, Acc.land: 0.0155, Acc.bannister: 0.2911, Acc.escalator: 0.3201, Acc.ottoman: 0.6302, Acc.bottle: 0.3256, Acc.buffet: 0.5377, Acc.poster: 0.4373, Acc.stage: 0.3382, Acc.van: 0.7280, Acc.ship: 0.1846, Acc.fountain: 0.2178, Acc.conveyer belt: 0.8958, Acc.canopy: 0.3166, Acc.washer: 0.7371, Acc.plaything: 0.3333, Acc.swimming pool: 0.6955, Acc.stool: 0.7437, Acc.barrel: 0.7487, Acc.basket: 0.5975, Acc.waterfall: 0.6503, Acc.tent: 0.9868, Acc.bag: 0.2809, Acc.minibike: 0.8883, Acc.cradle: 0.9747, Acc.oven: 0.6901, Acc.ball: 0.3568, Acc.food: 0.7076, Acc.step: 0.3224, Acc.tank: 0.5253, Acc.trade name: 0.4179, Acc.microwave: 0.4504, Acc.pot: 0.6884, Acc.animal: 0.6801, Acc.bicycle: 0.7977, Acc.lake: 0.6965, Acc.dishwasher: 0.8014, Acc.screen: 0.8846, Acc.blanket: 0.1776, Acc.sculpture: 0.8696, Acc.hood: 0.9077, Acc.sconce: 0.7130, Acc.vase: 0.6838, Acc.traffic light: 0.7104, Acc.tray: 0.3039, Acc.ashcan: 0.6958, Acc.fan: 0.8652, Acc.pier: 0.1854, Acc.crt screen: 0.0907, Acc.plate: 0.7641, Acc.monitor: 0.0256, Acc.bulletin board: 0.6278, Acc.shower: 0.2448, Acc.radiator: 0.6986, Acc.glass: 0.2386, Acc.clock: 0.4634, Acc.flag: 0.5341 +2023-11-07 07:59:53,670 - mmseg - INFO - Iter [135050/160000] lr: 1.559e-05, eta: 3:17:17, time: 0.852, data_time: 0.409, memory: 39436, decode.loss_cls: 0.1845, decode.loss_mask: 0.4467, decode.loss_dice: 0.6754, decode.d0.loss_cls: 1.1803, decode.d0.loss_mask: 0.4842, decode.d0.loss_dice: 0.7459, decode.d1.loss_cls: 0.2714, decode.d1.loss_mask: 0.4613, decode.d1.loss_dice: 0.7189, decode.d2.loss_cls: 0.2340, decode.d2.loss_mask: 0.4539, decode.d2.loss_dice: 0.6955, decode.d3.loss_cls: 0.2150, decode.d3.loss_mask: 0.4462, decode.d3.loss_dice: 0.6819, decode.d4.loss_cls: 0.2044, decode.d4.loss_mask: 0.4466, decode.d4.loss_dice: 0.6788, decode.d5.loss_cls: 0.1966, decode.d5.loss_mask: 0.4462, decode.d5.loss_dice: 0.6769, decode.d6.loss_cls: 0.1922, decode.d6.loss_mask: 0.4464, decode.d6.loss_dice: 0.6761, decode.d7.loss_cls: 0.1879, decode.d7.loss_mask: 0.4459, decode.d7.loss_dice: 0.6735, decode.d8.loss_cls: 0.1846, decode.d8.loss_mask: 0.4465, decode.d8.loss_dice: 0.6742, loss: 14.4718, grad_norm: 64.4949 +2023-11-07 08:00:16,632 - mmseg - INFO - Iter [135100/160000] lr: 1.556e-05, eta: 3:16:53, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1781, decode.loss_mask: 0.4531, decode.loss_dice: 0.7008, decode.d0.loss_cls: 1.1968, decode.d0.loss_mask: 0.4909, decode.d0.loss_dice: 0.7685, decode.d1.loss_cls: 0.2673, decode.d1.loss_mask: 0.4720, decode.d1.loss_dice: 0.7384, decode.d2.loss_cls: 0.2262, decode.d2.loss_mask: 0.4621, decode.d2.loss_dice: 0.7179, decode.d3.loss_cls: 0.2095, decode.d3.loss_mask: 0.4580, decode.d3.loss_dice: 0.7042, decode.d4.loss_cls: 0.1961, decode.d4.loss_mask: 0.4543, decode.d4.loss_dice: 0.7025, decode.d5.loss_cls: 0.1911, decode.d5.loss_mask: 0.4549, decode.d5.loss_dice: 0.6972, decode.d6.loss_cls: 0.1843, decode.d6.loss_mask: 0.4540, decode.d6.loss_dice: 0.6960, decode.d7.loss_cls: 0.1820, decode.d7.loss_mask: 0.4532, decode.d7.loss_dice: 0.7012, decode.d8.loss_cls: 0.1815, decode.d8.loss_mask: 0.4539, decode.d8.loss_dice: 0.6983, loss: 14.7442, grad_norm: 71.3495 +2023-11-07 08:00:41,730 - mmseg - INFO - Iter [135150/160000] lr: 1.553e-05, eta: 3:16:30, time: 0.502, data_time: 0.058, memory: 39436, decode.loss_cls: 0.1605, decode.loss_mask: 0.4577, decode.loss_dice: 0.6581, decode.d0.loss_cls: 1.1456, decode.d0.loss_mask: 0.5002, decode.d0.loss_dice: 0.7233, decode.d1.loss_cls: 0.2405, decode.d1.loss_mask: 0.4786, decode.d1.loss_dice: 0.6991, decode.d2.loss_cls: 0.2007, decode.d2.loss_mask: 0.4668, decode.d2.loss_dice: 0.6801, decode.d3.loss_cls: 0.1884, decode.d3.loss_mask: 0.4612, decode.d3.loss_dice: 0.6620, decode.d4.loss_cls: 0.1748, decode.d4.loss_mask: 0.4612, decode.d4.loss_dice: 0.6623, decode.d5.loss_cls: 0.1695, decode.d5.loss_mask: 0.4598, decode.d5.loss_dice: 0.6631, decode.d6.loss_cls: 0.1743, decode.d6.loss_mask: 0.4590, decode.d6.loss_dice: 0.6569, decode.d7.loss_cls: 0.1637, decode.d7.loss_mask: 0.4588, decode.d7.loss_dice: 0.6622, decode.d8.loss_cls: 0.1624, decode.d8.loss_mask: 0.4576, decode.d8.loss_dice: 0.6618, loss: 14.1702, grad_norm: 68.5916 +2023-11-07 08:01:04,563 - mmseg - INFO - Iter [135200/160000] lr: 1.550e-05, eta: 3:16:06, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1905, decode.loss_mask: 0.4561, decode.loss_dice: 0.6712, decode.d0.loss_cls: 1.1598, decode.d0.loss_mask: 0.4965, decode.d0.loss_dice: 0.7366, decode.d1.loss_cls: 0.2679, decode.d1.loss_mask: 0.4757, decode.d1.loss_dice: 0.7102, decode.d2.loss_cls: 0.2379, decode.d2.loss_mask: 0.4674, decode.d2.loss_dice: 0.6920, decode.d3.loss_cls: 0.2148, decode.d3.loss_mask: 0.4632, decode.d3.loss_dice: 0.6789, decode.d4.loss_cls: 0.2022, decode.d4.loss_mask: 0.4597, decode.d4.loss_dice: 0.6767, decode.d5.loss_cls: 0.1971, decode.d5.loss_mask: 0.4591, decode.d5.loss_dice: 0.6755, decode.d6.loss_cls: 0.1938, decode.d6.loss_mask: 0.4591, decode.d6.loss_dice: 0.6707, decode.d7.loss_cls: 0.1897, decode.d7.loss_mask: 0.4563, decode.d7.loss_dice: 0.6735, decode.d8.loss_cls: 0.1894, decode.d8.loss_mask: 0.4570, decode.d8.loss_dice: 0.6702, loss: 14.5488, grad_norm: 72.8594 +2023-11-07 08:01:27,336 - mmseg - INFO - Iter [135250/160000] lr: 1.547e-05, eta: 3:15:42, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1807, decode.loss_mask: 0.4691, decode.loss_dice: 0.6843, decode.d0.loss_cls: 1.1269, decode.d0.loss_mask: 0.5078, decode.d0.loss_dice: 0.7519, decode.d1.loss_cls: 0.2616, decode.d1.loss_mask: 0.4847, decode.d1.loss_dice: 0.7193, decode.d2.loss_cls: 0.2217, decode.d2.loss_mask: 0.4757, decode.d2.loss_dice: 0.7044, decode.d3.loss_cls: 0.2087, decode.d3.loss_mask: 0.4726, decode.d3.loss_dice: 0.6892, decode.d4.loss_cls: 0.1936, decode.d4.loss_mask: 0.4733, decode.d4.loss_dice: 0.6900, decode.d5.loss_cls: 0.1907, decode.d5.loss_mask: 0.4713, decode.d5.loss_dice: 0.6900, decode.d6.loss_cls: 0.1873, decode.d6.loss_mask: 0.4703, decode.d6.loss_dice: 0.6815, decode.d7.loss_cls: 0.1813, decode.d7.loss_mask: 0.4700, decode.d7.loss_dice: 0.6885, decode.d8.loss_cls: 0.1807, decode.d8.loss_mask: 0.4713, decode.d8.loss_dice: 0.6861, loss: 14.6847, grad_norm: 71.8772 +2023-11-07 08:01:50,329 - mmseg - INFO - Iter [135300/160000] lr: 1.544e-05, eta: 3:15:18, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1802, decode.loss_mask: 0.4340, decode.loss_dice: 0.6645, decode.d0.loss_cls: 1.1702, decode.d0.loss_mask: 0.4722, decode.d0.loss_dice: 0.7385, decode.d1.loss_cls: 0.2573, decode.d1.loss_mask: 0.4498, decode.d1.loss_dice: 0.7040, decode.d2.loss_cls: 0.2214, decode.d2.loss_mask: 0.4404, decode.d2.loss_dice: 0.6832, decode.d3.loss_cls: 0.2005, decode.d3.loss_mask: 0.4390, decode.d3.loss_dice: 0.6681, decode.d4.loss_cls: 0.1915, decode.d4.loss_mask: 0.4370, decode.d4.loss_dice: 0.6689, decode.d5.loss_cls: 0.1853, decode.d5.loss_mask: 0.4353, decode.d5.loss_dice: 0.6703, decode.d6.loss_cls: 0.1814, decode.d6.loss_mask: 0.4359, decode.d6.loss_dice: 0.6669, decode.d7.loss_cls: 0.1792, decode.d7.loss_mask: 0.4345, decode.d7.loss_dice: 0.6712, decode.d8.loss_cls: 0.1762, decode.d8.loss_mask: 0.4347, decode.d8.loss_dice: 0.6684, loss: 14.1600, grad_norm: 64.7358 +2023-11-07 08:02:13,189 - mmseg - INFO - Iter [135350/160000] lr: 1.541e-05, eta: 3:14:54, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1830, decode.loss_mask: 0.4305, decode.loss_dice: 0.6549, decode.d0.loss_cls: 1.1728, decode.d0.loss_mask: 0.4638, decode.d0.loss_dice: 0.7351, decode.d1.loss_cls: 0.2673, decode.d1.loss_mask: 0.4423, decode.d1.loss_dice: 0.6951, decode.d2.loss_cls: 0.2302, decode.d2.loss_mask: 0.4344, decode.d2.loss_dice: 0.6747, decode.d3.loss_cls: 0.2073, decode.d3.loss_mask: 0.4332, decode.d3.loss_dice: 0.6615, decode.d4.loss_cls: 0.1981, decode.d4.loss_mask: 0.4332, decode.d4.loss_dice: 0.6612, decode.d5.loss_cls: 0.1984, decode.d5.loss_mask: 0.4312, decode.d5.loss_dice: 0.6550, decode.d6.loss_cls: 0.1917, decode.d6.loss_mask: 0.4299, decode.d6.loss_dice: 0.6548, decode.d7.loss_cls: 0.1911, decode.d7.loss_mask: 0.4303, decode.d7.loss_dice: 0.6552, decode.d8.loss_cls: 0.1897, decode.d8.loss_mask: 0.4298, decode.d8.loss_dice: 0.6550, loss: 14.0907, grad_norm: 61.3200 +2023-11-07 08:02:36,058 - mmseg - INFO - Iter [135400/160000] lr: 1.538e-05, eta: 3:14:30, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1743, decode.loss_mask: 0.4355, decode.loss_dice: 0.6542, decode.d0.loss_cls: 1.1396, decode.d0.loss_mask: 0.4687, decode.d0.loss_dice: 0.7258, decode.d1.loss_cls: 0.2537, decode.d1.loss_mask: 0.4513, decode.d1.loss_dice: 0.6924, decode.d2.loss_cls: 0.2141, decode.d2.loss_mask: 0.4420, decode.d2.loss_dice: 0.6777, decode.d3.loss_cls: 0.1997, decode.d3.loss_mask: 0.4398, decode.d3.loss_dice: 0.6559, decode.d4.loss_cls: 0.1895, decode.d4.loss_mask: 0.4380, decode.d4.loss_dice: 0.6608, decode.d5.loss_cls: 0.1820, decode.d5.loss_mask: 0.4365, decode.d5.loss_dice: 0.6548, decode.d6.loss_cls: 0.1824, decode.d6.loss_mask: 0.4348, decode.d6.loss_dice: 0.6546, decode.d7.loss_cls: 0.1797, decode.d7.loss_mask: 0.4342, decode.d7.loss_dice: 0.6528, decode.d8.loss_cls: 0.1757, decode.d8.loss_mask: 0.4357, decode.d8.loss_dice: 0.6600, loss: 13.9964, grad_norm: 63.1403 +2023-11-07 08:02:58,853 - mmseg - INFO - Iter [135450/160000] lr: 1.534e-05, eta: 3:14:06, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1862, decode.loss_mask: 0.4574, decode.loss_dice: 0.7053, decode.d0.loss_cls: 1.1764, decode.d0.loss_mask: 0.4923, decode.d0.loss_dice: 0.7732, decode.d1.loss_cls: 0.2630, decode.d1.loss_mask: 0.4707, decode.d1.loss_dice: 0.7434, decode.d2.loss_cls: 0.2282, decode.d2.loss_mask: 0.4602, decode.d2.loss_dice: 0.7231, decode.d3.loss_cls: 0.2136, decode.d3.loss_mask: 0.4585, decode.d3.loss_dice: 0.7057, decode.d4.loss_cls: 0.1999, decode.d4.loss_mask: 0.4592, decode.d4.loss_dice: 0.7105, decode.d5.loss_cls: 0.1919, decode.d5.loss_mask: 0.4590, decode.d5.loss_dice: 0.7102, decode.d6.loss_cls: 0.1918, decode.d6.loss_mask: 0.4587, decode.d6.loss_dice: 0.7076, decode.d7.loss_cls: 0.1842, decode.d7.loss_mask: 0.4570, decode.d7.loss_dice: 0.7067, decode.d8.loss_cls: 0.1831, decode.d8.loss_mask: 0.4576, decode.d8.loss_dice: 0.7080, loss: 14.8427, grad_norm: 62.8940 +2023-11-07 08:03:21,605 - mmseg - INFO - Iter [135500/160000] lr: 1.531e-05, eta: 3:13:42, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1714, decode.loss_mask: 0.4430, decode.loss_dice: 0.6955, decode.d0.loss_cls: 1.1639, decode.d0.loss_mask: 0.4820, decode.d0.loss_dice: 0.7647, decode.d1.loss_cls: 0.2552, decode.d1.loss_mask: 0.4604, decode.d1.loss_dice: 0.7251, decode.d2.loss_cls: 0.2136, decode.d2.loss_mask: 0.4507, decode.d2.loss_dice: 0.7131, decode.d3.loss_cls: 0.1973, decode.d3.loss_mask: 0.4475, decode.d3.loss_dice: 0.6997, decode.d4.loss_cls: 0.1878, decode.d4.loss_mask: 0.4463, decode.d4.loss_dice: 0.6990, decode.d5.loss_cls: 0.1810, decode.d5.loss_mask: 0.4454, decode.d5.loss_dice: 0.6952, decode.d6.loss_cls: 0.1733, decode.d6.loss_mask: 0.4438, decode.d6.loss_dice: 0.6969, decode.d7.loss_cls: 0.1719, decode.d7.loss_mask: 0.4434, decode.d7.loss_dice: 0.6965, decode.d8.loss_cls: 0.1701, decode.d8.loss_mask: 0.4434, decode.d8.loss_dice: 0.6921, loss: 14.4691, grad_norm: 66.5050 +2023-11-07 08:03:44,473 - mmseg - INFO - Iter [135550/160000] lr: 1.528e-05, eta: 3:13:18, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1878, decode.loss_mask: 0.4495, decode.loss_dice: 0.6838, decode.d0.loss_cls: 1.1551, decode.d0.loss_mask: 0.4927, decode.d0.loss_dice: 0.7602, decode.d1.loss_cls: 0.2661, decode.d1.loss_mask: 0.4699, decode.d1.loss_dice: 0.7229, decode.d2.loss_cls: 0.2322, decode.d2.loss_mask: 0.4566, decode.d2.loss_dice: 0.6976, decode.d3.loss_cls: 0.2153, decode.d3.loss_mask: 0.4540, decode.d3.loss_dice: 0.6889, decode.d4.loss_cls: 0.2033, decode.d4.loss_mask: 0.4519, decode.d4.loss_dice: 0.6838, decode.d5.loss_cls: 0.1964, decode.d5.loss_mask: 0.4508, decode.d5.loss_dice: 0.6854, decode.d6.loss_cls: 0.1937, decode.d6.loss_mask: 0.4496, decode.d6.loss_dice: 0.6832, decode.d7.loss_cls: 0.1889, decode.d7.loss_mask: 0.4501, decode.d7.loss_dice: 0.6828, decode.d8.loss_cls: 0.1850, decode.d8.loss_mask: 0.4500, decode.d8.loss_dice: 0.6841, loss: 14.5719, grad_norm: 61.8866 +2023-11-07 08:04:07,286 - mmseg - INFO - Iter [135600/160000] lr: 1.525e-05, eta: 3:12:55, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1843, decode.loss_mask: 0.4249, decode.loss_dice: 0.6507, decode.d0.loss_cls: 1.1770, decode.d0.loss_mask: 0.4618, decode.d0.loss_dice: 0.7236, decode.d1.loss_cls: 0.2636, decode.d1.loss_mask: 0.4396, decode.d1.loss_dice: 0.6868, decode.d2.loss_cls: 0.2307, decode.d2.loss_mask: 0.4336, decode.d2.loss_dice: 0.6732, decode.d3.loss_cls: 0.2162, decode.d3.loss_mask: 0.4302, decode.d3.loss_dice: 0.6531, decode.d4.loss_cls: 0.1976, decode.d4.loss_mask: 0.4271, decode.d4.loss_dice: 0.6540, decode.d5.loss_cls: 0.1953, decode.d5.loss_mask: 0.4254, decode.d5.loss_dice: 0.6509, decode.d6.loss_cls: 0.1869, decode.d6.loss_mask: 0.4278, decode.d6.loss_dice: 0.6504, decode.d7.loss_cls: 0.1829, decode.d7.loss_mask: 0.4272, decode.d7.loss_dice: 0.6517, decode.d8.loss_cls: 0.1809, decode.d8.loss_mask: 0.4261, decode.d8.loss_dice: 0.6481, loss: 13.9817, grad_norm: 59.4102 +2023-11-07 08:04:30,140 - mmseg - INFO - Iter [135650/160000] lr: 1.522e-05, eta: 3:12:31, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1781, decode.loss_mask: 0.4656, decode.loss_dice: 0.6718, decode.d0.loss_cls: 1.1404, decode.d0.loss_mask: 0.5087, decode.d0.loss_dice: 0.7450, decode.d1.loss_cls: 0.2559, decode.d1.loss_mask: 0.4815, decode.d1.loss_dice: 0.7114, decode.d2.loss_cls: 0.2183, decode.d2.loss_mask: 0.4713, decode.d2.loss_dice: 0.6902, decode.d3.loss_cls: 0.1971, decode.d3.loss_mask: 0.4710, decode.d3.loss_dice: 0.6793, decode.d4.loss_cls: 0.1949, decode.d4.loss_mask: 0.4666, decode.d4.loss_dice: 0.6752, decode.d5.loss_cls: 0.1910, decode.d5.loss_mask: 0.4643, decode.d5.loss_dice: 0.6739, decode.d6.loss_cls: 0.1875, decode.d6.loss_mask: 0.4658, decode.d6.loss_dice: 0.6719, decode.d7.loss_cls: 0.1825, decode.d7.loss_mask: 0.4665, decode.d7.loss_dice: 0.6704, decode.d8.loss_cls: 0.1762, decode.d8.loss_mask: 0.4656, decode.d8.loss_dice: 0.6734, loss: 14.5110, grad_norm: 69.2839 +2023-11-07 08:04:52,954 - mmseg - INFO - Iter [135700/160000] lr: 1.519e-05, eta: 3:12:07, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1826, decode.loss_mask: 0.4402, decode.loss_dice: 0.6749, decode.d0.loss_cls: 1.1735, decode.d0.loss_mask: 0.4774, decode.d0.loss_dice: 0.7554, decode.d1.loss_cls: 0.2692, decode.d1.loss_mask: 0.4561, decode.d1.loss_dice: 0.7151, decode.d2.loss_cls: 0.2290, decode.d2.loss_mask: 0.4487, decode.d2.loss_dice: 0.6949, decode.d3.loss_cls: 0.2138, decode.d3.loss_mask: 0.4436, decode.d3.loss_dice: 0.6821, decode.d4.loss_cls: 0.2011, decode.d4.loss_mask: 0.4452, decode.d4.loss_dice: 0.6842, decode.d5.loss_cls: 0.1952, decode.d5.loss_mask: 0.4421, decode.d5.loss_dice: 0.6794, decode.d6.loss_cls: 0.1939, decode.d6.loss_mask: 0.4404, decode.d6.loss_dice: 0.6788, decode.d7.loss_cls: 0.1896, decode.d7.loss_mask: 0.4411, decode.d7.loss_dice: 0.6784, decode.d8.loss_cls: 0.1876, decode.d8.loss_mask: 0.4410, decode.d8.loss_dice: 0.6771, loss: 14.4315, grad_norm: 67.5639 +2023-11-07 08:05:15,757 - mmseg - INFO - Iter [135750/160000] lr: 1.516e-05, eta: 3:11:43, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1785, decode.loss_mask: 0.4305, decode.loss_dice: 0.6561, decode.d0.loss_cls: 1.1695, decode.d0.loss_mask: 0.4652, decode.d0.loss_dice: 0.7241, decode.d1.loss_cls: 0.2583, decode.d1.loss_mask: 0.4415, decode.d1.loss_dice: 0.6886, decode.d2.loss_cls: 0.2180, decode.d2.loss_mask: 0.4366, decode.d2.loss_dice: 0.6733, decode.d3.loss_cls: 0.2015, decode.d3.loss_mask: 0.4332, decode.d3.loss_dice: 0.6578, decode.d4.loss_cls: 0.1949, decode.d4.loss_mask: 0.4326, decode.d4.loss_dice: 0.6562, decode.d5.loss_cls: 0.1891, decode.d5.loss_mask: 0.4301, decode.d5.loss_dice: 0.6578, decode.d6.loss_cls: 0.1837, decode.d6.loss_mask: 0.4324, decode.d6.loss_dice: 0.6562, decode.d7.loss_cls: 0.1846, decode.d7.loss_mask: 0.4323, decode.d7.loss_dice: 0.6545, decode.d8.loss_cls: 0.1773, decode.d8.loss_mask: 0.4318, decode.d8.loss_dice: 0.6567, loss: 14.0028, grad_norm: 64.6352 +2023-11-07 08:05:38,536 - mmseg - INFO - Iter [135800/160000] lr: 1.513e-05, eta: 3:11:19, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1667, decode.loss_mask: 0.4414, decode.loss_dice: 0.6799, decode.d0.loss_cls: 1.1690, decode.d0.loss_mask: 0.4760, decode.d0.loss_dice: 0.7479, decode.d1.loss_cls: 0.2489, decode.d1.loss_mask: 0.4559, decode.d1.loss_dice: 0.7181, decode.d2.loss_cls: 0.2129, decode.d2.loss_mask: 0.4482, decode.d2.loss_dice: 0.7016, decode.d3.loss_cls: 0.1997, decode.d3.loss_mask: 0.4439, decode.d3.loss_dice: 0.6814, decode.d4.loss_cls: 0.1827, decode.d4.loss_mask: 0.4413, decode.d4.loss_dice: 0.6836, decode.d5.loss_cls: 0.1799, decode.d5.loss_mask: 0.4418, decode.d5.loss_dice: 0.6829, decode.d6.loss_cls: 0.1793, decode.d6.loss_mask: 0.4418, decode.d6.loss_dice: 0.6809, decode.d7.loss_cls: 0.1711, decode.d7.loss_mask: 0.4417, decode.d7.loss_dice: 0.6776, decode.d8.loss_cls: 0.1714, decode.d8.loss_mask: 0.4409, decode.d8.loss_dice: 0.6772, loss: 14.2857, grad_norm: 63.5801 +2023-11-07 08:06:01,265 - mmseg - INFO - Iter [135850/160000] lr: 1.509e-05, eta: 3:10:55, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1727, decode.loss_mask: 0.4551, decode.loss_dice: 0.6707, decode.d0.loss_cls: 1.1475, decode.d0.loss_mask: 0.4965, decode.d0.loss_dice: 0.7468, decode.d1.loss_cls: 0.2476, decode.d1.loss_mask: 0.4782, decode.d1.loss_dice: 0.7157, decode.d2.loss_cls: 0.2104, decode.d2.loss_mask: 0.4656, decode.d2.loss_dice: 0.6939, decode.d3.loss_cls: 0.2007, decode.d3.loss_mask: 0.4589, decode.d3.loss_dice: 0.6769, decode.d4.loss_cls: 0.1870, decode.d4.loss_mask: 0.4570, decode.d4.loss_dice: 0.6754, decode.d5.loss_cls: 0.1807, decode.d5.loss_mask: 0.4588, decode.d5.loss_dice: 0.6785, decode.d6.loss_cls: 0.1782, decode.d6.loss_mask: 0.4568, decode.d6.loss_dice: 0.6730, decode.d7.loss_cls: 0.1719, decode.d7.loss_mask: 0.4560, decode.d7.loss_dice: 0.6761, decode.d8.loss_cls: 0.1745, decode.d8.loss_mask: 0.4558, decode.d8.loss_dice: 0.6734, loss: 14.3902, grad_norm: 70.4060 +2023-11-07 08:06:24,139 - mmseg - INFO - Iter [135900/160000] lr: 1.506e-05, eta: 3:10:31, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1718, decode.loss_mask: 0.4279, decode.loss_dice: 0.6682, decode.d0.loss_cls: 1.1751, decode.d0.loss_mask: 0.4616, decode.d0.loss_dice: 0.7327, decode.d1.loss_cls: 0.2525, decode.d1.loss_mask: 0.4458, decode.d1.loss_dice: 0.7041, decode.d2.loss_cls: 0.2173, decode.d2.loss_mask: 0.4353, decode.d2.loss_dice: 0.6833, decode.d3.loss_cls: 0.2005, decode.d3.loss_mask: 0.4303, decode.d3.loss_dice: 0.6678, decode.d4.loss_cls: 0.1876, decode.d4.loss_mask: 0.4280, decode.d4.loss_dice: 0.6678, decode.d5.loss_cls: 0.1788, decode.d5.loss_mask: 0.4292, decode.d5.loss_dice: 0.6699, decode.d6.loss_cls: 0.1783, decode.d6.loss_mask: 0.4279, decode.d6.loss_dice: 0.6684, decode.d7.loss_cls: 0.1735, decode.d7.loss_mask: 0.4282, decode.d7.loss_dice: 0.6654, decode.d8.loss_cls: 0.1725, decode.d8.loss_mask: 0.4277, decode.d8.loss_dice: 0.6666, loss: 14.0439, grad_norm: 67.0903 +2023-11-07 08:06:46,999 - mmseg - INFO - Iter [135950/160000] lr: 1.503e-05, eta: 3:10:07, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1777, decode.loss_mask: 0.4553, decode.loss_dice: 0.6780, decode.d0.loss_cls: 1.1666, decode.d0.loss_mask: 0.4961, decode.d0.loss_dice: 0.7451, decode.d1.loss_cls: 0.2542, decode.d1.loss_mask: 0.4752, decode.d1.loss_dice: 0.7160, decode.d2.loss_cls: 0.2204, decode.d2.loss_mask: 0.4644, decode.d2.loss_dice: 0.6927, decode.d3.loss_cls: 0.2033, decode.d3.loss_mask: 0.4594, decode.d3.loss_dice: 0.6837, decode.d4.loss_cls: 0.1905, decode.d4.loss_mask: 0.4581, decode.d4.loss_dice: 0.6812, decode.d5.loss_cls: 0.1861, decode.d5.loss_mask: 0.4578, decode.d5.loss_dice: 0.6825, decode.d6.loss_cls: 0.1825, decode.d6.loss_mask: 0.4570, decode.d6.loss_dice: 0.6814, decode.d7.loss_cls: 0.1820, decode.d7.loss_mask: 0.4553, decode.d7.loss_dice: 0.6770, decode.d8.loss_cls: 0.1821, decode.d8.loss_mask: 0.4563, decode.d8.loss_dice: 0.6799, loss: 14.4979, grad_norm: 63.1551 +2023-11-07 08:07:09,968 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 08:07:09,969 - mmseg - INFO - Iter [136000/160000] lr: 1.500e-05, eta: 3:09:44, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1860, decode.loss_mask: 0.4440, decode.loss_dice: 0.6706, decode.d0.loss_cls: 1.1701, decode.d0.loss_mask: 0.4837, decode.d0.loss_dice: 0.7456, decode.d1.loss_cls: 0.2741, decode.d1.loss_mask: 0.4601, decode.d1.loss_dice: 0.7062, decode.d2.loss_cls: 0.2350, decode.d2.loss_mask: 0.4524, decode.d2.loss_dice: 0.6868, decode.d3.loss_cls: 0.2122, decode.d3.loss_mask: 0.4467, decode.d3.loss_dice: 0.6756, decode.d4.loss_cls: 0.2000, decode.d4.loss_mask: 0.4452, decode.d4.loss_dice: 0.6758, decode.d5.loss_cls: 0.1926, decode.d5.loss_mask: 0.4440, decode.d5.loss_dice: 0.6730, decode.d6.loss_cls: 0.1921, decode.d6.loss_mask: 0.4448, decode.d6.loss_dice: 0.6718, decode.d7.loss_cls: 0.1883, decode.d7.loss_mask: 0.4436, decode.d7.loss_dice: 0.6699, decode.d8.loss_cls: 0.1846, decode.d8.loss_mask: 0.4437, decode.d8.loss_dice: 0.6677, loss: 14.3862, grad_norm: 65.3207 +2023-11-07 08:07:32,812 - mmseg - INFO - Iter [136050/160000] lr: 1.497e-05, eta: 3:09:20, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1861, decode.loss_mask: 0.4454, decode.loss_dice: 0.6896, decode.d0.loss_cls: 1.1625, decode.d0.loss_mask: 0.4829, decode.d0.loss_dice: 0.7690, decode.d1.loss_cls: 0.2764, decode.d1.loss_mask: 0.4640, decode.d1.loss_dice: 0.7307, decode.d2.loss_cls: 0.2337, decode.d2.loss_mask: 0.4551, decode.d2.loss_dice: 0.7109, decode.d3.loss_cls: 0.2174, decode.d3.loss_mask: 0.4496, decode.d3.loss_dice: 0.6964, decode.d4.loss_cls: 0.2074, decode.d4.loss_mask: 0.4473, decode.d4.loss_dice: 0.6961, decode.d5.loss_cls: 0.1978, decode.d5.loss_mask: 0.4476, decode.d5.loss_dice: 0.6958, decode.d6.loss_cls: 0.1924, decode.d6.loss_mask: 0.4477, decode.d6.loss_dice: 0.6896, decode.d7.loss_cls: 0.1870, decode.d7.loss_mask: 0.4452, decode.d7.loss_dice: 0.6945, decode.d8.loss_cls: 0.1891, decode.d8.loss_mask: 0.4461, decode.d8.loss_dice: 0.6924, loss: 14.6458, grad_norm: 69.5103 +2023-11-07 08:07:55,699 - mmseg - INFO - Iter [136100/160000] lr: 1.494e-05, eta: 3:08:56, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1773, decode.loss_mask: 0.4285, decode.loss_dice: 0.6703, decode.d0.loss_cls: 1.1746, decode.d0.loss_mask: 0.4632, decode.d0.loss_dice: 0.7461, decode.d1.loss_cls: 0.2586, decode.d1.loss_mask: 0.4451, decode.d1.loss_dice: 0.7134, decode.d2.loss_cls: 0.2237, decode.d2.loss_mask: 0.4359, decode.d2.loss_dice: 0.6904, decode.d3.loss_cls: 0.2007, decode.d3.loss_mask: 0.4307, decode.d3.loss_dice: 0.6761, decode.d4.loss_cls: 0.1959, decode.d4.loss_mask: 0.4295, decode.d4.loss_dice: 0.6779, decode.d5.loss_cls: 0.1877, decode.d5.loss_mask: 0.4296, decode.d5.loss_dice: 0.6766, decode.d6.loss_cls: 0.1831, decode.d6.loss_mask: 0.4277, decode.d6.loss_dice: 0.6755, decode.d7.loss_cls: 0.1794, decode.d7.loss_mask: 0.4269, decode.d7.loss_dice: 0.6702, decode.d8.loss_cls: 0.1829, decode.d8.loss_mask: 0.4258, decode.d8.loss_dice: 0.6694, loss: 14.1725, grad_norm: 62.7590 +2023-11-07 08:08:18,567 - mmseg - INFO - Iter [136150/160000] lr: 1.491e-05, eta: 3:08:32, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1660, decode.loss_mask: 0.4279, decode.loss_dice: 0.6489, decode.d0.loss_cls: 1.1418, decode.d0.loss_mask: 0.4623, decode.d0.loss_dice: 0.7144, decode.d1.loss_cls: 0.2461, decode.d1.loss_mask: 0.4396, decode.d1.loss_dice: 0.6795, decode.d2.loss_cls: 0.2095, decode.d2.loss_mask: 0.4329, decode.d2.loss_dice: 0.6641, decode.d3.loss_cls: 0.1866, decode.d3.loss_mask: 0.4283, decode.d3.loss_dice: 0.6522, decode.d4.loss_cls: 0.1806, decode.d4.loss_mask: 0.4270, decode.d4.loss_dice: 0.6498, decode.d5.loss_cls: 0.1733, decode.d5.loss_mask: 0.4252, decode.d5.loss_dice: 0.6449, decode.d6.loss_cls: 0.1681, decode.d6.loss_mask: 0.4262, decode.d6.loss_dice: 0.6510, decode.d7.loss_cls: 0.1677, decode.d7.loss_mask: 0.4253, decode.d7.loss_dice: 0.6480, decode.d8.loss_cls: 0.1678, decode.d8.loss_mask: 0.4265, decode.d8.loss_dice: 0.6469, loss: 13.7286, grad_norm: 66.8184 +2023-11-07 08:08:41,568 - mmseg - INFO - Iter [136200/160000] lr: 1.488e-05, eta: 3:08:08, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1740, decode.loss_mask: 0.4245, decode.loss_dice: 0.6539, decode.d0.loss_cls: 1.1681, decode.d0.loss_mask: 0.4650, decode.d0.loss_dice: 0.7276, decode.d1.loss_cls: 0.2552, decode.d1.loss_mask: 0.4423, decode.d1.loss_dice: 0.6952, decode.d2.loss_cls: 0.2178, decode.d2.loss_mask: 0.4353, decode.d2.loss_dice: 0.6756, decode.d3.loss_cls: 0.2020, decode.d3.loss_mask: 0.4297, decode.d3.loss_dice: 0.6584, decode.d4.loss_cls: 0.1892, decode.d4.loss_mask: 0.4283, decode.d4.loss_dice: 0.6600, decode.d5.loss_cls: 0.1879, decode.d5.loss_mask: 0.4275, decode.d5.loss_dice: 0.6578, decode.d6.loss_cls: 0.1834, decode.d6.loss_mask: 0.4270, decode.d6.loss_dice: 0.6578, decode.d7.loss_cls: 0.1837, decode.d7.loss_mask: 0.4268, decode.d7.loss_dice: 0.6553, decode.d8.loss_cls: 0.1800, decode.d8.loss_mask: 0.4256, decode.d8.loss_dice: 0.6526, loss: 13.9673, grad_norm: 66.0662 +2023-11-07 08:09:04,420 - mmseg - INFO - Iter [136250/160000] lr: 1.484e-05, eta: 3:07:44, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1923, decode.loss_mask: 0.4527, decode.loss_dice: 0.6928, decode.d0.loss_cls: 1.1916, decode.d0.loss_mask: 0.4893, decode.d0.loss_dice: 0.7665, decode.d1.loss_cls: 0.2880, decode.d1.loss_mask: 0.4649, decode.d1.loss_dice: 0.7318, decode.d2.loss_cls: 0.2472, decode.d2.loss_mask: 0.4581, decode.d2.loss_dice: 0.7100, decode.d3.loss_cls: 0.2226, decode.d3.loss_mask: 0.4523, decode.d3.loss_dice: 0.6969, decode.d4.loss_cls: 0.2079, decode.d4.loss_mask: 0.4509, decode.d4.loss_dice: 0.6964, decode.d5.loss_cls: 0.2065, decode.d5.loss_mask: 0.4506, decode.d5.loss_dice: 0.6959, decode.d6.loss_cls: 0.2042, decode.d6.loss_mask: 0.4517, decode.d6.loss_dice: 0.6914, decode.d7.loss_cls: 0.1965, decode.d7.loss_mask: 0.4525, decode.d7.loss_dice: 0.6933, decode.d8.loss_cls: 0.1941, decode.d8.loss_mask: 0.4541, decode.d8.loss_dice: 0.6940, loss: 14.7972, grad_norm: 61.3367 +2023-11-07 08:09:27,373 - mmseg - INFO - Iter [136300/160000] lr: 1.481e-05, eta: 3:07:20, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1763, decode.loss_mask: 0.4554, decode.loss_dice: 0.6829, decode.d0.loss_cls: 1.1647, decode.d0.loss_mask: 0.4934, decode.d0.loss_dice: 0.7634, decode.d1.loss_cls: 0.2554, decode.d1.loss_mask: 0.4663, decode.d1.loss_dice: 0.7181, decode.d2.loss_cls: 0.2184, decode.d2.loss_mask: 0.4617, decode.d2.loss_dice: 0.7039, decode.d3.loss_cls: 0.2042, decode.d3.loss_mask: 0.4578, decode.d3.loss_dice: 0.6849, decode.d4.loss_cls: 0.1889, decode.d4.loss_mask: 0.4565, decode.d4.loss_dice: 0.6860, decode.d5.loss_cls: 0.1859, decode.d5.loss_mask: 0.4560, decode.d5.loss_dice: 0.6812, decode.d6.loss_cls: 0.1856, decode.d6.loss_mask: 0.4556, decode.d6.loss_dice: 0.6808, decode.d7.loss_cls: 0.1767, decode.d7.loss_mask: 0.4542, decode.d7.loss_dice: 0.6811, decode.d8.loss_cls: 0.1782, decode.d8.loss_mask: 0.4546, decode.d8.loss_dice: 0.6819, loss: 14.5101, grad_norm: 59.6500 +2023-11-07 08:09:50,359 - mmseg - INFO - Iter [136350/160000] lr: 1.478e-05, eta: 3:06:57, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1761, decode.loss_mask: 0.4339, decode.loss_dice: 0.6711, decode.d0.loss_cls: 1.1915, decode.d0.loss_mask: 0.4734, decode.d0.loss_dice: 0.7490, decode.d1.loss_cls: 0.2523, decode.d1.loss_mask: 0.4504, decode.d1.loss_dice: 0.7178, decode.d2.loss_cls: 0.2181, decode.d2.loss_mask: 0.4425, decode.d2.loss_dice: 0.6949, decode.d3.loss_cls: 0.2025, decode.d3.loss_mask: 0.4397, decode.d3.loss_dice: 0.6758, decode.d4.loss_cls: 0.1925, decode.d4.loss_mask: 0.4383, decode.d4.loss_dice: 0.6774, decode.d5.loss_cls: 0.1889, decode.d5.loss_mask: 0.4375, decode.d5.loss_dice: 0.6771, decode.d6.loss_cls: 0.1809, decode.d6.loss_mask: 0.4347, decode.d6.loss_dice: 0.6734, decode.d7.loss_cls: 0.1811, decode.d7.loss_mask: 0.4354, decode.d7.loss_dice: 0.6742, decode.d8.loss_cls: 0.1774, decode.d8.loss_mask: 0.4339, decode.d8.loss_dice: 0.6733, loss: 14.2653, grad_norm: 57.0829 +2023-11-07 08:10:13,219 - mmseg - INFO - Iter [136400/160000] lr: 1.475e-05, eta: 3:06:33, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1762, decode.loss_mask: 0.4488, decode.loss_dice: 0.6765, decode.d0.loss_cls: 1.1490, decode.d0.loss_mask: 0.4827, decode.d0.loss_dice: 0.7424, decode.d1.loss_cls: 0.2498, decode.d1.loss_mask: 0.4658, decode.d1.loss_dice: 0.7157, decode.d2.loss_cls: 0.2205, decode.d2.loss_mask: 0.4575, decode.d2.loss_dice: 0.6930, decode.d3.loss_cls: 0.2022, decode.d3.loss_mask: 0.4545, decode.d3.loss_dice: 0.6801, decode.d4.loss_cls: 0.1979, decode.d4.loss_mask: 0.4512, decode.d4.loss_dice: 0.6807, decode.d5.loss_cls: 0.1842, decode.d5.loss_mask: 0.4516, decode.d5.loss_dice: 0.6833, decode.d6.loss_cls: 0.1851, decode.d6.loss_mask: 0.4503, decode.d6.loss_dice: 0.6764, decode.d7.loss_cls: 0.1779, decode.d7.loss_mask: 0.4498, decode.d7.loss_dice: 0.6783, decode.d8.loss_cls: 0.1752, decode.d8.loss_mask: 0.4490, decode.d8.loss_dice: 0.6800, loss: 14.3854, grad_norm: 63.0358 +2023-11-07 08:10:38,566 - mmseg - INFO - Iter [136450/160000] lr: 1.472e-05, eta: 3:06:09, time: 0.507, data_time: 0.059, memory: 39436, decode.loss_cls: 0.1768, decode.loss_mask: 0.4371, decode.loss_dice: 0.6582, decode.d0.loss_cls: 1.1583, decode.d0.loss_mask: 0.4740, decode.d0.loss_dice: 0.7289, decode.d1.loss_cls: 0.2673, decode.d1.loss_mask: 0.4548, decode.d1.loss_dice: 0.7004, decode.d2.loss_cls: 0.2165, decode.d2.loss_mask: 0.4449, decode.d2.loss_dice: 0.6781, decode.d3.loss_cls: 0.2010, decode.d3.loss_mask: 0.4413, decode.d3.loss_dice: 0.6670, decode.d4.loss_cls: 0.1930, decode.d4.loss_mask: 0.4414, decode.d4.loss_dice: 0.6626, decode.d5.loss_cls: 0.1910, decode.d5.loss_mask: 0.4386, decode.d5.loss_dice: 0.6637, decode.d6.loss_cls: 0.1849, decode.d6.loss_mask: 0.4390, decode.d6.loss_dice: 0.6612, decode.d7.loss_cls: 0.1797, decode.d7.loss_mask: 0.4405, decode.d7.loss_dice: 0.6624, decode.d8.loss_cls: 0.1806, decode.d8.loss_mask: 0.4383, decode.d8.loss_dice: 0.6565, loss: 14.1378, grad_norm: 69.5267 +2023-11-07 08:11:01,457 - mmseg - INFO - Iter [136500/160000] lr: 1.469e-05, eta: 3:05:45, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1712, decode.loss_mask: 0.4359, decode.loss_dice: 0.6549, decode.d0.loss_cls: 1.1720, decode.d0.loss_mask: 0.4701, decode.d0.loss_dice: 0.7256, decode.d1.loss_cls: 0.2630, decode.d1.loss_mask: 0.4450, decode.d1.loss_dice: 0.6924, decode.d2.loss_cls: 0.2216, decode.d2.loss_mask: 0.4391, decode.d2.loss_dice: 0.6701, decode.d3.loss_cls: 0.1983, decode.d3.loss_mask: 0.4347, decode.d3.loss_dice: 0.6640, decode.d4.loss_cls: 0.1926, decode.d4.loss_mask: 0.4356, decode.d4.loss_dice: 0.6610, decode.d5.loss_cls: 0.1841, decode.d5.loss_mask: 0.4357, decode.d5.loss_dice: 0.6626, decode.d6.loss_cls: 0.1798, decode.d6.loss_mask: 0.4354, decode.d6.loss_dice: 0.6609, decode.d7.loss_cls: 0.1772, decode.d7.loss_mask: 0.4362, decode.d7.loss_dice: 0.6629, decode.d8.loss_cls: 0.1766, decode.d8.loss_mask: 0.4359, decode.d8.loss_dice: 0.6585, loss: 14.0530, grad_norm: 61.0671 +2023-11-07 08:11:24,196 - mmseg - INFO - Iter [136550/160000] lr: 1.466e-05, eta: 3:05:22, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1623, decode.loss_mask: 0.4593, decode.loss_dice: 0.6611, decode.d0.loss_cls: 1.1249, decode.d0.loss_mask: 0.5022, decode.d0.loss_dice: 0.7236, decode.d1.loss_cls: 0.2332, decode.d1.loss_mask: 0.4751, decode.d1.loss_dice: 0.6986, decode.d2.loss_cls: 0.2027, decode.d2.loss_mask: 0.4698, decode.d2.loss_dice: 0.6775, decode.d3.loss_cls: 0.1849, decode.d3.loss_mask: 0.4624, decode.d3.loss_dice: 0.6604, decode.d4.loss_cls: 0.1709, decode.d4.loss_mask: 0.4630, decode.d4.loss_dice: 0.6641, decode.d5.loss_cls: 0.1702, decode.d5.loss_mask: 0.4616, decode.d5.loss_dice: 0.6625, decode.d6.loss_cls: 0.1647, decode.d6.loss_mask: 0.4600, decode.d6.loss_dice: 0.6562, decode.d7.loss_cls: 0.1629, decode.d7.loss_mask: 0.4593, decode.d7.loss_dice: 0.6592, decode.d8.loss_cls: 0.1593, decode.d8.loss_mask: 0.4607, decode.d8.loss_dice: 0.6635, loss: 14.1362, grad_norm: 66.7735 +2023-11-07 08:11:47,024 - mmseg - INFO - Iter [136600/160000] lr: 1.463e-05, eta: 3:04:58, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1761, decode.loss_mask: 0.4456, decode.loss_dice: 0.6613, decode.d0.loss_cls: 1.1922, decode.d0.loss_mask: 0.4877, decode.d0.loss_dice: 0.7332, decode.d1.loss_cls: 0.2615, decode.d1.loss_mask: 0.4631, decode.d1.loss_dice: 0.7008, decode.d2.loss_cls: 0.2206, decode.d2.loss_mask: 0.4531, decode.d2.loss_dice: 0.6780, decode.d3.loss_cls: 0.2017, decode.d3.loss_mask: 0.4493, decode.d3.loss_dice: 0.6612, decode.d4.loss_cls: 0.1919, decode.d4.loss_mask: 0.4461, decode.d4.loss_dice: 0.6597, decode.d5.loss_cls: 0.1848, decode.d5.loss_mask: 0.4452, decode.d5.loss_dice: 0.6617, decode.d6.loss_cls: 0.1786, decode.d6.loss_mask: 0.4451, decode.d6.loss_dice: 0.6578, decode.d7.loss_cls: 0.1758, decode.d7.loss_mask: 0.4465, decode.d7.loss_dice: 0.6578, decode.d8.loss_cls: 0.1760, decode.d8.loss_mask: 0.4447, decode.d8.loss_dice: 0.6583, loss: 14.2156, grad_norm: 67.0023 +2023-11-07 08:12:09,754 - mmseg - INFO - Iter [136650/160000] lr: 1.459e-05, eta: 3:04:34, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1726, decode.loss_mask: 0.4510, decode.loss_dice: 0.6743, decode.d0.loss_cls: 1.1544, decode.d0.loss_mask: 0.4873, decode.d0.loss_dice: 0.7425, decode.d1.loss_cls: 0.2585, decode.d1.loss_mask: 0.4651, decode.d1.loss_dice: 0.7077, decode.d2.loss_cls: 0.2182, decode.d2.loss_mask: 0.4583, decode.d2.loss_dice: 0.6885, decode.d3.loss_cls: 0.1985, decode.d3.loss_mask: 0.4538, decode.d3.loss_dice: 0.6781, decode.d4.loss_cls: 0.1879, decode.d4.loss_mask: 0.4523, decode.d4.loss_dice: 0.6775, decode.d5.loss_cls: 0.1843, decode.d5.loss_mask: 0.4521, decode.d5.loss_dice: 0.6780, decode.d6.loss_cls: 0.1816, decode.d6.loss_mask: 0.4514, decode.d6.loss_dice: 0.6728, decode.d7.loss_cls: 0.1751, decode.d7.loss_mask: 0.4512, decode.d7.loss_dice: 0.6728, decode.d8.loss_cls: 0.1760, decode.d8.loss_mask: 0.4512, decode.d8.loss_dice: 0.6732, loss: 14.3464, grad_norm: 61.1244 +2023-11-07 08:12:32,825 - mmseg - INFO - Iter [136700/160000] lr: 1.456e-05, eta: 3:04:10, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1666, decode.loss_mask: 0.4300, decode.loss_dice: 0.6667, decode.d0.loss_cls: 1.1713, decode.d0.loss_mask: 0.4666, decode.d0.loss_dice: 0.7449, decode.d1.loss_cls: 0.2593, decode.d1.loss_mask: 0.4453, decode.d1.loss_dice: 0.7115, decode.d2.loss_cls: 0.2174, decode.d2.loss_mask: 0.4394, decode.d2.loss_dice: 0.6879, decode.d3.loss_cls: 0.1973, decode.d3.loss_mask: 0.4330, decode.d3.loss_dice: 0.6735, decode.d4.loss_cls: 0.1863, decode.d4.loss_mask: 0.4328, decode.d4.loss_dice: 0.6753, decode.d5.loss_cls: 0.1797, decode.d5.loss_mask: 0.4317, decode.d5.loss_dice: 0.6748, decode.d6.loss_cls: 0.1747, decode.d6.loss_mask: 0.4313, decode.d6.loss_dice: 0.6680, decode.d7.loss_cls: 0.1713, decode.d7.loss_mask: 0.4304, decode.d7.loss_dice: 0.6672, decode.d8.loss_cls: 0.1694, decode.d8.loss_mask: 0.4299, decode.d8.loss_dice: 0.6692, loss: 14.1026, grad_norm: 61.3892 +2023-11-07 08:12:55,563 - mmseg - INFO - Iter [136750/160000] lr: 1.453e-05, eta: 3:03:46, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1834, decode.loss_mask: 0.4473, decode.loss_dice: 0.6802, decode.d0.loss_cls: 1.2039, decode.d0.loss_mask: 0.4823, decode.d0.loss_dice: 0.7604, decode.d1.loss_cls: 0.2684, decode.d1.loss_mask: 0.4644, decode.d1.loss_dice: 0.7252, decode.d2.loss_cls: 0.2251, decode.d2.loss_mask: 0.4554, decode.d2.loss_dice: 0.7037, decode.d3.loss_cls: 0.2089, decode.d3.loss_mask: 0.4496, decode.d3.loss_dice: 0.6900, decode.d4.loss_cls: 0.1973, decode.d4.loss_mask: 0.4513, decode.d4.loss_dice: 0.6925, decode.d5.loss_cls: 0.1936, decode.d5.loss_mask: 0.4502, decode.d5.loss_dice: 0.6892, decode.d6.loss_cls: 0.1884, decode.d6.loss_mask: 0.4495, decode.d6.loss_dice: 0.6873, decode.d7.loss_cls: 0.1827, decode.d7.loss_mask: 0.4485, decode.d7.loss_dice: 0.6809, decode.d8.loss_cls: 0.1839, decode.d8.loss_mask: 0.4473, decode.d8.loss_dice: 0.6836, loss: 14.5746, grad_norm: 69.6316 +2023-11-07 08:13:18,349 - mmseg - INFO - Iter [136800/160000] lr: 1.450e-05, eta: 3:03:22, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1864, decode.loss_mask: 0.4645, decode.loss_dice: 0.6960, decode.d0.loss_cls: 1.1575, decode.d0.loss_mask: 0.5043, decode.d0.loss_dice: 0.7734, decode.d1.loss_cls: 0.2594, decode.d1.loss_mask: 0.4819, decode.d1.loss_dice: 0.7387, decode.d2.loss_cls: 0.2284, decode.d2.loss_mask: 0.4733, decode.d2.loss_dice: 0.7199, decode.d3.loss_cls: 0.2148, decode.d3.loss_mask: 0.4679, decode.d3.loss_dice: 0.7037, decode.d4.loss_cls: 0.1994, decode.d4.loss_mask: 0.4676, decode.d4.loss_dice: 0.7057, decode.d5.loss_cls: 0.1939, decode.d5.loss_mask: 0.4659, decode.d5.loss_dice: 0.7013, decode.d6.loss_cls: 0.1949, decode.d6.loss_mask: 0.4645, decode.d6.loss_dice: 0.6992, decode.d7.loss_cls: 0.1897, decode.d7.loss_mask: 0.4645, decode.d7.loss_dice: 0.6964, decode.d8.loss_cls: 0.1818, decode.d8.loss_mask: 0.4653, decode.d8.loss_dice: 0.6972, loss: 14.8575, grad_norm: 67.1343 +2023-11-07 08:13:41,358 - mmseg - INFO - Iter [136850/160000] lr: 1.447e-05, eta: 3:02:58, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1862, decode.loss_mask: 0.4348, decode.loss_dice: 0.6573, decode.d0.loss_cls: 1.1595, decode.d0.loss_mask: 0.4712, decode.d0.loss_dice: 0.7335, decode.d1.loss_cls: 0.2597, decode.d1.loss_mask: 0.4503, decode.d1.loss_dice: 0.7001, decode.d2.loss_cls: 0.2242, decode.d2.loss_mask: 0.4406, decode.d2.loss_dice: 0.6790, decode.d3.loss_cls: 0.2113, decode.d3.loss_mask: 0.4374, decode.d3.loss_dice: 0.6658, decode.d4.loss_cls: 0.1978, decode.d4.loss_mask: 0.4363, decode.d4.loss_dice: 0.6625, decode.d5.loss_cls: 0.1967, decode.d5.loss_mask: 0.4354, decode.d5.loss_dice: 0.6599, decode.d6.loss_cls: 0.1898, decode.d6.loss_mask: 0.4364, decode.d6.loss_dice: 0.6598, decode.d7.loss_cls: 0.1865, decode.d7.loss_mask: 0.4357, decode.d7.loss_dice: 0.6632, decode.d8.loss_cls: 0.1826, decode.d8.loss_mask: 0.4352, decode.d8.loss_dice: 0.6607, loss: 14.1496, grad_norm: 69.2577 +2023-11-07 08:14:04,479 - mmseg - INFO - Iter [136900/160000] lr: 1.444e-05, eta: 3:02:35, time: 0.462, data_time: 0.015, memory: 39436, decode.loss_cls: 0.1773, decode.loss_mask: 0.4482, decode.loss_dice: 0.6775, decode.d0.loss_cls: 1.1746, decode.d0.loss_mask: 0.4827, decode.d0.loss_dice: 0.7453, decode.d1.loss_cls: 0.2612, decode.d1.loss_mask: 0.4664, decode.d1.loss_dice: 0.7149, decode.d2.loss_cls: 0.2242, decode.d2.loss_mask: 0.4565, decode.d2.loss_dice: 0.6968, decode.d3.loss_cls: 0.2086, decode.d3.loss_mask: 0.4508, decode.d3.loss_dice: 0.6834, decode.d4.loss_cls: 0.1950, decode.d4.loss_mask: 0.4513, decode.d4.loss_dice: 0.6803, decode.d5.loss_cls: 0.1923, decode.d5.loss_mask: 0.4500, decode.d5.loss_dice: 0.6795, decode.d6.loss_cls: 0.1877, decode.d6.loss_mask: 0.4491, decode.d6.loss_dice: 0.6770, decode.d7.loss_cls: 0.1795, decode.d7.loss_mask: 0.4482, decode.d7.loss_dice: 0.6764, decode.d8.loss_cls: 0.1806, decode.d8.loss_mask: 0.4473, decode.d8.loss_dice: 0.6759, loss: 14.4386, grad_norm: 65.7059 +2023-11-07 08:14:27,369 - mmseg - INFO - Iter [136950/160000] lr: 1.441e-05, eta: 3:02:11, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1873, decode.loss_mask: 0.4523, decode.loss_dice: 0.6853, decode.d0.loss_cls: 1.1756, decode.d0.loss_mask: 0.4917, decode.d0.loss_dice: 0.7649, decode.d1.loss_cls: 0.2711, decode.d1.loss_mask: 0.4742, decode.d1.loss_dice: 0.7275, decode.d2.loss_cls: 0.2266, decode.d2.loss_mask: 0.4599, decode.d2.loss_dice: 0.7079, decode.d3.loss_cls: 0.2089, decode.d3.loss_mask: 0.4533, decode.d3.loss_dice: 0.6905, decode.d4.loss_cls: 0.1987, decode.d4.loss_mask: 0.4519, decode.d4.loss_dice: 0.6929, decode.d5.loss_cls: 0.1961, decode.d5.loss_mask: 0.4510, decode.d5.loss_dice: 0.6868, decode.d6.loss_cls: 0.1910, decode.d6.loss_mask: 0.4521, decode.d6.loss_dice: 0.6819, decode.d7.loss_cls: 0.1908, decode.d7.loss_mask: 0.4520, decode.d7.loss_dice: 0.6837, decode.d8.loss_cls: 0.1850, decode.d8.loss_mask: 0.4532, decode.d8.loss_dice: 0.6843, loss: 14.6285, grad_norm: 71.8651 +2023-11-07 08:14:50,277 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 08:14:50,277 - mmseg - INFO - Iter [137000/160000] lr: 1.438e-05, eta: 3:01:47, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1783, decode.loss_mask: 0.4345, decode.loss_dice: 0.6646, decode.d0.loss_cls: 1.1585, decode.d0.loss_mask: 0.4785, decode.d0.loss_dice: 0.7528, decode.d1.loss_cls: 0.2643, decode.d1.loss_mask: 0.4523, decode.d1.loss_dice: 0.7102, decode.d2.loss_cls: 0.2223, decode.d2.loss_mask: 0.4427, decode.d2.loss_dice: 0.6924, decode.d3.loss_cls: 0.2077, decode.d3.loss_mask: 0.4370, decode.d3.loss_dice: 0.6728, decode.d4.loss_cls: 0.1951, decode.d4.loss_mask: 0.4367, decode.d4.loss_dice: 0.6702, decode.d5.loss_cls: 0.1883, decode.d5.loss_mask: 0.4371, decode.d5.loss_dice: 0.6695, decode.d6.loss_cls: 0.1838, decode.d6.loss_mask: 0.4358, decode.d6.loss_dice: 0.6663, decode.d7.loss_cls: 0.1759, decode.d7.loss_mask: 0.4358, decode.d7.loss_dice: 0.6638, decode.d8.loss_cls: 0.1759, decode.d8.loss_mask: 0.4353, decode.d8.loss_dice: 0.6668, loss: 14.2052, grad_norm: 65.3941 +2023-11-07 08:15:13,183 - mmseg - INFO - Iter [137050/160000] lr: 1.434e-05, eta: 3:01:23, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1628, decode.loss_mask: 0.4451, decode.loss_dice: 0.6691, decode.d0.loss_cls: 1.1323, decode.d0.loss_mask: 0.4877, decode.d0.loss_dice: 0.7430, decode.d1.loss_cls: 0.2498, decode.d1.loss_mask: 0.4636, decode.d1.loss_dice: 0.7069, decode.d2.loss_cls: 0.2073, decode.d2.loss_mask: 0.4551, decode.d2.loss_dice: 0.6860, decode.d3.loss_cls: 0.1903, decode.d3.loss_mask: 0.4480, decode.d3.loss_dice: 0.6710, decode.d4.loss_cls: 0.1833, decode.d4.loss_mask: 0.4455, decode.d4.loss_dice: 0.6696, decode.d5.loss_cls: 0.1753, decode.d5.loss_mask: 0.4475, decode.d5.loss_dice: 0.6704, decode.d6.loss_cls: 0.1744, decode.d6.loss_mask: 0.4460, decode.d6.loss_dice: 0.6671, decode.d7.loss_cls: 0.1736, decode.d7.loss_mask: 0.4459, decode.d7.loss_dice: 0.6726, decode.d8.loss_cls: 0.1645, decode.d8.loss_mask: 0.4458, decode.d8.loss_dice: 0.6731, loss: 14.1726, grad_norm: 62.1589 +2023-11-07 08:15:36,143 - mmseg - INFO - Iter [137100/160000] lr: 1.431e-05, eta: 3:00:59, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1789, decode.loss_mask: 0.4459, decode.loss_dice: 0.6592, decode.d0.loss_cls: 1.1795, decode.d0.loss_mask: 0.4791, decode.d0.loss_dice: 0.7279, decode.d1.loss_cls: 0.2500, decode.d1.loss_mask: 0.4581, decode.d1.loss_dice: 0.6999, decode.d2.loss_cls: 0.2123, decode.d2.loss_mask: 0.4534, decode.d2.loss_dice: 0.6743, decode.d3.loss_cls: 0.2080, decode.d3.loss_mask: 0.4482, decode.d3.loss_dice: 0.6638, decode.d4.loss_cls: 0.1914, decode.d4.loss_mask: 0.4462, decode.d4.loss_dice: 0.6639, decode.d5.loss_cls: 0.1852, decode.d5.loss_mask: 0.4473, decode.d5.loss_dice: 0.6621, decode.d6.loss_cls: 0.1818, decode.d6.loss_mask: 0.4463, decode.d6.loss_dice: 0.6606, decode.d7.loss_cls: 0.1772, decode.d7.loss_mask: 0.4475, decode.d7.loss_dice: 0.6612, decode.d8.loss_cls: 0.1764, decode.d8.loss_mask: 0.4463, decode.d8.loss_dice: 0.6611, loss: 14.1932, grad_norm: 63.1086 +2023-11-07 08:15:59,046 - mmseg - INFO - Iter [137150/160000] lr: 1.428e-05, eta: 3:00:35, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1909, decode.loss_mask: 0.4433, decode.loss_dice: 0.7068, decode.d0.loss_cls: 1.1932, decode.d0.loss_mask: 0.4823, decode.d0.loss_dice: 0.7912, decode.d1.loss_cls: 0.2723, decode.d1.loss_mask: 0.4578, decode.d1.loss_dice: 0.7513, decode.d2.loss_cls: 0.2291, decode.d2.loss_mask: 0.4522, decode.d2.loss_dice: 0.7336, decode.d3.loss_cls: 0.2135, decode.d3.loss_mask: 0.4472, decode.d3.loss_dice: 0.7156, decode.d4.loss_cls: 0.2061, decode.d4.loss_mask: 0.4437, decode.d4.loss_dice: 0.7142, decode.d5.loss_cls: 0.2031, decode.d5.loss_mask: 0.4445, decode.d5.loss_dice: 0.7094, decode.d6.loss_cls: 0.1960, decode.d6.loss_mask: 0.4444, decode.d6.loss_dice: 0.7101, decode.d7.loss_cls: 0.1923, decode.d7.loss_mask: 0.4429, decode.d7.loss_dice: 0.7086, decode.d8.loss_cls: 0.1960, decode.d8.loss_mask: 0.4437, decode.d8.loss_dice: 0.7071, loss: 14.8424, grad_norm: 60.0363 +2023-11-07 08:16:22,048 - mmseg - INFO - Iter [137200/160000] lr: 1.425e-05, eta: 3:00:12, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1796, decode.loss_mask: 0.4372, decode.loss_dice: 0.6719, decode.d0.loss_cls: 1.1457, decode.d0.loss_mask: 0.4737, decode.d0.loss_dice: 0.7412, decode.d1.loss_cls: 0.2628, decode.d1.loss_mask: 0.4560, decode.d1.loss_dice: 0.7067, decode.d2.loss_cls: 0.2177, decode.d2.loss_mask: 0.4467, decode.d2.loss_dice: 0.6890, decode.d3.loss_cls: 0.2034, decode.d3.loss_mask: 0.4413, decode.d3.loss_dice: 0.6784, decode.d4.loss_cls: 0.1919, decode.d4.loss_mask: 0.4394, decode.d4.loss_dice: 0.6750, decode.d5.loss_cls: 0.1822, decode.d5.loss_mask: 0.4409, decode.d5.loss_dice: 0.6738, decode.d6.loss_cls: 0.1782, decode.d6.loss_mask: 0.4406, decode.d6.loss_dice: 0.6770, decode.d7.loss_cls: 0.1761, decode.d7.loss_mask: 0.4395, decode.d7.loss_dice: 0.6724, decode.d8.loss_cls: 0.1728, decode.d8.loss_mask: 0.4392, decode.d8.loss_dice: 0.6724, loss: 14.2227, grad_norm: 69.6987 +2023-11-07 08:16:44,827 - mmseg - INFO - Iter [137250/160000] lr: 1.422e-05, eta: 2:59:48, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1494, decode.loss_mask: 0.4655, decode.loss_dice: 0.6745, decode.d0.loss_cls: 1.1753, decode.d0.loss_mask: 0.5061, decode.d0.loss_dice: 0.7342, decode.d1.loss_cls: 0.2332, decode.d1.loss_mask: 0.4812, decode.d1.loss_dice: 0.7041, decode.d2.loss_cls: 0.1921, decode.d2.loss_mask: 0.4728, decode.d2.loss_dice: 0.6901, decode.d3.loss_cls: 0.1716, decode.d3.loss_mask: 0.4684, decode.d3.loss_dice: 0.6779, decode.d4.loss_cls: 0.1651, decode.d4.loss_mask: 0.4684, decode.d4.loss_dice: 0.6767, decode.d5.loss_cls: 0.1591, decode.d5.loss_mask: 0.4678, decode.d5.loss_dice: 0.6739, decode.d6.loss_cls: 0.1510, decode.d6.loss_mask: 0.4676, decode.d6.loss_dice: 0.6772, decode.d7.loss_cls: 0.1454, decode.d7.loss_mask: 0.4665, decode.d7.loss_dice: 0.6757, decode.d8.loss_cls: 0.1448, decode.d8.loss_mask: 0.4672, decode.d8.loss_dice: 0.6754, loss: 14.2780, grad_norm: 62.2959 +2023-11-07 08:17:07,816 - mmseg - INFO - Iter [137300/160000] lr: 1.419e-05, eta: 2:59:24, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1533, decode.loss_mask: 0.4317, decode.loss_dice: 0.6602, decode.d0.loss_cls: 1.1644, decode.d0.loss_mask: 0.4701, decode.d0.loss_dice: 0.7254, decode.d1.loss_cls: 0.2361, decode.d1.loss_mask: 0.4500, decode.d1.loss_dice: 0.6995, decode.d2.loss_cls: 0.1976, decode.d2.loss_mask: 0.4398, decode.d2.loss_dice: 0.6836, decode.d3.loss_cls: 0.1768, decode.d3.loss_mask: 0.4368, decode.d3.loss_dice: 0.6668, decode.d4.loss_cls: 0.1671, decode.d4.loss_mask: 0.4362, decode.d4.loss_dice: 0.6650, decode.d5.loss_cls: 0.1637, decode.d5.loss_mask: 0.4346, decode.d5.loss_dice: 0.6645, decode.d6.loss_cls: 0.1592, decode.d6.loss_mask: 0.4310, decode.d6.loss_dice: 0.6616, decode.d7.loss_cls: 0.1562, decode.d7.loss_mask: 0.4308, decode.d7.loss_dice: 0.6580, decode.d8.loss_cls: 0.1553, decode.d8.loss_mask: 0.4309, decode.d8.loss_dice: 0.6585, loss: 13.8647, grad_norm: 60.8364 +2023-11-07 08:17:30,538 - mmseg - INFO - Iter [137350/160000] lr: 1.416e-05, eta: 2:59:00, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1675, decode.loss_mask: 0.4599, decode.loss_dice: 0.6691, decode.d0.loss_cls: 1.1691, decode.d0.loss_mask: 0.4971, decode.d0.loss_dice: 0.7431, decode.d1.loss_cls: 0.2502, decode.d1.loss_mask: 0.4736, decode.d1.loss_dice: 0.7009, decode.d2.loss_cls: 0.2093, decode.d2.loss_mask: 0.4667, decode.d2.loss_dice: 0.6854, decode.d3.loss_cls: 0.1921, decode.d3.loss_mask: 0.4630, decode.d3.loss_dice: 0.6728, decode.d4.loss_cls: 0.1831, decode.d4.loss_mask: 0.4604, decode.d4.loss_dice: 0.6721, decode.d5.loss_cls: 0.1778, decode.d5.loss_mask: 0.4600, decode.d5.loss_dice: 0.6716, decode.d6.loss_cls: 0.1711, decode.d6.loss_mask: 0.4601, decode.d6.loss_dice: 0.6700, decode.d7.loss_cls: 0.1702, decode.d7.loss_mask: 0.4602, decode.d7.loss_dice: 0.6713, decode.d8.loss_cls: 0.1633, decode.d8.loss_mask: 0.4600, decode.d8.loss_dice: 0.6678, loss: 14.3388, grad_norm: 70.9830 +2023-11-07 08:17:53,457 - mmseg - INFO - Iter [137400/160000] lr: 1.413e-05, eta: 2:58:36, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1722, decode.loss_mask: 0.4390, decode.loss_dice: 0.6545, decode.d0.loss_cls: 1.1613, decode.d0.loss_mask: 0.4723, decode.d0.loss_dice: 0.7254, decode.d1.loss_cls: 0.2599, decode.d1.loss_mask: 0.4542, decode.d1.loss_dice: 0.6913, decode.d2.loss_cls: 0.2189, decode.d2.loss_mask: 0.4468, decode.d2.loss_dice: 0.6770, decode.d3.loss_cls: 0.1981, decode.d3.loss_mask: 0.4422, decode.d3.loss_dice: 0.6572, decode.d4.loss_cls: 0.1904, decode.d4.loss_mask: 0.4408, decode.d4.loss_dice: 0.6569, decode.d5.loss_cls: 0.1828, decode.d5.loss_mask: 0.4399, decode.d5.loss_dice: 0.6547, decode.d6.loss_cls: 0.1813, decode.d6.loss_mask: 0.4392, decode.d6.loss_dice: 0.6558, decode.d7.loss_cls: 0.1755, decode.d7.loss_mask: 0.4400, decode.d7.loss_dice: 0.6561, decode.d8.loss_cls: 0.1751, decode.d8.loss_mask: 0.4395, decode.d8.loss_dice: 0.6540, loss: 14.0525, grad_norm: 67.0424 +2023-11-07 08:18:16,234 - mmseg - INFO - Iter [137450/160000] lr: 1.409e-05, eta: 2:58:12, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1836, decode.loss_mask: 0.4332, decode.loss_dice: 0.6597, decode.d0.loss_cls: 1.1386, decode.d0.loss_mask: 0.4756, decode.d0.loss_dice: 0.7253, decode.d1.loss_cls: 0.2533, decode.d1.loss_mask: 0.4510, decode.d1.loss_dice: 0.6919, decode.d2.loss_cls: 0.2153, decode.d2.loss_mask: 0.4455, decode.d2.loss_dice: 0.6783, decode.d3.loss_cls: 0.1996, decode.d3.loss_mask: 0.4380, decode.d3.loss_dice: 0.6609, decode.d4.loss_cls: 0.1944, decode.d4.loss_mask: 0.4374, decode.d4.loss_dice: 0.6578, decode.d5.loss_cls: 0.1901, decode.d5.loss_mask: 0.4363, decode.d5.loss_dice: 0.6608, decode.d6.loss_cls: 0.1878, decode.d6.loss_mask: 0.4338, decode.d6.loss_dice: 0.6545, decode.d7.loss_cls: 0.1839, decode.d7.loss_mask: 0.4343, decode.d7.loss_dice: 0.6539, decode.d8.loss_cls: 0.1815, decode.d8.loss_mask: 0.4353, decode.d8.loss_dice: 0.6570, loss: 14.0485, grad_norm: 62.0697 +2023-11-07 08:18:39,247 - mmseg - INFO - Iter [137500/160000] lr: 1.406e-05, eta: 2:57:48, time: 0.459, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1636, decode.loss_mask: 0.4401, decode.loss_dice: 0.6809, decode.d0.loss_cls: 1.1457, decode.d0.loss_mask: 0.4771, decode.d0.loss_dice: 0.7460, decode.d1.loss_cls: 0.2477, decode.d1.loss_mask: 0.4541, decode.d1.loss_dice: 0.7152, decode.d2.loss_cls: 0.2142, decode.d2.loss_mask: 0.4464, decode.d2.loss_dice: 0.6971, decode.d3.loss_cls: 0.1944, decode.d3.loss_mask: 0.4415, decode.d3.loss_dice: 0.6832, decode.d4.loss_cls: 0.1853, decode.d4.loss_mask: 0.4408, decode.d4.loss_dice: 0.6829, decode.d5.loss_cls: 0.1768, decode.d5.loss_mask: 0.4392, decode.d5.loss_dice: 0.6846, decode.d6.loss_cls: 0.1716, decode.d6.loss_mask: 0.4401, decode.d6.loss_dice: 0.6792, decode.d7.loss_cls: 0.1643, decode.d7.loss_mask: 0.4389, decode.d7.loss_dice: 0.6833, decode.d8.loss_cls: 0.1679, decode.d8.loss_mask: 0.4394, decode.d8.loss_dice: 0.6807, loss: 14.2222, grad_norm: 73.8274 +2023-11-07 08:19:02,213 - mmseg - INFO - Iter [137550/160000] lr: 1.403e-05, eta: 2:57:25, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1915, decode.loss_mask: 0.4562, decode.loss_dice: 0.6946, decode.d0.loss_cls: 1.1381, decode.d0.loss_mask: 0.4930, decode.d0.loss_dice: 0.7637, decode.d1.loss_cls: 0.2617, decode.d1.loss_mask: 0.4709, decode.d1.loss_dice: 0.7330, decode.d2.loss_cls: 0.2231, decode.d2.loss_mask: 0.4627, decode.d2.loss_dice: 0.7126, decode.d3.loss_cls: 0.2043, decode.d3.loss_mask: 0.4608, decode.d3.loss_dice: 0.7038, decode.d4.loss_cls: 0.1985, decode.d4.loss_mask: 0.4600, decode.d4.loss_dice: 0.6995, decode.d5.loss_cls: 0.1940, decode.d5.loss_mask: 0.4586, decode.d5.loss_dice: 0.7004, decode.d6.loss_cls: 0.1917, decode.d6.loss_mask: 0.4569, decode.d6.loss_dice: 0.6981, decode.d7.loss_cls: 0.1914, decode.d7.loss_mask: 0.4579, decode.d7.loss_dice: 0.6931, decode.d8.loss_cls: 0.1860, decode.d8.loss_mask: 0.4575, decode.d8.loss_dice: 0.6988, loss: 14.7124, grad_norm: 64.2612 +2023-11-07 08:19:25,279 - mmseg - INFO - Iter [137600/160000] lr: 1.400e-05, eta: 2:57:01, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1640, decode.loss_mask: 0.4423, decode.loss_dice: 0.6620, decode.d0.loss_cls: 1.1427, decode.d0.loss_mask: 0.4842, decode.d0.loss_dice: 0.7290, decode.d1.loss_cls: 0.2446, decode.d1.loss_mask: 0.4620, decode.d1.loss_dice: 0.7014, decode.d2.loss_cls: 0.2094, decode.d2.loss_mask: 0.4524, decode.d2.loss_dice: 0.6850, decode.d3.loss_cls: 0.1901, decode.d3.loss_mask: 0.4455, decode.d3.loss_dice: 0.6666, decode.d4.loss_cls: 0.1770, decode.d4.loss_mask: 0.4443, decode.d4.loss_dice: 0.6676, decode.d5.loss_cls: 0.1708, decode.d5.loss_mask: 0.4446, decode.d5.loss_dice: 0.6654, decode.d6.loss_cls: 0.1693, decode.d6.loss_mask: 0.4432, decode.d6.loss_dice: 0.6626, decode.d7.loss_cls: 0.1674, decode.d7.loss_mask: 0.4437, decode.d7.loss_dice: 0.6596, decode.d8.loss_cls: 0.1659, decode.d8.loss_mask: 0.4428, decode.d8.loss_dice: 0.6634, loss: 14.0690, grad_norm: 64.4119 +2023-11-07 08:19:48,092 - mmseg - INFO - Iter [137650/160000] lr: 1.397e-05, eta: 2:56:37, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1909, decode.loss_mask: 0.4545, decode.loss_dice: 0.6938, decode.d0.loss_cls: 1.1988, decode.d0.loss_mask: 0.4940, decode.d0.loss_dice: 0.7625, decode.d1.loss_cls: 0.2724, decode.d1.loss_mask: 0.4700, decode.d1.loss_dice: 0.7308, decode.d2.loss_cls: 0.2322, decode.d2.loss_mask: 0.4596, decode.d2.loss_dice: 0.7101, decode.d3.loss_cls: 0.2196, decode.d3.loss_mask: 0.4560, decode.d3.loss_dice: 0.6955, decode.d4.loss_cls: 0.2055, decode.d4.loss_mask: 0.4557, decode.d4.loss_dice: 0.6957, decode.d5.loss_cls: 0.1994, decode.d5.loss_mask: 0.4553, decode.d5.loss_dice: 0.6965, decode.d6.loss_cls: 0.1954, decode.d6.loss_mask: 0.4544, decode.d6.loss_dice: 0.6926, decode.d7.loss_cls: 0.1909, decode.d7.loss_mask: 0.4556, decode.d7.loss_dice: 0.6925, decode.d8.loss_cls: 0.1896, decode.d8.loss_mask: 0.4538, decode.d8.loss_dice: 0.6909, loss: 14.7646, grad_norm: 66.7429 +2023-11-07 08:20:13,273 - mmseg - INFO - Iter [137700/160000] lr: 1.394e-05, eta: 2:56:13, time: 0.504, data_time: 0.056, memory: 39436, decode.loss_cls: 0.1755, decode.loss_mask: 0.4512, decode.loss_dice: 0.6691, decode.d0.loss_cls: 1.1391, decode.d0.loss_mask: 0.4905, decode.d0.loss_dice: 0.7417, decode.d1.loss_cls: 0.2530, decode.d1.loss_mask: 0.4687, decode.d1.loss_dice: 0.7063, decode.d2.loss_cls: 0.2139, decode.d2.loss_mask: 0.4592, decode.d2.loss_dice: 0.6910, decode.d3.loss_cls: 0.1996, decode.d3.loss_mask: 0.4560, decode.d3.loss_dice: 0.6791, decode.d4.loss_cls: 0.1870, decode.d4.loss_mask: 0.4554, decode.d4.loss_dice: 0.6766, decode.d5.loss_cls: 0.1818, decode.d5.loss_mask: 0.4543, decode.d5.loss_dice: 0.6750, decode.d6.loss_cls: 0.1839, decode.d6.loss_mask: 0.4506, decode.d6.loss_dice: 0.6722, decode.d7.loss_cls: 0.1773, decode.d7.loss_mask: 0.4523, decode.d7.loss_dice: 0.6692, decode.d8.loss_cls: 0.1789, decode.d8.loss_mask: 0.4505, decode.d8.loss_dice: 0.6710, loss: 14.3300, grad_norm: 61.3796 +2023-11-07 08:20:36,343 - mmseg - INFO - Iter [137750/160000] lr: 1.391e-05, eta: 2:55:50, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1807, decode.loss_mask: 0.4419, decode.loss_dice: 0.6809, decode.d0.loss_cls: 1.1826, decode.d0.loss_mask: 0.4857, decode.d0.loss_dice: 0.7639, decode.d1.loss_cls: 0.2626, decode.d1.loss_mask: 0.4601, decode.d1.loss_dice: 0.7206, decode.d2.loss_cls: 0.2273, decode.d2.loss_mask: 0.4476, decode.d2.loss_dice: 0.7006, decode.d3.loss_cls: 0.2132, decode.d3.loss_mask: 0.4424, decode.d3.loss_dice: 0.6872, decode.d4.loss_cls: 0.1978, decode.d4.loss_mask: 0.4432, decode.d4.loss_dice: 0.6870, decode.d5.loss_cls: 0.1899, decode.d5.loss_mask: 0.4424, decode.d5.loss_dice: 0.6876, decode.d6.loss_cls: 0.1916, decode.d6.loss_mask: 0.4421, decode.d6.loss_dice: 0.6791, decode.d7.loss_cls: 0.1883, decode.d7.loss_mask: 0.4420, decode.d7.loss_dice: 0.6819, decode.d8.loss_cls: 0.1845, decode.d8.loss_mask: 0.4412, decode.d8.loss_dice: 0.6814, loss: 14.4773, grad_norm: 64.8365 +2023-11-07 08:20:59,251 - mmseg - INFO - Iter [137800/160000] lr: 1.388e-05, eta: 2:55:26, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1602, decode.loss_mask: 0.4401, decode.loss_dice: 0.6694, decode.d0.loss_cls: 1.1380, decode.d0.loss_mask: 0.4812, decode.d0.loss_dice: 0.7370, decode.d1.loss_cls: 0.2483, decode.d1.loss_mask: 0.4587, decode.d1.loss_dice: 0.7095, decode.d2.loss_cls: 0.2121, decode.d2.loss_mask: 0.4460, decode.d2.loss_dice: 0.6875, decode.d3.loss_cls: 0.1902, decode.d3.loss_mask: 0.4405, decode.d3.loss_dice: 0.6715, decode.d4.loss_cls: 0.1778, decode.d4.loss_mask: 0.4415, decode.d4.loss_dice: 0.6710, decode.d5.loss_cls: 0.1688, decode.d5.loss_mask: 0.4411, decode.d5.loss_dice: 0.6719, decode.d6.loss_cls: 0.1642, decode.d6.loss_mask: 0.4410, decode.d6.loss_dice: 0.6703, decode.d7.loss_cls: 0.1629, decode.d7.loss_mask: 0.4395, decode.d7.loss_dice: 0.6652, decode.d8.loss_cls: 0.1606, decode.d8.loss_mask: 0.4400, decode.d8.loss_dice: 0.6675, loss: 14.0736, grad_norm: 69.0559 +2023-11-07 08:21:22,161 - mmseg - INFO - Iter [137850/160000] lr: 1.384e-05, eta: 2:55:02, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1743, decode.loss_mask: 0.4429, decode.loss_dice: 0.6703, decode.d0.loss_cls: 1.1869, decode.d0.loss_mask: 0.4776, decode.d0.loss_dice: 0.7439, decode.d1.loss_cls: 0.2651, decode.d1.loss_mask: 0.4578, decode.d1.loss_dice: 0.7091, decode.d2.loss_cls: 0.2210, decode.d2.loss_mask: 0.4473, decode.d2.loss_dice: 0.6897, decode.d3.loss_cls: 0.2009, decode.d3.loss_mask: 0.4452, decode.d3.loss_dice: 0.6778, decode.d4.loss_cls: 0.1915, decode.d4.loss_mask: 0.4443, decode.d4.loss_dice: 0.6769, decode.d5.loss_cls: 0.1896, decode.d5.loss_mask: 0.4413, decode.d5.loss_dice: 0.6715, decode.d6.loss_cls: 0.1856, decode.d6.loss_mask: 0.4420, decode.d6.loss_dice: 0.6749, decode.d7.loss_cls: 0.1780, decode.d7.loss_mask: 0.4438, decode.d7.loss_dice: 0.6735, decode.d8.loss_cls: 0.1767, decode.d8.loss_mask: 0.4437, decode.d8.loss_dice: 0.6715, loss: 14.3141, grad_norm: 65.8037 +2023-11-07 08:21:44,847 - mmseg - INFO - Iter [137900/160000] lr: 1.381e-05, eta: 2:54:38, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1807, decode.loss_mask: 0.4452, decode.loss_dice: 0.6709, decode.d0.loss_cls: 1.1509, decode.d0.loss_mask: 0.4842, decode.d0.loss_dice: 0.7454, decode.d1.loss_cls: 0.2541, decode.d1.loss_mask: 0.4610, decode.d1.loss_dice: 0.7155, decode.d2.loss_cls: 0.2172, decode.d2.loss_mask: 0.4537, decode.d2.loss_dice: 0.6902, decode.d3.loss_cls: 0.2022, decode.d3.loss_mask: 0.4498, decode.d3.loss_dice: 0.6771, decode.d4.loss_cls: 0.1961, decode.d4.loss_mask: 0.4474, decode.d4.loss_dice: 0.6788, decode.d5.loss_cls: 0.1885, decode.d5.loss_mask: 0.4468, decode.d5.loss_dice: 0.6816, decode.d6.loss_cls: 0.1822, decode.d6.loss_mask: 0.4464, decode.d6.loss_dice: 0.6790, decode.d7.loss_cls: 0.1797, decode.d7.loss_mask: 0.4456, decode.d7.loss_dice: 0.6762, decode.d8.loss_cls: 0.1779, decode.d8.loss_mask: 0.4456, decode.d8.loss_dice: 0.6769, loss: 14.3468, grad_norm: 64.1456 +2023-11-07 08:22:07,756 - mmseg - INFO - Iter [137950/160000] lr: 1.378e-05, eta: 2:54:14, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1654, decode.loss_mask: 0.4122, decode.loss_dice: 0.6330, decode.d0.loss_cls: 1.1684, decode.d0.loss_mask: 0.4457, decode.d0.loss_dice: 0.6965, decode.d1.loss_cls: 0.2513, decode.d1.loss_mask: 0.4272, decode.d1.loss_dice: 0.6698, decode.d2.loss_cls: 0.2033, decode.d2.loss_mask: 0.4193, decode.d2.loss_dice: 0.6532, decode.d3.loss_cls: 0.1848, decode.d3.loss_mask: 0.4152, decode.d3.loss_dice: 0.6401, decode.d4.loss_cls: 0.1788, decode.d4.loss_mask: 0.4127, decode.d4.loss_dice: 0.6418, decode.d5.loss_cls: 0.1739, decode.d5.loss_mask: 0.4114, decode.d5.loss_dice: 0.6378, decode.d6.loss_cls: 0.1716, decode.d6.loss_mask: 0.4120, decode.d6.loss_dice: 0.6344, decode.d7.loss_cls: 0.1657, decode.d7.loss_mask: 0.4125, decode.d7.loss_dice: 0.6354, decode.d8.loss_cls: 0.1650, decode.d8.loss_mask: 0.4122, decode.d8.loss_dice: 0.6338, loss: 13.4845, grad_norm: 64.6378 +2023-11-07 08:22:30,833 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 08:22:30,833 - mmseg - INFO - Iter [138000/160000] lr: 1.375e-05, eta: 2:53:50, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1883, decode.loss_mask: 0.4555, decode.loss_dice: 0.6889, decode.d0.loss_cls: 1.1627, decode.d0.loss_mask: 0.4934, decode.d0.loss_dice: 0.7604, decode.d1.loss_cls: 0.2716, decode.d1.loss_mask: 0.4719, decode.d1.loss_dice: 0.7240, decode.d2.loss_cls: 0.2362, decode.d2.loss_mask: 0.4640, decode.d2.loss_dice: 0.7066, decode.d3.loss_cls: 0.2190, decode.d3.loss_mask: 0.4576, decode.d3.loss_dice: 0.6892, decode.d4.loss_cls: 0.2044, decode.d4.loss_mask: 0.4572, decode.d4.loss_dice: 0.6922, decode.d5.loss_cls: 0.1942, decode.d5.loss_mask: 0.4580, decode.d5.loss_dice: 0.6936, decode.d6.loss_cls: 0.1980, decode.d6.loss_mask: 0.4581, decode.d6.loss_dice: 0.6897, decode.d7.loss_cls: 0.1923, decode.d7.loss_mask: 0.4579, decode.d7.loss_dice: 0.6913, decode.d8.loss_cls: 0.1921, decode.d8.loss_mask: 0.4571, decode.d8.loss_dice: 0.6914, loss: 14.7169, grad_norm: 69.5373 +2023-11-07 08:22:53,501 - mmseg - INFO - Iter [138050/160000] lr: 1.372e-05, eta: 2:53:27, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1645, decode.loss_mask: 0.4592, decode.loss_dice: 0.6828, decode.d0.loss_cls: 1.1305, decode.d0.loss_mask: 0.4967, decode.d0.loss_dice: 0.7484, decode.d1.loss_cls: 0.2282, decode.d1.loss_mask: 0.4770, decode.d1.loss_dice: 0.7198, decode.d2.loss_cls: 0.2037, decode.d2.loss_mask: 0.4678, decode.d2.loss_dice: 0.7078, decode.d3.loss_cls: 0.1922, decode.d3.loss_mask: 0.4645, decode.d3.loss_dice: 0.6891, decode.d4.loss_cls: 0.1821, decode.d4.loss_mask: 0.4642, decode.d4.loss_dice: 0.6879, decode.d5.loss_cls: 0.1726, decode.d5.loss_mask: 0.4618, decode.d5.loss_dice: 0.6868, decode.d6.loss_cls: 0.1690, decode.d6.loss_mask: 0.4594, decode.d6.loss_dice: 0.6816, decode.d7.loss_cls: 0.1672, decode.d7.loss_mask: 0.4605, decode.d7.loss_dice: 0.6822, decode.d8.loss_cls: 0.1645, decode.d8.loss_mask: 0.4591, decode.d8.loss_dice: 0.6849, loss: 14.4158, grad_norm: 64.5956 +2023-11-07 08:23:16,468 - mmseg - INFO - Iter [138100/160000] lr: 1.369e-05, eta: 2:53:03, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1787, decode.loss_mask: 0.4105, decode.loss_dice: 0.6494, decode.d0.loss_cls: 1.2073, decode.d0.loss_mask: 0.4438, decode.d0.loss_dice: 0.7214, decode.d1.loss_cls: 0.2802, decode.d1.loss_mask: 0.4268, decode.d1.loss_dice: 0.6846, decode.d2.loss_cls: 0.2268, decode.d2.loss_mask: 0.4175, decode.d2.loss_dice: 0.6708, decode.d3.loss_cls: 0.2119, decode.d3.loss_mask: 0.4159, decode.d3.loss_dice: 0.6548, decode.d4.loss_cls: 0.1913, decode.d4.loss_mask: 0.4126, decode.d4.loss_dice: 0.6574, decode.d5.loss_cls: 0.1855, decode.d5.loss_mask: 0.4121, decode.d5.loss_dice: 0.6566, decode.d6.loss_cls: 0.1852, decode.d6.loss_mask: 0.4110, decode.d6.loss_dice: 0.6516, decode.d7.loss_cls: 0.1799, decode.d7.loss_mask: 0.4110, decode.d7.loss_dice: 0.6545, decode.d8.loss_cls: 0.1790, decode.d8.loss_mask: 0.4108, decode.d8.loss_dice: 0.6552, loss: 13.8543, grad_norm: 60.1130 +2023-11-07 08:23:39,280 - mmseg - INFO - Iter [138150/160000] lr: 1.366e-05, eta: 2:52:39, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1874, decode.loss_mask: 0.4419, decode.loss_dice: 0.6743, decode.d0.loss_cls: 1.1803, decode.d0.loss_mask: 0.4838, decode.d0.loss_dice: 0.7558, decode.d1.loss_cls: 0.2850, decode.d1.loss_mask: 0.4561, decode.d1.loss_dice: 0.7136, decode.d2.loss_cls: 0.2397, decode.d2.loss_mask: 0.4485, decode.d2.loss_dice: 0.6950, decode.d3.loss_cls: 0.2197, decode.d3.loss_mask: 0.4441, decode.d3.loss_dice: 0.6796, decode.d4.loss_cls: 0.2077, decode.d4.loss_mask: 0.4420, decode.d4.loss_dice: 0.6763, decode.d5.loss_cls: 0.2036, decode.d5.loss_mask: 0.4411, decode.d5.loss_dice: 0.6757, decode.d6.loss_cls: 0.1999, decode.d6.loss_mask: 0.4430, decode.d6.loss_dice: 0.6733, decode.d7.loss_cls: 0.1911, decode.d7.loss_mask: 0.4416, decode.d7.loss_dice: 0.6772, decode.d8.loss_cls: 0.1903, decode.d8.loss_mask: 0.4413, decode.d8.loss_dice: 0.6730, loss: 14.4817, grad_norm: 66.3973 +2023-11-07 08:24:02,168 - mmseg - INFO - Iter [138200/160000] lr: 1.363e-05, eta: 2:52:15, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1651, decode.loss_mask: 0.4523, decode.loss_dice: 0.6650, decode.d0.loss_cls: 1.1736, decode.d0.loss_mask: 0.4881, decode.d0.loss_dice: 0.7317, decode.d1.loss_cls: 0.2403, decode.d1.loss_mask: 0.4668, decode.d1.loss_dice: 0.7032, decode.d2.loss_cls: 0.2073, decode.d2.loss_mask: 0.4605, decode.d2.loss_dice: 0.6826, decode.d3.loss_cls: 0.1895, decode.d3.loss_mask: 0.4559, decode.d3.loss_dice: 0.6649, decode.d4.loss_cls: 0.1790, decode.d4.loss_mask: 0.4534, decode.d4.loss_dice: 0.6647, decode.d5.loss_cls: 0.1746, decode.d5.loss_mask: 0.4547, decode.d5.loss_dice: 0.6685, decode.d6.loss_cls: 0.1693, decode.d6.loss_mask: 0.4520, decode.d6.loss_dice: 0.6637, decode.d7.loss_cls: 0.1694, decode.d7.loss_mask: 0.4515, decode.d7.loss_dice: 0.6616, decode.d8.loss_cls: 0.1646, decode.d8.loss_mask: 0.4521, decode.d8.loss_dice: 0.6638, loss: 14.1895, grad_norm: 67.9739 +2023-11-07 08:24:25,066 - mmseg - INFO - Iter [138250/160000] lr: 1.359e-05, eta: 2:51:51, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1653, decode.loss_mask: 0.4492, decode.loss_dice: 0.6707, decode.d0.loss_cls: 1.1388, decode.d0.loss_mask: 0.4911, decode.d0.loss_dice: 0.7453, decode.d1.loss_cls: 0.2492, decode.d1.loss_mask: 0.4655, decode.d1.loss_dice: 0.7072, decode.d2.loss_cls: 0.2091, decode.d2.loss_mask: 0.4553, decode.d2.loss_dice: 0.6843, decode.d3.loss_cls: 0.1911, decode.d3.loss_mask: 0.4534, decode.d3.loss_dice: 0.6679, decode.d4.loss_cls: 0.1819, decode.d4.loss_mask: 0.4519, decode.d4.loss_dice: 0.6706, decode.d5.loss_cls: 0.1685, decode.d5.loss_mask: 0.4526, decode.d5.loss_dice: 0.6711, decode.d6.loss_cls: 0.1693, decode.d6.loss_mask: 0.4512, decode.d6.loss_dice: 0.6715, decode.d7.loss_cls: 0.1670, decode.d7.loss_mask: 0.4500, decode.d7.loss_dice: 0.6669, decode.d8.loss_cls: 0.1608, decode.d8.loss_mask: 0.4493, decode.d8.loss_dice: 0.6696, loss: 14.1958, grad_norm: 62.3982 +2023-11-07 08:24:47,887 - mmseg - INFO - Iter [138300/160000] lr: 1.356e-05, eta: 2:51:27, time: 0.456, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1628, decode.loss_mask: 0.4464, decode.loss_dice: 0.6448, decode.d0.loss_cls: 1.1681, decode.d0.loss_mask: 0.4896, decode.d0.loss_dice: 0.7172, decode.d1.loss_cls: 0.2444, decode.d1.loss_mask: 0.4641, decode.d1.loss_dice: 0.6839, decode.d2.loss_cls: 0.2093, decode.d2.loss_mask: 0.4556, decode.d2.loss_dice: 0.6608, decode.d3.loss_cls: 0.1901, decode.d3.loss_mask: 0.4495, decode.d3.loss_dice: 0.6516, decode.d4.loss_cls: 0.1790, decode.d4.loss_mask: 0.4479, decode.d4.loss_dice: 0.6471, decode.d5.loss_cls: 0.1745, decode.d5.loss_mask: 0.4486, decode.d5.loss_dice: 0.6495, decode.d6.loss_cls: 0.1690, decode.d6.loss_mask: 0.4470, decode.d6.loss_dice: 0.6499, decode.d7.loss_cls: 0.1659, decode.d7.loss_mask: 0.4476, decode.d7.loss_dice: 0.6488, decode.d8.loss_cls: 0.1619, decode.d8.loss_mask: 0.4472, decode.d8.loss_dice: 0.6460, loss: 13.9682, grad_norm: 65.7194 +2023-11-07 08:25:10,683 - mmseg - INFO - Iter [138350/160000] lr: 1.353e-05, eta: 2:51:04, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1651, decode.loss_mask: 0.4443, decode.loss_dice: 0.6542, decode.d0.loss_cls: 1.1457, decode.d0.loss_mask: 0.4834, decode.d0.loss_dice: 0.7325, decode.d1.loss_cls: 0.2422, decode.d1.loss_mask: 0.4588, decode.d1.loss_dice: 0.6945, decode.d2.loss_cls: 0.2054, decode.d2.loss_mask: 0.4509, decode.d2.loss_dice: 0.6762, decode.d3.loss_cls: 0.1849, decode.d3.loss_mask: 0.4480, decode.d3.loss_dice: 0.6619, decode.d4.loss_cls: 0.1753, decode.d4.loss_mask: 0.4460, decode.d4.loss_dice: 0.6575, decode.d5.loss_cls: 0.1741, decode.d5.loss_mask: 0.4449, decode.d5.loss_dice: 0.6563, decode.d6.loss_cls: 0.1672, decode.d6.loss_mask: 0.4448, decode.d6.loss_dice: 0.6510, decode.d7.loss_cls: 0.1664, decode.d7.loss_mask: 0.4444, decode.d7.loss_dice: 0.6528, decode.d8.loss_cls: 0.1645, decode.d8.loss_mask: 0.4448, decode.d8.loss_dice: 0.6547, loss: 13.9926, grad_norm: 65.3901 +2023-11-07 08:25:33,807 - mmseg - INFO - Iter [138400/160000] lr: 1.350e-05, eta: 2:50:40, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1656, decode.loss_mask: 0.4496, decode.loss_dice: 0.6704, decode.d0.loss_cls: 1.1425, decode.d0.loss_mask: 0.4855, decode.d0.loss_dice: 0.7429, decode.d1.loss_cls: 0.2510, decode.d1.loss_mask: 0.4619, decode.d1.loss_dice: 0.7062, decode.d2.loss_cls: 0.2097, decode.d2.loss_mask: 0.4567, decode.d2.loss_dice: 0.6880, decode.d3.loss_cls: 0.1903, decode.d3.loss_mask: 0.4537, decode.d3.loss_dice: 0.6809, decode.d4.loss_cls: 0.1787, decode.d4.loss_mask: 0.4517, decode.d4.loss_dice: 0.6794, decode.d5.loss_cls: 0.1780, decode.d5.loss_mask: 0.4501, decode.d5.loss_dice: 0.6774, decode.d6.loss_cls: 0.1729, decode.d6.loss_mask: 0.4487, decode.d6.loss_dice: 0.6741, decode.d7.loss_cls: 0.1657, decode.d7.loss_mask: 0.4499, decode.d7.loss_dice: 0.6745, decode.d8.loss_cls: 0.1679, decode.d8.loss_mask: 0.4492, decode.d8.loss_dice: 0.6739, loss: 14.2468, grad_norm: 59.8478 +2023-11-07 08:25:56,461 - mmseg - INFO - Iter [138450/160000] lr: 1.347e-05, eta: 2:50:16, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1773, decode.loss_mask: 0.4342, decode.loss_dice: 0.6792, decode.d0.loss_cls: 1.1605, decode.d0.loss_mask: 0.4678, decode.d0.loss_dice: 0.7548, decode.d1.loss_cls: 0.2574, decode.d1.loss_mask: 0.4471, decode.d1.loss_dice: 0.7176, decode.d2.loss_cls: 0.2169, decode.d2.loss_mask: 0.4397, decode.d2.loss_dice: 0.6964, decode.d3.loss_cls: 0.2006, decode.d3.loss_mask: 0.4363, decode.d3.loss_dice: 0.6824, decode.d4.loss_cls: 0.1927, decode.d4.loss_mask: 0.4344, decode.d4.loss_dice: 0.6846, decode.d5.loss_cls: 0.1864, decode.d5.loss_mask: 0.4346, decode.d5.loss_dice: 0.6857, decode.d6.loss_cls: 0.1861, decode.d6.loss_mask: 0.4326, decode.d6.loss_dice: 0.6814, decode.d7.loss_cls: 0.1767, decode.d7.loss_mask: 0.4318, decode.d7.loss_dice: 0.6824, decode.d8.loss_cls: 0.1791, decode.d8.loss_mask: 0.4320, decode.d8.loss_dice: 0.6782, loss: 14.2667, grad_norm: 59.7987 +2023-11-07 08:26:19,339 - mmseg - INFO - Iter [138500/160000] lr: 1.344e-05, eta: 2:49:52, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1769, decode.loss_mask: 0.4468, decode.loss_dice: 0.6604, decode.d0.loss_cls: 1.1537, decode.d0.loss_mask: 0.4889, decode.d0.loss_dice: 0.7352, decode.d1.loss_cls: 0.2549, decode.d1.loss_mask: 0.4660, decode.d1.loss_dice: 0.7029, decode.d2.loss_cls: 0.2169, decode.d2.loss_mask: 0.4553, decode.d2.loss_dice: 0.6817, decode.d3.loss_cls: 0.1967, decode.d3.loss_mask: 0.4515, decode.d3.loss_dice: 0.6670, decode.d4.loss_cls: 0.1893, decode.d4.loss_mask: 0.4507, decode.d4.loss_dice: 0.6664, decode.d5.loss_cls: 0.1802, decode.d5.loss_mask: 0.4512, decode.d5.loss_dice: 0.6657, decode.d6.loss_cls: 0.1810, decode.d6.loss_mask: 0.4492, decode.d6.loss_dice: 0.6650, decode.d7.loss_cls: 0.1745, decode.d7.loss_mask: 0.4491, decode.d7.loss_dice: 0.6637, decode.d8.loss_cls: 0.1769, decode.d8.loss_mask: 0.4469, decode.d8.loss_dice: 0.6626, loss: 14.2272, grad_norm: 76.8368 +2023-11-07 08:26:42,184 - mmseg - INFO - Iter [138550/160000] lr: 1.341e-05, eta: 2:49:28, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1598, decode.loss_mask: 0.4557, decode.loss_dice: 0.6858, decode.d0.loss_cls: 1.1386, decode.d0.loss_mask: 0.4907, decode.d0.loss_dice: 0.7626, decode.d1.loss_cls: 0.2478, decode.d1.loss_mask: 0.4699, decode.d1.loss_dice: 0.7242, decode.d2.loss_cls: 0.2057, decode.d2.loss_mask: 0.4622, decode.d2.loss_dice: 0.7050, decode.d3.loss_cls: 0.1938, decode.d3.loss_mask: 0.4569, decode.d3.loss_dice: 0.6921, decode.d4.loss_cls: 0.1811, decode.d4.loss_mask: 0.4566, decode.d4.loss_dice: 0.6934, decode.d5.loss_cls: 0.1756, decode.d5.loss_mask: 0.4576, decode.d5.loss_dice: 0.6891, decode.d6.loss_cls: 0.1707, decode.d6.loss_mask: 0.4571, decode.d6.loss_dice: 0.6898, decode.d7.loss_cls: 0.1667, decode.d7.loss_mask: 0.4554, decode.d7.loss_dice: 0.6848, decode.d8.loss_cls: 0.1623, decode.d8.loss_mask: 0.4564, decode.d8.loss_dice: 0.6861, loss: 14.4334, grad_norm: 71.8284 +2023-11-07 08:27:05,019 - mmseg - INFO - Iter [138600/160000] lr: 1.338e-05, eta: 2:49:04, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1811, decode.loss_mask: 0.4583, decode.loss_dice: 0.6843, decode.d0.loss_cls: 1.1558, decode.d0.loss_mask: 0.5018, decode.d0.loss_dice: 0.7565, decode.d1.loss_cls: 0.2672, decode.d1.loss_mask: 0.4784, decode.d1.loss_dice: 0.7210, decode.d2.loss_cls: 0.2316, decode.d2.loss_mask: 0.4706, decode.d2.loss_dice: 0.7059, decode.d3.loss_cls: 0.2034, decode.d3.loss_mask: 0.4653, decode.d3.loss_dice: 0.6903, decode.d4.loss_cls: 0.1980, decode.d4.loss_mask: 0.4622, decode.d4.loss_dice: 0.6887, decode.d5.loss_cls: 0.1900, decode.d5.loss_mask: 0.4625, decode.d5.loss_dice: 0.6923, decode.d6.loss_cls: 0.1872, decode.d6.loss_mask: 0.4607, decode.d6.loss_dice: 0.6870, decode.d7.loss_cls: 0.1837, decode.d7.loss_mask: 0.4597, decode.d7.loss_dice: 0.6862, decode.d8.loss_cls: 0.1825, decode.d8.loss_mask: 0.4597, decode.d8.loss_dice: 0.6861, loss: 14.6578, grad_norm: 61.0637 +2023-11-07 08:27:27,855 - mmseg - INFO - Iter [138650/160000] lr: 1.334e-05, eta: 2:48:41, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1756, decode.loss_mask: 0.4415, decode.loss_dice: 0.6798, decode.d0.loss_cls: 1.1747, decode.d0.loss_mask: 0.4796, decode.d0.loss_dice: 0.7443, decode.d1.loss_cls: 0.2633, decode.d1.loss_mask: 0.4541, decode.d1.loss_dice: 0.7114, decode.d2.loss_cls: 0.2171, decode.d2.loss_mask: 0.4479, decode.d2.loss_dice: 0.6922, decode.d3.loss_cls: 0.2005, decode.d3.loss_mask: 0.4440, decode.d3.loss_dice: 0.6830, decode.d4.loss_cls: 0.1862, decode.d4.loss_mask: 0.4452, decode.d4.loss_dice: 0.6838, decode.d5.loss_cls: 0.1829, decode.d5.loss_mask: 0.4445, decode.d5.loss_dice: 0.6813, decode.d6.loss_cls: 0.1831, decode.d6.loss_mask: 0.4423, decode.d6.loss_dice: 0.6782, decode.d7.loss_cls: 0.1824, decode.d7.loss_mask: 0.4411, decode.d7.loss_dice: 0.6768, decode.d8.loss_cls: 0.1776, decode.d8.loss_mask: 0.4424, decode.d8.loss_dice: 0.6790, loss: 14.3357, grad_norm: 62.3106 +2023-11-07 08:27:50,665 - mmseg - INFO - Iter [138700/160000] lr: 1.331e-05, eta: 2:48:17, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1689, decode.loss_mask: 0.4374, decode.loss_dice: 0.6706, decode.d0.loss_cls: 1.1250, decode.d0.loss_mask: 0.4798, decode.d0.loss_dice: 0.7278, decode.d1.loss_cls: 0.2380, decode.d1.loss_mask: 0.4560, decode.d1.loss_dice: 0.7076, decode.d2.loss_cls: 0.2070, decode.d2.loss_mask: 0.4449, decode.d2.loss_dice: 0.6860, decode.d3.loss_cls: 0.1914, decode.d3.loss_mask: 0.4423, decode.d3.loss_dice: 0.6766, decode.d4.loss_cls: 0.1819, decode.d4.loss_mask: 0.4409, decode.d4.loss_dice: 0.6708, decode.d5.loss_cls: 0.1734, decode.d5.loss_mask: 0.4396, decode.d5.loss_dice: 0.6732, decode.d6.loss_cls: 0.1761, decode.d6.loss_mask: 0.4393, decode.d6.loss_dice: 0.6709, decode.d7.loss_cls: 0.1689, decode.d7.loss_mask: 0.4390, decode.d7.loss_dice: 0.6740, decode.d8.loss_cls: 0.1678, decode.d8.loss_mask: 0.4384, decode.d8.loss_dice: 0.6735, loss: 14.0871, grad_norm: 63.7474 +2023-11-07 08:28:13,565 - mmseg - INFO - Iter [138750/160000] lr: 1.328e-05, eta: 2:47:53, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1745, decode.loss_mask: 0.4276, decode.loss_dice: 0.6673, decode.d0.loss_cls: 1.1682, decode.d0.loss_mask: 0.4686, decode.d0.loss_dice: 0.7417, decode.d1.loss_cls: 0.2564, decode.d1.loss_mask: 0.4503, decode.d1.loss_dice: 0.7055, decode.d2.loss_cls: 0.2147, decode.d2.loss_mask: 0.4410, decode.d2.loss_dice: 0.6915, decode.d3.loss_cls: 0.2081, decode.d3.loss_mask: 0.4350, decode.d3.loss_dice: 0.6746, decode.d4.loss_cls: 0.1931, decode.d4.loss_mask: 0.4330, decode.d4.loss_dice: 0.6699, decode.d5.loss_cls: 0.1884, decode.d5.loss_mask: 0.4320, decode.d5.loss_dice: 0.6718, decode.d6.loss_cls: 0.1843, decode.d6.loss_mask: 0.4305, decode.d6.loss_dice: 0.6658, decode.d7.loss_cls: 0.1776, decode.d7.loss_mask: 0.4296, decode.d7.loss_dice: 0.6664, decode.d8.loss_cls: 0.1764, decode.d8.loss_mask: 0.4285, decode.d8.loss_dice: 0.6705, loss: 14.1430, grad_norm: 68.5929 +2023-11-07 08:28:36,618 - mmseg - INFO - Iter [138800/160000] lr: 1.325e-05, eta: 2:47:29, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1781, decode.loss_mask: 0.4340, decode.loss_dice: 0.6762, decode.d0.loss_cls: 1.1693, decode.d0.loss_mask: 0.4702, decode.d0.loss_dice: 0.7491, decode.d1.loss_cls: 0.2688, decode.d1.loss_mask: 0.4506, decode.d1.loss_dice: 0.7122, decode.d2.loss_cls: 0.2236, decode.d2.loss_mask: 0.4441, decode.d2.loss_dice: 0.6958, decode.d3.loss_cls: 0.2097, decode.d3.loss_mask: 0.4376, decode.d3.loss_dice: 0.6813, decode.d4.loss_cls: 0.1981, decode.d4.loss_mask: 0.4384, decode.d4.loss_dice: 0.6776, decode.d5.loss_cls: 0.1933, decode.d5.loss_mask: 0.4362, decode.d5.loss_dice: 0.6800, decode.d6.loss_cls: 0.1888, decode.d6.loss_mask: 0.4350, decode.d6.loss_dice: 0.6734, decode.d7.loss_cls: 0.1803, decode.d7.loss_mask: 0.4356, decode.d7.loss_dice: 0.6773, decode.d8.loss_cls: 0.1820, decode.d8.loss_mask: 0.4337, decode.d8.loss_dice: 0.6740, loss: 14.3043, grad_norm: 61.2268 +2023-11-07 08:28:59,509 - mmseg - INFO - Iter [138850/160000] lr: 1.322e-05, eta: 2:47:05, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1695, decode.loss_mask: 0.4300, decode.loss_dice: 0.6610, decode.d0.loss_cls: 1.1579, decode.d0.loss_mask: 0.4736, decode.d0.loss_dice: 0.7326, decode.d1.loss_cls: 0.2613, decode.d1.loss_mask: 0.4520, decode.d1.loss_dice: 0.6974, decode.d2.loss_cls: 0.2189, decode.d2.loss_mask: 0.4406, decode.d2.loss_dice: 0.6811, decode.d3.loss_cls: 0.1953, decode.d3.loss_mask: 0.4366, decode.d3.loss_dice: 0.6680, decode.d4.loss_cls: 0.1892, decode.d4.loss_mask: 0.4332, decode.d4.loss_dice: 0.6609, decode.d5.loss_cls: 0.1778, decode.d5.loss_mask: 0.4341, decode.d5.loss_dice: 0.6661, decode.d6.loss_cls: 0.1756, decode.d6.loss_mask: 0.4325, decode.d6.loss_dice: 0.6603, decode.d7.loss_cls: 0.1765, decode.d7.loss_mask: 0.4314, decode.d7.loss_dice: 0.6571, decode.d8.loss_cls: 0.1753, decode.d8.loss_mask: 0.4297, decode.d8.loss_dice: 0.6569, loss: 14.0324, grad_norm: 65.7354 +2023-11-07 08:29:22,500 - mmseg - INFO - Iter [138900/160000] lr: 1.319e-05, eta: 2:46:41, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1671, decode.loss_mask: 0.4410, decode.loss_dice: 0.6663, decode.d0.loss_cls: 1.1450, decode.d0.loss_mask: 0.4789, decode.d0.loss_dice: 0.7389, decode.d1.loss_cls: 0.2562, decode.d1.loss_mask: 0.4538, decode.d1.loss_dice: 0.7029, decode.d2.loss_cls: 0.2132, decode.d2.loss_mask: 0.4447, decode.d2.loss_dice: 0.6806, decode.d3.loss_cls: 0.1946, decode.d3.loss_mask: 0.4423, decode.d3.loss_dice: 0.6729, decode.d4.loss_cls: 0.1865, decode.d4.loss_mask: 0.4410, decode.d4.loss_dice: 0.6709, decode.d5.loss_cls: 0.1786, decode.d5.loss_mask: 0.4428, decode.d5.loss_dice: 0.6705, decode.d6.loss_cls: 0.1792, decode.d6.loss_mask: 0.4417, decode.d6.loss_dice: 0.6675, decode.d7.loss_cls: 0.1675, decode.d7.loss_mask: 0.4425, decode.d7.loss_dice: 0.6691, decode.d8.loss_cls: 0.1671, decode.d8.loss_mask: 0.4398, decode.d8.loss_dice: 0.6665, loss: 14.1295, grad_norm: 66.8531 +2023-11-07 08:29:47,725 - mmseg - INFO - Iter [138950/160000] lr: 1.316e-05, eta: 2:46:18, time: 0.504, data_time: 0.056, memory: 39436, decode.loss_cls: 0.1633, decode.loss_mask: 0.4439, decode.loss_dice: 0.6742, decode.d0.loss_cls: 1.1643, decode.d0.loss_mask: 0.4778, decode.d0.loss_dice: 0.7368, decode.d1.loss_cls: 0.2544, decode.d1.loss_mask: 0.4563, decode.d1.loss_dice: 0.7081, decode.d2.loss_cls: 0.2058, decode.d2.loss_mask: 0.4497, decode.d2.loss_dice: 0.6956, decode.d3.loss_cls: 0.1923, decode.d3.loss_mask: 0.4462, decode.d3.loss_dice: 0.6801, decode.d4.loss_cls: 0.1810, decode.d4.loss_mask: 0.4438, decode.d4.loss_dice: 0.6794, decode.d5.loss_cls: 0.1768, decode.d5.loss_mask: 0.4422, decode.d5.loss_dice: 0.6798, decode.d6.loss_cls: 0.1722, decode.d6.loss_mask: 0.4436, decode.d6.loss_dice: 0.6742, decode.d7.loss_cls: 0.1714, decode.d7.loss_mask: 0.4430, decode.d7.loss_dice: 0.6732, decode.d8.loss_cls: 0.1692, decode.d8.loss_mask: 0.4451, decode.d8.loss_dice: 0.6773, loss: 14.2209, grad_norm: 65.9166 +2023-11-07 08:30:10,698 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 08:30:10,698 - mmseg - INFO - Iter [139000/160000] lr: 1.313e-05, eta: 2:45:54, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1617, decode.loss_mask: 0.4222, decode.loss_dice: 0.6399, decode.d0.loss_cls: 1.1651, decode.d0.loss_mask: 0.4617, decode.d0.loss_dice: 0.7080, decode.d1.loss_cls: 0.2419, decode.d1.loss_mask: 0.4378, decode.d1.loss_dice: 0.6803, decode.d2.loss_cls: 0.2015, decode.d2.loss_mask: 0.4291, decode.d2.loss_dice: 0.6579, decode.d3.loss_cls: 0.1844, decode.d3.loss_mask: 0.4242, decode.d3.loss_dice: 0.6459, decode.d4.loss_cls: 0.1776, decode.d4.loss_mask: 0.4239, decode.d4.loss_dice: 0.6417, decode.d5.loss_cls: 0.1682, decode.d5.loss_mask: 0.4238, decode.d5.loss_dice: 0.6443, decode.d6.loss_cls: 0.1652, decode.d6.loss_mask: 0.4228, decode.d6.loss_dice: 0.6400, decode.d7.loss_cls: 0.1603, decode.d7.loss_mask: 0.4231, decode.d7.loss_dice: 0.6421, decode.d8.loss_cls: 0.1631, decode.d8.loss_mask: 0.4224, decode.d8.loss_dice: 0.6442, loss: 13.6243, grad_norm: 57.9827 +2023-11-07 08:30:33,372 - mmseg - INFO - Iter [139050/160000] lr: 1.309e-05, eta: 2:45:30, time: 0.453, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1773, decode.loss_mask: 0.4361, decode.loss_dice: 0.6610, decode.d0.loss_cls: 1.1523, decode.d0.loss_mask: 0.4726, decode.d0.loss_dice: 0.7305, decode.d1.loss_cls: 0.2623, decode.d1.loss_mask: 0.4536, decode.d1.loss_dice: 0.6965, decode.d2.loss_cls: 0.2177, decode.d2.loss_mask: 0.4458, decode.d2.loss_dice: 0.6802, decode.d3.loss_cls: 0.2042, decode.d3.loss_mask: 0.4427, decode.d3.loss_dice: 0.6657, decode.d4.loss_cls: 0.1891, decode.d4.loss_mask: 0.4410, decode.d4.loss_dice: 0.6682, decode.d5.loss_cls: 0.1855, decode.d5.loss_mask: 0.4394, decode.d5.loss_dice: 0.6654, decode.d6.loss_cls: 0.1831, decode.d6.loss_mask: 0.4382, decode.d6.loss_dice: 0.6607, decode.d7.loss_cls: 0.1772, decode.d7.loss_mask: 0.4390, decode.d7.loss_dice: 0.6603, decode.d8.loss_cls: 0.1756, decode.d8.loss_mask: 0.4367, decode.d8.loss_dice: 0.6607, loss: 14.1185, grad_norm: 73.9493 +2023-11-07 08:30:56,255 - mmseg - INFO - Iter [139100/160000] lr: 1.306e-05, eta: 2:45:07, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1792, decode.loss_mask: 0.4278, decode.loss_dice: 0.6612, decode.d0.loss_cls: 1.1605, decode.d0.loss_mask: 0.4661, decode.d0.loss_dice: 0.7286, decode.d1.loss_cls: 0.2562, decode.d1.loss_mask: 0.4457, decode.d1.loss_dice: 0.7015, decode.d2.loss_cls: 0.2199, decode.d2.loss_mask: 0.4370, decode.d2.loss_dice: 0.6812, decode.d3.loss_cls: 0.2013, decode.d3.loss_mask: 0.4328, decode.d3.loss_dice: 0.6654, decode.d4.loss_cls: 0.1924, decode.d4.loss_mask: 0.4314, decode.d4.loss_dice: 0.6661, decode.d5.loss_cls: 0.1865, decode.d5.loss_mask: 0.4294, decode.d5.loss_dice: 0.6645, decode.d6.loss_cls: 0.1836, decode.d6.loss_mask: 0.4295, decode.d6.loss_dice: 0.6609, decode.d7.loss_cls: 0.1791, decode.d7.loss_mask: 0.4293, decode.d7.loss_dice: 0.6644, decode.d8.loss_cls: 0.1766, decode.d8.loss_mask: 0.4284, decode.d8.loss_dice: 0.6592, loss: 14.0455, grad_norm: 66.8398 +2023-11-07 08:31:19,051 - mmseg - INFO - Iter [139150/160000] lr: 1.303e-05, eta: 2:44:43, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1640, decode.loss_mask: 0.4366, decode.loss_dice: 0.6344, decode.d0.loss_cls: 1.1101, decode.d0.loss_mask: 0.4782, decode.d0.loss_dice: 0.7030, decode.d1.loss_cls: 0.2392, decode.d1.loss_mask: 0.4585, decode.d1.loss_dice: 0.6790, decode.d2.loss_cls: 0.1990, decode.d2.loss_mask: 0.4477, decode.d2.loss_dice: 0.6581, decode.d3.loss_cls: 0.1873, decode.d3.loss_mask: 0.4434, decode.d3.loss_dice: 0.6404, decode.d4.loss_cls: 0.1759, decode.d4.loss_mask: 0.4417, decode.d4.loss_dice: 0.6450, decode.d5.loss_cls: 0.1695, decode.d5.loss_mask: 0.4403, decode.d5.loss_dice: 0.6399, decode.d6.loss_cls: 0.1712, decode.d6.loss_mask: 0.4397, decode.d6.loss_dice: 0.6375, decode.d7.loss_cls: 0.1669, decode.d7.loss_mask: 0.4385, decode.d7.loss_dice: 0.6382, decode.d8.loss_cls: 0.1638, decode.d8.loss_mask: 0.4372, decode.d8.loss_dice: 0.6376, loss: 13.7216, grad_norm: 64.6933 +2023-11-07 08:31:41,938 - mmseg - INFO - Iter [139200/160000] lr: 1.300e-05, eta: 2:44:19, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1674, decode.loss_mask: 0.4582, decode.loss_dice: 0.6754, decode.d0.loss_cls: 1.1354, decode.d0.loss_mask: 0.4997, decode.d0.loss_dice: 0.7435, decode.d1.loss_cls: 0.2588, decode.d1.loss_mask: 0.4738, decode.d1.loss_dice: 0.7122, decode.d2.loss_cls: 0.2052, decode.d2.loss_mask: 0.4665, decode.d2.loss_dice: 0.6947, decode.d3.loss_cls: 0.1950, decode.d3.loss_mask: 0.4622, decode.d3.loss_dice: 0.6814, decode.d4.loss_cls: 0.1870, decode.d4.loss_mask: 0.4598, decode.d4.loss_dice: 0.6799, decode.d5.loss_cls: 0.1764, decode.d5.loss_mask: 0.4586, decode.d5.loss_dice: 0.6797, decode.d6.loss_cls: 0.1769, decode.d6.loss_mask: 0.4588, decode.d6.loss_dice: 0.6791, decode.d7.loss_cls: 0.1709, decode.d7.loss_mask: 0.4585, decode.d7.loss_dice: 0.6798, decode.d8.loss_cls: 0.1658, decode.d8.loss_mask: 0.4587, decode.d8.loss_dice: 0.6784, loss: 14.3976, grad_norm: 71.3571 +2023-11-07 08:32:04,981 - mmseg - INFO - Iter [139250/160000] lr: 1.297e-05, eta: 2:43:55, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1794, decode.loss_mask: 0.4532, decode.loss_dice: 0.6741, decode.d0.loss_cls: 1.1757, decode.d0.loss_mask: 0.4988, decode.d0.loss_dice: 0.7496, decode.d1.loss_cls: 0.2607, decode.d1.loss_mask: 0.4702, decode.d1.loss_dice: 0.7214, decode.d2.loss_cls: 0.2211, decode.d2.loss_mask: 0.4590, decode.d2.loss_dice: 0.6926, decode.d3.loss_cls: 0.2048, decode.d3.loss_mask: 0.4552, decode.d3.loss_dice: 0.6843, decode.d4.loss_cls: 0.1938, decode.d4.loss_mask: 0.4546, decode.d4.loss_dice: 0.6813, decode.d5.loss_cls: 0.1926, decode.d5.loss_mask: 0.4551, decode.d5.loss_dice: 0.6812, decode.d6.loss_cls: 0.1865, decode.d6.loss_mask: 0.4549, decode.d6.loss_dice: 0.6769, decode.d7.loss_cls: 0.1798, decode.d7.loss_mask: 0.4541, decode.d7.loss_dice: 0.6765, decode.d8.loss_cls: 0.1802, decode.d8.loss_mask: 0.4534, decode.d8.loss_dice: 0.6772, loss: 14.4982, grad_norm: 65.8166 +2023-11-07 08:32:28,071 - mmseg - INFO - Iter [139300/160000] lr: 1.294e-05, eta: 2:43:31, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1765, decode.loss_mask: 0.4365, decode.loss_dice: 0.6602, decode.d0.loss_cls: 1.1272, decode.d0.loss_mask: 0.4748, decode.d0.loss_dice: 0.7394, decode.d1.loss_cls: 0.2583, decode.d1.loss_mask: 0.4553, decode.d1.loss_dice: 0.7015, decode.d2.loss_cls: 0.2164, decode.d2.loss_mask: 0.4457, decode.d2.loss_dice: 0.6830, decode.d3.loss_cls: 0.1984, decode.d3.loss_mask: 0.4420, decode.d3.loss_dice: 0.6693, decode.d4.loss_cls: 0.1879, decode.d4.loss_mask: 0.4415, decode.d4.loss_dice: 0.6717, decode.d5.loss_cls: 0.1848, decode.d5.loss_mask: 0.4387, decode.d5.loss_dice: 0.6687, decode.d6.loss_cls: 0.1805, decode.d6.loss_mask: 0.4381, decode.d6.loss_dice: 0.6654, decode.d7.loss_cls: 0.1787, decode.d7.loss_mask: 0.4365, decode.d7.loss_dice: 0.6618, decode.d8.loss_cls: 0.1764, decode.d8.loss_mask: 0.4367, decode.d8.loss_dice: 0.6594, loss: 14.1114, grad_norm: 58.1174 +2023-11-07 08:32:50,945 - mmseg - INFO - Iter [139350/160000] lr: 1.291e-05, eta: 2:43:07, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1677, decode.loss_mask: 0.4283, decode.loss_dice: 0.6609, decode.d0.loss_cls: 1.1470, decode.d0.loss_mask: 0.4603, decode.d0.loss_dice: 0.7295, decode.d1.loss_cls: 0.2467, decode.d1.loss_mask: 0.4462, decode.d1.loss_dice: 0.7016, decode.d2.loss_cls: 0.2094, decode.d2.loss_mask: 0.4383, decode.d2.loss_dice: 0.6795, decode.d3.loss_cls: 0.1942, decode.d3.loss_mask: 0.4337, decode.d3.loss_dice: 0.6653, decode.d4.loss_cls: 0.1825, decode.d4.loss_mask: 0.4315, decode.d4.loss_dice: 0.6626, decode.d5.loss_cls: 0.1778, decode.d5.loss_mask: 0.4291, decode.d5.loss_dice: 0.6652, decode.d6.loss_cls: 0.1746, decode.d6.loss_mask: 0.4299, decode.d6.loss_dice: 0.6645, decode.d7.loss_cls: 0.1712, decode.d7.loss_mask: 0.4293, decode.d7.loss_dice: 0.6602, decode.d8.loss_cls: 0.1683, decode.d8.loss_mask: 0.4284, decode.d8.loss_dice: 0.6598, loss: 13.9434, grad_norm: 68.8682 +2023-11-07 08:33:13,915 - mmseg - INFO - Iter [139400/160000] lr: 1.288e-05, eta: 2:42:44, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1636, decode.loss_mask: 0.4449, decode.loss_dice: 0.6460, decode.d0.loss_cls: 1.1461, decode.d0.loss_mask: 0.4838, decode.d0.loss_dice: 0.7189, decode.d1.loss_cls: 0.2354, decode.d1.loss_mask: 0.4590, decode.d1.loss_dice: 0.6938, decode.d2.loss_cls: 0.1956, decode.d2.loss_mask: 0.4528, decode.d2.loss_dice: 0.6711, decode.d3.loss_cls: 0.1869, decode.d3.loss_mask: 0.4478, decode.d3.loss_dice: 0.6551, decode.d4.loss_cls: 0.1710, decode.d4.loss_mask: 0.4468, decode.d4.loss_dice: 0.6535, decode.d5.loss_cls: 0.1694, decode.d5.loss_mask: 0.4470, decode.d5.loss_dice: 0.6549, decode.d6.loss_cls: 0.1667, decode.d6.loss_mask: 0.4462, decode.d6.loss_dice: 0.6462, decode.d7.loss_cls: 0.1654, decode.d7.loss_mask: 0.4450, decode.d7.loss_dice: 0.6497, decode.d8.loss_cls: 0.1623, decode.d8.loss_mask: 0.4447, decode.d8.loss_dice: 0.6502, loss: 13.9198, grad_norm: 67.7015 +2023-11-07 08:33:36,676 - mmseg - INFO - Iter [139450/160000] lr: 1.284e-05, eta: 2:42:20, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1750, decode.loss_mask: 0.4762, decode.loss_dice: 0.6815, decode.d0.loss_cls: 1.1599, decode.d0.loss_mask: 0.5121, decode.d0.loss_dice: 0.7518, decode.d1.loss_cls: 0.2642, decode.d1.loss_mask: 0.4923, decode.d1.loss_dice: 0.7227, decode.d2.loss_cls: 0.2179, decode.d2.loss_mask: 0.4827, decode.d2.loss_dice: 0.7061, decode.d3.loss_cls: 0.2006, decode.d3.loss_mask: 0.4830, decode.d3.loss_dice: 0.6922, decode.d4.loss_cls: 0.1890, decode.d4.loss_mask: 0.4810, decode.d4.loss_dice: 0.6924, decode.d5.loss_cls: 0.1822, decode.d5.loss_mask: 0.4790, decode.d5.loss_dice: 0.6893, decode.d6.loss_cls: 0.1810, decode.d6.loss_mask: 0.4769, decode.d6.loss_dice: 0.6831, decode.d7.loss_cls: 0.1763, decode.d7.loss_mask: 0.4774, decode.d7.loss_dice: 0.6856, decode.d8.loss_cls: 0.1775, decode.d8.loss_mask: 0.4763, decode.d8.loss_dice: 0.6861, loss: 14.7514, grad_norm: 70.8677 +2023-11-07 08:33:59,402 - mmseg - INFO - Iter [139500/160000] lr: 1.281e-05, eta: 2:41:56, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1736, decode.loss_mask: 0.4272, decode.loss_dice: 0.6629, decode.d0.loss_cls: 1.1470, decode.d0.loss_mask: 0.4627, decode.d0.loss_dice: 0.7323, decode.d1.loss_cls: 0.2613, decode.d1.loss_mask: 0.4423, decode.d1.loss_dice: 0.6982, decode.d2.loss_cls: 0.2014, decode.d2.loss_mask: 0.4361, decode.d2.loss_dice: 0.6811, decode.d3.loss_cls: 0.1940, decode.d3.loss_mask: 0.4317, decode.d3.loss_dice: 0.6670, decode.d4.loss_cls: 0.1882, decode.d4.loss_mask: 0.4308, decode.d4.loss_dice: 0.6658, decode.d5.loss_cls: 0.1803, decode.d5.loss_mask: 0.4294, decode.d5.loss_dice: 0.6637, decode.d6.loss_cls: 0.1814, decode.d6.loss_mask: 0.4288, decode.d6.loss_dice: 0.6633, decode.d7.loss_cls: 0.1705, decode.d7.loss_mask: 0.4287, decode.d7.loss_dice: 0.6638, decode.d8.loss_cls: 0.1732, decode.d8.loss_mask: 0.4283, decode.d8.loss_dice: 0.6650, loss: 13.9797, grad_norm: 64.8502 +2023-11-07 08:34:22,219 - mmseg - INFO - Iter [139550/160000] lr: 1.278e-05, eta: 2:41:32, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1775, decode.loss_mask: 0.4338, decode.loss_dice: 0.6632, decode.d0.loss_cls: 1.1500, decode.d0.loss_mask: 0.4747, decode.d0.loss_dice: 0.7424, decode.d1.loss_cls: 0.2612, decode.d1.loss_mask: 0.4528, decode.d1.loss_dice: 0.7068, decode.d2.loss_cls: 0.2203, decode.d2.loss_mask: 0.4437, decode.d2.loss_dice: 0.6837, decode.d3.loss_cls: 0.2019, decode.d3.loss_mask: 0.4397, decode.d3.loss_dice: 0.6709, decode.d4.loss_cls: 0.1863, decode.d4.loss_mask: 0.4378, decode.d4.loss_dice: 0.6706, decode.d5.loss_cls: 0.1828, decode.d5.loss_mask: 0.4367, decode.d5.loss_dice: 0.6703, decode.d6.loss_cls: 0.1804, decode.d6.loss_mask: 0.4353, decode.d6.loss_dice: 0.6682, decode.d7.loss_cls: 0.1806, decode.d7.loss_mask: 0.4338, decode.d7.loss_dice: 0.6655, decode.d8.loss_cls: 0.1744, decode.d8.loss_mask: 0.4345, decode.d8.loss_dice: 0.6671, loss: 14.1469, grad_norm: 68.6831 +2023-11-07 08:34:45,091 - mmseg - INFO - Iter [139600/160000] lr: 1.275e-05, eta: 2:41:08, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1877, decode.loss_mask: 0.4493, decode.loss_dice: 0.6825, decode.d0.loss_cls: 1.2000, decode.d0.loss_mask: 0.4858, decode.d0.loss_dice: 0.7512, decode.d1.loss_cls: 0.2718, decode.d1.loss_mask: 0.4665, decode.d1.loss_dice: 0.7166, decode.d2.loss_cls: 0.2204, decode.d2.loss_mask: 0.4574, decode.d2.loss_dice: 0.7043, decode.d3.loss_cls: 0.2079, decode.d3.loss_mask: 0.4530, decode.d3.loss_dice: 0.6882, decode.d4.loss_cls: 0.1980, decode.d4.loss_mask: 0.4515, decode.d4.loss_dice: 0.6845, decode.d5.loss_cls: 0.1942, decode.d5.loss_mask: 0.4500, decode.d5.loss_dice: 0.6834, decode.d6.loss_cls: 0.1876, decode.d6.loss_mask: 0.4506, decode.d6.loss_dice: 0.6814, decode.d7.loss_cls: 0.1879, decode.d7.loss_mask: 0.4500, decode.d7.loss_dice: 0.6831, decode.d8.loss_cls: 0.1865, decode.d8.loss_mask: 0.4502, decode.d8.loss_dice: 0.6824, loss: 14.5638, grad_norm: 70.7131 +2023-11-07 08:35:07,996 - mmseg - INFO - Iter [139650/160000] lr: 1.272e-05, eta: 2:40:45, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1721, decode.loss_mask: 0.4379, decode.loss_dice: 0.6724, decode.d0.loss_cls: 1.1820, decode.d0.loss_mask: 0.4773, decode.d0.loss_dice: 0.7475, decode.d1.loss_cls: 0.2590, decode.d1.loss_mask: 0.4524, decode.d1.loss_dice: 0.7091, decode.d2.loss_cls: 0.2249, decode.d2.loss_mask: 0.4442, decode.d2.loss_dice: 0.6909, decode.d3.loss_cls: 0.1982, decode.d3.loss_mask: 0.4417, decode.d3.loss_dice: 0.6792, decode.d4.loss_cls: 0.1849, decode.d4.loss_mask: 0.4393, decode.d4.loss_dice: 0.6768, decode.d5.loss_cls: 0.1790, decode.d5.loss_mask: 0.4381, decode.d5.loss_dice: 0.6740, decode.d6.loss_cls: 0.1763, decode.d6.loss_mask: 0.4377, decode.d6.loss_dice: 0.6718, decode.d7.loss_cls: 0.1686, decode.d7.loss_mask: 0.4376, decode.d7.loss_dice: 0.6721, decode.d8.loss_cls: 0.1657, decode.d8.loss_mask: 0.4389, decode.d8.loss_dice: 0.6796, loss: 14.2292, grad_norm: 62.6532 +2023-11-07 08:35:31,182 - mmseg - INFO - Iter [139700/160000] lr: 1.269e-05, eta: 2:40:21, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1844, decode.loss_mask: 0.4451, decode.loss_dice: 0.6887, decode.d0.loss_cls: 1.1845, decode.d0.loss_mask: 0.4846, decode.d0.loss_dice: 0.7593, decode.d1.loss_cls: 0.2751, decode.d1.loss_mask: 0.4614, decode.d1.loss_dice: 0.7256, decode.d2.loss_cls: 0.2278, decode.d2.loss_mask: 0.4523, decode.d2.loss_dice: 0.7094, decode.d3.loss_cls: 0.2112, decode.d3.loss_mask: 0.4493, decode.d3.loss_dice: 0.6924, decode.d4.loss_cls: 0.1974, decode.d4.loss_mask: 0.4488, decode.d4.loss_dice: 0.6893, decode.d5.loss_cls: 0.1881, decode.d5.loss_mask: 0.4478, decode.d5.loss_dice: 0.6891, decode.d6.loss_cls: 0.1902, decode.d6.loss_mask: 0.4471, decode.d6.loss_dice: 0.6884, decode.d7.loss_cls: 0.1826, decode.d7.loss_mask: 0.4463, decode.d7.loss_dice: 0.6896, decode.d8.loss_cls: 0.1817, decode.d8.loss_mask: 0.4454, decode.d8.loss_dice: 0.6884, loss: 14.5712, grad_norm: 65.1410 +2023-11-07 08:35:54,119 - mmseg - INFO - Iter [139750/160000] lr: 1.266e-05, eta: 2:39:57, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1678, decode.loss_mask: 0.4380, decode.loss_dice: 0.6575, decode.d0.loss_cls: 1.1703, decode.d0.loss_mask: 0.4773, decode.d0.loss_dice: 0.7301, decode.d1.loss_cls: 0.2489, decode.d1.loss_mask: 0.4535, decode.d1.loss_dice: 0.6965, decode.d2.loss_cls: 0.2141, decode.d2.loss_mask: 0.4426, decode.d2.loss_dice: 0.6761, decode.d3.loss_cls: 0.1937, decode.d3.loss_mask: 0.4392, decode.d3.loss_dice: 0.6636, decode.d4.loss_cls: 0.1844, decode.d4.loss_mask: 0.4383, decode.d4.loss_dice: 0.6600, decode.d5.loss_cls: 0.1744, decode.d5.loss_mask: 0.4382, decode.d5.loss_dice: 0.6595, decode.d6.loss_cls: 0.1707, decode.d6.loss_mask: 0.4374, decode.d6.loss_dice: 0.6568, decode.d7.loss_cls: 0.1714, decode.d7.loss_mask: 0.4372, decode.d7.loss_dice: 0.6546, decode.d8.loss_cls: 0.1710, decode.d8.loss_mask: 0.4369, decode.d8.loss_dice: 0.6519, loss: 14.0120, grad_norm: 63.5912 +2023-11-07 08:36:17,053 - mmseg - INFO - Iter [139800/160000] lr: 1.263e-05, eta: 2:39:33, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1817, decode.loss_mask: 0.4363, decode.loss_dice: 0.6649, decode.d0.loss_cls: 1.1962, decode.d0.loss_mask: 0.4796, decode.d0.loss_dice: 0.7380, decode.d1.loss_cls: 0.2727, decode.d1.loss_mask: 0.4519, decode.d1.loss_dice: 0.6964, decode.d2.loss_cls: 0.2227, decode.d2.loss_mask: 0.4419, decode.d2.loss_dice: 0.6839, decode.d3.loss_cls: 0.2108, decode.d3.loss_mask: 0.4380, decode.d3.loss_dice: 0.6674, decode.d4.loss_cls: 0.2038, decode.d4.loss_mask: 0.4378, decode.d4.loss_dice: 0.6698, decode.d5.loss_cls: 0.1964, decode.d5.loss_mask: 0.4382, decode.d5.loss_dice: 0.6678, decode.d6.loss_cls: 0.1918, decode.d6.loss_mask: 0.4379, decode.d6.loss_dice: 0.6624, decode.d7.loss_cls: 0.1894, decode.d7.loss_mask: 0.4364, decode.d7.loss_dice: 0.6622, decode.d8.loss_cls: 0.1858, decode.d8.loss_mask: 0.4370, decode.d8.loss_dice: 0.6633, loss: 14.2624, grad_norm: 62.5220 +2023-11-07 08:36:39,899 - mmseg - INFO - Iter [139850/160000] lr: 1.259e-05, eta: 2:39:09, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1673, decode.loss_mask: 0.4302, decode.loss_dice: 0.6642, decode.d0.loss_cls: 1.1332, decode.d0.loss_mask: 0.4711, decode.d0.loss_dice: 0.7403, decode.d1.loss_cls: 0.2381, decode.d1.loss_mask: 0.4492, decode.d1.loss_dice: 0.7031, decode.d2.loss_cls: 0.2042, decode.d2.loss_mask: 0.4386, decode.d2.loss_dice: 0.6804, decode.d3.loss_cls: 0.1896, decode.d3.loss_mask: 0.4362, decode.d3.loss_dice: 0.6690, decode.d4.loss_cls: 0.1823, decode.d4.loss_mask: 0.4367, decode.d4.loss_dice: 0.6705, decode.d5.loss_cls: 0.1735, decode.d5.loss_mask: 0.4338, decode.d5.loss_dice: 0.6681, decode.d6.loss_cls: 0.1734, decode.d6.loss_mask: 0.4326, decode.d6.loss_dice: 0.6689, decode.d7.loss_cls: 0.1680, decode.d7.loss_mask: 0.4312, decode.d7.loss_dice: 0.6658, decode.d8.loss_cls: 0.1701, decode.d8.loss_mask: 0.4305, decode.d8.loss_dice: 0.6608, loss: 13.9809, grad_norm: 65.9028 +2023-11-07 08:37:02,678 - mmseg - INFO - Iter [139900/160000] lr: 1.256e-05, eta: 2:38:45, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1770, decode.loss_mask: 0.4492, decode.loss_dice: 0.6800, decode.d0.loss_cls: 1.1698, decode.d0.loss_mask: 0.4868, decode.d0.loss_dice: 0.7492, decode.d1.loss_cls: 0.2582, decode.d1.loss_mask: 0.4627, decode.d1.loss_dice: 0.7179, decode.d2.loss_cls: 0.2196, decode.d2.loss_mask: 0.4554, decode.d2.loss_dice: 0.7025, decode.d3.loss_cls: 0.2039, decode.d3.loss_mask: 0.4525, decode.d3.loss_dice: 0.6853, decode.d4.loss_cls: 0.1870, decode.d4.loss_mask: 0.4510, decode.d4.loss_dice: 0.6839, decode.d5.loss_cls: 0.1817, decode.d5.loss_mask: 0.4524, decode.d5.loss_dice: 0.6891, decode.d6.loss_cls: 0.1830, decode.d6.loss_mask: 0.4506, decode.d6.loss_dice: 0.6816, decode.d7.loss_cls: 0.1784, decode.d7.loss_mask: 0.4494, decode.d7.loss_dice: 0.6821, decode.d8.loss_cls: 0.1761, decode.d8.loss_mask: 0.4497, decode.d8.loss_dice: 0.6813, loss: 14.4472, grad_norm: 62.8916 +2023-11-07 08:37:25,612 - mmseg - INFO - Iter [139950/160000] lr: 1.253e-05, eta: 2:38:22, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1673, decode.loss_mask: 0.4186, decode.loss_dice: 0.6445, decode.d0.loss_cls: 1.1528, decode.d0.loss_mask: 0.4546, decode.d0.loss_dice: 0.7204, decode.d1.loss_cls: 0.2490, decode.d1.loss_mask: 0.4331, decode.d1.loss_dice: 0.6874, decode.d2.loss_cls: 0.2147, decode.d2.loss_mask: 0.4236, decode.d2.loss_dice: 0.6673, decode.d3.loss_cls: 0.1955, decode.d3.loss_mask: 0.4206, decode.d3.loss_dice: 0.6516, decode.d4.loss_cls: 0.1815, decode.d4.loss_mask: 0.4204, decode.d4.loss_dice: 0.6540, decode.d5.loss_cls: 0.1790, decode.d5.loss_mask: 0.4187, decode.d5.loss_dice: 0.6506, decode.d6.loss_cls: 0.1749, decode.d6.loss_mask: 0.4182, decode.d6.loss_dice: 0.6489, decode.d7.loss_cls: 0.1732, decode.d7.loss_mask: 0.4168, decode.d7.loss_dice: 0.6450, decode.d8.loss_cls: 0.1684, decode.d8.loss_mask: 0.4176, decode.d8.loss_dice: 0.6481, loss: 13.7163, grad_norm: 60.3281 +2023-11-07 08:37:48,371 - mmseg - INFO - Saving checkpoint at 140000 iterations +2023-11-07 08:37:50,778 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 08:37:50,778 - mmseg - INFO - Iter [140000/160000] lr: 1.250e-05, eta: 2:37:58, time: 0.503, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1759, decode.loss_mask: 0.4440, decode.loss_dice: 0.6705, decode.d0.loss_cls: 1.1474, decode.d0.loss_mask: 0.4864, decode.d0.loss_dice: 0.7435, decode.d1.loss_cls: 0.2617, decode.d1.loss_mask: 0.4560, decode.d1.loss_dice: 0.7092, decode.d2.loss_cls: 0.2202, decode.d2.loss_mask: 0.4487, decode.d2.loss_dice: 0.6885, decode.d3.loss_cls: 0.1993, decode.d3.loss_mask: 0.4457, decode.d3.loss_dice: 0.6771, decode.d4.loss_cls: 0.1914, decode.d4.loss_mask: 0.4435, decode.d4.loss_dice: 0.6731, decode.d5.loss_cls: 0.1905, decode.d5.loss_mask: 0.4440, decode.d5.loss_dice: 0.6701, decode.d6.loss_cls: 0.1820, decode.d6.loss_mask: 0.4445, decode.d6.loss_dice: 0.6703, decode.d7.loss_cls: 0.1774, decode.d7.loss_mask: 0.4439, decode.d7.loss_dice: 0.6700, decode.d8.loss_cls: 0.1787, decode.d8.loss_mask: 0.4443, decode.d8.loss_dice: 0.6647, loss: 14.2624, grad_norm: 62.9940 +2023-11-07 08:38:10,339 - mmseg - INFO - per class results: +2023-11-07 08:38:10,344 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.7 | 88.02 | +| building | 82.67 | 91.09 | +| sky | 94.28 | 97.09 | +| floor | 82.99 | 90.35 | +| tree | 75.1 | 88.54 | +| ceiling | 84.54 | 90.97 | +| road | 83.7 | 89.32 | +| bed | 90.71 | 95.43 | +| windowpane | 64.42 | 80.02 | +| grass | 66.93 | 76.07 | +| cabinet | 63.11 | 76.04 | +| sidewalk | 66.66 | 80.13 | +| person | 84.88 | 93.16 | +| earth | 42.36 | 63.58 | +| door | 54.33 | 71.25 | +| table | 68.87 | 81.71 | +| mountain | 61.33 | 74.83 | +| plant | 52.31 | 65.44 | +| curtain | 76.76 | 88.35 | +| chair | 64.48 | 77.78 | +| car | 86.77 | 93.44 | +| water | 52.86 | 64.49 | +| painting | 69.35 | 87.28 | +| sofa | 69.37 | 83.23 | +| shelf | 42.3 | 60.82 | +| house | 41.48 | 65.7 | +| sea | 64.34 | 89.92 | +| mirror | 71.43 | 79.89 | +| rug | 64.2 | 76.82 | +| field | 32.46 | 55.58 | +| armchair | 46.41 | 66.49 | +| seat | 63.03 | 84.37 | +| fence | 47.71 | 60.33 | +| desk | 53.31 | 77.13 | +| rock | 43.61 | 66.27 | +| wardrobe | 43.81 | 67.6 | +| lamp | 73.22 | 83.54 | +| bathtub | 79.95 | 90.55 | +| railing | 36.49 | 54.09 | +| cushion | 61.39 | 77.81 | +| base | 40.29 | 61.74 | +| box | 27.69 | 36.99 | +| column | 52.78 | 69.34 | +| signboard | 37.98 | 59.01 | +| chest of drawers | 42.21 | 68.45 | +| counter | 38.28 | 56.17 | +| sand | 58.54 | 65.48 | +| sink | 75.06 | 84.48 | +| skyscraper | 34.12 | 40.8 | +| fireplace | 76.76 | 88.67 | +| refrigerator | 80.67 | 88.01 | +| grandstand | 45.27 | 82.55 | +| path | 23.14 | 38.23 | +| stairs | 33.52 | 43.4 | +| runway | 64.78 | 83.99 | +| case | 44.26 | 64.34 | +| pool table | 95.08 | 97.57 | +| pillow | 60.93 | 71.37 | +| screen door | 60.33 | 69.27 | +| stairway | 32.64 | 39.96 | +| river | 18.73 | 38.94 | +| bridge | 75.74 | 87.26 | +| bookcase | 44.02 | 68.26 | +| blind | 47.62 | 55.23 | +| coffee table | 69.31 | 85.22 | +| toilet | 89.23 | 91.78 | +| flower | 35.5 | 58.42 | +| book | 53.78 | 72.66 | +| hill | 5.4 | 10.53 | +| bench | 47.6 | 62.94 | +| countertop | 61.61 | 76.96 | +| stove | 81.23 | 85.42 | +| palm | 56.98 | 78.06 | +| kitchen island | 52.09 | 88.96 | +| computer | 69.16 | 75.16 | +| swivel chair | 54.01 | 71.17 | +| boat | 38.8 | 54.51 | +| bar | 43.0 | 45.62 | +| arcade machine | 58.68 | 60.99 | +| hovel | 35.66 | 48.54 | +| bus | 91.72 | 95.78 | +| towel | 63.69 | 77.72 | +| light | 62.74 | 76.96 | +| truck | 37.9 | 50.12 | +| tower | 20.28 | 41.03 | +| chandelier | 70.0 | 82.83 | +| awning | 30.04 | 41.4 | +| streetlight | 39.19 | 56.29 | +| booth | 65.59 | 72.04 | +| television receiver | 65.77 | 82.38 | +| airplane | 65.58 | 72.98 | +| dirt track | 6.32 | 41.26 | +| apparel | 29.61 | 44.65 | +| pole | 28.89 | 44.6 | +| land | 0.47 | 0.73 | +| bannister | 22.72 | 30.37 | +| escalator | 28.85 | 31.28 | +| ottoman | 49.42 | 69.29 | +| bottle | 25.01 | 32.28 | +| buffet | 43.61 | 53.84 | +| poster | 29.47 | 42.8 | +| stage | 22.35 | 33.19 | +| van | 48.81 | 71.29 | +| ship | 5.27 | 10.49 | +| fountain | 20.25 | 21.75 | +| conveyer belt | 58.0 | 71.18 | +| canopy | 14.3 | 22.64 | +| washer | 67.49 | 73.23 | +| plaything | 18.47 | 34.79 | +| swimming pool | 68.97 | 69.3 | +| stool | 45.97 | 72.46 | +| barrel | 59.41 | 74.85 | +| basket | 47.37 | 61.23 | +| waterfall | 45.68 | 54.21 | +| tent | 81.7 | 98.53 | +| bag | 21.99 | 29.4 | +| minibike | 76.88 | 89.6 | +| cradle | 77.92 | 97.53 | +| oven | 24.65 | 69.15 | +| ball | 26.94 | 30.8 | +| food | 64.26 | 75.26 | +| step | 22.67 | 29.51 | +| tank | 50.79 | 52.54 | +| trade name | 20.4 | 25.5 | +| microwave | 39.99 | 45.05 | +| pot | 48.98 | 59.06 | +| animal | 71.38 | 75.5 | +| bicycle | 62.51 | 81.33 | +| lake | 50.35 | 69.73 | +| dishwasher | 69.86 | 80.41 | +| screen | 59.13 | 87.25 | +| blanket | 16.22 | 18.2 | +| sculpture | 64.48 | 85.49 | +| hood | 84.42 | 90.94 | +| sconce | 52.94 | 70.82 | +| vase | 50.05 | 69.87 | +| traffic light | 44.33 | 67.29 | +| tray | 23.15 | 31.17 | +| ashcan | 50.35 | 70.12 | +| fan | 73.26 | 84.86 | +| pier | 12.6 | 17.03 | +| crt screen | 2.73 | 7.85 | +| plate | 59.74 | 76.13 | +| monitor | 2.52 | 3.2 | +| bulletin board | 47.07 | 66.55 | +| shower | 3.32 | 24.08 | +| radiator | 59.95 | 67.57 | +| glass | 16.33 | 23.68 | +| clock | 51.07 | 71.04 | +| flag | 49.17 | 52.79 | ++---------------------+-------+-------+ +2023-11-07 08:38:10,344 - mmseg - INFO - Summary: +2023-11-07 08:38:10,344 - mmseg - INFO - ++-------+------+-------+ +| aAcc | mIoU | mAcc | ++-------+------+-------+ +| 83.86 | 51.2 | 64.51 | ++-------+------+-------+ +2023-11-07 08:38:10,345 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 08:38:10,345 - mmseg - INFO - Iter(val) [250] aAcc: 0.8386, mIoU: 0.5120, mAcc: 0.6451, IoU.wall: 0.7970, IoU.building: 0.8267, IoU.sky: 0.9428, IoU.floor: 0.8299, IoU.tree: 0.7510, IoU.ceiling: 0.8454, IoU.road: 0.8370, IoU.bed : 0.9071, IoU.windowpane: 0.6442, IoU.grass: 0.6693, IoU.cabinet: 0.6311, IoU.sidewalk: 0.6666, IoU.person: 0.8488, IoU.earth: 0.4236, IoU.door: 0.5433, IoU.table: 0.6887, IoU.mountain: 0.6133, IoU.plant: 0.5231, IoU.curtain: 0.7676, IoU.chair: 0.6448, IoU.car: 0.8677, IoU.water: 0.5286, IoU.painting: 0.6935, IoU.sofa: 0.6937, IoU.shelf: 0.4230, IoU.house: 0.4148, IoU.sea: 0.6434, IoU.mirror: 0.7143, IoU.rug: 0.6420, IoU.field: 0.3246, IoU.armchair: 0.4641, IoU.seat: 0.6303, IoU.fence: 0.4771, IoU.desk: 0.5331, IoU.rock: 0.4361, IoU.wardrobe: 0.4381, IoU.lamp: 0.7322, IoU.bathtub: 0.7995, IoU.railing: 0.3649, IoU.cushion: 0.6139, IoU.base: 0.4029, IoU.box: 0.2769, IoU.column: 0.5278, IoU.signboard: 0.3798, IoU.chest of drawers: 0.4221, IoU.counter: 0.3828, IoU.sand: 0.5854, IoU.sink: 0.7506, IoU.skyscraper: 0.3412, IoU.fireplace: 0.7676, IoU.refrigerator: 0.8067, IoU.grandstand: 0.4527, IoU.path: 0.2314, IoU.stairs: 0.3352, IoU.runway: 0.6478, IoU.case: 0.4426, IoU.pool table: 0.9508, IoU.pillow: 0.6093, IoU.screen door: 0.6033, IoU.stairway: 0.3264, IoU.river: 0.1873, IoU.bridge: 0.7574, IoU.bookcase: 0.4402, IoU.blind: 0.4762, IoU.coffee table: 0.6931, IoU.toilet: 0.8923, IoU.flower: 0.3550, IoU.book: 0.5378, IoU.hill: 0.0540, IoU.bench: 0.4760, IoU.countertop: 0.6161, IoU.stove: 0.8123, IoU.palm: 0.5698, IoU.kitchen island: 0.5209, IoU.computer: 0.6916, IoU.swivel chair: 0.5401, IoU.boat: 0.3880, IoU.bar: 0.4300, IoU.arcade machine: 0.5868, IoU.hovel: 0.3566, IoU.bus: 0.9172, IoU.towel: 0.6369, IoU.light: 0.6274, IoU.truck: 0.3790, IoU.tower: 0.2028, IoU.chandelier: 0.7000, IoU.awning: 0.3004, IoU.streetlight: 0.3919, IoU.booth: 0.6559, IoU.television receiver: 0.6577, IoU.airplane: 0.6558, IoU.dirt track: 0.0632, IoU.apparel: 0.2961, IoU.pole: 0.2889, IoU.land: 0.0047, IoU.bannister: 0.2272, IoU.escalator: 0.2885, IoU.ottoman: 0.4942, IoU.bottle: 0.2501, IoU.buffet: 0.4361, IoU.poster: 0.2947, IoU.stage: 0.2235, IoU.van: 0.4881, IoU.ship: 0.0527, IoU.fountain: 0.2025, IoU.conveyer belt: 0.5800, IoU.canopy: 0.1430, IoU.washer: 0.6749, IoU.plaything: 0.1847, IoU.swimming pool: 0.6897, IoU.stool: 0.4597, IoU.barrel: 0.5941, IoU.basket: 0.4737, IoU.waterfall: 0.4568, IoU.tent: 0.8170, IoU.bag: 0.2199, IoU.minibike: 0.7688, IoU.cradle: 0.7792, IoU.oven: 0.2465, IoU.ball: 0.2694, IoU.food: 0.6426, IoU.step: 0.2267, IoU.tank: 0.5079, IoU.trade name: 0.2040, IoU.microwave: 0.3999, IoU.pot: 0.4898, IoU.animal: 0.7138, IoU.bicycle: 0.6251, IoU.lake: 0.5035, IoU.dishwasher: 0.6986, IoU.screen: 0.5913, IoU.blanket: 0.1622, IoU.sculpture: 0.6448, IoU.hood: 0.8442, IoU.sconce: 0.5294, IoU.vase: 0.5005, IoU.traffic light: 0.4433, IoU.tray: 0.2315, IoU.ashcan: 0.5035, IoU.fan: 0.7326, IoU.pier: 0.1260, IoU.crt screen: 0.0273, IoU.plate: 0.5974, IoU.monitor: 0.0252, IoU.bulletin board: 0.4707, IoU.shower: 0.0332, IoU.radiator: 0.5995, IoU.glass: 0.1633, IoU.clock: 0.5107, IoU.flag: 0.4917, Acc.wall: 0.8802, Acc.building: 0.9109, Acc.sky: 0.9709, Acc.floor: 0.9035, Acc.tree: 0.8854, Acc.ceiling: 0.9097, Acc.road: 0.8932, Acc.bed : 0.9543, Acc.windowpane: 0.8002, Acc.grass: 0.7607, Acc.cabinet: 0.7604, Acc.sidewalk: 0.8013, Acc.person: 0.9316, Acc.earth: 0.6358, Acc.door: 0.7125, Acc.table: 0.8171, Acc.mountain: 0.7483, Acc.plant: 0.6544, Acc.curtain: 0.8835, Acc.chair: 0.7778, Acc.car: 0.9344, Acc.water: 0.6449, Acc.painting: 0.8728, Acc.sofa: 0.8323, Acc.shelf: 0.6082, Acc.house: 0.6570, Acc.sea: 0.8992, Acc.mirror: 0.7989, Acc.rug: 0.7682, Acc.field: 0.5558, Acc.armchair: 0.6649, Acc.seat: 0.8437, Acc.fence: 0.6033, Acc.desk: 0.7713, Acc.rock: 0.6627, Acc.wardrobe: 0.6760, Acc.lamp: 0.8354, Acc.bathtub: 0.9055, Acc.railing: 0.5409, Acc.cushion: 0.7781, Acc.base: 0.6174, Acc.box: 0.3699, Acc.column: 0.6934, Acc.signboard: 0.5901, Acc.chest of drawers: 0.6845, Acc.counter: 0.5617, Acc.sand: 0.6548, Acc.sink: 0.8448, Acc.skyscraper: 0.4080, Acc.fireplace: 0.8867, Acc.refrigerator: 0.8801, Acc.grandstand: 0.8255, Acc.path: 0.3823, Acc.stairs: 0.4340, Acc.runway: 0.8399, Acc.case: 0.6434, Acc.pool table: 0.9757, Acc.pillow: 0.7137, Acc.screen door: 0.6927, Acc.stairway: 0.3996, Acc.river: 0.3894, Acc.bridge: 0.8726, Acc.bookcase: 0.6826, Acc.blind: 0.5523, Acc.coffee table: 0.8522, Acc.toilet: 0.9178, Acc.flower: 0.5842, Acc.book: 0.7266, Acc.hill: 0.1053, Acc.bench: 0.6294, Acc.countertop: 0.7696, Acc.stove: 0.8542, Acc.palm: 0.7806, Acc.kitchen island: 0.8896, Acc.computer: 0.7516, Acc.swivel chair: 0.7117, Acc.boat: 0.5451, Acc.bar: 0.4562, Acc.arcade machine: 0.6099, Acc.hovel: 0.4854, Acc.bus: 0.9578, Acc.towel: 0.7772, Acc.light: 0.7696, Acc.truck: 0.5012, Acc.tower: 0.4103, Acc.chandelier: 0.8283, Acc.awning: 0.4140, Acc.streetlight: 0.5629, Acc.booth: 0.7204, Acc.television receiver: 0.8238, Acc.airplane: 0.7298, Acc.dirt track: 0.4126, Acc.apparel: 0.4465, Acc.pole: 0.4460, Acc.land: 0.0073, Acc.bannister: 0.3037, Acc.escalator: 0.3128, Acc.ottoman: 0.6929, Acc.bottle: 0.3228, Acc.buffet: 0.5384, Acc.poster: 0.4280, Acc.stage: 0.3319, Acc.van: 0.7129, Acc.ship: 0.1049, Acc.fountain: 0.2175, Acc.conveyer belt: 0.7118, Acc.canopy: 0.2264, Acc.washer: 0.7323, Acc.plaything: 0.3479, Acc.swimming pool: 0.6930, Acc.stool: 0.7246, Acc.barrel: 0.7485, Acc.basket: 0.6123, Acc.waterfall: 0.5421, Acc.tent: 0.9853, Acc.bag: 0.2940, Acc.minibike: 0.8960, Acc.cradle: 0.9753, Acc.oven: 0.6915, Acc.ball: 0.3080, Acc.food: 0.7526, Acc.step: 0.2951, Acc.tank: 0.5254, Acc.trade name: 0.2550, Acc.microwave: 0.4505, Acc.pot: 0.5906, Acc.animal: 0.7550, Acc.bicycle: 0.8133, Acc.lake: 0.6973, Acc.dishwasher: 0.8041, Acc.screen: 0.8725, Acc.blanket: 0.1820, Acc.sculpture: 0.8549, Acc.hood: 0.9094, Acc.sconce: 0.7082, Acc.vase: 0.6987, Acc.traffic light: 0.6729, Acc.tray: 0.3117, Acc.ashcan: 0.7012, Acc.fan: 0.8486, Acc.pier: 0.1703, Acc.crt screen: 0.0785, Acc.plate: 0.7613, Acc.monitor: 0.0320, Acc.bulletin board: 0.6655, Acc.shower: 0.2408, Acc.radiator: 0.6757, Acc.glass: 0.2368, Acc.clock: 0.7104, Acc.flag: 0.5279 +2023-11-07 08:38:33,127 - mmseg - INFO - Iter [140050/160000] lr: 1.247e-05, eta: 2:37:37, time: 0.847, data_time: 0.404, memory: 39436, decode.loss_cls: 0.1728, decode.loss_mask: 0.4620, decode.loss_dice: 0.6980, decode.d0.loss_cls: 1.1245, decode.d0.loss_mask: 0.5012, decode.d0.loss_dice: 0.7625, decode.d1.loss_cls: 0.2613, decode.d1.loss_mask: 0.4781, decode.d1.loss_dice: 0.7364, decode.d2.loss_cls: 0.2176, decode.d2.loss_mask: 0.4696, decode.d2.loss_dice: 0.7176, decode.d3.loss_cls: 0.2024, decode.d3.loss_mask: 0.4639, decode.d3.loss_dice: 0.6960, decode.d4.loss_cls: 0.1896, decode.d4.loss_mask: 0.4634, decode.d4.loss_dice: 0.6994, decode.d5.loss_cls: 0.1851, decode.d5.loss_mask: 0.4625, decode.d5.loss_dice: 0.6942, decode.d6.loss_cls: 0.1795, decode.d6.loss_mask: 0.4621, decode.d6.loss_dice: 0.6919, decode.d7.loss_cls: 0.1762, decode.d7.loss_mask: 0.4619, decode.d7.loss_dice: 0.6934, decode.d8.loss_cls: 0.1718, decode.d8.loss_mask: 0.4628, decode.d8.loss_dice: 0.6947, loss: 14.6525, grad_norm: 66.0388 +2023-11-07 08:38:56,384 - mmseg - INFO - Iter [140100/160000] lr: 1.244e-05, eta: 2:37:13, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1766, decode.loss_mask: 0.4385, decode.loss_dice: 0.6695, decode.d0.loss_cls: 1.1632, decode.d0.loss_mask: 0.4733, decode.d0.loss_dice: 0.7415, decode.d1.loss_cls: 0.2561, decode.d1.loss_mask: 0.4529, decode.d1.loss_dice: 0.7113, decode.d2.loss_cls: 0.2209, decode.d2.loss_mask: 0.4447, decode.d2.loss_dice: 0.6894, decode.d3.loss_cls: 0.2042, decode.d3.loss_mask: 0.4412, decode.d3.loss_dice: 0.6769, decode.d4.loss_cls: 0.1883, decode.d4.loss_mask: 0.4404, decode.d4.loss_dice: 0.6785, decode.d5.loss_cls: 0.1809, decode.d5.loss_mask: 0.4396, decode.d5.loss_dice: 0.6743, decode.d6.loss_cls: 0.1805, decode.d6.loss_mask: 0.4376, decode.d6.loss_dice: 0.6685, decode.d7.loss_cls: 0.1813, decode.d7.loss_mask: 0.4371, decode.d7.loss_dice: 0.6704, decode.d8.loss_cls: 0.1757, decode.d8.loss_mask: 0.4372, decode.d8.loss_dice: 0.6688, loss: 14.2190, grad_norm: 60.5041 +2023-11-07 08:39:19,192 - mmseg - INFO - Iter [140150/160000] lr: 1.241e-05, eta: 2:36:50, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1704, decode.loss_mask: 0.4500, decode.loss_dice: 0.6654, decode.d0.loss_cls: 1.1419, decode.d0.loss_mask: 0.4897, decode.d0.loss_dice: 0.7391, decode.d1.loss_cls: 0.2501, decode.d1.loss_mask: 0.4639, decode.d1.loss_dice: 0.7026, decode.d2.loss_cls: 0.2126, decode.d2.loss_mask: 0.4552, decode.d2.loss_dice: 0.6845, decode.d3.loss_cls: 0.1965, decode.d3.loss_mask: 0.4523, decode.d3.loss_dice: 0.6695, decode.d4.loss_cls: 0.1877, decode.d4.loss_mask: 0.4511, decode.d4.loss_dice: 0.6696, decode.d5.loss_cls: 0.1801, decode.d5.loss_mask: 0.4510, decode.d5.loss_dice: 0.6701, decode.d6.loss_cls: 0.1770, decode.d6.loss_mask: 0.4502, decode.d6.loss_dice: 0.6651, decode.d7.loss_cls: 0.1749, decode.d7.loss_mask: 0.4491, decode.d7.loss_dice: 0.6671, decode.d8.loss_cls: 0.1750, decode.d8.loss_mask: 0.4482, decode.d8.loss_dice: 0.6645, loss: 14.2242, grad_norm: 65.3846 +2023-11-07 08:39:44,296 - mmseg - INFO - Iter [140200/160000] lr: 1.238e-05, eta: 2:36:26, time: 0.502, data_time: 0.057, memory: 39436, decode.loss_cls: 0.1641, decode.loss_mask: 0.4423, decode.loss_dice: 0.6664, decode.d0.loss_cls: 1.1439, decode.d0.loss_mask: 0.4831, decode.d0.loss_dice: 0.7351, decode.d1.loss_cls: 0.2428, decode.d1.loss_mask: 0.4574, decode.d1.loss_dice: 0.7030, decode.d2.loss_cls: 0.2052, decode.d2.loss_mask: 0.4498, decode.d2.loss_dice: 0.6838, decode.d3.loss_cls: 0.1882, decode.d3.loss_mask: 0.4448, decode.d3.loss_dice: 0.6698, decode.d4.loss_cls: 0.1788, decode.d4.loss_mask: 0.4447, decode.d4.loss_dice: 0.6699, decode.d5.loss_cls: 0.1745, decode.d5.loss_mask: 0.4444, decode.d5.loss_dice: 0.6684, decode.d6.loss_cls: 0.1693, decode.d6.loss_mask: 0.4444, decode.d6.loss_dice: 0.6655, decode.d7.loss_cls: 0.1652, decode.d7.loss_mask: 0.4436, decode.d7.loss_dice: 0.6691, decode.d8.loss_cls: 0.1647, decode.d8.loss_mask: 0.4437, decode.d8.loss_dice: 0.6659, loss: 14.0919, grad_norm: 64.9572 +2023-11-07 08:40:07,825 - mmseg - INFO - Iter [140250/160000] lr: 1.234e-05, eta: 2:36:02, time: 0.470, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1707, decode.loss_mask: 0.4420, decode.loss_dice: 0.6742, decode.d0.loss_cls: 1.1341, decode.d0.loss_mask: 0.4774, decode.d0.loss_dice: 0.7474, decode.d1.loss_cls: 0.2467, decode.d1.loss_mask: 0.4566, decode.d1.loss_dice: 0.7054, decode.d2.loss_cls: 0.2078, decode.d2.loss_mask: 0.4478, decode.d2.loss_dice: 0.6902, decode.d3.loss_cls: 0.1984, decode.d3.loss_mask: 0.4447, decode.d3.loss_dice: 0.6754, decode.d4.loss_cls: 0.1848, decode.d4.loss_mask: 0.4432, decode.d4.loss_dice: 0.6716, decode.d5.loss_cls: 0.1807, decode.d5.loss_mask: 0.4431, decode.d5.loss_dice: 0.6708, decode.d6.loss_cls: 0.1783, decode.d6.loss_mask: 0.4417, decode.d6.loss_dice: 0.6729, decode.d7.loss_cls: 0.1728, decode.d7.loss_mask: 0.4420, decode.d7.loss_dice: 0.6680, decode.d8.loss_cls: 0.1676, decode.d8.loss_mask: 0.4422, decode.d8.loss_dice: 0.6710, loss: 14.1695, grad_norm: 62.4847 +2023-11-07 08:40:30,637 - mmseg - INFO - Iter [140300/160000] lr: 1.231e-05, eta: 2:35:38, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1584, decode.loss_mask: 0.4423, decode.loss_dice: 0.6424, decode.d0.loss_cls: 1.1437, decode.d0.loss_mask: 0.4802, decode.d0.loss_dice: 0.7119, decode.d1.loss_cls: 0.2430, decode.d1.loss_mask: 0.4576, decode.d1.loss_dice: 0.6771, decode.d2.loss_cls: 0.2052, decode.d2.loss_mask: 0.4479, decode.d2.loss_dice: 0.6567, decode.d3.loss_cls: 0.1802, decode.d3.loss_mask: 0.4452, decode.d3.loss_dice: 0.6468, decode.d4.loss_cls: 0.1744, decode.d4.loss_mask: 0.4423, decode.d4.loss_dice: 0.6437, decode.d5.loss_cls: 0.1720, decode.d5.loss_mask: 0.4433, decode.d5.loss_dice: 0.6491, decode.d6.loss_cls: 0.1672, decode.d6.loss_mask: 0.4418, decode.d6.loss_dice: 0.6459, decode.d7.loss_cls: 0.1626, decode.d7.loss_mask: 0.4424, decode.d7.loss_dice: 0.6474, decode.d8.loss_cls: 0.1566, decode.d8.loss_mask: 0.4412, decode.d8.loss_dice: 0.6434, loss: 13.8118, grad_norm: 70.4348 +2023-11-07 08:40:53,525 - mmseg - INFO - Iter [140350/160000] lr: 1.228e-05, eta: 2:35:15, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1682, decode.loss_mask: 0.4340, decode.loss_dice: 0.6591, decode.d0.loss_cls: 1.1558, decode.d0.loss_mask: 0.4740, decode.d0.loss_dice: 0.7308, decode.d1.loss_cls: 0.2509, decode.d1.loss_mask: 0.4500, decode.d1.loss_dice: 0.6953, decode.d2.loss_cls: 0.2196, decode.d2.loss_mask: 0.4379, decode.d2.loss_dice: 0.6752, decode.d3.loss_cls: 0.1999, decode.d3.loss_mask: 0.4376, decode.d3.loss_dice: 0.6619, decode.d4.loss_cls: 0.1838, decode.d4.loss_mask: 0.4355, decode.d4.loss_dice: 0.6585, decode.d5.loss_cls: 0.1750, decode.d5.loss_mask: 0.4353, decode.d5.loss_dice: 0.6591, decode.d6.loss_cls: 0.1777, decode.d6.loss_mask: 0.4338, decode.d6.loss_dice: 0.6580, decode.d7.loss_cls: 0.1712, decode.d7.loss_mask: 0.4350, decode.d7.loss_dice: 0.6604, decode.d8.loss_cls: 0.1727, decode.d8.loss_mask: 0.4338, decode.d8.loss_dice: 0.6592, loss: 13.9994, grad_norm: 64.6124 +2023-11-07 08:41:16,396 - mmseg - INFO - Iter [140400/160000] lr: 1.225e-05, eta: 2:34:51, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1536, decode.loss_mask: 0.4287, decode.loss_dice: 0.6452, decode.d0.loss_cls: 1.1367, decode.d0.loss_mask: 0.4652, decode.d0.loss_dice: 0.7127, decode.d1.loss_cls: 0.2369, decode.d1.loss_mask: 0.4450, decode.d1.loss_dice: 0.6758, decode.d2.loss_cls: 0.1980, decode.d2.loss_mask: 0.4358, decode.d2.loss_dice: 0.6592, decode.d3.loss_cls: 0.1820, decode.d3.loss_mask: 0.4326, decode.d3.loss_dice: 0.6458, decode.d4.loss_cls: 0.1680, decode.d4.loss_mask: 0.4332, decode.d4.loss_dice: 0.6481, decode.d5.loss_cls: 0.1599, decode.d5.loss_mask: 0.4318, decode.d5.loss_dice: 0.6499, decode.d6.loss_cls: 0.1575, decode.d6.loss_mask: 0.4309, decode.d6.loss_dice: 0.6470, decode.d7.loss_cls: 0.1572, decode.d7.loss_mask: 0.4300, decode.d7.loss_dice: 0.6463, decode.d8.loss_cls: 0.1548, decode.d8.loss_mask: 0.4288, decode.d8.loss_dice: 0.6436, loss: 13.6404, grad_norm: 66.5630 +2023-11-07 08:41:39,352 - mmseg - INFO - Iter [140450/160000] lr: 1.222e-05, eta: 2:34:27, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1668, decode.loss_mask: 0.4367, decode.loss_dice: 0.6829, decode.d0.loss_cls: 1.1760, decode.d0.loss_mask: 0.4760, decode.d0.loss_dice: 0.7549, decode.d1.loss_cls: 0.2394, decode.d1.loss_mask: 0.4577, decode.d1.loss_dice: 0.7220, decode.d2.loss_cls: 0.2018, decode.d2.loss_mask: 0.4462, decode.d2.loss_dice: 0.6996, decode.d3.loss_cls: 0.1888, decode.d3.loss_mask: 0.4414, decode.d3.loss_dice: 0.6855, decode.d4.loss_cls: 0.1751, decode.d4.loss_mask: 0.4406, decode.d4.loss_dice: 0.6846, decode.d5.loss_cls: 0.1716, decode.d5.loss_mask: 0.4405, decode.d5.loss_dice: 0.6830, decode.d6.loss_cls: 0.1702, decode.d6.loss_mask: 0.4408, decode.d6.loss_dice: 0.6821, decode.d7.loss_cls: 0.1698, decode.d7.loss_mask: 0.4382, decode.d7.loss_dice: 0.6805, decode.d8.loss_cls: 0.1662, decode.d8.loss_mask: 0.4386, decode.d8.loss_dice: 0.6837, loss: 14.2412, grad_norm: 67.2166 +2023-11-07 08:42:02,508 - mmseg - INFO - Iter [140500/160000] lr: 1.219e-05, eta: 2:34:03, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1760, decode.loss_mask: 0.4263, decode.loss_dice: 0.6497, decode.d0.loss_cls: 1.1882, decode.d0.loss_mask: 0.4640, decode.d0.loss_dice: 0.7174, decode.d1.loss_cls: 0.2614, decode.d1.loss_mask: 0.4458, decode.d1.loss_dice: 0.6887, decode.d2.loss_cls: 0.2198, decode.d2.loss_mask: 0.4344, decode.d2.loss_dice: 0.6688, decode.d3.loss_cls: 0.2068, decode.d3.loss_mask: 0.4295, decode.d3.loss_dice: 0.6514, decode.d4.loss_cls: 0.1881, decode.d4.loss_mask: 0.4304, decode.d4.loss_dice: 0.6550, decode.d5.loss_cls: 0.1859, decode.d5.loss_mask: 0.4290, decode.d5.loss_dice: 0.6566, decode.d6.loss_cls: 0.1807, decode.d6.loss_mask: 0.4269, decode.d6.loss_dice: 0.6492, decode.d7.loss_cls: 0.1794, decode.d7.loss_mask: 0.4273, decode.d7.loss_dice: 0.6470, decode.d8.loss_cls: 0.1775, decode.d8.loss_mask: 0.4272, decode.d8.loss_dice: 0.6507, loss: 13.9389, grad_norm: 62.4290 +2023-11-07 08:42:25,328 - mmseg - INFO - Iter [140550/160000] lr: 1.216e-05, eta: 2:33:39, time: 0.456, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1706, decode.loss_mask: 0.4363, decode.loss_dice: 0.6593, decode.d0.loss_cls: 1.1418, decode.d0.loss_mask: 0.4762, decode.d0.loss_dice: 0.7324, decode.d1.loss_cls: 0.2536, decode.d1.loss_mask: 0.4514, decode.d1.loss_dice: 0.6978, decode.d2.loss_cls: 0.2158, decode.d2.loss_mask: 0.4421, decode.d2.loss_dice: 0.6811, decode.d3.loss_cls: 0.1997, decode.d3.loss_mask: 0.4395, decode.d3.loss_dice: 0.6655, decode.d4.loss_cls: 0.1856, decode.d4.loss_mask: 0.4383, decode.d4.loss_dice: 0.6608, decode.d5.loss_cls: 0.1776, decode.d5.loss_mask: 0.4372, decode.d5.loss_dice: 0.6596, decode.d6.loss_cls: 0.1771, decode.d6.loss_mask: 0.4360, decode.d6.loss_dice: 0.6574, decode.d7.loss_cls: 0.1708, decode.d7.loss_mask: 0.4369, decode.d7.loss_dice: 0.6593, decode.d8.loss_cls: 0.1701, decode.d8.loss_mask: 0.4373, decode.d8.loss_dice: 0.6601, loss: 14.0271, grad_norm: 62.1117 +2023-11-07 08:42:48,240 - mmseg - INFO - Iter [140600/160000] lr: 1.213e-05, eta: 2:33:16, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1738, decode.loss_mask: 0.4409, decode.loss_dice: 0.6643, decode.d0.loss_cls: 1.1471, decode.d0.loss_mask: 0.4803, decode.d0.loss_dice: 0.7371, decode.d1.loss_cls: 0.2478, decode.d1.loss_mask: 0.4582, decode.d1.loss_dice: 0.7058, decode.d2.loss_cls: 0.2113, decode.d2.loss_mask: 0.4499, decode.d2.loss_dice: 0.6885, decode.d3.loss_cls: 0.2030, decode.d3.loss_mask: 0.4445, decode.d3.loss_dice: 0.6692, decode.d4.loss_cls: 0.1841, decode.d4.loss_mask: 0.4436, decode.d4.loss_dice: 0.6731, decode.d5.loss_cls: 0.1812, decode.d5.loss_mask: 0.4427, decode.d5.loss_dice: 0.6707, decode.d6.loss_cls: 0.1805, decode.d6.loss_mask: 0.4408, decode.d6.loss_dice: 0.6690, decode.d7.loss_cls: 0.1780, decode.d7.loss_mask: 0.4416, decode.d7.loss_dice: 0.6620, decode.d8.loss_cls: 0.1735, decode.d8.loss_mask: 0.4421, decode.d8.loss_dice: 0.6638, loss: 14.1686, grad_norm: 63.1904 +2023-11-07 08:43:11,088 - mmseg - INFO - Iter [140650/160000] lr: 1.209e-05, eta: 2:32:52, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1795, decode.loss_mask: 0.4395, decode.loss_dice: 0.6721, decode.d0.loss_cls: 1.1701, decode.d0.loss_mask: 0.4767, decode.d0.loss_dice: 0.7415, decode.d1.loss_cls: 0.2682, decode.d1.loss_mask: 0.4529, decode.d1.loss_dice: 0.7129, decode.d2.loss_cls: 0.2290, decode.d2.loss_mask: 0.4442, decode.d2.loss_dice: 0.6920, decode.d3.loss_cls: 0.2066, decode.d3.loss_mask: 0.4417, decode.d3.loss_dice: 0.6793, decode.d4.loss_cls: 0.1927, decode.d4.loss_mask: 0.4424, decode.d4.loss_dice: 0.6788, decode.d5.loss_cls: 0.1865, decode.d5.loss_mask: 0.4411, decode.d5.loss_dice: 0.6784, decode.d6.loss_cls: 0.1877, decode.d6.loss_mask: 0.4399, decode.d6.loss_dice: 0.6740, decode.d7.loss_cls: 0.1825, decode.d7.loss_mask: 0.4388, decode.d7.loss_dice: 0.6729, decode.d8.loss_cls: 0.1775, decode.d8.loss_mask: 0.4401, decode.d8.loss_dice: 0.6735, loss: 14.3129, grad_norm: 64.6819 +2023-11-07 08:43:34,025 - mmseg - INFO - Iter [140700/160000] lr: 1.206e-05, eta: 2:32:28, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1618, decode.loss_mask: 0.4354, decode.loss_dice: 0.6720, decode.d0.loss_cls: 1.1562, decode.d0.loss_mask: 0.4717, decode.d0.loss_dice: 0.7348, decode.d1.loss_cls: 0.2481, decode.d1.loss_mask: 0.4501, decode.d1.loss_dice: 0.7101, decode.d2.loss_cls: 0.2058, decode.d2.loss_mask: 0.4445, decode.d2.loss_dice: 0.6932, decode.d3.loss_cls: 0.1933, decode.d3.loss_mask: 0.4377, decode.d3.loss_dice: 0.6764, decode.d4.loss_cls: 0.1765, decode.d4.loss_mask: 0.4382, decode.d4.loss_dice: 0.6782, decode.d5.loss_cls: 0.1698, decode.d5.loss_mask: 0.4388, decode.d5.loss_dice: 0.6791, decode.d6.loss_cls: 0.1655, decode.d6.loss_mask: 0.4369, decode.d6.loss_dice: 0.6705, decode.d7.loss_cls: 0.1633, decode.d7.loss_mask: 0.4363, decode.d7.loss_dice: 0.6723, decode.d8.loss_cls: 0.1588, decode.d8.loss_mask: 0.4361, decode.d8.loss_dice: 0.6706, loss: 14.0819, grad_norm: 61.0523 +2023-11-07 08:43:56,978 - mmseg - INFO - Iter [140750/160000] lr: 1.203e-05, eta: 2:32:04, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1835, decode.loss_mask: 0.4173, decode.loss_dice: 0.6553, decode.d0.loss_cls: 1.1928, decode.d0.loss_mask: 0.4553, decode.d0.loss_dice: 0.7295, decode.d1.loss_cls: 0.2781, decode.d1.loss_mask: 0.4335, decode.d1.loss_dice: 0.6939, decode.d2.loss_cls: 0.2363, decode.d2.loss_mask: 0.4238, decode.d2.loss_dice: 0.6742, decode.d3.loss_cls: 0.2148, decode.d3.loss_mask: 0.4186, decode.d3.loss_dice: 0.6592, decode.d4.loss_cls: 0.2025, decode.d4.loss_mask: 0.4179, decode.d4.loss_dice: 0.6591, decode.d5.loss_cls: 0.1974, decode.d5.loss_mask: 0.4187, decode.d5.loss_dice: 0.6602, decode.d6.loss_cls: 0.1975, decode.d6.loss_mask: 0.4184, decode.d6.loss_dice: 0.6515, decode.d7.loss_cls: 0.1888, decode.d7.loss_mask: 0.4184, decode.d7.loss_dice: 0.6519, decode.d8.loss_cls: 0.1872, decode.d8.loss_mask: 0.4179, decode.d8.loss_dice: 0.6544, loss: 14.0080, grad_norm: 70.4061 +2023-11-07 08:44:19,839 - mmseg - INFO - Iter [140800/160000] lr: 1.200e-05, eta: 2:31:40, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1673, decode.loss_mask: 0.4301, decode.loss_dice: 0.6514, decode.d0.loss_cls: 1.1459, decode.d0.loss_mask: 0.4645, decode.d0.loss_dice: 0.7176, decode.d1.loss_cls: 0.2486, decode.d1.loss_mask: 0.4444, decode.d1.loss_dice: 0.6803, decode.d2.loss_cls: 0.2023, decode.d2.loss_mask: 0.4385, decode.d2.loss_dice: 0.6667, decode.d3.loss_cls: 0.1916, decode.d3.loss_mask: 0.4335, decode.d3.loss_dice: 0.6548, decode.d4.loss_cls: 0.1770, decode.d4.loss_mask: 0.4323, decode.d4.loss_dice: 0.6534, decode.d5.loss_cls: 0.1782, decode.d5.loss_mask: 0.4308, decode.d5.loss_dice: 0.6535, decode.d6.loss_cls: 0.1716, decode.d6.loss_mask: 0.4306, decode.d6.loss_dice: 0.6482, decode.d7.loss_cls: 0.1683, decode.d7.loss_mask: 0.4304, decode.d7.loss_dice: 0.6528, decode.d8.loss_cls: 0.1688, decode.d8.loss_mask: 0.4302, decode.d8.loss_dice: 0.6506, loss: 13.8142, grad_norm: 63.9968 +2023-11-07 08:44:42,626 - mmseg - INFO - Iter [140850/160000] lr: 1.197e-05, eta: 2:31:17, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1715, decode.loss_mask: 0.4414, decode.loss_dice: 0.6490, decode.d0.loss_cls: 1.1368, decode.d0.loss_mask: 0.4819, decode.d0.loss_dice: 0.7219, decode.d1.loss_cls: 0.2487, decode.d1.loss_mask: 0.4591, decode.d1.loss_dice: 0.6867, decode.d2.loss_cls: 0.2162, decode.d2.loss_mask: 0.4509, decode.d2.loss_dice: 0.6705, decode.d3.loss_cls: 0.1920, decode.d3.loss_mask: 0.4448, decode.d3.loss_dice: 0.6561, decode.d4.loss_cls: 0.1828, decode.d4.loss_mask: 0.4426, decode.d4.loss_dice: 0.6538, decode.d5.loss_cls: 0.1813, decode.d5.loss_mask: 0.4424, decode.d5.loss_dice: 0.6510, decode.d6.loss_cls: 0.1768, decode.d6.loss_mask: 0.4416, decode.d6.loss_dice: 0.6516, decode.d7.loss_cls: 0.1708, decode.d7.loss_mask: 0.4421, decode.d7.loss_dice: 0.6476, decode.d8.loss_cls: 0.1701, decode.d8.loss_mask: 0.4420, decode.d8.loss_dice: 0.6503, loss: 13.9741, grad_norm: 61.7341 +2023-11-07 08:45:05,679 - mmseg - INFO - Iter [140900/160000] lr: 1.194e-05, eta: 2:30:53, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1828, decode.loss_mask: 0.4194, decode.loss_dice: 0.6439, decode.d0.loss_cls: 1.1915, decode.d0.loss_mask: 0.4588, decode.d0.loss_dice: 0.7207, decode.d1.loss_cls: 0.2690, decode.d1.loss_mask: 0.4345, decode.d1.loss_dice: 0.6815, decode.d2.loss_cls: 0.2264, decode.d2.loss_mask: 0.4267, decode.d2.loss_dice: 0.6625, decode.d3.loss_cls: 0.2048, decode.d3.loss_mask: 0.4242, decode.d3.loss_dice: 0.6563, decode.d4.loss_cls: 0.1952, decode.d4.loss_mask: 0.4226, decode.d4.loss_dice: 0.6512, decode.d5.loss_cls: 0.1896, decode.d5.loss_mask: 0.4218, decode.d5.loss_dice: 0.6508, decode.d6.loss_cls: 0.1873, decode.d6.loss_mask: 0.4208, decode.d6.loss_dice: 0.6454, decode.d7.loss_cls: 0.1836, decode.d7.loss_mask: 0.4197, decode.d7.loss_dice: 0.6445, decode.d8.loss_cls: 0.1827, decode.d8.loss_mask: 0.4198, decode.d8.loss_dice: 0.6428, loss: 13.8808, grad_norm: 65.1057 +2023-11-07 08:45:28,418 - mmseg - INFO - Iter [140950/160000] lr: 1.191e-05, eta: 2:30:29, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1518, decode.loss_mask: 0.4754, decode.loss_dice: 0.6660, decode.d0.loss_cls: 1.1203, decode.d0.loss_mask: 0.5126, decode.d0.loss_dice: 0.7348, decode.d1.loss_cls: 0.2278, decode.d1.loss_mask: 0.4863, decode.d1.loss_dice: 0.7025, decode.d2.loss_cls: 0.1898, decode.d2.loss_mask: 0.4810, decode.d2.loss_dice: 0.6863, decode.d3.loss_cls: 0.1728, decode.d3.loss_mask: 0.4776, decode.d3.loss_dice: 0.6737, decode.d4.loss_cls: 0.1635, decode.d4.loss_mask: 0.4757, decode.d4.loss_dice: 0.6688, decode.d5.loss_cls: 0.1596, decode.d5.loss_mask: 0.4759, decode.d5.loss_dice: 0.6701, decode.d6.loss_cls: 0.1561, decode.d6.loss_mask: 0.4733, decode.d6.loss_dice: 0.6650, decode.d7.loss_cls: 0.1515, decode.d7.loss_mask: 0.4738, decode.d7.loss_dice: 0.6685, decode.d8.loss_cls: 0.1514, decode.d8.loss_mask: 0.4742, decode.d8.loss_dice: 0.6682, loss: 14.2544, grad_norm: 75.4090 +2023-11-07 08:45:51,308 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 08:45:51,308 - mmseg - INFO - Iter [141000/160000] lr: 1.188e-05, eta: 2:30:05, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1649, decode.loss_mask: 0.4469, decode.loss_dice: 0.6792, decode.d0.loss_cls: 1.1629, decode.d0.loss_mask: 0.4814, decode.d0.loss_dice: 0.7441, decode.d1.loss_cls: 0.2532, decode.d1.loss_mask: 0.4605, decode.d1.loss_dice: 0.7112, decode.d2.loss_cls: 0.2143, decode.d2.loss_mask: 0.4530, decode.d2.loss_dice: 0.6908, decode.d3.loss_cls: 0.1900, decode.d3.loss_mask: 0.4503, decode.d3.loss_dice: 0.6829, decode.d4.loss_cls: 0.1797, decode.d4.loss_mask: 0.4488, decode.d4.loss_dice: 0.6820, decode.d5.loss_cls: 0.1757, decode.d5.loss_mask: 0.4470, decode.d5.loss_dice: 0.6825, decode.d6.loss_cls: 0.1734, decode.d6.loss_mask: 0.4470, decode.d6.loss_dice: 0.6804, decode.d7.loss_cls: 0.1671, decode.d7.loss_mask: 0.4482, decode.d7.loss_dice: 0.6799, decode.d8.loss_cls: 0.1673, decode.d8.loss_mask: 0.4476, decode.d8.loss_dice: 0.6773, loss: 14.2895, grad_norm: 66.9969 +2023-11-07 08:46:14,127 - mmseg - INFO - Iter [141050/160000] lr: 1.184e-05, eta: 2:29:41, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1797, decode.loss_mask: 0.4538, decode.loss_dice: 0.6740, decode.d0.loss_cls: 1.1665, decode.d0.loss_mask: 0.4963, decode.d0.loss_dice: 0.7510, decode.d1.loss_cls: 0.2553, decode.d1.loss_mask: 0.4705, decode.d1.loss_dice: 0.7177, decode.d2.loss_cls: 0.2268, decode.d2.loss_mask: 0.4636, decode.d2.loss_dice: 0.6963, decode.d3.loss_cls: 0.2102, decode.d3.loss_mask: 0.4589, decode.d3.loss_dice: 0.6836, decode.d4.loss_cls: 0.1948, decode.d4.loss_mask: 0.4586, decode.d4.loss_dice: 0.6815, decode.d5.loss_cls: 0.1901, decode.d5.loss_mask: 0.4592, decode.d5.loss_dice: 0.6783, decode.d6.loss_cls: 0.1841, decode.d6.loss_mask: 0.4544, decode.d6.loss_dice: 0.6754, decode.d7.loss_cls: 0.1832, decode.d7.loss_mask: 0.4547, decode.d7.loss_dice: 0.6757, decode.d8.loss_cls: 0.1835, decode.d8.loss_mask: 0.4528, decode.d8.loss_dice: 0.6751, loss: 14.5056, grad_norm: 63.4140 +2023-11-07 08:46:37,036 - mmseg - INFO - Iter [141100/160000] lr: 1.181e-05, eta: 2:29:18, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1718, decode.loss_mask: 0.4497, decode.loss_dice: 0.6639, decode.d0.loss_cls: 1.1596, decode.d0.loss_mask: 0.4869, decode.d0.loss_dice: 0.7296, decode.d1.loss_cls: 0.2548, decode.d1.loss_mask: 0.4686, decode.d1.loss_dice: 0.7034, decode.d2.loss_cls: 0.2176, decode.d2.loss_mask: 0.4616, decode.d2.loss_dice: 0.6823, decode.d3.loss_cls: 0.2014, decode.d3.loss_mask: 0.4549, decode.d3.loss_dice: 0.6687, decode.d4.loss_cls: 0.1896, decode.d4.loss_mask: 0.4548, decode.d4.loss_dice: 0.6705, decode.d5.loss_cls: 0.1867, decode.d5.loss_mask: 0.4531, decode.d5.loss_dice: 0.6663, decode.d6.loss_cls: 0.1799, decode.d6.loss_mask: 0.4510, decode.d6.loss_dice: 0.6660, decode.d7.loss_cls: 0.1773, decode.d7.loss_mask: 0.4520, decode.d7.loss_dice: 0.6652, decode.d8.loss_cls: 0.1728, decode.d8.loss_mask: 0.4505, decode.d8.loss_dice: 0.6663, loss: 14.2768, grad_norm: 66.8679 +2023-11-07 08:46:59,890 - mmseg - INFO - Iter [141150/160000] lr: 1.178e-05, eta: 2:28:54, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1674, decode.loss_mask: 0.4304, decode.loss_dice: 0.6491, decode.d0.loss_cls: 1.1247, decode.d0.loss_mask: 0.4695, decode.d0.loss_dice: 0.7211, decode.d1.loss_cls: 0.2370, decode.d1.loss_mask: 0.4471, decode.d1.loss_dice: 0.6854, decode.d2.loss_cls: 0.2035, decode.d2.loss_mask: 0.4404, decode.d2.loss_dice: 0.6694, decode.d3.loss_cls: 0.1942, decode.d3.loss_mask: 0.4329, decode.d3.loss_dice: 0.6514, decode.d4.loss_cls: 0.1846, decode.d4.loss_mask: 0.4328, decode.d4.loss_dice: 0.6511, decode.d5.loss_cls: 0.1781, decode.d5.loss_mask: 0.4329, decode.d5.loss_dice: 0.6503, decode.d6.loss_cls: 0.1723, decode.d6.loss_mask: 0.4311, decode.d6.loss_dice: 0.6475, decode.d7.loss_cls: 0.1739, decode.d7.loss_mask: 0.4299, decode.d7.loss_dice: 0.6442, decode.d8.loss_cls: 0.1729, decode.d8.loss_mask: 0.4310, decode.d8.loss_dice: 0.6455, loss: 13.8014, grad_norm: 59.8529 +2023-11-07 08:47:22,774 - mmseg - INFO - Iter [141200/160000] lr: 1.175e-05, eta: 2:28:30, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1847, decode.loss_mask: 0.4294, decode.loss_dice: 0.6659, decode.d0.loss_cls: 1.1645, decode.d0.loss_mask: 0.4709, decode.d0.loss_dice: 0.7439, decode.d1.loss_cls: 0.2751, decode.d1.loss_mask: 0.4473, decode.d1.loss_dice: 0.7096, decode.d2.loss_cls: 0.2327, decode.d2.loss_mask: 0.4366, decode.d2.loss_dice: 0.6844, decode.d3.loss_cls: 0.2171, decode.d3.loss_mask: 0.4309, decode.d3.loss_dice: 0.6698, decode.d4.loss_cls: 0.2005, decode.d4.loss_mask: 0.4314, decode.d4.loss_dice: 0.6727, decode.d5.loss_cls: 0.1993, decode.d5.loss_mask: 0.4306, decode.d5.loss_dice: 0.6679, decode.d6.loss_cls: 0.1969, decode.d6.loss_mask: 0.4296, decode.d6.loss_dice: 0.6685, decode.d7.loss_cls: 0.1902, decode.d7.loss_mask: 0.4302, decode.d7.loss_dice: 0.6671, decode.d8.loss_cls: 0.1919, decode.d8.loss_mask: 0.4285, decode.d8.loss_dice: 0.6679, loss: 14.2361, grad_norm: 71.9023 +2023-11-07 08:47:45,590 - mmseg - INFO - Iter [141250/160000] lr: 1.172e-05, eta: 2:28:06, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1578, decode.loss_mask: 0.4456, decode.loss_dice: 0.6628, decode.d0.loss_cls: 1.1078, decode.d0.loss_mask: 0.4836, decode.d0.loss_dice: 0.7375, decode.d1.loss_cls: 0.2374, decode.d1.loss_mask: 0.4610, decode.d1.loss_dice: 0.6986, decode.d2.loss_cls: 0.1961, decode.d2.loss_mask: 0.4532, decode.d2.loss_dice: 0.6836, decode.d3.loss_cls: 0.1818, decode.d3.loss_mask: 0.4490, decode.d3.loss_dice: 0.6732, decode.d4.loss_cls: 0.1713, decode.d4.loss_mask: 0.4470, decode.d4.loss_dice: 0.6691, decode.d5.loss_cls: 0.1649, decode.d5.loss_mask: 0.4462, decode.d5.loss_dice: 0.6642, decode.d6.loss_cls: 0.1605, decode.d6.loss_mask: 0.4456, decode.d6.loss_dice: 0.6631, decode.d7.loss_cls: 0.1582, decode.d7.loss_mask: 0.4446, decode.d7.loss_dice: 0.6646, decode.d8.loss_cls: 0.1620, decode.d8.loss_mask: 0.4452, decode.d8.loss_dice: 0.6646, loss: 14.0002, grad_norm: 62.3195 +2023-11-07 08:48:08,458 - mmseg - INFO - Iter [141300/160000] lr: 1.169e-05, eta: 2:27:42, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1691, decode.loss_mask: 0.4337, decode.loss_dice: 0.6442, decode.d0.loss_cls: 1.1438, decode.d0.loss_mask: 0.4750, decode.d0.loss_dice: 0.7156, decode.d1.loss_cls: 0.2515, decode.d1.loss_mask: 0.4528, decode.d1.loss_dice: 0.6813, decode.d2.loss_cls: 0.2085, decode.d2.loss_mask: 0.4423, decode.d2.loss_dice: 0.6628, decode.d3.loss_cls: 0.1901, decode.d3.loss_mask: 0.4379, decode.d3.loss_dice: 0.6500, decode.d4.loss_cls: 0.1832, decode.d4.loss_mask: 0.4380, decode.d4.loss_dice: 0.6510, decode.d5.loss_cls: 0.1760, decode.d5.loss_mask: 0.4369, decode.d5.loss_dice: 0.6486, decode.d6.loss_cls: 0.1733, decode.d6.loss_mask: 0.4348, decode.d6.loss_dice: 0.6469, decode.d7.loss_cls: 0.1665, decode.d7.loss_mask: 0.4359, decode.d7.loss_dice: 0.6503, decode.d8.loss_cls: 0.1691, decode.d8.loss_mask: 0.4346, decode.d8.loss_dice: 0.6425, loss: 13.8461, grad_norm: 63.2463 +2023-11-07 08:48:31,227 - mmseg - INFO - Iter [141350/160000] lr: 1.166e-05, eta: 2:27:18, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1650, decode.loss_mask: 0.4372, decode.loss_dice: 0.6557, decode.d0.loss_cls: 1.1437, decode.d0.loss_mask: 0.4723, decode.d0.loss_dice: 0.7252, decode.d1.loss_cls: 0.2444, decode.d1.loss_mask: 0.4495, decode.d1.loss_dice: 0.6902, decode.d2.loss_cls: 0.2080, decode.d2.loss_mask: 0.4414, decode.d2.loss_dice: 0.6707, decode.d3.loss_cls: 0.1853, decode.d3.loss_mask: 0.4390, decode.d3.loss_dice: 0.6609, decode.d4.loss_cls: 0.1769, decode.d4.loss_mask: 0.4384, decode.d4.loss_dice: 0.6586, decode.d5.loss_cls: 0.1734, decode.d5.loss_mask: 0.4386, decode.d5.loss_dice: 0.6614, decode.d6.loss_cls: 0.1680, decode.d6.loss_mask: 0.4389, decode.d6.loss_dice: 0.6529, decode.d7.loss_cls: 0.1682, decode.d7.loss_mask: 0.4357, decode.d7.loss_dice: 0.6558, decode.d8.loss_cls: 0.1653, decode.d8.loss_mask: 0.4364, decode.d8.loss_dice: 0.6536, loss: 13.9103, grad_norm: 65.1990 +2023-11-07 08:48:54,343 - mmseg - INFO - Iter [141400/160000] lr: 1.163e-05, eta: 2:26:55, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1695, decode.loss_mask: 0.4417, decode.loss_dice: 0.6892, decode.d0.loss_cls: 1.1825, decode.d0.loss_mask: 0.4757, decode.d0.loss_dice: 0.7560, decode.d1.loss_cls: 0.2550, decode.d1.loss_mask: 0.4529, decode.d1.loss_dice: 0.7189, decode.d2.loss_cls: 0.2135, decode.d2.loss_mask: 0.4484, decode.d2.loss_dice: 0.7095, decode.d3.loss_cls: 0.1970, decode.d3.loss_mask: 0.4457, decode.d3.loss_dice: 0.6957, decode.d4.loss_cls: 0.1846, decode.d4.loss_mask: 0.4433, decode.d4.loss_dice: 0.6940, decode.d5.loss_cls: 0.1790, decode.d5.loss_mask: 0.4421, decode.d5.loss_dice: 0.6914, decode.d6.loss_cls: 0.1753, decode.d6.loss_mask: 0.4421, decode.d6.loss_dice: 0.6868, decode.d7.loss_cls: 0.1715, decode.d7.loss_mask: 0.4420, decode.d7.loss_dice: 0.6861, decode.d8.loss_cls: 0.1731, decode.d8.loss_mask: 0.4416, decode.d8.loss_dice: 0.6899, loss: 14.3940, grad_norm: 63.9285 +2023-11-07 08:49:17,268 - mmseg - INFO - Iter [141450/160000] lr: 1.159e-05, eta: 2:26:31, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1603, decode.loss_mask: 0.4329, decode.loss_dice: 0.6753, decode.d0.loss_cls: 1.1626, decode.d0.loss_mask: 0.4700, decode.d0.loss_dice: 0.7414, decode.d1.loss_cls: 0.2460, decode.d1.loss_mask: 0.4481, decode.d1.loss_dice: 0.7210, decode.d2.loss_cls: 0.2103, decode.d2.loss_mask: 0.4401, decode.d2.loss_dice: 0.7001, decode.d3.loss_cls: 0.1878, decode.d3.loss_mask: 0.4370, decode.d3.loss_dice: 0.6860, decode.d4.loss_cls: 0.1776, decode.d4.loss_mask: 0.4354, decode.d4.loss_dice: 0.6831, decode.d5.loss_cls: 0.1736, decode.d5.loss_mask: 0.4350, decode.d5.loss_dice: 0.6804, decode.d6.loss_cls: 0.1674, decode.d6.loss_mask: 0.4345, decode.d6.loss_dice: 0.6768, decode.d7.loss_cls: 0.1658, decode.d7.loss_mask: 0.4346, decode.d7.loss_dice: 0.6778, decode.d8.loss_cls: 0.1634, decode.d8.loss_mask: 0.4345, decode.d8.loss_dice: 0.6788, loss: 14.1375, grad_norm: 62.5860 +2023-11-07 08:49:42,481 - mmseg - INFO - Iter [141500/160000] lr: 1.156e-05, eta: 2:26:07, time: 0.504, data_time: 0.060, memory: 39436, decode.loss_cls: 0.1683, decode.loss_mask: 0.4374, decode.loss_dice: 0.6442, decode.d0.loss_cls: 1.1321, decode.d0.loss_mask: 0.4726, decode.d0.loss_dice: 0.7164, decode.d1.loss_cls: 0.2477, decode.d1.loss_mask: 0.4528, decode.d1.loss_dice: 0.6791, decode.d2.loss_cls: 0.2024, decode.d2.loss_mask: 0.4435, decode.d2.loss_dice: 0.6666, decode.d3.loss_cls: 0.1894, decode.d3.loss_mask: 0.4395, decode.d3.loss_dice: 0.6537, decode.d4.loss_cls: 0.1804, decode.d4.loss_mask: 0.4392, decode.d4.loss_dice: 0.6511, decode.d5.loss_cls: 0.1741, decode.d5.loss_mask: 0.4383, decode.d5.loss_dice: 0.6539, decode.d6.loss_cls: 0.1744, decode.d6.loss_mask: 0.4378, decode.d6.loss_dice: 0.6466, decode.d7.loss_cls: 0.1707, decode.d7.loss_mask: 0.4362, decode.d7.loss_dice: 0.6446, decode.d8.loss_cls: 0.1707, decode.d8.loss_mask: 0.4373, decode.d8.loss_dice: 0.6512, loss: 13.8521, grad_norm: 65.1778 +2023-11-07 08:50:05,472 - mmseg - INFO - Iter [141550/160000] lr: 1.153e-05, eta: 2:25:44, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1735, decode.loss_mask: 0.4419, decode.loss_dice: 0.6720, decode.d0.loss_cls: 1.1352, decode.d0.loss_mask: 0.4737, decode.d0.loss_dice: 0.7338, decode.d1.loss_cls: 0.2537, decode.d1.loss_mask: 0.4578, decode.d1.loss_dice: 0.7067, decode.d2.loss_cls: 0.2125, decode.d2.loss_mask: 0.4478, decode.d2.loss_dice: 0.6902, decode.d3.loss_cls: 0.1993, decode.d3.loss_mask: 0.4452, decode.d3.loss_dice: 0.6754, decode.d4.loss_cls: 0.1871, decode.d4.loss_mask: 0.4433, decode.d4.loss_dice: 0.6731, decode.d5.loss_cls: 0.1780, decode.d5.loss_mask: 0.4431, decode.d5.loss_dice: 0.6755, decode.d6.loss_cls: 0.1760, decode.d6.loss_mask: 0.4431, decode.d6.loss_dice: 0.6692, decode.d7.loss_cls: 0.1783, decode.d7.loss_mask: 0.4426, decode.d7.loss_dice: 0.6687, decode.d8.loss_cls: 0.1758, decode.d8.loss_mask: 0.4423, decode.d8.loss_dice: 0.6708, loss: 14.1855, grad_norm: 62.3822 +2023-11-07 08:50:28,397 - mmseg - INFO - Iter [141600/160000] lr: 1.150e-05, eta: 2:25:20, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1602, decode.loss_mask: 0.4357, decode.loss_dice: 0.6430, decode.d0.loss_cls: 1.1394, decode.d0.loss_mask: 0.4736, decode.d0.loss_dice: 0.7125, decode.d1.loss_cls: 0.2456, decode.d1.loss_mask: 0.4512, decode.d1.loss_dice: 0.6779, decode.d2.loss_cls: 0.1991, decode.d2.loss_mask: 0.4425, decode.d2.loss_dice: 0.6636, decode.d3.loss_cls: 0.1872, decode.d3.loss_mask: 0.4380, decode.d3.loss_dice: 0.6492, decode.d4.loss_cls: 0.1751, decode.d4.loss_mask: 0.4372, decode.d4.loss_dice: 0.6500, decode.d5.loss_cls: 0.1684, decode.d5.loss_mask: 0.4371, decode.d5.loss_dice: 0.6490, decode.d6.loss_cls: 0.1655, decode.d6.loss_mask: 0.4374, decode.d6.loss_dice: 0.6472, decode.d7.loss_cls: 0.1656, decode.d7.loss_mask: 0.4365, decode.d7.loss_dice: 0.6418, decode.d8.loss_cls: 0.1595, decode.d8.loss_mask: 0.4361, decode.d8.loss_dice: 0.6481, loss: 13.7732, grad_norm: 67.5669 +2023-11-07 08:50:51,097 - mmseg - INFO - Iter [141650/160000] lr: 1.147e-05, eta: 2:24:56, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1815, decode.loss_mask: 0.4500, decode.loss_dice: 0.6581, decode.d0.loss_cls: 1.1662, decode.d0.loss_mask: 0.4850, decode.d0.loss_dice: 0.7286, decode.d1.loss_cls: 0.2662, decode.d1.loss_mask: 0.4640, decode.d1.loss_dice: 0.6924, decode.d2.loss_cls: 0.2231, decode.d2.loss_mask: 0.4563, decode.d2.loss_dice: 0.6752, decode.d3.loss_cls: 0.2035, decode.d3.loss_mask: 0.4525, decode.d3.loss_dice: 0.6617, decode.d4.loss_cls: 0.1956, decode.d4.loss_mask: 0.4517, decode.d4.loss_dice: 0.6620, decode.d5.loss_cls: 0.1916, decode.d5.loss_mask: 0.4507, decode.d5.loss_dice: 0.6578, decode.d6.loss_cls: 0.1845, decode.d6.loss_mask: 0.4505, decode.d6.loss_dice: 0.6594, decode.d7.loss_cls: 0.1857, decode.d7.loss_mask: 0.4502, decode.d7.loss_dice: 0.6579, decode.d8.loss_cls: 0.1844, decode.d8.loss_mask: 0.4490, decode.d8.loss_dice: 0.6567, loss: 14.2517, grad_norm: 67.7161 +2023-11-07 08:51:13,975 - mmseg - INFO - Iter [141700/160000] lr: 1.144e-05, eta: 2:24:32, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1629, decode.loss_mask: 0.4374, decode.loss_dice: 0.6562, decode.d0.loss_cls: 1.1397, decode.d0.loss_mask: 0.4716, decode.d0.loss_dice: 0.7197, decode.d1.loss_cls: 0.2389, decode.d1.loss_mask: 0.4550, decode.d1.loss_dice: 0.6896, decode.d2.loss_cls: 0.2077, decode.d2.loss_mask: 0.4481, decode.d2.loss_dice: 0.6750, decode.d3.loss_cls: 0.1859, decode.d3.loss_mask: 0.4446, decode.d3.loss_dice: 0.6648, decode.d4.loss_cls: 0.1757, decode.d4.loss_mask: 0.4423, decode.d4.loss_dice: 0.6637, decode.d5.loss_cls: 0.1731, decode.d5.loss_mask: 0.4410, decode.d5.loss_dice: 0.6604, decode.d6.loss_cls: 0.1685, decode.d6.loss_mask: 0.4396, decode.d6.loss_dice: 0.6551, decode.d7.loss_cls: 0.1644, decode.d7.loss_mask: 0.4385, decode.d7.loss_dice: 0.6575, decode.d8.loss_cls: 0.1650, decode.d8.loss_mask: 0.4382, decode.d8.loss_dice: 0.6590, loss: 13.9390, grad_norm: 58.7696 +2023-11-07 08:51:36,930 - mmseg - INFO - Iter [141750/160000] lr: 1.141e-05, eta: 2:24:08, time: 0.459, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1552, decode.loss_mask: 0.4354, decode.loss_dice: 0.6439, decode.d0.loss_cls: 1.1490, decode.d0.loss_mask: 0.4682, decode.d0.loss_dice: 0.7170, decode.d1.loss_cls: 0.2502, decode.d1.loss_mask: 0.4476, decode.d1.loss_dice: 0.6846, decode.d2.loss_cls: 0.2034, decode.d2.loss_mask: 0.4397, decode.d2.loss_dice: 0.6641, decode.d3.loss_cls: 0.1867, decode.d3.loss_mask: 0.4367, decode.d3.loss_dice: 0.6490, decode.d4.loss_cls: 0.1745, decode.d4.loss_mask: 0.4363, decode.d4.loss_dice: 0.6497, decode.d5.loss_cls: 0.1649, decode.d5.loss_mask: 0.4364, decode.d5.loss_dice: 0.6511, decode.d6.loss_cls: 0.1641, decode.d6.loss_mask: 0.4351, decode.d6.loss_dice: 0.6473, decode.d7.loss_cls: 0.1584, decode.d7.loss_mask: 0.4351, decode.d7.loss_dice: 0.6473, decode.d8.loss_cls: 0.1564, decode.d8.loss_mask: 0.4347, decode.d8.loss_dice: 0.6503, loss: 13.7721, grad_norm: 60.8730 +2023-11-07 08:51:59,911 - mmseg - INFO - Iter [141800/160000] lr: 1.138e-05, eta: 2:23:45, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1700, decode.loss_mask: 0.4526, decode.loss_dice: 0.6639, decode.d0.loss_cls: 1.1689, decode.d0.loss_mask: 0.4864, decode.d0.loss_dice: 0.7384, decode.d1.loss_cls: 0.2558, decode.d1.loss_mask: 0.4676, decode.d1.loss_dice: 0.7077, decode.d2.loss_cls: 0.2171, decode.d2.loss_mask: 0.4614, decode.d2.loss_dice: 0.6892, decode.d3.loss_cls: 0.1965, decode.d3.loss_mask: 0.4545, decode.d3.loss_dice: 0.6773, decode.d4.loss_cls: 0.1890, decode.d4.loss_mask: 0.4541, decode.d4.loss_dice: 0.6736, decode.d5.loss_cls: 0.1822, decode.d5.loss_mask: 0.4543, decode.d5.loss_dice: 0.6722, decode.d6.loss_cls: 0.1772, decode.d6.loss_mask: 0.4529, decode.d6.loss_dice: 0.6694, decode.d7.loss_cls: 0.1733, decode.d7.loss_mask: 0.4529, decode.d7.loss_dice: 0.6690, decode.d8.loss_cls: 0.1717, decode.d8.loss_mask: 0.4519, decode.d8.loss_dice: 0.6707, loss: 14.3219, grad_norm: 65.4729 +2023-11-07 08:52:22,714 - mmseg - INFO - Iter [141850/160000] lr: 1.134e-05, eta: 2:23:21, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1666, decode.loss_mask: 0.4323, decode.loss_dice: 0.6718, decode.d0.loss_cls: 1.1492, decode.d0.loss_mask: 0.4648, decode.d0.loss_dice: 0.7435, decode.d1.loss_cls: 0.2540, decode.d1.loss_mask: 0.4455, decode.d1.loss_dice: 0.7049, decode.d2.loss_cls: 0.2086, decode.d2.loss_mask: 0.4376, decode.d2.loss_dice: 0.6895, decode.d3.loss_cls: 0.1920, decode.d3.loss_mask: 0.4332, decode.d3.loss_dice: 0.6763, decode.d4.loss_cls: 0.1822, decode.d4.loss_mask: 0.4326, decode.d4.loss_dice: 0.6725, decode.d5.loss_cls: 0.1749, decode.d5.loss_mask: 0.4338, decode.d5.loss_dice: 0.6750, decode.d6.loss_cls: 0.1747, decode.d6.loss_mask: 0.4321, decode.d6.loss_dice: 0.6712, decode.d7.loss_cls: 0.1725, decode.d7.loss_mask: 0.4320, decode.d7.loss_dice: 0.6700, decode.d8.loss_cls: 0.1695, decode.d8.loss_mask: 0.4310, decode.d8.loss_dice: 0.6740, loss: 14.0679, grad_norm: 67.0559 +2023-11-07 08:52:45,403 - mmseg - INFO - Iter [141900/160000] lr: 1.131e-05, eta: 2:22:57, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1603, decode.loss_mask: 0.4526, decode.loss_dice: 0.6625, decode.d0.loss_cls: 1.1516, decode.d0.loss_mask: 0.4842, decode.d0.loss_dice: 0.7270, decode.d1.loss_cls: 0.2386, decode.d1.loss_mask: 0.4655, decode.d1.loss_dice: 0.6952, decode.d2.loss_cls: 0.2023, decode.d2.loss_mask: 0.4566, decode.d2.loss_dice: 0.6761, decode.d3.loss_cls: 0.1859, decode.d3.loss_mask: 0.4539, decode.d3.loss_dice: 0.6668, decode.d4.loss_cls: 0.1752, decode.d4.loss_mask: 0.4534, decode.d4.loss_dice: 0.6620, decode.d5.loss_cls: 0.1700, decode.d5.loss_mask: 0.4542, decode.d5.loss_dice: 0.6601, decode.d6.loss_cls: 0.1654, decode.d6.loss_mask: 0.4542, decode.d6.loss_dice: 0.6603, decode.d7.loss_cls: 0.1630, decode.d7.loss_mask: 0.4522, decode.d7.loss_dice: 0.6564, decode.d8.loss_cls: 0.1633, decode.d8.loss_mask: 0.4522, decode.d8.loss_dice: 0.6598, loss: 14.0808, grad_norm: 67.0783 +2023-11-07 08:53:08,431 - mmseg - INFO - Iter [141950/160000] lr: 1.128e-05, eta: 2:22:33, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1527, decode.loss_mask: 0.4455, decode.loss_dice: 0.6608, decode.d0.loss_cls: 1.1486, decode.d0.loss_mask: 0.4767, decode.d0.loss_dice: 0.7177, decode.d1.loss_cls: 0.2341, decode.d1.loss_mask: 0.4584, decode.d1.loss_dice: 0.6926, decode.d2.loss_cls: 0.2003, decode.d2.loss_mask: 0.4517, decode.d2.loss_dice: 0.6732, decode.d3.loss_cls: 0.1843, decode.d3.loss_mask: 0.4438, decode.d3.loss_dice: 0.6615, decode.d4.loss_cls: 0.1730, decode.d4.loss_mask: 0.4426, decode.d4.loss_dice: 0.6606, decode.d5.loss_cls: 0.1704, decode.d5.loss_mask: 0.4426, decode.d5.loss_dice: 0.6592, decode.d6.loss_cls: 0.1652, decode.d6.loss_mask: 0.4427, decode.d6.loss_dice: 0.6583, decode.d7.loss_cls: 0.1628, decode.d7.loss_mask: 0.4416, decode.d7.loss_dice: 0.6566, decode.d8.loss_cls: 0.1553, decode.d8.loss_mask: 0.4452, decode.d8.loss_dice: 0.6608, loss: 13.9388, grad_norm: 73.0071 +2023-11-07 08:53:31,420 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 08:53:31,420 - mmseg - INFO - Iter [142000/160000] lr: 1.125e-05, eta: 2:22:09, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1558, decode.loss_mask: 0.4255, decode.loss_dice: 0.6541, decode.d0.loss_cls: 1.1439, decode.d0.loss_mask: 0.4639, decode.d0.loss_dice: 0.7231, decode.d1.loss_cls: 0.2354, decode.d1.loss_mask: 0.4425, decode.d1.loss_dice: 0.6848, decode.d2.loss_cls: 0.1965, decode.d2.loss_mask: 0.4344, decode.d2.loss_dice: 0.6697, decode.d3.loss_cls: 0.1792, decode.d3.loss_mask: 0.4294, decode.d3.loss_dice: 0.6570, decode.d4.loss_cls: 0.1709, decode.d4.loss_mask: 0.4277, decode.d4.loss_dice: 0.6596, decode.d5.loss_cls: 0.1637, decode.d5.loss_mask: 0.4271, decode.d5.loss_dice: 0.6573, decode.d6.loss_cls: 0.1646, decode.d6.loss_mask: 0.4274, decode.d6.loss_dice: 0.6508, decode.d7.loss_cls: 0.1575, decode.d7.loss_mask: 0.4278, decode.d7.loss_dice: 0.6538, decode.d8.loss_cls: 0.1562, decode.d8.loss_mask: 0.4268, decode.d8.loss_dice: 0.6544, loss: 13.7208, grad_norm: 62.8481 +2023-11-07 08:53:54,193 - mmseg - INFO - Iter [142050/160000] lr: 1.122e-05, eta: 2:21:46, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1702, decode.loss_mask: 0.4391, decode.loss_dice: 0.6582, decode.d0.loss_cls: 1.1276, decode.d0.loss_mask: 0.4777, decode.d0.loss_dice: 0.7276, decode.d1.loss_cls: 0.2445, decode.d1.loss_mask: 0.4554, decode.d1.loss_dice: 0.6973, decode.d2.loss_cls: 0.2075, decode.d2.loss_mask: 0.4465, decode.d2.loss_dice: 0.6750, decode.d3.loss_cls: 0.1945, decode.d3.loss_mask: 0.4429, decode.d3.loss_dice: 0.6645, decode.d4.loss_cls: 0.1822, decode.d4.loss_mask: 0.4439, decode.d4.loss_dice: 0.6638, decode.d5.loss_cls: 0.1777, decode.d5.loss_mask: 0.4419, decode.d5.loss_dice: 0.6615, decode.d6.loss_cls: 0.1761, decode.d6.loss_mask: 0.4422, decode.d6.loss_dice: 0.6618, decode.d7.loss_cls: 0.1696, decode.d7.loss_mask: 0.4413, decode.d7.loss_dice: 0.6599, decode.d8.loss_cls: 0.1652, decode.d8.loss_mask: 0.4409, decode.d8.loss_dice: 0.6582, loss: 14.0145, grad_norm: 60.5879 +2023-11-07 08:54:17,124 - mmseg - INFO - Iter [142100/160000] lr: 1.119e-05, eta: 2:21:22, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1687, decode.loss_mask: 0.4390, decode.loss_dice: 0.6602, decode.d0.loss_cls: 1.1462, decode.d0.loss_mask: 0.4750, decode.d0.loss_dice: 0.7322, decode.d1.loss_cls: 0.2566, decode.d1.loss_mask: 0.4583, decode.d1.loss_dice: 0.6997, decode.d2.loss_cls: 0.2129, decode.d2.loss_mask: 0.4470, decode.d2.loss_dice: 0.6832, decode.d3.loss_cls: 0.1912, decode.d3.loss_mask: 0.4412, decode.d3.loss_dice: 0.6671, decode.d4.loss_cls: 0.1837, decode.d4.loss_mask: 0.4409, decode.d4.loss_dice: 0.6646, decode.d5.loss_cls: 0.1724, decode.d5.loss_mask: 0.4407, decode.d5.loss_dice: 0.6618, decode.d6.loss_cls: 0.1727, decode.d6.loss_mask: 0.4401, decode.d6.loss_dice: 0.6603, decode.d7.loss_cls: 0.1711, decode.d7.loss_mask: 0.4399, decode.d7.loss_dice: 0.6601, decode.d8.loss_cls: 0.1683, decode.d8.loss_mask: 0.4393, decode.d8.loss_dice: 0.6610, loss: 14.0557, grad_norm: 68.6869 +2023-11-07 08:54:40,012 - mmseg - INFO - Iter [142150/160000] lr: 1.116e-05, eta: 2:20:58, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1704, decode.loss_mask: 0.4440, decode.loss_dice: 0.6699, decode.d0.loss_cls: 1.2000, decode.d0.loss_mask: 0.4880, decode.d0.loss_dice: 0.7452, decode.d1.loss_cls: 0.2612, decode.d1.loss_mask: 0.4605, decode.d1.loss_dice: 0.7125, decode.d2.loss_cls: 0.2202, decode.d2.loss_mask: 0.4498, decode.d2.loss_dice: 0.6907, decode.d3.loss_cls: 0.1971, decode.d3.loss_mask: 0.4474, decode.d3.loss_dice: 0.6779, decode.d4.loss_cls: 0.1884, decode.d4.loss_mask: 0.4461, decode.d4.loss_dice: 0.6768, decode.d5.loss_cls: 0.1802, decode.d5.loss_mask: 0.4444, decode.d5.loss_dice: 0.6777, decode.d6.loss_cls: 0.1795, decode.d6.loss_mask: 0.4429, decode.d6.loss_dice: 0.6711, decode.d7.loss_cls: 0.1764, decode.d7.loss_mask: 0.4437, decode.d7.loss_dice: 0.6728, decode.d8.loss_cls: 0.1742, decode.d8.loss_mask: 0.4431, decode.d8.loss_dice: 0.6693, loss: 14.3214, grad_norm: 70.6302 +2023-11-07 08:55:02,930 - mmseg - INFO - Iter [142200/160000] lr: 1.113e-05, eta: 2:20:34, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1664, decode.loss_mask: 0.4421, decode.loss_dice: 0.6563, decode.d0.loss_cls: 1.1651, decode.d0.loss_mask: 0.4813, decode.d0.loss_dice: 0.7222, decode.d1.loss_cls: 0.2572, decode.d1.loss_mask: 0.4563, decode.d1.loss_dice: 0.6929, decode.d2.loss_cls: 0.2110, decode.d2.loss_mask: 0.4500, decode.d2.loss_dice: 0.6740, decode.d3.loss_cls: 0.1991, decode.d3.loss_mask: 0.4445, decode.d3.loss_dice: 0.6586, decode.d4.loss_cls: 0.1834, decode.d4.loss_mask: 0.4439, decode.d4.loss_dice: 0.6593, decode.d5.loss_cls: 0.1779, decode.d5.loss_mask: 0.4429, decode.d5.loss_dice: 0.6620, decode.d6.loss_cls: 0.1806, decode.d6.loss_mask: 0.4416, decode.d6.loss_dice: 0.6566, decode.d7.loss_cls: 0.1768, decode.d7.loss_mask: 0.4405, decode.d7.loss_dice: 0.6545, decode.d8.loss_cls: 0.1710, decode.d8.loss_mask: 0.4421, decode.d8.loss_dice: 0.6568, loss: 14.0668, grad_norm: 62.5590 +2023-11-07 08:55:25,881 - mmseg - INFO - Iter [142250/160000] lr: 1.109e-05, eta: 2:20:10, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1626, decode.loss_mask: 0.4561, decode.loss_dice: 0.6908, decode.d0.loss_cls: 1.1678, decode.d0.loss_mask: 0.4960, decode.d0.loss_dice: 0.7562, decode.d1.loss_cls: 0.2516, decode.d1.loss_mask: 0.4701, decode.d1.loss_dice: 0.7263, decode.d2.loss_cls: 0.2039, decode.d2.loss_mask: 0.4632, decode.d2.loss_dice: 0.7080, decode.d3.loss_cls: 0.1914, decode.d3.loss_mask: 0.4604, decode.d3.loss_dice: 0.6926, decode.d4.loss_cls: 0.1771, decode.d4.loss_mask: 0.4603, decode.d4.loss_dice: 0.6930, decode.d5.loss_cls: 0.1707, decode.d5.loss_mask: 0.4593, decode.d5.loss_dice: 0.6905, decode.d6.loss_cls: 0.1687, decode.d6.loss_mask: 0.4574, decode.d6.loss_dice: 0.6882, decode.d7.loss_cls: 0.1660, decode.d7.loss_mask: 0.4570, decode.d7.loss_dice: 0.6871, decode.d8.loss_cls: 0.1597, decode.d8.loss_mask: 0.4568, decode.d8.loss_dice: 0.6904, loss: 14.4792, grad_norm: 64.8389 +2023-11-07 08:55:48,702 - mmseg - INFO - Iter [142300/160000] lr: 1.106e-05, eta: 2:19:47, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1710, decode.loss_mask: 0.4168, decode.loss_dice: 0.6532, decode.d0.loss_cls: 1.1615, decode.d0.loss_mask: 0.4567, decode.d0.loss_dice: 0.7197, decode.d1.loss_cls: 0.2523, decode.d1.loss_mask: 0.4345, decode.d1.loss_dice: 0.6871, decode.d2.loss_cls: 0.2162, decode.d2.loss_mask: 0.4268, decode.d2.loss_dice: 0.6694, decode.d3.loss_cls: 0.1983, decode.d3.loss_mask: 0.4201, decode.d3.loss_dice: 0.6597, decode.d4.loss_cls: 0.1913, decode.d4.loss_mask: 0.4209, decode.d4.loss_dice: 0.6585, decode.d5.loss_cls: 0.1830, decode.d5.loss_mask: 0.4197, decode.d5.loss_dice: 0.6528, decode.d6.loss_cls: 0.1779, decode.d6.loss_mask: 0.4190, decode.d6.loss_dice: 0.6507, decode.d7.loss_cls: 0.1730, decode.d7.loss_mask: 0.4183, decode.d7.loss_dice: 0.6503, decode.d8.loss_cls: 0.1721, decode.d8.loss_mask: 0.4171, decode.d8.loss_dice: 0.6520, loss: 13.7999, grad_norm: 65.6279 +2023-11-07 08:56:11,501 - mmseg - INFO - Iter [142350/160000] lr: 1.103e-05, eta: 2:19:23, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1756, decode.loss_mask: 0.4570, decode.loss_dice: 0.6682, decode.d0.loss_cls: 1.1508, decode.d0.loss_mask: 0.4953, decode.d0.loss_dice: 0.7326, decode.d1.loss_cls: 0.2595, decode.d1.loss_mask: 0.4760, decode.d1.loss_dice: 0.7123, decode.d2.loss_cls: 0.2182, decode.d2.loss_mask: 0.4650, decode.d2.loss_dice: 0.6839, decode.d3.loss_cls: 0.2007, decode.d3.loss_mask: 0.4606, decode.d3.loss_dice: 0.6746, decode.d4.loss_cls: 0.1891, decode.d4.loss_mask: 0.4584, decode.d4.loss_dice: 0.6748, decode.d5.loss_cls: 0.1855, decode.d5.loss_mask: 0.4599, decode.d5.loss_dice: 0.6728, decode.d6.loss_cls: 0.1825, decode.d6.loss_mask: 0.4575, decode.d6.loss_dice: 0.6717, decode.d7.loss_cls: 0.1714, decode.d7.loss_mask: 0.4588, decode.d7.loss_dice: 0.6675, decode.d8.loss_cls: 0.1782, decode.d8.loss_mask: 0.4562, decode.d8.loss_dice: 0.6689, loss: 14.3833, grad_norm: 67.2993 +2023-11-07 08:56:34,659 - mmseg - INFO - Iter [142400/160000] lr: 1.100e-05, eta: 2:18:59, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1657, decode.loss_mask: 0.4325, decode.loss_dice: 0.6521, decode.d0.loss_cls: 1.1426, decode.d0.loss_mask: 0.4687, decode.d0.loss_dice: 0.7256, decode.d1.loss_cls: 0.2401, decode.d1.loss_mask: 0.4462, decode.d1.loss_dice: 0.6840, decode.d2.loss_cls: 0.2021, decode.d2.loss_mask: 0.4401, decode.d2.loss_dice: 0.6702, decode.d3.loss_cls: 0.1871, decode.d3.loss_mask: 0.4352, decode.d3.loss_dice: 0.6590, decode.d4.loss_cls: 0.1754, decode.d4.loss_mask: 0.4334, decode.d4.loss_dice: 0.6558, decode.d5.loss_cls: 0.1710, decode.d5.loss_mask: 0.4337, decode.d5.loss_dice: 0.6534, decode.d6.loss_cls: 0.1714, decode.d6.loss_mask: 0.4330, decode.d6.loss_dice: 0.6531, decode.d7.loss_cls: 0.1695, decode.d7.loss_mask: 0.4336, decode.d7.loss_dice: 0.6499, decode.d8.loss_cls: 0.1638, decode.d8.loss_mask: 0.4326, decode.d8.loss_dice: 0.6531, loss: 13.8338, grad_norm: 58.8097 +2023-11-07 08:56:57,600 - mmseg - INFO - Iter [142450/160000] lr: 1.097e-05, eta: 2:18:35, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1843, decode.loss_mask: 0.4332, decode.loss_dice: 0.6652, decode.d0.loss_cls: 1.1730, decode.d0.loss_mask: 0.4729, decode.d0.loss_dice: 0.7491, decode.d1.loss_cls: 0.2693, decode.d1.loss_mask: 0.4501, decode.d1.loss_dice: 0.7108, decode.d2.loss_cls: 0.2249, decode.d2.loss_mask: 0.4427, decode.d2.loss_dice: 0.6885, decode.d3.loss_cls: 0.2033, decode.d3.loss_mask: 0.4360, decode.d3.loss_dice: 0.6737, decode.d4.loss_cls: 0.1981, decode.d4.loss_mask: 0.4352, decode.d4.loss_dice: 0.6707, decode.d5.loss_cls: 0.1929, decode.d5.loss_mask: 0.4336, decode.d5.loss_dice: 0.6688, decode.d6.loss_cls: 0.1870, decode.d6.loss_mask: 0.4345, decode.d6.loss_dice: 0.6690, decode.d7.loss_cls: 0.1834, decode.d7.loss_mask: 0.4341, decode.d7.loss_dice: 0.6644, decode.d8.loss_cls: 0.1823, decode.d8.loss_mask: 0.4345, decode.d8.loss_dice: 0.6648, loss: 14.2302, grad_norm: 67.0864 +2023-11-07 08:57:20,510 - mmseg - INFO - Iter [142500/160000] lr: 1.094e-05, eta: 2:18:11, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1725, decode.loss_mask: 0.4521, decode.loss_dice: 0.6899, decode.d0.loss_cls: 1.2010, decode.d0.loss_mask: 0.4904, decode.d0.loss_dice: 0.7634, decode.d1.loss_cls: 0.2617, decode.d1.loss_mask: 0.4699, decode.d1.loss_dice: 0.7309, decode.d2.loss_cls: 0.2178, decode.d2.loss_mask: 0.4620, decode.d2.loss_dice: 0.7066, decode.d3.loss_cls: 0.2024, decode.d3.loss_mask: 0.4562, decode.d3.loss_dice: 0.6902, decode.d4.loss_cls: 0.1933, decode.d4.loss_mask: 0.4540, decode.d4.loss_dice: 0.6875, decode.d5.loss_cls: 0.1845, decode.d5.loss_mask: 0.4537, decode.d5.loss_dice: 0.6928, decode.d6.loss_cls: 0.1787, decode.d6.loss_mask: 0.4537, decode.d6.loss_dice: 0.6848, decode.d7.loss_cls: 0.1763, decode.d7.loss_mask: 0.4526, decode.d7.loss_dice: 0.6896, decode.d8.loss_cls: 0.1729, decode.d8.loss_mask: 0.4524, decode.d8.loss_dice: 0.6884, loss: 14.5821, grad_norm: 67.3920 +2023-11-07 08:57:43,653 - mmseg - INFO - Iter [142550/160000] lr: 1.091e-05, eta: 2:17:48, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1680, decode.loss_mask: 0.4206, decode.loss_dice: 0.6584, decode.d0.loss_cls: 1.1435, decode.d0.loss_mask: 0.4585, decode.d0.loss_dice: 0.7283, decode.d1.loss_cls: 0.2431, decode.d1.loss_mask: 0.4353, decode.d1.loss_dice: 0.6942, decode.d2.loss_cls: 0.2118, decode.d2.loss_mask: 0.4285, decode.d2.loss_dice: 0.6740, decode.d3.loss_cls: 0.1878, decode.d3.loss_mask: 0.4240, decode.d3.loss_dice: 0.6627, decode.d4.loss_cls: 0.1819, decode.d4.loss_mask: 0.4239, decode.d4.loss_dice: 0.6607, decode.d5.loss_cls: 0.1793, decode.d5.loss_mask: 0.4218, decode.d5.loss_dice: 0.6615, decode.d6.loss_cls: 0.1741, decode.d6.loss_mask: 0.4234, decode.d6.loss_dice: 0.6591, decode.d7.loss_cls: 0.1713, decode.d7.loss_mask: 0.4221, decode.d7.loss_dice: 0.6614, decode.d8.loss_cls: 0.1739, decode.d8.loss_mask: 0.4202, decode.d8.loss_dice: 0.6587, loss: 13.8321, grad_norm: 65.4043 +2023-11-07 08:58:06,775 - mmseg - INFO - Iter [142600/160000] lr: 1.088e-05, eta: 2:17:24, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1684, decode.loss_mask: 0.4383, decode.loss_dice: 0.6671, decode.d0.loss_cls: 1.1581, decode.d0.loss_mask: 0.4747, decode.d0.loss_dice: 0.7342, decode.d1.loss_cls: 0.2600, decode.d1.loss_mask: 0.4543, decode.d1.loss_dice: 0.7091, decode.d2.loss_cls: 0.2129, decode.d2.loss_mask: 0.4455, decode.d2.loss_dice: 0.6860, decode.d3.loss_cls: 0.1930, decode.d3.loss_mask: 0.4426, decode.d3.loss_dice: 0.6751, decode.d4.loss_cls: 0.1844, decode.d4.loss_mask: 0.4411, decode.d4.loss_dice: 0.6760, decode.d5.loss_cls: 0.1779, decode.d5.loss_mask: 0.4388, decode.d5.loss_dice: 0.6715, decode.d6.loss_cls: 0.1719, decode.d6.loss_mask: 0.4386, decode.d6.loss_dice: 0.6698, decode.d7.loss_cls: 0.1713, decode.d7.loss_mask: 0.4381, decode.d7.loss_dice: 0.6682, decode.d8.loss_cls: 0.1686, decode.d8.loss_mask: 0.4389, decode.d8.loss_dice: 0.6711, loss: 14.1454, grad_norm: 61.9213 +2023-11-07 08:58:29,477 - mmseg - INFO - Iter [142650/160000] lr: 1.084e-05, eta: 2:17:00, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1734, decode.loss_mask: 0.4224, decode.loss_dice: 0.6608, decode.d0.loss_cls: 1.1544, decode.d0.loss_mask: 0.4598, decode.d0.loss_dice: 0.7317, decode.d1.loss_cls: 0.2582, decode.d1.loss_mask: 0.4388, decode.d1.loss_dice: 0.6990, decode.d2.loss_cls: 0.2198, decode.d2.loss_mask: 0.4306, decode.d2.loss_dice: 0.6771, decode.d3.loss_cls: 0.2063, decode.d3.loss_mask: 0.4240, decode.d3.loss_dice: 0.6627, decode.d4.loss_cls: 0.1925, decode.d4.loss_mask: 0.4239, decode.d4.loss_dice: 0.6629, decode.d5.loss_cls: 0.1898, decode.d5.loss_mask: 0.4240, decode.d5.loss_dice: 0.6672, decode.d6.loss_cls: 0.1838, decode.d6.loss_mask: 0.4234, decode.d6.loss_dice: 0.6593, decode.d7.loss_cls: 0.1778, decode.d7.loss_mask: 0.4230, decode.d7.loss_dice: 0.6639, decode.d8.loss_cls: 0.1764, decode.d8.loss_mask: 0.4224, decode.d8.loss_dice: 0.6576, loss: 13.9667, grad_norm: 57.5519 +2023-11-07 08:58:52,356 - mmseg - INFO - Iter [142700/160000] lr: 1.081e-05, eta: 2:16:36, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1735, decode.loss_mask: 0.4418, decode.loss_dice: 0.6645, decode.d0.loss_cls: 1.1439, decode.d0.loss_mask: 0.4796, decode.d0.loss_dice: 0.7362, decode.d1.loss_cls: 0.2452, decode.d1.loss_mask: 0.4598, decode.d1.loss_dice: 0.7028, decode.d2.loss_cls: 0.2172, decode.d2.loss_mask: 0.4478, decode.d2.loss_dice: 0.6836, decode.d3.loss_cls: 0.2012, decode.d3.loss_mask: 0.4441, decode.d3.loss_dice: 0.6671, decode.d4.loss_cls: 0.1926, decode.d4.loss_mask: 0.4441, decode.d4.loss_dice: 0.6650, decode.d5.loss_cls: 0.1842, decode.d5.loss_mask: 0.4446, decode.d5.loss_dice: 0.6690, decode.d6.loss_cls: 0.1823, decode.d6.loss_mask: 0.4425, decode.d6.loss_dice: 0.6636, decode.d7.loss_cls: 0.1775, decode.d7.loss_mask: 0.4434, decode.d7.loss_dice: 0.6634, decode.d8.loss_cls: 0.1720, decode.d8.loss_mask: 0.4418, decode.d8.loss_dice: 0.6632, loss: 14.1575, grad_norm: 69.6287 +2023-11-07 08:59:17,423 - mmseg - INFO - Iter [142750/160000] lr: 1.078e-05, eta: 2:16:13, time: 0.501, data_time: 0.056, memory: 39436, decode.loss_cls: 0.1705, decode.loss_mask: 0.4594, decode.loss_dice: 0.6765, decode.d0.loss_cls: 1.1318, decode.d0.loss_mask: 0.4959, decode.d0.loss_dice: 0.7444, decode.d1.loss_cls: 0.2505, decode.d1.loss_mask: 0.4756, decode.d1.loss_dice: 0.7097, decode.d2.loss_cls: 0.2112, decode.d2.loss_mask: 0.4647, decode.d2.loss_dice: 0.6965, decode.d3.loss_cls: 0.1959, decode.d3.loss_mask: 0.4639, decode.d3.loss_dice: 0.6814, decode.d4.loss_cls: 0.1856, decode.d4.loss_mask: 0.4609, decode.d4.loss_dice: 0.6783, decode.d5.loss_cls: 0.1799, decode.d5.loss_mask: 0.4607, decode.d5.loss_dice: 0.6745, decode.d6.loss_cls: 0.1787, decode.d6.loss_mask: 0.4610, decode.d6.loss_dice: 0.6751, decode.d7.loss_cls: 0.1753, decode.d7.loss_mask: 0.4603, decode.d7.loss_dice: 0.6753, decode.d8.loss_cls: 0.1699, decode.d8.loss_mask: 0.4593, decode.d8.loss_dice: 0.6777, loss: 14.4005, grad_norm: 61.1286 +2023-11-07 08:59:40,578 - mmseg - INFO - Iter [142800/160000] lr: 1.075e-05, eta: 2:15:49, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1729, decode.loss_mask: 0.4222, decode.loss_dice: 0.6602, decode.d0.loss_cls: 1.1574, decode.d0.loss_mask: 0.4566, decode.d0.loss_dice: 0.7239, decode.d1.loss_cls: 0.2421, decode.d1.loss_mask: 0.4366, decode.d1.loss_dice: 0.6902, decode.d2.loss_cls: 0.2145, decode.d2.loss_mask: 0.4306, decode.d2.loss_dice: 0.6759, decode.d3.loss_cls: 0.2024, decode.d3.loss_mask: 0.4252, decode.d3.loss_dice: 0.6620, decode.d4.loss_cls: 0.1860, decode.d4.loss_mask: 0.4246, decode.d4.loss_dice: 0.6628, decode.d5.loss_cls: 0.1814, decode.d5.loss_mask: 0.4246, decode.d5.loss_dice: 0.6616, decode.d6.loss_cls: 0.1757, decode.d6.loss_mask: 0.4234, decode.d6.loss_dice: 0.6618, decode.d7.loss_cls: 0.1753, decode.d7.loss_mask: 0.4223, decode.d7.loss_dice: 0.6597, decode.d8.loss_cls: 0.1742, decode.d8.loss_mask: 0.4218, decode.d8.loss_dice: 0.6616, loss: 13.8895, grad_norm: 63.1976 +2023-11-07 09:00:03,652 - mmseg - INFO - Iter [142850/160000] lr: 1.072e-05, eta: 2:15:25, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1729, decode.loss_mask: 0.4358, decode.loss_dice: 0.6537, decode.d0.loss_cls: 1.1496, decode.d0.loss_mask: 0.4756, decode.d0.loss_dice: 0.7252, decode.d1.loss_cls: 0.2535, decode.d1.loss_mask: 0.4550, decode.d1.loss_dice: 0.6957, decode.d2.loss_cls: 0.2172, decode.d2.loss_mask: 0.4426, decode.d2.loss_dice: 0.6755, decode.d3.loss_cls: 0.1899, decode.d3.loss_mask: 0.4381, decode.d3.loss_dice: 0.6602, decode.d4.loss_cls: 0.1839, decode.d4.loss_mask: 0.4388, decode.d4.loss_dice: 0.6576, decode.d5.loss_cls: 0.1802, decode.d5.loss_mask: 0.4373, decode.d5.loss_dice: 0.6572, decode.d6.loss_cls: 0.1749, decode.d6.loss_mask: 0.4366, decode.d6.loss_dice: 0.6563, decode.d7.loss_cls: 0.1725, decode.d7.loss_mask: 0.4360, decode.d7.loss_dice: 0.6550, decode.d8.loss_cls: 0.1694, decode.d8.loss_mask: 0.4360, decode.d8.loss_dice: 0.6539, loss: 13.9860, grad_norm: 65.6886 +2023-11-07 09:00:27,020 - mmseg - INFO - Iter [142900/160000] lr: 1.069e-05, eta: 2:15:02, time: 0.467, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1645, decode.loss_mask: 0.4369, decode.loss_dice: 0.6514, decode.d0.loss_cls: 1.1396, decode.d0.loss_mask: 0.4720, decode.d0.loss_dice: 0.7181, decode.d1.loss_cls: 0.2467, decode.d1.loss_mask: 0.4520, decode.d1.loss_dice: 0.6889, decode.d2.loss_cls: 0.2051, decode.d2.loss_mask: 0.4429, decode.d2.loss_dice: 0.6705, decode.d3.loss_cls: 0.1910, decode.d3.loss_mask: 0.4375, decode.d3.loss_dice: 0.6542, decode.d4.loss_cls: 0.1782, decode.d4.loss_mask: 0.4373, decode.d4.loss_dice: 0.6555, decode.d5.loss_cls: 0.1748, decode.d5.loss_mask: 0.4375, decode.d5.loss_dice: 0.6526, decode.d6.loss_cls: 0.1697, decode.d6.loss_mask: 0.4357, decode.d6.loss_dice: 0.6501, decode.d7.loss_cls: 0.1643, decode.d7.loss_mask: 0.4349, decode.d7.loss_dice: 0.6524, decode.d8.loss_cls: 0.1635, decode.d8.loss_mask: 0.4361, decode.d8.loss_dice: 0.6531, loss: 13.8668, grad_norm: 69.2734 +2023-11-07 09:00:50,052 - mmseg - INFO - Iter [142950/160000] lr: 1.066e-05, eta: 2:14:38, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1698, decode.loss_mask: 0.4260, decode.loss_dice: 0.6440, decode.d0.loss_cls: 1.1543, decode.d0.loss_mask: 0.4625, decode.d0.loss_dice: 0.7153, decode.d1.loss_cls: 0.2496, decode.d1.loss_mask: 0.4402, decode.d1.loss_dice: 0.6861, decode.d2.loss_cls: 0.2090, decode.d2.loss_mask: 0.4332, decode.d2.loss_dice: 0.6663, decode.d3.loss_cls: 0.1991, decode.d3.loss_mask: 0.4276, decode.d3.loss_dice: 0.6455, decode.d4.loss_cls: 0.1870, decode.d4.loss_mask: 0.4275, decode.d4.loss_dice: 0.6470, decode.d5.loss_cls: 0.1773, decode.d5.loss_mask: 0.4280, decode.d5.loss_dice: 0.6486, decode.d6.loss_cls: 0.1774, decode.d6.loss_mask: 0.4270, decode.d6.loss_dice: 0.6453, decode.d7.loss_cls: 0.1779, decode.d7.loss_mask: 0.4241, decode.d7.loss_dice: 0.6433, decode.d8.loss_cls: 0.1691, decode.d8.loss_mask: 0.4256, decode.d8.loss_dice: 0.6485, loss: 13.7819, grad_norm: 63.5906 +2023-11-07 09:01:13,072 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 09:01:13,072 - mmseg - INFO - Iter [143000/160000] lr: 1.063e-05, eta: 2:14:14, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1654, decode.loss_mask: 0.4283, decode.loss_dice: 0.6597, decode.d0.loss_cls: 1.1764, decode.d0.loss_mask: 0.4621, decode.d0.loss_dice: 0.7302, decode.d1.loss_cls: 0.2447, decode.d1.loss_mask: 0.4420, decode.d1.loss_dice: 0.6962, decode.d2.loss_cls: 0.2055, decode.d2.loss_mask: 0.4333, decode.d2.loss_dice: 0.6828, decode.d3.loss_cls: 0.1898, decode.d3.loss_mask: 0.4310, decode.d3.loss_dice: 0.6699, decode.d4.loss_cls: 0.1809, decode.d4.loss_mask: 0.4296, decode.d4.loss_dice: 0.6682, decode.d5.loss_cls: 0.1779, decode.d5.loss_mask: 0.4301, decode.d5.loss_dice: 0.6645, decode.d6.loss_cls: 0.1727, decode.d6.loss_mask: 0.4291, decode.d6.loss_dice: 0.6608, decode.d7.loss_cls: 0.1698, decode.d7.loss_mask: 0.4290, decode.d7.loss_dice: 0.6575, decode.d8.loss_cls: 0.1676, decode.d8.loss_mask: 0.4280, decode.d8.loss_dice: 0.6588, loss: 13.9418, grad_norm: 56.9693 +2023-11-07 09:01:35,884 - mmseg - INFO - Iter [143050/160000] lr: 1.059e-05, eta: 2:13:50, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1575, decode.loss_mask: 0.4337, decode.loss_dice: 0.6500, decode.d0.loss_cls: 1.1397, decode.d0.loss_mask: 0.4706, decode.d0.loss_dice: 0.7134, decode.d1.loss_cls: 0.2353, decode.d1.loss_mask: 0.4484, decode.d1.loss_dice: 0.6828, decode.d2.loss_cls: 0.1992, decode.d2.loss_mask: 0.4409, decode.d2.loss_dice: 0.6634, decode.d3.loss_cls: 0.1808, decode.d3.loss_mask: 0.4377, decode.d3.loss_dice: 0.6514, decode.d4.loss_cls: 0.1648, decode.d4.loss_mask: 0.4388, decode.d4.loss_dice: 0.6549, decode.d5.loss_cls: 0.1629, decode.d5.loss_mask: 0.4369, decode.d5.loss_dice: 0.6518, decode.d6.loss_cls: 0.1631, decode.d6.loss_mask: 0.4346, decode.d6.loss_dice: 0.6482, decode.d7.loss_cls: 0.1622, decode.d7.loss_mask: 0.4339, decode.d7.loss_dice: 0.6479, decode.d8.loss_cls: 0.1568, decode.d8.loss_mask: 0.4340, decode.d8.loss_dice: 0.6499, loss: 13.7456, grad_norm: 66.8939 +2023-11-07 09:01:58,650 - mmseg - INFO - Iter [143100/160000] lr: 1.056e-05, eta: 2:13:26, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1546, decode.loss_mask: 0.4507, decode.loss_dice: 0.6531, decode.d0.loss_cls: 1.1205, decode.d0.loss_mask: 0.4887, decode.d0.loss_dice: 0.7293, decode.d1.loss_cls: 0.2476, decode.d1.loss_mask: 0.4698, decode.d1.loss_dice: 0.6894, decode.d2.loss_cls: 0.2031, decode.d2.loss_mask: 0.4618, decode.d2.loss_dice: 0.6700, decode.d3.loss_cls: 0.1824, decode.d3.loss_mask: 0.4565, decode.d3.loss_dice: 0.6582, decode.d4.loss_cls: 0.1711, decode.d4.loss_mask: 0.4545, decode.d4.loss_dice: 0.6575, decode.d5.loss_cls: 0.1676, decode.d5.loss_mask: 0.4552, decode.d5.loss_dice: 0.6547, decode.d6.loss_cls: 0.1633, decode.d6.loss_mask: 0.4544, decode.d6.loss_dice: 0.6542, decode.d7.loss_cls: 0.1570, decode.d7.loss_mask: 0.4523, decode.d7.loss_dice: 0.6526, decode.d8.loss_cls: 0.1533, decode.d8.loss_mask: 0.4513, decode.d8.loss_dice: 0.6507, loss: 13.9854, grad_norm: 66.0259 +2023-11-07 09:02:21,412 - mmseg - INFO - Iter [143150/160000] lr: 1.053e-05, eta: 2:13:03, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1744, decode.loss_mask: 0.4610, decode.loss_dice: 0.6799, decode.d0.loss_cls: 1.1337, decode.d0.loss_mask: 0.5029, decode.d0.loss_dice: 0.7557, decode.d1.loss_cls: 0.2498, decode.d1.loss_mask: 0.4762, decode.d1.loss_dice: 0.7113, decode.d2.loss_cls: 0.2125, decode.d2.loss_mask: 0.4714, decode.d2.loss_dice: 0.7023, decode.d3.loss_cls: 0.1998, decode.d3.loss_mask: 0.4660, decode.d3.loss_dice: 0.6860, decode.d4.loss_cls: 0.1875, decode.d4.loss_mask: 0.4640, decode.d4.loss_dice: 0.6887, decode.d5.loss_cls: 0.1840, decode.d5.loss_mask: 0.4638, decode.d5.loss_dice: 0.6827, decode.d6.loss_cls: 0.1780, decode.d6.loss_mask: 0.4622, decode.d6.loss_dice: 0.6802, decode.d7.loss_cls: 0.1794, decode.d7.loss_mask: 0.4609, decode.d7.loss_dice: 0.6804, decode.d8.loss_cls: 0.1766, decode.d8.loss_mask: 0.4607, decode.d8.loss_dice: 0.6793, loss: 14.5110, grad_norm: 72.5162 +2023-11-07 09:02:44,442 - mmseg - INFO - Iter [143200/160000] lr: 1.050e-05, eta: 2:12:39, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1731, decode.loss_mask: 0.4341, decode.loss_dice: 0.6753, decode.d0.loss_cls: 1.1521, decode.d0.loss_mask: 0.4737, decode.d0.loss_dice: 0.7559, decode.d1.loss_cls: 0.2566, decode.d1.loss_mask: 0.4566, decode.d1.loss_dice: 0.7163, decode.d2.loss_cls: 0.2181, decode.d2.loss_mask: 0.4417, decode.d2.loss_dice: 0.7001, decode.d3.loss_cls: 0.1992, decode.d3.loss_mask: 0.4385, decode.d3.loss_dice: 0.6852, decode.d4.loss_cls: 0.1884, decode.d4.loss_mask: 0.4373, decode.d4.loss_dice: 0.6864, decode.d5.loss_cls: 0.1832, decode.d5.loss_mask: 0.4369, decode.d5.loss_dice: 0.6825, decode.d6.loss_cls: 0.1819, decode.d6.loss_mask: 0.4360, decode.d6.loss_dice: 0.6826, decode.d7.loss_cls: 0.1799, decode.d7.loss_mask: 0.4352, decode.d7.loss_dice: 0.6767, decode.d8.loss_cls: 0.1760, decode.d8.loss_mask: 0.4352, decode.d8.loss_dice: 0.6824, loss: 14.2771, grad_norm: 61.3355 +2023-11-07 09:03:07,485 - mmseg - INFO - Iter [143250/160000] lr: 1.047e-05, eta: 2:12:15, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1621, decode.loss_mask: 0.4277, decode.loss_dice: 0.6424, decode.d0.loss_cls: 1.1509, decode.d0.loss_mask: 0.4660, decode.d0.loss_dice: 0.7148, decode.d1.loss_cls: 0.2438, decode.d1.loss_mask: 0.4436, decode.d1.loss_dice: 0.6775, decode.d2.loss_cls: 0.2055, decode.d2.loss_mask: 0.4366, decode.d2.loss_dice: 0.6595, decode.d3.loss_cls: 0.1824, decode.d3.loss_mask: 0.4314, decode.d3.loss_dice: 0.6433, decode.d4.loss_cls: 0.1738, decode.d4.loss_mask: 0.4304, decode.d4.loss_dice: 0.6474, decode.d5.loss_cls: 0.1685, decode.d5.loss_mask: 0.4288, decode.d5.loss_dice: 0.6486, decode.d6.loss_cls: 0.1665, decode.d6.loss_mask: 0.4294, decode.d6.loss_dice: 0.6452, decode.d7.loss_cls: 0.1631, decode.d7.loss_mask: 0.4274, decode.d7.loss_dice: 0.6425, decode.d8.loss_cls: 0.1625, decode.d8.loss_mask: 0.4280, decode.d8.loss_dice: 0.6426, loss: 13.6922, grad_norm: 63.0736 +2023-11-07 09:03:30,463 - mmseg - INFO - Iter [143300/160000] lr: 1.044e-05, eta: 2:11:51, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1643, decode.loss_mask: 0.4276, decode.loss_dice: 0.6686, decode.d0.loss_cls: 1.1255, decode.d0.loss_mask: 0.4610, decode.d0.loss_dice: 0.7241, decode.d1.loss_cls: 0.2336, decode.d1.loss_mask: 0.4454, decode.d1.loss_dice: 0.6999, decode.d2.loss_cls: 0.1953, decode.d2.loss_mask: 0.4357, decode.d2.loss_dice: 0.6823, decode.d3.loss_cls: 0.1864, decode.d3.loss_mask: 0.4315, decode.d3.loss_dice: 0.6714, decode.d4.loss_cls: 0.1739, decode.d4.loss_mask: 0.4304, decode.d4.loss_dice: 0.6740, decode.d5.loss_cls: 0.1715, decode.d5.loss_mask: 0.4297, decode.d5.loss_dice: 0.6715, decode.d6.loss_cls: 0.1686, decode.d6.loss_mask: 0.4291, decode.d6.loss_dice: 0.6697, decode.d7.loss_cls: 0.1663, decode.d7.loss_mask: 0.4281, decode.d7.loss_dice: 0.6657, decode.d8.loss_cls: 0.1647, decode.d8.loss_mask: 0.4288, decode.d8.loss_dice: 0.6683, loss: 13.8931, grad_norm: 61.5263 +2023-11-07 09:03:53,522 - mmseg - INFO - Iter [143350/160000] lr: 1.041e-05, eta: 2:11:28, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1651, decode.loss_mask: 0.4364, decode.loss_dice: 0.6782, decode.d0.loss_cls: 1.1462, decode.d0.loss_mask: 0.4777, decode.d0.loss_dice: 0.7511, decode.d1.loss_cls: 0.2516, decode.d1.loss_mask: 0.4500, decode.d1.loss_dice: 0.7159, decode.d2.loss_cls: 0.2146, decode.d2.loss_mask: 0.4462, decode.d2.loss_dice: 0.6954, decode.d3.loss_cls: 0.1874, decode.d3.loss_mask: 0.4424, decode.d3.loss_dice: 0.6915, decode.d4.loss_cls: 0.1761, decode.d4.loss_mask: 0.4412, decode.d4.loss_dice: 0.6849, decode.d5.loss_cls: 0.1740, decode.d5.loss_mask: 0.4396, decode.d5.loss_dice: 0.6846, decode.d6.loss_cls: 0.1692, decode.d6.loss_mask: 0.4368, decode.d6.loss_dice: 0.6842, decode.d7.loss_cls: 0.1640, decode.d7.loss_mask: 0.4367, decode.d7.loss_dice: 0.6824, decode.d8.loss_cls: 0.1659, decode.d8.loss_mask: 0.4363, decode.d8.loss_dice: 0.6816, loss: 14.2073, grad_norm: 64.9078 +2023-11-07 09:04:16,458 - mmseg - INFO - Iter [143400/160000] lr: 1.038e-05, eta: 2:11:04, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1624, decode.loss_mask: 0.4245, decode.loss_dice: 0.6508, decode.d0.loss_cls: 1.1622, decode.d0.loss_mask: 0.4606, decode.d0.loss_dice: 0.7189, decode.d1.loss_cls: 0.2441, decode.d1.loss_mask: 0.4395, decode.d1.loss_dice: 0.6891, decode.d2.loss_cls: 0.2044, decode.d2.loss_mask: 0.4331, decode.d2.loss_dice: 0.6715, decode.d3.loss_cls: 0.1812, decode.d3.loss_mask: 0.4288, decode.d3.loss_dice: 0.6617, decode.d4.loss_cls: 0.1754, decode.d4.loss_mask: 0.4283, decode.d4.loss_dice: 0.6591, decode.d5.loss_cls: 0.1726, decode.d5.loss_mask: 0.4270, decode.d5.loss_dice: 0.6600, decode.d6.loss_cls: 0.1681, decode.d6.loss_mask: 0.4259, decode.d6.loss_dice: 0.6516, decode.d7.loss_cls: 0.1616, decode.d7.loss_mask: 0.4245, decode.d7.loss_dice: 0.6584, decode.d8.loss_cls: 0.1646, decode.d8.loss_mask: 0.4236, decode.d8.loss_dice: 0.6520, loss: 13.7856, grad_norm: 64.9470 +2023-11-07 09:04:39,248 - mmseg - INFO - Iter [143450/160000] lr: 1.034e-05, eta: 2:10:40, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1641, decode.loss_mask: 0.4444, decode.loss_dice: 0.6601, decode.d0.loss_cls: 1.1447, decode.d0.loss_mask: 0.4842, decode.d0.loss_dice: 0.7322, decode.d1.loss_cls: 0.2493, decode.d1.loss_mask: 0.4593, decode.d1.loss_dice: 0.7003, decode.d2.loss_cls: 0.2059, decode.d2.loss_mask: 0.4516, decode.d2.loss_dice: 0.6795, decode.d3.loss_cls: 0.1909, decode.d3.loss_mask: 0.4482, decode.d3.loss_dice: 0.6594, decode.d4.loss_cls: 0.1821, decode.d4.loss_mask: 0.4470, decode.d4.loss_dice: 0.6614, decode.d5.loss_cls: 0.1729, decode.d5.loss_mask: 0.4459, decode.d5.loss_dice: 0.6628, decode.d6.loss_cls: 0.1729, decode.d6.loss_mask: 0.4455, decode.d6.loss_dice: 0.6626, decode.d7.loss_cls: 0.1674, decode.d7.loss_mask: 0.4456, decode.d7.loss_dice: 0.6582, decode.d8.loss_cls: 0.1680, decode.d8.loss_mask: 0.4433, decode.d8.loss_dice: 0.6573, loss: 14.0672, grad_norm: 64.1672 +2023-11-07 09:05:01,980 - mmseg - INFO - Iter [143500/160000] lr: 1.031e-05, eta: 2:10:16, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1606, decode.loss_mask: 0.4409, decode.loss_dice: 0.6684, decode.d0.loss_cls: 1.1489, decode.d0.loss_mask: 0.4773, decode.d0.loss_dice: 0.7385, decode.d1.loss_cls: 0.2447, decode.d1.loss_mask: 0.4535, decode.d1.loss_dice: 0.7062, decode.d2.loss_cls: 0.2024, decode.d2.loss_mask: 0.4472, decode.d2.loss_dice: 0.6903, decode.d3.loss_cls: 0.1848, decode.d3.loss_mask: 0.4437, decode.d3.loss_dice: 0.6758, decode.d4.loss_cls: 0.1730, decode.d4.loss_mask: 0.4444, decode.d4.loss_dice: 0.6767, decode.d5.loss_cls: 0.1739, decode.d5.loss_mask: 0.4439, decode.d5.loss_dice: 0.6762, decode.d6.loss_cls: 0.1684, decode.d6.loss_mask: 0.4436, decode.d6.loss_dice: 0.6705, decode.d7.loss_cls: 0.1666, decode.d7.loss_mask: 0.4418, decode.d7.loss_dice: 0.6754, decode.d8.loss_cls: 0.1625, decode.d8.loss_mask: 0.4414, decode.d8.loss_dice: 0.6721, loss: 14.1137, grad_norm: 65.0009 +2023-11-07 09:05:24,755 - mmseg - INFO - Iter [143550/160000] lr: 1.028e-05, eta: 2:09:52, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1563, decode.loss_mask: 0.4228, decode.loss_dice: 0.6339, decode.d0.loss_cls: 1.1445, decode.d0.loss_mask: 0.4635, decode.d0.loss_dice: 0.7174, decode.d1.loss_cls: 0.2362, decode.d1.loss_mask: 0.4394, decode.d1.loss_dice: 0.6830, decode.d2.loss_cls: 0.1994, decode.d2.loss_mask: 0.4301, decode.d2.loss_dice: 0.6603, decode.d3.loss_cls: 0.1751, decode.d3.loss_mask: 0.4277, decode.d3.loss_dice: 0.6476, decode.d4.loss_cls: 0.1705, decode.d4.loss_mask: 0.4267, decode.d4.loss_dice: 0.6431, decode.d5.loss_cls: 0.1703, decode.d5.loss_mask: 0.4251, decode.d5.loss_dice: 0.6455, decode.d6.loss_cls: 0.1637, decode.d6.loss_mask: 0.4255, decode.d6.loss_dice: 0.6354, decode.d7.loss_cls: 0.1592, decode.d7.loss_mask: 0.4232, decode.d7.loss_dice: 0.6389, decode.d8.loss_cls: 0.1556, decode.d8.loss_mask: 0.4227, decode.d8.loss_dice: 0.6342, loss: 13.5770, grad_norm: 58.8918 +2023-11-07 09:05:47,813 - mmseg - INFO - Iter [143600/160000] lr: 1.025e-05, eta: 2:09:29, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1773, decode.loss_mask: 0.4262, decode.loss_dice: 0.6528, decode.d0.loss_cls: 1.1721, decode.d0.loss_mask: 0.4608, decode.d0.loss_dice: 0.7237, decode.d1.loss_cls: 0.2541, decode.d1.loss_mask: 0.4416, decode.d1.loss_dice: 0.6858, decode.d2.loss_cls: 0.2207, decode.d2.loss_mask: 0.4319, decode.d2.loss_dice: 0.6668, decode.d3.loss_cls: 0.1970, decode.d3.loss_mask: 0.4281, decode.d3.loss_dice: 0.6543, decode.d4.loss_cls: 0.1901, decode.d4.loss_mask: 0.4264, decode.d4.loss_dice: 0.6509, decode.d5.loss_cls: 0.1840, decode.d5.loss_mask: 0.4258, decode.d5.loss_dice: 0.6526, decode.d6.loss_cls: 0.1822, decode.d6.loss_mask: 0.4265, decode.d6.loss_dice: 0.6493, decode.d7.loss_cls: 0.1781, decode.d7.loss_mask: 0.4269, decode.d7.loss_dice: 0.6503, decode.d8.loss_cls: 0.1787, decode.d8.loss_mask: 0.4261, decode.d8.loss_dice: 0.6495, loss: 13.8904, grad_norm: 71.3290 +2023-11-07 09:06:10,933 - mmseg - INFO - Iter [143650/160000] lr: 1.022e-05, eta: 2:09:05, time: 0.462, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1708, decode.loss_mask: 0.4493, decode.loss_dice: 0.6607, decode.d0.loss_cls: 1.1395, decode.d0.loss_mask: 0.4932, decode.d0.loss_dice: 0.7272, decode.d1.loss_cls: 0.2499, decode.d1.loss_mask: 0.4610, decode.d1.loss_dice: 0.7019, decode.d2.loss_cls: 0.2128, decode.d2.loss_mask: 0.4561, decode.d2.loss_dice: 0.6794, decode.d3.loss_cls: 0.1941, decode.d3.loss_mask: 0.4510, decode.d3.loss_dice: 0.6642, decode.d4.loss_cls: 0.1805, decode.d4.loss_mask: 0.4502, decode.d4.loss_dice: 0.6618, decode.d5.loss_cls: 0.1798, decode.d5.loss_mask: 0.4496, decode.d5.loss_dice: 0.6629, decode.d6.loss_cls: 0.1781, decode.d6.loss_mask: 0.4481, decode.d6.loss_dice: 0.6612, decode.d7.loss_cls: 0.1730, decode.d7.loss_mask: 0.4467, decode.d7.loss_dice: 0.6582, decode.d8.loss_cls: 0.1721, decode.d8.loss_mask: 0.4481, decode.d8.loss_dice: 0.6605, loss: 14.1416, grad_norm: 64.3502 +2023-11-07 09:06:33,833 - mmseg - INFO - Iter [143700/160000] lr: 1.019e-05, eta: 2:08:41, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1678, decode.loss_mask: 0.4278, decode.loss_dice: 0.6596, decode.d0.loss_cls: 1.1646, decode.d0.loss_mask: 0.4655, decode.d0.loss_dice: 0.7299, decode.d1.loss_cls: 0.2463, decode.d1.loss_mask: 0.4438, decode.d1.loss_dice: 0.6934, decode.d2.loss_cls: 0.2102, decode.d2.loss_mask: 0.4361, decode.d2.loss_dice: 0.6802, decode.d3.loss_cls: 0.1893, decode.d3.loss_mask: 0.4321, decode.d3.loss_dice: 0.6654, decode.d4.loss_cls: 0.1831, decode.d4.loss_mask: 0.4307, decode.d4.loss_dice: 0.6665, decode.d5.loss_cls: 0.1744, decode.d5.loss_mask: 0.4305, decode.d5.loss_dice: 0.6626, decode.d6.loss_cls: 0.1741, decode.d6.loss_mask: 0.4285, decode.d6.loss_dice: 0.6605, decode.d7.loss_cls: 0.1656, decode.d7.loss_mask: 0.4284, decode.d7.loss_dice: 0.6603, decode.d8.loss_cls: 0.1703, decode.d8.loss_mask: 0.4276, decode.d8.loss_dice: 0.6603, loss: 13.9353, grad_norm: 69.7090 +2023-11-07 09:06:56,904 - mmseg - INFO - Iter [143750/160000] lr: 1.016e-05, eta: 2:08:17, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1585, decode.loss_mask: 0.4254, decode.loss_dice: 0.6593, decode.d0.loss_cls: 1.1544, decode.d0.loss_mask: 0.4592, decode.d0.loss_dice: 0.7304, decode.d1.loss_cls: 0.2416, decode.d1.loss_mask: 0.4388, decode.d1.loss_dice: 0.6948, decode.d2.loss_cls: 0.2030, decode.d2.loss_mask: 0.4307, decode.d2.loss_dice: 0.6779, decode.d3.loss_cls: 0.1813, decode.d3.loss_mask: 0.4279, decode.d3.loss_dice: 0.6653, decode.d4.loss_cls: 0.1735, decode.d4.loss_mask: 0.4277, decode.d4.loss_dice: 0.6681, decode.d5.loss_cls: 0.1693, decode.d5.loss_mask: 0.4269, decode.d5.loss_dice: 0.6663, decode.d6.loss_cls: 0.1626, decode.d6.loss_mask: 0.4266, decode.d6.loss_dice: 0.6622, decode.d7.loss_cls: 0.1624, decode.d7.loss_mask: 0.4254, decode.d7.loss_dice: 0.6580, decode.d8.loss_cls: 0.1599, decode.d8.loss_mask: 0.4258, decode.d8.loss_dice: 0.6631, loss: 13.8262, grad_norm: 58.7226 +2023-11-07 09:07:19,795 - mmseg - INFO - Iter [143800/160000] lr: 1.013e-05, eta: 2:07:54, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1586, decode.loss_mask: 0.4604, decode.loss_dice: 0.6607, decode.d0.loss_cls: 1.1196, decode.d0.loss_mask: 0.4959, decode.d0.loss_dice: 0.7310, decode.d1.loss_cls: 0.2284, decode.d1.loss_mask: 0.4786, decode.d1.loss_dice: 0.7028, decode.d2.loss_cls: 0.1937, decode.d2.loss_mask: 0.4674, decode.d2.loss_dice: 0.6793, decode.d3.loss_cls: 0.1798, decode.d3.loss_mask: 0.4626, decode.d3.loss_dice: 0.6683, decode.d4.loss_cls: 0.1730, decode.d4.loss_mask: 0.4620, decode.d4.loss_dice: 0.6621, decode.d5.loss_cls: 0.1657, decode.d5.loss_mask: 0.4619, decode.d5.loss_dice: 0.6645, decode.d6.loss_cls: 0.1618, decode.d6.loss_mask: 0.4600, decode.d6.loss_dice: 0.6604, decode.d7.loss_cls: 0.1603, decode.d7.loss_mask: 0.4609, decode.d7.loss_dice: 0.6640, decode.d8.loss_cls: 0.1592, decode.d8.loss_mask: 0.4596, decode.d8.loss_dice: 0.6615, loss: 14.1240, grad_norm: 77.2729 +2023-11-07 09:07:42,782 - mmseg - INFO - Iter [143850/160000] lr: 1.009e-05, eta: 2:07:30, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1834, decode.loss_mask: 0.4494, decode.loss_dice: 0.6667, decode.d0.loss_cls: 1.1562, decode.d0.loss_mask: 0.4880, decode.d0.loss_dice: 0.7455, decode.d1.loss_cls: 0.2539, decode.d1.loss_mask: 0.4642, decode.d1.loss_dice: 0.7042, decode.d2.loss_cls: 0.2237, decode.d2.loss_mask: 0.4558, decode.d2.loss_dice: 0.6878, decode.d3.loss_cls: 0.2041, decode.d3.loss_mask: 0.4505, decode.d3.loss_dice: 0.6740, decode.d4.loss_cls: 0.1975, decode.d4.loss_mask: 0.4503, decode.d4.loss_dice: 0.6742, decode.d5.loss_cls: 0.1914, decode.d5.loss_mask: 0.4498, decode.d5.loss_dice: 0.6723, decode.d6.loss_cls: 0.1870, decode.d6.loss_mask: 0.4510, decode.d6.loss_dice: 0.6700, decode.d7.loss_cls: 0.1842, decode.d7.loss_mask: 0.4493, decode.d7.loss_dice: 0.6686, decode.d8.loss_cls: 0.1856, decode.d8.loss_mask: 0.4490, decode.d8.loss_dice: 0.6666, loss: 14.3543, grad_norm: 64.6362 +2023-11-07 09:08:05,595 - mmseg - INFO - Iter [143900/160000] lr: 1.006e-05, eta: 2:07:06, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1738, decode.loss_mask: 0.4258, decode.loss_dice: 0.6542, decode.d0.loss_cls: 1.1658, decode.d0.loss_mask: 0.4636, decode.d0.loss_dice: 0.7189, decode.d1.loss_cls: 0.2590, decode.d1.loss_mask: 0.4376, decode.d1.loss_dice: 0.6889, decode.d2.loss_cls: 0.2251, decode.d2.loss_mask: 0.4308, decode.d2.loss_dice: 0.6705, decode.d3.loss_cls: 0.2004, decode.d3.loss_mask: 0.4299, decode.d3.loss_dice: 0.6594, decode.d4.loss_cls: 0.1898, decode.d4.loss_mask: 0.4285, decode.d4.loss_dice: 0.6586, decode.d5.loss_cls: 0.1879, decode.d5.loss_mask: 0.4276, decode.d5.loss_dice: 0.6601, decode.d6.loss_cls: 0.1815, decode.d6.loss_mask: 0.4258, decode.d6.loss_dice: 0.6514, decode.d7.loss_cls: 0.1802, decode.d7.loss_mask: 0.4264, decode.d7.loss_dice: 0.6515, decode.d8.loss_cls: 0.1744, decode.d8.loss_mask: 0.4258, decode.d8.loss_dice: 0.6552, loss: 13.9283, grad_norm: 62.6840 +2023-11-07 09:08:28,494 - mmseg - INFO - Iter [143950/160000] lr: 1.003e-05, eta: 2:06:42, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1572, decode.loss_mask: 0.4541, decode.loss_dice: 0.6590, decode.d0.loss_cls: 1.1379, decode.d0.loss_mask: 0.4921, decode.d0.loss_dice: 0.7231, decode.d1.loss_cls: 0.2474, decode.d1.loss_mask: 0.4662, decode.d1.loss_dice: 0.6920, decode.d2.loss_cls: 0.2003, decode.d2.loss_mask: 0.4603, decode.d2.loss_dice: 0.6744, decode.d3.loss_cls: 0.1835, decode.d3.loss_mask: 0.4579, decode.d3.loss_dice: 0.6646, decode.d4.loss_cls: 0.1696, decode.d4.loss_mask: 0.4581, decode.d4.loss_dice: 0.6653, decode.d5.loss_cls: 0.1668, decode.d5.loss_mask: 0.4563, decode.d5.loss_dice: 0.6617, decode.d6.loss_cls: 0.1608, decode.d6.loss_mask: 0.4558, decode.d6.loss_dice: 0.6602, decode.d7.loss_cls: 0.1576, decode.d7.loss_mask: 0.4550, decode.d7.loss_dice: 0.6617, decode.d8.loss_cls: 0.1562, decode.d8.loss_mask: 0.4550, decode.d8.loss_dice: 0.6649, loss: 14.0750, grad_norm: 66.0219 +2023-11-07 09:08:53,887 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 09:08:53,887 - mmseg - INFO - Iter [144000/160000] lr: 1.000e-05, eta: 2:06:19, time: 0.508, data_time: 0.057, memory: 39436, decode.loss_cls: 0.1839, decode.loss_mask: 0.4403, decode.loss_dice: 0.6856, decode.d0.loss_cls: 1.1604, decode.d0.loss_mask: 0.4795, decode.d0.loss_dice: 0.7558, decode.d1.loss_cls: 0.2778, decode.d1.loss_mask: 0.4571, decode.d1.loss_dice: 0.7202, decode.d2.loss_cls: 0.2246, decode.d2.loss_mask: 0.4472, decode.d2.loss_dice: 0.7062, decode.d3.loss_cls: 0.2099, decode.d3.loss_mask: 0.4442, decode.d3.loss_dice: 0.6914, decode.d4.loss_cls: 0.1987, decode.d4.loss_mask: 0.4438, decode.d4.loss_dice: 0.6881, decode.d5.loss_cls: 0.1951, decode.d5.loss_mask: 0.4421, decode.d5.loss_dice: 0.6903, decode.d6.loss_cls: 0.1896, decode.d6.loss_mask: 0.4424, decode.d6.loss_dice: 0.6834, decode.d7.loss_cls: 0.1822, decode.d7.loss_mask: 0.4426, decode.d7.loss_dice: 0.6892, decode.d8.loss_cls: 0.1872, decode.d8.loss_mask: 0.4400, decode.d8.loss_dice: 0.6849, loss: 14.4837, grad_norm: 63.1831 +2023-11-07 09:09:16,928 - mmseg - INFO - Iter [144050/160000] lr: 9.969e-06, eta: 2:05:55, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1643, decode.loss_mask: 0.4398, decode.loss_dice: 0.6472, decode.d0.loss_cls: 1.1523, decode.d0.loss_mask: 0.4728, decode.d0.loss_dice: 0.7214, decode.d1.loss_cls: 0.2417, decode.d1.loss_mask: 0.4575, decode.d1.loss_dice: 0.6904, decode.d2.loss_cls: 0.2054, decode.d2.loss_mask: 0.4486, decode.d2.loss_dice: 0.6705, decode.d3.loss_cls: 0.1885, decode.d3.loss_mask: 0.4448, decode.d3.loss_dice: 0.6569, decode.d4.loss_cls: 0.1809, decode.d4.loss_mask: 0.4438, decode.d4.loss_dice: 0.6558, decode.d5.loss_cls: 0.1722, decode.d5.loss_mask: 0.4420, decode.d5.loss_dice: 0.6499, decode.d6.loss_cls: 0.1695, decode.d6.loss_mask: 0.4423, decode.d6.loss_dice: 0.6521, decode.d7.loss_cls: 0.1631, decode.d7.loss_mask: 0.4410, decode.d7.loss_dice: 0.6511, decode.d8.loss_cls: 0.1627, decode.d8.loss_mask: 0.4404, decode.d8.loss_dice: 0.6462, loss: 13.9152, grad_norm: 64.6096 +2023-11-07 09:09:40,148 - mmseg - INFO - Iter [144100/160000] lr: 9.938e-06, eta: 2:05:31, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1734, decode.loss_mask: 0.4554, decode.loss_dice: 0.6820, decode.d0.loss_cls: 1.1979, decode.d0.loss_mask: 0.4970, decode.d0.loss_dice: 0.7562, decode.d1.loss_cls: 0.2615, decode.d1.loss_mask: 0.4732, decode.d1.loss_dice: 0.7226, decode.d2.loss_cls: 0.2202, decode.d2.loss_mask: 0.4630, decode.d2.loss_dice: 0.7000, decode.d3.loss_cls: 0.1946, decode.d3.loss_mask: 0.4612, decode.d3.loss_dice: 0.6859, decode.d4.loss_cls: 0.1848, decode.d4.loss_mask: 0.4602, decode.d4.loss_dice: 0.6861, decode.d5.loss_cls: 0.1791, decode.d5.loss_mask: 0.4588, decode.d5.loss_dice: 0.6862, decode.d6.loss_cls: 0.1784, decode.d6.loss_mask: 0.4561, decode.d6.loss_dice: 0.6812, decode.d7.loss_cls: 0.1764, decode.d7.loss_mask: 0.4568, decode.d7.loss_dice: 0.6813, decode.d8.loss_cls: 0.1693, decode.d8.loss_mask: 0.4564, decode.d8.loss_dice: 0.6854, loss: 14.5404, grad_norm: 63.7605 +2023-11-07 09:10:04,578 - mmseg - INFO - Iter [144150/160000] lr: 9.907e-06, eta: 2:05:08, time: 0.489, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1636, decode.loss_mask: 0.4366, decode.loss_dice: 0.6571, decode.d0.loss_cls: 1.1414, decode.d0.loss_mask: 0.4703, decode.d0.loss_dice: 0.7215, decode.d1.loss_cls: 0.2441, decode.d1.loss_mask: 0.4480, decode.d1.loss_dice: 0.6908, decode.d2.loss_cls: 0.2055, decode.d2.loss_mask: 0.4410, decode.d2.loss_dice: 0.6712, decode.d3.loss_cls: 0.1922, decode.d3.loss_mask: 0.4373, decode.d3.loss_dice: 0.6618, decode.d4.loss_cls: 0.1809, decode.d4.loss_mask: 0.4350, decode.d4.loss_dice: 0.6596, decode.d5.loss_cls: 0.1772, decode.d5.loss_mask: 0.4348, decode.d5.loss_dice: 0.6634, decode.d6.loss_cls: 0.1719, decode.d6.loss_mask: 0.4370, decode.d6.loss_dice: 0.6577, decode.d7.loss_cls: 0.1691, decode.d7.loss_mask: 0.4366, decode.d7.loss_dice: 0.6568, decode.d8.loss_cls: 0.1631, decode.d8.loss_mask: 0.4361, decode.d8.loss_dice: 0.6566, loss: 13.9182, grad_norm: 60.7899 +2023-11-07 09:10:27,322 - mmseg - INFO - Iter [144200/160000] lr: 9.876e-06, eta: 2:04:44, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1712, decode.loss_mask: 0.4375, decode.loss_dice: 0.6512, decode.d0.loss_cls: 1.1374, decode.d0.loss_mask: 0.4747, decode.d0.loss_dice: 0.7189, decode.d1.loss_cls: 0.2570, decode.d1.loss_mask: 0.4509, decode.d1.loss_dice: 0.6915, decode.d2.loss_cls: 0.2147, decode.d2.loss_mask: 0.4440, decode.d2.loss_dice: 0.6692, decode.d3.loss_cls: 0.1954, decode.d3.loss_mask: 0.4395, decode.d3.loss_dice: 0.6581, decode.d4.loss_cls: 0.1850, decode.d4.loss_mask: 0.4385, decode.d4.loss_dice: 0.6567, decode.d5.loss_cls: 0.1792, decode.d5.loss_mask: 0.4377, decode.d5.loss_dice: 0.6563, decode.d6.loss_cls: 0.1780, decode.d6.loss_mask: 0.4373, decode.d6.loss_dice: 0.6553, decode.d7.loss_cls: 0.1792, decode.d7.loss_mask: 0.4347, decode.d7.loss_dice: 0.6501, decode.d8.loss_cls: 0.1736, decode.d8.loss_mask: 0.4372, decode.d8.loss_dice: 0.6541, loss: 13.9641, grad_norm: 67.9224 +2023-11-07 09:10:50,077 - mmseg - INFO - Iter [144250/160000] lr: 9.844e-06, eta: 2:04:20, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1684, decode.loss_mask: 0.4494, decode.loss_dice: 0.6731, decode.d0.loss_cls: 1.1161, decode.d0.loss_mask: 0.4852, decode.d0.loss_dice: 0.7424, decode.d1.loss_cls: 0.2338, decode.d1.loss_mask: 0.4672, decode.d1.loss_dice: 0.7198, decode.d2.loss_cls: 0.1961, decode.d2.loss_mask: 0.4567, decode.d2.loss_dice: 0.6934, decode.d3.loss_cls: 0.1816, decode.d3.loss_mask: 0.4545, decode.d3.loss_dice: 0.6807, decode.d4.loss_cls: 0.1772, decode.d4.loss_mask: 0.4538, decode.d4.loss_dice: 0.6789, decode.d5.loss_cls: 0.1707, decode.d5.loss_mask: 0.4531, decode.d5.loss_dice: 0.6800, decode.d6.loss_cls: 0.1690, decode.d6.loss_mask: 0.4514, decode.d6.loss_dice: 0.6793, decode.d7.loss_cls: 0.1636, decode.d7.loss_mask: 0.4508, decode.d7.loss_dice: 0.6770, decode.d8.loss_cls: 0.1631, decode.d8.loss_mask: 0.4506, decode.d8.loss_dice: 0.6764, loss: 14.2132, grad_norm: 71.4155 +2023-11-07 09:11:13,360 - mmseg - INFO - Iter [144300/160000] lr: 9.813e-06, eta: 2:03:56, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1743, decode.loss_mask: 0.4407, decode.loss_dice: 0.6372, decode.d0.loss_cls: 1.1454, decode.d0.loss_mask: 0.4763, decode.d0.loss_dice: 0.7044, decode.d1.loss_cls: 0.2408, decode.d1.loss_mask: 0.4548, decode.d1.loss_dice: 0.6674, decode.d2.loss_cls: 0.2061, decode.d2.loss_mask: 0.4497, decode.d2.loss_dice: 0.6555, decode.d3.loss_cls: 0.1952, decode.d3.loss_mask: 0.4461, decode.d3.loss_dice: 0.6403, decode.d4.loss_cls: 0.1827, decode.d4.loss_mask: 0.4461, decode.d4.loss_dice: 0.6413, decode.d5.loss_cls: 0.1777, decode.d5.loss_mask: 0.4432, decode.d5.loss_dice: 0.6437, decode.d6.loss_cls: 0.1749, decode.d6.loss_mask: 0.4425, decode.d6.loss_dice: 0.6386, decode.d7.loss_cls: 0.1733, decode.d7.loss_mask: 0.4414, decode.d7.loss_dice: 0.6373, decode.d8.loss_cls: 0.1716, decode.d8.loss_mask: 0.4415, decode.d8.loss_dice: 0.6392, loss: 13.8293, grad_norm: 65.1505 +2023-11-07 09:11:38,766 - mmseg - INFO - Iter [144350/160000] lr: 9.782e-06, eta: 2:03:33, time: 0.508, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1618, decode.loss_mask: 0.4334, decode.loss_dice: 0.6537, decode.d0.loss_cls: 1.1317, decode.d0.loss_mask: 0.4675, decode.d0.loss_dice: 0.7256, decode.d1.loss_cls: 0.2353, decode.d1.loss_mask: 0.4480, decode.d1.loss_dice: 0.6880, decode.d2.loss_cls: 0.1950, decode.d2.loss_mask: 0.4421, decode.d2.loss_dice: 0.6734, decode.d3.loss_cls: 0.1853, decode.d3.loss_mask: 0.4360, decode.d3.loss_dice: 0.6593, decode.d4.loss_cls: 0.1783, decode.d4.loss_mask: 0.4358, decode.d4.loss_dice: 0.6585, decode.d5.loss_cls: 0.1668, decode.d5.loss_mask: 0.4355, decode.d5.loss_dice: 0.6561, decode.d6.loss_cls: 0.1628, decode.d6.loss_mask: 0.4351, decode.d6.loss_dice: 0.6563, decode.d7.loss_cls: 0.1617, decode.d7.loss_mask: 0.4343, decode.d7.loss_dice: 0.6563, decode.d8.loss_cls: 0.1604, decode.d8.loss_mask: 0.4347, decode.d8.loss_dice: 0.6550, loss: 13.8237, grad_norm: 61.9042 +2023-11-07 09:12:02,284 - mmseg - INFO - Iter [144400/160000] lr: 9.751e-06, eta: 2:03:09, time: 0.470, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1689, decode.loss_mask: 0.4390, decode.loss_dice: 0.6747, decode.d0.loss_cls: 1.1400, decode.d0.loss_mask: 0.4723, decode.d0.loss_dice: 0.7479, decode.d1.loss_cls: 0.2490, decode.d1.loss_mask: 0.4533, decode.d1.loss_dice: 0.7063, decode.d2.loss_cls: 0.2117, decode.d2.loss_mask: 0.4458, decode.d2.loss_dice: 0.6921, decode.d3.loss_cls: 0.1954, decode.d3.loss_mask: 0.4432, decode.d3.loss_dice: 0.6760, decode.d4.loss_cls: 0.1797, decode.d4.loss_mask: 0.4417, decode.d4.loss_dice: 0.6796, decode.d5.loss_cls: 0.1809, decode.d5.loss_mask: 0.4415, decode.d5.loss_dice: 0.6780, decode.d6.loss_cls: 0.1758, decode.d6.loss_mask: 0.4409, decode.d6.loss_dice: 0.6745, decode.d7.loss_cls: 0.1730, decode.d7.loss_mask: 0.4401, decode.d7.loss_dice: 0.6752, decode.d8.loss_cls: 0.1731, decode.d8.loss_mask: 0.4407, decode.d8.loss_dice: 0.6752, loss: 14.1853, grad_norm: 62.6238 +2023-11-07 09:12:25,145 - mmseg - INFO - Iter [144450/160000] lr: 9.719e-06, eta: 2:02:45, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1844, decode.loss_mask: 0.4462, decode.loss_dice: 0.6719, decode.d0.loss_cls: 1.1577, decode.d0.loss_mask: 0.4830, decode.d0.loss_dice: 0.7458, decode.d1.loss_cls: 0.2587, decode.d1.loss_mask: 0.4658, decode.d1.loss_dice: 0.7088, decode.d2.loss_cls: 0.2193, decode.d2.loss_mask: 0.4561, decode.d2.loss_dice: 0.6867, decode.d3.loss_cls: 0.2086, decode.d3.loss_mask: 0.4512, decode.d3.loss_dice: 0.6736, decode.d4.loss_cls: 0.1929, decode.d4.loss_mask: 0.4515, decode.d4.loss_dice: 0.6761, decode.d5.loss_cls: 0.1919, decode.d5.loss_mask: 0.4502, decode.d5.loss_dice: 0.6754, decode.d6.loss_cls: 0.1864, decode.d6.loss_mask: 0.4485, decode.d6.loss_dice: 0.6703, decode.d7.loss_cls: 0.1801, decode.d7.loss_mask: 0.4482, decode.d7.loss_dice: 0.6730, decode.d8.loss_cls: 0.1820, decode.d8.loss_mask: 0.4474, decode.d8.loss_dice: 0.6705, loss: 14.3626, grad_norm: 65.1248 +2023-11-07 09:12:49,198 - mmseg - INFO - Iter [144500/160000] lr: 9.688e-06, eta: 2:02:22, time: 0.481, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1720, decode.loss_mask: 0.4348, decode.loss_dice: 0.6724, decode.d0.loss_cls: 1.1546, decode.d0.loss_mask: 0.4736, decode.d0.loss_dice: 0.7398, decode.d1.loss_cls: 0.2542, decode.d1.loss_mask: 0.4527, decode.d1.loss_dice: 0.7066, decode.d2.loss_cls: 0.2174, decode.d2.loss_mask: 0.4431, decode.d2.loss_dice: 0.6927, decode.d3.loss_cls: 0.1954, decode.d3.loss_mask: 0.4392, decode.d3.loss_dice: 0.6743, decode.d4.loss_cls: 0.1863, decode.d4.loss_mask: 0.4381, decode.d4.loss_dice: 0.6751, decode.d5.loss_cls: 0.1847, decode.d5.loss_mask: 0.4362, decode.d5.loss_dice: 0.6730, decode.d6.loss_cls: 0.1807, decode.d6.loss_mask: 0.4355, decode.d6.loss_dice: 0.6671, decode.d7.loss_cls: 0.1735, decode.d7.loss_mask: 0.4353, decode.d7.loss_dice: 0.6696, decode.d8.loss_cls: 0.1756, decode.d8.loss_mask: 0.4349, decode.d8.loss_dice: 0.6696, loss: 14.1581, grad_norm: 62.9871 +2023-11-07 09:13:14,547 - mmseg - INFO - Iter [144550/160000] lr: 9.657e-06, eta: 2:01:58, time: 0.507, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1724, decode.loss_mask: 0.4209, decode.loss_dice: 0.6632, decode.d0.loss_cls: 1.1616, decode.d0.loss_mask: 0.4594, decode.d0.loss_dice: 0.7413, decode.d1.loss_cls: 0.2598, decode.d1.loss_mask: 0.4351, decode.d1.loss_dice: 0.7084, decode.d2.loss_cls: 0.2107, decode.d2.loss_mask: 0.4271, decode.d2.loss_dice: 0.6871, decode.d3.loss_cls: 0.1956, decode.d3.loss_mask: 0.4239, decode.d3.loss_dice: 0.6687, decode.d4.loss_cls: 0.1932, decode.d4.loss_mask: 0.4230, decode.d4.loss_dice: 0.6720, decode.d5.loss_cls: 0.1844, decode.d5.loss_mask: 0.4221, decode.d5.loss_dice: 0.6692, decode.d6.loss_cls: 0.1799, decode.d6.loss_mask: 0.4232, decode.d6.loss_dice: 0.6685, decode.d7.loss_cls: 0.1786, decode.d7.loss_mask: 0.4213, decode.d7.loss_dice: 0.6626, decode.d8.loss_cls: 0.1767, decode.d8.loss_mask: 0.4216, decode.d8.loss_dice: 0.6670, loss: 13.9988, grad_norm: 64.3645 +2023-11-07 09:13:41,120 - mmseg - INFO - Iter [144600/160000] lr: 9.626e-06, eta: 2:01:35, time: 0.531, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1585, decode.loss_mask: 0.4450, decode.loss_dice: 0.6700, decode.d0.loss_cls: 1.1569, decode.d0.loss_mask: 0.4842, decode.d0.loss_dice: 0.7379, decode.d1.loss_cls: 0.2389, decode.d1.loss_mask: 0.4603, decode.d1.loss_dice: 0.7058, decode.d2.loss_cls: 0.1987, decode.d2.loss_mask: 0.4533, decode.d2.loss_dice: 0.6883, decode.d3.loss_cls: 0.1816, decode.d3.loss_mask: 0.4509, decode.d3.loss_dice: 0.6769, decode.d4.loss_cls: 0.1673, decode.d4.loss_mask: 0.4487, decode.d4.loss_dice: 0.6797, decode.d5.loss_cls: 0.1657, decode.d5.loss_mask: 0.4471, decode.d5.loss_dice: 0.6764, decode.d6.loss_cls: 0.1641, decode.d6.loss_mask: 0.4460, decode.d6.loss_dice: 0.6741, decode.d7.loss_cls: 0.1585, decode.d7.loss_mask: 0.4465, decode.d7.loss_dice: 0.6685, decode.d8.loss_cls: 0.1588, decode.d8.loss_mask: 0.4453, decode.d8.loss_dice: 0.6735, loss: 14.1275, grad_norm: 71.8843 +2023-11-07 09:14:07,234 - mmseg - INFO - Iter [144650/160000] lr: 9.594e-06, eta: 2:01:11, time: 0.522, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1566, decode.loss_mask: 0.4374, decode.loss_dice: 0.6498, decode.d0.loss_cls: 1.1372, decode.d0.loss_mask: 0.4702, decode.d0.loss_dice: 0.7208, decode.d1.loss_cls: 0.2282, decode.d1.loss_mask: 0.4548, decode.d1.loss_dice: 0.6936, decode.d2.loss_cls: 0.1964, decode.d2.loss_mask: 0.4461, decode.d2.loss_dice: 0.6705, decode.d3.loss_cls: 0.1758, decode.d3.loss_mask: 0.4411, decode.d3.loss_dice: 0.6583, decode.d4.loss_cls: 0.1701, decode.d4.loss_mask: 0.4399, decode.d4.loss_dice: 0.6540, decode.d5.loss_cls: 0.1648, decode.d5.loss_mask: 0.4397, decode.d5.loss_dice: 0.6521, decode.d6.loss_cls: 0.1596, decode.d6.loss_mask: 0.4384, decode.d6.loss_dice: 0.6500, decode.d7.loss_cls: 0.1567, decode.d7.loss_mask: 0.4388, decode.d7.loss_dice: 0.6520, decode.d8.loss_cls: 0.1563, decode.d8.loss_mask: 0.4373, decode.d8.loss_dice: 0.6534, loss: 13.7997, grad_norm: 71.7775 +2023-11-07 09:14:30,353 - mmseg - INFO - Iter [144700/160000] lr: 9.563e-06, eta: 2:00:48, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1663, decode.loss_mask: 0.4259, decode.loss_dice: 0.6570, decode.d0.loss_cls: 1.1523, decode.d0.loss_mask: 0.4628, decode.d0.loss_dice: 0.7264, decode.d1.loss_cls: 0.2534, decode.d1.loss_mask: 0.4428, decode.d1.loss_dice: 0.6928, decode.d2.loss_cls: 0.2131, decode.d2.loss_mask: 0.4336, decode.d2.loss_dice: 0.6716, decode.d3.loss_cls: 0.1940, decode.d3.loss_mask: 0.4269, decode.d3.loss_dice: 0.6585, decode.d4.loss_cls: 0.1837, decode.d4.loss_mask: 0.4272, decode.d4.loss_dice: 0.6558, decode.d5.loss_cls: 0.1793, decode.d5.loss_mask: 0.4256, decode.d5.loss_dice: 0.6515, decode.d6.loss_cls: 0.1731, decode.d6.loss_mask: 0.4260, decode.d6.loss_dice: 0.6560, decode.d7.loss_cls: 0.1705, decode.d7.loss_mask: 0.4239, decode.d7.loss_dice: 0.6505, decode.d8.loss_cls: 0.1710, decode.d8.loss_mask: 0.4247, decode.d8.loss_dice: 0.6533, loss: 13.8496, grad_norm: 66.5918 +2023-11-07 09:14:53,156 - mmseg - INFO - Iter [144750/160000] lr: 9.532e-06, eta: 2:00:24, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1555, decode.loss_mask: 0.4529, decode.loss_dice: 0.6751, decode.d0.loss_cls: 1.1315, decode.d0.loss_mask: 0.4932, decode.d0.loss_dice: 0.7441, decode.d1.loss_cls: 0.2225, decode.d1.loss_mask: 0.4705, decode.d1.loss_dice: 0.7175, decode.d2.loss_cls: 0.1915, decode.d2.loss_mask: 0.4616, decode.d2.loss_dice: 0.7000, decode.d3.loss_cls: 0.1760, decode.d3.loss_mask: 0.4567, decode.d3.loss_dice: 0.6813, decode.d4.loss_cls: 0.1651, decode.d4.loss_mask: 0.4567, decode.d4.loss_dice: 0.6813, decode.d5.loss_cls: 0.1609, decode.d5.loss_mask: 0.4546, decode.d5.loss_dice: 0.6807, decode.d6.loss_cls: 0.1573, decode.d6.loss_mask: 0.4555, decode.d6.loss_dice: 0.6785, decode.d7.loss_cls: 0.1569, decode.d7.loss_mask: 0.4546, decode.d7.loss_dice: 0.6801, decode.d8.loss_cls: 0.1543, decode.d8.loss_mask: 0.4540, decode.d8.loss_dice: 0.6824, loss: 14.2029, grad_norm: 71.4985 +2023-11-07 09:15:16,213 - mmseg - INFO - Iter [144800/160000] lr: 9.501e-06, eta: 2:00:00, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1516, decode.loss_mask: 0.4477, decode.loss_dice: 0.6554, decode.d0.loss_cls: 1.1380, decode.d0.loss_mask: 0.4821, decode.d0.loss_dice: 0.7202, decode.d1.loss_cls: 0.2332, decode.d1.loss_mask: 0.4601, decode.d1.loss_dice: 0.6908, decode.d2.loss_cls: 0.1897, decode.d2.loss_mask: 0.4533, decode.d2.loss_dice: 0.6720, decode.d3.loss_cls: 0.1737, decode.d3.loss_mask: 0.4492, decode.d3.loss_dice: 0.6595, decode.d4.loss_cls: 0.1638, decode.d4.loss_mask: 0.4503, decode.d4.loss_dice: 0.6594, decode.d5.loss_cls: 0.1593, decode.d5.loss_mask: 0.4485, decode.d5.loss_dice: 0.6574, decode.d6.loss_cls: 0.1564, decode.d6.loss_mask: 0.4477, decode.d6.loss_dice: 0.6592, decode.d7.loss_cls: 0.1559, decode.d7.loss_mask: 0.4463, decode.d7.loss_dice: 0.6560, decode.d8.loss_cls: 0.1537, decode.d8.loss_mask: 0.4471, decode.d8.loss_dice: 0.6544, loss: 13.8920, grad_norm: 68.8292 +2023-11-07 09:15:39,021 - mmseg - INFO - Iter [144850/160000] lr: 9.469e-06, eta: 1:59:36, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1671, decode.loss_mask: 0.4389, decode.loss_dice: 0.6682, decode.d0.loss_cls: 1.1795, decode.d0.loss_mask: 0.4753, decode.d0.loss_dice: 0.7403, decode.d1.loss_cls: 0.2497, decode.d1.loss_mask: 0.4575, decode.d1.loss_dice: 0.7094, decode.d2.loss_cls: 0.2117, decode.d2.loss_mask: 0.4483, decode.d2.loss_dice: 0.6920, decode.d3.loss_cls: 0.1939, decode.d3.loss_mask: 0.4435, decode.d3.loss_dice: 0.6792, decode.d4.loss_cls: 0.1850, decode.d4.loss_mask: 0.4423, decode.d4.loss_dice: 0.6765, decode.d5.loss_cls: 0.1745, decode.d5.loss_mask: 0.4428, decode.d5.loss_dice: 0.6753, decode.d6.loss_cls: 0.1728, decode.d6.loss_mask: 0.4402, decode.d6.loss_dice: 0.6750, decode.d7.loss_cls: 0.1704, decode.d7.loss_mask: 0.4416, decode.d7.loss_dice: 0.6720, decode.d8.loss_cls: 0.1682, decode.d8.loss_mask: 0.4391, decode.d8.loss_dice: 0.6700, loss: 14.2002, grad_norm: 62.5816 +2023-11-07 09:16:01,928 - mmseg - INFO - Iter [144900/160000] lr: 9.438e-06, eta: 1:59:13, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1533, decode.loss_mask: 0.4298, decode.loss_dice: 0.6318, decode.d0.loss_cls: 1.1064, decode.d0.loss_mask: 0.4614, decode.d0.loss_dice: 0.6990, decode.d1.loss_cls: 0.2318, decode.d1.loss_mask: 0.4406, decode.d1.loss_dice: 0.6689, decode.d2.loss_cls: 0.1913, decode.d2.loss_mask: 0.4348, decode.d2.loss_dice: 0.6523, decode.d3.loss_cls: 0.1750, decode.d3.loss_mask: 0.4323, decode.d3.loss_dice: 0.6374, decode.d4.loss_cls: 0.1601, decode.d4.loss_mask: 0.4324, decode.d4.loss_dice: 0.6375, decode.d5.loss_cls: 0.1574, decode.d5.loss_mask: 0.4323, decode.d5.loss_dice: 0.6360, decode.d6.loss_cls: 0.1585, decode.d6.loss_mask: 0.4314, decode.d6.loss_dice: 0.6334, decode.d7.loss_cls: 0.1560, decode.d7.loss_mask: 0.4307, decode.d7.loss_dice: 0.6351, decode.d8.loss_cls: 0.1542, decode.d8.loss_mask: 0.4305, decode.d8.loss_dice: 0.6347, loss: 13.4663, grad_norm: 67.4217 +2023-11-07 09:16:24,844 - mmseg - INFO - Iter [144950/160000] lr: 9.407e-06, eta: 1:58:49, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1915, decode.loss_mask: 0.4225, decode.loss_dice: 0.6664, decode.d0.loss_cls: 1.1910, decode.d0.loss_mask: 0.4622, decode.d0.loss_dice: 0.7482, decode.d1.loss_cls: 0.2734, decode.d1.loss_mask: 0.4370, decode.d1.loss_dice: 0.7095, decode.d2.loss_cls: 0.2369, decode.d2.loss_mask: 0.4303, decode.d2.loss_dice: 0.6894, decode.d3.loss_cls: 0.2171, decode.d3.loss_mask: 0.4256, decode.d3.loss_dice: 0.6724, decode.d4.loss_cls: 0.2100, decode.d4.loss_mask: 0.4260, decode.d4.loss_dice: 0.6698, decode.d5.loss_cls: 0.2055, decode.d5.loss_mask: 0.4242, decode.d5.loss_dice: 0.6654, decode.d6.loss_cls: 0.2010, decode.d6.loss_mask: 0.4255, decode.d6.loss_dice: 0.6700, decode.d7.loss_cls: 0.1987, decode.d7.loss_mask: 0.4225, decode.d7.loss_dice: 0.6650, decode.d8.loss_cls: 0.1984, decode.d8.loss_mask: 0.4231, decode.d8.loss_dice: 0.6669, loss: 14.2456, grad_norm: 65.7144 +2023-11-07 09:16:47,734 - mmseg - INFO - Saving checkpoint at 145000 iterations +2023-11-07 09:16:50,134 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 09:16:50,134 - mmseg - INFO - Iter [145000/160000] lr: 9.376e-06, eta: 1:58:25, time: 0.506, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1628, decode.loss_mask: 0.4200, decode.loss_dice: 0.6406, decode.d0.loss_cls: 1.1471, decode.d0.loss_mask: 0.4563, decode.d0.loss_dice: 0.7163, decode.d1.loss_cls: 0.2457, decode.d1.loss_mask: 0.4358, decode.d1.loss_dice: 0.6777, decode.d2.loss_cls: 0.2077, decode.d2.loss_mask: 0.4296, decode.d2.loss_dice: 0.6638, decode.d3.loss_cls: 0.1868, decode.d3.loss_mask: 0.4225, decode.d3.loss_dice: 0.6477, decode.d4.loss_cls: 0.1787, decode.d4.loss_mask: 0.4216, decode.d4.loss_dice: 0.6469, decode.d5.loss_cls: 0.1708, decode.d5.loss_mask: 0.4211, decode.d5.loss_dice: 0.6492, decode.d6.loss_cls: 0.1683, decode.d6.loss_mask: 0.4211, decode.d6.loss_dice: 0.6430, decode.d7.loss_cls: 0.1652, decode.d7.loss_mask: 0.4201, decode.d7.loss_dice: 0.6445, decode.d8.loss_cls: 0.1637, decode.d8.loss_mask: 0.4195, decode.d8.loss_dice: 0.6446, loss: 13.6387, grad_norm: 61.0515 +2023-11-07 09:17:09,807 - mmseg - INFO - per class results: +2023-11-07 09:17:09,812 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.09 | 87.05 | +| building | 82.77 | 91.63 | +| sky | 94.29 | 97.2 | +| floor | 82.76 | 90.24 | +| tree | 74.77 | 87.94 | +| ceiling | 84.33 | 91.36 | +| road | 84.5 | 90.48 | +| bed | 90.68 | 95.77 | +| windowpane | 64.27 | 79.25 | +| grass | 67.81 | 80.76 | +| cabinet | 61.72 | 76.34 | +| sidewalk | 66.42 | 78.14 | +| person | 84.35 | 93.06 | +| earth | 39.09 | 57.83 | +| door | 53.37 | 69.46 | +| table | 68.7 | 79.92 | +| mountain | 63.12 | 79.21 | +| plant | 51.82 | 63.35 | +| curtain | 75.67 | 87.92 | +| chair | 63.45 | 75.58 | +| car | 86.48 | 92.85 | +| water | 52.12 | 68.53 | +| painting | 70.48 | 87.87 | +| sofa | 69.71 | 83.73 | +| shelf | 40.93 | 60.57 | +| house | 46.65 | 75.49 | +| sea | 53.07 | 75.35 | +| mirror | 72.92 | 82.03 | +| rug | 66.09 | 79.18 | +| field | 30.54 | 43.81 | +| armchair | 45.36 | 64.71 | +| seat | 62.19 | 85.86 | +| fence | 47.73 | 65.33 | +| desk | 56.2 | 76.82 | +| rock | 48.14 | 74.49 | +| wardrobe | 40.98 | 61.68 | +| lamp | 73.06 | 83.82 | +| bathtub | 80.59 | 90.83 | +| railing | 35.54 | 57.61 | +| cushion | 61.94 | 77.07 | +| base | 39.66 | 53.07 | +| box | 29.9 | 39.69 | +| column | 53.14 | 66.1 | +| signboard | 37.94 | 54.65 | +| chest of drawers | 39.96 | 68.32 | +| counter | 36.13 | 54.47 | +| sand | 48.49 | 65.66 | +| sink | 76.23 | 84.82 | +| skyscraper | 33.55 | 41.0 | +| fireplace | 74.81 | 88.68 | +| refrigerator | 76.67 | 84.04 | +| grandstand | 46.88 | 73.35 | +| path | 24.3 | 39.13 | +| stairs | 32.3 | 40.85 | +| runway | 64.81 | 84.01 | +| case | 42.32 | 65.33 | +| pool table | 94.98 | 97.78 | +| pillow | 61.03 | 70.75 | +| screen door | 66.08 | 75.84 | +| stairway | 27.57 | 37.51 | +| river | 24.15 | 34.53 | +| bridge | 76.47 | 87.19 | +| bookcase | 45.41 | 65.36 | +| blind | 47.22 | 59.07 | +| coffee table | 64.66 | 87.4 | +| toilet | 89.31 | 91.92 | +| flower | 33.97 | 53.61 | +| book | 52.83 | 72.26 | +| hill | 7.26 | 11.69 | +| bench | 53.94 | 70.22 | +| countertop | 61.84 | 77.52 | +| stove | 81.59 | 88.49 | +| palm | 55.73 | 77.83 | +| kitchen island | 49.72 | 82.43 | +| computer | 70.39 | 76.37 | +| swivel chair | 57.12 | 75.45 | +| boat | 39.76 | 55.33 | +| bar | 45.16 | 53.99 | +| arcade machine | 62.84 | 68.64 | +| hovel | 34.12 | 48.78 | +| bus | 92.47 | 95.76 | +| towel | 68.07 | 81.96 | +| light | 62.12 | 75.06 | +| truck | 37.41 | 50.93 | +| tower | 29.49 | 52.74 | +| chandelier | 68.73 | 81.14 | +| awning | 29.33 | 42.51 | +| streetlight | 42.49 | 54.86 | +| booth | 50.09 | 76.48 | +| television receiver | 67.46 | 85.6 | +| airplane | 63.12 | 70.78 | +| dirt track | 6.11 | 34.32 | +| apparel | 27.27 | 46.25 | +| pole | 38.42 | 56.66 | +| land | 0.46 | 1.06 | +| bannister | 21.95 | 30.56 | +| escalator | 28.9 | 33.24 | +| ottoman | 49.13 | 66.65 | +| bottle | 24.62 | 31.17 | +| buffet | 44.27 | 56.48 | +| poster | 30.81 | 42.08 | +| stage | 22.02 | 33.56 | +| van | 48.61 | 73.58 | +| ship | 7.3 | 10.66 | +| fountain | 20.79 | 21.79 | +| conveyer belt | 53.37 | 67.37 | +| canopy | 13.73 | 22.28 | +| washer | 68.32 | 73.4 | +| plaything | 20.96 | 32.86 | +| swimming pool | 61.33 | 64.58 | +| stool | 39.53 | 74.19 | +| barrel | 62.73 | 74.84 | +| basket | 45.63 | 60.56 | +| waterfall | 42.41 | 58.57 | +| tent | 81.02 | 98.79 | +| bag | 21.38 | 27.36 | +| minibike | 72.32 | 90.13 | +| cradle | 77.98 | 97.7 | +| oven | 24.72 | 69.37 | +| ball | 37.68 | 43.42 | +| food | 55.03 | 61.31 | +| step | 19.67 | 28.37 | +| tank | 48.93 | 52.49 | +| trade name | 28.34 | 38.3 | +| microwave | 39.89 | 44.79 | +| pot | 50.31 | 61.4 | +| animal | 68.73 | 72.08 | +| bicycle | 62.68 | 83.39 | +| lake | 63.46 | 69.74 | +| dishwasher | 68.91 | 80.35 | +| screen | 56.84 | 80.86 | +| blanket | 15.92 | 17.94 | +| sculpture | 66.17 | 85.39 | +| hood | 87.5 | 90.99 | +| sconce | 52.71 | 70.8 | +| vase | 48.83 | 68.61 | +| traffic light | 45.43 | 67.13 | +| tray | 21.72 | 31.84 | +| ashcan | 52.36 | 70.28 | +| fan | 73.7 | 84.94 | +| pier | 14.21 | 18.46 | +| crt screen | 8.16 | 26.58 | +| plate | 59.23 | 78.48 | +| monitor | 1.99 | 2.51 | +| bulletin board | 38.12 | 61.8 | +| shower | 3.53 | 23.72 | +| radiator | 56.56 | 65.24 | +| glass | 21.47 | 22.94 | +| clock | 57.76 | 71.02 | +| flag | 46.96 | 53.25 | ++---------------------+-------+-------+ +2023-11-07 09:17:09,812 - mmseg - INFO - Summary: +2023-11-07 09:17:09,812 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 83.75 | 51.16 | 64.73 | ++-------+-------+-------+ +2023-11-07 09:17:09,813 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 09:17:09,813 - mmseg - INFO - Iter(val) [250] aAcc: 0.8375, mIoU: 0.5116, mAcc: 0.6473, IoU.wall: 0.7909, IoU.building: 0.8277, IoU.sky: 0.9429, IoU.floor: 0.8276, IoU.tree: 0.7477, IoU.ceiling: 0.8433, IoU.road: 0.8450, IoU.bed : 0.9068, IoU.windowpane: 0.6427, IoU.grass: 0.6781, IoU.cabinet: 0.6172, IoU.sidewalk: 0.6642, IoU.person: 0.8435, IoU.earth: 0.3909, IoU.door: 0.5337, IoU.table: 0.6870, IoU.mountain: 0.6312, IoU.plant: 0.5182, IoU.curtain: 0.7567, IoU.chair: 0.6345, IoU.car: 0.8648, IoU.water: 0.5212, IoU.painting: 0.7048, IoU.sofa: 0.6971, IoU.shelf: 0.4093, IoU.house: 0.4665, IoU.sea: 0.5307, IoU.mirror: 0.7292, IoU.rug: 0.6609, IoU.field: 0.3054, IoU.armchair: 0.4536, IoU.seat: 0.6219, IoU.fence: 0.4773, IoU.desk: 0.5620, IoU.rock: 0.4814, IoU.wardrobe: 0.4098, IoU.lamp: 0.7306, IoU.bathtub: 0.8059, IoU.railing: 0.3554, IoU.cushion: 0.6194, IoU.base: 0.3966, IoU.box: 0.2990, IoU.column: 0.5314, IoU.signboard: 0.3794, IoU.chest of drawers: 0.3996, IoU.counter: 0.3613, IoU.sand: 0.4849, IoU.sink: 0.7623, IoU.skyscraper: 0.3355, IoU.fireplace: 0.7481, IoU.refrigerator: 0.7667, IoU.grandstand: 0.4688, IoU.path: 0.2430, IoU.stairs: 0.3230, IoU.runway: 0.6481, IoU.case: 0.4232, IoU.pool table: 0.9498, IoU.pillow: 0.6103, IoU.screen door: 0.6608, IoU.stairway: 0.2757, IoU.river: 0.2415, IoU.bridge: 0.7647, IoU.bookcase: 0.4541, IoU.blind: 0.4722, IoU.coffee table: 0.6466, IoU.toilet: 0.8931, IoU.flower: 0.3397, IoU.book: 0.5283, IoU.hill: 0.0726, IoU.bench: 0.5394, IoU.countertop: 0.6184, IoU.stove: 0.8159, IoU.palm: 0.5573, IoU.kitchen island: 0.4972, IoU.computer: 0.7039, IoU.swivel chair: 0.5712, IoU.boat: 0.3976, IoU.bar: 0.4516, IoU.arcade machine: 0.6284, IoU.hovel: 0.3412, IoU.bus: 0.9247, IoU.towel: 0.6807, IoU.light: 0.6212, IoU.truck: 0.3741, IoU.tower: 0.2949, IoU.chandelier: 0.6873, IoU.awning: 0.2933, IoU.streetlight: 0.4249, IoU.booth: 0.5009, IoU.television receiver: 0.6746, IoU.airplane: 0.6312, IoU.dirt track: 0.0611, IoU.apparel: 0.2727, IoU.pole: 0.3842, IoU.land: 0.0046, IoU.bannister: 0.2195, IoU.escalator: 0.2890, IoU.ottoman: 0.4913, IoU.bottle: 0.2462, IoU.buffet: 0.4427, IoU.poster: 0.3081, IoU.stage: 0.2202, IoU.van: 0.4861, IoU.ship: 0.0730, IoU.fountain: 0.2079, IoU.conveyer belt: 0.5337, IoU.canopy: 0.1373, IoU.washer: 0.6832, IoU.plaything: 0.2096, IoU.swimming pool: 0.6133, IoU.stool: 0.3953, IoU.barrel: 0.6273, IoU.basket: 0.4563, IoU.waterfall: 0.4241, IoU.tent: 0.8102, IoU.bag: 0.2138, IoU.minibike: 0.7232, IoU.cradle: 0.7798, IoU.oven: 0.2472, IoU.ball: 0.3768, IoU.food: 0.5503, IoU.step: 0.1967, IoU.tank: 0.4893, IoU.trade name: 0.2834, IoU.microwave: 0.3989, IoU.pot: 0.5031, IoU.animal: 0.6873, IoU.bicycle: 0.6268, IoU.lake: 0.6346, IoU.dishwasher: 0.6891, IoU.screen: 0.5684, IoU.blanket: 0.1592, IoU.sculpture: 0.6617, IoU.hood: 0.8750, IoU.sconce: 0.5271, IoU.vase: 0.4883, IoU.traffic light: 0.4543, IoU.tray: 0.2172, IoU.ashcan: 0.5236, IoU.fan: 0.7370, IoU.pier: 0.1421, IoU.crt screen: 0.0816, IoU.plate: 0.5923, IoU.monitor: 0.0199, IoU.bulletin board: 0.3812, IoU.shower: 0.0353, IoU.radiator: 0.5656, IoU.glass: 0.2147, IoU.clock: 0.5776, IoU.flag: 0.4696, Acc.wall: 0.8705, Acc.building: 0.9163, Acc.sky: 0.9720, Acc.floor: 0.9024, Acc.tree: 0.8794, Acc.ceiling: 0.9136, Acc.road: 0.9048, Acc.bed : 0.9577, Acc.windowpane: 0.7925, Acc.grass: 0.8076, Acc.cabinet: 0.7634, Acc.sidewalk: 0.7814, Acc.person: 0.9306, Acc.earth: 0.5783, Acc.door: 0.6946, Acc.table: 0.7992, Acc.mountain: 0.7921, Acc.plant: 0.6335, Acc.curtain: 0.8792, Acc.chair: 0.7558, Acc.car: 0.9285, Acc.water: 0.6853, Acc.painting: 0.8787, Acc.sofa: 0.8373, Acc.shelf: 0.6057, Acc.house: 0.7549, Acc.sea: 0.7535, Acc.mirror: 0.8203, Acc.rug: 0.7918, Acc.field: 0.4381, Acc.armchair: 0.6471, Acc.seat: 0.8586, Acc.fence: 0.6533, Acc.desk: 0.7682, Acc.rock: 0.7449, Acc.wardrobe: 0.6168, Acc.lamp: 0.8382, Acc.bathtub: 0.9083, Acc.railing: 0.5761, Acc.cushion: 0.7707, Acc.base: 0.5307, Acc.box: 0.3969, Acc.column: 0.6610, Acc.signboard: 0.5465, Acc.chest of drawers: 0.6832, Acc.counter: 0.5447, Acc.sand: 0.6566, Acc.sink: 0.8482, Acc.skyscraper: 0.4100, Acc.fireplace: 0.8868, Acc.refrigerator: 0.8404, Acc.grandstand: 0.7335, Acc.path: 0.3913, Acc.stairs: 0.4085, Acc.runway: 0.8401, Acc.case: 0.6533, Acc.pool table: 0.9778, Acc.pillow: 0.7075, Acc.screen door: 0.7584, Acc.stairway: 0.3751, Acc.river: 0.3453, Acc.bridge: 0.8719, Acc.bookcase: 0.6536, Acc.blind: 0.5907, Acc.coffee table: 0.8740, Acc.toilet: 0.9192, Acc.flower: 0.5361, Acc.book: 0.7226, Acc.hill: 0.1169, Acc.bench: 0.7022, Acc.countertop: 0.7752, Acc.stove: 0.8849, Acc.palm: 0.7783, Acc.kitchen island: 0.8243, Acc.computer: 0.7637, Acc.swivel chair: 0.7545, Acc.boat: 0.5533, Acc.bar: 0.5399, Acc.arcade machine: 0.6864, Acc.hovel: 0.4878, Acc.bus: 0.9576, Acc.towel: 0.8196, Acc.light: 0.7506, Acc.truck: 0.5093, Acc.tower: 0.5274, Acc.chandelier: 0.8114, Acc.awning: 0.4251, Acc.streetlight: 0.5486, Acc.booth: 0.7648, Acc.television receiver: 0.8560, Acc.airplane: 0.7078, Acc.dirt track: 0.3432, Acc.apparel: 0.4625, Acc.pole: 0.5666, Acc.land: 0.0106, Acc.bannister: 0.3056, Acc.escalator: 0.3324, Acc.ottoman: 0.6665, Acc.bottle: 0.3117, Acc.buffet: 0.5648, Acc.poster: 0.4208, Acc.stage: 0.3356, Acc.van: 0.7358, Acc.ship: 0.1066, Acc.fountain: 0.2179, Acc.conveyer belt: 0.6737, Acc.canopy: 0.2228, Acc.washer: 0.7340, Acc.plaything: 0.3286, Acc.swimming pool: 0.6458, Acc.stool: 0.7419, Acc.barrel: 0.7484, Acc.basket: 0.6056, Acc.waterfall: 0.5857, Acc.tent: 0.9879, Acc.bag: 0.2736, Acc.minibike: 0.9013, Acc.cradle: 0.9770, Acc.oven: 0.6937, Acc.ball: 0.4342, Acc.food: 0.6131, Acc.step: 0.2837, Acc.tank: 0.5249, Acc.trade name: 0.3830, Acc.microwave: 0.4479, Acc.pot: 0.6140, Acc.animal: 0.7208, Acc.bicycle: 0.8339, Acc.lake: 0.6974, Acc.dishwasher: 0.8035, Acc.screen: 0.8086, Acc.blanket: 0.1794, Acc.sculpture: 0.8539, Acc.hood: 0.9099, Acc.sconce: 0.7080, Acc.vase: 0.6861, Acc.traffic light: 0.6713, Acc.tray: 0.3184, Acc.ashcan: 0.7028, Acc.fan: 0.8494, Acc.pier: 0.1846, Acc.crt screen: 0.2658, Acc.plate: 0.7848, Acc.monitor: 0.0251, Acc.bulletin board: 0.6180, Acc.shower: 0.2372, Acc.radiator: 0.6524, Acc.glass: 0.2294, Acc.clock: 0.7102, Acc.flag: 0.5325 +2023-11-07 09:17:32,654 - mmseg - INFO - Iter [145050/160000] lr: 9.344e-06, eta: 1:58:04, time: 0.850, data_time: 0.406, memory: 39436, decode.loss_cls: 0.1603, decode.loss_mask: 0.4445, decode.loss_dice: 0.6520, decode.d0.loss_cls: 1.1118, decode.d0.loss_mask: 0.4799, decode.d0.loss_dice: 0.7129, decode.d1.loss_cls: 0.2273, decode.d1.loss_mask: 0.4618, decode.d1.loss_dice: 0.6812, decode.d2.loss_cls: 0.1906, decode.d2.loss_mask: 0.4541, decode.d2.loss_dice: 0.6680, decode.d3.loss_cls: 0.1793, decode.d3.loss_mask: 0.4478, decode.d3.loss_dice: 0.6558, decode.d4.loss_cls: 0.1688, decode.d4.loss_mask: 0.4451, decode.d4.loss_dice: 0.6542, decode.d5.loss_cls: 0.1628, decode.d5.loss_mask: 0.4454, decode.d5.loss_dice: 0.6544, decode.d6.loss_cls: 0.1588, decode.d6.loss_mask: 0.4455, decode.d6.loss_dice: 0.6537, decode.d7.loss_cls: 0.1524, decode.d7.loss_mask: 0.4465, decode.d7.loss_dice: 0.6536, decode.d8.loss_cls: 0.1583, decode.d8.loss_mask: 0.4446, decode.d8.loss_dice: 0.6478, loss: 13.8192, grad_norm: 74.8895 +2023-11-07 09:17:55,437 - mmseg - INFO - Iter [145100/160000] lr: 9.313e-06, eta: 1:57:40, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1775, decode.loss_mask: 0.4367, decode.loss_dice: 0.6630, decode.d0.loss_cls: 1.1540, decode.d0.loss_mask: 0.4749, decode.d0.loss_dice: 0.7325, decode.d1.loss_cls: 0.2684, decode.d1.loss_mask: 0.4533, decode.d1.loss_dice: 0.7013, decode.d2.loss_cls: 0.2260, decode.d2.loss_mask: 0.4429, decode.d2.loss_dice: 0.6809, decode.d3.loss_cls: 0.2030, decode.d3.loss_mask: 0.4402, decode.d3.loss_dice: 0.6717, decode.d4.loss_cls: 0.1932, decode.d4.loss_mask: 0.4400, decode.d4.loss_dice: 0.6730, decode.d5.loss_cls: 0.1859, decode.d5.loss_mask: 0.4412, decode.d5.loss_dice: 0.6682, decode.d6.loss_cls: 0.1880, decode.d6.loss_mask: 0.4393, decode.d6.loss_dice: 0.6638, decode.d7.loss_cls: 0.1777, decode.d7.loss_mask: 0.4395, decode.d7.loss_dice: 0.6641, decode.d8.loss_cls: 0.1774, decode.d8.loss_mask: 0.4381, decode.d8.loss_dice: 0.6664, loss: 14.1819, grad_norm: 59.4912 +2023-11-07 09:18:18,212 - mmseg - INFO - Iter [145150/160000] lr: 9.282e-06, eta: 1:57:16, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1541, decode.loss_mask: 0.4354, decode.loss_dice: 0.6480, decode.d0.loss_cls: 1.1306, decode.d0.loss_mask: 0.4705, decode.d0.loss_dice: 0.7169, decode.d1.loss_cls: 0.2313, decode.d1.loss_mask: 0.4482, decode.d1.loss_dice: 0.6853, decode.d2.loss_cls: 0.1981, decode.d2.loss_mask: 0.4418, decode.d2.loss_dice: 0.6622, decode.d3.loss_cls: 0.1793, decode.d3.loss_mask: 0.4402, decode.d3.loss_dice: 0.6478, decode.d4.loss_cls: 0.1703, decode.d4.loss_mask: 0.4385, decode.d4.loss_dice: 0.6509, decode.d5.loss_cls: 0.1642, decode.d5.loss_mask: 0.4370, decode.d5.loss_dice: 0.6525, decode.d6.loss_cls: 0.1595, decode.d6.loss_mask: 0.4360, decode.d6.loss_dice: 0.6510, decode.d7.loss_cls: 0.1578, decode.d7.loss_mask: 0.4355, decode.d7.loss_dice: 0.6477, decode.d8.loss_cls: 0.1540, decode.d8.loss_mask: 0.4366, decode.d8.loss_dice: 0.6466, loss: 13.7279, grad_norm: 70.2682 +2023-11-07 09:18:41,095 - mmseg - INFO - Iter [145200/160000] lr: 9.251e-06, eta: 1:56:52, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1641, decode.loss_mask: 0.4586, decode.loss_dice: 0.6532, decode.d0.loss_cls: 1.1568, decode.d0.loss_mask: 0.4971, decode.d0.loss_dice: 0.7188, decode.d1.loss_cls: 0.2453, decode.d1.loss_mask: 0.4743, decode.d1.loss_dice: 0.6892, decode.d2.loss_cls: 0.2044, decode.d2.loss_mask: 0.4638, decode.d2.loss_dice: 0.6696, decode.d3.loss_cls: 0.1917, decode.d3.loss_mask: 0.4608, decode.d3.loss_dice: 0.6541, decode.d4.loss_cls: 0.1761, decode.d4.loss_mask: 0.4613, decode.d4.loss_dice: 0.6528, decode.d5.loss_cls: 0.1722, decode.d5.loss_mask: 0.4598, decode.d5.loss_dice: 0.6547, decode.d6.loss_cls: 0.1684, decode.d6.loss_mask: 0.4598, decode.d6.loss_dice: 0.6536, decode.d7.loss_cls: 0.1666, decode.d7.loss_mask: 0.4575, decode.d7.loss_dice: 0.6478, decode.d8.loss_cls: 0.1640, decode.d8.loss_mask: 0.4584, decode.d8.loss_dice: 0.6522, loss: 14.1071, grad_norm: 64.4832 +2023-11-07 09:19:06,263 - mmseg - INFO - Iter [145250/160000] lr: 9.219e-06, eta: 1:56:29, time: 0.503, data_time: 0.057, memory: 39436, decode.loss_cls: 0.1706, decode.loss_mask: 0.4200, decode.loss_dice: 0.6612, decode.d0.loss_cls: 1.1775, decode.d0.loss_mask: 0.4586, decode.d0.loss_dice: 0.7417, decode.d1.loss_cls: 0.2530, decode.d1.loss_mask: 0.4365, decode.d1.loss_dice: 0.7048, decode.d2.loss_cls: 0.2169, decode.d2.loss_mask: 0.4282, decode.d2.loss_dice: 0.6845, decode.d3.loss_cls: 0.1966, decode.d3.loss_mask: 0.4237, decode.d3.loss_dice: 0.6714, decode.d4.loss_cls: 0.1905, decode.d4.loss_mask: 0.4220, decode.d4.loss_dice: 0.6687, decode.d5.loss_cls: 0.1809, decode.d5.loss_mask: 0.4214, decode.d5.loss_dice: 0.6697, decode.d6.loss_cls: 0.1757, decode.d6.loss_mask: 0.4217, decode.d6.loss_dice: 0.6675, decode.d7.loss_cls: 0.1777, decode.d7.loss_mask: 0.4213, decode.d7.loss_dice: 0.6636, decode.d8.loss_cls: 0.1741, decode.d8.loss_mask: 0.4208, decode.d8.loss_dice: 0.6651, loss: 13.9858, grad_norm: 64.4372 +2023-11-07 09:19:29,205 - mmseg - INFO - Iter [145300/160000] lr: 9.188e-06, eta: 1:56:05, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1655, decode.loss_mask: 0.4301, decode.loss_dice: 0.6517, decode.d0.loss_cls: 1.1621, decode.d0.loss_mask: 0.4631, decode.d0.loss_dice: 0.7285, decode.d1.loss_cls: 0.2555, decode.d1.loss_mask: 0.4437, decode.d1.loss_dice: 0.6926, decode.d2.loss_cls: 0.2090, decode.d2.loss_mask: 0.4363, decode.d2.loss_dice: 0.6757, decode.d3.loss_cls: 0.1950, decode.d3.loss_mask: 0.4329, decode.d3.loss_dice: 0.6639, decode.d4.loss_cls: 0.1838, decode.d4.loss_mask: 0.4311, decode.d4.loss_dice: 0.6617, decode.d5.loss_cls: 0.1771, decode.d5.loss_mask: 0.4309, decode.d5.loss_dice: 0.6581, decode.d6.loss_cls: 0.1701, decode.d6.loss_mask: 0.4298, decode.d6.loss_dice: 0.6560, decode.d7.loss_cls: 0.1746, decode.d7.loss_mask: 0.4287, decode.d7.loss_dice: 0.6527, decode.d8.loss_cls: 0.1672, decode.d8.loss_mask: 0.4290, decode.d8.loss_dice: 0.6545, loss: 13.9106, grad_norm: 65.5038 +2023-11-07 09:19:52,312 - mmseg - INFO - Iter [145350/160000] lr: 9.157e-06, eta: 1:55:41, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1795, decode.loss_mask: 0.4251, decode.loss_dice: 0.6508, decode.d0.loss_cls: 1.2000, decode.d0.loss_mask: 0.4653, decode.d0.loss_dice: 0.7254, decode.d1.loss_cls: 0.2659, decode.d1.loss_mask: 0.4426, decode.d1.loss_dice: 0.6880, decode.d2.loss_cls: 0.2228, decode.d2.loss_mask: 0.4344, decode.d2.loss_dice: 0.6714, decode.d3.loss_cls: 0.2057, decode.d3.loss_mask: 0.4298, decode.d3.loss_dice: 0.6572, decode.d4.loss_cls: 0.1951, decode.d4.loss_mask: 0.4306, decode.d4.loss_dice: 0.6550, decode.d5.loss_cls: 0.1933, decode.d5.loss_mask: 0.4258, decode.d5.loss_dice: 0.6512, decode.d6.loss_cls: 0.1932, decode.d6.loss_mask: 0.4244, decode.d6.loss_dice: 0.6514, decode.d7.loss_cls: 0.1838, decode.d7.loss_mask: 0.4247, decode.d7.loss_dice: 0.6511, decode.d8.loss_cls: 0.1837, decode.d8.loss_mask: 0.4243, decode.d8.loss_dice: 0.6527, loss: 14.0044, grad_norm: 65.9884 +2023-11-07 09:20:15,144 - mmseg - INFO - Iter [145400/160000] lr: 9.126e-06, eta: 1:55:17, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1653, decode.loss_mask: 0.4393, decode.loss_dice: 0.6581, decode.d0.loss_cls: 1.1272, decode.d0.loss_mask: 0.4765, decode.d0.loss_dice: 0.7235, decode.d1.loss_cls: 0.2400, decode.d1.loss_mask: 0.4570, decode.d1.loss_dice: 0.6948, decode.d2.loss_cls: 0.2057, decode.d2.loss_mask: 0.4482, decode.d2.loss_dice: 0.6757, decode.d3.loss_cls: 0.1897, decode.d3.loss_mask: 0.4437, decode.d3.loss_dice: 0.6613, decode.d4.loss_cls: 0.1768, decode.d4.loss_mask: 0.4431, decode.d4.loss_dice: 0.6608, decode.d5.loss_cls: 0.1730, decode.d5.loss_mask: 0.4420, decode.d5.loss_dice: 0.6612, decode.d6.loss_cls: 0.1689, decode.d6.loss_mask: 0.4421, decode.d6.loss_dice: 0.6553, decode.d7.loss_cls: 0.1658, decode.d7.loss_mask: 0.4396, decode.d7.loss_dice: 0.6551, decode.d8.loss_cls: 0.1634, decode.d8.loss_mask: 0.4404, decode.d8.loss_dice: 0.6560, loss: 13.9493, grad_norm: 62.5728 +2023-11-07 09:20:38,713 - mmseg - INFO - Iter [145450/160000] lr: 9.094e-06, eta: 1:54:54, time: 0.471, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1581, decode.loss_mask: 0.4416, decode.loss_dice: 0.6679, decode.d0.loss_cls: 1.1301, decode.d0.loss_mask: 0.4766, decode.d0.loss_dice: 0.7282, decode.d1.loss_cls: 0.2434, decode.d1.loss_mask: 0.4539, decode.d1.loss_dice: 0.7040, decode.d2.loss_cls: 0.1966, decode.d2.loss_mask: 0.4485, decode.d2.loss_dice: 0.6886, decode.d3.loss_cls: 0.1856, decode.d3.loss_mask: 0.4441, decode.d3.loss_dice: 0.6706, decode.d4.loss_cls: 0.1779, decode.d4.loss_mask: 0.4431, decode.d4.loss_dice: 0.6716, decode.d5.loss_cls: 0.1723, decode.d5.loss_mask: 0.4413, decode.d5.loss_dice: 0.6674, decode.d6.loss_cls: 0.1648, decode.d6.loss_mask: 0.4420, decode.d6.loss_dice: 0.6692, decode.d7.loss_cls: 0.1618, decode.d7.loss_mask: 0.4420, decode.d7.loss_dice: 0.6693, decode.d8.loss_cls: 0.1615, decode.d8.loss_mask: 0.4411, decode.d8.loss_dice: 0.6661, loss: 14.0293, grad_norm: 66.7303 +2023-11-07 09:21:02,082 - mmseg - INFO - Iter [145500/160000] lr: 9.063e-06, eta: 1:54:30, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1692, decode.loss_mask: 0.4304, decode.loss_dice: 0.6448, decode.d0.loss_cls: 1.1830, decode.d0.loss_mask: 0.4703, decode.d0.loss_dice: 0.7155, decode.d1.loss_cls: 0.2604, decode.d1.loss_mask: 0.4465, decode.d1.loss_dice: 0.6875, decode.d2.loss_cls: 0.2194, decode.d2.loss_mask: 0.4379, decode.d2.loss_dice: 0.6618, decode.d3.loss_cls: 0.1985, decode.d3.loss_mask: 0.4341, decode.d3.loss_dice: 0.6516, decode.d4.loss_cls: 0.1853, decode.d4.loss_mask: 0.4329, decode.d4.loss_dice: 0.6533, decode.d5.loss_cls: 0.1832, decode.d5.loss_mask: 0.4326, decode.d5.loss_dice: 0.6506, decode.d6.loss_cls: 0.1758, decode.d6.loss_mask: 0.4313, decode.d6.loss_dice: 0.6497, decode.d7.loss_cls: 0.1720, decode.d7.loss_mask: 0.4294, decode.d7.loss_dice: 0.6470, decode.d8.loss_cls: 0.1694, decode.d8.loss_mask: 0.4284, decode.d8.loss_dice: 0.6485, loss: 13.9002, grad_norm: 62.3278 +2023-11-07 09:21:24,968 - mmseg - INFO - Iter [145550/160000] lr: 9.032e-06, eta: 1:54:06, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1656, decode.loss_mask: 0.4248, decode.loss_dice: 0.6474, decode.d0.loss_cls: 1.1490, decode.d0.loss_mask: 0.4581, decode.d0.loss_dice: 0.7150, decode.d1.loss_cls: 0.2454, decode.d1.loss_mask: 0.4388, decode.d1.loss_dice: 0.6776, decode.d2.loss_cls: 0.2063, decode.d2.loss_mask: 0.4295, decode.d2.loss_dice: 0.6586, decode.d3.loss_cls: 0.1946, decode.d3.loss_mask: 0.4246, decode.d3.loss_dice: 0.6487, decode.d4.loss_cls: 0.1792, decode.d4.loss_mask: 0.4252, decode.d4.loss_dice: 0.6454, decode.d5.loss_cls: 0.1762, decode.d5.loss_mask: 0.4249, decode.d5.loss_dice: 0.6455, decode.d6.loss_cls: 0.1741, decode.d6.loss_mask: 0.4246, decode.d6.loss_dice: 0.6468, decode.d7.loss_cls: 0.1704, decode.d7.loss_mask: 0.4246, decode.d7.loss_dice: 0.6431, decode.d8.loss_cls: 0.1680, decode.d8.loss_mask: 0.4253, decode.d8.loss_dice: 0.6460, loss: 13.7033, grad_norm: 62.5471 +2023-11-07 09:21:47,785 - mmseg - INFO - Iter [145600/160000] lr: 9.001e-06, eta: 1:53:42, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1613, decode.loss_mask: 0.4377, decode.loss_dice: 0.6582, decode.d0.loss_cls: 1.1606, decode.d0.loss_mask: 0.4719, decode.d0.loss_dice: 0.7308, decode.d1.loss_cls: 0.2502, decode.d1.loss_mask: 0.4527, decode.d1.loss_dice: 0.6936, decode.d2.loss_cls: 0.2066, decode.d2.loss_mask: 0.4433, decode.d2.loss_dice: 0.6707, decode.d3.loss_cls: 0.1870, decode.d3.loss_mask: 0.4412, decode.d3.loss_dice: 0.6663, decode.d4.loss_cls: 0.1801, decode.d4.loss_mask: 0.4394, decode.d4.loss_dice: 0.6604, decode.d5.loss_cls: 0.1742, decode.d5.loss_mask: 0.4384, decode.d5.loss_dice: 0.6617, decode.d6.loss_cls: 0.1741, decode.d6.loss_mask: 0.4379, decode.d6.loss_dice: 0.6600, decode.d7.loss_cls: 0.1669, decode.d7.loss_mask: 0.4374, decode.d7.loss_dice: 0.6587, decode.d8.loss_cls: 0.1654, decode.d8.loss_mask: 0.4378, decode.d8.loss_dice: 0.6616, loss: 13.9860, grad_norm: 70.5287 +2023-11-07 09:22:10,608 - mmseg - INFO - Iter [145650/160000] lr: 8.969e-06, eta: 1:53:19, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1615, decode.loss_mask: 0.4165, decode.loss_dice: 0.6410, decode.d0.loss_cls: 1.1406, decode.d0.loss_mask: 0.4499, decode.d0.loss_dice: 0.7174, decode.d1.loss_cls: 0.2383, decode.d1.loss_mask: 0.4302, decode.d1.loss_dice: 0.6884, decode.d2.loss_cls: 0.1980, decode.d2.loss_mask: 0.4227, decode.d2.loss_dice: 0.6687, decode.d3.loss_cls: 0.1831, decode.d3.loss_mask: 0.4189, decode.d3.loss_dice: 0.6528, decode.d4.loss_cls: 0.1709, decode.d4.loss_mask: 0.4177, decode.d4.loss_dice: 0.6515, decode.d5.loss_cls: 0.1670, decode.d5.loss_mask: 0.4175, decode.d5.loss_dice: 0.6510, decode.d6.loss_cls: 0.1640, decode.d6.loss_mask: 0.4167, decode.d6.loss_dice: 0.6455, decode.d7.loss_cls: 0.1628, decode.d7.loss_mask: 0.4159, decode.d7.loss_dice: 0.6440, decode.d8.loss_cls: 0.1608, decode.d8.loss_mask: 0.4167, decode.d8.loss_dice: 0.6466, loss: 13.5767, grad_norm: 57.7145 +2023-11-07 09:22:33,670 - mmseg - INFO - Iter [145700/160000] lr: 8.938e-06, eta: 1:52:55, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1470, decode.loss_mask: 0.4314, decode.loss_dice: 0.6433, decode.d0.loss_cls: 1.0977, decode.d0.loss_mask: 0.4701, decode.d0.loss_dice: 0.7108, decode.d1.loss_cls: 0.2215, decode.d1.loss_mask: 0.4492, decode.d1.loss_dice: 0.6833, decode.d2.loss_cls: 0.1865, decode.d2.loss_mask: 0.4388, decode.d2.loss_dice: 0.6613, decode.d3.loss_cls: 0.1740, decode.d3.loss_mask: 0.4322, decode.d3.loss_dice: 0.6495, decode.d4.loss_cls: 0.1624, decode.d4.loss_mask: 0.4340, decode.d4.loss_dice: 0.6504, decode.d5.loss_cls: 0.1583, decode.d5.loss_mask: 0.4322, decode.d5.loss_dice: 0.6471, decode.d6.loss_cls: 0.1516, decode.d6.loss_mask: 0.4322, decode.d6.loss_dice: 0.6450, decode.d7.loss_cls: 0.1533, decode.d7.loss_mask: 0.4310, decode.d7.loss_dice: 0.6448, decode.d8.loss_cls: 0.1481, decode.d8.loss_mask: 0.4308, decode.d8.loss_dice: 0.6451, loss: 13.5632, grad_norm: 71.7913 +2023-11-07 09:22:56,599 - mmseg - INFO - Iter [145750/160000] lr: 8.907e-06, eta: 1:52:31, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1752, decode.loss_mask: 0.4212, decode.loss_dice: 0.6555, decode.d0.loss_cls: 1.1345, decode.d0.loss_mask: 0.4572, decode.d0.loss_dice: 0.7322, decode.d1.loss_cls: 0.2503, decode.d1.loss_mask: 0.4339, decode.d1.loss_dice: 0.6934, decode.d2.loss_cls: 0.2161, decode.d2.loss_mask: 0.4284, decode.d2.loss_dice: 0.6740, decode.d3.loss_cls: 0.2001, decode.d3.loss_mask: 0.4234, decode.d3.loss_dice: 0.6577, decode.d4.loss_cls: 0.1855, decode.d4.loss_mask: 0.4228, decode.d4.loss_dice: 0.6565, decode.d5.loss_cls: 0.1775, decode.d5.loss_mask: 0.4232, decode.d5.loss_dice: 0.6587, decode.d6.loss_cls: 0.1770, decode.d6.loss_mask: 0.4226, decode.d6.loss_dice: 0.6519, decode.d7.loss_cls: 0.1713, decode.d7.loss_mask: 0.4213, decode.d7.loss_dice: 0.6534, decode.d8.loss_cls: 0.1695, decode.d8.loss_mask: 0.4225, decode.d8.loss_dice: 0.6544, loss: 13.8211, grad_norm: 64.4096 +2023-11-07 09:23:20,355 - mmseg - INFO - Iter [145800/160000] lr: 8.876e-06, eta: 1:52:07, time: 0.475, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1707, decode.loss_mask: 0.4308, decode.loss_dice: 0.6610, decode.d0.loss_cls: 1.1050, decode.d0.loss_mask: 0.4660, decode.d0.loss_dice: 0.7329, decode.d1.loss_cls: 0.2500, decode.d1.loss_mask: 0.4419, decode.d1.loss_dice: 0.6966, decode.d2.loss_cls: 0.2071, decode.d2.loss_mask: 0.4374, decode.d2.loss_dice: 0.6783, decode.d3.loss_cls: 0.1919, decode.d3.loss_mask: 0.4332, decode.d3.loss_dice: 0.6671, decode.d4.loss_cls: 0.1850, decode.d4.loss_mask: 0.4330, decode.d4.loss_dice: 0.6660, decode.d5.loss_cls: 0.1815, decode.d5.loss_mask: 0.4316, decode.d5.loss_dice: 0.6624, decode.d6.loss_cls: 0.1776, decode.d6.loss_mask: 0.4330, decode.d6.loss_dice: 0.6636, decode.d7.loss_cls: 0.1699, decode.d7.loss_mask: 0.4313, decode.d7.loss_dice: 0.6602, decode.d8.loss_cls: 0.1718, decode.d8.loss_mask: 0.4304, decode.d8.loss_dice: 0.6575, loss: 13.9247, grad_norm: 63.3283 +2023-11-07 09:23:43,240 - mmseg - INFO - Iter [145850/160000] lr: 8.844e-06, eta: 1:51:44, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1735, decode.loss_mask: 0.4326, decode.loss_dice: 0.6573, decode.d0.loss_cls: 1.1484, decode.d0.loss_mask: 0.4709, decode.d0.loss_dice: 0.7299, decode.d1.loss_cls: 0.2542, decode.d1.loss_mask: 0.4493, decode.d1.loss_dice: 0.7030, decode.d2.loss_cls: 0.2113, decode.d2.loss_mask: 0.4401, decode.d2.loss_dice: 0.6756, decode.d3.loss_cls: 0.2009, decode.d3.loss_mask: 0.4353, decode.d3.loss_dice: 0.6629, decode.d4.loss_cls: 0.1938, decode.d4.loss_mask: 0.4347, decode.d4.loss_dice: 0.6593, decode.d5.loss_cls: 0.1873, decode.d5.loss_mask: 0.4337, decode.d5.loss_dice: 0.6622, decode.d6.loss_cls: 0.1840, decode.d6.loss_mask: 0.4339, decode.d6.loss_dice: 0.6571, decode.d7.loss_cls: 0.1766, decode.d7.loss_mask: 0.4329, decode.d7.loss_dice: 0.6601, decode.d8.loss_cls: 0.1743, decode.d8.loss_mask: 0.4327, decode.d8.loss_dice: 0.6588, loss: 14.0267, grad_norm: 60.8245 +2023-11-07 09:24:06,060 - mmseg - INFO - Iter [145900/160000] lr: 8.813e-06, eta: 1:51:20, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1656, decode.loss_mask: 0.4223, decode.loss_dice: 0.6565, decode.d0.loss_cls: 1.1277, decode.d0.loss_mask: 0.4592, decode.d0.loss_dice: 0.7302, decode.d1.loss_cls: 0.2428, decode.d1.loss_mask: 0.4404, decode.d1.loss_dice: 0.6995, decode.d2.loss_cls: 0.2091, decode.d2.loss_mask: 0.4294, decode.d2.loss_dice: 0.6748, decode.d3.loss_cls: 0.1887, decode.d3.loss_mask: 0.4251, decode.d3.loss_dice: 0.6649, decode.d4.loss_cls: 0.1766, decode.d4.loss_mask: 0.4247, decode.d4.loss_dice: 0.6622, decode.d5.loss_cls: 0.1733, decode.d5.loss_mask: 0.4237, decode.d5.loss_dice: 0.6596, decode.d6.loss_cls: 0.1713, decode.d6.loss_mask: 0.4229, decode.d6.loss_dice: 0.6581, decode.d7.loss_cls: 0.1637, decode.d7.loss_mask: 0.4229, decode.d7.loss_dice: 0.6585, decode.d8.loss_cls: 0.1649, decode.d8.loss_mask: 0.4211, decode.d8.loss_dice: 0.6560, loss: 13.7958, grad_norm: 57.7023 +2023-11-07 09:24:29,323 - mmseg - INFO - Iter [145950/160000] lr: 8.782e-06, eta: 1:50:56, time: 0.465, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1836, decode.loss_mask: 0.4459, decode.loss_dice: 0.6779, decode.d0.loss_cls: 1.1739, decode.d0.loss_mask: 0.4859, decode.d0.loss_dice: 0.7527, decode.d1.loss_cls: 0.2720, decode.d1.loss_mask: 0.4577, decode.d1.loss_dice: 0.7106, decode.d2.loss_cls: 0.2345, decode.d2.loss_mask: 0.4528, decode.d2.loss_dice: 0.6899, decode.d3.loss_cls: 0.2141, decode.d3.loss_mask: 0.4480, decode.d3.loss_dice: 0.6794, decode.d4.loss_cls: 0.2044, decode.d4.loss_mask: 0.4489, decode.d4.loss_dice: 0.6776, decode.d5.loss_cls: 0.1980, decode.d5.loss_mask: 0.4477, decode.d5.loss_dice: 0.6797, decode.d6.loss_cls: 0.1915, decode.d6.loss_mask: 0.4462, decode.d6.loss_dice: 0.6767, decode.d7.loss_cls: 0.1885, decode.d7.loss_mask: 0.4457, decode.d7.loss_dice: 0.6771, decode.d8.loss_cls: 0.1828, decode.d8.loss_mask: 0.4452, decode.d8.loss_dice: 0.6753, loss: 14.4645, grad_norm: 65.3537 +2023-11-07 09:24:52,581 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 09:24:52,581 - mmseg - INFO - Iter [146000/160000] lr: 8.751e-06, eta: 1:50:32, time: 0.465, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1611, decode.loss_mask: 0.4275, decode.loss_dice: 0.6513, decode.d0.loss_cls: 1.1704, decode.d0.loss_mask: 0.4690, decode.d0.loss_dice: 0.7178, decode.d1.loss_cls: 0.2406, decode.d1.loss_mask: 0.4433, decode.d1.loss_dice: 0.6808, decode.d2.loss_cls: 0.1961, decode.d2.loss_mask: 0.4358, decode.d2.loss_dice: 0.6658, decode.d3.loss_cls: 0.1805, decode.d3.loss_mask: 0.4331, decode.d3.loss_dice: 0.6564, decode.d4.loss_cls: 0.1743, decode.d4.loss_mask: 0.4313, decode.d4.loss_dice: 0.6565, decode.d5.loss_cls: 0.1675, decode.d5.loss_mask: 0.4296, decode.d5.loss_dice: 0.6543, decode.d6.loss_cls: 0.1656, decode.d6.loss_mask: 0.4290, decode.d6.loss_dice: 0.6506, decode.d7.loss_cls: 0.1620, decode.d7.loss_mask: 0.4285, decode.d7.loss_dice: 0.6511, decode.d8.loss_cls: 0.1633, decode.d8.loss_mask: 0.4269, decode.d8.loss_dice: 0.6504, loss: 13.7705, grad_norm: 62.2488 +2023-11-07 09:25:15,323 - mmseg - INFO - Iter [146050/160000] lr: 8.719e-06, eta: 1:50:09, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1692, decode.loss_mask: 0.4431, decode.loss_dice: 0.6692, decode.d0.loss_cls: 1.1423, decode.d0.loss_mask: 0.4801, decode.d0.loss_dice: 0.7328, decode.d1.loss_cls: 0.2505, decode.d1.loss_mask: 0.4562, decode.d1.loss_dice: 0.7035, decode.d2.loss_cls: 0.2100, decode.d2.loss_mask: 0.4509, decode.d2.loss_dice: 0.6900, decode.d3.loss_cls: 0.1920, decode.d3.loss_mask: 0.4467, decode.d3.loss_dice: 0.6745, decode.d4.loss_cls: 0.1819, decode.d4.loss_mask: 0.4455, decode.d4.loss_dice: 0.6701, decode.d5.loss_cls: 0.1752, decode.d5.loss_mask: 0.4448, decode.d5.loss_dice: 0.6690, decode.d6.loss_cls: 0.1707, decode.d6.loss_mask: 0.4451, decode.d6.loss_dice: 0.6706, decode.d7.loss_cls: 0.1708, decode.d7.loss_mask: 0.4440, decode.d7.loss_dice: 0.6683, decode.d8.loss_cls: 0.1690, decode.d8.loss_mask: 0.4424, decode.d8.loss_dice: 0.6699, loss: 14.1485, grad_norm: 71.0972 +2023-11-07 09:25:38,016 - mmseg - INFO - Iter [146100/160000] lr: 8.688e-06, eta: 1:49:45, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1707, decode.loss_mask: 0.4421, decode.loss_dice: 0.6507, decode.d0.loss_cls: 1.1664, decode.d0.loss_mask: 0.4764, decode.d0.loss_dice: 0.7268, decode.d1.loss_cls: 0.2581, decode.d1.loss_mask: 0.4557, decode.d1.loss_dice: 0.6919, decode.d2.loss_cls: 0.2170, decode.d2.loss_mask: 0.4492, decode.d2.loss_dice: 0.6717, decode.d3.loss_cls: 0.1972, decode.d3.loss_mask: 0.4465, decode.d3.loss_dice: 0.6604, decode.d4.loss_cls: 0.1856, decode.d4.loss_mask: 0.4426, decode.d4.loss_dice: 0.6535, decode.d5.loss_cls: 0.1778, decode.d5.loss_mask: 0.4435, decode.d5.loss_dice: 0.6546, decode.d6.loss_cls: 0.1795, decode.d6.loss_mask: 0.4414, decode.d6.loss_dice: 0.6535, decode.d7.loss_cls: 0.1713, decode.d7.loss_mask: 0.4424, decode.d7.loss_dice: 0.6535, decode.d8.loss_cls: 0.1687, decode.d8.loss_mask: 0.4409, decode.d8.loss_dice: 0.6541, loss: 14.0437, grad_norm: 62.9919 +2023-11-07 09:26:00,951 - mmseg - INFO - Iter [146150/160000] lr: 8.657e-06, eta: 1:49:21, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1615, decode.loss_mask: 0.4326, decode.loss_dice: 0.6557, decode.d0.loss_cls: 1.1372, decode.d0.loss_mask: 0.4733, decode.d0.loss_dice: 0.7193, decode.d1.loss_cls: 0.2462, decode.d1.loss_mask: 0.4491, decode.d1.loss_dice: 0.6948, decode.d2.loss_cls: 0.2037, decode.d2.loss_mask: 0.4423, decode.d2.loss_dice: 0.6752, decode.d3.loss_cls: 0.1871, decode.d3.loss_mask: 0.4372, decode.d3.loss_dice: 0.6607, decode.d4.loss_cls: 0.1754, decode.d4.loss_mask: 0.4361, decode.d4.loss_dice: 0.6589, decode.d5.loss_cls: 0.1702, decode.d5.loss_mask: 0.4370, decode.d5.loss_dice: 0.6582, decode.d6.loss_cls: 0.1627, decode.d6.loss_mask: 0.4338, decode.d6.loss_dice: 0.6554, decode.d7.loss_cls: 0.1574, decode.d7.loss_mask: 0.4337, decode.d7.loss_dice: 0.6544, decode.d8.loss_cls: 0.1647, decode.d8.loss_mask: 0.4317, decode.d8.loss_dice: 0.6533, loss: 13.8587, grad_norm: 65.7608 +2023-11-07 09:26:23,602 - mmseg - INFO - Iter [146200/160000] lr: 8.626e-06, eta: 1:48:57, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1725, decode.loss_mask: 0.4419, decode.loss_dice: 0.6527, decode.d0.loss_cls: 1.1398, decode.d0.loss_mask: 0.4769, decode.d0.loss_dice: 0.7285, decode.d1.loss_cls: 0.2543, decode.d1.loss_mask: 0.4547, decode.d1.loss_dice: 0.6890, decode.d2.loss_cls: 0.2113, decode.d2.loss_mask: 0.4476, decode.d2.loss_dice: 0.6735, decode.d3.loss_cls: 0.1972, decode.d3.loss_mask: 0.4441, decode.d3.loss_dice: 0.6586, decode.d4.loss_cls: 0.1898, decode.d4.loss_mask: 0.4427, decode.d4.loss_dice: 0.6577, decode.d5.loss_cls: 0.1830, decode.d5.loss_mask: 0.4415, decode.d5.loss_dice: 0.6570, decode.d6.loss_cls: 0.1784, decode.d6.loss_mask: 0.4432, decode.d6.loss_dice: 0.6578, decode.d7.loss_cls: 0.1739, decode.d7.loss_mask: 0.4419, decode.d7.loss_dice: 0.6545, decode.d8.loss_cls: 0.1727, decode.d8.loss_mask: 0.4404, decode.d8.loss_dice: 0.6555, loss: 14.0326, grad_norm: 64.5719 +2023-11-07 09:26:46,586 - mmseg - INFO - Iter [146250/160000] lr: 8.594e-06, eta: 1:48:34, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1691, decode.loss_mask: 0.4240, decode.loss_dice: 0.6818, decode.d0.loss_cls: 1.1617, decode.d0.loss_mask: 0.4604, decode.d0.loss_dice: 0.7568, decode.d1.loss_cls: 0.2589, decode.d1.loss_mask: 0.4379, decode.d1.loss_dice: 0.7193, decode.d2.loss_cls: 0.2171, decode.d2.loss_mask: 0.4290, decode.d2.loss_dice: 0.7027, decode.d3.loss_cls: 0.1946, decode.d3.loss_mask: 0.4255, decode.d3.loss_dice: 0.6907, decode.d4.loss_cls: 0.1868, decode.d4.loss_mask: 0.4252, decode.d4.loss_dice: 0.6886, decode.d5.loss_cls: 0.1820, decode.d5.loss_mask: 0.4242, decode.d5.loss_dice: 0.6862, decode.d6.loss_cls: 0.1735, decode.d6.loss_mask: 0.4238, decode.d6.loss_dice: 0.6810, decode.d7.loss_cls: 0.1694, decode.d7.loss_mask: 0.4234, decode.d7.loss_dice: 0.6853, decode.d8.loss_cls: 0.1646, decode.d8.loss_mask: 0.4241, decode.d8.loss_dice: 0.6859, loss: 14.1534, grad_norm: 61.2914 +2023-11-07 09:27:09,583 - mmseg - INFO - Iter [146300/160000] lr: 8.563e-06, eta: 1:48:10, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1572, decode.loss_mask: 0.4350, decode.loss_dice: 0.6556, decode.d0.loss_cls: 1.1441, decode.d0.loss_mask: 0.4678, decode.d0.loss_dice: 0.7188, decode.d1.loss_cls: 0.2377, decode.d1.loss_mask: 0.4454, decode.d1.loss_dice: 0.6892, decode.d2.loss_cls: 0.1968, decode.d2.loss_mask: 0.4393, decode.d2.loss_dice: 0.6692, decode.d3.loss_cls: 0.1797, decode.d3.loss_mask: 0.4346, decode.d3.loss_dice: 0.6566, decode.d4.loss_cls: 0.1668, decode.d4.loss_mask: 0.4360, decode.d4.loss_dice: 0.6580, decode.d5.loss_cls: 0.1634, decode.d5.loss_mask: 0.4362, decode.d5.loss_dice: 0.6568, decode.d6.loss_cls: 0.1622, decode.d6.loss_mask: 0.4346, decode.d6.loss_dice: 0.6532, decode.d7.loss_cls: 0.1560, decode.d7.loss_mask: 0.4347, decode.d7.loss_dice: 0.6533, decode.d8.loss_cls: 0.1554, decode.d8.loss_mask: 0.4353, decode.d8.loss_dice: 0.6556, loss: 13.7846, grad_norm: 64.4138 +2023-11-07 09:27:32,443 - mmseg - INFO - Iter [146350/160000] lr: 8.532e-06, eta: 1:47:46, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1854, decode.loss_mask: 0.4257, decode.loss_dice: 0.6830, decode.d0.loss_cls: 1.1656, decode.d0.loss_mask: 0.4626, decode.d0.loss_dice: 0.7663, decode.d1.loss_cls: 0.2721, decode.d1.loss_mask: 0.4423, decode.d1.loss_dice: 0.7234, decode.d2.loss_cls: 0.2303, decode.d2.loss_mask: 0.4334, decode.d2.loss_dice: 0.7015, decode.d3.loss_cls: 0.2082, decode.d3.loss_mask: 0.4269, decode.d3.loss_dice: 0.6899, decode.d4.loss_cls: 0.1992, decode.d4.loss_mask: 0.4279, decode.d4.loss_dice: 0.6861, decode.d5.loss_cls: 0.1971, decode.d5.loss_mask: 0.4267, decode.d5.loss_dice: 0.6829, decode.d6.loss_cls: 0.1917, decode.d6.loss_mask: 0.4266, decode.d6.loss_dice: 0.6843, decode.d7.loss_cls: 0.1869, decode.d7.loss_mask: 0.4246, decode.d7.loss_dice: 0.6831, decode.d8.loss_cls: 0.1902, decode.d8.loss_mask: 0.4256, decode.d8.loss_dice: 0.6800, loss: 14.3296, grad_norm: 62.5262 +2023-11-07 09:27:55,325 - mmseg - INFO - Iter [146400/160000] lr: 8.501e-06, eta: 1:47:22, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1680, decode.loss_mask: 0.4487, decode.loss_dice: 0.6707, decode.d0.loss_cls: 1.1637, decode.d0.loss_mask: 0.4835, decode.d0.loss_dice: 0.7329, decode.d1.loss_cls: 0.2482, decode.d1.loss_mask: 0.4654, decode.d1.loss_dice: 0.7022, decode.d2.loss_cls: 0.2133, decode.d2.loss_mask: 0.4573, decode.d2.loss_dice: 0.6845, decode.d3.loss_cls: 0.1894, decode.d3.loss_mask: 0.4507, decode.d3.loss_dice: 0.6750, decode.d4.loss_cls: 0.1828, decode.d4.loss_mask: 0.4502, decode.d4.loss_dice: 0.6740, decode.d5.loss_cls: 0.1727, decode.d5.loss_mask: 0.4507, decode.d5.loss_dice: 0.6750, decode.d6.loss_cls: 0.1722, decode.d6.loss_mask: 0.4507, decode.d6.loss_dice: 0.6662, decode.d7.loss_cls: 0.1680, decode.d7.loss_mask: 0.4490, decode.d7.loss_dice: 0.6719, decode.d8.loss_cls: 0.1728, decode.d8.loss_mask: 0.4481, decode.d8.loss_dice: 0.6710, loss: 14.2288, grad_norm: 67.4846 +2023-11-07 09:28:18,124 - mmseg - INFO - Iter [146450/160000] lr: 8.469e-06, eta: 1:46:59, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1633, decode.loss_mask: 0.4327, decode.loss_dice: 0.6663, decode.d0.loss_cls: 1.1423, decode.d0.loss_mask: 0.4734, decode.d0.loss_dice: 0.7212, decode.d1.loss_cls: 0.2428, decode.d1.loss_mask: 0.4496, decode.d1.loss_dice: 0.6945, decode.d2.loss_cls: 0.2099, decode.d2.loss_mask: 0.4422, decode.d2.loss_dice: 0.6799, decode.d3.loss_cls: 0.1904, decode.d3.loss_mask: 0.4362, decode.d3.loss_dice: 0.6689, decode.d4.loss_cls: 0.1752, decode.d4.loss_mask: 0.4350, decode.d4.loss_dice: 0.6682, decode.d5.loss_cls: 0.1758, decode.d5.loss_mask: 0.4335, decode.d5.loss_dice: 0.6604, decode.d6.loss_cls: 0.1708, decode.d6.loss_mask: 0.4334, decode.d6.loss_dice: 0.6636, decode.d7.loss_cls: 0.1679, decode.d7.loss_mask: 0.4331, decode.d7.loss_dice: 0.6615, decode.d8.loss_cls: 0.1655, decode.d8.loss_mask: 0.4323, decode.d8.loss_dice: 0.6628, loss: 13.9526, grad_norm: 63.3481 +2023-11-07 09:28:41,080 - mmseg - INFO - Iter [146500/160000] lr: 8.438e-06, eta: 1:46:35, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1659, decode.loss_mask: 0.4505, decode.loss_dice: 0.6616, decode.d0.loss_cls: 1.1480, decode.d0.loss_mask: 0.4890, decode.d0.loss_dice: 0.7323, decode.d1.loss_cls: 0.2400, decode.d1.loss_mask: 0.4674, decode.d1.loss_dice: 0.6977, decode.d2.loss_cls: 0.2041, decode.d2.loss_mask: 0.4581, decode.d2.loss_dice: 0.6791, decode.d3.loss_cls: 0.1902, decode.d3.loss_mask: 0.4550, decode.d3.loss_dice: 0.6698, decode.d4.loss_cls: 0.1761, decode.d4.loss_mask: 0.4531, decode.d4.loss_dice: 0.6649, decode.d5.loss_cls: 0.1731, decode.d5.loss_mask: 0.4534, decode.d5.loss_dice: 0.6691, decode.d6.loss_cls: 0.1728, decode.d6.loss_mask: 0.4529, decode.d6.loss_dice: 0.6643, decode.d7.loss_cls: 0.1698, decode.d7.loss_mask: 0.4523, decode.d7.loss_dice: 0.6646, decode.d8.loss_cls: 0.1682, decode.d8.loss_mask: 0.4502, decode.d8.loss_dice: 0.6612, loss: 14.1547, grad_norm: 64.1440 +2023-11-07 09:29:06,359 - mmseg - INFO - Iter [146550/160000] lr: 8.407e-06, eta: 1:46:11, time: 0.506, data_time: 0.057, memory: 39436, decode.loss_cls: 0.1635, decode.loss_mask: 0.4514, decode.loss_dice: 0.6614, decode.d0.loss_cls: 1.1588, decode.d0.loss_mask: 0.4883, decode.d0.loss_dice: 0.7306, decode.d1.loss_cls: 0.2359, decode.d1.loss_mask: 0.4693, decode.d1.loss_dice: 0.7003, decode.d2.loss_cls: 0.2045, decode.d2.loss_mask: 0.4615, decode.d2.loss_dice: 0.6867, decode.d3.loss_cls: 0.1902, decode.d3.loss_mask: 0.4552, decode.d3.loss_dice: 0.6698, decode.d4.loss_cls: 0.1751, decode.d4.loss_mask: 0.4550, decode.d4.loss_dice: 0.6669, decode.d5.loss_cls: 0.1686, decode.d5.loss_mask: 0.4537, decode.d5.loss_dice: 0.6669, decode.d6.loss_cls: 0.1669, decode.d6.loss_mask: 0.4536, decode.d6.loss_dice: 0.6649, decode.d7.loss_cls: 0.1649, decode.d7.loss_mask: 0.4528, decode.d7.loss_dice: 0.6661, decode.d8.loss_cls: 0.1657, decode.d8.loss_mask: 0.4516, decode.d8.loss_dice: 0.6659, loss: 14.1661, grad_norm: 62.9672 +2023-11-07 09:29:29,240 - mmseg - INFO - Iter [146600/160000] lr: 8.376e-06, eta: 1:45:48, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1627, decode.loss_mask: 0.4318, decode.loss_dice: 0.6657, decode.d0.loss_cls: 1.1148, decode.d0.loss_mask: 0.4675, decode.d0.loss_dice: 0.7318, decode.d1.loss_cls: 0.2415, decode.d1.loss_mask: 0.4492, decode.d1.loss_dice: 0.7039, decode.d2.loss_cls: 0.2025, decode.d2.loss_mask: 0.4399, decode.d2.loss_dice: 0.6882, decode.d3.loss_cls: 0.1821, decode.d3.loss_mask: 0.4367, decode.d3.loss_dice: 0.6737, decode.d4.loss_cls: 0.1774, decode.d4.loss_mask: 0.4337, decode.d4.loss_dice: 0.6687, decode.d5.loss_cls: 0.1702, decode.d5.loss_mask: 0.4340, decode.d5.loss_dice: 0.6702, decode.d6.loss_cls: 0.1621, decode.d6.loss_mask: 0.4331, decode.d6.loss_dice: 0.6683, decode.d7.loss_cls: 0.1598, decode.d7.loss_mask: 0.4332, decode.d7.loss_dice: 0.6715, decode.d8.loss_cls: 0.1576, decode.d8.loss_mask: 0.4332, decode.d8.loss_dice: 0.6662, loss: 13.9312, grad_norm: 65.6093 +2023-11-07 09:29:52,037 - mmseg - INFO - Iter [146650/160000] lr: 8.344e-06, eta: 1:45:24, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1475, decode.loss_mask: 0.4317, decode.loss_dice: 0.6451, decode.d0.loss_cls: 1.1426, decode.d0.loss_mask: 0.4673, decode.d0.loss_dice: 0.7094, decode.d1.loss_cls: 0.2281, decode.d1.loss_mask: 0.4448, decode.d1.loss_dice: 0.6792, decode.d2.loss_cls: 0.1879, decode.d2.loss_mask: 0.4357, decode.d2.loss_dice: 0.6623, decode.d3.loss_cls: 0.1711, decode.d3.loss_mask: 0.4344, decode.d3.loss_dice: 0.6510, decode.d4.loss_cls: 0.1614, decode.d4.loss_mask: 0.4333, decode.d4.loss_dice: 0.6492, decode.d5.loss_cls: 0.1547, decode.d5.loss_mask: 0.4322, decode.d5.loss_dice: 0.6464, decode.d6.loss_cls: 0.1542, decode.d6.loss_mask: 0.4328, decode.d6.loss_dice: 0.6456, decode.d7.loss_cls: 0.1464, decode.d7.loss_mask: 0.4325, decode.d7.loss_dice: 0.6450, decode.d8.loss_cls: 0.1525, decode.d8.loss_mask: 0.4318, decode.d8.loss_dice: 0.6425, loss: 13.5987, grad_norm: 68.6316 +2023-11-07 09:30:14,747 - mmseg - INFO - Iter [146700/160000] lr: 8.313e-06, eta: 1:45:00, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1443, decode.loss_mask: 0.4249, decode.loss_dice: 0.6462, decode.d0.loss_cls: 1.1266, decode.d0.loss_mask: 0.4617, decode.d0.loss_dice: 0.7075, decode.d1.loss_cls: 0.2219, decode.d1.loss_mask: 0.4424, decode.d1.loss_dice: 0.6777, decode.d2.loss_cls: 0.1868, decode.d2.loss_mask: 0.4304, decode.d2.loss_dice: 0.6618, decode.d3.loss_cls: 0.1687, decode.d3.loss_mask: 0.4275, decode.d3.loss_dice: 0.6492, decode.d4.loss_cls: 0.1582, decode.d4.loss_mask: 0.4290, decode.d4.loss_dice: 0.6483, decode.d5.loss_cls: 0.1506, decode.d5.loss_mask: 0.4280, decode.d5.loss_dice: 0.6459, decode.d6.loss_cls: 0.1543, decode.d6.loss_mask: 0.4258, decode.d6.loss_dice: 0.6435, decode.d7.loss_cls: 0.1490, decode.d7.loss_mask: 0.4246, decode.d7.loss_dice: 0.6430, decode.d8.loss_cls: 0.1465, decode.d8.loss_mask: 0.4254, decode.d8.loss_dice: 0.6447, loss: 13.4946, grad_norm: 65.4447 +2023-11-07 09:30:37,492 - mmseg - INFO - Iter [146750/160000] lr: 8.282e-06, eta: 1:44:36, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1733, decode.loss_mask: 0.4441, decode.loss_dice: 0.6584, decode.d0.loss_cls: 1.1475, decode.d0.loss_mask: 0.4831, decode.d0.loss_dice: 0.7315, decode.d1.loss_cls: 0.2550, decode.d1.loss_mask: 0.4632, decode.d1.loss_dice: 0.7014, decode.d2.loss_cls: 0.2200, decode.d2.loss_mask: 0.4502, decode.d2.loss_dice: 0.6748, decode.d3.loss_cls: 0.1970, decode.d3.loss_mask: 0.4479, decode.d3.loss_dice: 0.6661, decode.d4.loss_cls: 0.1878, decode.d4.loss_mask: 0.4472, decode.d4.loss_dice: 0.6650, decode.d5.loss_cls: 0.1801, decode.d5.loss_mask: 0.4465, decode.d5.loss_dice: 0.6634, decode.d6.loss_cls: 0.1761, decode.d6.loss_mask: 0.4447, decode.d6.loss_dice: 0.6605, decode.d7.loss_cls: 0.1721, decode.d7.loss_mask: 0.4438, decode.d7.loss_dice: 0.6608, decode.d8.loss_cls: 0.1712, decode.d8.loss_mask: 0.4448, decode.d8.loss_dice: 0.6606, loss: 14.1382, grad_norm: 69.6447 +2023-11-07 09:31:00,445 - mmseg - INFO - Iter [146800/160000] lr: 8.251e-06, eta: 1:44:12, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1726, decode.loss_mask: 0.4452, decode.loss_dice: 0.6718, decode.d0.loss_cls: 1.1440, decode.d0.loss_mask: 0.4854, decode.d0.loss_dice: 0.7434, decode.d1.loss_cls: 0.2470, decode.d1.loss_mask: 0.4631, decode.d1.loss_dice: 0.7086, decode.d2.loss_cls: 0.2119, decode.d2.loss_mask: 0.4558, decode.d2.loss_dice: 0.6907, decode.d3.loss_cls: 0.1917, decode.d3.loss_mask: 0.4506, decode.d3.loss_dice: 0.6761, decode.d4.loss_cls: 0.1827, decode.d4.loss_mask: 0.4486, decode.d4.loss_dice: 0.6771, decode.d5.loss_cls: 0.1803, decode.d5.loss_mask: 0.4478, decode.d5.loss_dice: 0.6772, decode.d6.loss_cls: 0.1783, decode.d6.loss_mask: 0.4462, decode.d6.loss_dice: 0.6740, decode.d7.loss_cls: 0.1730, decode.d7.loss_mask: 0.4466, decode.d7.loss_dice: 0.6734, decode.d8.loss_cls: 0.1706, decode.d8.loss_mask: 0.4465, decode.d8.loss_dice: 0.6737, loss: 14.2537, grad_norm: 71.5840 +2023-11-07 09:31:23,203 - mmseg - INFO - Iter [146850/160000] lr: 8.219e-06, eta: 1:43:49, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1527, decode.loss_mask: 0.4360, decode.loss_dice: 0.6441, decode.d0.loss_cls: 1.1313, decode.d0.loss_mask: 0.4701, decode.d0.loss_dice: 0.7094, decode.d1.loss_cls: 0.2177, decode.d1.loss_mask: 0.4546, decode.d1.loss_dice: 0.6828, decode.d2.loss_cls: 0.1891, decode.d2.loss_mask: 0.4415, decode.d2.loss_dice: 0.6611, decode.d3.loss_cls: 0.1734, decode.d3.loss_mask: 0.4386, decode.d3.loss_dice: 0.6523, decode.d4.loss_cls: 0.1684, decode.d4.loss_mask: 0.4374, decode.d4.loss_dice: 0.6471, decode.d5.loss_cls: 0.1633, decode.d5.loss_mask: 0.4361, decode.d5.loss_dice: 0.6450, decode.d6.loss_cls: 0.1594, decode.d6.loss_mask: 0.4374, decode.d6.loss_dice: 0.6460, decode.d7.loss_cls: 0.1584, decode.d7.loss_mask: 0.4360, decode.d7.loss_dice: 0.6430, decode.d8.loss_cls: 0.1539, decode.d8.loss_mask: 0.4359, decode.d8.loss_dice: 0.6462, loss: 13.6683, grad_norm: 69.0723 +2023-11-07 09:31:46,127 - mmseg - INFO - Iter [146900/160000] lr: 8.188e-06, eta: 1:43:25, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1717, decode.loss_mask: 0.4211, decode.loss_dice: 0.6712, decode.d0.loss_cls: 1.1318, decode.d0.loss_mask: 0.4604, decode.d0.loss_dice: 0.7517, decode.d1.loss_cls: 0.2524, decode.d1.loss_mask: 0.4364, decode.d1.loss_dice: 0.7069, decode.d2.loss_cls: 0.2123, decode.d2.loss_mask: 0.4289, decode.d2.loss_dice: 0.6939, decode.d3.loss_cls: 0.1944, decode.d3.loss_mask: 0.4238, decode.d3.loss_dice: 0.6733, decode.d4.loss_cls: 0.1869, decode.d4.loss_mask: 0.4222, decode.d4.loss_dice: 0.6712, decode.d5.loss_cls: 0.1845, decode.d5.loss_mask: 0.4214, decode.d5.loss_dice: 0.6716, decode.d6.loss_cls: 0.1771, decode.d6.loss_mask: 0.4232, decode.d6.loss_dice: 0.6741, decode.d7.loss_cls: 0.1762, decode.d7.loss_mask: 0.4212, decode.d7.loss_dice: 0.6701, decode.d8.loss_cls: 0.1716, decode.d8.loss_mask: 0.4214, decode.d8.loss_dice: 0.6700, loss: 13.9928, grad_norm: 62.1522 +2023-11-07 09:32:09,076 - mmseg - INFO - Iter [146950/160000] lr: 8.157e-06, eta: 1:43:01, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1666, decode.loss_mask: 0.4362, decode.loss_dice: 0.6626, decode.d0.loss_cls: 1.1353, decode.d0.loss_mask: 0.4741, decode.d0.loss_dice: 0.7370, decode.d1.loss_cls: 0.2392, decode.d1.loss_mask: 0.4536, decode.d1.loss_dice: 0.7014, decode.d2.loss_cls: 0.2067, decode.d2.loss_mask: 0.4450, decode.d2.loss_dice: 0.6821, decode.d3.loss_cls: 0.1879, decode.d3.loss_mask: 0.4404, decode.d3.loss_dice: 0.6729, decode.d4.loss_cls: 0.1779, decode.d4.loss_mask: 0.4393, decode.d4.loss_dice: 0.6661, decode.d5.loss_cls: 0.1753, decode.d5.loss_mask: 0.4390, decode.d5.loss_dice: 0.6676, decode.d6.loss_cls: 0.1721, decode.d6.loss_mask: 0.4377, decode.d6.loss_dice: 0.6662, decode.d7.loss_cls: 0.1693, decode.d7.loss_mask: 0.4368, decode.d7.loss_dice: 0.6633, decode.d8.loss_cls: 0.1672, decode.d8.loss_mask: 0.4368, decode.d8.loss_dice: 0.6672, loss: 14.0228, grad_norm: 65.0677 +2023-11-07 09:32:32,130 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 09:32:32,130 - mmseg - INFO - Iter [147000/160000] lr: 8.126e-06, eta: 1:42:37, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1531, decode.loss_mask: 0.4258, decode.loss_dice: 0.6431, decode.d0.loss_cls: 1.1438, decode.d0.loss_mask: 0.4609, decode.d0.loss_dice: 0.7040, decode.d1.loss_cls: 0.2400, decode.d1.loss_mask: 0.4393, decode.d1.loss_dice: 0.6756, decode.d2.loss_cls: 0.1928, decode.d2.loss_mask: 0.4303, decode.d2.loss_dice: 0.6564, decode.d3.loss_cls: 0.1762, decode.d3.loss_mask: 0.4281, decode.d3.loss_dice: 0.6463, decode.d4.loss_cls: 0.1667, decode.d4.loss_mask: 0.4277, decode.d4.loss_dice: 0.6472, decode.d5.loss_cls: 0.1598, decode.d5.loss_mask: 0.4266, decode.d5.loss_dice: 0.6459, decode.d6.loss_cls: 0.1566, decode.d6.loss_mask: 0.4252, decode.d6.loss_dice: 0.6415, decode.d7.loss_cls: 0.1549, decode.d7.loss_mask: 0.4258, decode.d7.loss_dice: 0.6419, decode.d8.loss_cls: 0.1507, decode.d8.loss_mask: 0.4253, decode.d8.loss_dice: 0.6441, loss: 13.5557, grad_norm: 61.4499 +2023-11-07 09:32:54,799 - mmseg - INFO - Iter [147050/160000] lr: 8.094e-06, eta: 1:42:14, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1746, decode.loss_mask: 0.4414, decode.loss_dice: 0.6765, decode.d0.loss_cls: 1.1738, decode.d0.loss_mask: 0.4853, decode.d0.loss_dice: 0.7514, decode.d1.loss_cls: 0.2646, decode.d1.loss_mask: 0.4604, decode.d1.loss_dice: 0.7141, decode.d2.loss_cls: 0.2145, decode.d2.loss_mask: 0.4533, decode.d2.loss_dice: 0.6977, decode.d3.loss_cls: 0.1975, decode.d3.loss_mask: 0.4494, decode.d3.loss_dice: 0.6848, decode.d4.loss_cls: 0.1826, decode.d4.loss_mask: 0.4496, decode.d4.loss_dice: 0.6864, decode.d5.loss_cls: 0.1826, decode.d5.loss_mask: 0.4467, decode.d5.loss_dice: 0.6828, decode.d6.loss_cls: 0.1747, decode.d6.loss_mask: 0.4472, decode.d6.loss_dice: 0.6833, decode.d7.loss_cls: 0.1721, decode.d7.loss_mask: 0.4453, decode.d7.loss_dice: 0.6807, decode.d8.loss_cls: 0.1721, decode.d8.loss_mask: 0.4435, decode.d8.loss_dice: 0.6817, loss: 14.3708, grad_norm: 65.6525 +2023-11-07 09:33:17,644 - mmseg - INFO - Iter [147100/160000] lr: 8.063e-06, eta: 1:41:50, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1621, decode.loss_mask: 0.4395, decode.loss_dice: 0.6612, decode.d0.loss_cls: 1.1480, decode.d0.loss_mask: 0.4768, decode.d0.loss_dice: 0.7336, decode.d1.loss_cls: 0.2555, decode.d1.loss_mask: 0.4549, decode.d1.loss_dice: 0.6908, decode.d2.loss_cls: 0.2139, decode.d2.loss_mask: 0.4475, decode.d2.loss_dice: 0.6734, decode.d3.loss_cls: 0.1920, decode.d3.loss_mask: 0.4432, decode.d3.loss_dice: 0.6671, decode.d4.loss_cls: 0.1760, decode.d4.loss_mask: 0.4426, decode.d4.loss_dice: 0.6634, decode.d5.loss_cls: 0.1731, decode.d5.loss_mask: 0.4414, decode.d5.loss_dice: 0.6584, decode.d6.loss_cls: 0.1711, decode.d6.loss_mask: 0.4413, decode.d6.loss_dice: 0.6607, decode.d7.loss_cls: 0.1672, decode.d7.loss_mask: 0.4405, decode.d7.loss_dice: 0.6610, decode.d8.loss_cls: 0.1652, decode.d8.loss_mask: 0.4390, decode.d8.loss_dice: 0.6594, loss: 14.0198, grad_norm: 69.8126 +2023-11-07 09:33:40,473 - mmseg - INFO - Iter [147150/160000] lr: 8.032e-06, eta: 1:41:26, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1825, decode.loss_mask: 0.4229, decode.loss_dice: 0.6702, decode.d0.loss_cls: 1.1487, decode.d0.loss_mask: 0.4582, decode.d0.loss_dice: 0.7411, decode.d1.loss_cls: 0.2663, decode.d1.loss_mask: 0.4382, decode.d1.loss_dice: 0.7044, decode.d2.loss_cls: 0.2274, decode.d2.loss_mask: 0.4307, decode.d2.loss_dice: 0.6942, decode.d3.loss_cls: 0.2094, decode.d3.loss_mask: 0.4265, decode.d3.loss_dice: 0.6773, decode.d4.loss_cls: 0.1991, decode.d4.loss_mask: 0.4256, decode.d4.loss_dice: 0.6748, decode.d5.loss_cls: 0.1930, decode.d5.loss_mask: 0.4250, decode.d5.loss_dice: 0.6747, decode.d6.loss_cls: 0.1898, decode.d6.loss_mask: 0.4245, decode.d6.loss_dice: 0.6733, decode.d7.loss_cls: 0.1835, decode.d7.loss_mask: 0.4235, decode.d7.loss_dice: 0.6679, decode.d8.loss_cls: 0.1789, decode.d8.loss_mask: 0.4221, decode.d8.loss_dice: 0.6706, loss: 14.1240, grad_norm: 70.2071 +2023-11-07 09:34:03,404 - mmseg - INFO - Iter [147200/160000] lr: 8.001e-06, eta: 1:41:02, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1562, decode.loss_mask: 0.4430, decode.loss_dice: 0.6521, decode.d0.loss_cls: 1.1413, decode.d0.loss_mask: 0.4825, decode.d0.loss_dice: 0.7206, decode.d1.loss_cls: 0.2279, decode.d1.loss_mask: 0.4566, decode.d1.loss_dice: 0.6873, decode.d2.loss_cls: 0.1943, decode.d2.loss_mask: 0.4505, decode.d2.loss_dice: 0.6680, decode.d3.loss_cls: 0.1794, decode.d3.loss_mask: 0.4455, decode.d3.loss_dice: 0.6525, decode.d4.loss_cls: 0.1705, decode.d4.loss_mask: 0.4455, decode.d4.loss_dice: 0.6507, decode.d5.loss_cls: 0.1666, decode.d5.loss_mask: 0.4450, decode.d5.loss_dice: 0.6519, decode.d6.loss_cls: 0.1602, decode.d6.loss_mask: 0.4441, decode.d6.loss_dice: 0.6525, decode.d7.loss_cls: 0.1605, decode.d7.loss_mask: 0.4421, decode.d7.loss_dice: 0.6500, decode.d8.loss_cls: 0.1535, decode.d8.loss_mask: 0.4424, decode.d8.loss_dice: 0.6524, loss: 13.8458, grad_norm: 67.8391 +2023-11-07 09:34:26,399 - mmseg - INFO - Iter [147250/160000] lr: 7.969e-06, eta: 1:40:39, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1726, decode.loss_mask: 0.4263, decode.loss_dice: 0.6522, decode.d0.loss_cls: 1.1486, decode.d0.loss_mask: 0.4600, decode.d0.loss_dice: 0.7286, decode.d1.loss_cls: 0.2606, decode.d1.loss_mask: 0.4386, decode.d1.loss_dice: 0.6924, decode.d2.loss_cls: 0.2192, decode.d2.loss_mask: 0.4344, decode.d2.loss_dice: 0.6735, decode.d3.loss_cls: 0.2006, decode.d3.loss_mask: 0.4293, decode.d3.loss_dice: 0.6606, decode.d4.loss_cls: 0.1883, decode.d4.loss_mask: 0.4289, decode.d4.loss_dice: 0.6552, decode.d5.loss_cls: 0.1849, decode.d5.loss_mask: 0.4271, decode.d5.loss_dice: 0.6598, decode.d6.loss_cls: 0.1815, decode.d6.loss_mask: 0.4276, decode.d6.loss_dice: 0.6524, decode.d7.loss_cls: 0.1730, decode.d7.loss_mask: 0.4268, decode.d7.loss_dice: 0.6546, decode.d8.loss_cls: 0.1706, decode.d8.loss_mask: 0.4269, decode.d8.loss_dice: 0.6569, loss: 13.9117, grad_norm: 59.1205 +2023-11-07 09:34:49,199 - mmseg - INFO - Iter [147300/160000] lr: 7.938e-06, eta: 1:40:15, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1541, decode.loss_mask: 0.4336, decode.loss_dice: 0.6521, decode.d0.loss_cls: 1.1498, decode.d0.loss_mask: 0.4707, decode.d0.loss_dice: 0.7259, decode.d1.loss_cls: 0.2353, decode.d1.loss_mask: 0.4492, decode.d1.loss_dice: 0.6932, decode.d2.loss_cls: 0.2054, decode.d2.loss_mask: 0.4408, decode.d2.loss_dice: 0.6734, decode.d3.loss_cls: 0.1801, decode.d3.loss_mask: 0.4358, decode.d3.loss_dice: 0.6607, decode.d4.loss_cls: 0.1694, decode.d4.loss_mask: 0.4364, decode.d4.loss_dice: 0.6580, decode.d5.loss_cls: 0.1598, decode.d5.loss_mask: 0.4369, decode.d5.loss_dice: 0.6623, decode.d6.loss_cls: 0.1583, decode.d6.loss_mask: 0.4356, decode.d6.loss_dice: 0.6600, decode.d7.loss_cls: 0.1533, decode.d7.loss_mask: 0.4346, decode.d7.loss_dice: 0.6557, decode.d8.loss_cls: 0.1517, decode.d8.loss_mask: 0.4335, decode.d8.loss_dice: 0.6557, loss: 13.8211, grad_norm: 63.9399 +2023-11-07 09:35:12,007 - mmseg - INFO - Iter [147350/160000] lr: 7.907e-06, eta: 1:39:51, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1659, decode.loss_mask: 0.4229, decode.loss_dice: 0.6476, decode.d0.loss_cls: 1.1571, decode.d0.loss_mask: 0.4579, decode.d0.loss_dice: 0.7132, decode.d1.loss_cls: 0.2565, decode.d1.loss_mask: 0.4340, decode.d1.loss_dice: 0.6773, decode.d2.loss_cls: 0.2092, decode.d2.loss_mask: 0.4260, decode.d2.loss_dice: 0.6619, decode.d3.loss_cls: 0.1947, decode.d3.loss_mask: 0.4234, decode.d3.loss_dice: 0.6511, decode.d4.loss_cls: 0.1834, decode.d4.loss_mask: 0.4228, decode.d4.loss_dice: 0.6531, decode.d5.loss_cls: 0.1765, decode.d5.loss_mask: 0.4226, decode.d5.loss_dice: 0.6471, decode.d6.loss_cls: 0.1718, decode.d6.loss_mask: 0.4223, decode.d6.loss_dice: 0.6452, decode.d7.loss_cls: 0.1713, decode.d7.loss_mask: 0.4217, decode.d7.loss_dice: 0.6416, decode.d8.loss_cls: 0.1678, decode.d8.loss_mask: 0.4223, decode.d8.loss_dice: 0.6434, loss: 13.7117, grad_norm: 63.4943 +2023-11-07 09:35:34,905 - mmseg - INFO - Iter [147400/160000] lr: 7.876e-06, eta: 1:39:27, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1589, decode.loss_mask: 0.4319, decode.loss_dice: 0.6407, decode.d0.loss_cls: 1.1140, decode.d0.loss_mask: 0.4696, decode.d0.loss_dice: 0.7087, decode.d1.loss_cls: 0.2306, decode.d1.loss_mask: 0.4510, decode.d1.loss_dice: 0.6778, decode.d2.loss_cls: 0.1924, decode.d2.loss_mask: 0.4405, decode.d2.loss_dice: 0.6595, decode.d3.loss_cls: 0.1817, decode.d3.loss_mask: 0.4352, decode.d3.loss_dice: 0.6486, decode.d4.loss_cls: 0.1688, decode.d4.loss_mask: 0.4343, decode.d4.loss_dice: 0.6441, decode.d5.loss_cls: 0.1681, decode.d5.loss_mask: 0.4322, decode.d5.loss_dice: 0.6439, decode.d6.loss_cls: 0.1637, decode.d6.loss_mask: 0.4331, decode.d6.loss_dice: 0.6417, decode.d7.loss_cls: 0.1570, decode.d7.loss_mask: 0.4327, decode.d7.loss_dice: 0.6445, decode.d8.loss_cls: 0.1609, decode.d8.loss_mask: 0.4320, decode.d8.loss_dice: 0.6446, loss: 13.6427, grad_norm: 60.3217 +2023-11-07 09:35:57,637 - mmseg - INFO - Iter [147450/160000] lr: 7.844e-06, eta: 1:39:04, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1731, decode.loss_mask: 0.4564, decode.loss_dice: 0.6629, decode.d0.loss_cls: 1.1629, decode.d0.loss_mask: 0.4953, decode.d0.loss_dice: 0.7335, decode.d1.loss_cls: 0.2606, decode.d1.loss_mask: 0.4747, decode.d1.loss_dice: 0.7055, decode.d2.loss_cls: 0.2206, decode.d2.loss_mask: 0.4659, decode.d2.loss_dice: 0.6844, decode.d3.loss_cls: 0.2039, decode.d3.loss_mask: 0.4591, decode.d3.loss_dice: 0.6663, decode.d4.loss_cls: 0.1896, decode.d4.loss_mask: 0.4588, decode.d4.loss_dice: 0.6681, decode.d5.loss_cls: 0.1828, decode.d5.loss_mask: 0.4587, decode.d5.loss_dice: 0.6678, decode.d6.loss_cls: 0.1839, decode.d6.loss_mask: 0.4577, decode.d6.loss_dice: 0.6636, decode.d7.loss_cls: 0.1773, decode.d7.loss_mask: 0.4574, decode.d7.loss_dice: 0.6635, decode.d8.loss_cls: 0.1757, decode.d8.loss_mask: 0.4568, decode.d8.loss_dice: 0.6641, loss: 14.3510, grad_norm: 66.7966 +2023-11-07 09:36:20,361 - mmseg - INFO - Iter [147500/160000] lr: 7.813e-06, eta: 1:38:40, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1561, decode.loss_mask: 0.4307, decode.loss_dice: 0.6464, decode.d0.loss_cls: 1.1516, decode.d0.loss_mask: 0.4719, decode.d0.loss_dice: 0.7125, decode.d1.loss_cls: 0.2399, decode.d1.loss_mask: 0.4486, decode.d1.loss_dice: 0.6759, decode.d2.loss_cls: 0.1991, decode.d2.loss_mask: 0.4382, decode.d2.loss_dice: 0.6627, decode.d3.loss_cls: 0.1915, decode.d3.loss_mask: 0.4337, decode.d3.loss_dice: 0.6488, decode.d4.loss_cls: 0.1735, decode.d4.loss_mask: 0.4332, decode.d4.loss_dice: 0.6504, decode.d5.loss_cls: 0.1675, decode.d5.loss_mask: 0.4339, decode.d5.loss_dice: 0.6530, decode.d6.loss_cls: 0.1670, decode.d6.loss_mask: 0.4319, decode.d6.loss_dice: 0.6465, decode.d7.loss_cls: 0.1686, decode.d7.loss_mask: 0.4315, decode.d7.loss_dice: 0.6456, decode.d8.loss_cls: 0.1589, decode.d8.loss_mask: 0.4316, decode.d8.loss_dice: 0.6428, loss: 13.7435, grad_norm: 61.7406 +2023-11-07 09:36:43,286 - mmseg - INFO - Iter [147550/160000] lr: 7.782e-06, eta: 1:38:16, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1582, decode.loss_mask: 0.4341, decode.loss_dice: 0.6666, decode.d0.loss_cls: 1.1604, decode.d0.loss_mask: 0.4679, decode.d0.loss_dice: 0.7261, decode.d1.loss_cls: 0.2419, decode.d1.loss_mask: 0.4495, decode.d1.loss_dice: 0.7019, decode.d2.loss_cls: 0.2027, decode.d2.loss_mask: 0.4404, decode.d2.loss_dice: 0.6824, decode.d3.loss_cls: 0.1871, decode.d3.loss_mask: 0.4372, decode.d3.loss_dice: 0.6752, decode.d4.loss_cls: 0.1738, decode.d4.loss_mask: 0.4377, decode.d4.loss_dice: 0.6738, decode.d5.loss_cls: 0.1683, decode.d5.loss_mask: 0.4371, decode.d5.loss_dice: 0.6694, decode.d6.loss_cls: 0.1684, decode.d6.loss_mask: 0.4354, decode.d6.loss_dice: 0.6690, decode.d7.loss_cls: 0.1614, decode.d7.loss_mask: 0.4347, decode.d7.loss_dice: 0.6665, decode.d8.loss_cls: 0.1626, decode.d8.loss_mask: 0.4340, decode.d8.loss_dice: 0.6638, loss: 13.9875, grad_norm: 63.9550 +2023-11-07 09:37:06,303 - mmseg - INFO - Iter [147600/160000] lr: 7.751e-06, eta: 1:37:52, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1613, decode.loss_mask: 0.4247, decode.loss_dice: 0.6528, decode.d0.loss_cls: 1.1664, decode.d0.loss_mask: 0.4615, decode.d0.loss_dice: 0.7156, decode.d1.loss_cls: 0.2437, decode.d1.loss_mask: 0.4393, decode.d1.loss_dice: 0.6859, decode.d2.loss_cls: 0.2082, decode.d2.loss_mask: 0.4302, decode.d2.loss_dice: 0.6681, decode.d3.loss_cls: 0.1939, decode.d3.loss_mask: 0.4254, decode.d3.loss_dice: 0.6557, decode.d4.loss_cls: 0.1799, decode.d4.loss_mask: 0.4255, decode.d4.loss_dice: 0.6567, decode.d5.loss_cls: 0.1727, decode.d5.loss_mask: 0.4253, decode.d5.loss_dice: 0.6573, decode.d6.loss_cls: 0.1707, decode.d6.loss_mask: 0.4262, decode.d6.loss_dice: 0.6507, decode.d7.loss_cls: 0.1676, decode.d7.loss_mask: 0.4256, decode.d7.loss_dice: 0.6538, decode.d8.loss_cls: 0.1630, decode.d8.loss_mask: 0.4247, decode.d8.loss_dice: 0.6489, loss: 13.7813, grad_norm: 64.3228 +2023-11-07 09:37:29,268 - mmseg - INFO - Iter [147650/160000] lr: 7.719e-06, eta: 1:37:29, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1512, decode.loss_mask: 0.4398, decode.loss_dice: 0.6504, decode.d0.loss_cls: 1.1293, decode.d0.loss_mask: 0.4796, decode.d0.loss_dice: 0.7202, decode.d1.loss_cls: 0.2261, decode.d1.loss_mask: 0.4535, decode.d1.loss_dice: 0.6868, decode.d2.loss_cls: 0.1912, decode.d2.loss_mask: 0.4448, decode.d2.loss_dice: 0.6665, decode.d3.loss_cls: 0.1755, decode.d3.loss_mask: 0.4441, decode.d3.loss_dice: 0.6591, decode.d4.loss_cls: 0.1686, decode.d4.loss_mask: 0.4436, decode.d4.loss_dice: 0.6579, decode.d5.loss_cls: 0.1653, decode.d5.loss_mask: 0.4416, decode.d5.loss_dice: 0.6569, decode.d6.loss_cls: 0.1589, decode.d6.loss_mask: 0.4408, decode.d6.loss_dice: 0.6526, decode.d7.loss_cls: 0.1559, decode.d7.loss_mask: 0.4407, decode.d7.loss_dice: 0.6531, decode.d8.loss_cls: 0.1544, decode.d8.loss_mask: 0.4404, decode.d8.loss_dice: 0.6497, loss: 13.7983, grad_norm: 75.1403 +2023-11-07 09:37:52,079 - mmseg - INFO - Iter [147700/160000] lr: 7.688e-06, eta: 1:37:05, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1589, decode.loss_mask: 0.4338, decode.loss_dice: 0.6673, decode.d0.loss_cls: 1.1277, decode.d0.loss_mask: 0.4710, decode.d0.loss_dice: 0.7353, decode.d1.loss_cls: 0.2379, decode.d1.loss_mask: 0.4497, decode.d1.loss_dice: 0.7041, decode.d2.loss_cls: 0.1998, decode.d2.loss_mask: 0.4408, decode.d2.loss_dice: 0.6905, decode.d3.loss_cls: 0.1886, decode.d3.loss_mask: 0.4369, decode.d3.loss_dice: 0.6739, decode.d4.loss_cls: 0.1739, decode.d4.loss_mask: 0.4369, decode.d4.loss_dice: 0.6778, decode.d5.loss_cls: 0.1716, decode.d5.loss_mask: 0.4358, decode.d5.loss_dice: 0.6777, decode.d6.loss_cls: 0.1695, decode.d6.loss_mask: 0.4354, decode.d6.loss_dice: 0.6691, decode.d7.loss_cls: 0.1634, decode.d7.loss_mask: 0.4351, decode.d7.loss_dice: 0.6707, decode.d8.loss_cls: 0.1634, decode.d8.loss_mask: 0.4348, decode.d8.loss_dice: 0.6669, loss: 13.9981, grad_norm: 65.0540 +2023-11-07 09:38:14,862 - mmseg - INFO - Iter [147750/160000] lr: 7.657e-06, eta: 1:36:41, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1632, decode.loss_mask: 0.4438, decode.loss_dice: 0.6638, decode.d0.loss_cls: 1.1550, decode.d0.loss_mask: 0.4833, decode.d0.loss_dice: 0.7322, decode.d1.loss_cls: 0.2484, decode.d1.loss_mask: 0.4577, decode.d1.loss_dice: 0.7052, decode.d2.loss_cls: 0.2085, decode.d2.loss_mask: 0.4527, decode.d2.loss_dice: 0.6850, decode.d3.loss_cls: 0.1894, decode.d3.loss_mask: 0.4477, decode.d3.loss_dice: 0.6702, decode.d4.loss_cls: 0.1770, decode.d4.loss_mask: 0.4482, decode.d4.loss_dice: 0.6710, decode.d5.loss_cls: 0.1726, decode.d5.loss_mask: 0.4470, decode.d5.loss_dice: 0.6698, decode.d6.loss_cls: 0.1684, decode.d6.loss_mask: 0.4456, decode.d6.loss_dice: 0.6702, decode.d7.loss_cls: 0.1627, decode.d7.loss_mask: 0.4449, decode.d7.loss_dice: 0.6645, decode.d8.loss_cls: 0.1648, decode.d8.loss_mask: 0.4453, decode.d8.loss_dice: 0.6669, loss: 14.1251, grad_norm: 60.8250 +2023-11-07 09:38:40,493 - mmseg - INFO - Iter [147800/160000] lr: 7.626e-06, eta: 1:36:18, time: 0.513, data_time: 0.057, memory: 39436, decode.loss_cls: 0.1538, decode.loss_mask: 0.4387, decode.loss_dice: 0.6511, decode.d0.loss_cls: 1.1421, decode.d0.loss_mask: 0.4765, decode.d0.loss_dice: 0.7164, decode.d1.loss_cls: 0.2371, decode.d1.loss_mask: 0.4510, decode.d1.loss_dice: 0.6886, decode.d2.loss_cls: 0.1981, decode.d2.loss_mask: 0.4424, decode.d2.loss_dice: 0.6732, decode.d3.loss_cls: 0.1758, decode.d3.loss_mask: 0.4400, decode.d3.loss_dice: 0.6537, decode.d4.loss_cls: 0.1685, decode.d4.loss_mask: 0.4392, decode.d4.loss_dice: 0.6532, decode.d5.loss_cls: 0.1548, decode.d5.loss_mask: 0.4389, decode.d5.loss_dice: 0.6564, decode.d6.loss_cls: 0.1568, decode.d6.loss_mask: 0.4363, decode.d6.loss_dice: 0.6465, decode.d7.loss_cls: 0.1540, decode.d7.loss_mask: 0.4368, decode.d7.loss_dice: 0.6480, decode.d8.loss_cls: 0.1503, decode.d8.loss_mask: 0.4384, decode.d8.loss_dice: 0.6514, loss: 13.7680, grad_norm: 67.1767 +2023-11-07 09:39:03,919 - mmseg - INFO - Iter [147850/160000] lr: 7.594e-06, eta: 1:35:54, time: 0.469, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1549, decode.loss_mask: 0.4110, decode.loss_dice: 0.6276, decode.d0.loss_cls: 1.1394, decode.d0.loss_mask: 0.4454, decode.d0.loss_dice: 0.6910, decode.d1.loss_cls: 0.2327, decode.d1.loss_mask: 0.4257, decode.d1.loss_dice: 0.6585, decode.d2.loss_cls: 0.1922, decode.d2.loss_mask: 0.4180, decode.d2.loss_dice: 0.6438, decode.d3.loss_cls: 0.1815, decode.d3.loss_mask: 0.4147, decode.d3.loss_dice: 0.6326, decode.d4.loss_cls: 0.1688, decode.d4.loss_mask: 0.4130, decode.d4.loss_dice: 0.6331, decode.d5.loss_cls: 0.1674, decode.d5.loss_mask: 0.4121, decode.d5.loss_dice: 0.6288, decode.d6.loss_cls: 0.1591, decode.d6.loss_mask: 0.4107, decode.d6.loss_dice: 0.6282, decode.d7.loss_cls: 0.1599, decode.d7.loss_mask: 0.4110, decode.d7.loss_dice: 0.6259, decode.d8.loss_cls: 0.1535, decode.d8.loss_mask: 0.4105, decode.d8.loss_dice: 0.6262, loss: 13.2772, grad_norm: 61.2862 +2023-11-07 09:39:26,720 - mmseg - INFO - Iter [147900/160000] lr: 7.563e-06, eta: 1:35:30, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1571, decode.loss_mask: 0.4423, decode.loss_dice: 0.6535, decode.d0.loss_cls: 1.1319, decode.d0.loss_mask: 0.4768, decode.d0.loss_dice: 0.7243, decode.d1.loss_cls: 0.2344, decode.d1.loss_mask: 0.4555, decode.d1.loss_dice: 0.6914, decode.d2.loss_cls: 0.1938, decode.d2.loss_mask: 0.4467, decode.d2.loss_dice: 0.6682, decode.d3.loss_cls: 0.1761, decode.d3.loss_mask: 0.4448, decode.d3.loss_dice: 0.6629, decode.d4.loss_cls: 0.1713, decode.d4.loss_mask: 0.4438, decode.d4.loss_dice: 0.6566, decode.d5.loss_cls: 0.1637, decode.d5.loss_mask: 0.4438, decode.d5.loss_dice: 0.6563, decode.d6.loss_cls: 0.1622, decode.d6.loss_mask: 0.4428, decode.d6.loss_dice: 0.6533, decode.d7.loss_cls: 0.1563, decode.d7.loss_mask: 0.4423, decode.d7.loss_dice: 0.6541, decode.d8.loss_cls: 0.1575, decode.d8.loss_mask: 0.4425, decode.d8.loss_dice: 0.6582, loss: 13.8647, grad_norm: 65.3187 +2023-11-07 09:39:49,609 - mmseg - INFO - Iter [147950/160000] lr: 7.532e-06, eta: 1:35:06, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1742, decode.loss_mask: 0.4565, decode.loss_dice: 0.6931, decode.d0.loss_cls: 1.1506, decode.d0.loss_mask: 0.4932, decode.d0.loss_dice: 0.7634, decode.d1.loss_cls: 0.2592, decode.d1.loss_mask: 0.4726, decode.d1.loss_dice: 0.7319, decode.d2.loss_cls: 0.2234, decode.d2.loss_mask: 0.4623, decode.d2.loss_dice: 0.7106, decode.d3.loss_cls: 0.2030, decode.d3.loss_mask: 0.4596, decode.d3.loss_dice: 0.6952, decode.d4.loss_cls: 0.1964, decode.d4.loss_mask: 0.4590, decode.d4.loss_dice: 0.6990, decode.d5.loss_cls: 0.1888, decode.d5.loss_mask: 0.4582, decode.d5.loss_dice: 0.6952, decode.d6.loss_cls: 0.1850, decode.d6.loss_mask: 0.4573, decode.d6.loss_dice: 0.6897, decode.d7.loss_cls: 0.1768, decode.d7.loss_mask: 0.4563, decode.d7.loss_dice: 0.6912, decode.d8.loss_cls: 0.1745, decode.d8.loss_mask: 0.4567, decode.d8.loss_dice: 0.6905, loss: 14.6237, grad_norm: 69.6738 +2023-11-07 09:40:12,361 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 09:40:12,361 - mmseg - INFO - Iter [148000/160000] lr: 7.501e-06, eta: 1:34:43, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1619, decode.loss_mask: 0.4428, decode.loss_dice: 0.6639, decode.d0.loss_cls: 1.1497, decode.d0.loss_mask: 0.4891, decode.d0.loss_dice: 0.7283, decode.d1.loss_cls: 0.2426, decode.d1.loss_mask: 0.4625, decode.d1.loss_dice: 0.7021, decode.d2.loss_cls: 0.2030, decode.d2.loss_mask: 0.4536, decode.d2.loss_dice: 0.6815, decode.d3.loss_cls: 0.1867, decode.d3.loss_mask: 0.4478, decode.d3.loss_dice: 0.6710, decode.d4.loss_cls: 0.1774, decode.d4.loss_mask: 0.4439, decode.d4.loss_dice: 0.6698, decode.d5.loss_cls: 0.1686, decode.d5.loss_mask: 0.4454, decode.d5.loss_dice: 0.6665, decode.d6.loss_cls: 0.1694, decode.d6.loss_mask: 0.4449, decode.d6.loss_dice: 0.6645, decode.d7.loss_cls: 0.1604, decode.d7.loss_mask: 0.4445, decode.d7.loss_dice: 0.6666, decode.d8.loss_cls: 0.1594, decode.d8.loss_mask: 0.4441, decode.d8.loss_dice: 0.6622, loss: 14.0740, grad_norm: 76.3315 +2023-11-07 09:40:35,271 - mmseg - INFO - Iter [148050/160000] lr: 7.469e-06, eta: 1:34:19, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1596, decode.loss_mask: 0.4444, decode.loss_dice: 0.6541, decode.d0.loss_cls: 1.1425, decode.d0.loss_mask: 0.4806, decode.d0.loss_dice: 0.7189, decode.d1.loss_cls: 0.2388, decode.d1.loss_mask: 0.4620, decode.d1.loss_dice: 0.6899, decode.d2.loss_cls: 0.1940, decode.d2.loss_mask: 0.4509, decode.d2.loss_dice: 0.6716, decode.d3.loss_cls: 0.1752, decode.d3.loss_mask: 0.4472, decode.d3.loss_dice: 0.6623, decode.d4.loss_cls: 0.1679, decode.d4.loss_mask: 0.4468, decode.d4.loss_dice: 0.6593, decode.d5.loss_cls: 0.1626, decode.d5.loss_mask: 0.4456, decode.d5.loss_dice: 0.6586, decode.d6.loss_cls: 0.1572, decode.d6.loss_mask: 0.4453, decode.d6.loss_dice: 0.6589, decode.d7.loss_cls: 0.1556, decode.d7.loss_mask: 0.4442, decode.d7.loss_dice: 0.6592, decode.d8.loss_cls: 0.1577, decode.d8.loss_mask: 0.4435, decode.d8.loss_dice: 0.6563, loss: 13.9104, grad_norm: 66.4452 +2023-11-07 09:40:58,304 - mmseg - INFO - Iter [148100/160000] lr: 7.438e-06, eta: 1:33:55, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1648, decode.loss_mask: 0.4465, decode.loss_dice: 0.6696, decode.d0.loss_cls: 1.1489, decode.d0.loss_mask: 0.4894, decode.d0.loss_dice: 0.7360, decode.d1.loss_cls: 0.2423, decode.d1.loss_mask: 0.4650, decode.d1.loss_dice: 0.7106, decode.d2.loss_cls: 0.2048, decode.d2.loss_mask: 0.4512, decode.d2.loss_dice: 0.6852, decode.d3.loss_cls: 0.1893, decode.d3.loss_mask: 0.4484, decode.d3.loss_dice: 0.6749, decode.d4.loss_cls: 0.1807, decode.d4.loss_mask: 0.4498, decode.d4.loss_dice: 0.6775, decode.d5.loss_cls: 0.1739, decode.d5.loss_mask: 0.4469, decode.d5.loss_dice: 0.6714, decode.d6.loss_cls: 0.1679, decode.d6.loss_mask: 0.4488, decode.d6.loss_dice: 0.6725, decode.d7.loss_cls: 0.1648, decode.d7.loss_mask: 0.4474, decode.d7.loss_dice: 0.6697, decode.d8.loss_cls: 0.1631, decode.d8.loss_mask: 0.4478, decode.d8.loss_dice: 0.6723, loss: 14.1815, grad_norm: 60.4883 +2023-11-07 09:41:21,752 - mmseg - INFO - Iter [148150/160000] lr: 7.407e-06, eta: 1:33:31, time: 0.469, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1557, decode.loss_mask: 0.4255, decode.loss_dice: 0.6521, decode.d0.loss_cls: 1.1450, decode.d0.loss_mask: 0.4633, decode.d0.loss_dice: 0.7163, decode.d1.loss_cls: 0.2399, decode.d1.loss_mask: 0.4380, decode.d1.loss_dice: 0.6831, decode.d2.loss_cls: 0.2014, decode.d2.loss_mask: 0.4316, decode.d2.loss_dice: 0.6673, decode.d3.loss_cls: 0.1834, decode.d3.loss_mask: 0.4287, decode.d3.loss_dice: 0.6538, decode.d4.loss_cls: 0.1706, decode.d4.loss_mask: 0.4301, decode.d4.loss_dice: 0.6536, decode.d5.loss_cls: 0.1663, decode.d5.loss_mask: 0.4280, decode.d5.loss_dice: 0.6546, decode.d6.loss_cls: 0.1624, decode.d6.loss_mask: 0.4266, decode.d6.loss_dice: 0.6484, decode.d7.loss_cls: 0.1580, decode.d7.loss_mask: 0.4264, decode.d7.loss_dice: 0.6491, decode.d8.loss_cls: 0.1537, decode.d8.loss_mask: 0.4260, decode.d8.loss_dice: 0.6496, loss: 13.6886, grad_norm: 62.6065 +2023-11-07 09:41:44,627 - mmseg - INFO - Iter [148200/160000] lr: 7.376e-06, eta: 1:33:08, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1625, decode.loss_mask: 0.4410, decode.loss_dice: 0.6560, decode.d0.loss_cls: 1.1291, decode.d0.loss_mask: 0.4746, decode.d0.loss_dice: 0.7265, decode.d1.loss_cls: 0.2434, decode.d1.loss_mask: 0.4506, decode.d1.loss_dice: 0.6965, decode.d2.loss_cls: 0.2060, decode.d2.loss_mask: 0.4473, decode.d2.loss_dice: 0.6758, decode.d3.loss_cls: 0.1882, decode.d3.loss_mask: 0.4434, decode.d3.loss_dice: 0.6609, decode.d4.loss_cls: 0.1784, decode.d4.loss_mask: 0.4424, decode.d4.loss_dice: 0.6629, decode.d5.loss_cls: 0.1754, decode.d5.loss_mask: 0.4430, decode.d5.loss_dice: 0.6595, decode.d6.loss_cls: 0.1732, decode.d6.loss_mask: 0.4421, decode.d6.loss_dice: 0.6562, decode.d7.loss_cls: 0.1668, decode.d7.loss_mask: 0.4418, decode.d7.loss_dice: 0.6552, decode.d8.loss_cls: 0.1624, decode.d8.loss_mask: 0.4425, decode.d8.loss_dice: 0.6556, loss: 13.9592, grad_norm: 69.4219 +2023-11-07 09:42:07,461 - mmseg - INFO - Iter [148250/160000] lr: 7.344e-06, eta: 1:32:44, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1636, decode.loss_mask: 0.4423, decode.loss_dice: 0.6614, decode.d0.loss_cls: 1.1578, decode.d0.loss_mask: 0.4801, decode.d0.loss_dice: 0.7352, decode.d1.loss_cls: 0.2418, decode.d1.loss_mask: 0.4579, decode.d1.loss_dice: 0.6992, decode.d2.loss_cls: 0.2023, decode.d2.loss_mask: 0.4499, decode.d2.loss_dice: 0.6808, decode.d3.loss_cls: 0.1876, decode.d3.loss_mask: 0.4448, decode.d3.loss_dice: 0.6667, decode.d4.loss_cls: 0.1849, decode.d4.loss_mask: 0.4432, decode.d4.loss_dice: 0.6596, decode.d5.loss_cls: 0.1792, decode.d5.loss_mask: 0.4436, decode.d5.loss_dice: 0.6635, decode.d6.loss_cls: 0.1766, decode.d6.loss_mask: 0.4408, decode.d6.loss_dice: 0.6580, decode.d7.loss_cls: 0.1705, decode.d7.loss_mask: 0.4406, decode.d7.loss_dice: 0.6590, decode.d8.loss_cls: 0.1674, decode.d8.loss_mask: 0.4423, decode.d8.loss_dice: 0.6581, loss: 14.0587, grad_norm: 61.8910 +2023-11-07 09:42:30,226 - mmseg - INFO - Iter [148300/160000] lr: 7.313e-06, eta: 1:32:20, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1787, decode.loss_mask: 0.4186, decode.loss_dice: 0.6568, decode.d0.loss_cls: 1.1701, decode.d0.loss_mask: 0.4576, decode.d0.loss_dice: 0.7342, decode.d1.loss_cls: 0.2647, decode.d1.loss_mask: 0.4337, decode.d1.loss_dice: 0.6918, decode.d2.loss_cls: 0.2280, decode.d2.loss_mask: 0.4262, decode.d2.loss_dice: 0.6773, decode.d3.loss_cls: 0.2104, decode.d3.loss_mask: 0.4217, decode.d3.loss_dice: 0.6590, decode.d4.loss_cls: 0.1907, decode.d4.loss_mask: 0.4200, decode.d4.loss_dice: 0.6599, decode.d5.loss_cls: 0.1874, decode.d5.loss_mask: 0.4198, decode.d5.loss_dice: 0.6604, decode.d6.loss_cls: 0.1863, decode.d6.loss_mask: 0.4200, decode.d6.loss_dice: 0.6551, decode.d7.loss_cls: 0.1816, decode.d7.loss_mask: 0.4180, decode.d7.loss_dice: 0.6527, decode.d8.loss_cls: 0.1813, decode.d8.loss_mask: 0.4195, decode.d8.loss_dice: 0.6504, loss: 13.9317, grad_norm: 65.4081 +2023-11-07 09:42:52,978 - mmseg - INFO - Iter [148350/160000] lr: 7.282e-06, eta: 1:31:56, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1653, decode.loss_mask: 0.4243, decode.loss_dice: 0.6421, decode.d0.loss_cls: 1.1456, decode.d0.loss_mask: 0.4596, decode.d0.loss_dice: 0.7170, decode.d1.loss_cls: 0.2487, decode.d1.loss_mask: 0.4398, decode.d1.loss_dice: 0.6803, decode.d2.loss_cls: 0.2132, decode.d2.loss_mask: 0.4320, decode.d2.loss_dice: 0.6636, decode.d3.loss_cls: 0.1898, decode.d3.loss_mask: 0.4280, decode.d3.loss_dice: 0.6501, decode.d4.loss_cls: 0.1760, decode.d4.loss_mask: 0.4285, decode.d4.loss_dice: 0.6500, decode.d5.loss_cls: 0.1760, decode.d5.loss_mask: 0.4246, decode.d5.loss_dice: 0.6470, decode.d6.loss_cls: 0.1744, decode.d6.loss_mask: 0.4252, decode.d6.loss_dice: 0.6437, decode.d7.loss_cls: 0.1675, decode.d7.loss_mask: 0.4241, decode.d7.loss_dice: 0.6470, decode.d8.loss_cls: 0.1630, decode.d8.loss_mask: 0.4231, decode.d8.loss_dice: 0.6442, loss: 13.7135, grad_norm: 59.2473 +2023-11-07 09:43:15,737 - mmseg - INFO - Iter [148400/160000] lr: 7.251e-06, eta: 1:31:33, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1715, decode.loss_mask: 0.4472, decode.loss_dice: 0.6529, decode.d0.loss_cls: 1.1403, decode.d0.loss_mask: 0.4881, decode.d0.loss_dice: 0.7132, decode.d1.loss_cls: 0.2519, decode.d1.loss_mask: 0.4623, decode.d1.loss_dice: 0.6915, decode.d2.loss_cls: 0.2201, decode.d2.loss_mask: 0.4545, decode.d2.loss_dice: 0.6700, decode.d3.loss_cls: 0.1988, decode.d3.loss_mask: 0.4503, decode.d3.loss_dice: 0.6565, decode.d4.loss_cls: 0.1863, decode.d4.loss_mask: 0.4498, decode.d4.loss_dice: 0.6548, decode.d5.loss_cls: 0.1822, decode.d5.loss_mask: 0.4485, decode.d5.loss_dice: 0.6547, decode.d6.loss_cls: 0.1758, decode.d6.loss_mask: 0.4490, decode.d6.loss_dice: 0.6547, decode.d7.loss_cls: 0.1732, decode.d7.loss_mask: 0.4484, decode.d7.loss_dice: 0.6519, decode.d8.loss_cls: 0.1714, decode.d8.loss_mask: 0.4480, decode.d8.loss_dice: 0.6484, loss: 14.0665, grad_norm: 63.3812 +2023-11-07 09:43:38,534 - mmseg - INFO - Iter [148450/160000] lr: 7.219e-06, eta: 1:31:09, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1756, decode.loss_mask: 0.4527, decode.loss_dice: 0.6804, decode.d0.loss_cls: 1.1639, decode.d0.loss_mask: 0.4902, decode.d0.loss_dice: 0.7519, decode.d1.loss_cls: 0.2561, decode.d1.loss_mask: 0.4693, decode.d1.loss_dice: 0.7287, decode.d2.loss_cls: 0.2249, decode.d2.loss_mask: 0.4592, decode.d2.loss_dice: 0.7015, decode.d3.loss_cls: 0.2031, decode.d3.loss_mask: 0.4561, decode.d3.loss_dice: 0.6895, decode.d4.loss_cls: 0.1951, decode.d4.loss_mask: 0.4540, decode.d4.loss_dice: 0.6845, decode.d5.loss_cls: 0.1897, decode.d5.loss_mask: 0.4545, decode.d5.loss_dice: 0.6890, decode.d6.loss_cls: 0.1849, decode.d6.loss_mask: 0.4550, decode.d6.loss_dice: 0.6849, decode.d7.loss_cls: 0.1809, decode.d7.loss_mask: 0.4534, decode.d7.loss_dice: 0.6880, decode.d8.loss_cls: 0.1784, decode.d8.loss_mask: 0.4529, decode.d8.loss_dice: 0.6849, loss: 14.5332, grad_norm: 65.8416 +2023-11-07 09:44:01,357 - mmseg - INFO - Iter [148500/160000] lr: 7.188e-06, eta: 1:30:45, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1688, decode.loss_mask: 0.4315, decode.loss_dice: 0.6439, decode.d0.loss_cls: 1.1433, decode.d0.loss_mask: 0.4663, decode.d0.loss_dice: 0.7140, decode.d1.loss_cls: 0.2431, decode.d1.loss_mask: 0.4475, decode.d1.loss_dice: 0.6820, decode.d2.loss_cls: 0.2045, decode.d2.loss_mask: 0.4396, decode.d2.loss_dice: 0.6601, decode.d3.loss_cls: 0.1877, decode.d3.loss_mask: 0.4337, decode.d3.loss_dice: 0.6489, decode.d4.loss_cls: 0.1812, decode.d4.loss_mask: 0.4338, decode.d4.loss_dice: 0.6473, decode.d5.loss_cls: 0.1780, decode.d5.loss_mask: 0.4331, decode.d5.loss_dice: 0.6467, decode.d6.loss_cls: 0.1765, decode.d6.loss_mask: 0.4345, decode.d6.loss_dice: 0.6442, decode.d7.loss_cls: 0.1711, decode.d7.loss_mask: 0.4331, decode.d7.loss_dice: 0.6420, decode.d8.loss_cls: 0.1661, decode.d8.loss_mask: 0.4328, decode.d8.loss_dice: 0.6429, loss: 13.7782, grad_norm: 61.3764 +2023-11-07 09:44:24,271 - mmseg - INFO - Iter [148550/160000] lr: 7.157e-06, eta: 1:30:22, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1551, decode.loss_mask: 0.4315, decode.loss_dice: 0.6428, decode.d0.loss_cls: 1.1341, decode.d0.loss_mask: 0.4742, decode.d0.loss_dice: 0.7125, decode.d1.loss_cls: 0.2340, decode.d1.loss_mask: 0.4530, decode.d1.loss_dice: 0.6856, decode.d2.loss_cls: 0.1919, decode.d2.loss_mask: 0.4409, decode.d2.loss_dice: 0.6660, decode.d3.loss_cls: 0.1708, decode.d3.loss_mask: 0.4349, decode.d3.loss_dice: 0.6489, decode.d4.loss_cls: 0.1643, decode.d4.loss_mask: 0.4337, decode.d4.loss_dice: 0.6504, decode.d5.loss_cls: 0.1658, decode.d5.loss_mask: 0.4318, decode.d5.loss_dice: 0.6452, decode.d6.loss_cls: 0.1637, decode.d6.loss_mask: 0.4326, decode.d6.loss_dice: 0.6417, decode.d7.loss_cls: 0.1593, decode.d7.loss_mask: 0.4321, decode.d7.loss_dice: 0.6474, decode.d8.loss_cls: 0.1558, decode.d8.loss_mask: 0.4319, decode.d8.loss_dice: 0.6460, loss: 13.6778, grad_norm: 64.8581 +2023-11-07 09:44:47,070 - mmseg - INFO - Iter [148600/160000] lr: 7.126e-06, eta: 1:29:58, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1438, decode.loss_mask: 0.4329, decode.loss_dice: 0.6427, decode.d0.loss_cls: 1.1112, decode.d0.loss_mask: 0.4672, decode.d0.loss_dice: 0.7042, decode.d1.loss_cls: 0.2128, decode.d1.loss_mask: 0.4434, decode.d1.loss_dice: 0.6782, decode.d2.loss_cls: 0.1820, decode.d2.loss_mask: 0.4385, decode.d2.loss_dice: 0.6601, decode.d3.loss_cls: 0.1693, decode.d3.loss_mask: 0.4342, decode.d3.loss_dice: 0.6490, decode.d4.loss_cls: 0.1604, decode.d4.loss_mask: 0.4333, decode.d4.loss_dice: 0.6446, decode.d5.loss_cls: 0.1553, decode.d5.loss_mask: 0.4327, decode.d5.loss_dice: 0.6476, decode.d6.loss_cls: 0.1521, decode.d6.loss_mask: 0.4323, decode.d6.loss_dice: 0.6444, decode.d7.loss_cls: 0.1468, decode.d7.loss_mask: 0.4324, decode.d7.loss_dice: 0.6429, decode.d8.loss_cls: 0.1469, decode.d8.loss_mask: 0.4315, decode.d8.loss_dice: 0.6448, loss: 13.5174, grad_norm: 68.8240 +2023-11-07 09:45:09,851 - mmseg - INFO - Iter [148650/160000] lr: 7.094e-06, eta: 1:29:34, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1767, decode.loss_mask: 0.4192, decode.loss_dice: 0.6513, decode.d0.loss_cls: 1.1588, decode.d0.loss_mask: 0.4536, decode.d0.loss_dice: 0.7221, decode.d1.loss_cls: 0.2595, decode.d1.loss_mask: 0.4337, decode.d1.loss_dice: 0.6979, decode.d2.loss_cls: 0.2211, decode.d2.loss_mask: 0.4254, decode.d2.loss_dice: 0.6709, decode.d3.loss_cls: 0.2070, decode.d3.loss_mask: 0.4226, decode.d3.loss_dice: 0.6559, decode.d4.loss_cls: 0.1931, decode.d4.loss_mask: 0.4230, decode.d4.loss_dice: 0.6580, decode.d5.loss_cls: 0.1903, decode.d5.loss_mask: 0.4219, decode.d5.loss_dice: 0.6542, decode.d6.loss_cls: 0.1848, decode.d6.loss_mask: 0.4212, decode.d6.loss_dice: 0.6601, decode.d7.loss_cls: 0.1817, decode.d7.loss_mask: 0.4210, decode.d7.loss_dice: 0.6563, decode.d8.loss_cls: 0.1762, decode.d8.loss_mask: 0.4196, decode.d8.loss_dice: 0.6543, loss: 13.8913, grad_norm: 63.3015 +2023-11-07 09:45:32,687 - mmseg - INFO - Iter [148700/160000] lr: 7.063e-06, eta: 1:29:10, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1571, decode.loss_mask: 0.4532, decode.loss_dice: 0.6630, decode.d0.loss_cls: 1.1377, decode.d0.loss_mask: 0.4924, decode.d0.loss_dice: 0.7357, decode.d1.loss_cls: 0.2369, decode.d1.loss_mask: 0.4699, decode.d1.loss_dice: 0.7026, decode.d2.loss_cls: 0.2032, decode.d2.loss_mask: 0.4623, decode.d2.loss_dice: 0.6853, decode.d3.loss_cls: 0.1826, decode.d3.loss_mask: 0.4571, decode.d3.loss_dice: 0.6675, decode.d4.loss_cls: 0.1703, decode.d4.loss_mask: 0.4567, decode.d4.loss_dice: 0.6670, decode.d5.loss_cls: 0.1655, decode.d5.loss_mask: 0.4562, decode.d5.loss_dice: 0.6697, decode.d6.loss_cls: 0.1629, decode.d6.loss_mask: 0.4555, decode.d6.loss_dice: 0.6641, decode.d7.loss_cls: 0.1579, decode.d7.loss_mask: 0.4547, decode.d7.loss_dice: 0.6647, decode.d8.loss_cls: 0.1592, decode.d8.loss_mask: 0.4546, decode.d8.loss_dice: 0.6675, loss: 14.1330, grad_norm: 69.8760 +2023-11-07 09:45:55,452 - mmseg - INFO - Iter [148750/160000] lr: 7.032e-06, eta: 1:28:47, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1586, decode.loss_mask: 0.4376, decode.loss_dice: 0.6607, decode.d0.loss_cls: 1.1505, decode.d0.loss_mask: 0.4793, decode.d0.loss_dice: 0.7319, decode.d1.loss_cls: 0.2481, decode.d1.loss_mask: 0.4526, decode.d1.loss_dice: 0.6957, decode.d2.loss_cls: 0.2078, decode.d2.loss_mask: 0.4449, decode.d2.loss_dice: 0.6765, decode.d3.loss_cls: 0.1864, decode.d3.loss_mask: 0.4403, decode.d3.loss_dice: 0.6685, decode.d4.loss_cls: 0.1785, decode.d4.loss_mask: 0.4411, decode.d4.loss_dice: 0.6659, decode.d5.loss_cls: 0.1707, decode.d5.loss_mask: 0.4397, decode.d5.loss_dice: 0.6660, decode.d6.loss_cls: 0.1679, decode.d6.loss_mask: 0.4391, decode.d6.loss_dice: 0.6647, decode.d7.loss_cls: 0.1646, decode.d7.loss_mask: 0.4381, decode.d7.loss_dice: 0.6658, decode.d8.loss_cls: 0.1598, decode.d8.loss_mask: 0.4379, decode.d8.loss_dice: 0.6628, loss: 14.0019, grad_norm: 65.8818 +2023-11-07 09:46:18,185 - mmseg - INFO - Iter [148800/160000] lr: 7.001e-06, eta: 1:28:23, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1660, decode.loss_mask: 0.4210, decode.loss_dice: 0.6533, decode.d0.loss_cls: 1.1625, decode.d0.loss_mask: 0.4585, decode.d0.loss_dice: 0.7252, decode.d1.loss_cls: 0.2461, decode.d1.loss_mask: 0.4344, decode.d1.loss_dice: 0.6900, decode.d2.loss_cls: 0.2056, decode.d2.loss_mask: 0.4252, decode.d2.loss_dice: 0.6656, decode.d3.loss_cls: 0.1891, decode.d3.loss_mask: 0.4240, decode.d3.loss_dice: 0.6553, decode.d4.loss_cls: 0.1751, decode.d4.loss_mask: 0.4236, decode.d4.loss_dice: 0.6564, decode.d5.loss_cls: 0.1756, decode.d5.loss_mask: 0.4236, decode.d5.loss_dice: 0.6536, decode.d6.loss_cls: 0.1688, decode.d6.loss_mask: 0.4235, decode.d6.loss_dice: 0.6525, decode.d7.loss_cls: 0.1630, decode.d7.loss_mask: 0.4231, decode.d7.loss_dice: 0.6542, decode.d8.loss_cls: 0.1639, decode.d8.loss_mask: 0.4228, decode.d8.loss_dice: 0.6518, loss: 13.7532, grad_norm: 62.3167 +2023-11-07 09:46:41,258 - mmseg - INFO - Iter [148850/160000] lr: 6.969e-06, eta: 1:27:59, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1620, decode.loss_mask: 0.4209, decode.loss_dice: 0.6631, decode.d0.loss_cls: 1.1754, decode.d0.loss_mask: 0.4532, decode.d0.loss_dice: 0.7382, decode.d1.loss_cls: 0.2493, decode.d1.loss_mask: 0.4336, decode.d1.loss_dice: 0.7059, decode.d2.loss_cls: 0.2143, decode.d2.loss_mask: 0.4265, decode.d2.loss_dice: 0.6860, decode.d3.loss_cls: 0.1922, decode.d3.loss_mask: 0.4226, decode.d3.loss_dice: 0.6693, decode.d4.loss_cls: 0.1798, decode.d4.loss_mask: 0.4222, decode.d4.loss_dice: 0.6689, decode.d5.loss_cls: 0.1748, decode.d5.loss_mask: 0.4219, decode.d5.loss_dice: 0.6701, decode.d6.loss_cls: 0.1644, decode.d6.loss_mask: 0.4214, decode.d6.loss_dice: 0.6671, decode.d7.loss_cls: 0.1657, decode.d7.loss_mask: 0.4211, decode.d7.loss_dice: 0.6649, decode.d8.loss_cls: 0.1655, decode.d8.loss_mask: 0.4215, decode.d8.loss_dice: 0.6643, loss: 13.9062, grad_norm: 67.2277 +2023-11-07 09:47:04,112 - mmseg - INFO - Iter [148900/160000] lr: 6.938e-06, eta: 1:27:35, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1535, decode.loss_mask: 0.4294, decode.loss_dice: 0.6387, decode.d0.loss_cls: 1.1346, decode.d0.loss_mask: 0.4654, decode.d0.loss_dice: 0.7067, decode.d1.loss_cls: 0.2265, decode.d1.loss_mask: 0.4478, decode.d1.loss_dice: 0.6790, decode.d2.loss_cls: 0.1970, decode.d2.loss_mask: 0.4375, decode.d2.loss_dice: 0.6590, decode.d3.loss_cls: 0.1796, decode.d3.loss_mask: 0.4331, decode.d3.loss_dice: 0.6446, decode.d4.loss_cls: 0.1709, decode.d4.loss_mask: 0.4321, decode.d4.loss_dice: 0.6427, decode.d5.loss_cls: 0.1640, decode.d5.loss_mask: 0.4305, decode.d5.loss_dice: 0.6432, decode.d6.loss_cls: 0.1630, decode.d6.loss_mask: 0.4282, decode.d6.loss_dice: 0.6362, decode.d7.loss_cls: 0.1605, decode.d7.loss_mask: 0.4275, decode.d7.loss_dice: 0.6385, decode.d8.loss_cls: 0.1614, decode.d8.loss_mask: 0.4286, decode.d8.loss_dice: 0.6365, loss: 13.5962, grad_norm: 70.3294 +2023-11-07 09:47:26,867 - mmseg - INFO - Iter [148950/160000] lr: 6.907e-06, eta: 1:27:12, time: 0.455, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1736, decode.loss_mask: 0.4259, decode.loss_dice: 0.6644, decode.d0.loss_cls: 1.1692, decode.d0.loss_mask: 0.4659, decode.d0.loss_dice: 0.7385, decode.d1.loss_cls: 0.2598, decode.d1.loss_mask: 0.4457, decode.d1.loss_dice: 0.7038, decode.d2.loss_cls: 0.2181, decode.d2.loss_mask: 0.4336, decode.d2.loss_dice: 0.6871, decode.d3.loss_cls: 0.1998, decode.d3.loss_mask: 0.4312, decode.d3.loss_dice: 0.6736, decode.d4.loss_cls: 0.1930, decode.d4.loss_mask: 0.4284, decode.d4.loss_dice: 0.6714, decode.d5.loss_cls: 0.1822, decode.d5.loss_mask: 0.4280, decode.d5.loss_dice: 0.6717, decode.d6.loss_cls: 0.1738, decode.d6.loss_mask: 0.4267, decode.d6.loss_dice: 0.6690, decode.d7.loss_cls: 0.1719, decode.d7.loss_mask: 0.4286, decode.d7.loss_dice: 0.6666, decode.d8.loss_cls: 0.1681, decode.d8.loss_mask: 0.4275, decode.d8.loss_dice: 0.6704, loss: 14.0673, grad_norm: 66.5823 +2023-11-07 09:47:49,944 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 09:47:49,945 - mmseg - INFO - Iter [149000/160000] lr: 6.876e-06, eta: 1:26:48, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1594, decode.loss_mask: 0.4358, decode.loss_dice: 0.6400, decode.d0.loss_cls: 1.1512, decode.d0.loss_mask: 0.4745, decode.d0.loss_dice: 0.7134, decode.d1.loss_cls: 0.2352, decode.d1.loss_mask: 0.4508, decode.d1.loss_dice: 0.6757, decode.d2.loss_cls: 0.2024, decode.d2.loss_mask: 0.4421, decode.d2.loss_dice: 0.6538, decode.d3.loss_cls: 0.1814, decode.d3.loss_mask: 0.4395, decode.d3.loss_dice: 0.6473, decode.d4.loss_cls: 0.1751, decode.d4.loss_mask: 0.4379, decode.d4.loss_dice: 0.6440, decode.d5.loss_cls: 0.1668, decode.d5.loss_mask: 0.4373, decode.d5.loss_dice: 0.6444, decode.d6.loss_cls: 0.1643, decode.d6.loss_mask: 0.4363, decode.d6.loss_dice: 0.6414, decode.d7.loss_cls: 0.1626, decode.d7.loss_mask: 0.4359, decode.d7.loss_dice: 0.6432, decode.d8.loss_cls: 0.1592, decode.d8.loss_mask: 0.4351, decode.d8.loss_dice: 0.6418, loss: 13.7279, grad_norm: 60.5981 +2023-11-07 09:48:15,065 - mmseg - INFO - Iter [149050/160000] lr: 6.844e-06, eta: 1:26:24, time: 0.502, data_time: 0.059, memory: 39436, decode.loss_cls: 0.1574, decode.loss_mask: 0.4103, decode.loss_dice: 0.6352, decode.d0.loss_cls: 1.1450, decode.d0.loss_mask: 0.4476, decode.d0.loss_dice: 0.7076, decode.d1.loss_cls: 0.2344, decode.d1.loss_mask: 0.4267, decode.d1.loss_dice: 0.6785, decode.d2.loss_cls: 0.2051, decode.d2.loss_mask: 0.4179, decode.d2.loss_dice: 0.6526, decode.d3.loss_cls: 0.1884, decode.d3.loss_mask: 0.4137, decode.d3.loss_dice: 0.6381, decode.d4.loss_cls: 0.1764, decode.d4.loss_mask: 0.4123, decode.d4.loss_dice: 0.6364, decode.d5.loss_cls: 0.1615, decode.d5.loss_mask: 0.4118, decode.d5.loss_dice: 0.6414, decode.d6.loss_cls: 0.1633, decode.d6.loss_mask: 0.4098, decode.d6.loss_dice: 0.6379, decode.d7.loss_cls: 0.1613, decode.d7.loss_mask: 0.4098, decode.d7.loss_dice: 0.6356, decode.d8.loss_cls: 0.1531, decode.d8.loss_mask: 0.4106, decode.d8.loss_dice: 0.6364, loss: 13.4158, grad_norm: 64.0698 +2023-11-07 09:48:38,011 - mmseg - INFO - Iter [149100/160000] lr: 6.813e-06, eta: 1:26:01, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1452, decode.loss_mask: 0.4171, decode.loss_dice: 0.6523, decode.d0.loss_cls: 1.1687, decode.d0.loss_mask: 0.4537, decode.d0.loss_dice: 0.7081, decode.d1.loss_cls: 0.2333, decode.d1.loss_mask: 0.4297, decode.d1.loss_dice: 0.6807, decode.d2.loss_cls: 0.1892, decode.d2.loss_mask: 0.4242, decode.d2.loss_dice: 0.6667, decode.d3.loss_cls: 0.1730, decode.d3.loss_mask: 0.4190, decode.d3.loss_dice: 0.6554, decode.d4.loss_cls: 0.1600, decode.d4.loss_mask: 0.4188, decode.d4.loss_dice: 0.6539, decode.d5.loss_cls: 0.1574, decode.d5.loss_mask: 0.4165, decode.d5.loss_dice: 0.6530, decode.d6.loss_cls: 0.1495, decode.d6.loss_mask: 0.4173, decode.d6.loss_dice: 0.6504, decode.d7.loss_cls: 0.1472, decode.d7.loss_mask: 0.4160, decode.d7.loss_dice: 0.6525, decode.d8.loss_cls: 0.1474, decode.d8.loss_mask: 0.4161, decode.d8.loss_dice: 0.6509, loss: 13.5233, grad_norm: 58.2156 +2023-11-07 09:49:00,842 - mmseg - INFO - Iter [149150/160000] lr: 6.782e-06, eta: 1:25:37, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1584, decode.loss_mask: 0.4571, decode.loss_dice: 0.6556, decode.d0.loss_cls: 1.1537, decode.d0.loss_mask: 0.4928, decode.d0.loss_dice: 0.7268, decode.d1.loss_cls: 0.2398, decode.d1.loss_mask: 0.4725, decode.d1.loss_dice: 0.6956, decode.d2.loss_cls: 0.1977, decode.d2.loss_mask: 0.4648, decode.d2.loss_dice: 0.6765, decode.d3.loss_cls: 0.1831, decode.d3.loss_mask: 0.4596, decode.d3.loss_dice: 0.6672, decode.d4.loss_cls: 0.1735, decode.d4.loss_mask: 0.4580, decode.d4.loss_dice: 0.6606, decode.d5.loss_cls: 0.1670, decode.d5.loss_mask: 0.4603, decode.d5.loss_dice: 0.6643, decode.d6.loss_cls: 0.1614, decode.d6.loss_mask: 0.4593, decode.d6.loss_dice: 0.6580, decode.d7.loss_cls: 0.1620, decode.d7.loss_mask: 0.4592, decode.d7.loss_dice: 0.6579, decode.d8.loss_cls: 0.1576, decode.d8.loss_mask: 0.4572, decode.d8.loss_dice: 0.6584, loss: 14.1157, grad_norm: 66.6335 +2023-11-07 09:49:23,632 - mmseg - INFO - Iter [149200/160000] lr: 6.751e-06, eta: 1:25:13, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1570, decode.loss_mask: 0.4421, decode.loss_dice: 0.6594, decode.d0.loss_cls: 1.1179, decode.d0.loss_mask: 0.4791, decode.d0.loss_dice: 0.7226, decode.d1.loss_cls: 0.2400, decode.d1.loss_mask: 0.4555, decode.d1.loss_dice: 0.6913, decode.d2.loss_cls: 0.1922, decode.d2.loss_mask: 0.4477, decode.d2.loss_dice: 0.6687, decode.d3.loss_cls: 0.1802, decode.d3.loss_mask: 0.4470, decode.d3.loss_dice: 0.6581, decode.d4.loss_cls: 0.1693, decode.d4.loss_mask: 0.4454, decode.d4.loss_dice: 0.6583, decode.d5.loss_cls: 0.1604, decode.d5.loss_mask: 0.4445, decode.d5.loss_dice: 0.6609, decode.d6.loss_cls: 0.1620, decode.d6.loss_mask: 0.4438, decode.d6.loss_dice: 0.6578, decode.d7.loss_cls: 0.1582, decode.d7.loss_mask: 0.4427, decode.d7.loss_dice: 0.6547, decode.d8.loss_cls: 0.1575, decode.d8.loss_mask: 0.4413, decode.d8.loss_dice: 0.6567, loss: 13.8722, grad_norm: 66.1240 +2023-11-07 09:49:46,840 - mmseg - INFO - Iter [149250/160000] lr: 6.719e-06, eta: 1:24:49, time: 0.464, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1428, decode.loss_mask: 0.4222, decode.loss_dice: 0.6297, decode.d0.loss_cls: 1.1274, decode.d0.loss_mask: 0.4566, decode.d0.loss_dice: 0.6933, decode.d1.loss_cls: 0.2201, decode.d1.loss_mask: 0.4361, decode.d1.loss_dice: 0.6671, decode.d2.loss_cls: 0.1846, decode.d2.loss_mask: 0.4290, decode.d2.loss_dice: 0.6458, decode.d3.loss_cls: 0.1695, decode.d3.loss_mask: 0.4268, decode.d3.loss_dice: 0.6337, decode.d4.loss_cls: 0.1591, decode.d4.loss_mask: 0.4264, decode.d4.loss_dice: 0.6380, decode.d5.loss_cls: 0.1489, decode.d5.loss_mask: 0.4239, decode.d5.loss_dice: 0.6343, decode.d6.loss_cls: 0.1501, decode.d6.loss_mask: 0.4234, decode.d6.loss_dice: 0.6324, decode.d7.loss_cls: 0.1443, decode.d7.loss_mask: 0.4224, decode.d7.loss_dice: 0.6315, decode.d8.loss_cls: 0.1451, decode.d8.loss_mask: 0.4226, decode.d8.loss_dice: 0.6292, loss: 13.3161, grad_norm: 60.4617 +2023-11-07 09:50:10,230 - mmseg - INFO - Iter [149300/160000] lr: 6.688e-06, eta: 1:24:26, time: 0.468, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1567, decode.loss_mask: 0.4335, decode.loss_dice: 0.6533, decode.d0.loss_cls: 1.1198, decode.d0.loss_mask: 0.4755, decode.d0.loss_dice: 0.7186, decode.d1.loss_cls: 0.2300, decode.d1.loss_mask: 0.4521, decode.d1.loss_dice: 0.6837, decode.d2.loss_cls: 0.1971, decode.d2.loss_mask: 0.4417, decode.d2.loss_dice: 0.6670, decode.d3.loss_cls: 0.1832, decode.d3.loss_mask: 0.4383, decode.d3.loss_dice: 0.6550, decode.d4.loss_cls: 0.1729, decode.d4.loss_mask: 0.4364, decode.d4.loss_dice: 0.6547, decode.d5.loss_cls: 0.1653, decode.d5.loss_mask: 0.4363, decode.d5.loss_dice: 0.6541, decode.d6.loss_cls: 0.1612, decode.d6.loss_mask: 0.4362, decode.d6.loss_dice: 0.6506, decode.d7.loss_cls: 0.1594, decode.d7.loss_mask: 0.4343, decode.d7.loss_dice: 0.6514, decode.d8.loss_cls: 0.1595, decode.d8.loss_mask: 0.4339, decode.d8.loss_dice: 0.6491, loss: 13.7606, grad_norm: 71.6256 +2023-11-07 09:50:32,956 - mmseg - INFO - Iter [149350/160000] lr: 6.657e-06, eta: 1:24:02, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1596, decode.loss_mask: 0.4342, decode.loss_dice: 0.6695, decode.d0.loss_cls: 1.1347, decode.d0.loss_mask: 0.4719, decode.d0.loss_dice: 0.7430, decode.d1.loss_cls: 0.2409, decode.d1.loss_mask: 0.4505, decode.d1.loss_dice: 0.7078, decode.d2.loss_cls: 0.1994, decode.d2.loss_mask: 0.4417, decode.d2.loss_dice: 0.6886, decode.d3.loss_cls: 0.1882, decode.d3.loss_mask: 0.4373, decode.d3.loss_dice: 0.6697, decode.d4.loss_cls: 0.1759, decode.d4.loss_mask: 0.4354, decode.d4.loss_dice: 0.6684, decode.d5.loss_cls: 0.1662, decode.d5.loss_mask: 0.4356, decode.d5.loss_dice: 0.6728, decode.d6.loss_cls: 0.1627, decode.d6.loss_mask: 0.4360, decode.d6.loss_dice: 0.6653, decode.d7.loss_cls: 0.1616, decode.d7.loss_mask: 0.4333, decode.d7.loss_dice: 0.6668, decode.d8.loss_cls: 0.1553, decode.d8.loss_mask: 0.4342, decode.d8.loss_dice: 0.6669, loss: 13.9732, grad_norm: 64.2324 +2023-11-07 09:50:56,120 - mmseg - INFO - Iter [149400/160000] lr: 6.626e-06, eta: 1:23:38, time: 0.463, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1814, decode.loss_mask: 0.4093, decode.loss_dice: 0.6600, decode.d0.loss_cls: 1.1841, decode.d0.loss_mask: 0.4460, decode.d0.loss_dice: 0.7265, decode.d1.loss_cls: 0.2710, decode.d1.loss_mask: 0.4258, decode.d1.loss_dice: 0.6976, decode.d2.loss_cls: 0.2235, decode.d2.loss_mask: 0.4199, decode.d2.loss_dice: 0.6776, decode.d3.loss_cls: 0.2015, decode.d3.loss_mask: 0.4158, decode.d3.loss_dice: 0.6683, decode.d4.loss_cls: 0.1950, decode.d4.loss_mask: 0.4130, decode.d4.loss_dice: 0.6641, decode.d5.loss_cls: 0.1873, decode.d5.loss_mask: 0.4126, decode.d5.loss_dice: 0.6673, decode.d6.loss_cls: 0.1837, decode.d6.loss_mask: 0.4108, decode.d6.loss_dice: 0.6593, decode.d7.loss_cls: 0.1783, decode.d7.loss_mask: 0.4119, decode.d7.loss_dice: 0.6619, decode.d8.loss_cls: 0.1790, decode.d8.loss_mask: 0.4103, decode.d8.loss_dice: 0.6585, loss: 13.9014, grad_norm: 71.6637 +2023-11-07 09:51:19,069 - mmseg - INFO - Iter [149450/160000] lr: 6.594e-06, eta: 1:23:15, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1528, decode.loss_mask: 0.4427, decode.loss_dice: 0.6604, decode.d0.loss_cls: 1.1039, decode.d0.loss_mask: 0.4790, decode.d0.loss_dice: 0.7273, decode.d1.loss_cls: 0.2228, decode.d1.loss_mask: 0.4568, decode.d1.loss_dice: 0.6941, decode.d2.loss_cls: 0.1906, decode.d2.loss_mask: 0.4481, decode.d2.loss_dice: 0.6780, decode.d3.loss_cls: 0.1713, decode.d3.loss_mask: 0.4438, decode.d3.loss_dice: 0.6643, decode.d4.loss_cls: 0.1628, decode.d4.loss_mask: 0.4424, decode.d4.loss_dice: 0.6663, decode.d5.loss_cls: 0.1580, decode.d5.loss_mask: 0.4428, decode.d5.loss_dice: 0.6672, decode.d6.loss_cls: 0.1579, decode.d6.loss_mask: 0.4420, decode.d6.loss_dice: 0.6591, decode.d7.loss_cls: 0.1520, decode.d7.loss_mask: 0.4419, decode.d7.loss_dice: 0.6616, decode.d8.loss_cls: 0.1482, decode.d8.loss_mask: 0.4427, decode.d8.loss_dice: 0.6611, loss: 13.8419, grad_norm: 63.5050 +2023-11-07 09:51:41,832 - mmseg - INFO - Iter [149500/160000] lr: 6.563e-06, eta: 1:22:51, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1515, decode.loss_mask: 0.4521, decode.loss_dice: 0.6658, decode.d0.loss_cls: 1.1434, decode.d0.loss_mask: 0.4887, decode.d0.loss_dice: 0.7369, decode.d1.loss_cls: 0.2377, decode.d1.loss_mask: 0.4672, decode.d1.loss_dice: 0.7044, decode.d2.loss_cls: 0.1980, decode.d2.loss_mask: 0.4590, decode.d2.loss_dice: 0.6819, decode.d3.loss_cls: 0.1817, decode.d3.loss_mask: 0.4558, decode.d3.loss_dice: 0.6684, decode.d4.loss_cls: 0.1748, decode.d4.loss_mask: 0.4540, decode.d4.loss_dice: 0.6640, decode.d5.loss_cls: 0.1657, decode.d5.loss_mask: 0.4543, decode.d5.loss_dice: 0.6654, decode.d6.loss_cls: 0.1625, decode.d6.loss_mask: 0.4542, decode.d6.loss_dice: 0.6680, decode.d7.loss_cls: 0.1558, decode.d7.loss_mask: 0.4515, decode.d7.loss_dice: 0.6633, decode.d8.loss_cls: 0.1547, decode.d8.loss_mask: 0.4520, decode.d8.loss_dice: 0.6669, loss: 14.0995, grad_norm: 61.9547 +2023-11-07 09:52:04,679 - mmseg - INFO - Iter [149550/160000] lr: 6.532e-06, eta: 1:22:27, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1611, decode.loss_mask: 0.4318, decode.loss_dice: 0.6519, decode.d0.loss_cls: 1.1566, decode.d0.loss_mask: 0.4665, decode.d0.loss_dice: 0.7271, decode.d1.loss_cls: 0.2541, decode.d1.loss_mask: 0.4480, decode.d1.loss_dice: 0.6878, decode.d2.loss_cls: 0.2047, decode.d2.loss_mask: 0.4411, decode.d2.loss_dice: 0.6726, decode.d3.loss_cls: 0.1906, decode.d3.loss_mask: 0.4358, decode.d3.loss_dice: 0.6588, decode.d4.loss_cls: 0.1784, decode.d4.loss_mask: 0.4355, decode.d4.loss_dice: 0.6569, decode.d5.loss_cls: 0.1711, decode.d5.loss_mask: 0.4339, decode.d5.loss_dice: 0.6586, decode.d6.loss_cls: 0.1724, decode.d6.loss_mask: 0.4335, decode.d6.loss_dice: 0.6564, decode.d7.loss_cls: 0.1628, decode.d7.loss_mask: 0.4320, decode.d7.loss_dice: 0.6547, decode.d8.loss_cls: 0.1649, decode.d8.loss_mask: 0.4325, decode.d8.loss_dice: 0.6510, loss: 13.8830, grad_norm: 66.8293 +2023-11-07 09:52:27,672 - mmseg - INFO - Iter [149600/160000] lr: 6.501e-06, eta: 1:22:03, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1673, decode.loss_mask: 0.4191, decode.loss_dice: 0.6467, decode.d0.loss_cls: 1.1695, decode.d0.loss_mask: 0.4551, decode.d0.loss_dice: 0.7215, decode.d1.loss_cls: 0.2498, decode.d1.loss_mask: 0.4341, decode.d1.loss_dice: 0.6805, decode.d2.loss_cls: 0.2131, decode.d2.loss_mask: 0.4257, decode.d2.loss_dice: 0.6623, decode.d3.loss_cls: 0.1991, decode.d3.loss_mask: 0.4205, decode.d3.loss_dice: 0.6520, decode.d4.loss_cls: 0.1867, decode.d4.loss_mask: 0.4204, decode.d4.loss_dice: 0.6502, decode.d5.loss_cls: 0.1814, decode.d5.loss_mask: 0.4189, decode.d5.loss_dice: 0.6536, decode.d6.loss_cls: 0.1779, decode.d6.loss_mask: 0.4193, decode.d6.loss_dice: 0.6492, decode.d7.loss_cls: 0.1742, decode.d7.loss_mask: 0.4192, decode.d7.loss_dice: 0.6477, decode.d8.loss_cls: 0.1767, decode.d8.loss_mask: 0.4199, decode.d8.loss_dice: 0.6466, loss: 13.7585, grad_norm: 63.4894 +2023-11-07 09:52:50,638 - mmseg - INFO - Iter [149650/160000] lr: 6.469e-06, eta: 1:21:40, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1655, decode.loss_mask: 0.4350, decode.loss_dice: 0.6555, decode.d0.loss_cls: 1.1497, decode.d0.loss_mask: 0.4719, decode.d0.loss_dice: 0.7223, decode.d1.loss_cls: 0.2366, decode.d1.loss_mask: 0.4521, decode.d1.loss_dice: 0.6924, decode.d2.loss_cls: 0.2050, decode.d2.loss_mask: 0.4415, decode.d2.loss_dice: 0.6709, decode.d3.loss_cls: 0.1866, decode.d3.loss_mask: 0.4387, decode.d3.loss_dice: 0.6550, decode.d4.loss_cls: 0.1780, decode.d4.loss_mask: 0.4382, decode.d4.loss_dice: 0.6591, decode.d5.loss_cls: 0.1766, decode.d5.loss_mask: 0.4373, decode.d5.loss_dice: 0.6578, decode.d6.loss_cls: 0.1722, decode.d6.loss_mask: 0.4360, decode.d6.loss_dice: 0.6528, decode.d7.loss_cls: 0.1698, decode.d7.loss_mask: 0.4359, decode.d7.loss_dice: 0.6543, decode.d8.loss_cls: 0.1711, decode.d8.loss_mask: 0.4353, decode.d8.loss_dice: 0.6541, loss: 13.9072, grad_norm: 65.6252 +2023-11-07 09:53:13,285 - mmseg - INFO - Iter [149700/160000] lr: 6.438e-06, eta: 1:21:16, time: 0.453, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1536, decode.loss_mask: 0.4432, decode.loss_dice: 0.6608, decode.d0.loss_cls: 1.1272, decode.d0.loss_mask: 0.4794, decode.d0.loss_dice: 0.7191, decode.d1.loss_cls: 0.2392, decode.d1.loss_mask: 0.4609, decode.d1.loss_dice: 0.6944, decode.d2.loss_cls: 0.1973, decode.d2.loss_mask: 0.4516, decode.d2.loss_dice: 0.6795, decode.d3.loss_cls: 0.1811, decode.d3.loss_mask: 0.4458, decode.d3.loss_dice: 0.6622, decode.d4.loss_cls: 0.1731, decode.d4.loss_mask: 0.4450, decode.d4.loss_dice: 0.6646, decode.d5.loss_cls: 0.1655, decode.d5.loss_mask: 0.4427, decode.d5.loss_dice: 0.6590, decode.d6.loss_cls: 0.1610, decode.d6.loss_mask: 0.4436, decode.d6.loss_dice: 0.6623, decode.d7.loss_cls: 0.1526, decode.d7.loss_mask: 0.4438, decode.d7.loss_dice: 0.6610, decode.d8.loss_cls: 0.1535, decode.d8.loss_mask: 0.4431, decode.d8.loss_dice: 0.6622, loss: 13.9284, grad_norm: 66.2330 +2023-11-07 09:53:36,200 - mmseg - INFO - Iter [149750/160000] lr: 6.407e-06, eta: 1:20:52, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1722, decode.loss_mask: 0.4414, decode.loss_dice: 0.6567, decode.d0.loss_cls: 1.1739, decode.d0.loss_mask: 0.4780, decode.d0.loss_dice: 0.7255, decode.d1.loss_cls: 0.2509, decode.d1.loss_mask: 0.4602, decode.d1.loss_dice: 0.6942, decode.d2.loss_cls: 0.2094, decode.d2.loss_mask: 0.4473, decode.d2.loss_dice: 0.6758, decode.d3.loss_cls: 0.1893, decode.d3.loss_mask: 0.4436, decode.d3.loss_dice: 0.6654, decode.d4.loss_cls: 0.1826, decode.d4.loss_mask: 0.4428, decode.d4.loss_dice: 0.6595, decode.d5.loss_cls: 0.1749, decode.d5.loss_mask: 0.4417, decode.d5.loss_dice: 0.6620, decode.d6.loss_cls: 0.1759, decode.d6.loss_mask: 0.4418, decode.d6.loss_dice: 0.6618, decode.d7.loss_cls: 0.1731, decode.d7.loss_mask: 0.4411, decode.d7.loss_dice: 0.6578, decode.d8.loss_cls: 0.1678, decode.d8.loss_mask: 0.4419, decode.d8.loss_dice: 0.6620, loss: 14.0705, grad_norm: 69.1920 +2023-11-07 09:53:59,071 - mmseg - INFO - Iter [149800/160000] lr: 6.376e-06, eta: 1:20:28, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1550, decode.loss_mask: 0.4380, decode.loss_dice: 0.6462, decode.d0.loss_cls: 1.1314, decode.d0.loss_mask: 0.4680, decode.d0.loss_dice: 0.7112, decode.d1.loss_cls: 0.2425, decode.d1.loss_mask: 0.4538, decode.d1.loss_dice: 0.6809, decode.d2.loss_cls: 0.1968, decode.d2.loss_mask: 0.4443, decode.d2.loss_dice: 0.6606, decode.d3.loss_cls: 0.1828, decode.d3.loss_mask: 0.4406, decode.d3.loss_dice: 0.6490, decode.d4.loss_cls: 0.1699, decode.d4.loss_mask: 0.4410, decode.d4.loss_dice: 0.6471, decode.d5.loss_cls: 0.1624, decode.d5.loss_mask: 0.4393, decode.d5.loss_dice: 0.6487, decode.d6.loss_cls: 0.1589, decode.d6.loss_mask: 0.4377, decode.d6.loss_dice: 0.6477, decode.d7.loss_cls: 0.1587, decode.d7.loss_mask: 0.4376, decode.d7.loss_dice: 0.6465, decode.d8.loss_cls: 0.1543, decode.d8.loss_mask: 0.4375, decode.d8.loss_dice: 0.6475, loss: 13.7358, grad_norm: 68.0379 +2023-11-07 09:54:22,140 - mmseg - INFO - Iter [149850/160000] lr: 6.344e-06, eta: 1:20:05, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1573, decode.loss_mask: 0.4367, decode.loss_dice: 0.6545, decode.d0.loss_cls: 1.1368, decode.d0.loss_mask: 0.4810, decode.d0.loss_dice: 0.7298, decode.d1.loss_cls: 0.2498, decode.d1.loss_mask: 0.4511, decode.d1.loss_dice: 0.6956, decode.d2.loss_cls: 0.2097, decode.d2.loss_mask: 0.4444, decode.d2.loss_dice: 0.6750, decode.d3.loss_cls: 0.1836, decode.d3.loss_mask: 0.4413, decode.d3.loss_dice: 0.6597, decode.d4.loss_cls: 0.1680, decode.d4.loss_mask: 0.4404, decode.d4.loss_dice: 0.6613, decode.d5.loss_cls: 0.1639, decode.d5.loss_mask: 0.4401, decode.d5.loss_dice: 0.6600, decode.d6.loss_cls: 0.1596, decode.d6.loss_mask: 0.4378, decode.d6.loss_dice: 0.6547, decode.d7.loss_cls: 0.1571, decode.d7.loss_mask: 0.4376, decode.d7.loss_dice: 0.6586, decode.d8.loss_cls: 0.1550, decode.d8.loss_mask: 0.4375, decode.d8.loss_dice: 0.6589, loss: 13.8969, grad_norm: 66.5528 +2023-11-07 09:54:45,152 - mmseg - INFO - Iter [149900/160000] lr: 6.313e-06, eta: 1:19:41, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1707, decode.loss_mask: 0.4461, decode.loss_dice: 0.6669, decode.d0.loss_cls: 1.1498, decode.d0.loss_mask: 0.4852, decode.d0.loss_dice: 0.7272, decode.d1.loss_cls: 0.2477, decode.d1.loss_mask: 0.4626, decode.d1.loss_dice: 0.7028, decode.d2.loss_cls: 0.2135, decode.d2.loss_mask: 0.4523, decode.d2.loss_dice: 0.6838, decode.d3.loss_cls: 0.1994, decode.d3.loss_mask: 0.4474, decode.d3.loss_dice: 0.6696, decode.d4.loss_cls: 0.1828, decode.d4.loss_mask: 0.4483, decode.d4.loss_dice: 0.6716, decode.d5.loss_cls: 0.1773, decode.d5.loss_mask: 0.4477, decode.d5.loss_dice: 0.6736, decode.d6.loss_cls: 0.1739, decode.d6.loss_mask: 0.4467, decode.d6.loss_dice: 0.6692, decode.d7.loss_cls: 0.1772, decode.d7.loss_mask: 0.4463, decode.d7.loss_dice: 0.6663, decode.d8.loss_cls: 0.1717, decode.d8.loss_mask: 0.4454, decode.d8.loss_dice: 0.6690, loss: 14.1920, grad_norm: 69.6087 +2023-11-07 09:55:08,155 - mmseg - INFO - Iter [149950/160000] lr: 6.282e-06, eta: 1:19:17, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1685, decode.loss_mask: 0.4187, decode.loss_dice: 0.6496, decode.d0.loss_cls: 1.1506, decode.d0.loss_mask: 0.4566, decode.d0.loss_dice: 0.7154, decode.d1.loss_cls: 0.2465, decode.d1.loss_mask: 0.4353, decode.d1.loss_dice: 0.6885, decode.d2.loss_cls: 0.2140, decode.d2.loss_mask: 0.4248, decode.d2.loss_dice: 0.6594, decode.d3.loss_cls: 0.1951, decode.d3.loss_mask: 0.4197, decode.d3.loss_dice: 0.6477, decode.d4.loss_cls: 0.1797, decode.d4.loss_mask: 0.4190, decode.d4.loss_dice: 0.6508, decode.d5.loss_cls: 0.1738, decode.d5.loss_mask: 0.4183, decode.d5.loss_dice: 0.6524, decode.d6.loss_cls: 0.1727, decode.d6.loss_mask: 0.4193, decode.d6.loss_dice: 0.6513, decode.d7.loss_cls: 0.1683, decode.d7.loss_mask: 0.4190, decode.d7.loss_dice: 0.6496, decode.d8.loss_cls: 0.1682, decode.d8.loss_mask: 0.4190, decode.d8.loss_dice: 0.6476, loss: 13.6994, grad_norm: 78.0829 +2023-11-07 09:55:30,993 - mmseg - INFO - Saving checkpoint at 150000 iterations +2023-11-07 09:55:33,426 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 09:55:33,427 - mmseg - INFO - Iter [150000/160000] lr: 6.251e-06, eta: 1:18:54, time: 0.505, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1330, decode.loss_mask: 0.4262, decode.loss_dice: 0.6422, decode.d0.loss_cls: 1.1130, decode.d0.loss_mask: 0.4676, decode.d0.loss_dice: 0.7091, decode.d1.loss_cls: 0.2112, decode.d1.loss_mask: 0.4405, decode.d1.loss_dice: 0.6776, decode.d2.loss_cls: 0.1797, decode.d2.loss_mask: 0.4340, decode.d2.loss_dice: 0.6541, decode.d3.loss_cls: 0.1591, decode.d3.loss_mask: 0.4309, decode.d3.loss_dice: 0.6431, decode.d4.loss_cls: 0.1492, decode.d4.loss_mask: 0.4288, decode.d4.loss_dice: 0.6386, decode.d5.loss_cls: 0.1424, decode.d5.loss_mask: 0.4289, decode.d5.loss_dice: 0.6412, decode.d6.loss_cls: 0.1405, decode.d6.loss_mask: 0.4277, decode.d6.loss_dice: 0.6447, decode.d7.loss_cls: 0.1364, decode.d7.loss_mask: 0.4259, decode.d7.loss_dice: 0.6380, decode.d8.loss_cls: 0.1373, decode.d8.loss_mask: 0.4259, decode.d8.loss_dice: 0.6401, loss: 13.3668, grad_norm: 60.9620 +2023-11-07 09:55:53,005 - mmseg - INFO - per class results: +2023-11-07 09:55:53,011 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.72 | 87.59 | +| building | 82.64 | 91.8 | +| sky | 94.54 | 97.31 | +| floor | 82.72 | 91.11 | +| tree | 74.74 | 88.5 | +| ceiling | 84.34 | 91.9 | +| road | 85.36 | 92.11 | +| bed | 90.69 | 95.75 | +| windowpane | 63.51 | 82.07 | +| grass | 68.53 | 81.76 | +| cabinet | 62.23 | 75.93 | +| sidewalk | 66.86 | 78.49 | +| person | 84.54 | 92.76 | +| earth | 42.55 | 59.11 | +| door | 55.56 | 70.39 | +| table | 68.8 | 80.9 | +| mountain | 60.29 | 72.59 | +| plant | 52.03 | 65.32 | +| curtain | 75.21 | 87.23 | +| chair | 64.58 | 77.01 | +| car | 86.98 | 93.24 | +| water | 51.03 | 66.36 | +| painting | 70.57 | 87.76 | +| sofa | 70.93 | 82.6 | +| shelf | 42.89 | 61.99 | +| house | 37.95 | 57.51 | +| sea | 52.49 | 79.06 | +| mirror | 72.24 | 81.55 | +| rug | 66.17 | 77.18 | +| field | 37.15 | 50.52 | +| armchair | 50.16 | 73.5 | +| seat | 60.05 | 85.18 | +| fence | 48.27 | 62.04 | +| desk | 57.24 | 75.89 | +| rock | 47.45 | 71.63 | +| wardrobe | 41.3 | 62.58 | +| lamp | 72.7 | 83.89 | +| bathtub | 79.41 | 88.38 | +| railing | 35.74 | 57.74 | +| cushion | 62.29 | 76.2 | +| base | 39.98 | 58.63 | +| box | 28.93 | 42.73 | +| column | 51.61 | 65.81 | +| signboard | 38.75 | 56.04 | +| chest of drawers | 39.9 | 64.74 | +| counter | 38.29 | 56.04 | +| sand | 60.48 | 65.49 | +| sink | 73.14 | 84.18 | +| skyscraper | 33.51 | 42.68 | +| fireplace | 73.33 | 88.5 | +| refrigerator | 76.7 | 83.55 | +| grandstand | 48.96 | 77.51 | +| path | 25.7 | 41.5 | +| stairs | 32.75 | 41.52 | +| runway | 63.33 | 82.17 | +| case | 43.15 | 62.69 | +| pool table | 95.04 | 97.69 | +| pillow | 58.51 | 69.45 | +| screen door | 63.71 | 73.01 | +| stairway | 28.97 | 37.87 | +| river | 21.94 | 31.44 | +| bridge | 75.4 | 85.64 | +| bookcase | 43.03 | 63.46 | +| blind | 47.57 | 54.16 | +| coffee table | 67.62 | 85.79 | +| toilet | 89.0 | 91.73 | +| flower | 33.96 | 55.22 | +| book | 54.33 | 73.72 | +| hill | 5.43 | 9.88 | +| bench | 39.7 | 49.64 | +| countertop | 62.62 | 76.1 | +| stove | 82.59 | 88.88 | +| palm | 56.02 | 77.29 | +| kitchen island | 53.19 | 82.46 | +| computer | 68.98 | 74.83 | +| swivel chair | 51.33 | 71.3 | +| boat | 38.04 | 54.6 | +| bar | 57.69 | 65.12 | +| arcade machine | 56.5 | 62.94 | +| hovel | 34.18 | 48.7 | +| bus | 90.73 | 96.31 | +| towel | 64.05 | 77.07 | +| light | 63.32 | 78.26 | +| truck | 43.53 | 57.93 | +| tower | 42.2 | 74.93 | +| chandelier | 69.44 | 82.08 | +| awning | 28.28 | 38.02 | +| streetlight | 40.24 | 57.63 | +| booth | 67.66 | 74.73 | +| television receiver | 68.35 | 85.98 | +| airplane | 64.25 | 71.36 | +| dirt track | 19.46 | 33.48 | +| apparel | 26.59 | 43.5 | +| pole | 32.6 | 47.92 | +| land | 0.71 | 1.18 | +| bannister | 22.71 | 29.69 | +| escalator | 29.43 | 31.5 | +| ottoman | 48.03 | 64.44 | +| bottle | 25.24 | 31.5 | +| buffet | 42.08 | 53.94 | +| poster | 29.96 | 42.61 | +| stage | 20.19 | 32.82 | +| van | 50.55 | 68.25 | +| ship | 50.96 | 74.49 | +| fountain | 20.77 | 21.75 | +| conveyer belt | 55.51 | 67.35 | +| canopy | 12.03 | 19.44 | +| washer | 68.06 | 74.33 | +| plaything | 21.6 | 33.25 | +| swimming pool | 60.41 | 60.56 | +| stool | 46.32 | 73.41 | +| barrel | 60.55 | 74.88 | +| basket | 47.52 | 59.45 | +| waterfall | 39.48 | 54.13 | +| tent | 85.4 | 98.5 | +| bag | 21.67 | 27.91 | +| minibike | 71.95 | 89.71 | +| cradle | 78.2 | 97.63 | +| oven | 24.69 | 69.36 | +| ball | 24.31 | 25.57 | +| food | 65.01 | 76.8 | +| step | 20.35 | 27.69 | +| tank | 49.49 | 52.04 | +| trade name | 26.94 | 35.66 | +| microwave | 40.2 | 45.17 | +| pot | 48.44 | 58.49 | +| animal | 67.16 | 69.35 | +| bicycle | 62.92 | 83.63 | +| lake | 63.55 | 69.65 | +| dishwasher | 70.66 | 81.56 | +| screen | 58.79 | 81.12 | +| blanket | 16.81 | 18.89 | +| sculpture | 63.6 | 86.7 | +| hood | 84.13 | 90.54 | +| sconce | 52.84 | 69.52 | +| vase | 48.41 | 68.08 | +| traffic light | 44.41 | 66.37 | +| tray | 22.87 | 32.15 | +| ashcan | 46.68 | 70.14 | +| fan | 73.57 | 86.32 | +| pier | 11.67 | 15.12 | +| crt screen | 2.56 | 7.94 | +| plate | 60.04 | 77.79 | +| monitor | 6.37 | 8.62 | +| bulletin board | 40.48 | 61.74 | +| shower | 3.34 | 22.93 | +| radiator | 57.72 | 64.83 | +| glass | 22.16 | 24.15 | +| clock | 54.66 | 71.91 | +| flag | 49.21 | 53.33 | ++---------------------+-------+-------+ +2023-11-07 09:55:53,011 - mmseg - INFO - Summary: +2023-11-07 09:55:53,011 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 84.05 | 51.67 | 64.69 | ++-------+-------+-------+ +2023-11-07 09:55:53,012 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 09:55:53,012 - mmseg - INFO - Iter(val) [250] aAcc: 0.8405, mIoU: 0.5167, mAcc: 0.6469, IoU.wall: 0.7972, IoU.building: 0.8264, IoU.sky: 0.9454, IoU.floor: 0.8272, IoU.tree: 0.7474, IoU.ceiling: 0.8434, IoU.road: 0.8536, IoU.bed : 0.9069, IoU.windowpane: 0.6351, IoU.grass: 0.6853, IoU.cabinet: 0.6223, IoU.sidewalk: 0.6686, IoU.person: 0.8454, IoU.earth: 0.4255, IoU.door: 0.5556, IoU.table: 0.6880, IoU.mountain: 0.6029, IoU.plant: 0.5203, IoU.curtain: 0.7521, IoU.chair: 0.6458, IoU.car: 0.8698, IoU.water: 0.5103, IoU.painting: 0.7057, IoU.sofa: 0.7093, IoU.shelf: 0.4289, IoU.house: 0.3795, IoU.sea: 0.5249, IoU.mirror: 0.7224, IoU.rug: 0.6617, IoU.field: 0.3715, IoU.armchair: 0.5016, IoU.seat: 0.6005, IoU.fence: 0.4827, IoU.desk: 0.5724, IoU.rock: 0.4745, IoU.wardrobe: 0.4130, IoU.lamp: 0.7270, IoU.bathtub: 0.7941, IoU.railing: 0.3574, IoU.cushion: 0.6229, IoU.base: 0.3998, IoU.box: 0.2893, IoU.column: 0.5161, IoU.signboard: 0.3875, IoU.chest of drawers: 0.3990, IoU.counter: 0.3829, IoU.sand: 0.6048, IoU.sink: 0.7314, IoU.skyscraper: 0.3351, IoU.fireplace: 0.7333, IoU.refrigerator: 0.7670, IoU.grandstand: 0.4896, IoU.path: 0.2570, IoU.stairs: 0.3275, IoU.runway: 0.6333, IoU.case: 0.4315, IoU.pool table: 0.9504, IoU.pillow: 0.5851, IoU.screen door: 0.6371, IoU.stairway: 0.2897, IoU.river: 0.2194, IoU.bridge: 0.7540, IoU.bookcase: 0.4303, IoU.blind: 0.4757, IoU.coffee table: 0.6762, IoU.toilet: 0.8900, IoU.flower: 0.3396, IoU.book: 0.5433, IoU.hill: 0.0543, IoU.bench: 0.3970, IoU.countertop: 0.6262, IoU.stove: 0.8259, IoU.palm: 0.5602, IoU.kitchen island: 0.5319, IoU.computer: 0.6898, IoU.swivel chair: 0.5133, IoU.boat: 0.3804, IoU.bar: 0.5769, IoU.arcade machine: 0.5650, IoU.hovel: 0.3418, IoU.bus: 0.9073, IoU.towel: 0.6405, IoU.light: 0.6332, IoU.truck: 0.4353, IoU.tower: 0.4220, IoU.chandelier: 0.6944, IoU.awning: 0.2828, IoU.streetlight: 0.4024, IoU.booth: 0.6766, IoU.television receiver: 0.6835, IoU.airplane: 0.6425, IoU.dirt track: 0.1946, IoU.apparel: 0.2659, IoU.pole: 0.3260, IoU.land: 0.0071, IoU.bannister: 0.2271, IoU.escalator: 0.2943, IoU.ottoman: 0.4803, IoU.bottle: 0.2524, IoU.buffet: 0.4208, IoU.poster: 0.2996, IoU.stage: 0.2019, IoU.van: 0.5055, IoU.ship: 0.5096, IoU.fountain: 0.2077, IoU.conveyer belt: 0.5551, IoU.canopy: 0.1203, IoU.washer: 0.6806, IoU.plaything: 0.2160, IoU.swimming pool: 0.6041, IoU.stool: 0.4632, IoU.barrel: 0.6055, IoU.basket: 0.4752, IoU.waterfall: 0.3948, IoU.tent: 0.8540, IoU.bag: 0.2167, IoU.minibike: 0.7195, IoU.cradle: 0.7820, IoU.oven: 0.2469, IoU.ball: 0.2431, IoU.food: 0.6501, IoU.step: 0.2035, IoU.tank: 0.4949, IoU.trade name: 0.2694, IoU.microwave: 0.4020, IoU.pot: 0.4844, IoU.animal: 0.6716, IoU.bicycle: 0.6292, IoU.lake: 0.6355, IoU.dishwasher: 0.7066, IoU.screen: 0.5879, IoU.blanket: 0.1681, IoU.sculpture: 0.6360, IoU.hood: 0.8413, IoU.sconce: 0.5284, IoU.vase: 0.4841, IoU.traffic light: 0.4441, IoU.tray: 0.2287, IoU.ashcan: 0.4668, IoU.fan: 0.7357, IoU.pier: 0.1167, IoU.crt screen: 0.0256, IoU.plate: 0.6004, IoU.monitor: 0.0637, IoU.bulletin board: 0.4048, IoU.shower: 0.0334, IoU.radiator: 0.5772, IoU.glass: 0.2216, IoU.clock: 0.5466, IoU.flag: 0.4921, Acc.wall: 0.8759, Acc.building: 0.9180, Acc.sky: 0.9731, Acc.floor: 0.9111, Acc.tree: 0.8850, Acc.ceiling: 0.9190, Acc.road: 0.9211, Acc.bed : 0.9575, Acc.windowpane: 0.8207, Acc.grass: 0.8176, Acc.cabinet: 0.7593, Acc.sidewalk: 0.7849, Acc.person: 0.9276, Acc.earth: 0.5911, Acc.door: 0.7039, Acc.table: 0.8090, Acc.mountain: 0.7259, Acc.plant: 0.6532, Acc.curtain: 0.8723, Acc.chair: 0.7701, Acc.car: 0.9324, Acc.water: 0.6636, Acc.painting: 0.8776, Acc.sofa: 0.8260, Acc.shelf: 0.6199, Acc.house: 0.5751, Acc.sea: 0.7906, Acc.mirror: 0.8155, Acc.rug: 0.7718, Acc.field: 0.5052, Acc.armchair: 0.7350, Acc.seat: 0.8518, Acc.fence: 0.6204, Acc.desk: 0.7589, Acc.rock: 0.7163, Acc.wardrobe: 0.6258, Acc.lamp: 0.8389, Acc.bathtub: 0.8838, Acc.railing: 0.5774, Acc.cushion: 0.7620, Acc.base: 0.5863, Acc.box: 0.4273, Acc.column: 0.6581, Acc.signboard: 0.5604, Acc.chest of drawers: 0.6474, Acc.counter: 0.5604, Acc.sand: 0.6549, Acc.sink: 0.8418, Acc.skyscraper: 0.4268, Acc.fireplace: 0.8850, Acc.refrigerator: 0.8355, Acc.grandstand: 0.7751, Acc.path: 0.4150, Acc.stairs: 0.4152, Acc.runway: 0.8217, Acc.case: 0.6269, Acc.pool table: 0.9769, Acc.pillow: 0.6945, Acc.screen door: 0.7301, Acc.stairway: 0.3787, Acc.river: 0.3144, Acc.bridge: 0.8564, Acc.bookcase: 0.6346, Acc.blind: 0.5416, Acc.coffee table: 0.8579, Acc.toilet: 0.9173, Acc.flower: 0.5522, Acc.book: 0.7372, Acc.hill: 0.0988, Acc.bench: 0.4964, Acc.countertop: 0.7610, Acc.stove: 0.8888, Acc.palm: 0.7729, Acc.kitchen island: 0.8246, Acc.computer: 0.7483, Acc.swivel chair: 0.7130, Acc.boat: 0.5460, Acc.bar: 0.6512, Acc.arcade machine: 0.6294, Acc.hovel: 0.4870, Acc.bus: 0.9631, Acc.towel: 0.7707, Acc.light: 0.7826, Acc.truck: 0.5793, Acc.tower: 0.7493, Acc.chandelier: 0.8208, Acc.awning: 0.3802, Acc.streetlight: 0.5763, Acc.booth: 0.7473, Acc.television receiver: 0.8598, Acc.airplane: 0.7136, Acc.dirt track: 0.3348, Acc.apparel: 0.4350, Acc.pole: 0.4792, Acc.land: 0.0118, Acc.bannister: 0.2969, Acc.escalator: 0.3150, Acc.ottoman: 0.6444, Acc.bottle: 0.3150, Acc.buffet: 0.5394, Acc.poster: 0.4261, Acc.stage: 0.3282, Acc.van: 0.6825, Acc.ship: 0.7449, Acc.fountain: 0.2175, Acc.conveyer belt: 0.6735, Acc.canopy: 0.1944, Acc.washer: 0.7433, Acc.plaything: 0.3325, Acc.swimming pool: 0.6056, Acc.stool: 0.7341, Acc.barrel: 0.7488, Acc.basket: 0.5945, Acc.waterfall: 0.5413, Acc.tent: 0.9850, Acc.bag: 0.2791, Acc.minibike: 0.8971, Acc.cradle: 0.9763, Acc.oven: 0.6936, Acc.ball: 0.2557, Acc.food: 0.7680, Acc.step: 0.2769, Acc.tank: 0.5204, Acc.trade name: 0.3566, Acc.microwave: 0.4517, Acc.pot: 0.5849, Acc.animal: 0.6935, Acc.bicycle: 0.8363, Acc.lake: 0.6965, Acc.dishwasher: 0.8156, Acc.screen: 0.8112, Acc.blanket: 0.1889, Acc.sculpture: 0.8670, Acc.hood: 0.9054, Acc.sconce: 0.6952, Acc.vase: 0.6808, Acc.traffic light: 0.6637, Acc.tray: 0.3215, Acc.ashcan: 0.7014, Acc.fan: 0.8632, Acc.pier: 0.1512, Acc.crt screen: 0.0794, Acc.plate: 0.7779, Acc.monitor: 0.0862, Acc.bulletin board: 0.6174, Acc.shower: 0.2293, Acc.radiator: 0.6483, Acc.glass: 0.2415, Acc.clock: 0.7191, Acc.flag: 0.5333 +2023-11-07 09:56:15,953 - mmseg - INFO - Iter [150050/160000] lr: 6.219e-06, eta: 1:18:31, time: 0.851, data_time: 0.405, memory: 39436, decode.loss_cls: 0.1596, decode.loss_mask: 0.4329, decode.loss_dice: 0.6594, decode.d0.loss_cls: 1.1613, decode.d0.loss_mask: 0.4666, decode.d0.loss_dice: 0.7277, decode.d1.loss_cls: 0.2429, decode.d1.loss_mask: 0.4455, decode.d1.loss_dice: 0.6889, decode.d2.loss_cls: 0.2055, decode.d2.loss_mask: 0.4412, decode.d2.loss_dice: 0.6738, decode.d3.loss_cls: 0.1847, decode.d3.loss_mask: 0.4358, decode.d3.loss_dice: 0.6637, decode.d4.loss_cls: 0.1740, decode.d4.loss_mask: 0.4355, decode.d4.loss_dice: 0.6624, decode.d5.loss_cls: 0.1697, decode.d5.loss_mask: 0.4344, decode.d5.loss_dice: 0.6589, decode.d6.loss_cls: 0.1650, decode.d6.loss_mask: 0.4343, decode.d6.loss_dice: 0.6601, decode.d7.loss_cls: 0.1590, decode.d7.loss_mask: 0.4332, decode.d7.loss_dice: 0.6623, decode.d8.loss_cls: 0.1562, decode.d8.loss_mask: 0.4322, decode.d8.loss_dice: 0.6588, loss: 13.8854, grad_norm: 62.8191 +2023-11-07 09:56:38,947 - mmseg - INFO - Iter [150100/160000] lr: 6.188e-06, eta: 1:18:08, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1684, decode.loss_mask: 0.4399, decode.loss_dice: 0.6585, decode.d0.loss_cls: 1.1603, decode.d0.loss_mask: 0.4805, decode.d0.loss_dice: 0.7242, decode.d1.loss_cls: 0.2502, decode.d1.loss_mask: 0.4598, decode.d1.loss_dice: 0.6947, decode.d2.loss_cls: 0.2113, decode.d2.loss_mask: 0.4488, decode.d2.loss_dice: 0.6760, decode.d3.loss_cls: 0.1948, decode.d3.loss_mask: 0.4444, decode.d3.loss_dice: 0.6652, decode.d4.loss_cls: 0.1831, decode.d4.loss_mask: 0.4437, decode.d4.loss_dice: 0.6630, decode.d5.loss_cls: 0.1760, decode.d5.loss_mask: 0.4424, decode.d5.loss_dice: 0.6627, decode.d6.loss_cls: 0.1716, decode.d6.loss_mask: 0.4416, decode.d6.loss_dice: 0.6646, decode.d7.loss_cls: 0.1691, decode.d7.loss_mask: 0.4400, decode.d7.loss_dice: 0.6605, decode.d8.loss_cls: 0.1668, decode.d8.loss_mask: 0.4398, decode.d8.loss_dice: 0.6559, loss: 14.0576, grad_norm: 66.7490 +2023-11-07 09:57:01,992 - mmseg - INFO - Iter [150150/160000] lr: 6.157e-06, eta: 1:17:44, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1684, decode.loss_mask: 0.4308, decode.loss_dice: 0.6744, decode.d0.loss_cls: 1.1328, decode.d0.loss_mask: 0.4688, decode.d0.loss_dice: 0.7393, decode.d1.loss_cls: 0.2552, decode.d1.loss_mask: 0.4467, decode.d1.loss_dice: 0.7095, decode.d2.loss_cls: 0.2133, decode.d2.loss_mask: 0.4405, decode.d2.loss_dice: 0.6987, decode.d3.loss_cls: 0.1963, decode.d3.loss_mask: 0.4352, decode.d3.loss_dice: 0.6818, decode.d4.loss_cls: 0.1816, decode.d4.loss_mask: 0.4338, decode.d4.loss_dice: 0.6824, decode.d5.loss_cls: 0.1769, decode.d5.loss_mask: 0.4326, decode.d5.loss_dice: 0.6766, decode.d6.loss_cls: 0.1729, decode.d6.loss_mask: 0.4329, decode.d6.loss_dice: 0.6767, decode.d7.loss_cls: 0.1697, decode.d7.loss_mask: 0.4312, decode.d7.loss_dice: 0.6745, decode.d8.loss_cls: 0.1634, decode.d8.loss_mask: 0.4308, decode.d8.loss_dice: 0.6790, loss: 14.1067, grad_norm: 72.8244 +2023-11-07 09:57:24,904 - mmseg - INFO - Iter [150200/160000] lr: 6.126e-06, eta: 1:17:20, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1658, decode.loss_mask: 0.4168, decode.loss_dice: 0.6508, decode.d0.loss_cls: 1.1335, decode.d0.loss_mask: 0.4535, decode.d0.loss_dice: 0.7238, decode.d1.loss_cls: 0.2458, decode.d1.loss_mask: 0.4319, decode.d1.loss_dice: 0.6877, decode.d2.loss_cls: 0.2103, decode.d2.loss_mask: 0.4234, decode.d2.loss_dice: 0.6667, decode.d3.loss_cls: 0.1911, decode.d3.loss_mask: 0.4183, decode.d3.loss_dice: 0.6545, decode.d4.loss_cls: 0.1818, decode.d4.loss_mask: 0.4168, decode.d4.loss_dice: 0.6530, decode.d5.loss_cls: 0.1761, decode.d5.loss_mask: 0.4180, decode.d5.loss_dice: 0.6508, decode.d6.loss_cls: 0.1757, decode.d6.loss_mask: 0.4176, decode.d6.loss_dice: 0.6514, decode.d7.loss_cls: 0.1677, decode.d7.loss_mask: 0.4158, decode.d7.loss_dice: 0.6529, decode.d8.loss_cls: 0.1668, decode.d8.loss_mask: 0.4163, decode.d8.loss_dice: 0.6494, loss: 13.6842, grad_norm: 65.6644 +2023-11-07 09:57:47,732 - mmseg - INFO - Iter [150250/160000] lr: 6.094e-06, eta: 1:16:56, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1687, decode.loss_mask: 0.4461, decode.loss_dice: 0.6634, decode.d0.loss_cls: 1.1758, decode.d0.loss_mask: 0.4827, decode.d0.loss_dice: 0.7357, decode.d1.loss_cls: 0.2563, decode.d1.loss_mask: 0.4625, decode.d1.loss_dice: 0.7021, decode.d2.loss_cls: 0.2147, decode.d2.loss_mask: 0.4542, decode.d2.loss_dice: 0.6854, decode.d3.loss_cls: 0.1957, decode.d3.loss_mask: 0.4500, decode.d3.loss_dice: 0.6750, decode.d4.loss_cls: 0.1821, decode.d4.loss_mask: 0.4479, decode.d4.loss_dice: 0.6705, decode.d5.loss_cls: 0.1788, decode.d5.loss_mask: 0.4478, decode.d5.loss_dice: 0.6710, decode.d6.loss_cls: 0.1748, decode.d6.loss_mask: 0.4468, decode.d6.loss_dice: 0.6666, decode.d7.loss_cls: 0.1708, decode.d7.loss_mask: 0.4457, decode.d7.loss_dice: 0.6658, decode.d8.loss_cls: 0.1684, decode.d8.loss_mask: 0.4459, decode.d8.loss_dice: 0.6692, loss: 14.2205, grad_norm: 63.9617 +2023-11-07 09:58:12,836 - mmseg - INFO - Iter [150300/160000] lr: 6.063e-06, eta: 1:16:33, time: 0.502, data_time: 0.058, memory: 39436, decode.loss_cls: 0.1623, decode.loss_mask: 0.4316, decode.loss_dice: 0.6625, decode.d0.loss_cls: 1.1496, decode.d0.loss_mask: 0.4721, decode.d0.loss_dice: 0.7365, decode.d1.loss_cls: 0.2650, decode.d1.loss_mask: 0.4474, decode.d1.loss_dice: 0.6928, decode.d2.loss_cls: 0.2134, decode.d2.loss_mask: 0.4366, decode.d2.loss_dice: 0.6785, decode.d3.loss_cls: 0.1924, decode.d3.loss_mask: 0.4341, decode.d3.loss_dice: 0.6692, decode.d4.loss_cls: 0.1766, decode.d4.loss_mask: 0.4337, decode.d4.loss_dice: 0.6691, decode.d5.loss_cls: 0.1757, decode.d5.loss_mask: 0.4324, decode.d5.loss_dice: 0.6664, decode.d6.loss_cls: 0.1683, decode.d6.loss_mask: 0.4325, decode.d6.loss_dice: 0.6622, decode.d7.loss_cls: 0.1661, decode.d7.loss_mask: 0.4317, decode.d7.loss_dice: 0.6645, decode.d8.loss_cls: 0.1637, decode.d8.loss_mask: 0.4310, decode.d8.loss_dice: 0.6628, loss: 13.9806, grad_norm: 64.5563 +2023-11-07 09:58:35,629 - mmseg - INFO - Iter [150350/160000] lr: 6.032e-06, eta: 1:16:09, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1630, decode.loss_mask: 0.4218, decode.loss_dice: 0.6352, decode.d0.loss_cls: 1.1790, decode.d0.loss_mask: 0.4542, decode.d0.loss_dice: 0.6994, decode.d1.loss_cls: 0.2443, decode.d1.loss_mask: 0.4358, decode.d1.loss_dice: 0.6711, decode.d2.loss_cls: 0.2070, decode.d2.loss_mask: 0.4269, decode.d2.loss_dice: 0.6539, decode.d3.loss_cls: 0.1923, decode.d3.loss_mask: 0.4244, decode.d3.loss_dice: 0.6431, decode.d4.loss_cls: 0.1809, decode.d4.loss_mask: 0.4240, decode.d4.loss_dice: 0.6374, decode.d5.loss_cls: 0.1748, decode.d5.loss_mask: 0.4232, decode.d5.loss_dice: 0.6413, decode.d6.loss_cls: 0.1702, decode.d6.loss_mask: 0.4231, decode.d6.loss_dice: 0.6394, decode.d7.loss_cls: 0.1678, decode.d7.loss_mask: 0.4227, decode.d7.loss_dice: 0.6355, decode.d8.loss_cls: 0.1662, decode.d8.loss_mask: 0.4219, decode.d8.loss_dice: 0.6376, loss: 13.6173, grad_norm: 61.7730 +2023-11-07 09:58:58,359 - mmseg - INFO - Iter [150400/160000] lr: 6.001e-06, eta: 1:15:45, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1584, decode.loss_mask: 0.4258, decode.loss_dice: 0.6421, decode.d0.loss_cls: 1.1270, decode.d0.loss_mask: 0.4597, decode.d0.loss_dice: 0.7129, decode.d1.loss_cls: 0.2437, decode.d1.loss_mask: 0.4386, decode.d1.loss_dice: 0.6778, decode.d2.loss_cls: 0.2005, decode.d2.loss_mask: 0.4330, decode.d2.loss_dice: 0.6607, decode.d3.loss_cls: 0.1840, decode.d3.loss_mask: 0.4289, decode.d3.loss_dice: 0.6470, decode.d4.loss_cls: 0.1722, decode.d4.loss_mask: 0.4276, decode.d4.loss_dice: 0.6487, decode.d5.loss_cls: 0.1676, decode.d5.loss_mask: 0.4273, decode.d5.loss_dice: 0.6447, decode.d6.loss_cls: 0.1647, decode.d6.loss_mask: 0.4265, decode.d6.loss_dice: 0.6413, decode.d7.loss_cls: 0.1640, decode.d7.loss_mask: 0.4255, decode.d7.loss_dice: 0.6411, decode.d8.loss_cls: 0.1605, decode.d8.loss_mask: 0.4262, decode.d8.loss_dice: 0.6410, loss: 13.6190, grad_norm: 66.6258 +2023-11-07 09:59:21,237 - mmseg - INFO - Iter [150450/160000] lr: 5.969e-06, eta: 1:15:22, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1526, decode.loss_mask: 0.4250, decode.loss_dice: 0.6478, decode.d0.loss_cls: 1.1473, decode.d0.loss_mask: 0.4594, decode.d0.loss_dice: 0.7177, decode.d1.loss_cls: 0.2441, decode.d1.loss_mask: 0.4384, decode.d1.loss_dice: 0.6816, decode.d2.loss_cls: 0.1999, decode.d2.loss_mask: 0.4319, decode.d2.loss_dice: 0.6654, decode.d3.loss_cls: 0.1794, decode.d3.loss_mask: 0.4289, decode.d3.loss_dice: 0.6550, decode.d4.loss_cls: 0.1647, decode.d4.loss_mask: 0.4272, decode.d4.loss_dice: 0.6528, decode.d5.loss_cls: 0.1593, decode.d5.loss_mask: 0.4269, decode.d5.loss_dice: 0.6541, decode.d6.loss_cls: 0.1592, decode.d6.loss_mask: 0.4267, decode.d6.loss_dice: 0.6499, decode.d7.loss_cls: 0.1594, decode.d7.loss_mask: 0.4246, decode.d7.loss_dice: 0.6455, decode.d8.loss_cls: 0.1522, decode.d8.loss_mask: 0.4249, decode.d8.loss_dice: 0.6518, loss: 13.6536, grad_norm: 61.5267 +2023-11-07 09:59:44,343 - mmseg - INFO - Iter [150500/160000] lr: 5.938e-06, eta: 1:14:58, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1666, decode.loss_mask: 0.4328, decode.loss_dice: 0.6236, decode.d0.loss_cls: 1.1153, decode.d0.loss_mask: 0.4724, decode.d0.loss_dice: 0.6965, decode.d1.loss_cls: 0.2425, decode.d1.loss_mask: 0.4500, decode.d1.loss_dice: 0.6612, decode.d2.loss_cls: 0.1999, decode.d2.loss_mask: 0.4412, decode.d2.loss_dice: 0.6516, decode.d3.loss_cls: 0.1784, decode.d3.loss_mask: 0.4360, decode.d3.loss_dice: 0.6387, decode.d4.loss_cls: 0.1704, decode.d4.loss_mask: 0.4337, decode.d4.loss_dice: 0.6310, decode.d5.loss_cls: 0.1694, decode.d5.loss_mask: 0.4340, decode.d5.loss_dice: 0.6322, decode.d6.loss_cls: 0.1669, decode.d6.loss_mask: 0.4326, decode.d6.loss_dice: 0.6280, decode.d7.loss_cls: 0.1621, decode.d7.loss_mask: 0.4338, decode.d7.loss_dice: 0.6255, decode.d8.loss_cls: 0.1619, decode.d8.loss_mask: 0.4335, decode.d8.loss_dice: 0.6272, loss: 13.5485, grad_norm: 66.2857 +2023-11-07 10:00:07,220 - mmseg - INFO - Iter [150550/160000] lr: 5.907e-06, eta: 1:14:34, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1582, decode.loss_mask: 0.4219, decode.loss_dice: 0.6534, decode.d0.loss_cls: 1.1224, decode.d0.loss_mask: 0.4570, decode.d0.loss_dice: 0.7149, decode.d1.loss_cls: 0.2378, decode.d1.loss_mask: 0.4350, decode.d1.loss_dice: 0.6840, decode.d2.loss_cls: 0.2028, decode.d2.loss_mask: 0.4300, decode.d2.loss_dice: 0.6747, decode.d3.loss_cls: 0.1844, decode.d3.loss_mask: 0.4255, decode.d3.loss_dice: 0.6637, decode.d4.loss_cls: 0.1737, decode.d4.loss_mask: 0.4241, decode.d4.loss_dice: 0.6595, decode.d5.loss_cls: 0.1707, decode.d5.loss_mask: 0.4242, decode.d5.loss_dice: 0.6621, decode.d6.loss_cls: 0.1673, decode.d6.loss_mask: 0.4228, decode.d6.loss_dice: 0.6559, decode.d7.loss_cls: 0.1602, decode.d7.loss_mask: 0.4211, decode.d7.loss_dice: 0.6511, decode.d8.loss_cls: 0.1571, decode.d8.loss_mask: 0.4235, decode.d8.loss_dice: 0.6563, loss: 13.6952, grad_norm: 71.1575 +2023-11-07 10:00:30,196 - mmseg - INFO - Iter [150600/160000] lr: 5.876e-06, eta: 1:14:10, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1691, decode.loss_mask: 0.4376, decode.loss_dice: 0.6577, decode.d0.loss_cls: 1.1300, decode.d0.loss_mask: 0.4669, decode.d0.loss_dice: 0.7196, decode.d1.loss_cls: 0.2502, decode.d1.loss_mask: 0.4498, decode.d1.loss_dice: 0.6946, decode.d2.loss_cls: 0.2084, decode.d2.loss_mask: 0.4410, decode.d2.loss_dice: 0.6747, decode.d3.loss_cls: 0.1880, decode.d3.loss_mask: 0.4394, decode.d3.loss_dice: 0.6619, decode.d4.loss_cls: 0.1838, decode.d4.loss_mask: 0.4369, decode.d4.loss_dice: 0.6593, decode.d5.loss_cls: 0.1808, decode.d5.loss_mask: 0.4370, decode.d5.loss_dice: 0.6588, decode.d6.loss_cls: 0.1727, decode.d6.loss_mask: 0.4362, decode.d6.loss_dice: 0.6567, decode.d7.loss_cls: 0.1715, decode.d7.loss_mask: 0.4362, decode.d7.loss_dice: 0.6590, decode.d8.loss_cls: 0.1704, decode.d8.loss_mask: 0.4376, decode.d8.loss_dice: 0.6572, loss: 13.9431, grad_norm: 61.4963 +2023-11-07 10:00:52,977 - mmseg - INFO - Iter [150650/160000] lr: 5.844e-06, eta: 1:13:47, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1510, decode.loss_mask: 0.4215, decode.loss_dice: 0.6560, decode.d0.loss_cls: 1.1729, decode.d0.loss_mask: 0.4601, decode.d0.loss_dice: 0.7152, decode.d1.loss_cls: 0.2369, decode.d1.loss_mask: 0.4379, decode.d1.loss_dice: 0.6940, decode.d2.loss_cls: 0.1968, decode.d2.loss_mask: 0.4301, decode.d2.loss_dice: 0.6756, decode.d3.loss_cls: 0.1814, decode.d3.loss_mask: 0.4234, decode.d3.loss_dice: 0.6589, decode.d4.loss_cls: 0.1734, decode.d4.loss_mask: 0.4236, decode.d4.loss_dice: 0.6583, decode.d5.loss_cls: 0.1636, decode.d5.loss_mask: 0.4236, decode.d5.loss_dice: 0.6555, decode.d6.loss_cls: 0.1568, decode.d6.loss_mask: 0.4230, decode.d6.loss_dice: 0.6564, decode.d7.loss_cls: 0.1561, decode.d7.loss_mask: 0.4217, decode.d7.loss_dice: 0.6563, decode.d8.loss_cls: 0.1507, decode.d8.loss_mask: 0.4209, decode.d8.loss_dice: 0.6524, loss: 13.7037, grad_norm: 56.3686 +2023-11-07 10:01:15,777 - mmseg - INFO - Iter [150700/160000] lr: 5.813e-06, eta: 1:13:23, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1633, decode.loss_mask: 0.4480, decode.loss_dice: 0.6726, decode.d0.loss_cls: 1.1467, decode.d0.loss_mask: 0.4848, decode.d0.loss_dice: 0.7400, decode.d1.loss_cls: 0.2443, decode.d1.loss_mask: 0.4684, decode.d1.loss_dice: 0.7121, decode.d2.loss_cls: 0.2073, decode.d2.loss_mask: 0.4580, decode.d2.loss_dice: 0.6926, decode.d3.loss_cls: 0.1893, decode.d3.loss_mask: 0.4540, decode.d3.loss_dice: 0.6766, decode.d4.loss_cls: 0.1791, decode.d4.loss_mask: 0.4533, decode.d4.loss_dice: 0.6755, decode.d5.loss_cls: 0.1741, decode.d5.loss_mask: 0.4518, decode.d5.loss_dice: 0.6726, decode.d6.loss_cls: 0.1700, decode.d6.loss_mask: 0.4500, decode.d6.loss_dice: 0.6693, decode.d7.loss_cls: 0.1667, decode.d7.loss_mask: 0.4493, decode.d7.loss_dice: 0.6741, decode.d8.loss_cls: 0.1624, decode.d8.loss_mask: 0.4494, decode.d8.loss_dice: 0.6740, loss: 14.2294, grad_norm: 68.7999 +2023-11-07 10:01:38,502 - mmseg - INFO - Iter [150750/160000] lr: 5.782e-06, eta: 1:12:59, time: 0.454, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1547, decode.loss_mask: 0.4211, decode.loss_dice: 0.6577, decode.d0.loss_cls: 1.1167, decode.d0.loss_mask: 0.4543, decode.d0.loss_dice: 0.7256, decode.d1.loss_cls: 0.2388, decode.d1.loss_mask: 0.4319, decode.d1.loss_dice: 0.7011, decode.d2.loss_cls: 0.1993, decode.d2.loss_mask: 0.4282, decode.d2.loss_dice: 0.6752, decode.d3.loss_cls: 0.1825, decode.d3.loss_mask: 0.4234, decode.d3.loss_dice: 0.6632, decode.d4.loss_cls: 0.1689, decode.d4.loss_mask: 0.4235, decode.d4.loss_dice: 0.6590, decode.d5.loss_cls: 0.1631, decode.d5.loss_mask: 0.4240, decode.d5.loss_dice: 0.6642, decode.d6.loss_cls: 0.1641, decode.d6.loss_mask: 0.4210, decode.d6.loss_dice: 0.6617, decode.d7.loss_cls: 0.1547, decode.d7.loss_mask: 0.4206, decode.d7.loss_dice: 0.6595, decode.d8.loss_cls: 0.1540, decode.d8.loss_mask: 0.4198, decode.d8.loss_dice: 0.6622, loss: 13.6939, grad_norm: 58.8714 +2023-11-07 10:02:01,420 - mmseg - INFO - Iter [150800/160000] lr: 5.751e-06, eta: 1:12:36, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1581, decode.loss_mask: 0.4350, decode.loss_dice: 0.6568, decode.d0.loss_cls: 1.1473, decode.d0.loss_mask: 0.4718, decode.d0.loss_dice: 0.7186, decode.d1.loss_cls: 0.2477, decode.d1.loss_mask: 0.4499, decode.d1.loss_dice: 0.6904, decode.d2.loss_cls: 0.2082, decode.d2.loss_mask: 0.4419, decode.d2.loss_dice: 0.6719, decode.d3.loss_cls: 0.1909, decode.d3.loss_mask: 0.4371, decode.d3.loss_dice: 0.6575, decode.d4.loss_cls: 0.1788, decode.d4.loss_mask: 0.4368, decode.d4.loss_dice: 0.6582, decode.d5.loss_cls: 0.1714, decode.d5.loss_mask: 0.4359, decode.d5.loss_dice: 0.6599, decode.d6.loss_cls: 0.1657, decode.d6.loss_mask: 0.4360, decode.d6.loss_dice: 0.6563, decode.d7.loss_cls: 0.1657, decode.d7.loss_mask: 0.4357, decode.d7.loss_dice: 0.6547, decode.d8.loss_cls: 0.1625, decode.d8.loss_mask: 0.4341, decode.d8.loss_dice: 0.6542, loss: 13.8892, grad_norm: 55.7047 +2023-11-07 10:02:24,329 - mmseg - INFO - Iter [150850/160000] lr: 5.719e-06, eta: 1:12:12, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1606, decode.loss_mask: 0.4283, decode.loss_dice: 0.6471, decode.d0.loss_cls: 1.1319, decode.d0.loss_mask: 0.4660, decode.d0.loss_dice: 0.7198, decode.d1.loss_cls: 0.2398, decode.d1.loss_mask: 0.4416, decode.d1.loss_dice: 0.6844, decode.d2.loss_cls: 0.2044, decode.d2.loss_mask: 0.4364, decode.d2.loss_dice: 0.6716, decode.d3.loss_cls: 0.1903, decode.d3.loss_mask: 0.4303, decode.d3.loss_dice: 0.6522, decode.d4.loss_cls: 0.1811, decode.d4.loss_mask: 0.4300, decode.d4.loss_dice: 0.6553, decode.d5.loss_cls: 0.1753, decode.d5.loss_mask: 0.4308, decode.d5.loss_dice: 0.6551, decode.d6.loss_cls: 0.1687, decode.d6.loss_mask: 0.4295, decode.d6.loss_dice: 0.6504, decode.d7.loss_cls: 0.1669, decode.d7.loss_mask: 0.4288, decode.d7.loss_dice: 0.6506, decode.d8.loss_cls: 0.1606, decode.d8.loss_mask: 0.4296, decode.d8.loss_dice: 0.6523, loss: 13.7697, grad_norm: 59.9909 +2023-11-07 10:02:47,474 - mmseg - INFO - Iter [150900/160000] lr: 5.688e-06, eta: 1:11:48, time: 0.463, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1574, decode.loss_mask: 0.4291, decode.loss_dice: 0.6373, decode.d0.loss_cls: 1.1545, decode.d0.loss_mask: 0.4675, decode.d0.loss_dice: 0.7031, decode.d1.loss_cls: 0.2408, decode.d1.loss_mask: 0.4468, decode.d1.loss_dice: 0.6730, decode.d2.loss_cls: 0.1997, decode.d2.loss_mask: 0.4395, decode.d2.loss_dice: 0.6569, decode.d3.loss_cls: 0.1821, decode.d3.loss_mask: 0.4330, decode.d3.loss_dice: 0.6387, decode.d4.loss_cls: 0.1744, decode.d4.loss_mask: 0.4309, decode.d4.loss_dice: 0.6411, decode.d5.loss_cls: 0.1664, decode.d5.loss_mask: 0.4325, decode.d5.loss_dice: 0.6416, decode.d6.loss_cls: 0.1661, decode.d6.loss_mask: 0.4306, decode.d6.loss_dice: 0.6389, decode.d7.loss_cls: 0.1631, decode.d7.loss_mask: 0.4295, decode.d7.loss_dice: 0.6386, decode.d8.loss_cls: 0.1611, decode.d8.loss_mask: 0.4283, decode.d8.loss_dice: 0.6361, loss: 13.6385, grad_norm: 68.9286 +2023-11-07 10:03:10,314 - mmseg - INFO - Iter [150950/160000] lr: 5.657e-06, eta: 1:11:24, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1622, decode.loss_mask: 0.4205, decode.loss_dice: 0.6466, decode.d0.loss_cls: 1.1373, decode.d0.loss_mask: 0.4591, decode.d0.loss_dice: 0.7199, decode.d1.loss_cls: 0.2398, decode.d1.loss_mask: 0.4370, decode.d1.loss_dice: 0.6852, decode.d2.loss_cls: 0.2042, decode.d2.loss_mask: 0.4277, decode.d2.loss_dice: 0.6643, decode.d3.loss_cls: 0.1852, decode.d3.loss_mask: 0.4255, decode.d3.loss_dice: 0.6520, decode.d4.loss_cls: 0.1724, decode.d4.loss_mask: 0.4231, decode.d4.loss_dice: 0.6528, decode.d5.loss_cls: 0.1682, decode.d5.loss_mask: 0.4225, decode.d5.loss_dice: 0.6492, decode.d6.loss_cls: 0.1699, decode.d6.loss_mask: 0.4236, decode.d6.loss_dice: 0.6511, decode.d7.loss_cls: 0.1632, decode.d7.loss_mask: 0.4222, decode.d7.loss_dice: 0.6496, decode.d8.loss_cls: 0.1630, decode.d8.loss_mask: 0.4215, decode.d8.loss_dice: 0.6492, loss: 13.6680, grad_norm: 66.7087 +2023-11-07 10:03:33,208 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 10:03:33,208 - mmseg - INFO - Iter [151000/160000] lr: 5.626e-06, eta: 1:11:01, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1549, decode.loss_mask: 0.4365, decode.loss_dice: 0.6547, decode.d0.loss_cls: 1.1262, decode.d0.loss_mask: 0.4752, decode.d0.loss_dice: 0.7235, decode.d1.loss_cls: 0.2318, decode.d1.loss_mask: 0.4520, decode.d1.loss_dice: 0.6936, decode.d2.loss_cls: 0.2040, decode.d2.loss_mask: 0.4423, decode.d2.loss_dice: 0.6703, decode.d3.loss_cls: 0.1832, decode.d3.loss_mask: 0.4411, decode.d3.loss_dice: 0.6618, decode.d4.loss_cls: 0.1781, decode.d4.loss_mask: 0.4379, decode.d4.loss_dice: 0.6602, decode.d5.loss_cls: 0.1696, decode.d5.loss_mask: 0.4376, decode.d5.loss_dice: 0.6603, decode.d6.loss_cls: 0.1693, decode.d6.loss_mask: 0.4380, decode.d6.loss_dice: 0.6603, decode.d7.loss_cls: 0.1661, decode.d7.loss_mask: 0.4364, decode.d7.loss_dice: 0.6524, decode.d8.loss_cls: 0.1603, decode.d8.loss_mask: 0.4373, decode.d8.loss_dice: 0.6534, loss: 13.8683, grad_norm: 67.1077 +2023-11-07 10:03:56,252 - mmseg - INFO - Iter [151050/160000] lr: 5.594e-06, eta: 1:10:37, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1655, decode.loss_mask: 0.4273, decode.loss_dice: 0.6553, decode.d0.loss_cls: 1.1562, decode.d0.loss_mask: 0.4662, decode.d0.loss_dice: 0.7304, decode.d1.loss_cls: 0.2436, decode.d1.loss_mask: 0.4404, decode.d1.loss_dice: 0.6897, decode.d2.loss_cls: 0.2039, decode.d2.loss_mask: 0.4335, decode.d2.loss_dice: 0.6774, decode.d3.loss_cls: 0.1826, decode.d3.loss_mask: 0.4306, decode.d3.loss_dice: 0.6636, decode.d4.loss_cls: 0.1801, decode.d4.loss_mask: 0.4296, decode.d4.loss_dice: 0.6611, decode.d5.loss_cls: 0.1742, decode.d5.loss_mask: 0.4289, decode.d5.loss_dice: 0.6580, decode.d6.loss_cls: 0.1689, decode.d6.loss_mask: 0.4285, decode.d6.loss_dice: 0.6557, decode.d7.loss_cls: 0.1670, decode.d7.loss_mask: 0.4269, decode.d7.loss_dice: 0.6518, decode.d8.loss_cls: 0.1682, decode.d8.loss_mask: 0.4263, decode.d8.loss_dice: 0.6523, loss: 13.8437, grad_norm: 68.0065 +2023-11-07 10:04:19,317 - mmseg - INFO - Iter [151100/160000] lr: 5.563e-06, eta: 1:10:13, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1643, decode.loss_mask: 0.4289, decode.loss_dice: 0.6612, decode.d0.loss_cls: 1.1576, decode.d0.loss_mask: 0.4656, decode.d0.loss_dice: 0.7337, decode.d1.loss_cls: 0.2400, decode.d1.loss_mask: 0.4440, decode.d1.loss_dice: 0.6951, decode.d2.loss_cls: 0.2030, decode.d2.loss_mask: 0.4349, decode.d2.loss_dice: 0.6817, decode.d3.loss_cls: 0.1891, decode.d3.loss_mask: 0.4308, decode.d3.loss_dice: 0.6667, decode.d4.loss_cls: 0.1774, decode.d4.loss_mask: 0.4302, decode.d4.loss_dice: 0.6627, decode.d5.loss_cls: 0.1761, decode.d5.loss_mask: 0.4296, decode.d5.loss_dice: 0.6611, decode.d6.loss_cls: 0.1734, decode.d6.loss_mask: 0.4286, decode.d6.loss_dice: 0.6592, decode.d7.loss_cls: 0.1658, decode.d7.loss_mask: 0.4290, decode.d7.loss_dice: 0.6598, decode.d8.loss_cls: 0.1657, decode.d8.loss_mask: 0.4276, decode.d8.loss_dice: 0.6608, loss: 13.9036, grad_norm: 66.2572 +2023-11-07 10:04:42,310 - mmseg - INFO - Iter [151150/160000] lr: 5.532e-06, eta: 1:09:50, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1549, decode.loss_mask: 0.4196, decode.loss_dice: 0.6520, decode.d0.loss_cls: 1.1389, decode.d0.loss_mask: 0.4586, decode.d0.loss_dice: 0.7257, decode.d1.loss_cls: 0.2356, decode.d1.loss_mask: 0.4382, decode.d1.loss_dice: 0.6941, decode.d2.loss_cls: 0.2020, decode.d2.loss_mask: 0.4279, decode.d2.loss_dice: 0.6722, decode.d3.loss_cls: 0.1791, decode.d3.loss_mask: 0.4230, decode.d3.loss_dice: 0.6569, decode.d4.loss_cls: 0.1694, decode.d4.loss_mask: 0.4204, decode.d4.loss_dice: 0.6584, decode.d5.loss_cls: 0.1634, decode.d5.loss_mask: 0.4206, decode.d5.loss_dice: 0.6590, decode.d6.loss_cls: 0.1599, decode.d6.loss_mask: 0.4206, decode.d6.loss_dice: 0.6542, decode.d7.loss_cls: 0.1586, decode.d7.loss_mask: 0.4204, decode.d7.loss_dice: 0.6550, decode.d8.loss_cls: 0.1516, decode.d8.loss_mask: 0.4202, decode.d8.loss_dice: 0.6540, loss: 13.6645, grad_norm: 67.3494 +2023-11-07 10:05:05,090 - mmseg - INFO - Iter [151200/160000] lr: 5.501e-06, eta: 1:09:26, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1613, decode.loss_mask: 0.4418, decode.loss_dice: 0.6558, decode.d0.loss_cls: 1.1528, decode.d0.loss_mask: 0.4772, decode.d0.loss_dice: 0.7168, decode.d1.loss_cls: 0.2441, decode.d1.loss_mask: 0.4577, decode.d1.loss_dice: 0.6898, decode.d2.loss_cls: 0.2042, decode.d2.loss_mask: 0.4466, decode.d2.loss_dice: 0.6699, decode.d3.loss_cls: 0.1896, decode.d3.loss_mask: 0.4449, decode.d3.loss_dice: 0.6575, decode.d4.loss_cls: 0.1774, decode.d4.loss_mask: 0.4444, decode.d4.loss_dice: 0.6575, decode.d5.loss_cls: 0.1718, decode.d5.loss_mask: 0.4430, decode.d5.loss_dice: 0.6561, decode.d6.loss_cls: 0.1688, decode.d6.loss_mask: 0.4425, decode.d6.loss_dice: 0.6507, decode.d7.loss_cls: 0.1675, decode.d7.loss_mask: 0.4417, decode.d7.loss_dice: 0.6517, decode.d8.loss_cls: 0.1640, decode.d8.loss_mask: 0.4405, decode.d8.loss_dice: 0.6549, loss: 13.9423, grad_norm: 63.1522 +2023-11-07 10:05:27,964 - mmseg - INFO - Iter [151250/160000] lr: 5.469e-06, eta: 1:09:02, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1434, decode.loss_mask: 0.4374, decode.loss_dice: 0.6445, decode.d0.loss_cls: 1.1302, decode.d0.loss_mask: 0.4764, decode.d0.loss_dice: 0.7117, decode.d1.loss_cls: 0.2170, decode.d1.loss_mask: 0.4549, decode.d1.loss_dice: 0.6834, decode.d2.loss_cls: 0.1792, decode.d2.loss_mask: 0.4457, decode.d2.loss_dice: 0.6664, decode.d3.loss_cls: 0.1624, decode.d3.loss_mask: 0.4422, decode.d3.loss_dice: 0.6494, decode.d4.loss_cls: 0.1518, decode.d4.loss_mask: 0.4429, decode.d4.loss_dice: 0.6562, decode.d5.loss_cls: 0.1549, decode.d5.loss_mask: 0.4396, decode.d5.loss_dice: 0.6482, decode.d6.loss_cls: 0.1483, decode.d6.loss_mask: 0.4391, decode.d6.loss_dice: 0.6462, decode.d7.loss_cls: 0.1487, decode.d7.loss_mask: 0.4370, decode.d7.loss_dice: 0.6470, decode.d8.loss_cls: 0.1474, decode.d8.loss_mask: 0.4368, decode.d8.loss_dice: 0.6450, loss: 13.6333, grad_norm: 63.0239 +2023-11-07 10:05:51,058 - mmseg - INFO - Iter [151300/160000] lr: 5.438e-06, eta: 1:08:38, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1554, decode.loss_mask: 0.4293, decode.loss_dice: 0.6566, decode.d0.loss_cls: 1.1181, decode.d0.loss_mask: 0.4682, decode.d0.loss_dice: 0.7297, decode.d1.loss_cls: 0.2253, decode.d1.loss_mask: 0.4458, decode.d1.loss_dice: 0.6926, decode.d2.loss_cls: 0.1881, decode.d2.loss_mask: 0.4388, decode.d2.loss_dice: 0.6806, decode.d3.loss_cls: 0.1736, decode.d3.loss_mask: 0.4328, decode.d3.loss_dice: 0.6664, decode.d4.loss_cls: 0.1645, decode.d4.loss_mask: 0.4320, decode.d4.loss_dice: 0.6638, decode.d5.loss_cls: 0.1619, decode.d5.loss_mask: 0.4312, decode.d5.loss_dice: 0.6611, decode.d6.loss_cls: 0.1594, decode.d6.loss_mask: 0.4309, decode.d6.loss_dice: 0.6608, decode.d7.loss_cls: 0.1567, decode.d7.loss_mask: 0.4299, decode.d7.loss_dice: 0.6577, decode.d8.loss_cls: 0.1545, decode.d8.loss_mask: 0.4295, decode.d8.loss_dice: 0.6593, loss: 13.7545, grad_norm: 58.0310 +2023-11-07 10:06:13,905 - mmseg - INFO - Iter [151350/160000] lr: 5.407e-06, eta: 1:08:15, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1522, decode.loss_mask: 0.4197, decode.loss_dice: 0.6355, decode.d0.loss_cls: 1.1301, decode.d0.loss_mask: 0.4605, decode.d0.loss_dice: 0.7023, decode.d1.loss_cls: 0.2300, decode.d1.loss_mask: 0.4372, decode.d1.loss_dice: 0.6713, decode.d2.loss_cls: 0.1896, decode.d2.loss_mask: 0.4288, decode.d2.loss_dice: 0.6600, decode.d3.loss_cls: 0.1801, decode.d3.loss_mask: 0.4228, decode.d3.loss_dice: 0.6399, decode.d4.loss_cls: 0.1640, decode.d4.loss_mask: 0.4227, decode.d4.loss_dice: 0.6426, decode.d5.loss_cls: 0.1562, decode.d5.loss_mask: 0.4221, decode.d5.loss_dice: 0.6425, decode.d6.loss_cls: 0.1529, decode.d6.loss_mask: 0.4205, decode.d6.loss_dice: 0.6396, decode.d7.loss_cls: 0.1500, decode.d7.loss_mask: 0.4206, decode.d7.loss_dice: 0.6365, decode.d8.loss_cls: 0.1531, decode.d8.loss_mask: 0.4195, decode.d8.loss_dice: 0.6370, loss: 13.4396, grad_norm: 61.4195 +2023-11-07 10:06:36,931 - mmseg - INFO - Iter [151400/160000] lr: 5.376e-06, eta: 1:07:51, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1505, decode.loss_mask: 0.4286, decode.loss_dice: 0.6476, decode.d0.loss_cls: 1.1280, decode.d0.loss_mask: 0.4625, decode.d0.loss_dice: 0.7195, decode.d1.loss_cls: 0.2229, decode.d1.loss_mask: 0.4437, decode.d1.loss_dice: 0.6826, decode.d2.loss_cls: 0.1895, decode.d2.loss_mask: 0.4363, decode.d2.loss_dice: 0.6712, decode.d3.loss_cls: 0.1733, decode.d3.loss_mask: 0.4309, decode.d3.loss_dice: 0.6541, decode.d4.loss_cls: 0.1657, decode.d4.loss_mask: 0.4319, decode.d4.loss_dice: 0.6565, decode.d5.loss_cls: 0.1564, decode.d5.loss_mask: 0.4297, decode.d5.loss_dice: 0.6546, decode.d6.loss_cls: 0.1610, decode.d6.loss_mask: 0.4284, decode.d6.loss_dice: 0.6498, decode.d7.loss_cls: 0.1540, decode.d7.loss_mask: 0.4278, decode.d7.loss_dice: 0.6497, decode.d8.loss_cls: 0.1568, decode.d8.loss_mask: 0.4278, decode.d8.loss_dice: 0.6503, loss: 13.6417, grad_norm: 60.3687 +2023-11-07 10:06:59,752 - mmseg - INFO - Iter [151450/160000] lr: 5.344e-06, eta: 1:07:27, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1575, decode.loss_mask: 0.4384, decode.loss_dice: 0.6476, decode.d0.loss_cls: 1.1065, decode.d0.loss_mask: 0.4770, decode.d0.loss_dice: 0.7184, decode.d1.loss_cls: 0.2362, decode.d1.loss_mask: 0.4515, decode.d1.loss_dice: 0.6839, decode.d2.loss_cls: 0.1937, decode.d2.loss_mask: 0.4441, decode.d2.loss_dice: 0.6681, decode.d3.loss_cls: 0.1794, decode.d3.loss_mask: 0.4421, decode.d3.loss_dice: 0.6545, decode.d4.loss_cls: 0.1687, decode.d4.loss_mask: 0.4407, decode.d4.loss_dice: 0.6535, decode.d5.loss_cls: 0.1591, decode.d5.loss_mask: 0.4417, decode.d5.loss_dice: 0.6537, decode.d6.loss_cls: 0.1585, decode.d6.loss_mask: 0.4418, decode.d6.loss_dice: 0.6507, decode.d7.loss_cls: 0.1566, decode.d7.loss_mask: 0.4392, decode.d7.loss_dice: 0.6508, decode.d8.loss_cls: 0.1551, decode.d8.loss_mask: 0.4381, decode.d8.loss_dice: 0.6470, loss: 13.7544, grad_norm: 61.8799 +2023-11-07 10:07:22,599 - mmseg - INFO - Iter [151500/160000] lr: 5.313e-06, eta: 1:07:04, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1709, decode.loss_mask: 0.4312, decode.loss_dice: 0.6605, decode.d0.loss_cls: 1.1612, decode.d0.loss_mask: 0.4705, decode.d0.loss_dice: 0.7370, decode.d1.loss_cls: 0.2547, decode.d1.loss_mask: 0.4481, decode.d1.loss_dice: 0.6970, decode.d2.loss_cls: 0.2172, decode.d2.loss_mask: 0.4383, decode.d2.loss_dice: 0.6824, decode.d3.loss_cls: 0.1972, decode.d3.loss_mask: 0.4338, decode.d3.loss_dice: 0.6647, decode.d4.loss_cls: 0.1860, decode.d4.loss_mask: 0.4321, decode.d4.loss_dice: 0.6661, decode.d5.loss_cls: 0.1842, decode.d5.loss_mask: 0.4311, decode.d5.loss_dice: 0.6642, decode.d6.loss_cls: 0.1740, decode.d6.loss_mask: 0.4316, decode.d6.loss_dice: 0.6610, decode.d7.loss_cls: 0.1749, decode.d7.loss_mask: 0.4307, decode.d7.loss_dice: 0.6588, decode.d8.loss_cls: 0.1747, decode.d8.loss_mask: 0.4309, decode.d8.loss_dice: 0.6597, loss: 14.0246, grad_norm: 59.9565 +2023-11-07 10:07:45,844 - mmseg - INFO - Iter [151550/160000] lr: 5.282e-06, eta: 1:06:40, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1669, decode.loss_mask: 0.4271, decode.loss_dice: 0.6492, decode.d0.loss_cls: 1.1629, decode.d0.loss_mask: 0.4660, decode.d0.loss_dice: 0.7214, decode.d1.loss_cls: 0.2571, decode.d1.loss_mask: 0.4465, decode.d1.loss_dice: 0.6855, decode.d2.loss_cls: 0.2116, decode.d2.loss_mask: 0.4347, decode.d2.loss_dice: 0.6613, decode.d3.loss_cls: 0.1971, decode.d3.loss_mask: 0.4302, decode.d3.loss_dice: 0.6496, decode.d4.loss_cls: 0.1857, decode.d4.loss_mask: 0.4304, decode.d4.loss_dice: 0.6498, decode.d5.loss_cls: 0.1772, decode.d5.loss_mask: 0.4293, decode.d5.loss_dice: 0.6532, decode.d6.loss_cls: 0.1743, decode.d6.loss_mask: 0.4286, decode.d6.loss_dice: 0.6492, decode.d7.loss_cls: 0.1674, decode.d7.loss_mask: 0.4277, decode.d7.loss_dice: 0.6463, decode.d8.loss_cls: 0.1718, decode.d8.loss_mask: 0.4262, decode.d8.loss_dice: 0.6435, loss: 13.8276, grad_norm: 67.6845 +2023-11-07 10:08:11,074 - mmseg - INFO - Iter [151600/160000] lr: 5.251e-06, eta: 1:06:16, time: 0.505, data_time: 0.059, memory: 39436, decode.loss_cls: 0.1590, decode.loss_mask: 0.4388, decode.loss_dice: 0.6473, decode.d0.loss_cls: 1.1499, decode.d0.loss_mask: 0.4758, decode.d0.loss_dice: 0.7166, decode.d1.loss_cls: 0.2416, decode.d1.loss_mask: 0.4548, decode.d1.loss_dice: 0.6890, decode.d2.loss_cls: 0.1996, decode.d2.loss_mask: 0.4445, decode.d2.loss_dice: 0.6674, decode.d3.loss_cls: 0.1779, decode.d3.loss_mask: 0.4413, decode.d3.loss_dice: 0.6542, decode.d4.loss_cls: 0.1709, decode.d4.loss_mask: 0.4381, decode.d4.loss_dice: 0.6520, decode.d5.loss_cls: 0.1684, decode.d5.loss_mask: 0.4387, decode.d5.loss_dice: 0.6526, decode.d6.loss_cls: 0.1656, decode.d6.loss_mask: 0.4400, decode.d6.loss_dice: 0.6516, decode.d7.loss_cls: 0.1609, decode.d7.loss_mask: 0.4394, decode.d7.loss_dice: 0.6476, decode.d8.loss_cls: 0.1577, decode.d8.loss_mask: 0.4390, decode.d8.loss_dice: 0.6495, loss: 13.8297, grad_norm: 65.2331 +2023-11-07 10:08:33,927 - mmseg - INFO - Iter [151650/160000] lr: 5.219e-06, eta: 1:05:53, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1670, decode.loss_mask: 0.4270, decode.loss_dice: 0.6569, decode.d0.loss_cls: 1.1454, decode.d0.loss_mask: 0.4673, decode.d0.loss_dice: 0.7262, decode.d1.loss_cls: 0.2357, decode.d1.loss_mask: 0.4432, decode.d1.loss_dice: 0.6925, decode.d2.loss_cls: 0.2032, decode.d2.loss_mask: 0.4339, decode.d2.loss_dice: 0.6726, decode.d3.loss_cls: 0.1957, decode.d3.loss_mask: 0.4290, decode.d3.loss_dice: 0.6578, decode.d4.loss_cls: 0.1876, decode.d4.loss_mask: 0.4283, decode.d4.loss_dice: 0.6601, decode.d5.loss_cls: 0.1761, decode.d5.loss_mask: 0.4272, decode.d5.loss_dice: 0.6585, decode.d6.loss_cls: 0.1724, decode.d6.loss_mask: 0.4273, decode.d6.loss_dice: 0.6587, decode.d7.loss_cls: 0.1693, decode.d7.loss_mask: 0.4265, decode.d7.loss_dice: 0.6548, decode.d8.loss_cls: 0.1681, decode.d8.loss_mask: 0.4259, decode.d8.loss_dice: 0.6528, loss: 13.8470, grad_norm: 66.7920 +2023-11-07 10:08:57,118 - mmseg - INFO - Iter [151700/160000] lr: 5.188e-06, eta: 1:05:29, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1421, decode.loss_mask: 0.4485, decode.loss_dice: 0.6493, decode.d0.loss_cls: 1.1191, decode.d0.loss_mask: 0.4853, decode.d0.loss_dice: 0.7162, decode.d1.loss_cls: 0.2212, decode.d1.loss_mask: 0.4642, decode.d1.loss_dice: 0.6837, decode.d2.loss_cls: 0.1802, decode.d2.loss_mask: 0.4546, decode.d2.loss_dice: 0.6627, decode.d3.loss_cls: 0.1661, decode.d3.loss_mask: 0.4513, decode.d3.loss_dice: 0.6534, decode.d4.loss_cls: 0.1510, decode.d4.loss_mask: 0.4512, decode.d4.loss_dice: 0.6545, decode.d5.loss_cls: 0.1476, decode.d5.loss_mask: 0.4507, decode.d5.loss_dice: 0.6530, decode.d6.loss_cls: 0.1455, decode.d6.loss_mask: 0.4498, decode.d6.loss_dice: 0.6512, decode.d7.loss_cls: 0.1431, decode.d7.loss_mask: 0.4490, decode.d7.loss_dice: 0.6468, decode.d8.loss_cls: 0.1416, decode.d8.loss_mask: 0.4488, decode.d8.loss_dice: 0.6484, loss: 13.7301, grad_norm: 66.8578 +2023-11-07 10:09:20,754 - mmseg - INFO - Iter [151750/160000] lr: 5.157e-06, eta: 1:05:05, time: 0.473, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1575, decode.loss_mask: 0.4107, decode.loss_dice: 0.6439, decode.d0.loss_cls: 1.1307, decode.d0.loss_mask: 0.4531, decode.d0.loss_dice: 0.7219, decode.d1.loss_cls: 0.2344, decode.d1.loss_mask: 0.4312, decode.d1.loss_dice: 0.6835, decode.d2.loss_cls: 0.1978, decode.d2.loss_mask: 0.4219, decode.d2.loss_dice: 0.6604, decode.d3.loss_cls: 0.1834, decode.d3.loss_mask: 0.4149, decode.d3.loss_dice: 0.6508, decode.d4.loss_cls: 0.1694, decode.d4.loss_mask: 0.4163, decode.d4.loss_dice: 0.6521, decode.d5.loss_cls: 0.1690, decode.d5.loss_mask: 0.4126, decode.d5.loss_dice: 0.6474, decode.d6.loss_cls: 0.1692, decode.d6.loss_mask: 0.4122, decode.d6.loss_dice: 0.6451, decode.d7.loss_cls: 0.1608, decode.d7.loss_mask: 0.4115, decode.d7.loss_dice: 0.6466, decode.d8.loss_cls: 0.1578, decode.d8.loss_mask: 0.4111, decode.d8.loss_dice: 0.6446, loss: 13.5218, grad_norm: 62.6846 +2023-11-07 10:09:44,316 - mmseg - INFO - Iter [151800/160000] lr: 5.126e-06, eta: 1:04:41, time: 0.471, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1467, decode.loss_mask: 0.4154, decode.loss_dice: 0.6473, decode.d0.loss_cls: 1.1357, decode.d0.loss_mask: 0.4474, decode.d0.loss_dice: 0.7137, decode.d1.loss_cls: 0.2344, decode.d1.loss_mask: 0.4301, decode.d1.loss_dice: 0.6797, decode.d2.loss_cls: 0.1996, decode.d2.loss_mask: 0.4202, decode.d2.loss_dice: 0.6623, decode.d3.loss_cls: 0.1746, decode.d3.loss_mask: 0.4179, decode.d3.loss_dice: 0.6523, decode.d4.loss_cls: 0.1674, decode.d4.loss_mask: 0.4161, decode.d4.loss_dice: 0.6495, decode.d5.loss_cls: 0.1608, decode.d5.loss_mask: 0.4165, decode.d5.loss_dice: 0.6529, decode.d6.loss_cls: 0.1540, decode.d6.loss_mask: 0.4166, decode.d6.loss_dice: 0.6485, decode.d7.loss_cls: 0.1529, decode.d7.loss_mask: 0.4166, decode.d7.loss_dice: 0.6519, decode.d8.loss_cls: 0.1485, decode.d8.loss_mask: 0.4154, decode.d8.loss_dice: 0.6481, loss: 13.4927, grad_norm: 61.3949 +2023-11-07 10:10:10,339 - mmseg - INFO - Iter [151850/160000] lr: 5.094e-06, eta: 1:04:18, time: 0.520, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1581, decode.loss_mask: 0.4464, decode.loss_dice: 0.6538, decode.d0.loss_cls: 1.1305, decode.d0.loss_mask: 0.4832, decode.d0.loss_dice: 0.7243, decode.d1.loss_cls: 0.2338, decode.d1.loss_mask: 0.4617, decode.d1.loss_dice: 0.6916, decode.d2.loss_cls: 0.2011, decode.d2.loss_mask: 0.4520, decode.d2.loss_dice: 0.6702, decode.d3.loss_cls: 0.1776, decode.d3.loss_mask: 0.4498, decode.d3.loss_dice: 0.6613, decode.d4.loss_cls: 0.1660, decode.d4.loss_mask: 0.4478, decode.d4.loss_dice: 0.6566, decode.d5.loss_cls: 0.1602, decode.d5.loss_mask: 0.4471, decode.d5.loss_dice: 0.6611, decode.d6.loss_cls: 0.1582, decode.d6.loss_mask: 0.4475, decode.d6.loss_dice: 0.6530, decode.d7.loss_cls: 0.1530, decode.d7.loss_mask: 0.4474, decode.d7.loss_dice: 0.6540, decode.d8.loss_cls: 0.1561, decode.d8.loss_mask: 0.4463, decode.d8.loss_dice: 0.6515, loss: 13.9009, grad_norm: 67.7204 +2023-11-07 10:10:33,872 - mmseg - INFO - Iter [151900/160000] lr: 5.063e-06, eta: 1:03:54, time: 0.471, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1612, decode.loss_mask: 0.4314, decode.loss_dice: 0.6531, decode.d0.loss_cls: 1.1542, decode.d0.loss_mask: 0.4686, decode.d0.loss_dice: 0.7177, decode.d1.loss_cls: 0.2378, decode.d1.loss_mask: 0.4434, decode.d1.loss_dice: 0.6880, decode.d2.loss_cls: 0.2080, decode.d2.loss_mask: 0.4360, decode.d2.loss_dice: 0.6718, decode.d3.loss_cls: 0.1922, decode.d3.loss_mask: 0.4313, decode.d3.loss_dice: 0.6560, decode.d4.loss_cls: 0.1836, decode.d4.loss_mask: 0.4305, decode.d4.loss_dice: 0.6539, decode.d5.loss_cls: 0.1779, decode.d5.loss_mask: 0.4306, decode.d5.loss_dice: 0.6564, decode.d6.loss_cls: 0.1756, decode.d6.loss_mask: 0.4298, decode.d6.loss_dice: 0.6516, decode.d7.loss_cls: 0.1673, decode.d7.loss_mask: 0.4307, decode.d7.loss_dice: 0.6540, decode.d8.loss_cls: 0.1633, decode.d8.loss_mask: 0.4316, decode.d8.loss_dice: 0.6542, loss: 13.8416, grad_norm: 65.3411 +2023-11-07 10:10:58,003 - mmseg - INFO - Iter [151950/160000] lr: 5.032e-06, eta: 1:03:31, time: 0.483, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1596, decode.loss_mask: 0.4270, decode.loss_dice: 0.6517, decode.d0.loss_cls: 1.1209, decode.d0.loss_mask: 0.4638, decode.d0.loss_dice: 0.7199, decode.d1.loss_cls: 0.2347, decode.d1.loss_mask: 0.4397, decode.d1.loss_dice: 0.6951, decode.d2.loss_cls: 0.2017, decode.d2.loss_mask: 0.4351, decode.d2.loss_dice: 0.6772, decode.d3.loss_cls: 0.1814, decode.d3.loss_mask: 0.4313, decode.d3.loss_dice: 0.6599, decode.d4.loss_cls: 0.1731, decode.d4.loss_mask: 0.4309, decode.d4.loss_dice: 0.6577, decode.d5.loss_cls: 0.1732, decode.d5.loss_mask: 0.4296, decode.d5.loss_dice: 0.6581, decode.d6.loss_cls: 0.1652, decode.d6.loss_mask: 0.4293, decode.d6.loss_dice: 0.6544, decode.d7.loss_cls: 0.1620, decode.d7.loss_mask: 0.4292, decode.d7.loss_dice: 0.6592, decode.d8.loss_cls: 0.1603, decode.d8.loss_mask: 0.4283, decode.d8.loss_dice: 0.6560, loss: 13.7653, grad_norm: 65.4608 +2023-11-07 10:11:21,007 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 10:11:21,007 - mmseg - INFO - Iter [152000/160000] lr: 5.001e-06, eta: 1:03:07, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1591, decode.loss_mask: 0.4429, decode.loss_dice: 0.6419, decode.d0.loss_cls: 1.1278, decode.d0.loss_mask: 0.4766, decode.d0.loss_dice: 0.7075, decode.d1.loss_cls: 0.2388, decode.d1.loss_mask: 0.4563, decode.d1.loss_dice: 0.6760, decode.d2.loss_cls: 0.1992, decode.d2.loss_mask: 0.4503, decode.d2.loss_dice: 0.6605, decode.d3.loss_cls: 0.1864, decode.d3.loss_mask: 0.4457, decode.d3.loss_dice: 0.6451, decode.d4.loss_cls: 0.1727, decode.d4.loss_mask: 0.4446, decode.d4.loss_dice: 0.6445, decode.d5.loss_cls: 0.1671, decode.d5.loss_mask: 0.4457, decode.d5.loss_dice: 0.6432, decode.d6.loss_cls: 0.1648, decode.d6.loss_mask: 0.4441, decode.d6.loss_dice: 0.6425, decode.d7.loss_cls: 0.1583, decode.d7.loss_mask: 0.4434, decode.d7.loss_dice: 0.6405, decode.d8.loss_cls: 0.1593, decode.d8.loss_mask: 0.4426, decode.d8.loss_dice: 0.6425, loss: 13.7696, grad_norm: 68.7953 +2023-11-07 10:11:44,340 - mmseg - INFO - Iter [152050/160000] lr: 4.969e-06, eta: 1:02:43, time: 0.467, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1664, decode.loss_mask: 0.4232, decode.loss_dice: 0.6566, decode.d0.loss_cls: 1.1745, decode.d0.loss_mask: 0.4623, decode.d0.loss_dice: 0.7309, decode.d1.loss_cls: 0.2539, decode.d1.loss_mask: 0.4391, decode.d1.loss_dice: 0.6951, decode.d2.loss_cls: 0.2076, decode.d2.loss_mask: 0.4321, decode.d2.loss_dice: 0.6789, decode.d3.loss_cls: 0.1947, decode.d3.loss_mask: 0.4261, decode.d3.loss_dice: 0.6638, decode.d4.loss_cls: 0.1790, decode.d4.loss_mask: 0.4248, decode.d4.loss_dice: 0.6619, decode.d5.loss_cls: 0.1730, decode.d5.loss_mask: 0.4246, decode.d5.loss_dice: 0.6620, decode.d6.loss_cls: 0.1734, decode.d6.loss_mask: 0.4233, decode.d6.loss_dice: 0.6563, decode.d7.loss_cls: 0.1708, decode.d7.loss_mask: 0.4235, decode.d7.loss_dice: 0.6583, decode.d8.loss_cls: 0.1689, decode.d8.loss_mask: 0.4225, decode.d8.loss_dice: 0.6542, loss: 13.8818, grad_norm: 66.3455 +2023-11-07 10:12:07,366 - mmseg - INFO - Iter [152100/160000] lr: 4.938e-06, eta: 1:02:20, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1649, decode.loss_mask: 0.4138, decode.loss_dice: 0.6606, decode.d0.loss_cls: 1.1785, decode.d0.loss_mask: 0.4464, decode.d0.loss_dice: 0.7272, decode.d1.loss_cls: 0.2611, decode.d1.loss_mask: 0.4276, decode.d1.loss_dice: 0.6978, decode.d2.loss_cls: 0.2144, decode.d2.loss_mask: 0.4207, decode.d2.loss_dice: 0.6781, decode.d3.loss_cls: 0.1929, decode.d3.loss_mask: 0.4168, decode.d3.loss_dice: 0.6638, decode.d4.loss_cls: 0.1813, decode.d4.loss_mask: 0.4157, decode.d4.loss_dice: 0.6663, decode.d5.loss_cls: 0.1808, decode.d5.loss_mask: 0.4157, decode.d5.loss_dice: 0.6627, decode.d6.loss_cls: 0.1775, decode.d6.loss_mask: 0.4147, decode.d6.loss_dice: 0.6608, decode.d7.loss_cls: 0.1670, decode.d7.loss_mask: 0.4149, decode.d7.loss_dice: 0.6586, decode.d8.loss_cls: 0.1675, decode.d8.loss_mask: 0.4136, decode.d8.loss_dice: 0.6588, loss: 13.8204, grad_norm: 60.2709 +2023-11-07 10:12:30,395 - mmseg - INFO - Iter [152150/160000] lr: 4.907e-06, eta: 1:01:56, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1446, decode.loss_mask: 0.4327, decode.loss_dice: 0.6382, decode.d0.loss_cls: 1.1477, decode.d0.loss_mask: 0.4698, decode.d0.loss_dice: 0.6951, decode.d1.loss_cls: 0.2261, decode.d1.loss_mask: 0.4482, decode.d1.loss_dice: 0.6739, decode.d2.loss_cls: 0.1954, decode.d2.loss_mask: 0.4394, decode.d2.loss_dice: 0.6530, decode.d3.loss_cls: 0.1722, decode.d3.loss_mask: 0.4373, decode.d3.loss_dice: 0.6459, decode.d4.loss_cls: 0.1576, decode.d4.loss_mask: 0.4353, decode.d4.loss_dice: 0.6452, decode.d5.loss_cls: 0.1588, decode.d5.loss_mask: 0.4335, decode.d5.loss_dice: 0.6448, decode.d6.loss_cls: 0.1530, decode.d6.loss_mask: 0.4342, decode.d6.loss_dice: 0.6393, decode.d7.loss_cls: 0.1487, decode.d7.loss_mask: 0.4332, decode.d7.loss_dice: 0.6386, decode.d8.loss_cls: 0.1463, decode.d8.loss_mask: 0.4335, decode.d8.loss_dice: 0.6397, loss: 13.5614, grad_norm: 58.3436 +2023-11-07 10:12:53,397 - mmseg - INFO - Iter [152200/160000] lr: 4.876e-06, eta: 1:01:32, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1519, decode.loss_mask: 0.4101, decode.loss_dice: 0.6364, decode.d0.loss_cls: 1.1553, decode.d0.loss_mask: 0.4453, decode.d0.loss_dice: 0.7000, decode.d1.loss_cls: 0.2374, decode.d1.loss_mask: 0.4248, decode.d1.loss_dice: 0.6701, decode.d2.loss_cls: 0.2002, decode.d2.loss_mask: 0.4167, decode.d2.loss_dice: 0.6530, decode.d3.loss_cls: 0.1840, decode.d3.loss_mask: 0.4143, decode.d3.loss_dice: 0.6383, decode.d4.loss_cls: 0.1699, decode.d4.loss_mask: 0.4129, decode.d4.loss_dice: 0.6409, decode.d5.loss_cls: 0.1670, decode.d5.loss_mask: 0.4125, decode.d5.loss_dice: 0.6411, decode.d6.loss_cls: 0.1635, decode.d6.loss_mask: 0.4115, decode.d6.loss_dice: 0.6370, decode.d7.loss_cls: 0.1602, decode.d7.loss_mask: 0.4113, decode.d7.loss_dice: 0.6343, decode.d8.loss_cls: 0.1563, decode.d8.loss_mask: 0.4108, decode.d8.loss_dice: 0.6359, loss: 13.4029, grad_norm: 57.9766 +2023-11-07 10:13:16,253 - mmseg - INFO - Iter [152250/160000] lr: 4.844e-06, eta: 1:01:08, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1489, decode.loss_mask: 0.4576, decode.loss_dice: 0.6455, decode.d0.loss_cls: 1.1162, decode.d0.loss_mask: 0.4948, decode.d0.loss_dice: 0.7152, decode.d1.loss_cls: 0.2268, decode.d1.loss_mask: 0.4722, decode.d1.loss_dice: 0.6791, decode.d2.loss_cls: 0.1887, decode.d2.loss_mask: 0.4626, decode.d2.loss_dice: 0.6608, decode.d3.loss_cls: 0.1698, decode.d3.loss_mask: 0.4635, decode.d3.loss_dice: 0.6521, decode.d4.loss_cls: 0.1593, decode.d4.loss_mask: 0.4616, decode.d4.loss_dice: 0.6505, decode.d5.loss_cls: 0.1551, decode.d5.loss_mask: 0.4607, decode.d5.loss_dice: 0.6515, decode.d6.loss_cls: 0.1513, decode.d6.loss_mask: 0.4605, decode.d6.loss_dice: 0.6489, decode.d7.loss_cls: 0.1491, decode.d7.loss_mask: 0.4585, decode.d7.loss_dice: 0.6470, decode.d8.loss_cls: 0.1456, decode.d8.loss_mask: 0.4582, decode.d8.loss_dice: 0.6455, loss: 13.8569, grad_norm: 71.8215 +2023-11-07 10:13:39,231 - mmseg - INFO - Iter [152300/160000] lr: 4.813e-06, eta: 1:00:45, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1511, decode.loss_mask: 0.4299, decode.loss_dice: 0.6383, decode.d0.loss_cls: 1.1358, decode.d0.loss_mask: 0.4692, decode.d0.loss_dice: 0.7098, decode.d1.loss_cls: 0.2312, decode.d1.loss_mask: 0.4478, decode.d1.loss_dice: 0.6736, decode.d2.loss_cls: 0.1932, decode.d2.loss_mask: 0.4373, decode.d2.loss_dice: 0.6508, decode.d3.loss_cls: 0.1758, decode.d3.loss_mask: 0.4310, decode.d3.loss_dice: 0.6399, decode.d4.loss_cls: 0.1684, decode.d4.loss_mask: 0.4297, decode.d4.loss_dice: 0.6428, decode.d5.loss_cls: 0.1593, decode.d5.loss_mask: 0.4306, decode.d5.loss_dice: 0.6378, decode.d6.loss_cls: 0.1543, decode.d6.loss_mask: 0.4312, decode.d6.loss_dice: 0.6413, decode.d7.loss_cls: 0.1538, decode.d7.loss_mask: 0.4309, decode.d7.loss_dice: 0.6376, decode.d8.loss_cls: 0.1475, decode.d8.loss_mask: 0.4301, decode.d8.loss_dice: 0.6404, loss: 13.5505, grad_norm: 62.7918 +2023-11-07 10:14:02,029 - mmseg - INFO - Iter [152350/160000] lr: 4.782e-06, eta: 1:00:21, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1544, decode.loss_mask: 0.4135, decode.loss_dice: 0.6432, decode.d0.loss_cls: 1.1405, decode.d0.loss_mask: 0.4519, decode.d0.loss_dice: 0.7068, decode.d1.loss_cls: 0.2382, decode.d1.loss_mask: 0.4274, decode.d1.loss_dice: 0.6770, decode.d2.loss_cls: 0.1949, decode.d2.loss_mask: 0.4171, decode.d2.loss_dice: 0.6565, decode.d3.loss_cls: 0.1789, decode.d3.loss_mask: 0.4148, decode.d3.loss_dice: 0.6434, decode.d4.loss_cls: 0.1645, decode.d4.loss_mask: 0.4140, decode.d4.loss_dice: 0.6450, decode.d5.loss_cls: 0.1624, decode.d5.loss_mask: 0.4137, decode.d5.loss_dice: 0.6408, decode.d6.loss_cls: 0.1596, decode.d6.loss_mask: 0.4139, decode.d6.loss_dice: 0.6432, decode.d7.loss_cls: 0.1551, decode.d7.loss_mask: 0.4137, decode.d7.loss_dice: 0.6417, decode.d8.loss_cls: 0.1567, decode.d8.loss_mask: 0.4143, decode.d8.loss_dice: 0.6437, loss: 13.4405, grad_norm: 66.6064 +2023-11-07 10:14:24,776 - mmseg - INFO - Iter [152400/160000] lr: 4.751e-06, eta: 0:59:57, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1681, decode.loss_mask: 0.4342, decode.loss_dice: 0.6499, decode.d0.loss_cls: 1.1384, decode.d0.loss_mask: 0.4712, decode.d0.loss_dice: 0.7167, decode.d1.loss_cls: 0.2503, decode.d1.loss_mask: 0.4459, decode.d1.loss_dice: 0.6799, decode.d2.loss_cls: 0.2107, decode.d2.loss_mask: 0.4410, decode.d2.loss_dice: 0.6644, decode.d3.loss_cls: 0.1943, decode.d3.loss_mask: 0.4376, decode.d3.loss_dice: 0.6528, decode.d4.loss_cls: 0.1814, decode.d4.loss_mask: 0.4354, decode.d4.loss_dice: 0.6467, decode.d5.loss_cls: 0.1788, decode.d5.loss_mask: 0.4359, decode.d5.loss_dice: 0.6496, decode.d6.loss_cls: 0.1742, decode.d6.loss_mask: 0.4353, decode.d6.loss_dice: 0.6480, decode.d7.loss_cls: 0.1723, decode.d7.loss_mask: 0.4349, decode.d7.loss_dice: 0.6472, decode.d8.loss_cls: 0.1700, decode.d8.loss_mask: 0.4331, decode.d8.loss_dice: 0.6489, loss: 13.8472, grad_norm: 59.7427 +2023-11-07 10:14:47,779 - mmseg - INFO - Iter [152450/160000] lr: 4.719e-06, eta: 0:59:34, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1557, decode.loss_mask: 0.4378, decode.loss_dice: 0.6552, decode.d0.loss_cls: 1.1735, decode.d0.loss_mask: 0.4746, decode.d0.loss_dice: 0.7226, decode.d1.loss_cls: 0.2420, decode.d1.loss_mask: 0.4520, decode.d1.loss_dice: 0.6919, decode.d2.loss_cls: 0.2010, decode.d2.loss_mask: 0.4454, decode.d2.loss_dice: 0.6744, decode.d3.loss_cls: 0.1852, decode.d3.loss_mask: 0.4420, decode.d3.loss_dice: 0.6603, decode.d4.loss_cls: 0.1755, decode.d4.loss_mask: 0.4407, decode.d4.loss_dice: 0.6600, decode.d5.loss_cls: 0.1685, decode.d5.loss_mask: 0.4395, decode.d5.loss_dice: 0.6567, decode.d6.loss_cls: 0.1582, decode.d6.loss_mask: 0.4401, decode.d6.loss_dice: 0.6600, decode.d7.loss_cls: 0.1571, decode.d7.loss_mask: 0.4397, decode.d7.loss_dice: 0.6574, decode.d8.loss_cls: 0.1570, decode.d8.loss_mask: 0.4390, decode.d8.loss_dice: 0.6572, loss: 13.9204, grad_norm: 60.2583 +2023-11-07 10:15:10,831 - mmseg - INFO - Iter [152500/160000] lr: 4.688e-06, eta: 0:59:10, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1698, decode.loss_mask: 0.4402, decode.loss_dice: 0.6653, decode.d0.loss_cls: 1.1375, decode.d0.loss_mask: 0.4850, decode.d0.loss_dice: 0.7401, decode.d1.loss_cls: 0.2524, decode.d1.loss_mask: 0.4548, decode.d1.loss_dice: 0.7071, decode.d2.loss_cls: 0.2082, decode.d2.loss_mask: 0.4471, decode.d2.loss_dice: 0.6832, decode.d3.loss_cls: 0.1949, decode.d3.loss_mask: 0.4427, decode.d3.loss_dice: 0.6728, decode.d4.loss_cls: 0.1818, decode.d4.loss_mask: 0.4420, decode.d4.loss_dice: 0.6713, decode.d5.loss_cls: 0.1744, decode.d5.loss_mask: 0.4419, decode.d5.loss_dice: 0.6700, decode.d6.loss_cls: 0.1687, decode.d6.loss_mask: 0.4422, decode.d6.loss_dice: 0.6667, decode.d7.loss_cls: 0.1637, decode.d7.loss_mask: 0.4418, decode.d7.loss_dice: 0.6652, decode.d8.loss_cls: 0.1676, decode.d8.loss_mask: 0.4406, decode.d8.loss_dice: 0.6654, loss: 14.1043, grad_norm: 66.1265 +2023-11-07 10:15:34,015 - mmseg - INFO - Iter [152550/160000] lr: 4.657e-06, eta: 0:58:46, time: 0.464, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1528, decode.loss_mask: 0.4461, decode.loss_dice: 0.6530, decode.d0.loss_cls: 1.1171, decode.d0.loss_mask: 0.4853, decode.d0.loss_dice: 0.7171, decode.d1.loss_cls: 0.2364, decode.d1.loss_mask: 0.4598, decode.d1.loss_dice: 0.6854, decode.d2.loss_cls: 0.1996, decode.d2.loss_mask: 0.4516, decode.d2.loss_dice: 0.6702, decode.d3.loss_cls: 0.1826, decode.d3.loss_mask: 0.4499, decode.d3.loss_dice: 0.6515, decode.d4.loss_cls: 0.1683, decode.d4.loss_mask: 0.4505, decode.d4.loss_dice: 0.6537, decode.d5.loss_cls: 0.1622, decode.d5.loss_mask: 0.4471, decode.d5.loss_dice: 0.6550, decode.d6.loss_cls: 0.1578, decode.d6.loss_mask: 0.4480, decode.d6.loss_dice: 0.6570, decode.d7.loss_cls: 0.1530, decode.d7.loss_mask: 0.4476, decode.d7.loss_dice: 0.6518, decode.d8.loss_cls: 0.1534, decode.d8.loss_mask: 0.4454, decode.d8.loss_dice: 0.6490, loss: 13.8583, grad_norm: 62.9986 +2023-11-07 10:15:57,018 - mmseg - INFO - Iter [152600/160000] lr: 4.626e-06, eta: 0:58:22, time: 0.460, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1681, decode.loss_mask: 0.4371, decode.loss_dice: 0.6641, decode.d0.loss_cls: 1.1580, decode.d0.loss_mask: 0.4775, decode.d0.loss_dice: 0.7260, decode.d1.loss_cls: 0.2450, decode.d1.loss_mask: 0.4537, decode.d1.loss_dice: 0.6976, decode.d2.loss_cls: 0.2062, decode.d2.loss_mask: 0.4462, decode.d2.loss_dice: 0.6814, decode.d3.loss_cls: 0.1878, decode.d3.loss_mask: 0.4416, decode.d3.loss_dice: 0.6713, decode.d4.loss_cls: 0.1791, decode.d4.loss_mask: 0.4416, decode.d4.loss_dice: 0.6726, decode.d5.loss_cls: 0.1752, decode.d5.loss_mask: 0.4399, decode.d5.loss_dice: 0.6691, decode.d6.loss_cls: 0.1735, decode.d6.loss_mask: 0.4385, decode.d6.loss_dice: 0.6666, decode.d7.loss_cls: 0.1714, decode.d7.loss_mask: 0.4370, decode.d7.loss_dice: 0.6675, decode.d8.loss_cls: 0.1708, decode.d8.loss_mask: 0.4377, decode.d8.loss_dice: 0.6656, loss: 14.0677, grad_norm: 68.6788 +2023-11-07 10:16:20,213 - mmseg - INFO - Iter [152650/160000] lr: 4.594e-06, eta: 0:57:59, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1639, decode.loss_mask: 0.4295, decode.loss_dice: 0.6629, decode.d0.loss_cls: 1.1423, decode.d0.loss_mask: 0.4667, decode.d0.loss_dice: 0.7354, decode.d1.loss_cls: 0.2399, decode.d1.loss_mask: 0.4441, decode.d1.loss_dice: 0.7094, decode.d2.loss_cls: 0.2004, decode.d2.loss_mask: 0.4369, decode.d2.loss_dice: 0.6867, decode.d3.loss_cls: 0.1909, decode.d3.loss_mask: 0.4327, decode.d3.loss_dice: 0.6711, decode.d4.loss_cls: 0.1763, decode.d4.loss_mask: 0.4316, decode.d4.loss_dice: 0.6713, decode.d5.loss_cls: 0.1707, decode.d5.loss_mask: 0.4313, decode.d5.loss_dice: 0.6695, decode.d6.loss_cls: 0.1695, decode.d6.loss_mask: 0.4302, decode.d6.loss_dice: 0.6673, decode.d7.loss_cls: 0.1629, decode.d7.loss_mask: 0.4299, decode.d7.loss_dice: 0.6674, decode.d8.loss_cls: 0.1639, decode.d8.loss_mask: 0.4297, decode.d8.loss_dice: 0.6661, loss: 13.9507, grad_norm: 65.8179 +2023-11-07 10:16:43,051 - mmseg - INFO - Iter [152700/160000] lr: 4.563e-06, eta: 0:57:35, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1550, decode.loss_mask: 0.4335, decode.loss_dice: 0.6576, decode.d0.loss_cls: 1.1328, decode.d0.loss_mask: 0.4634, decode.d0.loss_dice: 0.7178, decode.d1.loss_cls: 0.2300, decode.d1.loss_mask: 0.4476, decode.d1.loss_dice: 0.6910, decode.d2.loss_cls: 0.1928, decode.d2.loss_mask: 0.4405, decode.d2.loss_dice: 0.6738, decode.d3.loss_cls: 0.1827, decode.d3.loss_mask: 0.4372, decode.d3.loss_dice: 0.6599, decode.d4.loss_cls: 0.1703, decode.d4.loss_mask: 0.4366, decode.d4.loss_dice: 0.6619, decode.d5.loss_cls: 0.1644, decode.d5.loss_mask: 0.4370, decode.d5.loss_dice: 0.6627, decode.d6.loss_cls: 0.1618, decode.d6.loss_mask: 0.4340, decode.d6.loss_dice: 0.6593, decode.d7.loss_cls: 0.1596, decode.d7.loss_mask: 0.4331, decode.d7.loss_dice: 0.6604, decode.d8.loss_cls: 0.1565, decode.d8.loss_mask: 0.4347, decode.d8.loss_dice: 0.6586, loss: 13.8064, grad_norm: 68.0375 +2023-11-07 10:17:06,035 - mmseg - INFO - Iter [152750/160000] lr: 4.532e-06, eta: 0:57:11, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1382, decode.loss_mask: 0.4480, decode.loss_dice: 0.6380, decode.d0.loss_cls: 1.1042, decode.d0.loss_mask: 0.4884, decode.d0.loss_dice: 0.7061, decode.d1.loss_cls: 0.2174, decode.d1.loss_mask: 0.4631, decode.d1.loss_dice: 0.6782, decode.d2.loss_cls: 0.1765, decode.d2.loss_mask: 0.4520, decode.d2.loss_dice: 0.6582, decode.d3.loss_cls: 0.1586, decode.d3.loss_mask: 0.4528, decode.d3.loss_dice: 0.6438, decode.d4.loss_cls: 0.1525, decode.d4.loss_mask: 0.4512, decode.d4.loss_dice: 0.6436, decode.d5.loss_cls: 0.1449, decode.d5.loss_mask: 0.4501, decode.d5.loss_dice: 0.6468, decode.d6.loss_cls: 0.1407, decode.d6.loss_mask: 0.4497, decode.d6.loss_dice: 0.6419, decode.d7.loss_cls: 0.1415, decode.d7.loss_mask: 0.4484, decode.d7.loss_dice: 0.6407, decode.d8.loss_cls: 0.1398, decode.d8.loss_mask: 0.4483, decode.d8.loss_dice: 0.6418, loss: 13.6054, grad_norm: 58.9307 +2023-11-07 10:17:29,485 - mmseg - INFO - Iter [152800/160000] lr: 4.501e-06, eta: 0:56:48, time: 0.469, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1718, decode.loss_mask: 0.4293, decode.loss_dice: 0.6641, decode.d0.loss_cls: 1.1476, decode.d0.loss_mask: 0.4677, decode.d0.loss_dice: 0.7366, decode.d1.loss_cls: 0.2421, decode.d1.loss_mask: 0.4449, decode.d1.loss_dice: 0.7049, decode.d2.loss_cls: 0.2099, decode.d2.loss_mask: 0.4364, decode.d2.loss_dice: 0.6817, decode.d3.loss_cls: 0.1920, decode.d3.loss_mask: 0.4339, decode.d3.loss_dice: 0.6755, decode.d4.loss_cls: 0.1843, decode.d4.loss_mask: 0.4327, decode.d4.loss_dice: 0.6705, decode.d5.loss_cls: 0.1776, decode.d5.loss_mask: 0.4319, decode.d5.loss_dice: 0.6705, decode.d6.loss_cls: 0.1760, decode.d6.loss_mask: 0.4325, decode.d6.loss_dice: 0.6696, decode.d7.loss_cls: 0.1749, decode.d7.loss_mask: 0.4313, decode.d7.loss_dice: 0.6693, decode.d8.loss_cls: 0.1723, decode.d8.loss_mask: 0.4301, decode.d8.loss_dice: 0.6674, loss: 14.0293, grad_norm: 74.5364 +2023-11-07 10:17:54,994 - mmseg - INFO - Iter [152850/160000] lr: 4.469e-06, eta: 0:56:24, time: 0.510, data_time: 0.060, memory: 39436, decode.loss_cls: 0.1491, decode.loss_mask: 0.4244, decode.loss_dice: 0.6506, decode.d0.loss_cls: 1.1386, decode.d0.loss_mask: 0.4565, decode.d0.loss_dice: 0.7105, decode.d1.loss_cls: 0.2347, decode.d1.loss_mask: 0.4352, decode.d1.loss_dice: 0.6781, decode.d2.loss_cls: 0.1953, decode.d2.loss_mask: 0.4298, decode.d2.loss_dice: 0.6684, decode.d3.loss_cls: 0.1748, decode.d3.loss_mask: 0.4276, decode.d3.loss_dice: 0.6526, decode.d4.loss_cls: 0.1680, decode.d4.loss_mask: 0.4264, decode.d4.loss_dice: 0.6531, decode.d5.loss_cls: 0.1603, decode.d5.loss_mask: 0.4259, decode.d5.loss_dice: 0.6491, decode.d6.loss_cls: 0.1579, decode.d6.loss_mask: 0.4253, decode.d6.loss_dice: 0.6497, decode.d7.loss_cls: 0.1531, decode.d7.loss_mask: 0.4247, decode.d7.loss_dice: 0.6490, decode.d8.loss_cls: 0.1537, decode.d8.loss_mask: 0.4239, decode.d8.loss_dice: 0.6494, loss: 13.5957, grad_norm: 58.8317 +2023-11-07 10:18:17,919 - mmseg - INFO - Iter [152900/160000] lr: 4.438e-06, eta: 0:56:00, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1700, decode.loss_mask: 0.4225, decode.loss_dice: 0.6483, decode.d0.loss_cls: 1.1626, decode.d0.loss_mask: 0.4606, decode.d0.loss_dice: 0.7190, decode.d1.loss_cls: 0.2582, decode.d1.loss_mask: 0.4383, decode.d1.loss_dice: 0.6819, decode.d2.loss_cls: 0.2116, decode.d2.loss_mask: 0.4302, decode.d2.loss_dice: 0.6660, decode.d3.loss_cls: 0.1956, decode.d3.loss_mask: 0.4253, decode.d3.loss_dice: 0.6515, decode.d4.loss_cls: 0.1827, decode.d4.loss_mask: 0.4242, decode.d4.loss_dice: 0.6522, decode.d5.loss_cls: 0.1759, decode.d5.loss_mask: 0.4242, decode.d5.loss_dice: 0.6534, decode.d6.loss_cls: 0.1755, decode.d6.loss_mask: 0.4227, decode.d6.loss_dice: 0.6482, decode.d7.loss_cls: 0.1726, decode.d7.loss_mask: 0.4238, decode.d7.loss_dice: 0.6488, decode.d8.loss_cls: 0.1702, decode.d8.loss_mask: 0.4241, decode.d8.loss_dice: 0.6469, loss: 13.7870, grad_norm: 58.3663 +2023-11-07 10:18:40,729 - mmseg - INFO - Iter [152950/160000] lr: 4.407e-06, eta: 0:55:37, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1627, decode.loss_mask: 0.4495, decode.loss_dice: 0.6593, decode.d0.loss_cls: 1.0955, decode.d0.loss_mask: 0.4892, decode.d0.loss_dice: 0.7211, decode.d1.loss_cls: 0.2383, decode.d1.loss_mask: 0.4657, decode.d1.loss_dice: 0.6929, decode.d2.loss_cls: 0.1995, decode.d2.loss_mask: 0.4560, decode.d2.loss_dice: 0.6785, decode.d3.loss_cls: 0.1873, decode.d3.loss_mask: 0.4515, decode.d3.loss_dice: 0.6650, decode.d4.loss_cls: 0.1739, decode.d4.loss_mask: 0.4514, decode.d4.loss_dice: 0.6634, decode.d5.loss_cls: 0.1709, decode.d5.loss_mask: 0.4504, decode.d5.loss_dice: 0.6627, decode.d6.loss_cls: 0.1653, decode.d6.loss_mask: 0.4496, decode.d6.loss_dice: 0.6609, decode.d7.loss_cls: 0.1611, decode.d7.loss_mask: 0.4499, decode.d7.loss_dice: 0.6600, decode.d8.loss_cls: 0.1623, decode.d8.loss_mask: 0.4504, decode.d8.loss_dice: 0.6619, loss: 14.0064, grad_norm: 64.7063 +2023-11-07 10:19:03,584 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 10:19:03,584 - mmseg - INFO - Iter [153000/160000] lr: 4.376e-06, eta: 0:55:13, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1649, decode.loss_mask: 0.4207, decode.loss_dice: 0.6364, decode.d0.loss_cls: 1.1265, decode.d0.loss_mask: 0.4577, decode.d0.loss_dice: 0.7101, decode.d1.loss_cls: 0.2411, decode.d1.loss_mask: 0.4347, decode.d1.loss_dice: 0.6781, decode.d2.loss_cls: 0.2085, decode.d2.loss_mask: 0.4267, decode.d2.loss_dice: 0.6596, decode.d3.loss_cls: 0.1850, decode.d3.loss_mask: 0.4224, decode.d3.loss_dice: 0.6481, decode.d4.loss_cls: 0.1769, decode.d4.loss_mask: 0.4232, decode.d4.loss_dice: 0.6489, decode.d5.loss_cls: 0.1728, decode.d5.loss_mask: 0.4222, decode.d5.loss_dice: 0.6455, decode.d6.loss_cls: 0.1672, decode.d6.loss_mask: 0.4207, decode.d6.loss_dice: 0.6420, decode.d7.loss_cls: 0.1661, decode.d7.loss_mask: 0.4212, decode.d7.loss_dice: 0.6432, decode.d8.loss_cls: 0.1670, decode.d8.loss_mask: 0.4198, decode.d8.loss_dice: 0.6432, loss: 13.6004, grad_norm: 58.1314 +2023-11-07 10:19:26,659 - mmseg - INFO - Iter [153050/160000] lr: 4.344e-06, eta: 0:54:49, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1762, decode.loss_mask: 0.4336, decode.loss_dice: 0.6716, decode.d0.loss_cls: 1.1532, decode.d0.loss_mask: 0.4716, decode.d0.loss_dice: 0.7440, decode.d1.loss_cls: 0.2515, decode.d1.loss_mask: 0.4458, decode.d1.loss_dice: 0.7047, decode.d2.loss_cls: 0.2191, decode.d2.loss_mask: 0.4383, decode.d2.loss_dice: 0.6854, decode.d3.loss_cls: 0.1978, decode.d3.loss_mask: 0.4367, decode.d3.loss_dice: 0.6755, decode.d4.loss_cls: 0.1951, decode.d4.loss_mask: 0.4349, decode.d4.loss_dice: 0.6738, decode.d5.loss_cls: 0.1924, decode.d5.loss_mask: 0.4334, decode.d5.loss_dice: 0.6696, decode.d6.loss_cls: 0.1822, decode.d6.loss_mask: 0.4333, decode.d6.loss_dice: 0.6662, decode.d7.loss_cls: 0.1826, decode.d7.loss_mask: 0.4334, decode.d7.loss_dice: 0.6667, decode.d8.loss_cls: 0.1766, decode.d8.loss_mask: 0.4334, decode.d8.loss_dice: 0.6655, loss: 14.1441, grad_norm: 66.6241 +2023-11-07 10:19:49,455 - mmseg - INFO - Iter [153100/160000] lr: 4.313e-06, eta: 0:54:26, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1531, decode.loss_mask: 0.4383, decode.loss_dice: 0.6481, decode.d0.loss_cls: 1.1249, decode.d0.loss_mask: 0.4749, decode.d0.loss_dice: 0.7132, decode.d1.loss_cls: 0.2275, decode.d1.loss_mask: 0.4526, decode.d1.loss_dice: 0.6819, decode.d2.loss_cls: 0.1940, decode.d2.loss_mask: 0.4449, decode.d2.loss_dice: 0.6630, decode.d3.loss_cls: 0.1773, decode.d3.loss_mask: 0.4436, decode.d3.loss_dice: 0.6543, decode.d4.loss_cls: 0.1661, decode.d4.loss_mask: 0.4424, decode.d4.loss_dice: 0.6546, decode.d5.loss_cls: 0.1569, decode.d5.loss_mask: 0.4400, decode.d5.loss_dice: 0.6514, decode.d6.loss_cls: 0.1583, decode.d6.loss_mask: 0.4383, decode.d6.loss_dice: 0.6495, decode.d7.loss_cls: 0.1571, decode.d7.loss_mask: 0.4380, decode.d7.loss_dice: 0.6500, decode.d8.loss_cls: 0.1546, decode.d8.loss_mask: 0.4381, decode.d8.loss_dice: 0.6511, loss: 13.7380, grad_norm: 64.2879 +2023-11-07 10:20:12,398 - mmseg - INFO - Iter [153150/160000] lr: 4.282e-06, eta: 0:54:02, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1445, decode.loss_mask: 0.4327, decode.loss_dice: 0.6410, decode.d0.loss_cls: 1.0947, decode.d0.loss_mask: 0.4731, decode.d0.loss_dice: 0.7164, decode.d1.loss_cls: 0.2324, decode.d1.loss_mask: 0.4491, decode.d1.loss_dice: 0.6826, decode.d2.loss_cls: 0.1935, decode.d2.loss_mask: 0.4416, decode.d2.loss_dice: 0.6608, decode.d3.loss_cls: 0.1735, decode.d3.loss_mask: 0.4371, decode.d3.loss_dice: 0.6487, decode.d4.loss_cls: 0.1673, decode.d4.loss_mask: 0.4347, decode.d4.loss_dice: 0.6447, decode.d5.loss_cls: 0.1589, decode.d5.loss_mask: 0.4362, decode.d5.loss_dice: 0.6448, decode.d6.loss_cls: 0.1522, decode.d6.loss_mask: 0.4341, decode.d6.loss_dice: 0.6417, decode.d7.loss_cls: 0.1556, decode.d7.loss_mask: 0.4319, decode.d7.loss_dice: 0.6399, decode.d8.loss_cls: 0.1473, decode.d8.loss_mask: 0.4331, decode.d8.loss_dice: 0.6446, loss: 13.5889, grad_norm: 62.5769 +2023-11-07 10:20:35,272 - mmseg - INFO - Iter [153200/160000] lr: 4.251e-06, eta: 0:53:38, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1523, decode.loss_mask: 0.4541, decode.loss_dice: 0.6478, decode.d0.loss_cls: 1.1129, decode.d0.loss_mask: 0.4896, decode.d0.loss_dice: 0.7103, decode.d1.loss_cls: 0.2242, decode.d1.loss_mask: 0.4681, decode.d1.loss_dice: 0.6814, decode.d2.loss_cls: 0.1848, decode.d2.loss_mask: 0.4603, decode.d2.loss_dice: 0.6644, decode.d3.loss_cls: 0.1708, decode.d3.loss_mask: 0.4581, decode.d3.loss_dice: 0.6551, decode.d4.loss_cls: 0.1629, decode.d4.loss_mask: 0.4560, decode.d4.loss_dice: 0.6533, decode.d5.loss_cls: 0.1597, decode.d5.loss_mask: 0.4555, decode.d5.loss_dice: 0.6520, decode.d6.loss_cls: 0.1557, decode.d6.loss_mask: 0.4551, decode.d6.loss_dice: 0.6489, decode.d7.loss_cls: 0.1564, decode.d7.loss_mask: 0.4533, decode.d7.loss_dice: 0.6489, decode.d8.loss_cls: 0.1510, decode.d8.loss_mask: 0.4534, decode.d8.loss_dice: 0.6473, loss: 13.8434, grad_norm: 71.4516 +2023-11-07 10:20:58,072 - mmseg - INFO - Iter [153250/160000] lr: 4.219e-06, eta: 0:53:14, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1620, decode.loss_mask: 0.4366, decode.loss_dice: 0.6406, decode.d0.loss_cls: 1.1805, decode.d0.loss_mask: 0.4748, decode.d0.loss_dice: 0.7043, decode.d1.loss_cls: 0.2409, decode.d1.loss_mask: 0.4556, decode.d1.loss_dice: 0.6758, decode.d2.loss_cls: 0.2030, decode.d2.loss_mask: 0.4473, decode.d2.loss_dice: 0.6602, decode.d3.loss_cls: 0.1868, decode.d3.loss_mask: 0.4429, decode.d3.loss_dice: 0.6464, decode.d4.loss_cls: 0.1801, decode.d4.loss_mask: 0.4406, decode.d4.loss_dice: 0.6443, decode.d5.loss_cls: 0.1700, decode.d5.loss_mask: 0.4401, decode.d5.loss_dice: 0.6428, decode.d6.loss_cls: 0.1666, decode.d6.loss_mask: 0.4382, decode.d6.loss_dice: 0.6429, decode.d7.loss_cls: 0.1669, decode.d7.loss_mask: 0.4373, decode.d7.loss_dice: 0.6384, decode.d8.loss_cls: 0.1638, decode.d8.loss_mask: 0.4368, decode.d8.loss_dice: 0.6421, loss: 13.8086, grad_norm: 64.2692 +2023-11-07 10:21:21,112 - mmseg - INFO - Iter [153300/160000] lr: 4.188e-06, eta: 0:52:51, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1649, decode.loss_mask: 0.4347, decode.loss_dice: 0.6792, decode.d0.loss_cls: 1.1522, decode.d0.loss_mask: 0.4702, decode.d0.loss_dice: 0.7520, decode.d1.loss_cls: 0.2474, decode.d1.loss_mask: 0.4477, decode.d1.loss_dice: 0.7165, decode.d2.loss_cls: 0.2091, decode.d2.loss_mask: 0.4420, decode.d2.loss_dice: 0.6987, decode.d3.loss_cls: 0.1901, decode.d3.loss_mask: 0.4392, decode.d3.loss_dice: 0.6881, decode.d4.loss_cls: 0.1784, decode.d4.loss_mask: 0.4386, decode.d4.loss_dice: 0.6857, decode.d5.loss_cls: 0.1752, decode.d5.loss_mask: 0.4372, decode.d5.loss_dice: 0.6866, decode.d6.loss_cls: 0.1715, decode.d6.loss_mask: 0.4358, decode.d6.loss_dice: 0.6847, decode.d7.loss_cls: 0.1758, decode.d7.loss_mask: 0.4340, decode.d7.loss_dice: 0.6759, decode.d8.loss_cls: 0.1666, decode.d8.loss_mask: 0.4350, decode.d8.loss_dice: 0.6839, loss: 14.1968, grad_norm: 72.3867 +2023-11-07 10:21:43,975 - mmseg - INFO - Iter [153350/160000] lr: 4.157e-06, eta: 0:52:27, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1623, decode.loss_mask: 0.4279, decode.loss_dice: 0.6464, decode.d0.loss_cls: 1.1542, decode.d0.loss_mask: 0.4689, decode.d0.loss_dice: 0.7200, decode.d1.loss_cls: 0.2446, decode.d1.loss_mask: 0.4469, decode.d1.loss_dice: 0.6847, decode.d2.loss_cls: 0.2017, decode.d2.loss_mask: 0.4391, decode.d2.loss_dice: 0.6727, decode.d3.loss_cls: 0.1876, decode.d3.loss_mask: 0.4349, decode.d3.loss_dice: 0.6528, decode.d4.loss_cls: 0.1746, decode.d4.loss_mask: 0.4319, decode.d4.loss_dice: 0.6521, decode.d5.loss_cls: 0.1684, decode.d5.loss_mask: 0.4314, decode.d5.loss_dice: 0.6533, decode.d6.loss_cls: 0.1639, decode.d6.loss_mask: 0.4301, decode.d6.loss_dice: 0.6471, decode.d7.loss_cls: 0.1617, decode.d7.loss_mask: 0.4286, decode.d7.loss_dice: 0.6466, decode.d8.loss_cls: 0.1643, decode.d8.loss_mask: 0.4295, decode.d8.loss_dice: 0.6514, loss: 13.7794, grad_norm: 62.6688 +2023-11-07 10:22:06,910 - mmseg - INFO - Iter [153400/160000] lr: 4.126e-06, eta: 0:52:03, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1527, decode.loss_mask: 0.4242, decode.loss_dice: 0.6372, decode.d0.loss_cls: 1.1276, decode.d0.loss_mask: 0.4558, decode.d0.loss_dice: 0.7070, decode.d1.loss_cls: 0.2341, decode.d1.loss_mask: 0.4375, decode.d1.loss_dice: 0.6702, decode.d2.loss_cls: 0.1958, decode.d2.loss_mask: 0.4316, decode.d2.loss_dice: 0.6571, decode.d3.loss_cls: 0.1801, decode.d3.loss_mask: 0.4281, decode.d3.loss_dice: 0.6415, decode.d4.loss_cls: 0.1709, decode.d4.loss_mask: 0.4273, decode.d4.loss_dice: 0.6438, decode.d5.loss_cls: 0.1650, decode.d5.loss_mask: 0.4255, decode.d5.loss_dice: 0.6448, decode.d6.loss_cls: 0.1637, decode.d6.loss_mask: 0.4226, decode.d6.loss_dice: 0.6357, decode.d7.loss_cls: 0.1574, decode.d7.loss_mask: 0.4228, decode.d7.loss_dice: 0.6403, decode.d8.loss_cls: 0.1536, decode.d8.loss_mask: 0.4229, decode.d8.loss_dice: 0.6379, loss: 13.5146, grad_norm: 61.7276 +2023-11-07 10:22:30,127 - mmseg - INFO - Iter [153450/160000] lr: 4.094e-06, eta: 0:51:40, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1710, decode.loss_mask: 0.4135, decode.loss_dice: 0.6409, decode.d0.loss_cls: 1.1685, decode.d0.loss_mask: 0.4456, decode.d0.loss_dice: 0.7006, decode.d1.loss_cls: 0.2530, decode.d1.loss_mask: 0.4265, decode.d1.loss_dice: 0.6753, decode.d2.loss_cls: 0.2169, decode.d2.loss_mask: 0.4180, decode.d2.loss_dice: 0.6571, decode.d3.loss_cls: 0.1946, decode.d3.loss_mask: 0.4142, decode.d3.loss_dice: 0.6395, decode.d4.loss_cls: 0.1817, decode.d4.loss_mask: 0.4134, decode.d4.loss_dice: 0.6410, decode.d5.loss_cls: 0.1783, decode.d5.loss_mask: 0.4142, decode.d5.loss_dice: 0.6408, decode.d6.loss_cls: 0.1795, decode.d6.loss_mask: 0.4127, decode.d6.loss_dice: 0.6401, decode.d7.loss_cls: 0.1744, decode.d7.loss_mask: 0.4128, decode.d7.loss_dice: 0.6415, decode.d8.loss_cls: 0.1717, decode.d8.loss_mask: 0.4128, decode.d8.loss_dice: 0.6397, loss: 13.5899, grad_norm: 63.7669 +2023-11-07 10:22:53,014 - mmseg - INFO - Iter [153500/160000] lr: 4.063e-06, eta: 0:51:16, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1484, decode.loss_mask: 0.4344, decode.loss_dice: 0.6395, decode.d0.loss_cls: 1.0944, decode.d0.loss_mask: 0.4705, decode.d0.loss_dice: 0.7124, decode.d1.loss_cls: 0.2144, decode.d1.loss_mask: 0.4490, decode.d1.loss_dice: 0.6801, decode.d2.loss_cls: 0.1780, decode.d2.loss_mask: 0.4425, decode.d2.loss_dice: 0.6598, decode.d3.loss_cls: 0.1629, decode.d3.loss_mask: 0.4379, decode.d3.loss_dice: 0.6468, decode.d4.loss_cls: 0.1589, decode.d4.loss_mask: 0.4375, decode.d4.loss_dice: 0.6438, decode.d5.loss_cls: 0.1531, decode.d5.loss_mask: 0.4357, decode.d5.loss_dice: 0.6424, decode.d6.loss_cls: 0.1507, decode.d6.loss_mask: 0.4353, decode.d6.loss_dice: 0.6436, decode.d7.loss_cls: 0.1477, decode.d7.loss_mask: 0.4350, decode.d7.loss_dice: 0.6410, decode.d8.loss_cls: 0.1423, decode.d8.loss_mask: 0.4345, decode.d8.loss_dice: 0.6453, loss: 13.5182, grad_norm: 62.1963 +2023-11-07 10:23:15,944 - mmseg - INFO - Iter [153550/160000] lr: 4.032e-06, eta: 0:50:52, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1612, decode.loss_mask: 0.4332, decode.loss_dice: 0.6453, decode.d0.loss_cls: 1.1377, decode.d0.loss_mask: 0.4672, decode.d0.loss_dice: 0.7087, decode.d1.loss_cls: 0.2355, decode.d1.loss_mask: 0.4461, decode.d1.loss_dice: 0.6767, decode.d2.loss_cls: 0.2005, decode.d2.loss_mask: 0.4411, decode.d2.loss_dice: 0.6672, decode.d3.loss_cls: 0.1818, decode.d3.loss_mask: 0.4359, decode.d3.loss_dice: 0.6503, decode.d4.loss_cls: 0.1774, decode.d4.loss_mask: 0.4351, decode.d4.loss_dice: 0.6500, decode.d5.loss_cls: 0.1673, decode.d5.loss_mask: 0.4352, decode.d5.loss_dice: 0.6492, decode.d6.loss_cls: 0.1677, decode.d6.loss_mask: 0.4345, decode.d6.loss_dice: 0.6455, decode.d7.loss_cls: 0.1656, decode.d7.loss_mask: 0.4334, decode.d7.loss_dice: 0.6469, decode.d8.loss_cls: 0.1633, decode.d8.loss_mask: 0.4332, decode.d8.loss_dice: 0.6448, loss: 13.7373, grad_norm: 64.7307 +2023-11-07 10:23:38,806 - mmseg - INFO - Iter [153600/160000] lr: 4.001e-06, eta: 0:50:29, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1572, decode.loss_mask: 0.4400, decode.loss_dice: 0.6592, decode.d0.loss_cls: 1.1431, decode.d0.loss_mask: 0.4811, decode.d0.loss_dice: 0.7280, decode.d1.loss_cls: 0.2333, decode.d1.loss_mask: 0.4547, decode.d1.loss_dice: 0.6937, decode.d2.loss_cls: 0.1992, decode.d2.loss_mask: 0.4456, decode.d2.loss_dice: 0.6790, decode.d3.loss_cls: 0.1837, decode.d3.loss_mask: 0.4425, decode.d3.loss_dice: 0.6663, decode.d4.loss_cls: 0.1723, decode.d4.loss_mask: 0.4413, decode.d4.loss_dice: 0.6665, decode.d5.loss_cls: 0.1700, decode.d5.loss_mask: 0.4414, decode.d5.loss_dice: 0.6651, decode.d6.loss_cls: 0.1636, decode.d6.loss_mask: 0.4402, decode.d6.loss_dice: 0.6605, decode.d7.loss_cls: 0.1581, decode.d7.loss_mask: 0.4399, decode.d7.loss_dice: 0.6621, decode.d8.loss_cls: 0.1573, decode.d8.loss_mask: 0.4394, decode.d8.loss_dice: 0.6623, loss: 13.9464, grad_norm: 65.2440 +2023-11-07 10:24:01,772 - mmseg - INFO - Iter [153650/160000] lr: 3.969e-06, eta: 0:50:05, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1607, decode.loss_mask: 0.4338, decode.loss_dice: 0.6530, decode.d0.loss_cls: 1.1762, decode.d0.loss_mask: 0.4741, decode.d0.loss_dice: 0.7228, decode.d1.loss_cls: 0.2367, decode.d1.loss_mask: 0.4505, decode.d1.loss_dice: 0.6948, decode.d2.loss_cls: 0.2031, decode.d2.loss_mask: 0.4430, decode.d2.loss_dice: 0.6751, decode.d3.loss_cls: 0.1786, decode.d3.loss_mask: 0.4400, decode.d3.loss_dice: 0.6653, decode.d4.loss_cls: 0.1768, decode.d4.loss_mask: 0.4370, decode.d4.loss_dice: 0.6646, decode.d5.loss_cls: 0.1716, decode.d5.loss_mask: 0.4363, decode.d5.loss_dice: 0.6620, decode.d6.loss_cls: 0.1683, decode.d6.loss_mask: 0.4357, decode.d6.loss_dice: 0.6564, decode.d7.loss_cls: 0.1648, decode.d7.loss_mask: 0.4350, decode.d7.loss_dice: 0.6571, decode.d8.loss_cls: 0.1634, decode.d8.loss_mask: 0.4345, decode.d8.loss_dice: 0.6577, loss: 13.9291, grad_norm: 64.9000 +2023-11-07 10:24:24,656 - mmseg - INFO - Iter [153700/160000] lr: 3.938e-06, eta: 0:49:41, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1665, decode.loss_mask: 0.4188, decode.loss_dice: 0.6670, decode.d0.loss_cls: 1.1749, decode.d0.loss_mask: 0.4539, decode.d0.loss_dice: 0.7358, decode.d1.loss_cls: 0.2390, decode.d1.loss_mask: 0.4344, decode.d1.loss_dice: 0.7073, decode.d2.loss_cls: 0.2088, decode.d2.loss_mask: 0.4266, decode.d2.loss_dice: 0.6843, decode.d3.loss_cls: 0.1912, decode.d3.loss_mask: 0.4226, decode.d3.loss_dice: 0.6757, decode.d4.loss_cls: 0.1862, decode.d4.loss_mask: 0.4208, decode.d4.loss_dice: 0.6725, decode.d5.loss_cls: 0.1721, decode.d5.loss_mask: 0.4221, decode.d5.loss_dice: 0.6711, decode.d6.loss_cls: 0.1704, decode.d6.loss_mask: 0.4205, decode.d6.loss_dice: 0.6723, decode.d7.loss_cls: 0.1696, decode.d7.loss_mask: 0.4195, decode.d7.loss_dice: 0.6724, decode.d8.loss_cls: 0.1614, decode.d8.loss_mask: 0.4208, decode.d8.loss_dice: 0.6710, loss: 13.9293, grad_norm: 67.2569 +2023-11-07 10:24:47,432 - mmseg - INFO - Iter [153750/160000] lr: 3.907e-06, eta: 0:49:18, time: 0.455, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1554, decode.loss_mask: 0.4235, decode.loss_dice: 0.6418, decode.d0.loss_cls: 1.1468, decode.d0.loss_mask: 0.4575, decode.d0.loss_dice: 0.7078, decode.d1.loss_cls: 0.2319, decode.d1.loss_mask: 0.4406, decode.d1.loss_dice: 0.6774, decode.d2.loss_cls: 0.1920, decode.d2.loss_mask: 0.4312, decode.d2.loss_dice: 0.6630, decode.d3.loss_cls: 0.1769, decode.d3.loss_mask: 0.4263, decode.d3.loss_dice: 0.6475, decode.d4.loss_cls: 0.1646, decode.d4.loss_mask: 0.4250, decode.d4.loss_dice: 0.6474, decode.d5.loss_cls: 0.1626, decode.d5.loss_mask: 0.4244, decode.d5.loss_dice: 0.6479, decode.d6.loss_cls: 0.1590, decode.d6.loss_mask: 0.4240, decode.d6.loss_dice: 0.6463, decode.d7.loss_cls: 0.1540, decode.d7.loss_mask: 0.4247, decode.d7.loss_dice: 0.6488, decode.d8.loss_cls: 0.1542, decode.d8.loss_mask: 0.4242, decode.d8.loss_dice: 0.6438, loss: 13.5706, grad_norm: 67.1543 +2023-11-07 10:25:10,255 - mmseg - INFO - Iter [153800/160000] lr: 3.876e-06, eta: 0:48:54, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1594, decode.loss_mask: 0.4270, decode.loss_dice: 0.6480, decode.d0.loss_cls: 1.1432, decode.d0.loss_mask: 0.4599, decode.d0.loss_dice: 0.7175, decode.d1.loss_cls: 0.2437, decode.d1.loss_mask: 0.4383, decode.d1.loss_dice: 0.6805, decode.d2.loss_cls: 0.2058, decode.d2.loss_mask: 0.4332, decode.d2.loss_dice: 0.6633, decode.d3.loss_cls: 0.1824, decode.d3.loss_mask: 0.4304, decode.d3.loss_dice: 0.6511, decode.d4.loss_cls: 0.1793, decode.d4.loss_mask: 0.4298, decode.d4.loss_dice: 0.6505, decode.d5.loss_cls: 0.1697, decode.d5.loss_mask: 0.4286, decode.d5.loss_dice: 0.6493, decode.d6.loss_cls: 0.1636, decode.d6.loss_mask: 0.4285, decode.d6.loss_dice: 0.6484, decode.d7.loss_cls: 0.1628, decode.d7.loss_mask: 0.4272, decode.d7.loss_dice: 0.6493, decode.d8.loss_cls: 0.1597, decode.d8.loss_mask: 0.4269, decode.d8.loss_dice: 0.6450, loss: 13.7022, grad_norm: 67.3038 +2023-11-07 10:25:33,291 - mmseg - INFO - Iter [153850/160000] lr: 3.844e-06, eta: 0:48:30, time: 0.461, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1481, decode.loss_mask: 0.4128, decode.loss_dice: 0.6282, decode.d0.loss_cls: 1.1286, decode.d0.loss_mask: 0.4484, decode.d0.loss_dice: 0.7022, decode.d1.loss_cls: 0.2281, decode.d1.loss_mask: 0.4283, decode.d1.loss_dice: 0.6688, decode.d2.loss_cls: 0.1882, decode.d2.loss_mask: 0.4206, decode.d2.loss_dice: 0.6495, decode.d3.loss_cls: 0.1735, decode.d3.loss_mask: 0.4149, decode.d3.loss_dice: 0.6362, decode.d4.loss_cls: 0.1612, decode.d4.loss_mask: 0.4145, decode.d4.loss_dice: 0.6343, decode.d5.loss_cls: 0.1576, decode.d5.loss_mask: 0.4143, decode.d5.loss_dice: 0.6332, decode.d6.loss_cls: 0.1521, decode.d6.loss_mask: 0.4132, decode.d6.loss_dice: 0.6296, decode.d7.loss_cls: 0.1476, decode.d7.loss_mask: 0.4124, decode.d7.loss_dice: 0.6290, decode.d8.loss_cls: 0.1495, decode.d8.loss_mask: 0.4121, decode.d8.loss_dice: 0.6276, loss: 13.2649, grad_norm: 63.8328 +2023-11-07 10:25:56,121 - mmseg - INFO - Iter [153900/160000] lr: 3.813e-06, eta: 0:48:06, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1646, decode.loss_mask: 0.4472, decode.loss_dice: 0.6682, decode.d0.loss_cls: 1.1936, decode.d0.loss_mask: 0.4806, decode.d0.loss_dice: 0.7386, decode.d1.loss_cls: 0.2554, decode.d1.loss_mask: 0.4647, decode.d1.loss_dice: 0.7013, decode.d2.loss_cls: 0.2081, decode.d2.loss_mask: 0.4545, decode.d2.loss_dice: 0.6815, decode.d3.loss_cls: 0.1929, decode.d3.loss_mask: 0.4509, decode.d3.loss_dice: 0.6753, decode.d4.loss_cls: 0.1825, decode.d4.loss_mask: 0.4490, decode.d4.loss_dice: 0.6745, decode.d5.loss_cls: 0.1768, decode.d5.loss_mask: 0.4490, decode.d5.loss_dice: 0.6717, decode.d6.loss_cls: 0.1702, decode.d6.loss_mask: 0.4479, decode.d6.loss_dice: 0.6692, decode.d7.loss_cls: 0.1667, decode.d7.loss_mask: 0.4467, decode.d7.loss_dice: 0.6690, decode.d8.loss_cls: 0.1673, decode.d8.loss_mask: 0.4481, decode.d8.loss_dice: 0.6685, loss: 14.2342, grad_norm: 67.0913 +2023-11-07 10:26:19,096 - mmseg - INFO - Iter [153950/160000] lr: 3.782e-06, eta: 0:47:43, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1498, decode.loss_mask: 0.4326, decode.loss_dice: 0.6617, decode.d0.loss_cls: 1.1551, decode.d0.loss_mask: 0.4696, decode.d0.loss_dice: 0.7305, decode.d1.loss_cls: 0.2451, decode.d1.loss_mask: 0.4491, decode.d1.loss_dice: 0.6949, decode.d2.loss_cls: 0.2002, decode.d2.loss_mask: 0.4380, decode.d2.loss_dice: 0.6751, decode.d3.loss_cls: 0.1790, decode.d3.loss_mask: 0.4346, decode.d3.loss_dice: 0.6617, decode.d4.loss_cls: 0.1723, decode.d4.loss_mask: 0.4345, decode.d4.loss_dice: 0.6608, decode.d5.loss_cls: 0.1626, decode.d5.loss_mask: 0.4342, decode.d5.loss_dice: 0.6634, decode.d6.loss_cls: 0.1606, decode.d6.loss_mask: 0.4334, decode.d6.loss_dice: 0.6609, decode.d7.loss_cls: 0.1551, decode.d7.loss_mask: 0.4333, decode.d7.loss_dice: 0.6602, decode.d8.loss_cls: 0.1536, decode.d8.loss_mask: 0.4334, decode.d8.loss_dice: 0.6569, loss: 13.8522, grad_norm: 70.2272 +2023-11-07 10:26:41,810 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 10:26:41,810 - mmseg - INFO - Iter [154000/160000] lr: 3.751e-06, eta: 0:47:19, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1597, decode.loss_mask: 0.4259, decode.loss_dice: 0.6364, decode.d0.loss_cls: 1.1293, decode.d0.loss_mask: 0.4638, decode.d0.loss_dice: 0.7095, decode.d1.loss_cls: 0.2305, decode.d1.loss_mask: 0.4417, decode.d1.loss_dice: 0.6768, decode.d2.loss_cls: 0.2021, decode.d2.loss_mask: 0.4334, decode.d2.loss_dice: 0.6594, decode.d3.loss_cls: 0.1820, decode.d3.loss_mask: 0.4294, decode.d3.loss_dice: 0.6455, decode.d4.loss_cls: 0.1682, decode.d4.loss_mask: 0.4258, decode.d4.loss_dice: 0.6412, decode.d5.loss_cls: 0.1672, decode.d5.loss_mask: 0.4270, decode.d5.loss_dice: 0.6413, decode.d6.loss_cls: 0.1663, decode.d6.loss_mask: 0.4263, decode.d6.loss_dice: 0.6411, decode.d7.loss_cls: 0.1629, decode.d7.loss_mask: 0.4265, decode.d7.loss_dice: 0.6417, decode.d8.loss_cls: 0.1601, decode.d8.loss_mask: 0.4260, decode.d8.loss_dice: 0.6386, loss: 13.5856, grad_norm: 61.1392 +2023-11-07 10:27:04,652 - mmseg - INFO - Iter [154050/160000] lr: 3.719e-06, eta: 0:46:55, time: 0.457, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1565, decode.loss_mask: 0.4148, decode.loss_dice: 0.6349, decode.d0.loss_cls: 1.1653, decode.d0.loss_mask: 0.4502, decode.d0.loss_dice: 0.7051, decode.d1.loss_cls: 0.2414, decode.d1.loss_mask: 0.4287, decode.d1.loss_dice: 0.6633, decode.d2.loss_cls: 0.2026, decode.d2.loss_mask: 0.4220, decode.d2.loss_dice: 0.6494, decode.d3.loss_cls: 0.1897, decode.d3.loss_mask: 0.4173, decode.d3.loss_dice: 0.6336, decode.d4.loss_cls: 0.1755, decode.d4.loss_mask: 0.4159, decode.d4.loss_dice: 0.6375, decode.d5.loss_cls: 0.1686, decode.d5.loss_mask: 0.4161, decode.d5.loss_dice: 0.6377, decode.d6.loss_cls: 0.1675, decode.d6.loss_mask: 0.4156, decode.d6.loss_dice: 0.6333, decode.d7.loss_cls: 0.1602, decode.d7.loss_mask: 0.4139, decode.d7.loss_dice: 0.6352, decode.d8.loss_cls: 0.1599, decode.d8.loss_mask: 0.4147, decode.d8.loss_dice: 0.6362, loss: 13.4625, grad_norm: 61.0305 +2023-11-07 10:27:29,761 - mmseg - INFO - Iter [154100/160000] lr: 3.688e-06, eta: 0:46:32, time: 0.502, data_time: 0.058, memory: 39436, decode.loss_cls: 0.1470, decode.loss_mask: 0.4345, decode.loss_dice: 0.6424, decode.d0.loss_cls: 1.0912, decode.d0.loss_mask: 0.4718, decode.d0.loss_dice: 0.7133, decode.d1.loss_cls: 0.2049, decode.d1.loss_mask: 0.4490, decode.d1.loss_dice: 0.6804, decode.d2.loss_cls: 0.1791, decode.d2.loss_mask: 0.4411, decode.d2.loss_dice: 0.6630, decode.d3.loss_cls: 0.1635, decode.d3.loss_mask: 0.4377, decode.d3.loss_dice: 0.6477, decode.d4.loss_cls: 0.1559, decode.d4.loss_mask: 0.4370, decode.d4.loss_dice: 0.6486, decode.d5.loss_cls: 0.1471, decode.d5.loss_mask: 0.4362, decode.d5.loss_dice: 0.6513, decode.d6.loss_cls: 0.1456, decode.d6.loss_mask: 0.4353, decode.d6.loss_dice: 0.6433, decode.d7.loss_cls: 0.1407, decode.d7.loss_mask: 0.4337, decode.d7.loss_dice: 0.6469, decode.d8.loss_cls: 0.1494, decode.d8.loss_mask: 0.4346, decode.d8.loss_dice: 0.6482, loss: 13.5204, grad_norm: 59.1294 +2023-11-07 10:27:52,631 - mmseg - INFO - Iter [154150/160000] lr: 3.657e-06, eta: 0:46:08, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1484, decode.loss_mask: 0.4159, decode.loss_dice: 0.6520, decode.d0.loss_cls: 1.1604, decode.d0.loss_mask: 0.4442, decode.d0.loss_dice: 0.7171, decode.d1.loss_cls: 0.2259, decode.d1.loss_mask: 0.4311, decode.d1.loss_dice: 0.6876, decode.d2.loss_cls: 0.1895, decode.d2.loss_mask: 0.4220, decode.d2.loss_dice: 0.6694, decode.d3.loss_cls: 0.1738, decode.d3.loss_mask: 0.4192, decode.d3.loss_dice: 0.6573, decode.d4.loss_cls: 0.1640, decode.d4.loss_mask: 0.4176, decode.d4.loss_dice: 0.6544, decode.d5.loss_cls: 0.1543, decode.d5.loss_mask: 0.4173, decode.d5.loss_dice: 0.6568, decode.d6.loss_cls: 0.1518, decode.d6.loss_mask: 0.4168, decode.d6.loss_dice: 0.6526, decode.d7.loss_cls: 0.1505, decode.d7.loss_mask: 0.4159, decode.d7.loss_dice: 0.6510, decode.d8.loss_cls: 0.1465, decode.d8.loss_mask: 0.4149, decode.d8.loss_dice: 0.6533, loss: 13.5315, grad_norm: 59.3353 +2023-11-07 10:28:15,499 - mmseg - INFO - Iter [154200/160000] lr: 3.626e-06, eta: 0:45:44, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1500, decode.loss_mask: 0.4286, decode.loss_dice: 0.6572, decode.d0.loss_cls: 1.1531, decode.d0.loss_mask: 0.4641, decode.d0.loss_dice: 0.7284, decode.d1.loss_cls: 0.2385, decode.d1.loss_mask: 0.4425, decode.d1.loss_dice: 0.6944, decode.d2.loss_cls: 0.1980, decode.d2.loss_mask: 0.4376, decode.d2.loss_dice: 0.6837, decode.d3.loss_cls: 0.1838, decode.d3.loss_mask: 0.4341, decode.d3.loss_dice: 0.6667, decode.d4.loss_cls: 0.1702, decode.d4.loss_mask: 0.4326, decode.d4.loss_dice: 0.6687, decode.d5.loss_cls: 0.1662, decode.d5.loss_mask: 0.4323, decode.d5.loss_dice: 0.6682, decode.d6.loss_cls: 0.1640, decode.d6.loss_mask: 0.4319, decode.d6.loss_dice: 0.6624, decode.d7.loss_cls: 0.1617, decode.d7.loss_mask: 0.4300, decode.d7.loss_dice: 0.6597, decode.d8.loss_cls: 0.1535, decode.d8.loss_mask: 0.4301, decode.d8.loss_dice: 0.6635, loss: 13.8558, grad_norm: 59.7451 +2023-11-07 10:28:38,433 - mmseg - INFO - Iter [154250/160000] lr: 3.594e-06, eta: 0:45:21, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1639, decode.loss_mask: 0.4248, decode.loss_dice: 0.6575, decode.d0.loss_cls: 1.1539, decode.d0.loss_mask: 0.4623, decode.d0.loss_dice: 0.7296, decode.d1.loss_cls: 0.2485, decode.d1.loss_mask: 0.4383, decode.d1.loss_dice: 0.6914, decode.d2.loss_cls: 0.2088, decode.d2.loss_mask: 0.4322, decode.d2.loss_dice: 0.6753, decode.d3.loss_cls: 0.1866, decode.d3.loss_mask: 0.4287, decode.d3.loss_dice: 0.6650, decode.d4.loss_cls: 0.1800, decode.d4.loss_mask: 0.4262, decode.d4.loss_dice: 0.6612, decode.d5.loss_cls: 0.1706, decode.d5.loss_mask: 0.4260, decode.d5.loss_dice: 0.6616, decode.d6.loss_cls: 0.1672, decode.d6.loss_mask: 0.4268, decode.d6.loss_dice: 0.6600, decode.d7.loss_cls: 0.1640, decode.d7.loss_mask: 0.4258, decode.d7.loss_dice: 0.6598, decode.d8.loss_cls: 0.1617, decode.d8.loss_mask: 0.4243, decode.d8.loss_dice: 0.6595, loss: 13.8413, grad_norm: 73.0642 +2023-11-07 10:29:01,477 - mmseg - INFO - Iter [154300/160000] lr: 3.563e-06, eta: 0:44:57, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1588, decode.loss_mask: 0.4169, decode.loss_dice: 0.6572, decode.d0.loss_cls: 1.1499, decode.d0.loss_mask: 0.4590, decode.d0.loss_dice: 0.7386, decode.d1.loss_cls: 0.2440, decode.d1.loss_mask: 0.4319, decode.d1.loss_dice: 0.6928, decode.d2.loss_cls: 0.1956, decode.d2.loss_mask: 0.4264, decode.d2.loss_dice: 0.6794, decode.d3.loss_cls: 0.1870, decode.d3.loss_mask: 0.4211, decode.d3.loss_dice: 0.6616, decode.d4.loss_cls: 0.1748, decode.d4.loss_mask: 0.4208, decode.d4.loss_dice: 0.6671, decode.d5.loss_cls: 0.1705, decode.d5.loss_mask: 0.4192, decode.d5.loss_dice: 0.6624, decode.d6.loss_cls: 0.1604, decode.d6.loss_mask: 0.4178, decode.d6.loss_dice: 0.6584, decode.d7.loss_cls: 0.1611, decode.d7.loss_mask: 0.4176, decode.d7.loss_dice: 0.6558, decode.d8.loss_cls: 0.1616, decode.d8.loss_mask: 0.4175, decode.d8.loss_dice: 0.6582, loss: 13.7434, grad_norm: 59.6618 +2023-11-07 10:29:24,413 - mmseg - INFO - Iter [154350/160000] lr: 3.532e-06, eta: 0:44:33, time: 0.459, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1506, decode.loss_mask: 0.4341, decode.loss_dice: 0.6448, decode.d0.loss_cls: 1.1431, decode.d0.loss_mask: 0.4808, decode.d0.loss_dice: 0.7178, decode.d1.loss_cls: 0.2210, decode.d1.loss_mask: 0.4572, decode.d1.loss_dice: 0.6894, decode.d2.loss_cls: 0.1886, decode.d2.loss_mask: 0.4425, decode.d2.loss_dice: 0.6609, decode.d3.loss_cls: 0.1768, decode.d3.loss_mask: 0.4366, decode.d3.loss_dice: 0.6504, decode.d4.loss_cls: 0.1642, decode.d4.loss_mask: 0.4358, decode.d4.loss_dice: 0.6501, decode.d5.loss_cls: 0.1573, decode.d5.loss_mask: 0.4348, decode.d5.loss_dice: 0.6463, decode.d6.loss_cls: 0.1546, decode.d6.loss_mask: 0.4343, decode.d6.loss_dice: 0.6481, decode.d7.loss_cls: 0.1501, decode.d7.loss_mask: 0.4355, decode.d7.loss_dice: 0.6459, decode.d8.loss_cls: 0.1485, decode.d8.loss_mask: 0.4341, decode.d8.loss_dice: 0.6431, loss: 13.6773, grad_norm: 63.2255 +2023-11-07 10:29:47,272 - mmseg - INFO - Iter [154400/160000] lr: 3.501e-06, eta: 0:44:10, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1625, decode.loss_mask: 0.4208, decode.loss_dice: 0.6569, decode.d0.loss_cls: 1.1400, decode.d0.loss_mask: 0.4597, decode.d0.loss_dice: 0.7221, decode.d1.loss_cls: 0.2374, decode.d1.loss_mask: 0.4371, decode.d1.loss_dice: 0.6939, decode.d2.loss_cls: 0.2011, decode.d2.loss_mask: 0.4278, decode.d2.loss_dice: 0.6750, decode.d3.loss_cls: 0.1858, decode.d3.loss_mask: 0.4246, decode.d3.loss_dice: 0.6601, decode.d4.loss_cls: 0.1695, decode.d4.loss_mask: 0.4246, decode.d4.loss_dice: 0.6592, decode.d5.loss_cls: 0.1703, decode.d5.loss_mask: 0.4238, decode.d5.loss_dice: 0.6607, decode.d6.loss_cls: 0.1703, decode.d6.loss_mask: 0.4231, decode.d6.loss_dice: 0.6579, decode.d7.loss_cls: 0.1626, decode.d7.loss_mask: 0.4219, decode.d7.loss_dice: 0.6593, decode.d8.loss_cls: 0.1630, decode.d8.loss_mask: 0.4210, decode.d8.loss_dice: 0.6591, loss: 13.7511, grad_norm: 59.8049 +2023-11-07 10:30:10,141 - mmseg - INFO - Iter [154450/160000] lr: 3.469e-06, eta: 0:43:46, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1774, decode.loss_mask: 0.4277, decode.loss_dice: 0.6605, decode.d0.loss_cls: 1.1943, decode.d0.loss_mask: 0.4643, decode.d0.loss_dice: 0.7389, decode.d1.loss_cls: 0.2647, decode.d1.loss_mask: 0.4435, decode.d1.loss_dice: 0.6969, decode.d2.loss_cls: 0.2280, decode.d2.loss_mask: 0.4376, decode.d2.loss_dice: 0.6750, decode.d3.loss_cls: 0.2050, decode.d3.loss_mask: 0.4330, decode.d3.loss_dice: 0.6650, decode.d4.loss_cls: 0.1908, decode.d4.loss_mask: 0.4321, decode.d4.loss_dice: 0.6652, decode.d5.loss_cls: 0.1872, decode.d5.loss_mask: 0.4297, decode.d5.loss_dice: 0.6663, decode.d6.loss_cls: 0.1829, decode.d6.loss_mask: 0.4287, decode.d6.loss_dice: 0.6588, decode.d7.loss_cls: 0.1767, decode.d7.loss_mask: 0.4285, decode.d7.loss_dice: 0.6617, decode.d8.loss_cls: 0.1735, decode.d8.loss_mask: 0.4284, decode.d8.loss_dice: 0.6599, loss: 14.0820, grad_norm: 64.0567 +2023-11-07 10:30:33,014 - mmseg - INFO - Iter [154500/160000] lr: 3.438e-06, eta: 0:43:22, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1547, decode.loss_mask: 0.4383, decode.loss_dice: 0.6602, decode.d0.loss_cls: 1.1402, decode.d0.loss_mask: 0.4767, decode.d0.loss_dice: 0.7247, decode.d1.loss_cls: 0.2367, decode.d1.loss_mask: 0.4532, decode.d1.loss_dice: 0.6953, decode.d2.loss_cls: 0.2021, decode.d2.loss_mask: 0.4446, decode.d2.loss_dice: 0.6767, decode.d3.loss_cls: 0.1861, decode.d3.loss_mask: 0.4419, decode.d3.loss_dice: 0.6627, decode.d4.loss_cls: 0.1705, decode.d4.loss_mask: 0.4404, decode.d4.loss_dice: 0.6595, decode.d5.loss_cls: 0.1655, decode.d5.loss_mask: 0.4379, decode.d5.loss_dice: 0.6587, decode.d6.loss_cls: 0.1613, decode.d6.loss_mask: 0.4390, decode.d6.loss_dice: 0.6595, decode.d7.loss_cls: 0.1598, decode.d7.loss_mask: 0.4373, decode.d7.loss_dice: 0.6584, decode.d8.loss_cls: 0.1574, decode.d8.loss_mask: 0.4379, decode.d8.loss_dice: 0.6610, loss: 13.8983, grad_norm: 66.3950 +2023-11-07 10:30:55,913 - mmseg - INFO - Iter [154550/160000] lr: 3.407e-06, eta: 0:42:59, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1562, decode.loss_mask: 0.4247, decode.loss_dice: 0.6595, decode.d0.loss_cls: 1.1508, decode.d0.loss_mask: 0.4624, decode.d0.loss_dice: 0.7270, decode.d1.loss_cls: 0.2354, decode.d1.loss_mask: 0.4380, decode.d1.loss_dice: 0.6937, decode.d2.loss_cls: 0.2039, decode.d2.loss_mask: 0.4308, decode.d2.loss_dice: 0.6765, decode.d3.loss_cls: 0.1823, decode.d3.loss_mask: 0.4258, decode.d3.loss_dice: 0.6633, decode.d4.loss_cls: 0.1737, decode.d4.loss_mask: 0.4247, decode.d4.loss_dice: 0.6621, decode.d5.loss_cls: 0.1643, decode.d5.loss_mask: 0.4248, decode.d5.loss_dice: 0.6609, decode.d6.loss_cls: 0.1586, decode.d6.loss_mask: 0.4256, decode.d6.loss_dice: 0.6631, decode.d7.loss_cls: 0.1575, decode.d7.loss_mask: 0.4258, decode.d7.loss_dice: 0.6620, decode.d8.loss_cls: 0.1581, decode.d8.loss_mask: 0.4246, decode.d8.loss_dice: 0.6601, loss: 13.7763, grad_norm: 69.2110 +2023-11-07 10:31:18,774 - mmseg - INFO - Iter [154600/160000] lr: 3.376e-06, eta: 0:42:35, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1677, decode.loss_mask: 0.4301, decode.loss_dice: 0.6496, decode.d0.loss_cls: 1.1579, decode.d0.loss_mask: 0.4674, decode.d0.loss_dice: 0.7231, decode.d1.loss_cls: 0.2561, decode.d1.loss_mask: 0.4491, decode.d1.loss_dice: 0.6882, decode.d2.loss_cls: 0.2145, decode.d2.loss_mask: 0.4382, decode.d2.loss_dice: 0.6682, decode.d3.loss_cls: 0.1952, decode.d3.loss_mask: 0.4325, decode.d3.loss_dice: 0.6566, decode.d4.loss_cls: 0.1832, decode.d4.loss_mask: 0.4325, decode.d4.loss_dice: 0.6558, decode.d5.loss_cls: 0.1765, decode.d5.loss_mask: 0.4301, decode.d5.loss_dice: 0.6554, decode.d6.loss_cls: 0.1720, decode.d6.loss_mask: 0.4305, decode.d6.loss_dice: 0.6537, decode.d7.loss_cls: 0.1701, decode.d7.loss_mask: 0.4298, decode.d7.loss_dice: 0.6509, decode.d8.loss_cls: 0.1694, decode.d8.loss_mask: 0.4287, decode.d8.loss_dice: 0.6546, loss: 13.8877, grad_norm: 71.1669 +2023-11-07 10:31:41,684 - mmseg - INFO - Iter [154650/160000] lr: 3.344e-06, eta: 0:42:11, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1529, decode.loss_mask: 0.4474, decode.loss_dice: 0.6445, decode.d0.loss_cls: 1.1387, decode.d0.loss_mask: 0.4825, decode.d0.loss_dice: 0.7045, decode.d1.loss_cls: 0.2240, decode.d1.loss_mask: 0.4646, decode.d1.loss_dice: 0.6817, decode.d2.loss_cls: 0.1899, decode.d2.loss_mask: 0.4548, decode.d2.loss_dice: 0.6564, decode.d3.loss_cls: 0.1704, decode.d3.loss_mask: 0.4504, decode.d3.loss_dice: 0.6475, decode.d4.loss_cls: 0.1651, decode.d4.loss_mask: 0.4502, decode.d4.loss_dice: 0.6446, decode.d5.loss_cls: 0.1594, decode.d5.loss_mask: 0.4498, decode.d5.loss_dice: 0.6445, decode.d6.loss_cls: 0.1583, decode.d6.loss_mask: 0.4489, decode.d6.loss_dice: 0.6403, decode.d7.loss_cls: 0.1551, decode.d7.loss_mask: 0.4484, decode.d7.loss_dice: 0.6459, decode.d8.loss_cls: 0.1499, decode.d8.loss_mask: 0.4475, decode.d8.loss_dice: 0.6435, loss: 13.7616, grad_norm: 68.1754 +2023-11-07 10:32:04,688 - mmseg - INFO - Iter [154700/160000] lr: 3.313e-06, eta: 0:41:47, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1685, decode.loss_mask: 0.4350, decode.loss_dice: 0.6729, decode.d0.loss_cls: 1.1681, decode.d0.loss_mask: 0.4706, decode.d0.loss_dice: 0.7521, decode.d1.loss_cls: 0.2526, decode.d1.loss_mask: 0.4499, decode.d1.loss_dice: 0.7163, decode.d2.loss_cls: 0.2173, decode.d2.loss_mask: 0.4430, decode.d2.loss_dice: 0.7002, decode.d3.loss_cls: 0.1978, decode.d3.loss_mask: 0.4394, decode.d3.loss_dice: 0.6835, decode.d4.loss_cls: 0.1845, decode.d4.loss_mask: 0.4385, decode.d4.loss_dice: 0.6863, decode.d5.loss_cls: 0.1799, decode.d5.loss_mask: 0.4352, decode.d5.loss_dice: 0.6836, decode.d6.loss_cls: 0.1757, decode.d6.loss_mask: 0.4352, decode.d6.loss_dice: 0.6810, decode.d7.loss_cls: 0.1686, decode.d7.loss_mask: 0.4351, decode.d7.loss_dice: 0.6799, decode.d8.loss_cls: 0.1683, decode.d8.loss_mask: 0.4346, decode.d8.loss_dice: 0.6782, loss: 14.2317, grad_norm: 66.5565 +2023-11-07 10:32:27,731 - mmseg - INFO - Iter [154750/160000] lr: 3.282e-06, eta: 0:41:24, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1587, decode.loss_mask: 0.4377, decode.loss_dice: 0.6568, decode.d0.loss_cls: 1.1295, decode.d0.loss_mask: 0.4772, decode.d0.loss_dice: 0.7319, decode.d1.loss_cls: 0.2387, decode.d1.loss_mask: 0.4551, decode.d1.loss_dice: 0.6952, decode.d2.loss_cls: 0.2030, decode.d2.loss_mask: 0.4453, decode.d2.loss_dice: 0.6805, decode.d3.loss_cls: 0.1809, decode.d3.loss_mask: 0.4421, decode.d3.loss_dice: 0.6653, decode.d4.loss_cls: 0.1716, decode.d4.loss_mask: 0.4389, decode.d4.loss_dice: 0.6633, decode.d5.loss_cls: 0.1676, decode.d5.loss_mask: 0.4391, decode.d5.loss_dice: 0.6638, decode.d6.loss_cls: 0.1629, decode.d6.loss_mask: 0.4389, decode.d6.loss_dice: 0.6610, decode.d7.loss_cls: 0.1682, decode.d7.loss_mask: 0.4371, decode.d7.loss_dice: 0.6605, decode.d8.loss_cls: 0.1607, decode.d8.loss_mask: 0.4373, decode.d8.loss_dice: 0.6614, loss: 13.9301, grad_norm: 69.6521 +2023-11-07 10:32:50,589 - mmseg - INFO - Iter [154800/160000] lr: 3.251e-06, eta: 0:41:00, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1554, decode.loss_mask: 0.4267, decode.loss_dice: 0.6653, decode.d0.loss_cls: 1.1600, decode.d0.loss_mask: 0.4611, decode.d0.loss_dice: 0.7376, decode.d1.loss_cls: 0.2468, decode.d1.loss_mask: 0.4395, decode.d1.loss_dice: 0.6992, decode.d2.loss_cls: 0.1966, decode.d2.loss_mask: 0.4329, decode.d2.loss_dice: 0.6830, decode.d3.loss_cls: 0.1792, decode.d3.loss_mask: 0.4305, decode.d3.loss_dice: 0.6727, decode.d4.loss_cls: 0.1700, decode.d4.loss_mask: 0.4299, decode.d4.loss_dice: 0.6660, decode.d5.loss_cls: 0.1656, decode.d5.loss_mask: 0.4283, decode.d5.loss_dice: 0.6656, decode.d6.loss_cls: 0.1584, decode.d6.loss_mask: 0.4282, decode.d6.loss_dice: 0.6681, decode.d7.loss_cls: 0.1550, decode.d7.loss_mask: 0.4272, decode.d7.loss_dice: 0.6644, decode.d8.loss_cls: 0.1592, decode.d8.loss_mask: 0.4268, decode.d8.loss_dice: 0.6626, loss: 13.8619, grad_norm: 59.6741 +2023-11-07 10:33:13,404 - mmseg - INFO - Iter [154850/160000] lr: 3.219e-06, eta: 0:40:36, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1635, decode.loss_mask: 0.4290, decode.loss_dice: 0.6480, decode.d0.loss_cls: 1.1472, decode.d0.loss_mask: 0.4639, decode.d0.loss_dice: 0.7111, decode.d1.loss_cls: 0.2468, decode.d1.loss_mask: 0.4445, decode.d1.loss_dice: 0.6846, decode.d2.loss_cls: 0.2016, decode.d2.loss_mask: 0.4355, decode.d2.loss_dice: 0.6648, decode.d3.loss_cls: 0.1893, decode.d3.loss_mask: 0.4320, decode.d3.loss_dice: 0.6506, decode.d4.loss_cls: 0.1824, decode.d4.loss_mask: 0.4298, decode.d4.loss_dice: 0.6473, decode.d5.loss_cls: 0.1716, decode.d5.loss_mask: 0.4304, decode.d5.loss_dice: 0.6483, decode.d6.loss_cls: 0.1694, decode.d6.loss_mask: 0.4306, decode.d6.loss_dice: 0.6473, decode.d7.loss_cls: 0.1621, decode.d7.loss_mask: 0.4284, decode.d7.loss_dice: 0.6451, decode.d8.loss_cls: 0.1648, decode.d8.loss_mask: 0.4293, decode.d8.loss_dice: 0.6462, loss: 13.7457, grad_norm: 63.6501 +2023-11-07 10:33:36,345 - mmseg - INFO - Iter [154900/160000] lr: 3.188e-06, eta: 0:40:13, time: 0.459, data_time: 0.015, memory: 39436, decode.loss_cls: 0.1623, decode.loss_mask: 0.4273, decode.loss_dice: 0.6541, decode.d0.loss_cls: 1.1504, decode.d0.loss_mask: 0.4650, decode.d0.loss_dice: 0.7246, decode.d1.loss_cls: 0.2397, decode.d1.loss_mask: 0.4427, decode.d1.loss_dice: 0.6997, decode.d2.loss_cls: 0.1994, decode.d2.loss_mask: 0.4357, decode.d2.loss_dice: 0.6784, decode.d3.loss_cls: 0.1810, decode.d3.loss_mask: 0.4318, decode.d3.loss_dice: 0.6687, decode.d4.loss_cls: 0.1764, decode.d4.loss_mask: 0.4297, decode.d4.loss_dice: 0.6640, decode.d5.loss_cls: 0.1702, decode.d5.loss_mask: 0.4291, decode.d5.loss_dice: 0.6637, decode.d6.loss_cls: 0.1668, decode.d6.loss_mask: 0.4286, decode.d6.loss_dice: 0.6575, decode.d7.loss_cls: 0.1625, decode.d7.loss_mask: 0.4279, decode.d7.loss_dice: 0.6604, decode.d8.loss_cls: 0.1666, decode.d8.loss_mask: 0.4278, decode.d8.loss_dice: 0.6591, loss: 13.8509, grad_norm: 65.7707 +2023-11-07 10:33:59,146 - mmseg - INFO - Iter [154950/160000] lr: 3.157e-06, eta: 0:39:49, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1491, decode.loss_mask: 0.4405, decode.loss_dice: 0.6373, decode.d0.loss_cls: 1.1070, decode.d0.loss_mask: 0.4721, decode.d0.loss_dice: 0.7070, decode.d1.loss_cls: 0.2352, decode.d1.loss_mask: 0.4534, decode.d1.loss_dice: 0.6690, decode.d2.loss_cls: 0.1985, decode.d2.loss_mask: 0.4454, decode.d2.loss_dice: 0.6540, decode.d3.loss_cls: 0.1800, decode.d3.loss_mask: 0.4414, decode.d3.loss_dice: 0.6378, decode.d4.loss_cls: 0.1704, decode.d4.loss_mask: 0.4408, decode.d4.loss_dice: 0.6365, decode.d5.loss_cls: 0.1614, decode.d5.loss_mask: 0.4398, decode.d5.loss_dice: 0.6395, decode.d6.loss_cls: 0.1609, decode.d6.loss_mask: 0.4405, decode.d6.loss_dice: 0.6387, decode.d7.loss_cls: 0.1518, decode.d7.loss_mask: 0.4388, decode.d7.loss_dice: 0.6351, decode.d8.loss_cls: 0.1510, decode.d8.loss_mask: 0.4402, decode.d8.loss_dice: 0.6353, loss: 13.6083, grad_norm: 64.9469 +2023-11-07 10:34:22,093 - mmseg - INFO - Saving checkpoint at 155000 iterations +2023-11-07 10:34:24,556 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 10:34:24,556 - mmseg - INFO - Iter [155000/160000] lr: 3.126e-06, eta: 0:39:25, time: 0.508, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1674, decode.loss_mask: 0.4280, decode.loss_dice: 0.6413, decode.d0.loss_cls: 1.0988, decode.d0.loss_mask: 0.4673, decode.d0.loss_dice: 0.7184, decode.d1.loss_cls: 0.2453, decode.d1.loss_mask: 0.4448, decode.d1.loss_dice: 0.6828, decode.d2.loss_cls: 0.2097, decode.d2.loss_mask: 0.4344, decode.d2.loss_dice: 0.6605, decode.d3.loss_cls: 0.1948, decode.d3.loss_mask: 0.4313, decode.d3.loss_dice: 0.6474, decode.d4.loss_cls: 0.1854, decode.d4.loss_mask: 0.4302, decode.d4.loss_dice: 0.6464, decode.d5.loss_cls: 0.1782, decode.d5.loss_mask: 0.4300, decode.d5.loss_dice: 0.6460, decode.d6.loss_cls: 0.1713, decode.d6.loss_mask: 0.4290, decode.d6.loss_dice: 0.6431, decode.d7.loss_cls: 0.1727, decode.d7.loss_mask: 0.4284, decode.d7.loss_dice: 0.6432, decode.d8.loss_cls: 0.1646, decode.d8.loss_mask: 0.4288, decode.d8.loss_dice: 0.6426, loss: 13.7121, grad_norm: 64.4603 +2023-11-07 10:34:44,242 - mmseg - INFO - per class results: +2023-11-07 10:34:44,247 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.27 | 87.23 | +| building | 83.07 | 93.06 | +| sky | 94.5 | 97.27 | +| floor | 83.09 | 90.95 | +| tree | 74.71 | 88.13 | +| ceiling | 84.2 | 91.45 | +| road | 85.4 | 92.09 | +| bed | 90.59 | 95.68 | +| windowpane | 63.7 | 81.17 | +| grass | 67.72 | 80.9 | +| cabinet | 61.98 | 75.24 | +| sidewalk | 66.79 | 78.7 | +| person | 84.4 | 92.67 | +| earth | 42.69 | 58.15 | +| door | 52.75 | 69.47 | +| table | 68.77 | 81.3 | +| mountain | 62.49 | 74.5 | +| plant | 53.3 | 66.26 | +| curtain | 75.12 | 87.52 | +| chair | 64.13 | 76.38 | +| car | 86.92 | 93.1 | +| water | 53.04 | 66.41 | +| painting | 69.73 | 87.84 | +| sofa | 71.98 | 84.61 | +| shelf | 42.67 | 63.62 | +| house | 45.86 | 60.71 | +| sea | 59.95 | 90.08 | +| mirror | 71.99 | 81.43 | +| rug | 65.8 | 76.44 | +| field | 37.73 | 55.08 | +| armchair | 50.21 | 71.37 | +| seat | 60.32 | 84.74 | +| fence | 50.13 | 63.78 | +| desk | 56.57 | 76.07 | +| rock | 48.45 | 74.13 | +| wardrobe | 40.21 | 62.64 | +| lamp | 72.77 | 82.86 | +| bathtub | 80.86 | 90.91 | +| railing | 36.79 | 55.67 | +| cushion | 57.22 | 69.9 | +| base | 42.24 | 61.69 | +| box | 30.62 | 42.56 | +| column | 52.01 | 66.57 | +| signboard | 38.46 | 55.93 | +| chest of drawers | 41.81 | 68.89 | +| counter | 27.88 | 39.78 | +| sand | 59.79 | 66.75 | +| sink | 74.75 | 84.02 | +| skyscraper | 32.5 | 41.28 | +| fireplace | 75.0 | 88.67 | +| refrigerator | 76.23 | 84.03 | +| grandstand | 45.44 | 73.88 | +| path | 24.91 | 39.3 | +| stairs | 30.75 | 39.08 | +| runway | 63.33 | 82.03 | +| case | 42.95 | 66.59 | +| pool table | 95.28 | 97.72 | +| pillow | 58.04 | 72.33 | +| screen door | 60.49 | 69.36 | +| stairway | 28.73 | 38.4 | +| river | 22.24 | 31.75 | +| bridge | 74.95 | 86.93 | +| bookcase | 44.48 | 65.1 | +| blind | 48.99 | 56.6 | +| coffee table | 68.26 | 85.71 | +| toilet | 89.09 | 91.91 | +| flower | 39.53 | 55.62 | +| book | 53.56 | 71.53 | +| hill | 5.23 | 10.28 | +| bench | 38.43 | 49.45 | +| countertop | 62.57 | 76.55 | +| stove | 83.36 | 88.3 | +| palm | 56.33 | 76.81 | +| kitchen island | 47.83 | 80.13 | +| computer | 69.57 | 75.6 | +| swivel chair | 50.84 | 70.14 | +| boat | 36.32 | 54.47 | +| bar | 52.5 | 70.23 | +| arcade machine | 58.71 | 61.49 | +| hovel | 35.36 | 48.72 | +| bus | 92.12 | 95.9 | +| towel | 63.96 | 77.21 | +| light | 63.14 | 76.99 | +| truck | 38.21 | 51.8 | +| tower | 30.21 | 52.57 | +| chandelier | 68.92 | 81.73 | +| awning | 26.52 | 37.95 | +| streetlight | 38.5 | 56.09 | +| booth | 74.2 | 77.68 | +| television receiver | 68.29 | 85.73 | +| airplane | 63.44 | 70.42 | +| dirt track | 26.95 | 49.16 | +| apparel | 27.73 | 44.8 | +| pole | 30.58 | 43.64 | +| land | 0.46 | 0.78 | +| bannister | 22.34 | 30.05 | +| escalator | 29.72 | 31.93 | +| ottoman | 47.88 | 66.34 | +| bottle | 24.43 | 30.19 | +| buffet | 42.19 | 54.03 | +| poster | 30.04 | 41.95 | +| stage | 20.24 | 33.41 | +| van | 50.11 | 71.62 | +| ship | 50.79 | 76.1 | +| fountain | 20.82 | 21.78 | +| conveyer belt | 50.8 | 67.49 | +| canopy | 11.78 | 19.42 | +| washer | 69.28 | 74.3 | +| plaything | 21.21 | 32.4 | +| swimming pool | 64.1 | 66.18 | +| stool | 45.22 | 73.27 | +| barrel | 61.99 | 74.87 | +| basket | 47.98 | 61.7 | +| waterfall | 37.63 | 54.36 | +| tent | 85.91 | 98.52 | +| bag | 21.96 | 28.5 | +| minibike | 74.67 | 88.24 | +| cradle | 77.7 | 97.71 | +| oven | 24.97 | 68.79 | +| ball | 24.06 | 25.89 | +| food | 63.43 | 71.22 | +| step | 21.08 | 27.67 | +| tank | 50.18 | 51.78 | +| trade name | 25.88 | 34.18 | +| microwave | 42.1 | 46.53 | +| pot | 49.19 | 59.19 | +| animal | 69.66 | 72.26 | +| bicycle | 62.52 | 82.26 | +| lake | 61.46 | 69.78 | +| dishwasher | 69.51 | 80.51 | +| screen | 59.82 | 81.06 | +| blanket | 16.45 | 18.45 | +| sculpture | 66.4 | 86.83 | +| hood | 87.09 | 94.9 | +| sconce | 51.92 | 71.36 | +| vase | 48.8 | 68.0 | +| traffic light | 41.25 | 66.4 | +| tray | 21.45 | 31.02 | +| ashcan | 46.06 | 68.75 | +| fan | 73.22 | 85.93 | +| pier | 13.19 | 19.15 | +| crt screen | 2.19 | 6.6 | +| plate | 60.06 | 76.31 | +| monitor | 6.43 | 8.51 | +| bulletin board | 45.17 | 67.74 | +| shower | 3.0 | 23.58 | +| radiator | 57.69 | 65.02 | +| glass | 22.34 | 24.22 | +| clock | 56.3 | 70.05 | +| flag | 35.91 | 38.57 | ++---------------------+-------+-------+ +2023-11-07 10:34:44,247 - mmseg - INFO - Summary: +2023-11-07 10:34:44,247 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 84.09 | 51.59 | 64.63 | ++-------+-------+-------+ +2023-11-07 10:34:44,248 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 10:34:44,249 - mmseg - INFO - Iter(val) [250] aAcc: 0.8409, mIoU: 0.5159, mAcc: 0.6463, IoU.wall: 0.7927, IoU.building: 0.8307, IoU.sky: 0.9450, IoU.floor: 0.8309, IoU.tree: 0.7471, IoU.ceiling: 0.8420, IoU.road: 0.8540, IoU.bed : 0.9059, IoU.windowpane: 0.6370, IoU.grass: 0.6772, IoU.cabinet: 0.6198, IoU.sidewalk: 0.6679, IoU.person: 0.8440, IoU.earth: 0.4269, IoU.door: 0.5275, IoU.table: 0.6877, IoU.mountain: 0.6249, IoU.plant: 0.5330, IoU.curtain: 0.7512, IoU.chair: 0.6413, IoU.car: 0.8692, IoU.water: 0.5304, IoU.painting: 0.6973, IoU.sofa: 0.7198, IoU.shelf: 0.4267, IoU.house: 0.4586, IoU.sea: 0.5995, IoU.mirror: 0.7199, IoU.rug: 0.6580, IoU.field: 0.3773, IoU.armchair: 0.5021, IoU.seat: 0.6032, IoU.fence: 0.5013, IoU.desk: 0.5657, IoU.rock: 0.4845, IoU.wardrobe: 0.4021, IoU.lamp: 0.7277, IoU.bathtub: 0.8086, IoU.railing: 0.3679, IoU.cushion: 0.5722, IoU.base: 0.4224, IoU.box: 0.3062, IoU.column: 0.5201, IoU.signboard: 0.3846, IoU.chest of drawers: 0.4181, IoU.counter: 0.2788, IoU.sand: 0.5979, IoU.sink: 0.7475, IoU.skyscraper: 0.3250, IoU.fireplace: 0.7500, IoU.refrigerator: 0.7623, IoU.grandstand: 0.4544, IoU.path: 0.2491, IoU.stairs: 0.3075, IoU.runway: 0.6333, IoU.case: 0.4295, IoU.pool table: 0.9528, IoU.pillow: 0.5804, IoU.screen door: 0.6049, IoU.stairway: 0.2873, IoU.river: 0.2224, IoU.bridge: 0.7495, IoU.bookcase: 0.4448, IoU.blind: 0.4899, IoU.coffee table: 0.6826, IoU.toilet: 0.8909, IoU.flower: 0.3953, IoU.book: 0.5356, IoU.hill: 0.0523, IoU.bench: 0.3843, IoU.countertop: 0.6257, IoU.stove: 0.8336, IoU.palm: 0.5633, IoU.kitchen island: 0.4783, IoU.computer: 0.6957, IoU.swivel chair: 0.5084, IoU.boat: 0.3632, IoU.bar: 0.5250, IoU.arcade machine: 0.5871, IoU.hovel: 0.3536, IoU.bus: 0.9212, IoU.towel: 0.6396, IoU.light: 0.6314, IoU.truck: 0.3821, IoU.tower: 0.3021, IoU.chandelier: 0.6892, IoU.awning: 0.2652, IoU.streetlight: 0.3850, IoU.booth: 0.7420, IoU.television receiver: 0.6829, IoU.airplane: 0.6344, IoU.dirt track: 0.2695, IoU.apparel: 0.2773, IoU.pole: 0.3058, IoU.land: 0.0046, IoU.bannister: 0.2234, IoU.escalator: 0.2972, IoU.ottoman: 0.4788, IoU.bottle: 0.2443, IoU.buffet: 0.4219, IoU.poster: 0.3004, IoU.stage: 0.2024, IoU.van: 0.5011, IoU.ship: 0.5079, IoU.fountain: 0.2082, IoU.conveyer belt: 0.5080, IoU.canopy: 0.1178, IoU.washer: 0.6928, IoU.plaything: 0.2121, IoU.swimming pool: 0.6410, IoU.stool: 0.4522, IoU.barrel: 0.6199, IoU.basket: 0.4798, IoU.waterfall: 0.3763, IoU.tent: 0.8591, IoU.bag: 0.2196, IoU.minibike: 0.7467, IoU.cradle: 0.7770, IoU.oven: 0.2497, IoU.ball: 0.2406, IoU.food: 0.6343, IoU.step: 0.2108, IoU.tank: 0.5018, IoU.trade name: 0.2588, IoU.microwave: 0.4210, IoU.pot: 0.4919, IoU.animal: 0.6966, IoU.bicycle: 0.6252, IoU.lake: 0.6146, IoU.dishwasher: 0.6951, IoU.screen: 0.5982, IoU.blanket: 0.1645, IoU.sculpture: 0.6640, IoU.hood: 0.8709, IoU.sconce: 0.5192, IoU.vase: 0.4880, IoU.traffic light: 0.4125, IoU.tray: 0.2145, IoU.ashcan: 0.4606, IoU.fan: 0.7322, IoU.pier: 0.1319, IoU.crt screen: 0.0219, IoU.plate: 0.6006, IoU.monitor: 0.0643, IoU.bulletin board: 0.4517, IoU.shower: 0.0300, IoU.radiator: 0.5769, IoU.glass: 0.2234, IoU.clock: 0.5630, IoU.flag: 0.3591, Acc.wall: 0.8723, Acc.building: 0.9306, Acc.sky: 0.9727, Acc.floor: 0.9095, Acc.tree: 0.8813, Acc.ceiling: 0.9145, Acc.road: 0.9209, Acc.bed : 0.9568, Acc.windowpane: 0.8117, Acc.grass: 0.8090, Acc.cabinet: 0.7524, Acc.sidewalk: 0.7870, Acc.person: 0.9267, Acc.earth: 0.5815, Acc.door: 0.6947, Acc.table: 0.8130, Acc.mountain: 0.7450, Acc.plant: 0.6626, Acc.curtain: 0.8752, Acc.chair: 0.7638, Acc.car: 0.9310, Acc.water: 0.6641, Acc.painting: 0.8784, Acc.sofa: 0.8461, Acc.shelf: 0.6362, Acc.house: 0.6071, Acc.sea: 0.9008, Acc.mirror: 0.8143, Acc.rug: 0.7644, Acc.field: 0.5508, Acc.armchair: 0.7137, Acc.seat: 0.8474, Acc.fence: 0.6378, Acc.desk: 0.7607, Acc.rock: 0.7413, Acc.wardrobe: 0.6264, Acc.lamp: 0.8286, Acc.bathtub: 0.9091, Acc.railing: 0.5567, Acc.cushion: 0.6990, Acc.base: 0.6169, Acc.box: 0.4256, Acc.column: 0.6657, Acc.signboard: 0.5593, Acc.chest of drawers: 0.6889, Acc.counter: 0.3978, Acc.sand: 0.6675, Acc.sink: 0.8402, Acc.skyscraper: 0.4128, Acc.fireplace: 0.8867, Acc.refrigerator: 0.8403, Acc.grandstand: 0.7388, Acc.path: 0.3930, Acc.stairs: 0.3908, Acc.runway: 0.8203, Acc.case: 0.6659, Acc.pool table: 0.9772, Acc.pillow: 0.7233, Acc.screen door: 0.6936, Acc.stairway: 0.3840, Acc.river: 0.3175, Acc.bridge: 0.8693, Acc.bookcase: 0.6510, Acc.blind: 0.5660, Acc.coffee table: 0.8571, Acc.toilet: 0.9191, Acc.flower: 0.5562, Acc.book: 0.7153, Acc.hill: 0.1028, Acc.bench: 0.4945, Acc.countertop: 0.7655, Acc.stove: 0.8830, Acc.palm: 0.7681, Acc.kitchen island: 0.8013, Acc.computer: 0.7560, Acc.swivel chair: 0.7014, Acc.boat: 0.5447, Acc.bar: 0.7023, Acc.arcade machine: 0.6149, Acc.hovel: 0.4872, Acc.bus: 0.9590, Acc.towel: 0.7721, Acc.light: 0.7699, Acc.truck: 0.5180, Acc.tower: 0.5257, Acc.chandelier: 0.8173, Acc.awning: 0.3795, Acc.streetlight: 0.5609, Acc.booth: 0.7768, Acc.television receiver: 0.8573, Acc.airplane: 0.7042, Acc.dirt track: 0.4916, Acc.apparel: 0.4480, Acc.pole: 0.4364, Acc.land: 0.0078, Acc.bannister: 0.3005, Acc.escalator: 0.3193, Acc.ottoman: 0.6634, Acc.bottle: 0.3019, Acc.buffet: 0.5403, Acc.poster: 0.4195, Acc.stage: 0.3341, Acc.van: 0.7162, Acc.ship: 0.7610, Acc.fountain: 0.2178, Acc.conveyer belt: 0.6749, Acc.canopy: 0.1942, Acc.washer: 0.7430, Acc.plaything: 0.3240, Acc.swimming pool: 0.6618, Acc.stool: 0.7327, Acc.barrel: 0.7487, Acc.basket: 0.6170, Acc.waterfall: 0.5436, Acc.tent: 0.9852, Acc.bag: 0.2850, Acc.minibike: 0.8824, Acc.cradle: 0.9771, Acc.oven: 0.6879, Acc.ball: 0.2589, Acc.food: 0.7122, Acc.step: 0.2767, Acc.tank: 0.5178, Acc.trade name: 0.3418, Acc.microwave: 0.4653, Acc.pot: 0.5919, Acc.animal: 0.7226, Acc.bicycle: 0.8226, Acc.lake: 0.6978, Acc.dishwasher: 0.8051, Acc.screen: 0.8106, Acc.blanket: 0.1845, Acc.sculpture: 0.8683, Acc.hood: 0.9490, Acc.sconce: 0.7136, Acc.vase: 0.6800, Acc.traffic light: 0.6640, Acc.tray: 0.3102, Acc.ashcan: 0.6875, Acc.fan: 0.8593, Acc.pier: 0.1915, Acc.crt screen: 0.0660, Acc.plate: 0.7631, Acc.monitor: 0.0851, Acc.bulletin board: 0.6774, Acc.shower: 0.2358, Acc.radiator: 0.6502, Acc.glass: 0.2422, Acc.clock: 0.7005, Acc.flag: 0.3857 +2023-11-07 10:35:07,321 - mmseg - INFO - Iter [155050/160000] lr: 3.094e-06, eta: 0:39:02, time: 0.855, data_time: 0.407, memory: 39436, decode.loss_cls: 0.1505, decode.loss_mask: 0.4321, decode.loss_dice: 0.6431, decode.d0.loss_cls: 1.1316, decode.d0.loss_mask: 0.4693, decode.d0.loss_dice: 0.7116, decode.d1.loss_cls: 0.2235, decode.d1.loss_mask: 0.4482, decode.d1.loss_dice: 0.6807, decode.d2.loss_cls: 0.1878, decode.d2.loss_mask: 0.4401, decode.d2.loss_dice: 0.6584, decode.d3.loss_cls: 0.1722, decode.d3.loss_mask: 0.4345, decode.d3.loss_dice: 0.6488, decode.d4.loss_cls: 0.1663, decode.d4.loss_mask: 0.4328, decode.d4.loss_dice: 0.6441, decode.d5.loss_cls: 0.1608, decode.d5.loss_mask: 0.4334, decode.d5.loss_dice: 0.6462, decode.d6.loss_cls: 0.1577, decode.d6.loss_mask: 0.4325, decode.d6.loss_dice: 0.6417, decode.d7.loss_cls: 0.1531, decode.d7.loss_mask: 0.4329, decode.d7.loss_dice: 0.6452, decode.d8.loss_cls: 0.1525, decode.d8.loss_mask: 0.4319, decode.d8.loss_dice: 0.6430, loss: 13.6065, grad_norm: 71.6540 +2023-11-07 10:35:30,189 - mmseg - INFO - Iter [155100/160000] lr: 3.063e-06, eta: 0:38:39, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1657, decode.loss_mask: 0.4411, decode.loss_dice: 0.6518, decode.d0.loss_cls: 1.1352, decode.d0.loss_mask: 0.4801, decode.d0.loss_dice: 0.7266, decode.d1.loss_cls: 0.2308, decode.d1.loss_mask: 0.4594, decode.d1.loss_dice: 0.6957, decode.d2.loss_cls: 0.1976, decode.d2.loss_mask: 0.4504, decode.d2.loss_dice: 0.6712, decode.d3.loss_cls: 0.1868, decode.d3.loss_mask: 0.4447, decode.d3.loss_dice: 0.6576, decode.d4.loss_cls: 0.1774, decode.d4.loss_mask: 0.4437, decode.d4.loss_dice: 0.6513, decode.d5.loss_cls: 0.1721, decode.d5.loss_mask: 0.4432, decode.d5.loss_dice: 0.6525, decode.d6.loss_cls: 0.1699, decode.d6.loss_mask: 0.4433, decode.d6.loss_dice: 0.6539, decode.d7.loss_cls: 0.1662, decode.d7.loss_mask: 0.4421, decode.d7.loss_dice: 0.6538, decode.d8.loss_cls: 0.1619, decode.d8.loss_mask: 0.4410, decode.d8.loss_dice: 0.6526, loss: 13.9197, grad_norm: 66.4170 +2023-11-07 10:35:52,974 - mmseg - INFO - Iter [155150/160000] lr: 3.032e-06, eta: 0:38:15, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1499, decode.loss_mask: 0.4421, decode.loss_dice: 0.6483, decode.d0.loss_cls: 1.0782, decode.d0.loss_mask: 0.4740, decode.d0.loss_dice: 0.7083, decode.d1.loss_cls: 0.2240, decode.d1.loss_mask: 0.4556, decode.d1.loss_dice: 0.6767, decode.d2.loss_cls: 0.1847, decode.d2.loss_mask: 0.4467, decode.d2.loss_dice: 0.6607, decode.d3.loss_cls: 0.1697, decode.d3.loss_mask: 0.4441, decode.d3.loss_dice: 0.6495, decode.d4.loss_cls: 0.1677, decode.d4.loss_mask: 0.4434, decode.d4.loss_dice: 0.6500, decode.d5.loss_cls: 0.1570, decode.d5.loss_mask: 0.4428, decode.d5.loss_dice: 0.6496, decode.d6.loss_cls: 0.1533, decode.d6.loss_mask: 0.4435, decode.d6.loss_dice: 0.6457, decode.d7.loss_cls: 0.1498, decode.d7.loss_mask: 0.4417, decode.d7.loss_dice: 0.6451, decode.d8.loss_cls: 0.1528, decode.d8.loss_mask: 0.4417, decode.d8.loss_dice: 0.6463, loss: 13.6429, grad_norm: 63.9578 +2023-11-07 10:36:15,802 - mmseg - INFO - Iter [155200/160000] lr: 3.001e-06, eta: 0:37:51, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1756, decode.loss_mask: 0.4206, decode.loss_dice: 0.6642, decode.d0.loss_cls: 1.1443, decode.d0.loss_mask: 0.4582, decode.d0.loss_dice: 0.7348, decode.d1.loss_cls: 0.2657, decode.d1.loss_mask: 0.4356, decode.d1.loss_dice: 0.7013, decode.d2.loss_cls: 0.2223, decode.d2.loss_mask: 0.4278, decode.d2.loss_dice: 0.6843, decode.d3.loss_cls: 0.2022, decode.d3.loss_mask: 0.4245, decode.d3.loss_dice: 0.6662, decode.d4.loss_cls: 0.1920, decode.d4.loss_mask: 0.4230, decode.d4.loss_dice: 0.6658, decode.d5.loss_cls: 0.1869, decode.d5.loss_mask: 0.4229, decode.d5.loss_dice: 0.6637, decode.d6.loss_cls: 0.1807, decode.d6.loss_mask: 0.4205, decode.d6.loss_dice: 0.6614, decode.d7.loss_cls: 0.1792, decode.d7.loss_mask: 0.4205, decode.d7.loss_dice: 0.6583, decode.d8.loss_cls: 0.1739, decode.d8.loss_mask: 0.4214, decode.d8.loss_dice: 0.6639, loss: 13.9617, grad_norm: 62.5635 +2023-11-07 10:36:38,694 - mmseg - INFO - Iter [155250/160000] lr: 2.969e-06, eta: 0:37:28, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1480, decode.loss_mask: 0.4272, decode.loss_dice: 0.6481, decode.d0.loss_cls: 1.1382, decode.d0.loss_mask: 0.4645, decode.d0.loss_dice: 0.7148, decode.d1.loss_cls: 0.2211, decode.d1.loss_mask: 0.4420, decode.d1.loss_dice: 0.6813, decode.d2.loss_cls: 0.1908, decode.d2.loss_mask: 0.4335, decode.d2.loss_dice: 0.6629, decode.d3.loss_cls: 0.1733, decode.d3.loss_mask: 0.4304, decode.d3.loss_dice: 0.6549, decode.d4.loss_cls: 0.1608, decode.d4.loss_mask: 0.4299, decode.d4.loss_dice: 0.6520, decode.d5.loss_cls: 0.1583, decode.d5.loss_mask: 0.4285, decode.d5.loss_dice: 0.6513, decode.d6.loss_cls: 0.1559, decode.d6.loss_mask: 0.4293, decode.d6.loss_dice: 0.6499, decode.d7.loss_cls: 0.1498, decode.d7.loss_mask: 0.4283, decode.d7.loss_dice: 0.6503, decode.d8.loss_cls: 0.1507, decode.d8.loss_mask: 0.4274, decode.d8.loss_dice: 0.6496, loss: 13.6031, grad_norm: 64.1938 +2023-11-07 10:37:01,947 - mmseg - INFO - Iter [155300/160000] lr: 2.938e-06, eta: 0:37:04, time: 0.465, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1729, decode.loss_mask: 0.4177, decode.loss_dice: 0.6539, decode.d0.loss_cls: 1.1197, decode.d0.loss_mask: 0.4553, decode.d0.loss_dice: 0.7264, decode.d1.loss_cls: 0.2486, decode.d1.loss_mask: 0.4337, decode.d1.loss_dice: 0.6937, decode.d2.loss_cls: 0.2106, decode.d2.loss_mask: 0.4251, decode.d2.loss_dice: 0.6723, decode.d3.loss_cls: 0.1959, decode.d3.loss_mask: 0.4204, decode.d3.loss_dice: 0.6590, decode.d4.loss_cls: 0.1896, decode.d4.loss_mask: 0.4200, decode.d4.loss_dice: 0.6567, decode.d5.loss_cls: 0.1833, decode.d5.loss_mask: 0.4188, decode.d5.loss_dice: 0.6579, decode.d6.loss_cls: 0.1778, decode.d6.loss_mask: 0.4177, decode.d6.loss_dice: 0.6568, decode.d7.loss_cls: 0.1802, decode.d7.loss_mask: 0.4174, decode.d7.loss_dice: 0.6529, decode.d8.loss_cls: 0.1751, decode.d8.loss_mask: 0.4167, decode.d8.loss_dice: 0.6546, loss: 13.7807, grad_norm: 65.6790 +2023-11-07 10:37:27,053 - mmseg - INFO - Iter [155350/160000] lr: 2.907e-06, eta: 0:36:40, time: 0.502, data_time: 0.058, memory: 39436, decode.loss_cls: 0.1641, decode.loss_mask: 0.4176, decode.loss_dice: 0.6421, decode.d0.loss_cls: 1.1501, decode.d0.loss_mask: 0.4469, decode.d0.loss_dice: 0.7001, decode.d1.loss_cls: 0.2539, decode.d1.loss_mask: 0.4289, decode.d1.loss_dice: 0.6655, decode.d2.loss_cls: 0.2115, decode.d2.loss_mask: 0.4246, decode.d2.loss_dice: 0.6556, decode.d3.loss_cls: 0.1920, decode.d3.loss_mask: 0.4178, decode.d3.loss_dice: 0.6456, decode.d4.loss_cls: 0.1781, decode.d4.loss_mask: 0.4170, decode.d4.loss_dice: 0.6412, decode.d5.loss_cls: 0.1712, decode.d5.loss_mask: 0.4200, decode.d5.loss_dice: 0.6440, decode.d6.loss_cls: 0.1711, decode.d6.loss_mask: 0.4201, decode.d6.loss_dice: 0.6378, decode.d7.loss_cls: 0.1668, decode.d7.loss_mask: 0.4185, decode.d7.loss_dice: 0.6404, decode.d8.loss_cls: 0.1628, decode.d8.loss_mask: 0.4177, decode.d8.loss_dice: 0.6417, loss: 13.5648, grad_norm: 63.2352 +2023-11-07 10:37:49,924 - mmseg - INFO - Iter [155400/160000] lr: 2.876e-06, eta: 0:36:17, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1618, decode.loss_mask: 0.4325, decode.loss_dice: 0.6558, decode.d0.loss_cls: 1.1370, decode.d0.loss_mask: 0.4711, decode.d0.loss_dice: 0.7237, decode.d1.loss_cls: 0.2543, decode.d1.loss_mask: 0.4494, decode.d1.loss_dice: 0.6925, decode.d2.loss_cls: 0.2077, decode.d2.loss_mask: 0.4388, decode.d2.loss_dice: 0.6767, decode.d3.loss_cls: 0.1863, decode.d3.loss_mask: 0.4352, decode.d3.loss_dice: 0.6631, decode.d4.loss_cls: 0.1752, decode.d4.loss_mask: 0.4348, decode.d4.loss_dice: 0.6572, decode.d5.loss_cls: 0.1738, decode.d5.loss_mask: 0.4336, decode.d5.loss_dice: 0.6574, decode.d6.loss_cls: 0.1650, decode.d6.loss_mask: 0.4330, decode.d6.loss_dice: 0.6537, decode.d7.loss_cls: 0.1624, decode.d7.loss_mask: 0.4323, decode.d7.loss_dice: 0.6543, decode.d8.loss_cls: 0.1596, decode.d8.loss_mask: 0.4321, decode.d8.loss_dice: 0.6565, loss: 13.8669, grad_norm: 63.1234 +2023-11-07 10:38:12,805 - mmseg - INFO - Iter [155450/160000] lr: 2.844e-06, eta: 0:35:53, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1521, decode.loss_mask: 0.4329, decode.loss_dice: 0.6721, decode.d0.loss_cls: 1.1354, decode.d0.loss_mask: 0.4688, decode.d0.loss_dice: 0.7324, decode.d1.loss_cls: 0.2288, decode.d1.loss_mask: 0.4461, decode.d1.loss_dice: 0.6976, decode.d2.loss_cls: 0.1840, decode.d2.loss_mask: 0.4380, decode.d2.loss_dice: 0.6883, decode.d3.loss_cls: 0.1718, decode.d3.loss_mask: 0.4357, decode.d3.loss_dice: 0.6775, decode.d4.loss_cls: 0.1664, decode.d4.loss_mask: 0.4335, decode.d4.loss_dice: 0.6720, decode.d5.loss_cls: 0.1582, decode.d5.loss_mask: 0.4339, decode.d5.loss_dice: 0.6747, decode.d6.loss_cls: 0.1566, decode.d6.loss_mask: 0.4326, decode.d6.loss_dice: 0.6711, decode.d7.loss_cls: 0.1527, decode.d7.loss_mask: 0.4322, decode.d7.loss_dice: 0.6691, decode.d8.loss_cls: 0.1509, decode.d8.loss_mask: 0.4330, decode.d8.loss_dice: 0.6723, loss: 13.8711, grad_norm: 61.3203 +2023-11-07 10:38:35,480 - mmseg - INFO - Iter [155500/160000] lr: 2.813e-06, eta: 0:35:29, time: 0.455, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1610, decode.loss_mask: 0.4398, decode.loss_dice: 0.6463, decode.d0.loss_cls: 1.0980, decode.d0.loss_mask: 0.4712, decode.d0.loss_dice: 0.7115, decode.d1.loss_cls: 0.2391, decode.d1.loss_mask: 0.4524, decode.d1.loss_dice: 0.6777, decode.d2.loss_cls: 0.2030, decode.d2.loss_mask: 0.4457, decode.d2.loss_dice: 0.6654, decode.d3.loss_cls: 0.1835, decode.d3.loss_mask: 0.4439, decode.d3.loss_dice: 0.6561, decode.d4.loss_cls: 0.1757, decode.d4.loss_mask: 0.4429, decode.d4.loss_dice: 0.6547, decode.d5.loss_cls: 0.1685, decode.d5.loss_mask: 0.4420, decode.d5.loss_dice: 0.6540, decode.d6.loss_cls: 0.1659, decode.d6.loss_mask: 0.4407, decode.d6.loss_dice: 0.6502, decode.d7.loss_cls: 0.1635, decode.d7.loss_mask: 0.4398, decode.d7.loss_dice: 0.6475, decode.d8.loss_cls: 0.1631, decode.d8.loss_mask: 0.4401, decode.d8.loss_dice: 0.6475, loss: 13.7909, grad_norm: 65.3733 +2023-11-07 10:38:58,472 - mmseg - INFO - Iter [155550/160000] lr: 2.782e-06, eta: 0:35:06, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1467, decode.loss_mask: 0.4206, decode.loss_dice: 0.6498, decode.d0.loss_cls: 1.1611, decode.d0.loss_mask: 0.4594, decode.d0.loss_dice: 0.7258, decode.d1.loss_cls: 0.2345, decode.d1.loss_mask: 0.4364, decode.d1.loss_dice: 0.6902, decode.d2.loss_cls: 0.1961, decode.d2.loss_mask: 0.4277, decode.d2.loss_dice: 0.6730, decode.d3.loss_cls: 0.1704, decode.d3.loss_mask: 0.4229, decode.d3.loss_dice: 0.6557, decode.d4.loss_cls: 0.1621, decode.d4.loss_mask: 0.4207, decode.d4.loss_dice: 0.6521, decode.d5.loss_cls: 0.1546, decode.d5.loss_mask: 0.4202, decode.d5.loss_dice: 0.6541, decode.d6.loss_cls: 0.1536, decode.d6.loss_mask: 0.4205, decode.d6.loss_dice: 0.6487, decode.d7.loss_cls: 0.1488, decode.d7.loss_mask: 0.4204, decode.d7.loss_dice: 0.6541, decode.d8.loss_cls: 0.1503, decode.d8.loss_mask: 0.4193, decode.d8.loss_dice: 0.6524, loss: 13.6021, grad_norm: 61.6593 +2023-11-07 10:39:21,337 - mmseg - INFO - Iter [155600/160000] lr: 2.751e-06, eta: 0:34:42, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1726, decode.loss_mask: 0.4312, decode.loss_dice: 0.6584, decode.d0.loss_cls: 1.1609, decode.d0.loss_mask: 0.4672, decode.d0.loss_dice: 0.7271, decode.d1.loss_cls: 0.2527, decode.d1.loss_mask: 0.4453, decode.d1.loss_dice: 0.6929, decode.d2.loss_cls: 0.2089, decode.d2.loss_mask: 0.4373, decode.d2.loss_dice: 0.6764, decode.d3.loss_cls: 0.1954, decode.d3.loss_mask: 0.4335, decode.d3.loss_dice: 0.6634, decode.d4.loss_cls: 0.1867, decode.d4.loss_mask: 0.4326, decode.d4.loss_dice: 0.6614, decode.d5.loss_cls: 0.1810, decode.d5.loss_mask: 0.4338, decode.d5.loss_dice: 0.6596, decode.d6.loss_cls: 0.1773, decode.d6.loss_mask: 0.4311, decode.d6.loss_dice: 0.6601, decode.d7.loss_cls: 0.1707, decode.d7.loss_mask: 0.4313, decode.d7.loss_dice: 0.6601, decode.d8.loss_cls: 0.1738, decode.d8.loss_mask: 0.4309, decode.d8.loss_dice: 0.6587, loss: 13.9722, grad_norm: 65.5427 +2023-11-07 10:39:44,233 - mmseg - INFO - Iter [155650/160000] lr: 2.719e-06, eta: 0:34:18, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1668, decode.loss_mask: 0.4380, decode.loss_dice: 0.6635, decode.d0.loss_cls: 1.1684, decode.d0.loss_mask: 0.4752, decode.d0.loss_dice: 0.7296, decode.d1.loss_cls: 0.2544, decode.d1.loss_mask: 0.4533, decode.d1.loss_dice: 0.6937, decode.d2.loss_cls: 0.2188, decode.d2.loss_mask: 0.4441, decode.d2.loss_dice: 0.6798, decode.d3.loss_cls: 0.1939, decode.d3.loss_mask: 0.4403, decode.d3.loss_dice: 0.6677, decode.d4.loss_cls: 0.1872, decode.d4.loss_mask: 0.4385, decode.d4.loss_dice: 0.6627, decode.d5.loss_cls: 0.1818, decode.d5.loss_mask: 0.4394, decode.d5.loss_dice: 0.6645, decode.d6.loss_cls: 0.1758, decode.d6.loss_mask: 0.4390, decode.d6.loss_dice: 0.6615, decode.d7.loss_cls: 0.1706, decode.d7.loss_mask: 0.4385, decode.d7.loss_dice: 0.6659, decode.d8.loss_cls: 0.1729, decode.d8.loss_mask: 0.4381, decode.d8.loss_dice: 0.6600, loss: 14.0838, grad_norm: 67.5090 +2023-11-07 10:40:07,146 - mmseg - INFO - Iter [155700/160000] lr: 2.688e-06, eta: 0:33:55, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1650, decode.loss_mask: 0.4336, decode.loss_dice: 0.6541, decode.d0.loss_cls: 1.1539, decode.d0.loss_mask: 0.4638, decode.d0.loss_dice: 0.7183, decode.d1.loss_cls: 0.2492, decode.d1.loss_mask: 0.4475, decode.d1.loss_dice: 0.6916, decode.d2.loss_cls: 0.2010, decode.d2.loss_mask: 0.4396, decode.d2.loss_dice: 0.6755, decode.d3.loss_cls: 0.1873, decode.d3.loss_mask: 0.4362, decode.d3.loss_dice: 0.6621, decode.d4.loss_cls: 0.1772, decode.d4.loss_mask: 0.4357, decode.d4.loss_dice: 0.6589, decode.d5.loss_cls: 0.1730, decode.d5.loss_mask: 0.4356, decode.d5.loss_dice: 0.6587, decode.d6.loss_cls: 0.1714, decode.d6.loss_mask: 0.4343, decode.d6.loss_dice: 0.6548, decode.d7.loss_cls: 0.1677, decode.d7.loss_mask: 0.4349, decode.d7.loss_dice: 0.6559, decode.d8.loss_cls: 0.1694, decode.d8.loss_mask: 0.4347, decode.d8.loss_dice: 0.6568, loss: 13.8976, grad_norm: 62.1225 +2023-11-07 10:40:30,000 - mmseg - INFO - Iter [155750/160000] lr: 2.657e-06, eta: 0:33:31, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1587, decode.loss_mask: 0.4416, decode.loss_dice: 0.6663, decode.d0.loss_cls: 1.1768, decode.d0.loss_mask: 0.4767, decode.d0.loss_dice: 0.7326, decode.d1.loss_cls: 0.2462, decode.d1.loss_mask: 0.4568, decode.d1.loss_dice: 0.7069, decode.d2.loss_cls: 0.2070, decode.d2.loss_mask: 0.4475, decode.d2.loss_dice: 0.6808, decode.d3.loss_cls: 0.1787, decode.d3.loss_mask: 0.4443, decode.d3.loss_dice: 0.6715, decode.d4.loss_cls: 0.1747, decode.d4.loss_mask: 0.4419, decode.d4.loss_dice: 0.6701, decode.d5.loss_cls: 0.1667, decode.d5.loss_mask: 0.4411, decode.d5.loss_dice: 0.6682, decode.d6.loss_cls: 0.1647, decode.d6.loss_mask: 0.4411, decode.d6.loss_dice: 0.6633, decode.d7.loss_cls: 0.1577, decode.d7.loss_mask: 0.4417, decode.d7.loss_dice: 0.6655, decode.d8.loss_cls: 0.1580, decode.d8.loss_mask: 0.4415, decode.d8.loss_dice: 0.6666, loss: 14.0551, grad_norm: 76.2237 +2023-11-07 10:40:52,934 - mmseg - INFO - Iter [155800/160000] lr: 2.626e-06, eta: 0:33:07, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1507, decode.loss_mask: 0.4248, decode.loss_dice: 0.6393, decode.d0.loss_cls: 1.1185, decode.d0.loss_mask: 0.4607, decode.d0.loss_dice: 0.7024, decode.d1.loss_cls: 0.2231, decode.d1.loss_mask: 0.4440, decode.d1.loss_dice: 0.6758, decode.d2.loss_cls: 0.1926, decode.d2.loss_mask: 0.4318, decode.d2.loss_dice: 0.6554, decode.d3.loss_cls: 0.1753, decode.d3.loss_mask: 0.4290, decode.d3.loss_dice: 0.6429, decode.d4.loss_cls: 0.1653, decode.d4.loss_mask: 0.4269, decode.d4.loss_dice: 0.6404, decode.d5.loss_cls: 0.1565, decode.d5.loss_mask: 0.4271, decode.d5.loss_dice: 0.6419, decode.d6.loss_cls: 0.1570, decode.d6.loss_mask: 0.4251, decode.d6.loss_dice: 0.6363, decode.d7.loss_cls: 0.1558, decode.d7.loss_mask: 0.4247, decode.d7.loss_dice: 0.6381, decode.d8.loss_cls: 0.1520, decode.d8.loss_mask: 0.4261, decode.d8.loss_dice: 0.6382, loss: 13.4776, grad_norm: 64.0320 +2023-11-07 10:41:15,947 - mmseg - INFO - Iter [155850/160000] lr: 2.594e-06, eta: 0:32:43, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1488, decode.loss_mask: 0.4182, decode.loss_dice: 0.6351, decode.d0.loss_cls: 1.1279, decode.d0.loss_mask: 0.4477, decode.d0.loss_dice: 0.6942, decode.d1.loss_cls: 0.2288, decode.d1.loss_mask: 0.4331, decode.d1.loss_dice: 0.6707, decode.d2.loss_cls: 0.1928, decode.d2.loss_mask: 0.4258, decode.d2.loss_dice: 0.6537, decode.d3.loss_cls: 0.1759, decode.d3.loss_mask: 0.4221, decode.d3.loss_dice: 0.6404, decode.d4.loss_cls: 0.1663, decode.d4.loss_mask: 0.4213, decode.d4.loss_dice: 0.6420, decode.d5.loss_cls: 0.1569, decode.d5.loss_mask: 0.4220, decode.d5.loss_dice: 0.6388, decode.d6.loss_cls: 0.1571, decode.d6.loss_mask: 0.4195, decode.d6.loss_dice: 0.6365, decode.d7.loss_cls: 0.1529, decode.d7.loss_mask: 0.4198, decode.d7.loss_dice: 0.6368, decode.d8.loss_cls: 0.1517, decode.d8.loss_mask: 0.4198, decode.d8.loss_dice: 0.6376, loss: 13.3943, grad_norm: 61.0936 +2023-11-07 10:41:38,818 - mmseg - INFO - Iter [155900/160000] lr: 2.563e-06, eta: 0:32:20, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1547, decode.loss_mask: 0.4128, decode.loss_dice: 0.6541, decode.d0.loss_cls: 1.1226, decode.d0.loss_mask: 0.4483, decode.d0.loss_dice: 0.7194, decode.d1.loss_cls: 0.2297, decode.d1.loss_mask: 0.4259, decode.d1.loss_dice: 0.6884, decode.d2.loss_cls: 0.1920, decode.d2.loss_mask: 0.4221, decode.d2.loss_dice: 0.6743, decode.d3.loss_cls: 0.1792, decode.d3.loss_mask: 0.4173, decode.d3.loss_dice: 0.6602, decode.d4.loss_cls: 0.1657, decode.d4.loss_mask: 0.4158, decode.d4.loss_dice: 0.6563, decode.d5.loss_cls: 0.1656, decode.d5.loss_mask: 0.4161, decode.d5.loss_dice: 0.6587, decode.d6.loss_cls: 0.1583, decode.d6.loss_mask: 0.4134, decode.d6.loss_dice: 0.6548, decode.d7.loss_cls: 0.1585, decode.d7.loss_mask: 0.4128, decode.d7.loss_dice: 0.6553, decode.d8.loss_cls: 0.1590, decode.d8.loss_mask: 0.4130, decode.d8.loss_dice: 0.6510, loss: 13.5555, grad_norm: 61.2059 +2023-11-07 10:42:01,621 - mmseg - INFO - Iter [155950/160000] lr: 2.532e-06, eta: 0:31:56, time: 0.456, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1598, decode.loss_mask: 0.4309, decode.loss_dice: 0.6435, decode.d0.loss_cls: 1.1689, decode.d0.loss_mask: 0.4699, decode.d0.loss_dice: 0.7160, decode.d1.loss_cls: 0.2552, decode.d1.loss_mask: 0.4465, decode.d1.loss_dice: 0.6817, decode.d2.loss_cls: 0.2071, decode.d2.loss_mask: 0.4398, decode.d2.loss_dice: 0.6651, decode.d3.loss_cls: 0.1879, decode.d3.loss_mask: 0.4341, decode.d3.loss_dice: 0.6495, decode.d4.loss_cls: 0.1727, decode.d4.loss_mask: 0.4342, decode.d4.loss_dice: 0.6511, decode.d5.loss_cls: 0.1707, decode.d5.loss_mask: 0.4330, decode.d5.loss_dice: 0.6505, decode.d6.loss_cls: 0.1667, decode.d6.loss_mask: 0.4304, decode.d6.loss_dice: 0.6460, decode.d7.loss_cls: 0.1629, decode.d7.loss_mask: 0.4307, decode.d7.loss_dice: 0.6444, decode.d8.loss_cls: 0.1616, decode.d8.loss_mask: 0.4318, decode.d8.loss_dice: 0.6463, loss: 13.7888, grad_norm: 68.5837 +2023-11-07 10:42:24,549 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 10:42:24,549 - mmseg - INFO - Iter [156000/160000] lr: 2.501e-06, eta: 0:31:32, time: 0.459, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1568, decode.loss_mask: 0.4176, decode.loss_dice: 0.6395, decode.d0.loss_cls: 1.1660, decode.d0.loss_mask: 0.4555, decode.d0.loss_dice: 0.7158, decode.d1.loss_cls: 0.2436, decode.d1.loss_mask: 0.4352, decode.d1.loss_dice: 0.6809, decode.d2.loss_cls: 0.2050, decode.d2.loss_mask: 0.4232, decode.d2.loss_dice: 0.6661, decode.d3.loss_cls: 0.1825, decode.d3.loss_mask: 0.4198, decode.d3.loss_dice: 0.6506, decode.d4.loss_cls: 0.1712, decode.d4.loss_mask: 0.4194, decode.d4.loss_dice: 0.6456, decode.d5.loss_cls: 0.1668, decode.d5.loss_mask: 0.4206, decode.d5.loss_dice: 0.6496, decode.d6.loss_cls: 0.1638, decode.d6.loss_mask: 0.4195, decode.d6.loss_dice: 0.6440, decode.d7.loss_cls: 0.1588, decode.d7.loss_mask: 0.4187, decode.d7.loss_dice: 0.6429, decode.d8.loss_cls: 0.1567, decode.d8.loss_mask: 0.4176, decode.d8.loss_dice: 0.6450, loss: 13.5981, grad_norm: 65.9528 +2023-11-07 10:42:47,472 - mmseg - INFO - Iter [156050/160000] lr: 2.469e-06, eta: 0:31:09, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1787, decode.loss_mask: 0.4466, decode.loss_dice: 0.6651, decode.d0.loss_cls: 1.1258, decode.d0.loss_mask: 0.4830, decode.d0.loss_dice: 0.7354, decode.d1.loss_cls: 0.2558, decode.d1.loss_mask: 0.4585, decode.d1.loss_dice: 0.6948, decode.d2.loss_cls: 0.2204, decode.d2.loss_mask: 0.4534, decode.d2.loss_dice: 0.6801, decode.d3.loss_cls: 0.2011, decode.d3.loss_mask: 0.4472, decode.d3.loss_dice: 0.6643, decode.d4.loss_cls: 0.1914, decode.d4.loss_mask: 0.4490, decode.d4.loss_dice: 0.6685, decode.d5.loss_cls: 0.1822, decode.d5.loss_mask: 0.4494, decode.d5.loss_dice: 0.6691, decode.d6.loss_cls: 0.1838, decode.d6.loss_mask: 0.4466, decode.d6.loss_dice: 0.6656, decode.d7.loss_cls: 0.1798, decode.d7.loss_mask: 0.4480, decode.d7.loss_dice: 0.6659, decode.d8.loss_cls: 0.1758, decode.d8.loss_mask: 0.4469, decode.d8.loss_dice: 0.6660, loss: 14.1984, grad_norm: 62.6012 +2023-11-07 10:43:10,400 - mmseg - INFO - Iter [156100/160000] lr: 2.438e-06, eta: 0:30:45, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1588, decode.loss_mask: 0.4378, decode.loss_dice: 0.6518, decode.d0.loss_cls: 1.1481, decode.d0.loss_mask: 0.4786, decode.d0.loss_dice: 0.7148, decode.d1.loss_cls: 0.2388, decode.d1.loss_mask: 0.4537, decode.d1.loss_dice: 0.6825, decode.d2.loss_cls: 0.2001, decode.d2.loss_mask: 0.4454, decode.d2.loss_dice: 0.6649, decode.d3.loss_cls: 0.1827, decode.d3.loss_mask: 0.4439, decode.d3.loss_dice: 0.6539, decode.d4.loss_cls: 0.1741, decode.d4.loss_mask: 0.4409, decode.d4.loss_dice: 0.6518, decode.d5.loss_cls: 0.1681, decode.d5.loss_mask: 0.4407, decode.d5.loss_dice: 0.6555, decode.d6.loss_cls: 0.1665, decode.d6.loss_mask: 0.4385, decode.d6.loss_dice: 0.6494, decode.d7.loss_cls: 0.1630, decode.d7.loss_mask: 0.4376, decode.d7.loss_dice: 0.6472, decode.d8.loss_cls: 0.1603, decode.d8.loss_mask: 0.4381, decode.d8.loss_dice: 0.6498, loss: 13.8369, grad_norm: 69.4608 +2023-11-07 10:43:34,210 - mmseg - INFO - Iter [156150/160000] lr: 2.407e-06, eta: 0:30:21, time: 0.476, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1475, decode.loss_mask: 0.4307, decode.loss_dice: 0.6288, decode.d0.loss_cls: 1.1378, decode.d0.loss_mask: 0.4645, decode.d0.loss_dice: 0.7024, decode.d1.loss_cls: 0.2287, decode.d1.loss_mask: 0.4425, decode.d1.loss_dice: 0.6641, decode.d2.loss_cls: 0.1907, decode.d2.loss_mask: 0.4356, decode.d2.loss_dice: 0.6425, decode.d3.loss_cls: 0.1715, decode.d3.loss_mask: 0.4302, decode.d3.loss_dice: 0.6284, decode.d4.loss_cls: 0.1665, decode.d4.loss_mask: 0.4309, decode.d4.loss_dice: 0.6309, decode.d5.loss_cls: 0.1556, decode.d5.loss_mask: 0.4301, decode.d5.loss_dice: 0.6333, decode.d6.loss_cls: 0.1496, decode.d6.loss_mask: 0.4307, decode.d6.loss_dice: 0.6313, decode.d7.loss_cls: 0.1479, decode.d7.loss_mask: 0.4302, decode.d7.loss_dice: 0.6295, decode.d8.loss_cls: 0.1469, decode.d8.loss_mask: 0.4308, decode.d8.loss_dice: 0.6294, loss: 13.4195, grad_norm: 58.5334 +2023-11-07 10:43:57,400 - mmseg - INFO - Iter [156200/160000] lr: 2.376e-06, eta: 0:29:58, time: 0.464, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1584, decode.loss_mask: 0.4512, decode.loss_dice: 0.6621, decode.d0.loss_cls: 1.1459, decode.d0.loss_mask: 0.4844, decode.d0.loss_dice: 0.7230, decode.d1.loss_cls: 0.2379, decode.d1.loss_mask: 0.4658, decode.d1.loss_dice: 0.6944, decode.d2.loss_cls: 0.2012, decode.d2.loss_mask: 0.4576, decode.d2.loss_dice: 0.6818, decode.d3.loss_cls: 0.1797, decode.d3.loss_mask: 0.4539, decode.d3.loss_dice: 0.6644, decode.d4.loss_cls: 0.1704, decode.d4.loss_mask: 0.4536, decode.d4.loss_dice: 0.6652, decode.d5.loss_cls: 0.1650, decode.d5.loss_mask: 0.4516, decode.d5.loss_dice: 0.6647, decode.d6.loss_cls: 0.1669, decode.d6.loss_mask: 0.4513, decode.d6.loss_dice: 0.6615, decode.d7.loss_cls: 0.1596, decode.d7.loss_mask: 0.4524, decode.d7.loss_dice: 0.6655, decode.d8.loss_cls: 0.1600, decode.d8.loss_mask: 0.4516, decode.d8.loss_dice: 0.6621, loss: 14.0632, grad_norm: 66.9922 +2023-11-07 10:44:20,195 - mmseg - INFO - Iter [156250/160000] lr: 2.344e-06, eta: 0:29:34, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1689, decode.loss_mask: 0.4166, decode.loss_dice: 0.6615, decode.d0.loss_cls: 1.1446, decode.d0.loss_mask: 0.4518, decode.d0.loss_dice: 0.7331, decode.d1.loss_cls: 0.2607, decode.d1.loss_mask: 0.4329, decode.d1.loss_dice: 0.6965, decode.d2.loss_cls: 0.2215, decode.d2.loss_mask: 0.4239, decode.d2.loss_dice: 0.6820, decode.d3.loss_cls: 0.1939, decode.d3.loss_mask: 0.4204, decode.d3.loss_dice: 0.6676, decode.d4.loss_cls: 0.1869, decode.d4.loss_mask: 0.4205, decode.d4.loss_dice: 0.6683, decode.d5.loss_cls: 0.1795, decode.d5.loss_mask: 0.4195, decode.d5.loss_dice: 0.6696, decode.d6.loss_cls: 0.1754, decode.d6.loss_mask: 0.4182, decode.d6.loss_dice: 0.6631, decode.d7.loss_cls: 0.1681, decode.d7.loss_mask: 0.4179, decode.d7.loss_dice: 0.6650, decode.d8.loss_cls: 0.1689, decode.d8.loss_mask: 0.4181, decode.d8.loss_dice: 0.6624, loss: 13.8773, grad_norm: 66.4456 +2023-11-07 10:44:42,987 - mmseg - INFO - Iter [156300/160000] lr: 2.313e-06, eta: 0:29:10, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1665, decode.loss_mask: 0.4281, decode.loss_dice: 0.6606, decode.d0.loss_cls: 1.1447, decode.d0.loss_mask: 0.4683, decode.d0.loss_dice: 0.7373, decode.d1.loss_cls: 0.2445, decode.d1.loss_mask: 0.4468, decode.d1.loss_dice: 0.7026, decode.d2.loss_cls: 0.2050, decode.d2.loss_mask: 0.4369, decode.d2.loss_dice: 0.6828, decode.d3.loss_cls: 0.1901, decode.d3.loss_mask: 0.4303, decode.d3.loss_dice: 0.6646, decode.d4.loss_cls: 0.1827, decode.d4.loss_mask: 0.4300, decode.d4.loss_dice: 0.6632, decode.d5.loss_cls: 0.1721, decode.d5.loss_mask: 0.4312, decode.d5.loss_dice: 0.6620, decode.d6.loss_cls: 0.1704, decode.d6.loss_mask: 0.4298, decode.d6.loss_dice: 0.6605, decode.d7.loss_cls: 0.1675, decode.d7.loss_mask: 0.4288, decode.d7.loss_dice: 0.6645, decode.d8.loss_cls: 0.1604, decode.d8.loss_mask: 0.4293, decode.d8.loss_dice: 0.6618, loss: 13.9230, grad_norm: 64.8029 +2023-11-07 10:45:05,858 - mmseg - INFO - Iter [156350/160000] lr: 2.282e-06, eta: 0:28:47, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1664, decode.loss_mask: 0.4212, decode.loss_dice: 0.6485, decode.d0.loss_cls: 1.1734, decode.d0.loss_mask: 0.4530, decode.d0.loss_dice: 0.7099, decode.d1.loss_cls: 0.2579, decode.d1.loss_mask: 0.4325, decode.d1.loss_dice: 0.6807, decode.d2.loss_cls: 0.2161, decode.d2.loss_mask: 0.4268, decode.d2.loss_dice: 0.6651, decode.d3.loss_cls: 0.1996, decode.d3.loss_mask: 0.4223, decode.d3.loss_dice: 0.6482, decode.d4.loss_cls: 0.1847, decode.d4.loss_mask: 0.4228, decode.d4.loss_dice: 0.6502, decode.d5.loss_cls: 0.1744, decode.d5.loss_mask: 0.4240, decode.d5.loss_dice: 0.6511, decode.d6.loss_cls: 0.1733, decode.d6.loss_mask: 0.4223, decode.d6.loss_dice: 0.6512, decode.d7.loss_cls: 0.1696, decode.d7.loss_mask: 0.4219, decode.d7.loss_dice: 0.6506, decode.d8.loss_cls: 0.1706, decode.d8.loss_mask: 0.4209, decode.d8.loss_dice: 0.6466, loss: 13.7557, grad_norm: 64.3582 +2023-11-07 10:45:28,793 - mmseg - INFO - Iter [156400/160000] lr: 2.251e-06, eta: 0:28:23, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1563, decode.loss_mask: 0.4170, decode.loss_dice: 0.6420, decode.d0.loss_cls: 1.1492, decode.d0.loss_mask: 0.4525, decode.d0.loss_dice: 0.7107, decode.d1.loss_cls: 0.2360, decode.d1.loss_mask: 0.4299, decode.d1.loss_dice: 0.6799, decode.d2.loss_cls: 0.1926, decode.d2.loss_mask: 0.4216, decode.d2.loss_dice: 0.6615, decode.d3.loss_cls: 0.1821, decode.d3.loss_mask: 0.4188, decode.d3.loss_dice: 0.6475, decode.d4.loss_cls: 0.1701, decode.d4.loss_mask: 0.4189, decode.d4.loss_dice: 0.6466, decode.d5.loss_cls: 0.1623, decode.d5.loss_mask: 0.4180, decode.d5.loss_dice: 0.6447, decode.d6.loss_cls: 0.1683, decode.d6.loss_mask: 0.4157, decode.d6.loss_dice: 0.6423, decode.d7.loss_cls: 0.1580, decode.d7.loss_mask: 0.4165, decode.d7.loss_dice: 0.6415, decode.d8.loss_cls: 0.1598, decode.d8.loss_mask: 0.4157, decode.d8.loss_dice: 0.6395, loss: 13.5156, grad_norm: 60.3865 +2023-11-07 10:45:51,605 - mmseg - INFO - Iter [156450/160000] lr: 2.219e-06, eta: 0:27:59, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1647, decode.loss_mask: 0.4357, decode.loss_dice: 0.6672, decode.d0.loss_cls: 1.1251, decode.d0.loss_mask: 0.4680, decode.d0.loss_dice: 0.7365, decode.d1.loss_cls: 0.2369, decode.d1.loss_mask: 0.4506, decode.d1.loss_dice: 0.7002, decode.d2.loss_cls: 0.2058, decode.d2.loss_mask: 0.4419, decode.d2.loss_dice: 0.6874, decode.d3.loss_cls: 0.1871, decode.d3.loss_mask: 0.4393, decode.d3.loss_dice: 0.6743, decode.d4.loss_cls: 0.1724, decode.d4.loss_mask: 0.4389, decode.d4.loss_dice: 0.6722, decode.d5.loss_cls: 0.1744, decode.d5.loss_mask: 0.4368, decode.d5.loss_dice: 0.6716, decode.d6.loss_cls: 0.1682, decode.d6.loss_mask: 0.4383, decode.d6.loss_dice: 0.6704, decode.d7.loss_cls: 0.1630, decode.d7.loss_mask: 0.4382, decode.d7.loss_dice: 0.6693, decode.d8.loss_cls: 0.1623, decode.d8.loss_mask: 0.4372, decode.d8.loss_dice: 0.6696, loss: 14.0038, grad_norm: 63.2923 +2023-11-07 10:46:14,577 - mmseg - INFO - Iter [156500/160000] lr: 2.188e-06, eta: 0:27:36, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1579, decode.loss_mask: 0.4340, decode.loss_dice: 0.6481, decode.d0.loss_cls: 1.1406, decode.d0.loss_mask: 0.4776, decode.d0.loss_dice: 0.7190, decode.d1.loss_cls: 0.2338, decode.d1.loss_mask: 0.4520, decode.d1.loss_dice: 0.6851, decode.d2.loss_cls: 0.1941, decode.d2.loss_mask: 0.4433, decode.d2.loss_dice: 0.6682, decode.d3.loss_cls: 0.1843, decode.d3.loss_mask: 0.4373, decode.d3.loss_dice: 0.6539, decode.d4.loss_cls: 0.1765, decode.d4.loss_mask: 0.4355, decode.d4.loss_dice: 0.6540, decode.d5.loss_cls: 0.1688, decode.d5.loss_mask: 0.4371, decode.d5.loss_dice: 0.6517, decode.d6.loss_cls: 0.1625, decode.d6.loss_mask: 0.4339, decode.d6.loss_dice: 0.6468, decode.d7.loss_cls: 0.1601, decode.d7.loss_mask: 0.4343, decode.d7.loss_dice: 0.6489, decode.d8.loss_cls: 0.1614, decode.d8.loss_mask: 0.4338, decode.d8.loss_dice: 0.6510, loss: 13.7856, grad_norm: 67.6430 +2023-11-07 10:46:37,509 - mmseg - INFO - Iter [156550/160000] lr: 2.157e-06, eta: 0:27:12, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1650, decode.loss_mask: 0.4135, decode.loss_dice: 0.6435, decode.d0.loss_cls: 1.1552, decode.d0.loss_mask: 0.4512, decode.d0.loss_dice: 0.7220, decode.d1.loss_cls: 0.2499, decode.d1.loss_mask: 0.4266, decode.d1.loss_dice: 0.6794, decode.d2.loss_cls: 0.2130, decode.d2.loss_mask: 0.4197, decode.d2.loss_dice: 0.6677, decode.d3.loss_cls: 0.1936, decode.d3.loss_mask: 0.4167, decode.d3.loss_dice: 0.6478, decode.d4.loss_cls: 0.1776, decode.d4.loss_mask: 0.4149, decode.d4.loss_dice: 0.6491, decode.d5.loss_cls: 0.1719, decode.d5.loss_mask: 0.4142, decode.d5.loss_dice: 0.6495, decode.d6.loss_cls: 0.1735, decode.d6.loss_mask: 0.4130, decode.d6.loss_dice: 0.6486, decode.d7.loss_cls: 0.1701, decode.d7.loss_mask: 0.4130, decode.d7.loss_dice: 0.6484, decode.d8.loss_cls: 0.1730, decode.d8.loss_mask: 0.4128, decode.d8.loss_dice: 0.6458, loss: 13.6404, grad_norm: 55.8788 +2023-11-07 10:47:00,306 - mmseg - INFO - Iter [156600/160000] lr: 2.126e-06, eta: 0:26:48, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1552, decode.loss_mask: 0.4348, decode.loss_dice: 0.6433, decode.d0.loss_cls: 1.1077, decode.d0.loss_mask: 0.4686, decode.d0.loss_dice: 0.7123, decode.d1.loss_cls: 0.2272, decode.d1.loss_mask: 0.4522, decode.d1.loss_dice: 0.6790, decode.d2.loss_cls: 0.1923, decode.d2.loss_mask: 0.4429, decode.d2.loss_dice: 0.6649, decode.d3.loss_cls: 0.1781, decode.d3.loss_mask: 0.4386, decode.d3.loss_dice: 0.6478, decode.d4.loss_cls: 0.1686, decode.d4.loss_mask: 0.4361, decode.d4.loss_dice: 0.6486, decode.d5.loss_cls: 0.1674, decode.d5.loss_mask: 0.4359, decode.d5.loss_dice: 0.6441, decode.d6.loss_cls: 0.1597, decode.d6.loss_mask: 0.4352, decode.d6.loss_dice: 0.6453, decode.d7.loss_cls: 0.1583, decode.d7.loss_mask: 0.4342, decode.d7.loss_dice: 0.6415, decode.d8.loss_cls: 0.1573, decode.d8.loss_mask: 0.4340, decode.d8.loss_dice: 0.6427, loss: 13.6539, grad_norm: 63.1309 +2023-11-07 10:47:25,659 - mmseg - INFO - Iter [156650/160000] lr: 2.094e-06, eta: 0:26:25, time: 0.507, data_time: 0.059, memory: 39436, decode.loss_cls: 0.1579, decode.loss_mask: 0.4247, decode.loss_dice: 0.6480, decode.d0.loss_cls: 1.1273, decode.d0.loss_mask: 0.4612, decode.d0.loss_dice: 0.7165, decode.d1.loss_cls: 0.2362, decode.d1.loss_mask: 0.4379, decode.d1.loss_dice: 0.6886, decode.d2.loss_cls: 0.2074, decode.d2.loss_mask: 0.4291, decode.d2.loss_dice: 0.6656, decode.d3.loss_cls: 0.1872, decode.d3.loss_mask: 0.4269, decode.d3.loss_dice: 0.6541, decode.d4.loss_cls: 0.1763, decode.d4.loss_mask: 0.4261, decode.d4.loss_dice: 0.6525, decode.d5.loss_cls: 0.1696, decode.d5.loss_mask: 0.4265, decode.d5.loss_dice: 0.6514, decode.d6.loss_cls: 0.1658, decode.d6.loss_mask: 0.4251, decode.d6.loss_dice: 0.6509, decode.d7.loss_cls: 0.1608, decode.d7.loss_mask: 0.4253, decode.d7.loss_dice: 0.6488, decode.d8.loss_cls: 0.1601, decode.d8.loss_mask: 0.4263, decode.d8.loss_dice: 0.6487, loss: 13.6826, grad_norm: 61.2004 +2023-11-07 10:47:48,661 - mmseg - INFO - Iter [156700/160000] lr: 2.063e-06, eta: 0:26:01, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1579, decode.loss_mask: 0.4138, decode.loss_dice: 0.6398, decode.d0.loss_cls: 1.1512, decode.d0.loss_mask: 0.4468, decode.d0.loss_dice: 0.7040, decode.d1.loss_cls: 0.2421, decode.d1.loss_mask: 0.4287, decode.d1.loss_dice: 0.6704, decode.d2.loss_cls: 0.2007, decode.d2.loss_mask: 0.4195, decode.d2.loss_dice: 0.6565, decode.d3.loss_cls: 0.1850, decode.d3.loss_mask: 0.4173, decode.d3.loss_dice: 0.6453, decode.d4.loss_cls: 0.1710, decode.d4.loss_mask: 0.4153, decode.d4.loss_dice: 0.6411, decode.d5.loss_cls: 0.1630, decode.d5.loss_mask: 0.4149, decode.d5.loss_dice: 0.6395, decode.d6.loss_cls: 0.1632, decode.d6.loss_mask: 0.4145, decode.d6.loss_dice: 0.6394, decode.d7.loss_cls: 0.1580, decode.d7.loss_mask: 0.4135, decode.d7.loss_dice: 0.6373, decode.d8.loss_cls: 0.1572, decode.d8.loss_mask: 0.4130, decode.d8.loss_dice: 0.6377, loss: 13.4576, grad_norm: 60.8334 +2023-11-07 10:48:11,467 - mmseg - INFO - Iter [156750/160000] lr: 2.032e-06, eta: 0:25:37, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1644, decode.loss_mask: 0.4393, decode.loss_dice: 0.6481, decode.d0.loss_cls: 1.1579, decode.d0.loss_mask: 0.4820, decode.d0.loss_dice: 0.7199, decode.d1.loss_cls: 0.2498, decode.d1.loss_mask: 0.4589, decode.d1.loss_dice: 0.6863, decode.d2.loss_cls: 0.2066, decode.d2.loss_mask: 0.4496, decode.d2.loss_dice: 0.6649, decode.d3.loss_cls: 0.1892, decode.d3.loss_mask: 0.4421, decode.d3.loss_dice: 0.6553, decode.d4.loss_cls: 0.1773, decode.d4.loss_mask: 0.4414, decode.d4.loss_dice: 0.6527, decode.d5.loss_cls: 0.1721, decode.d5.loss_mask: 0.4401, decode.d5.loss_dice: 0.6505, decode.d6.loss_cls: 0.1679, decode.d6.loss_mask: 0.4396, decode.d6.loss_dice: 0.6461, decode.d7.loss_cls: 0.1653, decode.d7.loss_mask: 0.4394, decode.d7.loss_dice: 0.6478, decode.d8.loss_cls: 0.1654, decode.d8.loss_mask: 0.4397, decode.d8.loss_dice: 0.6482, loss: 13.9079, grad_norm: 59.5603 +2023-11-07 10:48:34,371 - mmseg - INFO - Iter [156800/160000] lr: 2.001e-06, eta: 0:25:14, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1545, decode.loss_mask: 0.4177, decode.loss_dice: 0.6574, decode.d0.loss_cls: 1.1483, decode.d0.loss_mask: 0.4570, decode.d0.loss_dice: 0.7318, decode.d1.loss_cls: 0.2462, decode.d1.loss_mask: 0.4352, decode.d1.loss_dice: 0.6950, decode.d2.loss_cls: 0.2081, decode.d2.loss_mask: 0.4254, decode.d2.loss_dice: 0.6739, decode.d3.loss_cls: 0.1838, decode.d3.loss_mask: 0.4224, decode.d3.loss_dice: 0.6676, decode.d4.loss_cls: 0.1765, decode.d4.loss_mask: 0.4210, decode.d4.loss_dice: 0.6578, decode.d5.loss_cls: 0.1711, decode.d5.loss_mask: 0.4211, decode.d5.loss_dice: 0.6607, decode.d6.loss_cls: 0.1622, decode.d6.loss_mask: 0.4194, decode.d6.loss_dice: 0.6583, decode.d7.loss_cls: 0.1656, decode.d7.loss_mask: 0.4186, decode.d7.loss_dice: 0.6582, decode.d8.loss_cls: 0.1616, decode.d8.loss_mask: 0.4171, decode.d8.loss_dice: 0.6568, loss: 13.7504, grad_norm: 66.3582 +2023-11-07 10:48:57,055 - mmseg - INFO - Iter [156850/160000] lr: 1.969e-06, eta: 0:24:50, time: 0.454, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1661, decode.loss_mask: 0.4319, decode.loss_dice: 0.6554, decode.d0.loss_cls: 1.1513, decode.d0.loss_mask: 0.4683, decode.d0.loss_dice: 0.7271, decode.d1.loss_cls: 0.2597, decode.d1.loss_mask: 0.4456, decode.d1.loss_dice: 0.6954, decode.d2.loss_cls: 0.2071, decode.d2.loss_mask: 0.4394, decode.d2.loss_dice: 0.6747, decode.d3.loss_cls: 0.1914, decode.d3.loss_mask: 0.4343, decode.d3.loss_dice: 0.6627, decode.d4.loss_cls: 0.1804, decode.d4.loss_mask: 0.4346, decode.d4.loss_dice: 0.6628, decode.d5.loss_cls: 0.1741, decode.d5.loss_mask: 0.4346, decode.d5.loss_dice: 0.6619, decode.d6.loss_cls: 0.1766, decode.d6.loss_mask: 0.4327, decode.d6.loss_dice: 0.6569, decode.d7.loss_cls: 0.1660, decode.d7.loss_mask: 0.4331, decode.d7.loss_dice: 0.6579, decode.d8.loss_cls: 0.1670, decode.d8.loss_mask: 0.4321, decode.d8.loss_dice: 0.6552, loss: 13.9363, grad_norm: 59.2429 +2023-11-07 10:49:19,917 - mmseg - INFO - Iter [156900/160000] lr: 1.938e-06, eta: 0:24:26, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1513, decode.loss_mask: 0.4456, decode.loss_dice: 0.6620, decode.d0.loss_cls: 1.1416, decode.d0.loss_mask: 0.4765, decode.d0.loss_dice: 0.7152, decode.d1.loss_cls: 0.2272, decode.d1.loss_mask: 0.4613, decode.d1.loss_dice: 0.6948, decode.d2.loss_cls: 0.1842, decode.d2.loss_mask: 0.4542, decode.d2.loss_dice: 0.6779, decode.d3.loss_cls: 0.1751, decode.d3.loss_mask: 0.4498, decode.d3.loss_dice: 0.6670, decode.d4.loss_cls: 0.1593, decode.d4.loss_mask: 0.4491, decode.d4.loss_dice: 0.6660, decode.d5.loss_cls: 0.1560, decode.d5.loss_mask: 0.4491, decode.d5.loss_dice: 0.6655, decode.d6.loss_cls: 0.1576, decode.d6.loss_mask: 0.4466, decode.d6.loss_dice: 0.6605, decode.d7.loss_cls: 0.1516, decode.d7.loss_mask: 0.4464, decode.d7.loss_dice: 0.6598, decode.d8.loss_cls: 0.1520, decode.d8.loss_mask: 0.4445, decode.d8.loss_dice: 0.6592, loss: 13.9068, grad_norm: 63.1420 +2023-11-07 10:49:42,706 - mmseg - INFO - Iter [156950/160000] lr: 1.907e-06, eta: 0:24:03, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1664, decode.loss_mask: 0.4209, decode.loss_dice: 0.6584, decode.d0.loss_cls: 1.1586, decode.d0.loss_mask: 0.4558, decode.d0.loss_dice: 0.7258, decode.d1.loss_cls: 0.2463, decode.d1.loss_mask: 0.4355, decode.d1.loss_dice: 0.6941, decode.d2.loss_cls: 0.2081, decode.d2.loss_mask: 0.4284, decode.d2.loss_dice: 0.6790, decode.d3.loss_cls: 0.1913, decode.d3.loss_mask: 0.4239, decode.d3.loss_dice: 0.6643, decode.d4.loss_cls: 0.1805, decode.d4.loss_mask: 0.4229, decode.d4.loss_dice: 0.6634, decode.d5.loss_cls: 0.1773, decode.d5.loss_mask: 0.4212, decode.d5.loss_dice: 0.6601, decode.d6.loss_cls: 0.1766, decode.d6.loss_mask: 0.4212, decode.d6.loss_dice: 0.6566, decode.d7.loss_cls: 0.1723, decode.d7.loss_mask: 0.4202, decode.d7.loss_dice: 0.6569, decode.d8.loss_cls: 0.1661, decode.d8.loss_mask: 0.4211, decode.d8.loss_dice: 0.6593, loss: 13.8328, grad_norm: 64.5159 +2023-11-07 10:50:05,592 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 10:50:05,592 - mmseg - INFO - Iter [157000/160000] lr: 1.876e-06, eta: 0:23:39, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1435, decode.loss_mask: 0.4351, decode.loss_dice: 0.6451, decode.d0.loss_cls: 1.1168, decode.d0.loss_mask: 0.4719, decode.d0.loss_dice: 0.7169, decode.d1.loss_cls: 0.2222, decode.d1.loss_mask: 0.4494, decode.d1.loss_dice: 0.6817, decode.d2.loss_cls: 0.1825, decode.d2.loss_mask: 0.4418, decode.d2.loss_dice: 0.6687, decode.d3.loss_cls: 0.1648, decode.d3.loss_mask: 0.4382, decode.d3.loss_dice: 0.6525, decode.d4.loss_cls: 0.1565, decode.d4.loss_mask: 0.4371, decode.d4.loss_dice: 0.6526, decode.d5.loss_cls: 0.1521, decode.d5.loss_mask: 0.4364, decode.d5.loss_dice: 0.6522, decode.d6.loss_cls: 0.1498, decode.d6.loss_mask: 0.4356, decode.d6.loss_dice: 0.6478, decode.d7.loss_cls: 0.1423, decode.d7.loss_mask: 0.4348, decode.d7.loss_dice: 0.6501, decode.d8.loss_cls: 0.1439, decode.d8.loss_mask: 0.4353, decode.d8.loss_dice: 0.6504, loss: 13.6078, grad_norm: 57.9211 +2023-11-07 10:50:28,473 - mmseg - INFO - Iter [157050/160000] lr: 1.844e-06, eta: 0:23:15, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1691, decode.loss_mask: 0.4386, decode.loss_dice: 0.6450, decode.d0.loss_cls: 1.1321, decode.d0.loss_mask: 0.4739, decode.d0.loss_dice: 0.7103, decode.d1.loss_cls: 0.2505, decode.d1.loss_mask: 0.4535, decode.d1.loss_dice: 0.6757, decode.d2.loss_cls: 0.2087, decode.d2.loss_mask: 0.4445, decode.d2.loss_dice: 0.6607, decode.d3.loss_cls: 0.1925, decode.d3.loss_mask: 0.4420, decode.d3.loss_dice: 0.6494, decode.d4.loss_cls: 0.1850, decode.d4.loss_mask: 0.4414, decode.d4.loss_dice: 0.6481, decode.d5.loss_cls: 0.1779, decode.d5.loss_mask: 0.4412, decode.d5.loss_dice: 0.6472, decode.d6.loss_cls: 0.1748, decode.d6.loss_mask: 0.4404, decode.d6.loss_dice: 0.6467, decode.d7.loss_cls: 0.1703, decode.d7.loss_mask: 0.4386, decode.d7.loss_dice: 0.6422, decode.d8.loss_cls: 0.1698, decode.d8.loss_mask: 0.4376, decode.d8.loss_dice: 0.6425, loss: 13.8503, grad_norm: 62.6566 +2023-11-07 10:50:51,348 - mmseg - INFO - Iter [157100/160000] lr: 1.813e-06, eta: 0:22:52, time: 0.457, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1608, decode.loss_mask: 0.4380, decode.loss_dice: 0.6627, decode.d0.loss_cls: 1.1332, decode.d0.loss_mask: 0.4763, decode.d0.loss_dice: 0.7295, decode.d1.loss_cls: 0.2447, decode.d1.loss_mask: 0.4515, decode.d1.loss_dice: 0.6968, decode.d2.loss_cls: 0.2133, decode.d2.loss_mask: 0.4432, decode.d2.loss_dice: 0.6781, decode.d3.loss_cls: 0.1841, decode.d3.loss_mask: 0.4401, decode.d3.loss_dice: 0.6666, decode.d4.loss_cls: 0.1746, decode.d4.loss_mask: 0.4374, decode.d4.loss_dice: 0.6657, decode.d5.loss_cls: 0.1750, decode.d5.loss_mask: 0.4377, decode.d5.loss_dice: 0.6671, decode.d6.loss_cls: 0.1674, decode.d6.loss_mask: 0.4367, decode.d6.loss_dice: 0.6612, decode.d7.loss_cls: 0.1606, decode.d7.loss_mask: 0.4370, decode.d7.loss_dice: 0.6651, decode.d8.loss_cls: 0.1591, decode.d8.loss_mask: 0.4381, decode.d8.loss_dice: 0.6637, loss: 13.9655, grad_norm: 64.6869 +2023-11-07 10:51:15,096 - mmseg - INFO - Iter [157150/160000] lr: 1.782e-06, eta: 0:22:28, time: 0.475, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1575, decode.loss_mask: 0.4248, decode.loss_dice: 0.6342, decode.d0.loss_cls: 1.1314, decode.d0.loss_mask: 0.4624, decode.d0.loss_dice: 0.7139, decode.d1.loss_cls: 0.2355, decode.d1.loss_mask: 0.4413, decode.d1.loss_dice: 0.6751, decode.d2.loss_cls: 0.1982, decode.d2.loss_mask: 0.4337, decode.d2.loss_dice: 0.6572, decode.d3.loss_cls: 0.1876, decode.d3.loss_mask: 0.4293, decode.d3.loss_dice: 0.6406, decode.d4.loss_cls: 0.1739, decode.d4.loss_mask: 0.4287, decode.d4.loss_dice: 0.6429, decode.d5.loss_cls: 0.1660, decode.d5.loss_mask: 0.4262, decode.d5.loss_dice: 0.6390, decode.d6.loss_cls: 0.1647, decode.d6.loss_mask: 0.4253, decode.d6.loss_dice: 0.6368, decode.d7.loss_cls: 0.1608, decode.d7.loss_mask: 0.4257, decode.d7.loss_dice: 0.6360, decode.d8.loss_cls: 0.1571, decode.d8.loss_mask: 0.4260, decode.d8.loss_dice: 0.6358, loss: 13.5676, grad_norm: 61.7503 +2023-11-07 10:51:40,382 - mmseg - INFO - Iter [157200/160000] lr: 1.751e-06, eta: 0:22:04, time: 0.506, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1604, decode.loss_mask: 0.4248, decode.loss_dice: 0.6562, decode.d0.loss_cls: 1.1645, decode.d0.loss_mask: 0.4608, decode.d0.loss_dice: 0.7187, decode.d1.loss_cls: 0.2518, decode.d1.loss_mask: 0.4372, decode.d1.loss_dice: 0.6901, decode.d2.loss_cls: 0.2036, decode.d2.loss_mask: 0.4288, decode.d2.loss_dice: 0.6666, decode.d3.loss_cls: 0.1867, decode.d3.loss_mask: 0.4281, decode.d3.loss_dice: 0.6576, decode.d4.loss_cls: 0.1751, decode.d4.loss_mask: 0.4261, decode.d4.loss_dice: 0.6576, decode.d5.loss_cls: 0.1656, decode.d5.loss_mask: 0.4254, decode.d5.loss_dice: 0.6579, decode.d6.loss_cls: 0.1660, decode.d6.loss_mask: 0.4245, decode.d6.loss_dice: 0.6540, decode.d7.loss_cls: 0.1614, decode.d7.loss_mask: 0.4223, decode.d7.loss_dice: 0.6561, decode.d8.loss_cls: 0.1584, decode.d8.loss_mask: 0.4242, decode.d8.loss_dice: 0.6528, loss: 13.7634, grad_norm: 59.0632 +2023-11-07 10:52:04,386 - mmseg - INFO - Iter [157250/160000] lr: 1.719e-06, eta: 0:21:41, time: 0.480, data_time: 0.015, memory: 39436, decode.loss_cls: 0.1620, decode.loss_mask: 0.4287, decode.loss_dice: 0.6418, decode.d0.loss_cls: 1.1288, decode.d0.loss_mask: 0.4631, decode.d0.loss_dice: 0.7141, decode.d1.loss_cls: 0.2430, decode.d1.loss_mask: 0.4412, decode.d1.loss_dice: 0.6836, decode.d2.loss_cls: 0.2055, decode.d2.loss_mask: 0.4320, decode.d2.loss_dice: 0.6619, decode.d3.loss_cls: 0.1890, decode.d3.loss_mask: 0.4292, decode.d3.loss_dice: 0.6537, decode.d4.loss_cls: 0.1766, decode.d4.loss_mask: 0.4310, decode.d4.loss_dice: 0.6503, decode.d5.loss_cls: 0.1717, decode.d5.loss_mask: 0.4301, decode.d5.loss_dice: 0.6508, decode.d6.loss_cls: 0.1657, decode.d6.loss_mask: 0.4291, decode.d6.loss_dice: 0.6481, decode.d7.loss_cls: 0.1674, decode.d7.loss_mask: 0.4285, decode.d7.loss_dice: 0.6451, decode.d8.loss_cls: 0.1632, decode.d8.loss_mask: 0.4275, decode.d8.loss_dice: 0.6440, loss: 13.7068, grad_norm: 62.6048 +2023-11-07 10:52:29,117 - mmseg - INFO - Iter [157300/160000] lr: 1.688e-06, eta: 0:21:17, time: 0.495, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1591, decode.loss_mask: 0.4369, decode.loss_dice: 0.6649, decode.d0.loss_cls: 1.1378, decode.d0.loss_mask: 0.4737, decode.d0.loss_dice: 0.7280, decode.d1.loss_cls: 0.2312, decode.d1.loss_mask: 0.4528, decode.d1.loss_dice: 0.7023, decode.d2.loss_cls: 0.1965, decode.d2.loss_mask: 0.4432, decode.d2.loss_dice: 0.6821, decode.d3.loss_cls: 0.1773, decode.d3.loss_mask: 0.4398, decode.d3.loss_dice: 0.6730, decode.d4.loss_cls: 0.1677, decode.d4.loss_mask: 0.4384, decode.d4.loss_dice: 0.6689, decode.d5.loss_cls: 0.1602, decode.d5.loss_mask: 0.4380, decode.d5.loss_dice: 0.6705, decode.d6.loss_cls: 0.1580, decode.d6.loss_mask: 0.4380, decode.d6.loss_dice: 0.6662, decode.d7.loss_cls: 0.1560, decode.d7.loss_mask: 0.4378, decode.d7.loss_dice: 0.6661, decode.d8.loss_cls: 0.1616, decode.d8.loss_mask: 0.4368, decode.d8.loss_dice: 0.6661, loss: 13.9288, grad_norm: 63.2531 +2023-11-07 10:52:52,049 - mmseg - INFO - Iter [157350/160000] lr: 1.657e-06, eta: 0:20:53, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1468, decode.loss_mask: 0.4322, decode.loss_dice: 0.6428, decode.d0.loss_cls: 1.1340, decode.d0.loss_mask: 0.4680, decode.d0.loss_dice: 0.6983, decode.d1.loss_cls: 0.2274, decode.d1.loss_mask: 0.4488, decode.d1.loss_dice: 0.6770, decode.d2.loss_cls: 0.1855, decode.d2.loss_mask: 0.4417, decode.d2.loss_dice: 0.6589, decode.d3.loss_cls: 0.1689, decode.d3.loss_mask: 0.4355, decode.d3.loss_dice: 0.6511, decode.d4.loss_cls: 0.1594, decode.d4.loss_mask: 0.4345, decode.d4.loss_dice: 0.6451, decode.d5.loss_cls: 0.1588, decode.d5.loss_mask: 0.4330, decode.d5.loss_dice: 0.6440, decode.d6.loss_cls: 0.1514, decode.d6.loss_mask: 0.4330, decode.d6.loss_dice: 0.6446, decode.d7.loss_cls: 0.1486, decode.d7.loss_mask: 0.4328, decode.d7.loss_dice: 0.6451, decode.d8.loss_cls: 0.1476, decode.d8.loss_mask: 0.4320, decode.d8.loss_dice: 0.6414, loss: 13.5682, grad_norm: 60.8479 +2023-11-07 10:53:14,881 - mmseg - INFO - Iter [157400/160000] lr: 1.626e-06, eta: 0:20:30, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1695, decode.loss_mask: 0.4211, decode.loss_dice: 0.6602, decode.d0.loss_cls: 1.1586, decode.d0.loss_mask: 0.4584, decode.d0.loss_dice: 0.7277, decode.d1.loss_cls: 0.2464, decode.d1.loss_mask: 0.4377, decode.d1.loss_dice: 0.6949, decode.d2.loss_cls: 0.2150, decode.d2.loss_mask: 0.4266, decode.d2.loss_dice: 0.6775, decode.d3.loss_cls: 0.1954, decode.d3.loss_mask: 0.4238, decode.d3.loss_dice: 0.6643, decode.d4.loss_cls: 0.1884, decode.d4.loss_mask: 0.4215, decode.d4.loss_dice: 0.6621, decode.d5.loss_cls: 0.1776, decode.d5.loss_mask: 0.4216, decode.d5.loss_dice: 0.6649, decode.d6.loss_cls: 0.1753, decode.d6.loss_mask: 0.4209, decode.d6.loss_dice: 0.6551, decode.d7.loss_cls: 0.1694, decode.d7.loss_mask: 0.4216, decode.d7.loss_dice: 0.6577, decode.d8.loss_cls: 0.1730, decode.d8.loss_mask: 0.4212, decode.d8.loss_dice: 0.6570, loss: 13.8641, grad_norm: 67.9430 +2023-11-07 10:53:37,969 - mmseg - INFO - Iter [157450/160000] lr: 1.594e-06, eta: 0:20:06, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1437, decode.loss_mask: 0.4243, decode.loss_dice: 0.6370, decode.d0.loss_cls: 1.1213, decode.d0.loss_mask: 0.4534, decode.d0.loss_dice: 0.7089, decode.d1.loss_cls: 0.2246, decode.d1.loss_mask: 0.4352, decode.d1.loss_dice: 0.6750, decode.d2.loss_cls: 0.1893, decode.d2.loss_mask: 0.4289, decode.d2.loss_dice: 0.6587, decode.d3.loss_cls: 0.1679, decode.d3.loss_mask: 0.4252, decode.d3.loss_dice: 0.6464, decode.d4.loss_cls: 0.1599, decode.d4.loss_mask: 0.4256, decode.d4.loss_dice: 0.6468, decode.d5.loss_cls: 0.1545, decode.d5.loss_mask: 0.4248, decode.d5.loss_dice: 0.6445, decode.d6.loss_cls: 0.1523, decode.d6.loss_mask: 0.4252, decode.d6.loss_dice: 0.6420, decode.d7.loss_cls: 0.1517, decode.d7.loss_mask: 0.4240, decode.d7.loss_dice: 0.6389, decode.d8.loss_cls: 0.1433, decode.d8.loss_mask: 0.4249, decode.d8.loss_dice: 0.6414, loss: 13.4397, grad_norm: 65.2393 +2023-11-07 10:54:01,264 - mmseg - INFO - Iter [157500/160000] lr: 1.563e-06, eta: 0:19:42, time: 0.466, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1568, decode.loss_mask: 0.4177, decode.loss_dice: 0.6132, decode.d0.loss_cls: 1.1288, decode.d0.loss_mask: 0.4551, decode.d0.loss_dice: 0.6890, decode.d1.loss_cls: 0.2228, decode.d1.loss_mask: 0.4328, decode.d1.loss_dice: 0.6511, decode.d2.loss_cls: 0.1930, decode.d2.loss_mask: 0.4241, decode.d2.loss_dice: 0.6352, decode.d3.loss_cls: 0.1773, decode.d3.loss_mask: 0.4190, decode.d3.loss_dice: 0.6196, decode.d4.loss_cls: 0.1702, decode.d4.loss_mask: 0.4195, decode.d4.loss_dice: 0.6202, decode.d5.loss_cls: 0.1668, decode.d5.loss_mask: 0.4186, decode.d5.loss_dice: 0.6156, decode.d6.loss_cls: 0.1588, decode.d6.loss_mask: 0.4181, decode.d6.loss_dice: 0.6176, decode.d7.loss_cls: 0.1529, decode.d7.loss_mask: 0.4175, decode.d7.loss_dice: 0.6153, decode.d8.loss_cls: 0.1576, decode.d8.loss_mask: 0.4169, decode.d8.loss_dice: 0.6157, loss: 13.2169, grad_norm: 62.9602 +2023-11-07 10:54:25,039 - mmseg - INFO - Iter [157550/160000] lr: 1.532e-06, eta: 0:19:19, time: 0.475, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1727, decode.loss_mask: 0.4410, decode.loss_dice: 0.6586, decode.d0.loss_cls: 1.1440, decode.d0.loss_mask: 0.4796, decode.d0.loss_dice: 0.7311, decode.d1.loss_cls: 0.2532, decode.d1.loss_mask: 0.4576, decode.d1.loss_dice: 0.6963, decode.d2.loss_cls: 0.2120, decode.d2.loss_mask: 0.4502, decode.d2.loss_dice: 0.6808, decode.d3.loss_cls: 0.2038, decode.d3.loss_mask: 0.4450, decode.d3.loss_dice: 0.6647, decode.d4.loss_cls: 0.1885, decode.d4.loss_mask: 0.4449, decode.d4.loss_dice: 0.6652, decode.d5.loss_cls: 0.1824, decode.d5.loss_mask: 0.4414, decode.d5.loss_dice: 0.6599, decode.d6.loss_cls: 0.1754, decode.d6.loss_mask: 0.4410, decode.d6.loss_dice: 0.6576, decode.d7.loss_cls: 0.1768, decode.d7.loss_mask: 0.4404, decode.d7.loss_dice: 0.6591, decode.d8.loss_cls: 0.1748, decode.d8.loss_mask: 0.4402, decode.d8.loss_dice: 0.6568, loss: 14.0950, grad_norm: 66.6250 +2023-11-07 10:54:49,586 - mmseg - INFO - Iter [157600/160000] lr: 1.501e-06, eta: 0:18:55, time: 0.491, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1455, decode.loss_mask: 0.4198, decode.loss_dice: 0.6239, decode.d0.loss_cls: 1.1119, decode.d0.loss_mask: 0.4576, decode.d0.loss_dice: 0.6840, decode.d1.loss_cls: 0.2201, decode.d1.loss_mask: 0.4364, decode.d1.loss_dice: 0.6551, decode.d2.loss_cls: 0.1835, decode.d2.loss_mask: 0.4283, decode.d2.loss_dice: 0.6387, decode.d3.loss_cls: 0.1646, decode.d3.loss_mask: 0.4235, decode.d3.loss_dice: 0.6304, decode.d4.loss_cls: 0.1553, decode.d4.loss_mask: 0.4220, decode.d4.loss_dice: 0.6230, decode.d5.loss_cls: 0.1500, decode.d5.loss_mask: 0.4224, decode.d5.loss_dice: 0.6251, decode.d6.loss_cls: 0.1487, decode.d6.loss_mask: 0.4223, decode.d6.loss_dice: 0.6212, decode.d7.loss_cls: 0.1503, decode.d7.loss_mask: 0.4222, decode.d7.loss_dice: 0.6222, decode.d8.loss_cls: 0.1430, decode.d8.loss_mask: 0.4226, decode.d8.loss_dice: 0.6260, loss: 13.1994, grad_norm: 60.0967 +2023-11-07 10:55:13,321 - mmseg - INFO - Iter [157650/160000] lr: 1.469e-06, eta: 0:18:31, time: 0.475, data_time: 0.015, memory: 39436, decode.loss_cls: 0.1506, decode.loss_mask: 0.4382, decode.loss_dice: 0.6574, decode.d0.loss_cls: 1.1265, decode.d0.loss_mask: 0.4746, decode.d0.loss_dice: 0.7219, decode.d1.loss_cls: 0.2204, decode.d1.loss_mask: 0.4539, decode.d1.loss_dice: 0.6903, decode.d2.loss_cls: 0.1868, decode.d2.loss_mask: 0.4454, decode.d2.loss_dice: 0.6716, decode.d3.loss_cls: 0.1777, decode.d3.loss_mask: 0.4420, decode.d3.loss_dice: 0.6616, decode.d4.loss_cls: 0.1626, decode.d4.loss_mask: 0.4405, decode.d4.loss_dice: 0.6627, decode.d5.loss_cls: 0.1581, decode.d5.loss_mask: 0.4393, decode.d5.loss_dice: 0.6593, decode.d6.loss_cls: 0.1610, decode.d6.loss_mask: 0.4377, decode.d6.loss_dice: 0.6523, decode.d7.loss_cls: 0.1549, decode.d7.loss_mask: 0.4378, decode.d7.loss_dice: 0.6526, decode.d8.loss_cls: 0.1531, decode.d8.loss_mask: 0.4379, decode.d8.loss_dice: 0.6542, loss: 13.7828, grad_norm: 63.7342 +2023-11-07 10:55:37,774 - mmseg - INFO - Iter [157700/160000] lr: 1.438e-06, eta: 0:18:08, time: 0.489, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1783, decode.loss_mask: 0.4266, decode.loss_dice: 0.6648, decode.d0.loss_cls: 1.1645, decode.d0.loss_mask: 0.4669, decode.d0.loss_dice: 0.7356, decode.d1.loss_cls: 0.2663, decode.d1.loss_mask: 0.4398, decode.d1.loss_dice: 0.6992, decode.d2.loss_cls: 0.2231, decode.d2.loss_mask: 0.4346, decode.d2.loss_dice: 0.6864, decode.d3.loss_cls: 0.2061, decode.d3.loss_mask: 0.4309, decode.d3.loss_dice: 0.6721, decode.d4.loss_cls: 0.1951, decode.d4.loss_mask: 0.4291, decode.d4.loss_dice: 0.6671, decode.d5.loss_cls: 0.1870, decode.d5.loss_mask: 0.4265, decode.d5.loss_dice: 0.6682, decode.d6.loss_cls: 0.1852, decode.d6.loss_mask: 0.4273, decode.d6.loss_dice: 0.6637, decode.d7.loss_cls: 0.1803, decode.d7.loss_mask: 0.4267, decode.d7.loss_dice: 0.6629, decode.d8.loss_cls: 0.1746, decode.d8.loss_mask: 0.4253, decode.d8.loss_dice: 0.6640, loss: 14.0781, grad_norm: 59.3562 +2023-11-07 10:56:00,705 - mmseg - INFO - Iter [157750/160000] lr: 1.407e-06, eta: 0:17:44, time: 0.459, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1599, decode.loss_mask: 0.4421, decode.loss_dice: 0.6578, decode.d0.loss_cls: 1.1345, decode.d0.loss_mask: 0.4818, decode.d0.loss_dice: 0.7295, decode.d1.loss_cls: 0.2386, decode.d1.loss_mask: 0.4570, decode.d1.loss_dice: 0.6932, decode.d2.loss_cls: 0.2041, decode.d2.loss_mask: 0.4483, decode.d2.loss_dice: 0.6717, decode.d3.loss_cls: 0.1860, decode.d3.loss_mask: 0.4451, decode.d3.loss_dice: 0.6590, decode.d4.loss_cls: 0.1824, decode.d4.loss_mask: 0.4435, decode.d4.loss_dice: 0.6610, decode.d5.loss_cls: 0.1714, decode.d5.loss_mask: 0.4450, decode.d5.loss_dice: 0.6591, decode.d6.loss_cls: 0.1702, decode.d6.loss_mask: 0.4429, decode.d6.loss_dice: 0.6555, decode.d7.loss_cls: 0.1641, decode.d7.loss_mask: 0.4414, decode.d7.loss_dice: 0.6575, decode.d8.loss_cls: 0.1578, decode.d8.loss_mask: 0.4418, decode.d8.loss_dice: 0.6567, loss: 13.9592, grad_norm: 71.2101 +2023-11-07 10:56:23,454 - mmseg - INFO - Iter [157800/160000] lr: 1.376e-06, eta: 0:17:20, time: 0.455, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1450, decode.loss_mask: 0.4166, decode.loss_dice: 0.6343, decode.d0.loss_cls: 1.1307, decode.d0.loss_mask: 0.4502, decode.d0.loss_dice: 0.7003, decode.d1.loss_cls: 0.2233, decode.d1.loss_mask: 0.4326, decode.d1.loss_dice: 0.6662, decode.d2.loss_cls: 0.1832, decode.d2.loss_mask: 0.4229, decode.d2.loss_dice: 0.6478, decode.d3.loss_cls: 0.1709, decode.d3.loss_mask: 0.4180, decode.d3.loss_dice: 0.6381, decode.d4.loss_cls: 0.1585, decode.d4.loss_mask: 0.4190, decode.d4.loss_dice: 0.6342, decode.d5.loss_cls: 0.1553, decode.d5.loss_mask: 0.4171, decode.d5.loss_dice: 0.6371, decode.d6.loss_cls: 0.1543, decode.d6.loss_mask: 0.4167, decode.d6.loss_dice: 0.6341, decode.d7.loss_cls: 0.1492, decode.d7.loss_mask: 0.4177, decode.d7.loss_dice: 0.6341, decode.d8.loss_cls: 0.1468, decode.d8.loss_mask: 0.4157, decode.d8.loss_dice: 0.6318, loss: 13.3019, grad_norm: 64.2471 +2023-11-07 10:56:46,333 - mmseg - INFO - Iter [157850/160000] lr: 1.344e-06, eta: 0:16:57, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1670, decode.loss_mask: 0.4512, decode.loss_dice: 0.6760, decode.d0.loss_cls: 1.1551, decode.d0.loss_mask: 0.4894, decode.d0.loss_dice: 0.7438, decode.d1.loss_cls: 0.2553, decode.d1.loss_mask: 0.4661, decode.d1.loss_dice: 0.7150, decode.d2.loss_cls: 0.2111, decode.d2.loss_mask: 0.4581, decode.d2.loss_dice: 0.6933, decode.d3.loss_cls: 0.1964, decode.d3.loss_mask: 0.4536, decode.d3.loss_dice: 0.6751, decode.d4.loss_cls: 0.1829, decode.d4.loss_mask: 0.4531, decode.d4.loss_dice: 0.6805, decode.d5.loss_cls: 0.1771, decode.d5.loss_mask: 0.4521, decode.d5.loss_dice: 0.6788, decode.d6.loss_cls: 0.1755, decode.d6.loss_mask: 0.4519, decode.d6.loss_dice: 0.6762, decode.d7.loss_cls: 0.1686, decode.d7.loss_mask: 0.4522, decode.d7.loss_dice: 0.6795, decode.d8.loss_cls: 0.1671, decode.d8.loss_mask: 0.4517, decode.d8.loss_dice: 0.6779, loss: 14.3316, grad_norm: 80.3557 +2023-11-07 10:57:11,963 - mmseg - INFO - Iter [157900/160000] lr: 1.313e-06, eta: 0:16:33, time: 0.513, data_time: 0.058, memory: 39436, decode.loss_cls: 0.1406, decode.loss_mask: 0.4112, decode.loss_dice: 0.6168, decode.d0.loss_cls: 1.1303, decode.d0.loss_mask: 0.4479, decode.d0.loss_dice: 0.6815, decode.d1.loss_cls: 0.2176, decode.d1.loss_mask: 0.4272, decode.d1.loss_dice: 0.6498, decode.d2.loss_cls: 0.1812, decode.d2.loss_mask: 0.4178, decode.d2.loss_dice: 0.6331, decode.d3.loss_cls: 0.1728, decode.d3.loss_mask: 0.4146, decode.d3.loss_dice: 0.6218, decode.d4.loss_cls: 0.1554, decode.d4.loss_mask: 0.4128, decode.d4.loss_dice: 0.6218, decode.d5.loss_cls: 0.1513, decode.d5.loss_mask: 0.4125, decode.d5.loss_dice: 0.6237, decode.d6.loss_cls: 0.1495, decode.d6.loss_mask: 0.4119, decode.d6.loss_dice: 0.6166, decode.d7.loss_cls: 0.1428, decode.d7.loss_mask: 0.4117, decode.d7.loss_dice: 0.6215, decode.d8.loss_cls: 0.1423, decode.d8.loss_mask: 0.4128, decode.d8.loss_dice: 0.6199, loss: 13.0707, grad_norm: 61.2480 +2023-11-07 10:57:34,853 - mmseg - INFO - Iter [157950/160000] lr: 1.282e-06, eta: 0:16:09, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1604, decode.loss_mask: 0.4478, decode.loss_dice: 0.6715, decode.d0.loss_cls: 1.1418, decode.d0.loss_mask: 0.4834, decode.d0.loss_dice: 0.7365, decode.d1.loss_cls: 0.2344, decode.d1.loss_mask: 0.4657, decode.d1.loss_dice: 0.7060, decode.d2.loss_cls: 0.1989, decode.d2.loss_mask: 0.4569, decode.d2.loss_dice: 0.6866, decode.d3.loss_cls: 0.1787, decode.d3.loss_mask: 0.4516, decode.d3.loss_dice: 0.6748, decode.d4.loss_cls: 0.1699, decode.d4.loss_mask: 0.4526, decode.d4.loss_dice: 0.6756, decode.d5.loss_cls: 0.1671, decode.d5.loss_mask: 0.4499, decode.d5.loss_dice: 0.6756, decode.d6.loss_cls: 0.1670, decode.d6.loss_mask: 0.4488, decode.d6.loss_dice: 0.6737, decode.d7.loss_cls: 0.1638, decode.d7.loss_mask: 0.4480, decode.d7.loss_dice: 0.6714, decode.d8.loss_cls: 0.1650, decode.d8.loss_mask: 0.4462, decode.d8.loss_dice: 0.6693, loss: 14.1391, grad_norm: 74.4901 +2023-11-07 10:57:57,638 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 10:57:57,638 - mmseg - INFO - Iter [158000/160000] lr: 1.251e-06, eta: 0:15:46, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1307, decode.loss_mask: 0.4279, decode.loss_dice: 0.6266, decode.d0.loss_cls: 1.0980, decode.d0.loss_mask: 0.4637, decode.d0.loss_dice: 0.6880, decode.d1.loss_cls: 0.2156, decode.d1.loss_mask: 0.4412, decode.d1.loss_dice: 0.6548, decode.d2.loss_cls: 0.1761, decode.d2.loss_mask: 0.4350, decode.d2.loss_dice: 0.6414, decode.d3.loss_cls: 0.1565, decode.d3.loss_mask: 0.4331, decode.d3.loss_dice: 0.6336, decode.d4.loss_cls: 0.1480, decode.d4.loss_mask: 0.4323, decode.d4.loss_dice: 0.6274, decode.d5.loss_cls: 0.1381, decode.d5.loss_mask: 0.4314, decode.d5.loss_dice: 0.6311, decode.d6.loss_cls: 0.1372, decode.d6.loss_mask: 0.4300, decode.d6.loss_dice: 0.6290, decode.d7.loss_cls: 0.1352, decode.d7.loss_mask: 0.4299, decode.d7.loss_dice: 0.6284, decode.d8.loss_cls: 0.1295, decode.d8.loss_mask: 0.4290, decode.d8.loss_dice: 0.6291, loss: 13.2082, grad_norm: 62.6459 +2023-11-07 10:58:21,383 - mmseg - INFO - Iter [158050/160000] lr: 1.219e-06, eta: 0:15:22, time: 0.475, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1418, decode.loss_mask: 0.4359, decode.loss_dice: 0.6583, decode.d0.loss_cls: 1.1374, decode.d0.loss_mask: 0.4725, decode.d0.loss_dice: 0.7228, decode.d1.loss_cls: 0.2265, decode.d1.loss_mask: 0.4489, decode.d1.loss_dice: 0.6943, decode.d2.loss_cls: 0.1883, decode.d2.loss_mask: 0.4411, decode.d2.loss_dice: 0.6743, decode.d3.loss_cls: 0.1685, decode.d3.loss_mask: 0.4394, decode.d3.loss_dice: 0.6660, decode.d4.loss_cls: 0.1601, decode.d4.loss_mask: 0.4372, decode.d4.loss_dice: 0.6595, decode.d5.loss_cls: 0.1504, decode.d5.loss_mask: 0.4375, decode.d5.loss_dice: 0.6620, decode.d6.loss_cls: 0.1522, decode.d6.loss_mask: 0.4373, decode.d6.loss_dice: 0.6564, decode.d7.loss_cls: 0.1434, decode.d7.loss_mask: 0.4352, decode.d7.loss_dice: 0.6560, decode.d8.loss_cls: 0.1465, decode.d8.loss_mask: 0.4369, decode.d8.loss_dice: 0.6551, loss: 13.7417, grad_norm: 67.3386 +2023-11-07 10:58:45,334 - mmseg - INFO - Iter [158100/160000] lr: 1.188e-06, eta: 0:14:58, time: 0.479, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1547, decode.loss_mask: 0.4313, decode.loss_dice: 0.6532, decode.d0.loss_cls: 1.1093, decode.d0.loss_mask: 0.4690, decode.d0.loss_dice: 0.7236, decode.d1.loss_cls: 0.2263, decode.d1.loss_mask: 0.4459, decode.d1.loss_dice: 0.6914, decode.d2.loss_cls: 0.1915, decode.d2.loss_mask: 0.4399, decode.d2.loss_dice: 0.6766, decode.d3.loss_cls: 0.1769, decode.d3.loss_mask: 0.4358, decode.d3.loss_dice: 0.6626, decode.d4.loss_cls: 0.1671, decode.d4.loss_mask: 0.4355, decode.d4.loss_dice: 0.6618, decode.d5.loss_cls: 0.1619, decode.d5.loss_mask: 0.4343, decode.d5.loss_dice: 0.6615, decode.d6.loss_cls: 0.1568, decode.d6.loss_mask: 0.4330, decode.d6.loss_dice: 0.6597, decode.d7.loss_cls: 0.1549, decode.d7.loss_mask: 0.4323, decode.d7.loss_dice: 0.6604, decode.d8.loss_cls: 0.1536, decode.d8.loss_mask: 0.4316, decode.d8.loss_dice: 0.6555, loss: 13.7478, grad_norm: 64.4981 +2023-11-07 10:59:09,531 - mmseg - INFO - Iter [158150/160000] lr: 1.157e-06, eta: 0:14:35, time: 0.484, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1783, decode.loss_mask: 0.4237, decode.loss_dice: 0.6592, decode.d0.loss_cls: 1.1913, decode.d0.loss_mask: 0.4611, decode.d0.loss_dice: 0.7257, decode.d1.loss_cls: 0.2684, decode.d1.loss_mask: 0.4415, decode.d1.loss_dice: 0.7006, decode.d2.loss_cls: 0.2247, decode.d2.loss_mask: 0.4306, decode.d2.loss_dice: 0.6762, decode.d3.loss_cls: 0.2106, decode.d3.loss_mask: 0.4285, decode.d3.loss_dice: 0.6649, decode.d4.loss_cls: 0.1963, decode.d4.loss_mask: 0.4270, decode.d4.loss_dice: 0.6592, decode.d5.loss_cls: 0.1865, decode.d5.loss_mask: 0.4269, decode.d5.loss_dice: 0.6619, decode.d6.loss_cls: 0.1851, decode.d6.loss_mask: 0.4247, decode.d6.loss_dice: 0.6540, decode.d7.loss_cls: 0.1832, decode.d7.loss_mask: 0.4243, decode.d7.loss_dice: 0.6553, decode.d8.loss_cls: 0.1803, decode.d8.loss_mask: 0.4249, decode.d8.loss_dice: 0.6580, loss: 14.0333, grad_norm: 63.3488 +2023-11-07 10:59:33,345 - mmseg - INFO - Iter [158200/160000] lr: 1.126e-06, eta: 0:14:11, time: 0.476, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1696, decode.loss_mask: 0.4238, decode.loss_dice: 0.6499, decode.d0.loss_cls: 1.1816, decode.d0.loss_mask: 0.4589, decode.d0.loss_dice: 0.7195, decode.d1.loss_cls: 0.2608, decode.d1.loss_mask: 0.4395, decode.d1.loss_dice: 0.6870, decode.d2.loss_cls: 0.2191, decode.d2.loss_mask: 0.4298, decode.d2.loss_dice: 0.6677, decode.d3.loss_cls: 0.2000, decode.d3.loss_mask: 0.4272, decode.d3.loss_dice: 0.6585, decode.d4.loss_cls: 0.1868, decode.d4.loss_mask: 0.4280, decode.d4.loss_dice: 0.6558, decode.d5.loss_cls: 0.1811, decode.d5.loss_mask: 0.4260, decode.d5.loss_dice: 0.6538, decode.d6.loss_cls: 0.1781, decode.d6.loss_mask: 0.4249, decode.d6.loss_dice: 0.6520, decode.d7.loss_cls: 0.1720, decode.d7.loss_mask: 0.4249, decode.d7.loss_dice: 0.6527, decode.d8.loss_cls: 0.1745, decode.d8.loss_mask: 0.4243, decode.d8.loss_dice: 0.6481, loss: 13.8757, grad_norm: 64.5249 +2023-11-07 10:59:56,809 - mmseg - INFO - Iter [158250/160000] lr: 1.094e-06, eta: 0:13:48, time: 0.469, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1561, decode.loss_mask: 0.4343, decode.loss_dice: 0.6522, decode.d0.loss_cls: 1.1408, decode.d0.loss_mask: 0.4722, decode.d0.loss_dice: 0.7198, decode.d1.loss_cls: 0.2310, decode.d1.loss_mask: 0.4557, decode.d1.loss_dice: 0.6928, decode.d2.loss_cls: 0.1945, decode.d2.loss_mask: 0.4439, decode.d2.loss_dice: 0.6736, decode.d3.loss_cls: 0.1768, decode.d3.loss_mask: 0.4415, decode.d3.loss_dice: 0.6616, decode.d4.loss_cls: 0.1704, decode.d4.loss_mask: 0.4397, decode.d4.loss_dice: 0.6604, decode.d5.loss_cls: 0.1624, decode.d5.loss_mask: 0.4390, decode.d5.loss_dice: 0.6588, decode.d6.loss_cls: 0.1616, decode.d6.loss_mask: 0.4368, decode.d6.loss_dice: 0.6550, decode.d7.loss_cls: 0.1571, decode.d7.loss_mask: 0.4357, decode.d7.loss_dice: 0.6579, decode.d8.loss_cls: 0.1570, decode.d8.loss_mask: 0.4351, decode.d8.loss_dice: 0.6531, loss: 13.8268, grad_norm: 68.9451 +2023-11-07 11:00:19,895 - mmseg - INFO - Iter [158300/160000] lr: 1.063e-06, eta: 0:13:24, time: 0.462, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1616, decode.loss_mask: 0.4320, decode.loss_dice: 0.6544, decode.d0.loss_cls: 1.1567, decode.d0.loss_mask: 0.4670, decode.d0.loss_dice: 0.7227, decode.d1.loss_cls: 0.2462, decode.d1.loss_mask: 0.4492, decode.d1.loss_dice: 0.6945, decode.d2.loss_cls: 0.2198, decode.d2.loss_mask: 0.4371, decode.d2.loss_dice: 0.6700, decode.d3.loss_cls: 0.1918, decode.d3.loss_mask: 0.4346, decode.d3.loss_dice: 0.6617, decode.d4.loss_cls: 0.1779, decode.d4.loss_mask: 0.4334, decode.d4.loss_dice: 0.6618, decode.d5.loss_cls: 0.1803, decode.d5.loss_mask: 0.4320, decode.d5.loss_dice: 0.6542, decode.d6.loss_cls: 0.1732, decode.d6.loss_mask: 0.4320, decode.d6.loss_dice: 0.6541, decode.d7.loss_cls: 0.1656, decode.d7.loss_mask: 0.4314, decode.d7.loss_dice: 0.6555, decode.d8.loss_cls: 0.1608, decode.d8.loss_mask: 0.4328, decode.d8.loss_dice: 0.6558, loss: 13.8998, grad_norm: 65.8955 +2023-11-07 11:00:42,878 - mmseg - INFO - Iter [158350/160000] lr: 1.032e-06, eta: 0:13:00, time: 0.460, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1619, decode.loss_mask: 0.4366, decode.loss_dice: 0.6687, decode.d0.loss_cls: 1.1687, decode.d0.loss_mask: 0.4788, decode.d0.loss_dice: 0.7427, decode.d1.loss_cls: 0.2563, decode.d1.loss_mask: 0.4547, decode.d1.loss_dice: 0.7145, decode.d2.loss_cls: 0.2212, decode.d2.loss_mask: 0.4449, decode.d2.loss_dice: 0.6917, decode.d3.loss_cls: 0.1945, decode.d3.loss_mask: 0.4410, decode.d3.loss_dice: 0.6777, decode.d4.loss_cls: 0.1782, decode.d4.loss_mask: 0.4394, decode.d4.loss_dice: 0.6747, decode.d5.loss_cls: 0.1678, decode.d5.loss_mask: 0.4393, decode.d5.loss_dice: 0.6756, decode.d6.loss_cls: 0.1680, decode.d6.loss_mask: 0.4391, decode.d6.loss_dice: 0.6732, decode.d7.loss_cls: 0.1646, decode.d7.loss_mask: 0.4372, decode.d7.loss_dice: 0.6737, decode.d8.loss_cls: 0.1620, decode.d8.loss_mask: 0.4375, decode.d8.loss_dice: 0.6731, loss: 14.1572, grad_norm: 67.0900 +2023-11-07 11:01:07,992 - mmseg - INFO - Iter [158400/160000] lr: 1.001e-06, eta: 0:12:37, time: 0.502, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1643, decode.loss_mask: 0.4339, decode.loss_dice: 0.6470, decode.d0.loss_cls: 1.1414, decode.d0.loss_mask: 0.4751, decode.d0.loss_dice: 0.7217, decode.d1.loss_cls: 0.2477, decode.d1.loss_mask: 0.4502, decode.d1.loss_dice: 0.6891, decode.d2.loss_cls: 0.2111, decode.d2.loss_mask: 0.4422, decode.d2.loss_dice: 0.6679, decode.d3.loss_cls: 0.1898, decode.d3.loss_mask: 0.4379, decode.d3.loss_dice: 0.6520, decode.d4.loss_cls: 0.1811, decode.d4.loss_mask: 0.4372, decode.d4.loss_dice: 0.6508, decode.d5.loss_cls: 0.1719, decode.d5.loss_mask: 0.4368, decode.d5.loss_dice: 0.6495, decode.d6.loss_cls: 0.1713, decode.d6.loss_mask: 0.4367, decode.d6.loss_dice: 0.6457, decode.d7.loss_cls: 0.1712, decode.d7.loss_mask: 0.4349, decode.d7.loss_dice: 0.6462, decode.d8.loss_cls: 0.1687, decode.d8.loss_mask: 0.4340, decode.d8.loss_dice: 0.6448, loss: 13.8518, grad_norm: 62.9522 +2023-11-07 11:01:32,488 - mmseg - INFO - Iter [158450/160000] lr: 9.694e-07, eta: 0:12:13, time: 0.490, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1565, decode.loss_mask: 0.4411, decode.loss_dice: 0.6512, decode.d0.loss_cls: 1.1520, decode.d0.loss_mask: 0.4794, decode.d0.loss_dice: 0.7163, decode.d1.loss_cls: 0.2338, decode.d1.loss_mask: 0.4555, decode.d1.loss_dice: 0.6832, decode.d2.loss_cls: 0.2017, decode.d2.loss_mask: 0.4437, decode.d2.loss_dice: 0.6714, decode.d3.loss_cls: 0.1827, decode.d3.loss_mask: 0.4409, decode.d3.loss_dice: 0.6561, decode.d4.loss_cls: 0.1729, decode.d4.loss_mask: 0.4406, decode.d4.loss_dice: 0.6555, decode.d5.loss_cls: 0.1641, decode.d5.loss_mask: 0.4417, decode.d5.loss_dice: 0.6527, decode.d6.loss_cls: 0.1638, decode.d6.loss_mask: 0.4414, decode.d6.loss_dice: 0.6490, decode.d7.loss_cls: 0.1589, decode.d7.loss_mask: 0.4418, decode.d7.loss_dice: 0.6521, decode.d8.loss_cls: 0.1572, decode.d8.loss_mask: 0.4413, decode.d8.loss_dice: 0.6502, loss: 13.8488, grad_norm: 63.0696 +2023-11-07 11:01:56,534 - mmseg - INFO - Iter [158500/160000] lr: 9.381e-07, eta: 0:11:49, time: 0.481, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1733, decode.loss_mask: 0.4315, decode.loss_dice: 0.6659, decode.d0.loss_cls: 1.1510, decode.d0.loss_mask: 0.4685, decode.d0.loss_dice: 0.7394, decode.d1.loss_cls: 0.2532, decode.d1.loss_mask: 0.4466, decode.d1.loss_dice: 0.6999, decode.d2.loss_cls: 0.2197, decode.d2.loss_mask: 0.4383, decode.d2.loss_dice: 0.6876, decode.d3.loss_cls: 0.2030, decode.d3.loss_mask: 0.4347, decode.d3.loss_dice: 0.6726, decode.d4.loss_cls: 0.1943, decode.d4.loss_mask: 0.4329, decode.d4.loss_dice: 0.6690, decode.d5.loss_cls: 0.1854, decode.d5.loss_mask: 0.4329, decode.d5.loss_dice: 0.6704, decode.d6.loss_cls: 0.1799, decode.d6.loss_mask: 0.4321, decode.d6.loss_dice: 0.6669, decode.d7.loss_cls: 0.1761, decode.d7.loss_mask: 0.4311, decode.d7.loss_dice: 0.6667, decode.d8.loss_cls: 0.1705, decode.d8.loss_mask: 0.4307, decode.d8.loss_dice: 0.6711, loss: 14.0953, grad_norm: 61.0691 +2023-11-07 11:02:20,744 - mmseg - INFO - Iter [158550/160000] lr: 9.069e-07, eta: 0:11:26, time: 0.484, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1534, decode.loss_mask: 0.4271, decode.loss_dice: 0.6585, decode.d0.loss_cls: 1.1428, decode.d0.loss_mask: 0.4639, decode.d0.loss_dice: 0.7249, decode.d1.loss_cls: 0.2408, decode.d1.loss_mask: 0.4407, decode.d1.loss_dice: 0.6953, decode.d2.loss_cls: 0.1983, decode.d2.loss_mask: 0.4345, decode.d2.loss_dice: 0.6775, decode.d3.loss_cls: 0.1766, decode.d3.loss_mask: 0.4296, decode.d3.loss_dice: 0.6642, decode.d4.loss_cls: 0.1652, decode.d4.loss_mask: 0.4295, decode.d4.loss_dice: 0.6651, decode.d5.loss_cls: 0.1620, decode.d5.loss_mask: 0.4279, decode.d5.loss_dice: 0.6622, decode.d6.loss_cls: 0.1571, decode.d6.loss_mask: 0.4275, decode.d6.loss_dice: 0.6621, decode.d7.loss_cls: 0.1498, decode.d7.loss_mask: 0.4276, decode.d7.loss_dice: 0.6644, decode.d8.loss_cls: 0.1536, decode.d8.loss_mask: 0.4268, decode.d8.loss_dice: 0.6575, loss: 13.7665, grad_norm: 65.8119 +2023-11-07 11:02:44,390 - mmseg - INFO - Iter [158600/160000] lr: 8.756e-07, eta: 0:11:02, time: 0.473, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1630, decode.loss_mask: 0.4254, decode.loss_dice: 0.6263, decode.d0.loss_cls: 1.1254, decode.d0.loss_mask: 0.4585, decode.d0.loss_dice: 0.6866, decode.d1.loss_cls: 0.2326, decode.d1.loss_mask: 0.4404, decode.d1.loss_dice: 0.6631, decode.d2.loss_cls: 0.2071, decode.d2.loss_mask: 0.4319, decode.d2.loss_dice: 0.6456, decode.d3.loss_cls: 0.1873, decode.d3.loss_mask: 0.4294, decode.d3.loss_dice: 0.6322, decode.d4.loss_cls: 0.1758, decode.d4.loss_mask: 0.4292, decode.d4.loss_dice: 0.6314, decode.d5.loss_cls: 0.1714, decode.d5.loss_mask: 0.4269, decode.d5.loss_dice: 0.6313, decode.d6.loss_cls: 0.1706, decode.d6.loss_mask: 0.4260, decode.d6.loss_dice: 0.6260, decode.d7.loss_cls: 0.1661, decode.d7.loss_mask: 0.4255, decode.d7.loss_dice: 0.6268, decode.d8.loss_cls: 0.1627, decode.d8.loss_mask: 0.4251, decode.d8.loss_dice: 0.6261, loss: 13.4757, grad_norm: 72.2879 +2023-11-07 11:03:07,886 - mmseg - INFO - Iter [158650/160000] lr: 8.444e-07, eta: 0:10:38, time: 0.470, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1632, decode.loss_mask: 0.4178, decode.loss_dice: 0.6739, decode.d0.loss_cls: 1.1660, decode.d0.loss_mask: 0.4615, decode.d0.loss_dice: 0.7614, decode.d1.loss_cls: 0.2509, decode.d1.loss_mask: 0.4351, decode.d1.loss_dice: 0.7197, decode.d2.loss_cls: 0.2100, decode.d2.loss_mask: 0.4264, decode.d2.loss_dice: 0.6969, decode.d3.loss_cls: 0.1875, decode.d3.loss_mask: 0.4237, decode.d3.loss_dice: 0.6837, decode.d4.loss_cls: 0.1799, decode.d4.loss_mask: 0.4225, decode.d4.loss_dice: 0.6809, decode.d5.loss_cls: 0.1725, decode.d5.loss_mask: 0.4213, decode.d5.loss_dice: 0.6807, decode.d6.loss_cls: 0.1714, decode.d6.loss_mask: 0.4197, decode.d6.loss_dice: 0.6732, decode.d7.loss_cls: 0.1656, decode.d7.loss_mask: 0.4182, decode.d7.loss_dice: 0.6772, decode.d8.loss_cls: 0.1636, decode.d8.loss_mask: 0.4175, decode.d8.loss_dice: 0.6745, loss: 14.0164, grad_norm: 63.6060 +2023-11-07 11:03:30,940 - mmseg - INFO - Iter [158700/160000] lr: 8.131e-07, eta: 0:10:15, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1670, decode.loss_mask: 0.4418, decode.loss_dice: 0.6628, decode.d0.loss_cls: 1.1375, decode.d0.loss_mask: 0.4825, decode.d0.loss_dice: 0.7305, decode.d1.loss_cls: 0.2435, decode.d1.loss_mask: 0.4609, decode.d1.loss_dice: 0.7041, decode.d2.loss_cls: 0.2078, decode.d2.loss_mask: 0.4491, decode.d2.loss_dice: 0.6809, decode.d3.loss_cls: 0.1911, decode.d3.loss_mask: 0.4471, decode.d3.loss_dice: 0.6713, decode.d4.loss_cls: 0.1810, decode.d4.loss_mask: 0.4464, decode.d4.loss_dice: 0.6684, decode.d5.loss_cls: 0.1738, decode.d5.loss_mask: 0.4445, decode.d5.loss_dice: 0.6674, decode.d6.loss_cls: 0.1710, decode.d6.loss_mask: 0.4446, decode.d6.loss_dice: 0.6639, decode.d7.loss_cls: 0.1703, decode.d7.loss_mask: 0.4436, decode.d7.loss_dice: 0.6659, decode.d8.loss_cls: 0.1694, decode.d8.loss_mask: 0.4431, decode.d8.loss_dice: 0.6642, loss: 14.0954, grad_norm: 68.6099 +2023-11-07 11:03:53,794 - mmseg - INFO - Iter [158750/160000] lr: 7.819e-07, eta: 0:09:51, time: 0.457, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1554, decode.loss_mask: 0.4282, decode.loss_dice: 0.6548, decode.d0.loss_cls: 1.1321, decode.d0.loss_mask: 0.4650, decode.d0.loss_dice: 0.7198, decode.d1.loss_cls: 0.2284, decode.d1.loss_mask: 0.4437, decode.d1.loss_dice: 0.6908, decode.d2.loss_cls: 0.1981, decode.d2.loss_mask: 0.4360, decode.d2.loss_dice: 0.6754, decode.d3.loss_cls: 0.1779, decode.d3.loss_mask: 0.4322, decode.d3.loss_dice: 0.6653, decode.d4.loss_cls: 0.1692, decode.d4.loss_mask: 0.4297, decode.d4.loss_dice: 0.6553, decode.d5.loss_cls: 0.1638, decode.d5.loss_mask: 0.4297, decode.d5.loss_dice: 0.6593, decode.d6.loss_cls: 0.1607, decode.d6.loss_mask: 0.4296, decode.d6.loss_dice: 0.6543, decode.d7.loss_cls: 0.1539, decode.d7.loss_mask: 0.4282, decode.d7.loss_dice: 0.6531, decode.d8.loss_cls: 0.1579, decode.d8.loss_mask: 0.4275, decode.d8.loss_dice: 0.6534, loss: 13.7287, grad_norm: 62.0502 +2023-11-07 11:04:16,735 - mmseg - INFO - Iter [158800/160000] lr: 7.506e-07, eta: 0:09:27, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1618, decode.loss_mask: 0.4213, decode.loss_dice: 0.6372, decode.d0.loss_cls: 1.1602, decode.d0.loss_mask: 0.4603, decode.d0.loss_dice: 0.7041, decode.d1.loss_cls: 0.2336, decode.d1.loss_mask: 0.4378, decode.d1.loss_dice: 0.6724, decode.d2.loss_cls: 0.2076, decode.d2.loss_mask: 0.4276, decode.d2.loss_dice: 0.6511, decode.d3.loss_cls: 0.1871, decode.d3.loss_mask: 0.4239, decode.d3.loss_dice: 0.6413, decode.d4.loss_cls: 0.1806, decode.d4.loss_mask: 0.4225, decode.d4.loss_dice: 0.6364, decode.d5.loss_cls: 0.1698, decode.d5.loss_mask: 0.4222, decode.d5.loss_dice: 0.6398, decode.d6.loss_cls: 0.1667, decode.d6.loss_mask: 0.4219, decode.d6.loss_dice: 0.6380, decode.d7.loss_cls: 0.1640, decode.d7.loss_mask: 0.4220, decode.d7.loss_dice: 0.6362, decode.d8.loss_cls: 0.1636, decode.d8.loss_mask: 0.4214, decode.d8.loss_dice: 0.6374, loss: 13.5698, grad_norm: 64.4821 +2023-11-07 11:04:39,522 - mmseg - INFO - Iter [158850/160000] lr: 7.194e-07, eta: 0:09:04, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1552, decode.loss_mask: 0.4358, decode.loss_dice: 0.6604, decode.d0.loss_cls: 1.1316, decode.d0.loss_mask: 0.4720, decode.d0.loss_dice: 0.7268, decode.d1.loss_cls: 0.2413, decode.d1.loss_mask: 0.4503, decode.d1.loss_dice: 0.6962, decode.d2.loss_cls: 0.1995, decode.d2.loss_mask: 0.4422, decode.d2.loss_dice: 0.6718, decode.d3.loss_cls: 0.1812, decode.d3.loss_mask: 0.4377, decode.d3.loss_dice: 0.6630, decode.d4.loss_cls: 0.1718, decode.d4.loss_mask: 0.4364, decode.d4.loss_dice: 0.6600, decode.d5.loss_cls: 0.1672, decode.d5.loss_mask: 0.4349, decode.d5.loss_dice: 0.6567, decode.d6.loss_cls: 0.1638, decode.d6.loss_mask: 0.4350, decode.d6.loss_dice: 0.6569, decode.d7.loss_cls: 0.1575, decode.d7.loss_mask: 0.4351, decode.d7.loss_dice: 0.6567, decode.d8.loss_cls: 0.1555, decode.d8.loss_mask: 0.4349, decode.d8.loss_dice: 0.6591, loss: 13.8468, grad_norm: 67.4341 +2023-11-07 11:05:02,408 - mmseg - INFO - Iter [158900/160000] lr: 6.881e-07, eta: 0:08:40, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1497, decode.loss_mask: 0.4302, decode.loss_dice: 0.6521, decode.d0.loss_cls: 1.0919, decode.d0.loss_mask: 0.4701, decode.d0.loss_dice: 0.7162, decode.d1.loss_cls: 0.2313, decode.d1.loss_mask: 0.4440, decode.d1.loss_dice: 0.6820, decode.d2.loss_cls: 0.1945, decode.d2.loss_mask: 0.4358, decode.d2.loss_dice: 0.6645, decode.d3.loss_cls: 0.1767, decode.d3.loss_mask: 0.4318, decode.d3.loss_dice: 0.6540, decode.d4.loss_cls: 0.1691, decode.d4.loss_mask: 0.4301, decode.d4.loss_dice: 0.6491, decode.d5.loss_cls: 0.1628, decode.d5.loss_mask: 0.4301, decode.d5.loss_dice: 0.6526, decode.d6.loss_cls: 0.1592, decode.d6.loss_mask: 0.4295, decode.d6.loss_dice: 0.6485, decode.d7.loss_cls: 0.1556, decode.d7.loss_mask: 0.4294, decode.d7.loss_dice: 0.6483, decode.d8.loss_cls: 0.1529, decode.d8.loss_mask: 0.4285, decode.d8.loss_dice: 0.6485, loss: 13.6192, grad_norm: 66.3234 +2023-11-07 11:05:25,513 - mmseg - INFO - Iter [158950/160000] lr: 6.569e-07, eta: 0:08:16, time: 0.462, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1580, decode.loss_mask: 0.4282, decode.loss_dice: 0.6453, decode.d0.loss_cls: 1.1310, decode.d0.loss_mask: 0.4674, decode.d0.loss_dice: 0.7166, decode.d1.loss_cls: 0.2420, decode.d1.loss_mask: 0.4438, decode.d1.loss_dice: 0.6801, decode.d2.loss_cls: 0.2029, decode.d2.loss_mask: 0.4372, decode.d2.loss_dice: 0.6637, decode.d3.loss_cls: 0.1847, decode.d3.loss_mask: 0.4314, decode.d3.loss_dice: 0.6522, decode.d4.loss_cls: 0.1759, decode.d4.loss_mask: 0.4309, decode.d4.loss_dice: 0.6508, decode.d5.loss_cls: 0.1658, decode.d5.loss_mask: 0.4303, decode.d5.loss_dice: 0.6503, decode.d6.loss_cls: 0.1616, decode.d6.loss_mask: 0.4300, decode.d6.loss_dice: 0.6489, decode.d7.loss_cls: 0.1606, decode.d7.loss_mask: 0.4299, decode.d7.loss_dice: 0.6502, decode.d8.loss_cls: 0.1587, decode.d8.loss_mask: 0.4296, decode.d8.loss_dice: 0.6463, loss: 13.7043, grad_norm: 64.2927 +2023-11-07 11:05:48,435 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 11:05:48,435 - mmseg - INFO - Iter [159000/160000] lr: 6.256e-07, eta: 0:07:53, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1561, decode.loss_mask: 0.4247, decode.loss_dice: 0.6495, decode.d0.loss_cls: 1.1428, decode.d0.loss_mask: 0.4623, decode.d0.loss_dice: 0.7163, decode.d1.loss_cls: 0.2314, decode.d1.loss_mask: 0.4426, decode.d1.loss_dice: 0.6868, decode.d2.loss_cls: 0.2015, decode.d2.loss_mask: 0.4325, decode.d2.loss_dice: 0.6646, decode.d3.loss_cls: 0.1755, decode.d3.loss_mask: 0.4278, decode.d3.loss_dice: 0.6540, decode.d4.loss_cls: 0.1679, decode.d4.loss_mask: 0.4270, decode.d4.loss_dice: 0.6523, decode.d5.loss_cls: 0.1636, decode.d5.loss_mask: 0.4264, decode.d5.loss_dice: 0.6491, decode.d6.loss_cls: 0.1645, decode.d6.loss_mask: 0.4256, decode.d6.loss_dice: 0.6512, decode.d7.loss_cls: 0.1581, decode.d7.loss_mask: 0.4247, decode.d7.loss_dice: 0.6489, decode.d8.loss_cls: 0.1585, decode.d8.loss_mask: 0.4250, decode.d8.loss_dice: 0.6480, loss: 13.6591, grad_norm: 57.3650 +2023-11-07 11:06:11,498 - mmseg - INFO - Iter [159050/160000] lr: 5.944e-07, eta: 0:07:29, time: 0.461, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1516, decode.loss_mask: 0.4261, decode.loss_dice: 0.6445, decode.d0.loss_cls: 1.1247, decode.d0.loss_mask: 0.4590, decode.d0.loss_dice: 0.7112, decode.d1.loss_cls: 0.2302, decode.d1.loss_mask: 0.4412, decode.d1.loss_dice: 0.6822, decode.d2.loss_cls: 0.1994, decode.d2.loss_mask: 0.4322, decode.d2.loss_dice: 0.6671, decode.d3.loss_cls: 0.1804, decode.d3.loss_mask: 0.4277, decode.d3.loss_dice: 0.6542, decode.d4.loss_cls: 0.1699, decode.d4.loss_mask: 0.4281, decode.d4.loss_dice: 0.6551, decode.d5.loss_cls: 0.1562, decode.d5.loss_mask: 0.4270, decode.d5.loss_dice: 0.6514, decode.d6.loss_cls: 0.1627, decode.d6.loss_mask: 0.4260, decode.d6.loss_dice: 0.6489, decode.d7.loss_cls: 0.1530, decode.d7.loss_mask: 0.4270, decode.d7.loss_dice: 0.6495, decode.d8.loss_cls: 0.1547, decode.d8.loss_mask: 0.4269, decode.d8.loss_dice: 0.6498, loss: 13.6181, grad_norm: 61.0609 +2023-11-07 11:06:34,788 - mmseg - INFO - Iter [159100/160000] lr: 5.631e-07, eta: 0:07:05, time: 0.466, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1436, decode.loss_mask: 0.4384, decode.loss_dice: 0.6308, decode.d0.loss_cls: 1.1150, decode.d0.loss_mask: 0.4766, decode.d0.loss_dice: 0.6985, decode.d1.loss_cls: 0.2163, decode.d1.loss_mask: 0.4532, decode.d1.loss_dice: 0.6625, decode.d2.loss_cls: 0.1812, decode.d2.loss_mask: 0.4456, decode.d2.loss_dice: 0.6503, decode.d3.loss_cls: 0.1649, decode.d3.loss_mask: 0.4400, decode.d3.loss_dice: 0.6321, decode.d4.loss_cls: 0.1571, decode.d4.loss_mask: 0.4408, decode.d4.loss_dice: 0.6337, decode.d5.loss_cls: 0.1516, decode.d5.loss_mask: 0.4390, decode.d5.loss_dice: 0.6320, decode.d6.loss_cls: 0.1520, decode.d6.loss_mask: 0.4375, decode.d6.loss_dice: 0.6306, decode.d7.loss_cls: 0.1467, decode.d7.loss_mask: 0.4376, decode.d7.loss_dice: 0.6307, decode.d8.loss_cls: 0.1445, decode.d8.loss_mask: 0.4384, decode.d8.loss_dice: 0.6309, loss: 13.4523, grad_norm: 64.3313 +2023-11-07 11:07:00,516 - mmseg - INFO - Iter [159150/160000] lr: 5.319e-07, eta: 0:06:42, time: 0.515, data_time: 0.059, memory: 39436, decode.loss_cls: 0.1483, decode.loss_mask: 0.4284, decode.loss_dice: 0.6446, decode.d0.loss_cls: 1.1100, decode.d0.loss_mask: 0.4654, decode.d0.loss_dice: 0.7067, decode.d1.loss_cls: 0.2119, decode.d1.loss_mask: 0.4459, decode.d1.loss_dice: 0.6783, decode.d2.loss_cls: 0.1825, decode.d2.loss_mask: 0.4375, decode.d2.loss_dice: 0.6603, decode.d3.loss_cls: 0.1667, decode.d3.loss_mask: 0.4319, decode.d3.loss_dice: 0.6478, decode.d4.loss_cls: 0.1575, decode.d4.loss_mask: 0.4317, decode.d4.loss_dice: 0.6447, decode.d5.loss_cls: 0.1519, decode.d5.loss_mask: 0.4314, decode.d5.loss_dice: 0.6456, decode.d6.loss_cls: 0.1559, decode.d6.loss_mask: 0.4298, decode.d6.loss_dice: 0.6432, decode.d7.loss_cls: 0.1469, decode.d7.loss_mask: 0.4289, decode.d7.loss_dice: 0.6416, decode.d8.loss_cls: 0.1443, decode.d8.loss_mask: 0.4290, decode.d8.loss_dice: 0.6438, loss: 13.4925, grad_norm: 71.2387 +2023-11-07 11:07:23,449 - mmseg - INFO - Iter [159200/160000] lr: 5.006e-07, eta: 0:06:18, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1664, decode.loss_mask: 0.4160, decode.loss_dice: 0.6590, decode.d0.loss_cls: 1.1732, decode.d0.loss_mask: 0.4496, decode.d0.loss_dice: 0.7275, decode.d1.loss_cls: 0.2634, decode.d1.loss_mask: 0.4279, decode.d1.loss_dice: 0.6948, decode.d2.loss_cls: 0.2147, decode.d2.loss_mask: 0.4214, decode.d2.loss_dice: 0.6750, decode.d3.loss_cls: 0.1983, decode.d3.loss_mask: 0.4187, decode.d3.loss_dice: 0.6622, decode.d4.loss_cls: 0.1854, decode.d4.loss_mask: 0.4180, decode.d4.loss_dice: 0.6581, decode.d5.loss_cls: 0.1798, decode.d5.loss_mask: 0.4176, decode.d5.loss_dice: 0.6570, decode.d6.loss_cls: 0.1722, decode.d6.loss_mask: 0.4164, decode.d6.loss_dice: 0.6568, decode.d7.loss_cls: 0.1719, decode.d7.loss_mask: 0.4161, decode.d7.loss_dice: 0.6563, decode.d8.loss_cls: 0.1682, decode.d8.loss_mask: 0.4151, decode.d8.loss_dice: 0.6546, loss: 13.8118, grad_norm: 63.0483 +2023-11-07 11:07:46,238 - mmseg - INFO - Iter [159250/160000] lr: 4.694e-07, eta: 0:05:54, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1507, decode.loss_mask: 0.4301, decode.loss_dice: 0.6475, decode.d0.loss_cls: 1.1483, decode.d0.loss_mask: 0.4703, decode.d0.loss_dice: 0.7157, decode.d1.loss_cls: 0.2333, decode.d1.loss_mask: 0.4481, decode.d1.loss_dice: 0.6852, decode.d2.loss_cls: 0.1919, decode.d2.loss_mask: 0.4359, decode.d2.loss_dice: 0.6679, decode.d3.loss_cls: 0.1780, decode.d3.loss_mask: 0.4328, decode.d3.loss_dice: 0.6534, decode.d4.loss_cls: 0.1695, decode.d4.loss_mask: 0.4311, decode.d4.loss_dice: 0.6516, decode.d5.loss_cls: 0.1603, decode.d5.loss_mask: 0.4307, decode.d5.loss_dice: 0.6494, decode.d6.loss_cls: 0.1581, decode.d6.loss_mask: 0.4308, decode.d6.loss_dice: 0.6488, decode.d7.loss_cls: 0.1546, decode.d7.loss_mask: 0.4314, decode.d7.loss_dice: 0.6480, decode.d8.loss_cls: 0.1505, decode.d8.loss_mask: 0.4309, decode.d8.loss_dice: 0.6519, loss: 13.6867, grad_norm: 67.0245 +2023-11-07 11:08:09,124 - mmseg - INFO - Iter [159300/160000] lr: 4.381e-07, eta: 0:05:31, time: 0.458, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1690, decode.loss_mask: 0.4246, decode.loss_dice: 0.6634, decode.d0.loss_cls: 1.1384, decode.d0.loss_mask: 0.4611, decode.d0.loss_dice: 0.7376, decode.d1.loss_cls: 0.2520, decode.d1.loss_mask: 0.4421, decode.d1.loss_dice: 0.7053, decode.d2.loss_cls: 0.2042, decode.d2.loss_mask: 0.4342, decode.d2.loss_dice: 0.6906, decode.d3.loss_cls: 0.1904, decode.d3.loss_mask: 0.4272, decode.d3.loss_dice: 0.6727, decode.d4.loss_cls: 0.1812, decode.d4.loss_mask: 0.4272, decode.d4.loss_dice: 0.6728, decode.d5.loss_cls: 0.1758, decode.d5.loss_mask: 0.4264, decode.d5.loss_dice: 0.6681, decode.d6.loss_cls: 0.1739, decode.d6.loss_mask: 0.4266, decode.d6.loss_dice: 0.6670, decode.d7.loss_cls: 0.1740, decode.d7.loss_mask: 0.4254, decode.d7.loss_dice: 0.6642, decode.d8.loss_cls: 0.1706, decode.d8.loss_mask: 0.4247, decode.d8.loss_dice: 0.6640, loss: 13.9545, grad_norm: 62.0878 +2023-11-07 11:08:32,021 - mmseg - INFO - Iter [159350/160000] lr: 4.069e-07, eta: 0:05:07, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1601, decode.loss_mask: 0.4199, decode.loss_dice: 0.6369, decode.d0.loss_cls: 1.1576, decode.d0.loss_mask: 0.4573, decode.d0.loss_dice: 0.7126, decode.d1.loss_cls: 0.2476, decode.d1.loss_mask: 0.4362, decode.d1.loss_dice: 0.6776, decode.d2.loss_cls: 0.2017, decode.d2.loss_mask: 0.4279, decode.d2.loss_dice: 0.6570, decode.d3.loss_cls: 0.1847, decode.d3.loss_mask: 0.4252, decode.d3.loss_dice: 0.6491, decode.d4.loss_cls: 0.1753, decode.d4.loss_mask: 0.4226, decode.d4.loss_dice: 0.6482, decode.d5.loss_cls: 0.1690, decode.d5.loss_mask: 0.4221, decode.d5.loss_dice: 0.6431, decode.d6.loss_cls: 0.1692, decode.d6.loss_mask: 0.4217, decode.d6.loss_dice: 0.6362, decode.d7.loss_cls: 0.1598, decode.d7.loss_mask: 0.4208, decode.d7.loss_dice: 0.6368, decode.d8.loss_cls: 0.1583, decode.d8.loss_mask: 0.4202, decode.d8.loss_dice: 0.6413, loss: 13.5961, grad_norm: 62.9891 +2023-11-07 11:08:54,843 - mmseg - INFO - Iter [159400/160000] lr: 3.756e-07, eta: 0:04:43, time: 0.456, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1468, decode.loss_mask: 0.4193, decode.loss_dice: 0.6438, decode.d0.loss_cls: 1.1290, decode.d0.loss_mask: 0.4547, decode.d0.loss_dice: 0.7141, decode.d1.loss_cls: 0.2365, decode.d1.loss_mask: 0.4324, decode.d1.loss_dice: 0.6766, decode.d2.loss_cls: 0.1901, decode.d2.loss_mask: 0.4278, decode.d2.loss_dice: 0.6598, decode.d3.loss_cls: 0.1780, decode.d3.loss_mask: 0.4222, decode.d3.loss_dice: 0.6501, decode.d4.loss_cls: 0.1620, decode.d4.loss_mask: 0.4232, decode.d4.loss_dice: 0.6472, decode.d5.loss_cls: 0.1591, decode.d5.loss_mask: 0.4225, decode.d5.loss_dice: 0.6508, decode.d6.loss_cls: 0.1528, decode.d6.loss_mask: 0.4208, decode.d6.loss_dice: 0.6480, decode.d7.loss_cls: 0.1483, decode.d7.loss_mask: 0.4208, decode.d7.loss_dice: 0.6490, decode.d8.loss_cls: 0.1495, decode.d8.loss_mask: 0.4188, decode.d8.loss_dice: 0.6455, loss: 13.4993, grad_norm: 63.1509 +2023-11-07 11:09:17,818 - mmseg - INFO - Iter [159450/160000] lr: 3.444e-07, eta: 0:04:20, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1527, decode.loss_mask: 0.4239, decode.loss_dice: 0.6382, decode.d0.loss_cls: 1.1284, decode.d0.loss_mask: 0.4589, decode.d0.loss_dice: 0.7076, decode.d1.loss_cls: 0.2434, decode.d1.loss_mask: 0.4347, decode.d1.loss_dice: 0.6703, decode.d2.loss_cls: 0.2027, decode.d2.loss_mask: 0.4308, decode.d2.loss_dice: 0.6535, decode.d3.loss_cls: 0.1848, decode.d3.loss_mask: 0.4246, decode.d3.loss_dice: 0.6399, decode.d4.loss_cls: 0.1740, decode.d4.loss_mask: 0.4248, decode.d4.loss_dice: 0.6414, decode.d5.loss_cls: 0.1651, decode.d5.loss_mask: 0.4247, decode.d5.loss_dice: 0.6411, decode.d6.loss_cls: 0.1646, decode.d6.loss_mask: 0.4235, decode.d6.loss_dice: 0.6383, decode.d7.loss_cls: 0.1567, decode.d7.loss_mask: 0.4235, decode.d7.loss_dice: 0.6370, decode.d8.loss_cls: 0.1573, decode.d8.loss_mask: 0.4235, decode.d8.loss_dice: 0.6384, loss: 13.5283, grad_norm: 67.7802 +2023-11-07 11:09:40,624 - mmseg - INFO - Iter [159500/160000] lr: 3.131e-07, eta: 0:03:56, time: 0.458, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1547, decode.loss_mask: 0.4502, decode.loss_dice: 0.6412, decode.d0.loss_cls: 1.0864, decode.d0.loss_mask: 0.4927, decode.d0.loss_dice: 0.7098, decode.d1.loss_cls: 0.2233, decode.d1.loss_mask: 0.4653, decode.d1.loss_dice: 0.6750, decode.d2.loss_cls: 0.1856, decode.d2.loss_mask: 0.4568, decode.d2.loss_dice: 0.6588, decode.d3.loss_cls: 0.1708, decode.d3.loss_mask: 0.4546, decode.d3.loss_dice: 0.6483, decode.d4.loss_cls: 0.1635, decode.d4.loss_mask: 0.4520, decode.d4.loss_dice: 0.6473, decode.d5.loss_cls: 0.1567, decode.d5.loss_mask: 0.4517, decode.d5.loss_dice: 0.6472, decode.d6.loss_cls: 0.1543, decode.d6.loss_mask: 0.4526, decode.d6.loss_dice: 0.6442, decode.d7.loss_cls: 0.1565, decode.d7.loss_mask: 0.4517, decode.d7.loss_dice: 0.6424, decode.d8.loss_cls: 0.1518, decode.d8.loss_mask: 0.4516, decode.d8.loss_dice: 0.6422, loss: 13.7395, grad_norm: 65.6898 +2023-11-07 11:10:03,620 - mmseg - INFO - Iter [159550/160000] lr: 2.819e-07, eta: 0:03:32, time: 0.460, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1664, decode.loss_mask: 0.4554, decode.loss_dice: 0.6785, decode.d0.loss_cls: 1.1565, decode.d0.loss_mask: 0.4961, decode.d0.loss_dice: 0.7455, decode.d1.loss_cls: 0.2557, decode.d1.loss_mask: 0.4717, decode.d1.loss_dice: 0.7182, decode.d2.loss_cls: 0.2152, decode.d2.loss_mask: 0.4641, decode.d2.loss_dice: 0.6954, decode.d3.loss_cls: 0.1962, decode.d3.loss_mask: 0.4594, decode.d3.loss_dice: 0.6807, decode.d4.loss_cls: 0.1888, decode.d4.loss_mask: 0.4591, decode.d4.loss_dice: 0.6812, decode.d5.loss_cls: 0.1810, decode.d5.loss_mask: 0.4571, decode.d5.loss_dice: 0.6821, decode.d6.loss_cls: 0.1728, decode.d6.loss_mask: 0.4572, decode.d6.loss_dice: 0.6765, decode.d7.loss_cls: 0.1683, decode.d7.loss_mask: 0.4551, decode.d7.loss_dice: 0.6761, decode.d8.loss_cls: 0.1661, decode.d8.loss_mask: 0.4557, decode.d8.loss_dice: 0.6784, loss: 14.4103, grad_norm: 69.2068 +2023-11-07 11:10:26,521 - mmseg - INFO - Iter [159600/160000] lr: 2.506e-07, eta: 0:03:09, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1682, decode.loss_mask: 0.4151, decode.loss_dice: 0.6519, decode.d0.loss_cls: 1.1548, decode.d0.loss_mask: 0.4540, decode.d0.loss_dice: 0.7198, decode.d1.loss_cls: 0.2557, decode.d1.loss_mask: 0.4318, decode.d1.loss_dice: 0.6861, decode.d2.loss_cls: 0.2159, decode.d2.loss_mask: 0.4228, decode.d2.loss_dice: 0.6663, decode.d3.loss_cls: 0.1950, decode.d3.loss_mask: 0.4194, decode.d3.loss_dice: 0.6585, decode.d4.loss_cls: 0.1828, decode.d4.loss_mask: 0.4181, decode.d4.loss_dice: 0.6585, decode.d5.loss_cls: 0.1769, decode.d5.loss_mask: 0.4162, decode.d5.loss_dice: 0.6568, decode.d6.loss_cls: 0.1764, decode.d6.loss_mask: 0.4158, decode.d6.loss_dice: 0.6538, decode.d7.loss_cls: 0.1729, decode.d7.loss_mask: 0.4153, decode.d7.loss_dice: 0.6514, decode.d8.loss_cls: 0.1665, decode.d8.loss_mask: 0.4163, decode.d8.loss_dice: 0.6504, loss: 13.7432, grad_norm: 60.0137 +2023-11-07 11:10:49,411 - mmseg - INFO - Iter [159650/160000] lr: 2.194e-07, eta: 0:02:45, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1586, decode.loss_mask: 0.4410, decode.loss_dice: 0.6512, decode.d0.loss_cls: 1.1284, decode.d0.loss_mask: 0.4808, decode.d0.loss_dice: 0.7138, decode.d1.loss_cls: 0.2370, decode.d1.loss_mask: 0.4532, decode.d1.loss_dice: 0.6829, decode.d2.loss_cls: 0.1965, decode.d2.loss_mask: 0.4473, decode.d2.loss_dice: 0.6679, decode.d3.loss_cls: 0.1815, decode.d3.loss_mask: 0.4462, decode.d3.loss_dice: 0.6551, decode.d4.loss_cls: 0.1756, decode.d4.loss_mask: 0.4431, decode.d4.loss_dice: 0.6530, decode.d5.loss_cls: 0.1676, decode.d5.loss_mask: 0.4430, decode.d5.loss_dice: 0.6531, decode.d6.loss_cls: 0.1689, decode.d6.loss_mask: 0.4407, decode.d6.loss_dice: 0.6504, decode.d7.loss_cls: 0.1595, decode.d7.loss_mask: 0.4411, decode.d7.loss_dice: 0.6509, decode.d8.loss_cls: 0.1598, decode.d8.loss_mask: 0.4401, decode.d8.loss_dice: 0.6499, loss: 13.8381, grad_norm: 60.5966 +2023-11-07 11:11:12,461 - mmseg - INFO - Iter [159700/160000] lr: 1.881e-07, eta: 0:02:21, time: 0.461, data_time: 0.012, memory: 39436, decode.loss_cls: 0.1539, decode.loss_mask: 0.4173, decode.loss_dice: 0.6529, decode.d0.loss_cls: 1.1435, decode.d0.loss_mask: 0.4521, decode.d0.loss_dice: 0.7299, decode.d1.loss_cls: 0.2315, decode.d1.loss_mask: 0.4320, decode.d1.loss_dice: 0.6874, decode.d2.loss_cls: 0.1880, decode.d2.loss_mask: 0.4254, decode.d2.loss_dice: 0.6749, decode.d3.loss_cls: 0.1761, decode.d3.loss_mask: 0.4210, decode.d3.loss_dice: 0.6554, decode.d4.loss_cls: 0.1687, decode.d4.loss_mask: 0.4192, decode.d4.loss_dice: 0.6555, decode.d5.loss_cls: 0.1644, decode.d5.loss_mask: 0.4175, decode.d5.loss_dice: 0.6555, decode.d6.loss_cls: 0.1592, decode.d6.loss_mask: 0.4165, decode.d6.loss_dice: 0.6555, decode.d7.loss_cls: 0.1550, decode.d7.loss_mask: 0.4168, decode.d7.loss_dice: 0.6540, decode.d8.loss_cls: 0.1536, decode.d8.loss_mask: 0.4164, decode.d8.loss_dice: 0.6535, loss: 13.6024, grad_norm: 60.5728 +2023-11-07 11:11:35,395 - mmseg - INFO - Iter [159750/160000] lr: 1.569e-07, eta: 0:01:58, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1575, decode.loss_mask: 0.4244, decode.loss_dice: 0.6359, decode.d0.loss_cls: 1.1522, decode.d0.loss_mask: 0.4619, decode.d0.loss_dice: 0.7019, decode.d1.loss_cls: 0.2408, decode.d1.loss_mask: 0.4388, decode.d1.loss_dice: 0.6694, decode.d2.loss_cls: 0.1994, decode.d2.loss_mask: 0.4316, decode.d2.loss_dice: 0.6521, decode.d3.loss_cls: 0.1852, decode.d3.loss_mask: 0.4258, decode.d3.loss_dice: 0.6372, decode.d4.loss_cls: 0.1760, decode.d4.loss_mask: 0.4258, decode.d4.loss_dice: 0.6366, decode.d5.loss_cls: 0.1684, decode.d5.loss_mask: 0.4245, decode.d5.loss_dice: 0.6389, decode.d6.loss_cls: 0.1655, decode.d6.loss_mask: 0.4248, decode.d6.loss_dice: 0.6347, decode.d7.loss_cls: 0.1640, decode.d7.loss_mask: 0.4246, decode.d7.loss_dice: 0.6351, decode.d8.loss_cls: 0.1571, decode.d8.loss_mask: 0.4242, decode.d8.loss_dice: 0.6362, loss: 13.5504, grad_norm: 60.1639 +2023-11-07 11:11:58,181 - mmseg - INFO - Iter [159800/160000] lr: 1.256e-07, eta: 0:01:34, time: 0.456, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1483, decode.loss_mask: 0.4229, decode.loss_dice: 0.6329, decode.d0.loss_cls: 1.1199, decode.d0.loss_mask: 0.4564, decode.d0.loss_dice: 0.6923, decode.d1.loss_cls: 0.2114, decode.d1.loss_mask: 0.4390, decode.d1.loss_dice: 0.6709, decode.d2.loss_cls: 0.1872, decode.d2.loss_mask: 0.4293, decode.d2.loss_dice: 0.6489, decode.d3.loss_cls: 0.1640, decode.d3.loss_mask: 0.4268, decode.d3.loss_dice: 0.6413, decode.d4.loss_cls: 0.1592, decode.d4.loss_mask: 0.4259, decode.d4.loss_dice: 0.6375, decode.d5.loss_cls: 0.1521, decode.d5.loss_mask: 0.4255, decode.d5.loss_dice: 0.6412, decode.d6.loss_cls: 0.1508, decode.d6.loss_mask: 0.4248, decode.d6.loss_dice: 0.6333, decode.d7.loss_cls: 0.1505, decode.d7.loss_mask: 0.4231, decode.d7.loss_dice: 0.6342, decode.d8.loss_cls: 0.1478, decode.d8.loss_mask: 0.4231, decode.d8.loss_dice: 0.6338, loss: 13.3543, grad_norm: 72.8324 +2023-11-07 11:12:21,124 - mmseg - INFO - Iter [159850/160000] lr: 9.438e-08, eta: 0:01:10, time: 0.459, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1545, decode.loss_mask: 0.4301, decode.loss_dice: 0.6528, decode.d0.loss_cls: 1.1347, decode.d0.loss_mask: 0.4582, decode.d0.loss_dice: 0.7192, decode.d1.loss_cls: 0.2307, decode.d1.loss_mask: 0.4430, decode.d1.loss_dice: 0.6857, decode.d2.loss_cls: 0.2021, decode.d2.loss_mask: 0.4349, decode.d2.loss_dice: 0.6645, decode.d3.loss_cls: 0.1806, decode.d3.loss_mask: 0.4318, decode.d3.loss_dice: 0.6576, decode.d4.loss_cls: 0.1708, decode.d4.loss_mask: 0.4312, decode.d4.loss_dice: 0.6531, decode.d5.loss_cls: 0.1621, decode.d5.loss_mask: 0.4303, decode.d5.loss_dice: 0.6535, decode.d6.loss_cls: 0.1638, decode.d6.loss_mask: 0.4298, decode.d6.loss_dice: 0.6531, decode.d7.loss_cls: 0.1559, decode.d7.loss_mask: 0.4291, decode.d7.loss_dice: 0.6499, decode.d8.loss_cls: 0.1533, decode.d8.loss_mask: 0.4302, decode.d8.loss_dice: 0.6521, loss: 13.6985, grad_norm: 68.8354 +2023-11-07 11:12:44,018 - mmseg - INFO - Iter [159900/160000] lr: 6.312e-08, eta: 0:00:47, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1517, decode.loss_mask: 0.4394, decode.loss_dice: 0.6428, decode.d0.loss_cls: 1.1456, decode.d0.loss_mask: 0.4811, decode.d0.loss_dice: 0.7164, decode.d1.loss_cls: 0.2339, decode.d1.loss_mask: 0.4574, decode.d1.loss_dice: 0.6800, decode.d2.loss_cls: 0.2013, decode.d2.loss_mask: 0.4467, decode.d2.loss_dice: 0.6606, decode.d3.loss_cls: 0.1789, decode.d3.loss_mask: 0.4421, decode.d3.loss_dice: 0.6477, decode.d4.loss_cls: 0.1694, decode.d4.loss_mask: 0.4402, decode.d4.loss_dice: 0.6451, decode.d5.loss_cls: 0.1635, decode.d5.loss_mask: 0.4410, decode.d5.loss_dice: 0.6451, decode.d6.loss_cls: 0.1541, decode.d6.loss_mask: 0.4398, decode.d6.loss_dice: 0.6424, decode.d7.loss_cls: 0.1517, decode.d7.loss_mask: 0.4393, decode.d7.loss_dice: 0.6446, decode.d8.loss_cls: 0.1499, decode.d8.loss_mask: 0.4390, decode.d8.loss_dice: 0.6403, loss: 13.7310, grad_norm: 63.5282 +2023-11-07 11:13:06,938 - mmseg - INFO - Iter [159950/160000] lr: 3.188e-08, eta: 0:00:23, time: 0.458, data_time: 0.013, memory: 39436, decode.loss_cls: 0.1530, decode.loss_mask: 0.4432, decode.loss_dice: 0.6585, decode.d0.loss_cls: 1.1317, decode.d0.loss_mask: 0.4777, decode.d0.loss_dice: 0.7228, decode.d1.loss_cls: 0.2391, decode.d1.loss_mask: 0.4565, decode.d1.loss_dice: 0.6911, decode.d2.loss_cls: 0.1957, decode.d2.loss_mask: 0.4504, decode.d2.loss_dice: 0.6730, decode.d3.loss_cls: 0.1820, decode.d3.loss_mask: 0.4465, decode.d3.loss_dice: 0.6630, decode.d4.loss_cls: 0.1702, decode.d4.loss_mask: 0.4458, decode.d4.loss_dice: 0.6622, decode.d5.loss_cls: 0.1636, decode.d5.loss_mask: 0.4453, decode.d5.loss_dice: 0.6637, decode.d6.loss_cls: 0.1647, decode.d6.loss_mask: 0.4423, decode.d6.loss_dice: 0.6576, decode.d7.loss_cls: 0.1607, decode.d7.loss_mask: 0.4435, decode.d7.loss_dice: 0.6592, decode.d8.loss_cls: 0.1545, decode.d8.loss_mask: 0.4434, decode.d8.loss_dice: 0.6552, loss: 13.9161, grad_norm: 67.2890 +2023-11-07 11:13:30,071 - mmseg - INFO - Saving checkpoint at 160000 iterations +2023-11-07 11:13:32,683 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 11:13:32,683 - mmseg - INFO - Iter [160000/160000] lr: 6.250e-10, eta: 0:00:00, time: 0.515, data_time: 0.014, memory: 39436, decode.loss_cls: 0.1483, decode.loss_mask: 0.4109, decode.loss_dice: 0.6492, decode.d0.loss_cls: 1.1326, decode.d0.loss_mask: 0.4502, decode.d0.loss_dice: 0.7109, decode.d1.loss_cls: 0.2314, decode.d1.loss_mask: 0.4295, decode.d1.loss_dice: 0.6824, decode.d2.loss_cls: 0.1940, decode.d2.loss_mask: 0.4199, decode.d2.loss_dice: 0.6694, decode.d3.loss_cls: 0.1700, decode.d3.loss_mask: 0.4157, decode.d3.loss_dice: 0.6586, decode.d4.loss_cls: 0.1612, decode.d4.loss_mask: 0.4136, decode.d4.loss_dice: 0.6538, decode.d5.loss_cls: 0.1563, decode.d5.loss_mask: 0.4125, decode.d5.loss_dice: 0.6538, decode.d6.loss_cls: 0.1520, decode.d6.loss_mask: 0.4120, decode.d6.loss_dice: 0.6513, decode.d7.loss_cls: 0.1516, decode.d7.loss_mask: 0.4124, decode.d7.loss_dice: 0.6525, decode.d8.loss_cls: 0.1459, decode.d8.loss_mask: 0.4122, decode.d8.loss_dice: 0.6503, loss: 13.4643, grad_norm: 61.7525 +2023-11-07 11:13:52,399 - mmseg - INFO - per class results: +2023-11-07 11:13:52,404 - mmseg - INFO - ++---------------------+-------+-------+ +| Class | IoU | Acc | ++---------------------+-------+-------+ +| wall | 79.45 | 87.46 | +| building | 82.62 | 92.29 | +| sky | 94.68 | 97.31 | +| floor | 82.8 | 90.92 | +| tree | 74.73 | 87.92 | +| ceiling | 84.2 | 91.38 | +| road | 84.74 | 91.33 | +| bed | 90.74 | 95.59 | +| windowpane | 64.78 | 81.19 | +| grass | 69.85 | 82.06 | +| cabinet | 61.48 | 75.09 | +| sidewalk | 66.92 | 78.85 | +| person | 84.43 | 92.67 | +| earth | 43.7 | 60.38 | +| door | 54.35 | 70.4 | +| table | 68.9 | 81.88 | +| mountain | 62.78 | 74.75 | +| plant | 53.19 | 66.22 | +| curtain | 75.71 | 88.07 | +| chair | 64.42 | 76.39 | +| car | 86.99 | 93.22 | +| water | 53.25 | 67.05 | +| painting | 69.81 | 87.25 | +| sofa | 71.95 | 84.99 | +| shelf | 42.47 | 61.2 | +| house | 41.38 | 60.88 | +| sea | 59.42 | 89.83 | +| mirror | 72.23 | 80.93 | +| rug | 65.22 | 77.19 | +| field | 39.65 | 55.0 | +| armchair | 49.2 | 69.28 | +| seat | 62.43 | 84.62 | +| fence | 50.59 | 65.25 | +| desk | 57.85 | 77.44 | +| rock | 48.41 | 74.0 | +| wardrobe | 40.76 | 62.9 | +| lamp | 73.59 | 83.83 | +| bathtub | 79.96 | 89.78 | +| railing | 36.09 | 56.27 | +| cushion | 57.9 | 70.66 | +| base | 41.41 | 60.22 | +| box | 28.12 | 42.2 | +| column | 52.36 | 67.71 | +| signboard | 38.83 | 56.96 | +| chest of drawers | 40.2 | 66.85 | +| counter | 41.13 | 56.12 | +| sand | 60.89 | 66.83 | +| sink | 75.27 | 84.15 | +| skyscraper | 32.52 | 41.57 | +| fireplace | 75.07 | 88.54 | +| refrigerator | 76.84 | 83.99 | +| grandstand | 45.28 | 76.27 | +| path | 25.69 | 40.31 | +| stairs | 33.73 | 40.56 | +| runway | 74.85 | 96.93 | +| case | 43.64 | 65.25 | +| pool table | 95.15 | 97.73 | +| pillow | 57.77 | 71.9 | +| screen door | 61.49 | 70.77 | +| stairway | 28.51 | 37.41 | +| river | 22.38 | 31.96 | +| bridge | 76.32 | 86.76 | +| bookcase | 45.85 | 67.16 | +| blind | 47.63 | 55.24 | +| coffee table | 68.51 | 85.58 | +| toilet | 89.1 | 91.78 | +| flower | 39.74 | 56.22 | +| book | 53.54 | 72.4 | +| hill | 4.65 | 9.33 | +| bench | 53.72 | 69.48 | +| countertop | 61.88 | 76.35 | +| stove | 83.42 | 88.28 | +| palm | 56.67 | 77.14 | +| kitchen island | 45.64 | 81.05 | +| computer | 69.73 | 75.78 | +| swivel chair | 53.87 | 77.29 | +| boat | 39.65 | 54.51 | +| bar | 62.71 | 67.4 | +| arcade machine | 57.88 | 60.64 | +| hovel | 35.38 | 48.66 | +| bus | 92.31 | 95.79 | +| towel | 67.81 | 81.12 | +| light | 62.61 | 77.26 | +| truck | 38.06 | 52.82 | +| tower | 30.81 | 53.65 | +| chandelier | 68.12 | 80.54 | +| awning | 27.84 | 39.95 | +| streetlight | 39.87 | 56.21 | +| booth | 69.4 | 76.59 | +| television receiver | 68.33 | 85.74 | +| airplane | 63.84 | 71.22 | +| dirt track | 27.88 | 49.69 | +| apparel | 27.55 | 44.73 | +| pole | 31.45 | 47.61 | +| land | 0.46 | 0.74 | +| bannister | 22.75 | 30.16 | +| escalator | 29.32 | 31.56 | +| ottoman | 49.32 | 66.53 | +| bottle | 25.19 | 31.66 | +| buffet | 40.38 | 54.05 | +| poster | 30.56 | 41.93 | +| stage | 20.33 | 30.86 | +| van | 48.19 | 67.98 | +| ship | 5.71 | 11.28 | +| fountain | 20.82 | 21.79 | +| conveyer belt | 54.22 | 67.53 | +| canopy | 12.55 | 20.65 | +| washer | 69.23 | 74.19 | +| plaything | 20.07 | 33.0 | +| swimming pool | 62.19 | 63.83 | +| stool | 46.05 | 73.14 | +| barrel | 61.91 | 74.87 | +| basket | 49.35 | 61.73 | +| waterfall | 36.38 | 54.28 | +| tent | 84.57 | 98.56 | +| bag | 22.16 | 30.05 | +| minibike | 76.14 | 88.61 | +| cradle | 77.66 | 97.69 | +| oven | 24.6 | 69.02 | +| ball | 19.8 | 21.72 | +| food | 62.75 | 70.99 | +| step | 21.31 | 30.68 | +| tank | 49.61 | 52.07 | +| trade name | 26.14 | 33.72 | +| microwave | 40.75 | 44.91 | +| pot | 48.72 | 58.92 | +| animal | 69.01 | 71.52 | +| bicycle | 63.22 | 83.08 | +| lake | 61.54 | 69.77 | +| dishwasher | 69.24 | 80.35 | +| screen | 59.89 | 81.21 | +| blanket | 16.41 | 18.39 | +| sculpture | 64.09 | 85.26 | +| hood | 87.0 | 94.78 | +| sconce | 52.32 | 70.85 | +| vase | 48.75 | 67.81 | +| traffic light | 44.19 | 66.37 | +| tray | 21.85 | 30.34 | +| ashcan | 45.93 | 69.04 | +| fan | 73.14 | 86.08 | +| pier | 12.55 | 16.35 | +| crt screen | 2.28 | 7.11 | +| plate | 60.32 | 76.41 | +| monitor | 6.48 | 8.56 | +| bulletin board | 43.22 | 67.68 | +| shower | 2.97 | 23.32 | +| radiator | 56.48 | 64.94 | +| glass | 22.37 | 24.31 | +| clock | 55.72 | 70.72 | +| flag | 36.34 | 39.21 | ++---------------------+-------+-------+ +2023-11-07 11:13:52,404 - mmseg - INFO - Summary: +2023-11-07 11:13:52,405 - mmseg - INFO - ++-------+-------+-------+ +| aAcc | mIoU | mAcc | ++-------+-------+-------+ +| 84.16 | 51.67 | 64.63 | ++-------+-------+-------+ +2023-11-07 11:13:52,405 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py +2023-11-07 11:13:52,406 - mmseg - INFO - Iter(val) [250] aAcc: 0.8416, mIoU: 0.5167, mAcc: 0.6463, IoU.wall: 0.7945, IoU.building: 0.8262, IoU.sky: 0.9468, IoU.floor: 0.8280, IoU.tree: 0.7473, IoU.ceiling: 0.8420, IoU.road: 0.8474, IoU.bed : 0.9074, IoU.windowpane: 0.6478, IoU.grass: 0.6985, IoU.cabinet: 0.6148, IoU.sidewalk: 0.6692, IoU.person: 0.8443, IoU.earth: 0.4370, IoU.door: 0.5435, IoU.table: 0.6890, IoU.mountain: 0.6278, IoU.plant: 0.5319, IoU.curtain: 0.7571, IoU.chair: 0.6442, IoU.car: 0.8699, IoU.water: 0.5325, IoU.painting: 0.6981, IoU.sofa: 0.7195, IoU.shelf: 0.4247, IoU.house: 0.4138, IoU.sea: 0.5942, IoU.mirror: 0.7223, IoU.rug: 0.6522, IoU.field: 0.3965, IoU.armchair: 0.4920, IoU.seat: 0.6243, IoU.fence: 0.5059, IoU.desk: 0.5785, IoU.rock: 0.4841, IoU.wardrobe: 0.4076, IoU.lamp: 0.7359, IoU.bathtub: 0.7996, IoU.railing: 0.3609, IoU.cushion: 0.5790, IoU.base: 0.4141, IoU.box: 0.2812, IoU.column: 0.5236, IoU.signboard: 0.3883, IoU.chest of drawers: 0.4020, IoU.counter: 0.4113, IoU.sand: 0.6089, IoU.sink: 0.7527, IoU.skyscraper: 0.3252, IoU.fireplace: 0.7507, IoU.refrigerator: 0.7684, IoU.grandstand: 0.4528, IoU.path: 0.2569, IoU.stairs: 0.3373, IoU.runway: 0.7485, IoU.case: 0.4364, IoU.pool table: 0.9515, IoU.pillow: 0.5777, IoU.screen door: 0.6149, IoU.stairway: 0.2851, IoU.river: 0.2238, IoU.bridge: 0.7632, IoU.bookcase: 0.4585, IoU.blind: 0.4763, IoU.coffee table: 0.6851, IoU.toilet: 0.8910, IoU.flower: 0.3974, IoU.book: 0.5354, IoU.hill: 0.0465, IoU.bench: 0.5372, IoU.countertop: 0.6188, IoU.stove: 0.8342, IoU.palm: 0.5667, IoU.kitchen island: 0.4564, IoU.computer: 0.6973, IoU.swivel chair: 0.5387, IoU.boat: 0.3965, IoU.bar: 0.6271, IoU.arcade machine: 0.5788, IoU.hovel: 0.3538, IoU.bus: 0.9231, IoU.towel: 0.6781, IoU.light: 0.6261, IoU.truck: 0.3806, IoU.tower: 0.3081, IoU.chandelier: 0.6812, IoU.awning: 0.2784, IoU.streetlight: 0.3987, IoU.booth: 0.6940, IoU.television receiver: 0.6833, IoU.airplane: 0.6384, IoU.dirt track: 0.2788, IoU.apparel: 0.2755, IoU.pole: 0.3145, IoU.land: 0.0046, IoU.bannister: 0.2275, IoU.escalator: 0.2932, IoU.ottoman: 0.4932, IoU.bottle: 0.2519, IoU.buffet: 0.4038, IoU.poster: 0.3056, IoU.stage: 0.2033, IoU.van: 0.4819, IoU.ship: 0.0571, IoU.fountain: 0.2082, IoU.conveyer belt: 0.5422, IoU.canopy: 0.1255, IoU.washer: 0.6923, IoU.plaything: 0.2007, IoU.swimming pool: 0.6219, IoU.stool: 0.4605, IoU.barrel: 0.6191, IoU.basket: 0.4935, IoU.waterfall: 0.3638, IoU.tent: 0.8457, IoU.bag: 0.2216, IoU.minibike: 0.7614, IoU.cradle: 0.7766, IoU.oven: 0.2460, IoU.ball: 0.1980, IoU.food: 0.6275, IoU.step: 0.2131, IoU.tank: 0.4961, IoU.trade name: 0.2614, IoU.microwave: 0.4075, IoU.pot: 0.4872, IoU.animal: 0.6901, IoU.bicycle: 0.6322, IoU.lake: 0.6154, IoU.dishwasher: 0.6924, IoU.screen: 0.5989, IoU.blanket: 0.1641, IoU.sculpture: 0.6409, IoU.hood: 0.8700, IoU.sconce: 0.5232, IoU.vase: 0.4875, IoU.traffic light: 0.4419, IoU.tray: 0.2185, IoU.ashcan: 0.4593, IoU.fan: 0.7314, IoU.pier: 0.1255, IoU.crt screen: 0.0228, IoU.plate: 0.6032, IoU.monitor: 0.0648, IoU.bulletin board: 0.4322, IoU.shower: 0.0297, IoU.radiator: 0.5648, IoU.glass: 0.2237, IoU.clock: 0.5572, IoU.flag: 0.3634, Acc.wall: 0.8746, Acc.building: 0.9229, Acc.sky: 0.9731, Acc.floor: 0.9092, Acc.tree: 0.8792, Acc.ceiling: 0.9138, Acc.road: 0.9133, Acc.bed : 0.9559, Acc.windowpane: 0.8119, Acc.grass: 0.8206, Acc.cabinet: 0.7509, Acc.sidewalk: 0.7885, Acc.person: 0.9267, Acc.earth: 0.6038, Acc.door: 0.7040, Acc.table: 0.8188, Acc.mountain: 0.7475, Acc.plant: 0.6622, Acc.curtain: 0.8807, Acc.chair: 0.7639, Acc.car: 0.9322, Acc.water: 0.6705, Acc.painting: 0.8725, Acc.sofa: 0.8499, Acc.shelf: 0.6120, Acc.house: 0.6088, Acc.sea: 0.8983, Acc.mirror: 0.8093, Acc.rug: 0.7719, Acc.field: 0.5500, Acc.armchair: 0.6928, Acc.seat: 0.8462, Acc.fence: 0.6525, Acc.desk: 0.7744, Acc.rock: 0.7400, Acc.wardrobe: 0.6290, Acc.lamp: 0.8383, Acc.bathtub: 0.8978, Acc.railing: 0.5627, Acc.cushion: 0.7066, Acc.base: 0.6022, Acc.box: 0.4220, Acc.column: 0.6771, Acc.signboard: 0.5696, Acc.chest of drawers: 0.6685, Acc.counter: 0.5612, Acc.sand: 0.6683, Acc.sink: 0.8415, Acc.skyscraper: 0.4157, Acc.fireplace: 0.8854, Acc.refrigerator: 0.8399, Acc.grandstand: 0.7627, Acc.path: 0.4031, Acc.stairs: 0.4056, Acc.runway: 0.9693, Acc.case: 0.6525, Acc.pool table: 0.9773, Acc.pillow: 0.7190, Acc.screen door: 0.7077, Acc.stairway: 0.3741, Acc.river: 0.3196, Acc.bridge: 0.8676, Acc.bookcase: 0.6716, Acc.blind: 0.5524, Acc.coffee table: 0.8558, Acc.toilet: 0.9178, Acc.flower: 0.5622, Acc.book: 0.7240, Acc.hill: 0.0933, Acc.bench: 0.6948, Acc.countertop: 0.7635, Acc.stove: 0.8828, Acc.palm: 0.7714, Acc.kitchen island: 0.8105, Acc.computer: 0.7578, Acc.swivel chair: 0.7729, Acc.boat: 0.5451, Acc.bar: 0.6740, Acc.arcade machine: 0.6064, Acc.hovel: 0.4866, Acc.bus: 0.9579, Acc.towel: 0.8112, Acc.light: 0.7726, Acc.truck: 0.5282, Acc.tower: 0.5365, Acc.chandelier: 0.8054, Acc.awning: 0.3995, Acc.streetlight: 0.5621, Acc.booth: 0.7659, Acc.television receiver: 0.8574, Acc.airplane: 0.7122, Acc.dirt track: 0.4969, Acc.apparel: 0.4473, Acc.pole: 0.4761, Acc.land: 0.0074, Acc.bannister: 0.3016, Acc.escalator: 0.3156, Acc.ottoman: 0.6653, Acc.bottle: 0.3166, Acc.buffet: 0.5405, Acc.poster: 0.4193, Acc.stage: 0.3086, Acc.van: 0.6798, Acc.ship: 0.1128, Acc.fountain: 0.2179, Acc.conveyer belt: 0.6753, Acc.canopy: 0.2065, Acc.washer: 0.7419, Acc.plaything: 0.3300, Acc.swimming pool: 0.6383, Acc.stool: 0.7314, Acc.barrel: 0.7487, Acc.basket: 0.6173, Acc.waterfall: 0.5428, Acc.tent: 0.9856, Acc.bag: 0.3005, Acc.minibike: 0.8861, Acc.cradle: 0.9769, Acc.oven: 0.6902, Acc.ball: 0.2172, Acc.food: 0.7099, Acc.step: 0.3068, Acc.tank: 0.5207, Acc.trade name: 0.3372, Acc.microwave: 0.4491, Acc.pot: 0.5892, Acc.animal: 0.7152, Acc.bicycle: 0.8308, Acc.lake: 0.6977, Acc.dishwasher: 0.8035, Acc.screen: 0.8121, Acc.blanket: 0.1839, Acc.sculpture: 0.8526, Acc.hood: 0.9478, Acc.sconce: 0.7085, Acc.vase: 0.6781, Acc.traffic light: 0.6637, Acc.tray: 0.3034, Acc.ashcan: 0.6904, Acc.fan: 0.8608, Acc.pier: 0.1635, Acc.crt screen: 0.0711, Acc.plate: 0.7641, Acc.monitor: 0.0856, Acc.bulletin board: 0.6768, Acc.shower: 0.2332, Acc.radiator: 0.6494, Acc.glass: 0.2431, Acc.clock: 0.7072, Acc.flag: 0.3921