2023-12-25 18:39:34,900 - mmseg - INFO - Multi-processing start method is `None` 2023-12-25 18:39:34,906 - mmseg - INFO - OpenCV num_threads is `128 2023-12-25 18:39:34,906 - mmseg - INFO - OMP num threads is 1 2023-12-25 18:39:34,994 - mmseg - INFO - Environment info: ------------------------------------------------------------ sys.platform: linux Python: 3.9.18 (main, Sep 11 2023, 13:41:44) [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: 1.13.1+cu117 PyTorch compiling details: PyTorch built with: - GCC 9.3 - C++ Version: 201402 - Intel(R) Math Kernel Library Version 2020.0.0 Product Build 20191122 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 11.7 - 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_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 - CuDNN 8.5 - Magma 2.6.1 - Build settings: BLAS_INFO=mkl, BUILD_TYPE=Release, CUDA_VERSION=11.7, CUDNN_VERSION=8.5.0, CXX_COMPILER=/opt/rh/devtoolset-9/root/usr/bin/c++, CXX_FLAGS= -fabi-version=11 -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 -Werror=non-virtual-dtor -Wno-missing-field-initializers -Wno-type-limits -Wno-array-bounds -Wno-unknown-pragmas -Wunused-local-typedefs -Wno-unused-parameter -Wno-unused-function -Wno-unused-result -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=1.13.1, USE_CUDA=ON, USE_CUDNN=ON, USE_EXCEPTION_PTR=1, USE_GFLAGS=OFF, USE_GLOG=OFF, USE_MKL=ON, USE_MKLDNN=ON, USE_MPI=OFF, USE_NCCL=ON, USE_NNPACK=ON, USE_OPENMP=ON, USE_ROCM=OFF, TorchVision: 0.14.1+cu117 OpenCV: 4.8.1 MMCV: 1.7.0 MMCV Compiler: GCC 9.3 MMCV CUDA Compiler: 11.7 MMSegmentation: 0.30.0+e2cd004 ------------------------------------------------------------ 2023-12-25 18:39:34,994 - mmseg - INFO - Distributed training: True 2023-12-25 18:39:35,986 - 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='FlashInternImage', core_op='DCNv4', 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, dw_kernel_size=3, out_indices=(0, 1, 2, 3), init_cfg=dict( type='Pretrained', checkpoint= 'https://huggingface.co/OpenGVLab/DCNv4/resolve/main/flash_intern_image_s_1k_224.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 = 'work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/latest.pth' 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 = 'https://huggingface.co/OpenGVLab/DCNv4/resolve/main/flash_intern_image_s_1k_224.pth' work_dir = './work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss' gpu_ids = range(0, 8) auto_resume = False 2023-12-25 18:39:40,713 - mmseg - INFO - Set random seed to 1162030985, deterministic: False 2023-12-25 18:39:40,714 - mmseg - INFO - using core type: DCNv4 2023-12-25 18:39:40,714 - mmseg - INFO - using activation layer: GELU 2023-12-25 18:39:40,714 - mmseg - INFO - using main norm layer: LN 2023-12-25 18:39:40,714 - mmseg - INFO - using dpr: linear, 0.3 2023-12-25 18:39:40,714 - mmseg - INFO - level2_post_norm: False 2023-12-25 18:39:40,714 - mmseg - INFO - level2_post_norm_block_ids: None 2023-12-25 18:39:40,714 - mmseg - INFO - res_post_norm: False 2023-12-25 18:39:41,699 - mmseg - INFO - load checkpoint from http path: https://huggingface.co/OpenGVLab/DCNv4/resolve/main/flash_intern_image_s_1k_224.pth 2023-12-25 18:39:42,085 - 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']) Name of parameter - Initialization information backbone.patch_embed.conv1.weight - torch.Size([40, 3, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.patch_embed.conv1.bias - torch.Size([40]): Initialized by user-defined `init_weights` in FlashInternImage backbone.patch_embed.norm1.1.weight - torch.Size([40]): Initialized by user-defined `init_weights` in FlashInternImage backbone.patch_embed.norm1.1.bias - torch.Size([40]): Initialized by user-defined `init_weights` in FlashInternImage backbone.patch_embed.conv2.weight - torch.Size([80, 40, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.patch_embed.conv2.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.patch_embed.norm2.1.weight - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.patch_embed.norm2.1.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.0.gamma1 - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.0.gamma2 - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.0.norm1.0.weight - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.0.norm1.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.0.dcn.offset_mask_dw.weight - torch.Size([80, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.0.dcn.offset_mask_dw.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.0.dcn.offset_mask.weight - torch.Size([136, 80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.0.dcn.offset_mask.bias - torch.Size([136]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.0.dcn.value_proj.weight - torch.Size([80, 80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.0.dcn.value_proj.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.0.dcn.output_proj.weight - torch.Size([80, 80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.0.norm2.0.weight - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.0.norm2.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.0.mlp.fc1.weight - torch.Size([320, 80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.0.mlp.fc1.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.0.mlp.fc2.weight - torch.Size([80, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.1.gamma1 - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.1.gamma2 - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.1.norm1.0.weight - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.1.norm1.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.1.dcn.offset_mask_dw.weight - torch.Size([80, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.1.dcn.offset_mask_dw.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.1.dcn.offset_mask.weight - torch.Size([136, 80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.1.dcn.offset_mask.bias - torch.Size([136]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.1.dcn.value_proj.weight - torch.Size([80, 80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.1.dcn.value_proj.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.1.dcn.output_proj.weight - torch.Size([80, 80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.1.norm2.0.weight - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.1.norm2.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.1.mlp.fc1.weight - torch.Size([320, 80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.1.mlp.fc1.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.1.mlp.fc2.weight - torch.Size([80, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.2.gamma1 - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.2.gamma2 - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.2.norm1.0.weight - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.2.norm1.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.2.dcn.offset_mask_dw.weight - torch.Size([80, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.2.dcn.offset_mask_dw.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.2.dcn.offset_mask.weight - torch.Size([136, 80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.2.dcn.offset_mask.bias - torch.Size([136]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.2.dcn.value_proj.weight - torch.Size([80, 80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.2.dcn.value_proj.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.2.dcn.output_proj.weight - torch.Size([80, 80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.2.norm2.0.weight - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.2.norm2.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.2.mlp.fc1.weight - torch.Size([320, 80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.2.mlp.fc1.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.2.mlp.fc2.weight - torch.Size([80, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.3.gamma1 - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.3.gamma2 - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.3.norm1.0.weight - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.3.norm1.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.3.dcn.offset_mask_dw.weight - torch.Size([80, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.3.dcn.offset_mask_dw.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.3.dcn.offset_mask.weight - torch.Size([136, 80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.3.dcn.offset_mask.bias - torch.Size([136]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.3.dcn.value_proj.weight - torch.Size([80, 80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.3.dcn.value_proj.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.3.dcn.output_proj.weight - torch.Size([80, 80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.3.norm2.0.weight - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.3.norm2.0.bias - torch.Size([80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.3.mlp.fc1.weight - torch.Size([320, 80]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.3.mlp.fc1.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.blocks.3.mlp.fc2.weight - torch.Size([80, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.downsample.conv.weight - torch.Size([160, 80, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.downsample.norm.1.weight - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.0.downsample.norm.1.bias - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.0.gamma1 - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.0.gamma2 - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.0.norm1.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.0.norm1.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.0.dcn.offset_mask_dw.weight - torch.Size([160, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.0.dcn.offset_mask_dw.bias - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.0.dcn.offset_mask.weight - torch.Size([272, 160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.0.dcn.offset_mask.bias - torch.Size([272]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.0.dcn.value_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.0.dcn.value_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.0.dcn.output_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.0.norm2.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.0.norm2.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.0.mlp.fc1.weight - torch.Size([640, 160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.0.mlp.fc1.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.0.mlp.fc2.weight - torch.Size([160, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.1.gamma1 - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.1.gamma2 - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.1.norm1.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.1.norm1.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.1.dcn.offset_mask_dw.weight - torch.Size([160, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.1.dcn.offset_mask_dw.bias - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.1.dcn.offset_mask.weight - torch.Size([272, 160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.1.dcn.offset_mask.bias - torch.Size([272]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.1.dcn.value_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.1.dcn.value_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.1.dcn.output_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.1.norm2.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.1.norm2.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.1.mlp.fc1.weight - torch.Size([640, 160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.1.mlp.fc1.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.1.mlp.fc2.weight - torch.Size([160, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.2.gamma1 - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.2.gamma2 - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.2.norm1.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.2.norm1.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.2.dcn.offset_mask_dw.weight - torch.Size([160, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.2.dcn.offset_mask_dw.bias - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.2.dcn.offset_mask.weight - torch.Size([272, 160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.2.dcn.offset_mask.bias - torch.Size([272]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.2.dcn.value_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.2.dcn.value_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.2.dcn.output_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.2.norm2.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.2.norm2.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.2.mlp.fc1.weight - torch.Size([640, 160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.2.mlp.fc1.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.2.mlp.fc2.weight - torch.Size([160, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.3.gamma1 - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.3.gamma2 - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.3.norm1.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.3.norm1.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.3.dcn.offset_mask_dw.weight - torch.Size([160, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.3.dcn.offset_mask_dw.bias - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.3.dcn.offset_mask.weight - torch.Size([272, 160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.3.dcn.offset_mask.bias - torch.Size([272]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.3.dcn.value_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.3.dcn.value_proj.bias - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.3.dcn.output_proj.weight - torch.Size([160, 160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.3.norm2.0.weight - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.3.norm2.0.bias - torch.Size([160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.3.mlp.fc1.weight - torch.Size([640, 160]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.3.mlp.fc1.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.blocks.3.mlp.fc2.weight - torch.Size([160, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.downsample.conv.weight - torch.Size([320, 160, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.downsample.norm.1.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.1.downsample.norm.1.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.0.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.0.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.0.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.0.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.0.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.0.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.0.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.0.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.0.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.0.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.0.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.0.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.0.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.0.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.0.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.0.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.1.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.1.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.1.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.1.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.1.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.1.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.1.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.1.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.1.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.1.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.1.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.1.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.1.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.1.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.1.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.1.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.2.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.2.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.2.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.2.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.2.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.2.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.2.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.2.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.2.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.2.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.2.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.2.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.2.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.2.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.2.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.2.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.3.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.3.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.3.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.3.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.3.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.3.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.3.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.3.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.3.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.3.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.3.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.3.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.3.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.3.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.3.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.3.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.4.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.4.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.4.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.4.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.4.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.4.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.4.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.4.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.4.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.4.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.4.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.4.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.4.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.4.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.4.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.4.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.5.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.5.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.5.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.5.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.5.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.5.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.5.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.5.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.5.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.5.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.5.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.5.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.5.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.5.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.5.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.5.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.6.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.6.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.6.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.6.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.6.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.6.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.6.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.6.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.6.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.6.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.6.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.6.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.6.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.6.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.6.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.6.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.7.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.7.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.7.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.7.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.7.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.7.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.7.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.7.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.7.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.7.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.7.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.7.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.7.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.7.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.7.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.7.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.8.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.8.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.8.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.8.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.8.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.8.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.8.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.8.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.8.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.8.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.8.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.8.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.8.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.8.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.8.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.8.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.9.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.9.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.9.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.9.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.9.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.9.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.9.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.9.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.9.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.9.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.9.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.9.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.9.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.9.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.9.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.9.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.10.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.10.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.10.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.10.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.10.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.10.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.10.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.10.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.10.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.10.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.10.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.10.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.10.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.10.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.10.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.10.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.11.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.11.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.11.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.11.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.11.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.11.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.11.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.11.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.11.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.11.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.11.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.11.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.11.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.11.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.11.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.11.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.12.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.12.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.12.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.12.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.12.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.12.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.12.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.12.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.12.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.12.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.12.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.12.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.12.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.12.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.12.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.12.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.13.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.13.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.13.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.13.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.13.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.13.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.13.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.13.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.13.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.13.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.13.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.13.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.13.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.13.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.13.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.13.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.14.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.14.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.14.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.14.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.14.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.14.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.14.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.14.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.14.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.14.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.14.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.14.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.14.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.14.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.14.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.14.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.15.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.15.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.15.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.15.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.15.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.15.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.15.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.15.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.15.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.15.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.15.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.15.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.15.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.15.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.15.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.15.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.16.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.16.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.16.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.16.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.16.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.16.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.16.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.16.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.16.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.16.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.16.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.16.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.16.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.16.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.16.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.16.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.17.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.17.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.17.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.17.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.17.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.17.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.17.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.17.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.17.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.17.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.17.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.17.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.17.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.17.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.17.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.17.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.18.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.18.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.18.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.18.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.18.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.18.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.18.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.18.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.18.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.18.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.18.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.18.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.18.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.18.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.18.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.18.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.19.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.19.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.19.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.19.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.19.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.19.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.19.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.19.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.19.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.19.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.19.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.19.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.19.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.19.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.19.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.19.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.20.gamma1 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.20.gamma2 - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.20.norm1.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.20.norm1.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.20.dcn.offset_mask_dw.weight - torch.Size([320, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.20.dcn.offset_mask_dw.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.20.dcn.offset_mask.weight - torch.Size([544, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.20.dcn.offset_mask.bias - torch.Size([544]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.20.dcn.value_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.20.dcn.value_proj.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.20.dcn.output_proj.weight - torch.Size([320, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.20.norm2.0.weight - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.20.norm2.0.bias - torch.Size([320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.20.mlp.fc1.weight - torch.Size([1280, 320]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.20.mlp.fc1.bias - torch.Size([1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.blocks.20.mlp.fc2.weight - torch.Size([320, 1280]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.downsample.conv.weight - torch.Size([640, 320, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.downsample.norm.1.weight - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.2.downsample.norm.1.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.0.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.0.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.0.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.0.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.0.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.0.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.0.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.0.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.0.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.0.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.0.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.0.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.0.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.0.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.0.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.0.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.1.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.1.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.1.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.1.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.1.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.1.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.1.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.1.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.1.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.1.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.1.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.1.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.1.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.1.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.1.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.1.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.2.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.2.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.2.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.2.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.2.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.2.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.2.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.2.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.2.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.2.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.2.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.2.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.2.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.2.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.2.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.2.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.3.gamma1 - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.3.gamma2 - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.3.norm1.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.3.norm1.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.3.dcn.offset_mask_dw.weight - torch.Size([640, 1, 3, 3]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.3.dcn.offset_mask_dw.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.3.dcn.offset_mask.weight - torch.Size([1080, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.3.dcn.offset_mask.bias - torch.Size([1080]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.3.dcn.value_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.3.dcn.value_proj.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.3.dcn.output_proj.weight - torch.Size([640, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.3.norm2.0.weight - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.3.norm2.0.bias - torch.Size([640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.3.mlp.fc1.weight - torch.Size([2560, 640]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.3.mlp.fc1.bias - torch.Size([2560]): Initialized by user-defined `init_weights` in FlashInternImage backbone.levels.3.blocks.3.mlp.fc2.weight - torch.Size([640, 2560]): Initialized by user-defined `init_weights` in FlashInternImage 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 2023-12-25 18:39:42,872 - mmseg - INFO - Loaded 20210 images 2023-12-25 18:39:44,795 - mmseg - INFO - {'num_layers': 33, 'layer_decay_rate': 1.0, 'depths': [4, 4, 21, 4]} 2023-12-25 18:39:44,796 - mmseg - INFO - Build CustomLayerDecayOptimizerConstructor 1.000000 - 35 2023-12-25 18:39:44,801 - 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.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.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_1_decay_offset_lr_scale": { "param_names": [ "backbone.levels.0.blocks.0.dcn.offset_mask.weight" ], "lr_scale": 1.0, "lr": 0.0001, "weight_decay": 0.05 }, "layer_1_no_decay_offset_lr_scale": { "param_names": [ "backbone.levels.0.blocks.0.dcn.offset_mask.bias" ], "lr_scale": 1.0, "lr": 0.0001, "weight_decay": 0.0 }, "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.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.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_2_decay_offset_lr_scale": { "param_names": [ "backbone.levels.0.blocks.1.dcn.offset_mask.weight" ], "lr_scale": 1.0, "lr": 0.0001, "weight_decay": 0.05 }, "layer_2_no_decay_offset_lr_scale": { "param_names": [ "backbone.levels.0.blocks.1.dcn.offset_mask.bias" ], "lr_scale": 1.0, "lr": 0.0001, "weight_decay": 0.0 }, "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.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.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_3_decay_offset_lr_scale": { "param_names": [ "backbone.levels.0.blocks.2.dcn.offset_mask.weight" ], "lr_scale": 1.0, "lr": 0.0001, "weight_decay": 0.05 }, "layer_3_no_decay_offset_lr_scale": { "param_names": [ "backbone.levels.0.blocks.2.dcn.offset_mask.bias" ], "lr_scale": 1.0, "lr": 0.0001, "weight_decay": 0.0 }, "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.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.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_4_decay_offset_lr_scale": { "param_names": [ "backbone.levels.0.blocks.3.dcn.offset_mask.weight" ], "lr_scale": 1.0, "lr": 0.0001, "weight_decay": 0.05 }, "layer_4_no_decay_offset_lr_scale": { "param_names": [ "backbone.levels.0.blocks.3.dcn.offset_mask.bias" ], "lr_scale": 1.0, "lr": 0.0001, "weight_decay": 0.0 }, "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.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", 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"decode_head.transformer_decoder.layers.8.norms.2.bias", "decode_head.transformer_decoder.post_norm.weight", "decode_head.transformer_decoder.post_norm.bias" ], "lr_scale": 1.0, "lr": 0.0001, "weight_decay": 0.0 } } 2023-12-25 18:39:44,913 - mmseg - INFO - Loaded 2000 images 2023-12-25 18:39:44,914 - mmseg - INFO - load checkpoint from local path: work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/latest.pth 2023-12-25 18:39:47,248 - mmseg - INFO - resumed from epoch: 8, iter 9999 2023-12-25 18:39:47,251 - mmseg - INFO - Start running, host: lizhiqi@SH-IDC1-10-140-37-7, work_dir: /mnt/petrelfs/lizhiqi/FlashInternImage/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss 2023-12-25 18:39:47,252 - 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 (VERY_LOW ) TextLoggerHook -------------------- before_val_iter: (LOW ) IterTimerHook -------------------- after_val_iter: (LOW ) IterTimerHook -------------------- after_val_epoch: (VERY_LOW ) TextLoggerHook -------------------- after_run: (VERY_LOW ) TextLoggerHook -------------------- 2023-12-25 18:39:47,252 - mmseg - INFO - workflow: [('train', 1)], max: 160000 iters 2023-12-25 18:39:47,252 - mmseg - INFO - Checkpoints will be saved to /mnt/petrelfs/lizhiqi/FlashInternImage/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss by HardDiskBackend. 2023-12-25 18:40:35,084 - mmseg - INFO - Saving checkpoint at 10000 iterations 2023-12-25 18:40:37,665 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 18:40:37,665 - mmseg - INFO - Iter [10000/160000] lr: 9.375e-05, eta: 900 days, 3:22:36, time: 10.370, data_time: 0.270, memory: 40245, decode.loss_cls: 0.8234, decode.loss_mask: 0.6968, decode.loss_dice: 1.1031, decode.d0.loss_cls: 1.9400, decode.d0.loss_mask: 0.7179, decode.d0.loss_dice: 1.2440, decode.d1.loss_cls: 1.0538, decode.d1.loss_mask: 0.7095, decode.d1.loss_dice: 1.1582, decode.d2.loss_cls: 0.8630, decode.d2.loss_mask: 0.6870, decode.d2.loss_dice: 1.1126, decode.d3.loss_cls: 0.9744, decode.d3.loss_mask: 0.6984, decode.d3.loss_dice: 1.0743, decode.d4.loss_cls: 0.9264, decode.d4.loss_mask: 0.6893, decode.d4.loss_dice: 1.0893, decode.d5.loss_cls: 0.8418, decode.d5.loss_mask: 0.7043, decode.d5.loss_dice: 1.0813, decode.d6.loss_cls: 0.8558, decode.d6.loss_mask: 0.7110, decode.d6.loss_dice: 1.0901, decode.d7.loss_cls: 0.8718, decode.d7.loss_mask: 0.7017, decode.d7.loss_dice: 1.1115, decode.d8.loss_cls: 0.8930, decode.d8.loss_mask: 0.7106, decode.d8.loss_dice: 1.0983, loss: 28.2327, grad_norm: 42.9167 2023-12-25 18:42:23,976 - mmseg - INFO - per class results: 2023-12-25 18:42:23,981 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 76.5 | 83.61 | | building | 80.24 | 90.94 | | sky | 94.1 | 97.45 | | floor | 81.54 | 88.05 | | tree | 73.33 | 85.03 | | ceiling | 84.28 | 90.57 | | road | 78.84 | 87.84 | | bed | 89.55 | 95.47 | | windowpane | 59.44 | 77.64 | | grass | 67.52 | 78.28 | | cabinet | 59.72 | 75.66 | | sidewalk | 62.57 | 84.53 | | person | 83.34 | 90.79 | | earth | 36.3 | 44.97 | | door | 39.93 | 63.17 | | table | 55.13 | 71.64 | | mountain | 55.56 | 79.65 | | plant | 53.96 | 69.25 | | curtain | 73.27 | 85.04 | | chair | 51.76 | 66.52 | | car | 85.93 | 93.08 | | water | 53.08 | 71.61 | | painting | 68.59 | 87.36 | | sofa | 56.17 | 65.66 | | shelf | 34.55 | 67.56 | | house | 44.45 | 68.51 | | sea | 55.85 | 78.26 | | mirror | 57.79 | 66.37 | | rug | 60.47 | 74.63 | | field | 28.68 | 50.0 | | armchair | 35.3 | 72.98 | | seat | 52.03 | 76.06 | | fence | 43.53 | 67.15 | | desk | 34.03 | 63.04 | | rock | 40.0 | 65.34 | | wardrobe | 36.96 | 50.68 | | lamp | 63.95 | 76.78 | | bathtub | 75.85 | 83.66 | | railing | 27.39 | 52.33 | | cushion | 56.2 | 80.0 | | base | 6.34 | 9.0 | | box | 22.71 | 40.05 | | column | 42.06 | 68.83 | | signboard | 35.88 | 59.07 | | chest of drawers | 42.87 | 64.18 | | counter | 33.61 | 51.84 | | sand | 30.21 | 43.48 | | sink | 72.42 | 81.09 | | skyscraper | 37.9 | 46.23 | | fireplace | 61.82 | 76.55 | | refrigerator | 65.76 | 89.93 | | grandstand | 51.76 | 61.19 | | path | 17.71 | 30.09 | | stairs | 21.02 | 24.3 | | runway | 20.02 | 25.32 | | case | 50.27 | 85.39 | | pool table | 91.76 | 95.4 | | pillow | 53.07 | 63.31 | | screen door | 61.11 | 71.26 | | stairway | 21.48 | 47.23 | | river | 6.05 | 9.05 | | bridge | 68.72 | 84.09 | | bookcase | 23.47 | 43.48 | | blind | 44.64 | 50.95 | | coffee table | 54.18 | 77.68 | | toilet | 85.38 | 91.41 | | flower | 40.41 | 58.1 | | book | 46.82 | 66.24 | | hill | 3.38 | 4.19 | | bench | 37.44 | 63.99 | | countertop | 54.0 | 81.62 | | stove | 73.75 | 85.04 | | palm | 48.27 | 77.25 | | kitchen island | 31.07 | 70.56 | | computer | 70.28 | 79.58 | | swivel chair | 36.17 | 60.31 | | boat | 73.21 | 94.52 | | bar | 24.35 | 25.41 | | arcade machine | 26.8 | 85.37 | | hovel | 5.18 | 6.96 | | bus | 88.7 | 96.31 | | towel | 62.87 | 79.43 | | light | 55.4 | 81.39 | | truck | 40.18 | 49.39 | | tower | 4.6 | 6.28 | | chandelier | 61.88 | 88.13 | | awning | 33.62 | 49.45 | | streetlight | 34.55 | 48.23 | | booth | 0.0 | 0.0 | | television receiver | 62.98 | 80.51 | | airplane | 58.5 | 65.59 | | dirt track | 0.0 | 0.0 | | apparel | 35.76 | 64.02 | | pole | 33.78 | 58.49 | | land | 0.35 | 0.35 | | bannister | 13.24 | 19.5 | | escalator | 15.01 | 15.47 | | ottoman | 47.48 | 68.12 | | bottle | 23.1 | 31.39 | | buffet | 0.15 | 0.15 | | poster | 11.7 | 30.29 | | stage | 5.74 | 6.56 | | van | 40.47 | 59.73 | | ship | 0.0 | 0.0 | | fountain | 1.93 | 2.16 | | conveyer belt | 50.75 | 64.62 | | canopy | 0.0 | 0.0 | | washer | 46.2 | 75.18 | | plaything | 18.69 | 34.76 | | swimming pool | 16.14 | 30.07 | | stool | 43.84 | 55.32 | | barrel | 33.83 | 88.05 | | basket | 28.84 | 39.38 | | waterfall | 42.46 | 59.21 | | tent | 62.84 | 97.88 | | bag | 14.61 | 16.48 | | minibike | 70.49 | 89.14 | | cradle | 85.27 | 98.05 | | oven | 34.22 | 37.14 | | ball | 41.87 | 70.38 | | food | 45.17 | 46.75 | | step | 12.89 | 17.68 | | tank | 0.0 | 0.0 | | trade name | 33.09 | 51.5 | | microwave | 38.3 | 43.53 | | pot | 32.61 | 39.32 | | animal | 57.47 | 68.49 | | bicycle | 53.68 | 87.89 | | lake | 0.0 | 0.0 | | dishwasher | 64.68 | 89.68 | | screen | 47.27 | 91.48 | | blanket | 14.26 | 18.92 | | sculpture | 37.38 | 84.31 | | hood | 38.45 | 57.16 | | sconce | 32.7 | 42.46 | | vase | 44.93 | 71.23 | | traffic light | 38.62 | 68.75 | | tray | 4.23 | 5.59 | | ashcan | 39.47 | 57.57 | | fan | 47.0 | 78.91 | | pier | 0.02 | 0.02 | | crt screen | 7.8 | 11.08 | | plate | 53.82 | 80.59 | | monitor | 4.04 | 5.89 | | bulletin board | 0.33 | 0.37 | | shower | 5.33 | 6.81 | | radiator | 54.5 | 68.96 | | glass | 20.76 | 24.12 | | clock | 30.24 | 41.52 | | flag | 50.11 | 57.67 | +---------------------+-------+-------+ 2023-12-25 18:42:23,981 - mmseg - INFO - Summary: 2023-12-25 18:42:23,981 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 80.89 | 41.95 | 56.94 | +-------+-------+-------+ 2023-12-25 18:42:26,111 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_10000.pth. 2023-12-25 18:42:26,111 - mmseg - INFO - Best mIoU is 0.4195 at 10000 iter. 2023-12-25 18:42:26,111 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 18:42:26,112 - mmseg - INFO - Iter(val) [250] aAcc: 0.8089, mIoU: 0.4195, mAcc: 0.5694, IoU.wall: 0.7650, IoU.building: 0.8024, IoU.sky: 0.9410, IoU.floor: 0.8154, IoU.tree: 0.7333, IoU.ceiling: 0.8428, IoU.road: 0.7884, IoU.bed : 0.8955, IoU.windowpane: 0.5944, IoU.grass: 0.6752, IoU.cabinet: 0.5972, IoU.sidewalk: 0.6257, IoU.person: 0.8334, IoU.earth: 0.3630, IoU.door: 0.3993, IoU.table: 0.5513, IoU.mountain: 0.5556, IoU.plant: 0.5396, IoU.curtain: 0.7327, IoU.chair: 0.5176, IoU.car: 0.8593, IoU.water: 0.5308, IoU.painting: 0.6859, IoU.sofa: 0.5617, IoU.shelf: 0.3455, IoU.house: 0.4445, IoU.sea: 0.5585, IoU.mirror: 0.5779, IoU.rug: 0.6047, IoU.field: 0.2868, IoU.armchair: 0.3530, IoU.seat: 0.5203, IoU.fence: 0.4353, IoU.desk: 0.3403, IoU.rock: 0.4000, IoU.wardrobe: 0.3696, IoU.lamp: 0.6395, IoU.bathtub: 0.7585, IoU.railing: 0.2739, IoU.cushion: 0.5620, IoU.base: 0.0634, IoU.box: 0.2271, IoU.column: 0.4206, IoU.signboard: 0.3588, IoU.chest of drawers: 0.4287, IoU.counter: 0.3361, IoU.sand: 0.3021, IoU.sink: 0.7242, IoU.skyscraper: 0.3790, IoU.fireplace: 0.6182, IoU.refrigerator: 0.6576, IoU.grandstand: 0.5176, IoU.path: 0.1771, IoU.stairs: 0.2102, IoU.runway: 0.2002, IoU.case: 0.5027, IoU.pool table: 0.9176, IoU.pillow: 0.5307, IoU.screen door: 0.6111, IoU.stairway: 0.2148, IoU.river: 0.0605, IoU.bridge: 0.6872, IoU.bookcase: 0.2347, IoU.blind: 0.4464, IoU.coffee table: 0.5418, IoU.toilet: 0.8538, IoU.flower: 0.4041, IoU.book: 0.4682, IoU.hill: 0.0338, IoU.bench: 0.3744, IoU.countertop: 0.5400, IoU.stove: 0.7375, IoU.palm: 0.4827, IoU.kitchen island: 0.3107, IoU.computer: 0.7028, IoU.swivel chair: 0.3617, IoU.boat: 0.7321, IoU.bar: 0.2435, IoU.arcade machine: 0.2680, IoU.hovel: 0.0518, IoU.bus: 0.8870, IoU.towel: 0.6287, IoU.light: 0.5540, IoU.truck: 0.4018, IoU.tower: 0.0460, IoU.chandelier: 0.6188, IoU.awning: 0.3362, IoU.streetlight: 0.3455, IoU.booth: 0.0000, IoU.television receiver: 0.6298, IoU.airplane: 0.5850, IoU.dirt track: 0.0000, IoU.apparel: 0.3576, IoU.pole: 0.3378, IoU.land: 0.0035, IoU.bannister: 0.1324, IoU.escalator: 0.1501, IoU.ottoman: 0.4748, IoU.bottle: 0.2310, IoU.buffet: 0.0015, IoU.poster: 0.1170, IoU.stage: 0.0574, IoU.van: 0.4047, IoU.ship: 0.0000, IoU.fountain: 0.0193, IoU.conveyer belt: 0.5075, IoU.canopy: 0.0000, IoU.washer: 0.4620, IoU.plaything: 0.1869, IoU.swimming pool: 0.1614, IoU.stool: 0.4384, IoU.barrel: 0.3383, IoU.basket: 0.2884, IoU.waterfall: 0.4246, IoU.tent: 0.6284, IoU.bag: 0.1461, IoU.minibike: 0.7049, IoU.cradle: 0.8527, IoU.oven: 0.3422, IoU.ball: 0.4187, IoU.food: 0.4517, IoU.step: 0.1289, IoU.tank: 0.0000, IoU.trade name: 0.3309, IoU.microwave: 0.3830, IoU.pot: 0.3261, IoU.animal: 0.5747, IoU.bicycle: 0.5368, IoU.lake: 0.0000, IoU.dishwasher: 0.6468, IoU.screen: 0.4727, IoU.blanket: 0.1426, IoU.sculpture: 0.3738, IoU.hood: 0.3845, IoU.sconce: 0.3270, IoU.vase: 0.4493, IoU.traffic light: 0.3862, IoU.tray: 0.0423, IoU.ashcan: 0.3947, IoU.fan: 0.4700, IoU.pier: 0.0002, IoU.crt screen: 0.0780, IoU.plate: 0.5382, IoU.monitor: 0.0404, IoU.bulletin board: 0.0033, IoU.shower: 0.0533, IoU.radiator: 0.5450, IoU.glass: 0.2076, IoU.clock: 0.3024, IoU.flag: 0.5011, Acc.wall: 0.8361, Acc.building: 0.9094, Acc.sky: 0.9745, Acc.floor: 0.8805, Acc.tree: 0.8503, Acc.ceiling: 0.9057, Acc.road: 0.8784, Acc.bed : 0.9547, Acc.windowpane: 0.7764, Acc.grass: 0.7828, Acc.cabinet: 0.7566, Acc.sidewalk: 0.8453, Acc.person: 0.9079, Acc.earth: 0.4497, Acc.door: 0.6317, Acc.table: 0.7164, Acc.mountain: 0.7965, Acc.plant: 0.6925, Acc.curtain: 0.8504, Acc.chair: 0.6652, Acc.car: 0.9308, Acc.water: 0.7161, Acc.painting: 0.8736, Acc.sofa: 0.6566, Acc.shelf: 0.6756, Acc.house: 0.6851, Acc.sea: 0.7826, Acc.mirror: 0.6637, Acc.rug: 0.7463, Acc.field: 0.5000, Acc.armchair: 0.7298, Acc.seat: 0.7606, Acc.fence: 0.6715, Acc.desk: 0.6304, Acc.rock: 0.6534, Acc.wardrobe: 0.5068, Acc.lamp: 0.7678, Acc.bathtub: 0.8366, Acc.railing: 0.5233, Acc.cushion: 0.8000, Acc.base: 0.0900, Acc.box: 0.4005, Acc.column: 0.6883, Acc.signboard: 0.5907, Acc.chest of drawers: 0.6418, Acc.counter: 0.5184, Acc.sand: 0.4348, Acc.sink: 0.8109, Acc.skyscraper: 0.4623, Acc.fireplace: 0.7655, Acc.refrigerator: 0.8993, Acc.grandstand: 0.6119, Acc.path: 0.3009, Acc.stairs: 0.2430, Acc.runway: 0.2532, Acc.case: 0.8539, Acc.pool table: 0.9540, Acc.pillow: 0.6331, Acc.screen door: 0.7126, Acc.stairway: 0.4723, Acc.river: 0.0905, Acc.bridge: 0.8409, Acc.bookcase: 0.4348, Acc.blind: 0.5095, Acc.coffee table: 0.7768, Acc.toilet: 0.9141, Acc.flower: 0.5810, Acc.book: 0.6624, Acc.hill: 0.0419, Acc.bench: 0.6399, Acc.countertop: 0.8162, Acc.stove: 0.8504, Acc.palm: 0.7725, Acc.kitchen island: 0.7056, Acc.computer: 0.7958, Acc.swivel chair: 0.6031, Acc.boat: 0.9452, Acc.bar: 0.2541, Acc.arcade machine: 0.8537, Acc.hovel: 0.0696, Acc.bus: 0.9631, Acc.towel: 0.7943, Acc.light: 0.8139, Acc.truck: 0.4939, Acc.tower: 0.0628, Acc.chandelier: 0.8813, Acc.awning: 0.4945, Acc.streetlight: 0.4823, Acc.booth: 0.0000, Acc.television receiver: 0.8051, Acc.airplane: 0.6559, Acc.dirt track: 0.0000, Acc.apparel: 0.6402, Acc.pole: 0.5849, Acc.land: 0.0035, Acc.bannister: 0.1950, Acc.escalator: 0.1547, Acc.ottoman: 0.6812, Acc.bottle: 0.3139, Acc.buffet: 0.0015, Acc.poster: 0.3029, Acc.stage: 0.0656, Acc.van: 0.5973, Acc.ship: 0.0000, Acc.fountain: 0.0216, Acc.conveyer belt: 0.6462, Acc.canopy: 0.0000, Acc.washer: 0.7518, Acc.plaything: 0.3476, Acc.swimming pool: 0.3007, Acc.stool: 0.5532, Acc.barrel: 0.8805, Acc.basket: 0.3938, Acc.waterfall: 0.5921, Acc.tent: 0.9788, Acc.bag: 0.1648, Acc.minibike: 0.8914, Acc.cradle: 0.9805, Acc.oven: 0.3714, Acc.ball: 0.7038, Acc.food: 0.4675, Acc.step: 0.1768, Acc.tank: 0.0000, Acc.trade name: 0.5150, Acc.microwave: 0.4353, Acc.pot: 0.3932, Acc.animal: 0.6849, Acc.bicycle: 0.8789, Acc.lake: 0.0000, Acc.dishwasher: 0.8968, Acc.screen: 0.9148, Acc.blanket: 0.1892, Acc.sculpture: 0.8431, Acc.hood: 0.5716, Acc.sconce: 0.4246, Acc.vase: 0.7123, Acc.traffic light: 0.6875, Acc.tray: 0.0559, Acc.ashcan: 0.5757, Acc.fan: 0.7891, Acc.pier: 0.0002, Acc.crt screen: 0.1108, Acc.plate: 0.8059, Acc.monitor: 0.0589, Acc.bulletin board: 0.0037, Acc.shower: 0.0681, Acc.radiator: 0.6896, Acc.glass: 0.2412, Acc.clock: 0.4152, Acc.flag: 0.5767 2023-12-25 18:42:50,845 - mmseg - INFO - Iter [10050/160000] lr: 9.372e-05, eta: 22 days, 4:13:38, time: 2.664, data_time: 2.182, memory: 40245, decode.loss_cls: 0.8090, decode.loss_mask: 0.7855, decode.loss_dice: 1.1178, decode.d0.loss_cls: 1.7691, decode.d0.loss_mask: 0.8242, decode.d0.loss_dice: 1.2890, decode.d1.loss_cls: 0.9311, decode.d1.loss_mask: 0.8138, decode.d1.loss_dice: 1.1964, decode.d2.loss_cls: 0.8486, decode.d2.loss_mask: 0.7984, decode.d2.loss_dice: 1.1529, decode.d3.loss_cls: 0.8293, decode.d3.loss_mask: 0.7922, decode.d3.loss_dice: 1.1279, decode.d4.loss_cls: 0.8214, decode.d4.loss_mask: 0.7874, decode.d4.loss_dice: 1.1343, decode.d5.loss_cls: 0.8115, decode.d5.loss_mask: 0.7892, decode.d5.loss_dice: 1.1324, decode.d6.loss_cls: 0.8077, decode.d6.loss_mask: 0.7887, decode.d6.loss_dice: 1.1244, decode.d7.loss_cls: 0.7981, decode.d7.loss_mask: 0.7882, decode.d7.loss_dice: 1.1228, decode.d8.loss_cls: 0.8038, decode.d8.loss_mask: 0.7863, decode.d8.loss_dice: 1.1243, loss: 28.7060, grad_norm: 62.3804 2023-12-25 18:43:15,229 - mmseg - INFO - Iter [10100/160000] lr: 9.369e-05, eta: 11 days, 14:42:41, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.8109, decode.loss_mask: 0.7668, decode.loss_dice: 1.1370, decode.d0.loss_cls: 1.8208, decode.d0.loss_mask: 0.8045, decode.d0.loss_dice: 1.3029, decode.d1.loss_cls: 0.9586, decode.d1.loss_mask: 0.7966, decode.d1.loss_dice: 1.2187, decode.d2.loss_cls: 0.8766, decode.d2.loss_mask: 0.7873, decode.d2.loss_dice: 1.1701, decode.d3.loss_cls: 0.8423, decode.d3.loss_mask: 0.7733, decode.d3.loss_dice: 1.1471, decode.d4.loss_cls: 0.8391, decode.d4.loss_mask: 0.7726, decode.d4.loss_dice: 1.1411, decode.d5.loss_cls: 0.8242, decode.d5.loss_mask: 0.7725, decode.d5.loss_dice: 1.1341, decode.d6.loss_cls: 0.8279, decode.d6.loss_mask: 0.7661, decode.d6.loss_dice: 1.1277, decode.d7.loss_cls: 0.8147, decode.d7.loss_mask: 0.7664, decode.d7.loss_dice: 1.1340, decode.d8.loss_cls: 0.8179, decode.d8.loss_mask: 0.7670, decode.d8.loss_dice: 1.1331, loss: 28.8520, grad_norm: 55.4948 2023-12-25 18:43:39,822 - mmseg - INFO - Iter [10150/160000] lr: 9.366e-05, eta: 8 days, 1:08:20, time: 0.492, data_time: 0.014, memory: 40245, decode.loss_cls: 0.8114, decode.loss_mask: 0.7911, decode.loss_dice: 1.1330, decode.d0.loss_cls: 1.7811, decode.d0.loss_mask: 0.8305, decode.d0.loss_dice: 1.3009, decode.d1.loss_cls: 0.9209, decode.d1.loss_mask: 0.8160, decode.d1.loss_dice: 1.1947, decode.d2.loss_cls: 0.8624, decode.d2.loss_mask: 0.7940, decode.d2.loss_dice: 1.1615, decode.d3.loss_cls: 0.8341, decode.d3.loss_mask: 0.7931, decode.d3.loss_dice: 1.1392, decode.d4.loss_cls: 0.8227, decode.d4.loss_mask: 0.7892, decode.d4.loss_dice: 1.1427, decode.d5.loss_cls: 0.8211, decode.d5.loss_mask: 0.7930, decode.d5.loss_dice: 1.1376, decode.d6.loss_cls: 0.8155, decode.d6.loss_mask: 0.7826, decode.d6.loss_dice: 1.1210, decode.d7.loss_cls: 0.8167, decode.d7.loss_mask: 0.7886, decode.d7.loss_dice: 1.1256, decode.d8.loss_cls: 0.8183, decode.d8.loss_mask: 0.7883, decode.d8.loss_dice: 1.1260, loss: 28.8527, grad_norm: 62.5090 2023-12-25 18:44:04,218 - mmseg - INFO - Iter [10200/160000] lr: 9.363e-05, eta: 6 days, 6:05:48, time: 0.488, data_time: 0.014, memory: 40245, decode.loss_cls: 0.8246, decode.loss_mask: 0.7798, decode.loss_dice: 1.1370, decode.d0.loss_cls: 1.7660, decode.d0.loss_mask: 0.8145, decode.d0.loss_dice: 1.2891, decode.d1.loss_cls: 0.9418, decode.d1.loss_mask: 0.8065, decode.d1.loss_dice: 1.2107, decode.d2.loss_cls: 0.8696, decode.d2.loss_mask: 0.7896, decode.d2.loss_dice: 1.1584, decode.d3.loss_cls: 0.8476, decode.d3.loss_mask: 0.7823, decode.d3.loss_dice: 1.1416, decode.d4.loss_cls: 0.8431, decode.d4.loss_mask: 0.7783, decode.d4.loss_dice: 1.1416, decode.d5.loss_cls: 0.8431, decode.d5.loss_mask: 0.7712, decode.d5.loss_dice: 1.1387, decode.d6.loss_cls: 0.8328, decode.d6.loss_mask: 0.7710, decode.d6.loss_dice: 1.1231, decode.d7.loss_cls: 0.8300, decode.d7.loss_mask: 0.7769, decode.d7.loss_dice: 1.1288, decode.d8.loss_cls: 0.8279, decode.d8.loss_mask: 0.7781, decode.d8.loss_dice: 1.1292, loss: 28.8729, grad_norm: 65.1808 2023-12-25 18:44:28,834 - mmseg - INFO - Iter [10250/160000] lr: 9.359e-05, eta: 5 days, 4:14:11, time: 0.492, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7969, decode.loss_mask: 0.7684, decode.loss_dice: 1.1209, decode.d0.loss_cls: 1.7878, decode.d0.loss_mask: 0.8170, decode.d0.loss_dice: 1.2876, decode.d1.loss_cls: 0.9110, decode.d1.loss_mask: 0.8038, decode.d1.loss_dice: 1.2003, decode.d2.loss_cls: 0.8444, decode.d2.loss_mask: 0.7818, decode.d2.loss_dice: 1.1491, decode.d3.loss_cls: 0.8202, decode.d3.loss_mask: 0.7743, decode.d3.loss_dice: 1.1237, decode.d4.loss_cls: 0.8144, decode.d4.loss_mask: 0.7740, decode.d4.loss_dice: 1.1316, decode.d5.loss_cls: 0.8095, decode.d5.loss_mask: 0.7712, decode.d5.loss_dice: 1.1260, decode.d6.loss_cls: 0.7966, decode.d6.loss_mask: 0.7678, decode.d6.loss_dice: 1.1223, decode.d7.loss_cls: 0.7854, decode.d7.loss_mask: 0.7704, decode.d7.loss_dice: 1.1268, decode.d8.loss_cls: 0.7872, decode.d8.loss_mask: 0.7696, decode.d8.loss_dice: 1.1178, loss: 28.4574, grad_norm: 68.5718 2023-12-25 18:44:53,833 - mmseg - INFO - Iter [10300/160000] lr: 9.356e-05, eta: 4 days, 11:01:00, time: 0.500, data_time: 0.014, memory: 40245, decode.loss_cls: 0.8068, decode.loss_mask: 0.7698, decode.loss_dice: 1.1354, decode.d0.loss_cls: 1.7993, decode.d0.loss_mask: 0.8090, decode.d0.loss_dice: 1.2965, decode.d1.loss_cls: 0.9243, decode.d1.loss_mask: 0.7937, decode.d1.loss_dice: 1.2165, decode.d2.loss_cls: 0.8575, decode.d2.loss_mask: 0.7822, decode.d2.loss_dice: 1.1771, decode.d3.loss_cls: 0.8340, decode.d3.loss_mask: 0.7734, decode.d3.loss_dice: 1.1520, decode.d4.loss_cls: 0.8255, decode.d4.loss_mask: 0.7763, decode.d4.loss_dice: 1.1568, decode.d5.loss_cls: 0.8242, decode.d5.loss_mask: 0.7767, decode.d5.loss_dice: 1.1518, decode.d6.loss_cls: 0.8102, decode.d6.loss_mask: 0.7752, decode.d6.loss_dice: 1.1441, decode.d7.loss_cls: 0.8050, decode.d7.loss_mask: 0.7764, decode.d7.loss_dice: 1.1441, decode.d8.loss_cls: 0.8152, decode.d8.loss_mask: 0.7708, decode.d8.loss_dice: 1.1355, loss: 28.8152, grad_norm: 60.7857 2023-12-25 18:45:18,466 - mmseg - INFO - Iter [10350/160000] lr: 9.353e-05, eta: 3 days, 22:39:36, time: 0.493, data_time: 0.014, memory: 40245, decode.loss_cls: 0.8164, decode.loss_mask: 0.7635, decode.loss_dice: 1.0861, decode.d0.loss_cls: 1.7809, decode.d0.loss_mask: 0.8030, decode.d0.loss_dice: 1.2591, decode.d1.loss_cls: 0.9097, decode.d1.loss_mask: 0.7935, decode.d1.loss_dice: 1.1617, decode.d2.loss_cls: 0.8512, decode.d2.loss_mask: 0.7727, decode.d2.loss_dice: 1.1241, decode.d3.loss_cls: 0.8416, decode.d3.loss_mask: 0.7612, decode.d3.loss_dice: 1.0948, decode.d4.loss_cls: 0.8311, decode.d4.loss_mask: 0.7616, decode.d4.loss_dice: 1.1033, decode.d5.loss_cls: 0.8247, decode.d5.loss_mask: 0.7612, decode.d5.loss_dice: 1.0977, decode.d6.loss_cls: 0.8243, decode.d6.loss_mask: 0.7581, decode.d6.loss_dice: 1.0858, decode.d7.loss_cls: 0.8138, decode.d7.loss_mask: 0.7648, decode.d7.loss_dice: 1.0939, decode.d8.loss_cls: 0.8170, decode.d8.loss_mask: 0.7605, decode.d8.loss_dice: 1.0900, loss: 28.2072, grad_norm: 65.9114 2023-12-25 18:45:42,893 - mmseg - INFO - Iter [10400/160000] lr: 9.350e-05, eta: 3 days, 13:21:38, time: 0.489, data_time: 0.015, memory: 40245, decode.loss_cls: 0.7943, decode.loss_mask: 0.7644, decode.loss_dice: 1.0945, decode.d0.loss_cls: 1.7480, decode.d0.loss_mask: 0.8102, decode.d0.loss_dice: 1.2614, decode.d1.loss_cls: 0.9183, decode.d1.loss_mask: 0.7982, decode.d1.loss_dice: 1.1779, decode.d2.loss_cls: 0.8380, decode.d2.loss_mask: 0.7832, decode.d2.loss_dice: 1.1320, decode.d3.loss_cls: 0.8166, decode.d3.loss_mask: 0.7735, decode.d3.loss_dice: 1.1049, decode.d4.loss_cls: 0.8132, decode.d4.loss_mask: 0.7701, decode.d4.loss_dice: 1.1033, decode.d5.loss_cls: 0.8045, decode.d5.loss_mask: 0.7667, decode.d5.loss_dice: 1.1070, decode.d6.loss_cls: 0.7964, decode.d6.loss_mask: 0.7659, decode.d6.loss_dice: 1.0978, decode.d7.loss_cls: 0.7891, decode.d7.loss_mask: 0.7679, decode.d7.loss_dice: 1.1026, decode.d8.loss_cls: 0.7924, decode.d8.loss_mask: 0.7663, decode.d8.loss_dice: 1.0940, loss: 28.1524, grad_norm: 59.7971 2023-12-25 18:46:07,175 - mmseg - INFO - Iter [10450/160000] lr: 9.347e-05, eta: 3 days, 6:06:30, time: 0.486, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7843, decode.loss_mask: 0.7628, decode.loss_dice: 1.0882, decode.d0.loss_cls: 1.7447, decode.d0.loss_mask: 0.7990, decode.d0.loss_dice: 1.2414, decode.d1.loss_cls: 0.8853, decode.d1.loss_mask: 0.7881, decode.d1.loss_dice: 1.1765, decode.d2.loss_cls: 0.8207, decode.d2.loss_mask: 0.7720, decode.d2.loss_dice: 1.1245, decode.d3.loss_cls: 0.7937, decode.d3.loss_mask: 0.7620, decode.d3.loss_dice: 1.1026, decode.d4.loss_cls: 0.7947, decode.d4.loss_mask: 0.7642, decode.d4.loss_dice: 1.1025, decode.d5.loss_cls: 0.7891, decode.d5.loss_mask: 0.7618, decode.d5.loss_dice: 1.1023, decode.d6.loss_cls: 0.7840, decode.d6.loss_mask: 0.7584, decode.d6.loss_dice: 1.0893, decode.d7.loss_cls: 0.7843, decode.d7.loss_mask: 0.7587, decode.d7.loss_dice: 1.0936, decode.d8.loss_cls: 0.7777, decode.d8.loss_mask: 0.7663, decode.d8.loss_dice: 1.0995, loss: 27.8720, grad_norm: 65.0510 2023-12-25 18:46:31,602 - mmseg - INFO - Iter [10500/160000] lr: 9.344e-05, eta: 3 days, 0:18:51, time: 0.489, data_time: 0.014, memory: 40245, decode.loss_cls: 0.8163, decode.loss_mask: 0.7672, decode.loss_dice: 1.1239, decode.d0.loss_cls: 1.8018, decode.d0.loss_mask: 0.8063, decode.d0.loss_dice: 1.2850, decode.d1.loss_cls: 0.9310, decode.d1.loss_mask: 0.7985, decode.d1.loss_dice: 1.1963, decode.d2.loss_cls: 0.8450, decode.d2.loss_mask: 0.7808, decode.d2.loss_dice: 1.1545, decode.d3.loss_cls: 0.8315, decode.d3.loss_mask: 0.7742, decode.d3.loss_dice: 1.1250, decode.d4.loss_cls: 0.8247, decode.d4.loss_mask: 0.7643, decode.d4.loss_dice: 1.1254, decode.d5.loss_cls: 0.8314, decode.d5.loss_mask: 0.7678, decode.d5.loss_dice: 1.1252, decode.d6.loss_cls: 0.8175, decode.d6.loss_mask: 0.7679, decode.d6.loss_dice: 1.1158, decode.d7.loss_cls: 0.8159, decode.d7.loss_mask: 0.7687, decode.d7.loss_dice: 1.1217, decode.d8.loss_cls: 0.8134, decode.d8.loss_mask: 0.7744, decode.d8.loss_dice: 1.1193, loss: 28.5908, grad_norm: 63.7442 2023-12-25 18:46:55,953 - mmseg - INFO - Iter [10550/160000] lr: 9.341e-05, eta: 2 days, 19:33:53, time: 0.487, data_time: 0.015, memory: 40245, decode.loss_cls: 0.7722, decode.loss_mask: 0.7848, decode.loss_dice: 1.0985, decode.d0.loss_cls: 1.7215, decode.d0.loss_mask: 0.8124, decode.d0.loss_dice: 1.2585, decode.d1.loss_cls: 0.8723, decode.d1.loss_mask: 0.8085, decode.d1.loss_dice: 1.1855, decode.d2.loss_cls: 0.8188, decode.d2.loss_mask: 0.7939, decode.d2.loss_dice: 1.1332, decode.d3.loss_cls: 0.7988, decode.d3.loss_mask: 0.7874, decode.d3.loss_dice: 1.1203, decode.d4.loss_cls: 0.7895, decode.d4.loss_mask: 0.7799, decode.d4.loss_dice: 1.1136, decode.d5.loss_cls: 0.7851, decode.d5.loss_mask: 0.7794, decode.d5.loss_dice: 1.1081, decode.d6.loss_cls: 0.7891, decode.d6.loss_mask: 0.7778, decode.d6.loss_dice: 1.0988, decode.d7.loss_cls: 0.7757, decode.d7.loss_mask: 0.7800, decode.d7.loss_dice: 1.1016, decode.d8.loss_cls: 0.7702, decode.d8.loss_mask: 0.7799, decode.d8.loss_dice: 1.1045, loss: 28.0998, grad_norm: 59.9051 2023-12-25 18:47:20,189 - mmseg - INFO - Iter [10600/160000] lr: 9.338e-05, eta: 2 days, 15:35:47, time: 0.485, data_time: 0.015, memory: 40245, decode.loss_cls: 0.8030, decode.loss_mask: 0.7957, decode.loss_dice: 1.1247, decode.d0.loss_cls: 1.7863, decode.d0.loss_mask: 0.8236, decode.d0.loss_dice: 1.2895, decode.d1.loss_cls: 0.8984, decode.d1.loss_mask: 0.8292, decode.d1.loss_dice: 1.2075, decode.d2.loss_cls: 0.8474, decode.d2.loss_mask: 0.8140, decode.d2.loss_dice: 1.1575, decode.d3.loss_cls: 0.8342, decode.d3.loss_mask: 0.8073, decode.d3.loss_dice: 1.1303, decode.d4.loss_cls: 0.8256, decode.d4.loss_mask: 0.8055, decode.d4.loss_dice: 1.1318, decode.d5.loss_cls: 0.8156, decode.d5.loss_mask: 0.8084, decode.d5.loss_dice: 1.1349, decode.d6.loss_cls: 0.8087, decode.d6.loss_mask: 0.7931, decode.d6.loss_dice: 1.1138, decode.d7.loss_cls: 0.8021, decode.d7.loss_mask: 0.8001, decode.d7.loss_dice: 1.1299, decode.d8.loss_cls: 0.8062, decode.d8.loss_mask: 0.7994, decode.d8.loss_dice: 1.1279, loss: 28.8516, grad_norm: 61.9132 2023-12-25 18:47:44,367 - mmseg - INFO - Iter [10650/160000] lr: 9.334e-05, eta: 2 days, 12:13:59, time: 0.484, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7450, decode.loss_mask: 0.7702, decode.loss_dice: 1.0811, decode.d0.loss_cls: 1.7267, decode.d0.loss_mask: 0.8073, decode.d0.loss_dice: 1.2286, decode.d1.loss_cls: 0.8588, decode.d1.loss_mask: 0.7970, decode.d1.loss_dice: 1.1641, decode.d2.loss_cls: 0.7972, decode.d2.loss_mask: 0.7819, decode.d2.loss_dice: 1.1187, decode.d3.loss_cls: 0.7781, decode.d3.loss_mask: 0.7749, decode.d3.loss_dice: 1.0967, decode.d4.loss_cls: 0.7677, decode.d4.loss_mask: 0.7785, decode.d4.loss_dice: 1.0963, decode.d5.loss_cls: 0.7609, decode.d5.loss_mask: 0.7728, decode.d5.loss_dice: 1.0880, decode.d6.loss_cls: 0.7488, decode.d6.loss_mask: 0.7782, decode.d6.loss_dice: 1.0779, decode.d7.loss_cls: 0.7476, decode.d7.loss_mask: 0.7751, decode.d7.loss_dice: 1.0882, decode.d8.loss_cls: 0.7420, decode.d8.loss_mask: 0.7762, decode.d8.loss_dice: 1.0826, loss: 27.6071, grad_norm: 66.1785 2023-12-25 18:48:08,734 - mmseg - INFO - Iter [10700/160000] lr: 9.331e-05, eta: 2 days, 9:21:35, time: 0.487, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7692, decode.loss_mask: 0.7467, decode.loss_dice: 1.0631, decode.d0.loss_cls: 1.7344, decode.d0.loss_mask: 0.7734, decode.d0.loss_dice: 1.2257, decode.d1.loss_cls: 0.8738, decode.d1.loss_mask: 0.7655, decode.d1.loss_dice: 1.1407, decode.d2.loss_cls: 0.8038, decode.d2.loss_mask: 0.7584, decode.d2.loss_dice: 1.1014, decode.d3.loss_cls: 0.7836, decode.d3.loss_mask: 0.7485, decode.d3.loss_dice: 1.0790, decode.d4.loss_cls: 0.7754, decode.d4.loss_mask: 0.7504, decode.d4.loss_dice: 1.0791, decode.d5.loss_cls: 0.7793, decode.d5.loss_mask: 0.7463, decode.d5.loss_dice: 1.0698, decode.d6.loss_cls: 0.7710, decode.d6.loss_mask: 0.7411, decode.d6.loss_dice: 1.0637, decode.d7.loss_cls: 0.7751, decode.d7.loss_mask: 0.7399, decode.d7.loss_dice: 1.0594, decode.d8.loss_cls: 0.7652, decode.d8.loss_mask: 0.7431, decode.d8.loss_dice: 1.0655, loss: 27.2917, grad_norm: 58.1222 2023-12-25 18:48:33,171 - mmseg - INFO - Iter [10750/160000] lr: 9.328e-05, eta: 2 days, 6:52:19, time: 0.489, data_time: 0.014, memory: 40245, decode.loss_cls: 0.8091, decode.loss_mask: 0.7698, decode.loss_dice: 1.1334, decode.d0.loss_cls: 1.7830, decode.d0.loss_mask: 0.8105, decode.d0.loss_dice: 1.2807, decode.d1.loss_cls: 0.9150, decode.d1.loss_mask: 0.7941, decode.d1.loss_dice: 1.2119, decode.d2.loss_cls: 0.8500, decode.d2.loss_mask: 0.7789, decode.d2.loss_dice: 1.1655, decode.d3.loss_cls: 0.8312, decode.d3.loss_mask: 0.7749, decode.d3.loss_dice: 1.1388, decode.d4.loss_cls: 0.8190, decode.d4.loss_mask: 0.7737, decode.d4.loss_dice: 1.1504, decode.d5.loss_cls: 0.8190, decode.d5.loss_mask: 0.7731, decode.d5.loss_dice: 1.1447, decode.d6.loss_cls: 0.8220, decode.d6.loss_mask: 0.7694, decode.d6.loss_dice: 1.1265, decode.d7.loss_cls: 0.8115, decode.d7.loss_mask: 0.7752, decode.d7.loss_dice: 1.1340, decode.d8.loss_cls: 0.8046, decode.d8.loss_mask: 0.7723, decode.d8.loss_dice: 1.1389, loss: 28.6809, grad_norm: 63.3856 2023-12-25 18:48:57,814 - mmseg - INFO - Iter [10800/160000] lr: 9.325e-05, eta: 2 days, 4:42:16, time: 0.493, data_time: 0.014, memory: 40245, decode.loss_cls: 0.8000, decode.loss_mask: 0.7635, decode.loss_dice: 1.1103, decode.d0.loss_cls: 1.7645, decode.d0.loss_mask: 0.8041, decode.d0.loss_dice: 1.2628, decode.d1.loss_cls: 0.9088, decode.d1.loss_mask: 0.7940, decode.d1.loss_dice: 1.1861, decode.d2.loss_cls: 0.8434, decode.d2.loss_mask: 0.7700, decode.d2.loss_dice: 1.1455, decode.d3.loss_cls: 0.8248, decode.d3.loss_mask: 0.7578, decode.d3.loss_dice: 1.1134, decode.d4.loss_cls: 0.8184, decode.d4.loss_mask: 0.7625, decode.d4.loss_dice: 1.1159, decode.d5.loss_cls: 0.8099, decode.d5.loss_mask: 0.7624, decode.d5.loss_dice: 1.1091, decode.d6.loss_cls: 0.8105, decode.d6.loss_mask: 0.7577, decode.d6.loss_dice: 1.0989, decode.d7.loss_cls: 0.7939, decode.d7.loss_mask: 0.7663, decode.d7.loss_dice: 1.1162, decode.d8.loss_cls: 0.7996, decode.d8.loss_mask: 0.7635, decode.d8.loss_dice: 1.1123, loss: 28.2461, grad_norm: 64.0466 2023-12-25 18:49:22,160 - mmseg - INFO - Iter [10850/160000] lr: 9.322e-05, eta: 2 days, 2:46:36, time: 0.487, data_time: 0.015, memory: 40245, decode.loss_cls: 0.7851, decode.loss_mask: 0.7726, decode.loss_dice: 1.1003, decode.d0.loss_cls: 1.7464, decode.d0.loss_mask: 0.8060, decode.d0.loss_dice: 1.2503, decode.d1.loss_cls: 0.8877, decode.d1.loss_mask: 0.7909, decode.d1.loss_dice: 1.1782, decode.d2.loss_cls: 0.8391, decode.d2.loss_mask: 0.7785, decode.d2.loss_dice: 1.1257, decode.d3.loss_cls: 0.8198, decode.d3.loss_mask: 0.7749, decode.d3.loss_dice: 1.1118, decode.d4.loss_cls: 0.8120, decode.d4.loss_mask: 0.7714, decode.d4.loss_dice: 1.1103, decode.d5.loss_cls: 0.7991, decode.d5.loss_mask: 0.7719, decode.d5.loss_dice: 1.1106, decode.d6.loss_cls: 0.7902, decode.d6.loss_mask: 0.7774, decode.d6.loss_dice: 1.1004, decode.d7.loss_cls: 0.7855, decode.d7.loss_mask: 0.7729, decode.d7.loss_dice: 1.1063, decode.d8.loss_cls: 0.7856, decode.d8.loss_mask: 0.7702, decode.d8.loss_dice: 1.1064, loss: 28.1375, grad_norm: 59.5734 2023-12-25 18:49:46,502 - mmseg - INFO - Iter [10900/160000] lr: 9.319e-05, eta: 2 days, 1:03:42, time: 0.487, data_time: 0.014, memory: 40245, decode.loss_cls: 0.8235, decode.loss_mask: 0.8060, decode.loss_dice: 1.1516, decode.d0.loss_cls: 1.7792, decode.d0.loss_mask: 0.8401, decode.d0.loss_dice: 1.3002, decode.d1.loss_cls: 0.9355, decode.d1.loss_mask: 0.8330, decode.d1.loss_dice: 1.2338, decode.d2.loss_cls: 0.8729, decode.d2.loss_mask: 0.8095, decode.d2.loss_dice: 1.1828, decode.d3.loss_cls: 0.8498, decode.d3.loss_mask: 0.8028, decode.d3.loss_dice: 1.1534, decode.d4.loss_cls: 0.8385, decode.d4.loss_mask: 0.8073, decode.d4.loss_dice: 1.1564, decode.d5.loss_cls: 0.8352, decode.d5.loss_mask: 0.8095, decode.d5.loss_dice: 1.1531, decode.d6.loss_cls: 0.8325, decode.d6.loss_mask: 0.8003, decode.d6.loss_dice: 1.1385, decode.d7.loss_cls: 0.8232, decode.d7.loss_mask: 0.8055, decode.d7.loss_dice: 1.1480, decode.d8.loss_cls: 0.8308, decode.d8.loss_mask: 0.8026, decode.d8.loss_dice: 1.1545, loss: 29.3100, grad_norm: 64.3280 2023-12-25 18:50:10,746 - mmseg - INFO - Iter [10950/160000] lr: 9.316e-05, eta: 1 day, 23:31:19, time: 0.485, data_time: 0.014, memory: 40245, decode.loss_cls: 0.8143, decode.loss_mask: 0.7931, decode.loss_dice: 1.1146, decode.d0.loss_cls: 1.7557, decode.d0.loss_mask: 0.8288, decode.d0.loss_dice: 1.2666, decode.d1.loss_cls: 0.9268, decode.d1.loss_mask: 0.8248, decode.d1.loss_dice: 1.1830, decode.d2.loss_cls: 0.8584, decode.d2.loss_mask: 0.7993, decode.d2.loss_dice: 1.1354, decode.d3.loss_cls: 0.8357, decode.d3.loss_mask: 0.7887, decode.d3.loss_dice: 1.1103, decode.d4.loss_cls: 0.8229, decode.d4.loss_mask: 0.7902, decode.d4.loss_dice: 1.1191, decode.d5.loss_cls: 0.8217, decode.d5.loss_mask: 0.7926, decode.d5.loss_dice: 1.1181, decode.d6.loss_cls: 0.8158, decode.d6.loss_mask: 0.7908, decode.d6.loss_dice: 1.0988, decode.d7.loss_cls: 0.8064, decode.d7.loss_mask: 0.7956, decode.d7.loss_dice: 1.1084, decode.d8.loss_cls: 0.8099, decode.d8.loss_mask: 0.7957, decode.d8.loss_dice: 1.1179, loss: 28.6393, grad_norm: 72.1458 2023-12-25 18:50:35,111 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 18:50:35,111 - mmseg - INFO - Iter [11000/160000] lr: 9.313e-05, eta: 1 day, 22:08:26, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7845, decode.loss_mask: 0.7584, decode.loss_dice: 1.1194, decode.d0.loss_cls: 1.7476, decode.d0.loss_mask: 0.7927, decode.d0.loss_dice: 1.2772, decode.d1.loss_cls: 0.8992, decode.d1.loss_mask: 0.7881, decode.d1.loss_dice: 1.2047, decode.d2.loss_cls: 0.8376, decode.d2.loss_mask: 0.7689, decode.d2.loss_dice: 1.1492, decode.d3.loss_cls: 0.8070, decode.d3.loss_mask: 0.7683, decode.d3.loss_dice: 1.1317, decode.d4.loss_cls: 0.7992, decode.d4.loss_mask: 0.7614, decode.d4.loss_dice: 1.1354, decode.d5.loss_cls: 0.7978, decode.d5.loss_mask: 0.7604, decode.d5.loss_dice: 1.1240, decode.d6.loss_cls: 0.7914, decode.d6.loss_mask: 0.7580, decode.d6.loss_dice: 1.1047, decode.d7.loss_cls: 0.7814, decode.d7.loss_mask: 0.7548, decode.d7.loss_dice: 1.1184, decode.d8.loss_cls: 0.7847, decode.d8.loss_mask: 0.7573, decode.d8.loss_dice: 1.1160, loss: 28.1792, grad_norm: 59.5220 2023-12-25 18:50:59,461 - mmseg - INFO - Iter [11050/160000] lr: 9.309e-05, eta: 1 day, 20:53:21, time: 0.487, data_time: 0.015, memory: 40245, decode.loss_cls: 0.8186, decode.loss_mask: 0.7769, decode.loss_dice: 1.1240, decode.d0.loss_cls: 1.8163, decode.d0.loss_mask: 0.8113, decode.d0.loss_dice: 1.2780, decode.d1.loss_cls: 0.9441, decode.d1.loss_mask: 0.7915, decode.d1.loss_dice: 1.2009, decode.d2.loss_cls: 0.8668, decode.d2.loss_mask: 0.7778, decode.d2.loss_dice: 1.1517, decode.d3.loss_cls: 0.8491, decode.d3.loss_mask: 0.7710, decode.d3.loss_dice: 1.1291, decode.d4.loss_cls: 0.8422, decode.d4.loss_mask: 0.7749, decode.d4.loss_dice: 1.1229, decode.d5.loss_cls: 0.8368, decode.d5.loss_mask: 0.7731, decode.d5.loss_dice: 1.1241, decode.d6.loss_cls: 0.8193, decode.d6.loss_mask: 0.7765, decode.d6.loss_dice: 1.1179, decode.d7.loss_cls: 0.8176, decode.d7.loss_mask: 0.7770, decode.d7.loss_dice: 1.1230, decode.d8.loss_cls: 0.8147, decode.d8.loss_mask: 0.7740, decode.d8.loss_dice: 1.1226, loss: 28.7236, grad_norm: 62.3989 2023-12-25 18:51:23,819 - mmseg - INFO - Iter [11100/160000] lr: 9.306e-05, eta: 1 day, 19:45:05, time: 0.487, data_time: 0.015, memory: 40245, decode.loss_cls: 0.8362, decode.loss_mask: 0.7703, decode.loss_dice: 1.1486, decode.d0.loss_cls: 1.8085, decode.d0.loss_mask: 0.8044, decode.d0.loss_dice: 1.3010, decode.d1.loss_cls: 0.9360, decode.d1.loss_mask: 0.7916, decode.d1.loss_dice: 1.2230, decode.d2.loss_cls: 0.8769, decode.d2.loss_mask: 0.7727, decode.d2.loss_dice: 1.1752, decode.d3.loss_cls: 0.8503, decode.d3.loss_mask: 0.7708, decode.d3.loss_dice: 1.1611, decode.d4.loss_cls: 0.8401, decode.d4.loss_mask: 0.7731, decode.d4.loss_dice: 1.1619, decode.d5.loss_cls: 0.8434, decode.d5.loss_mask: 0.7757, decode.d5.loss_dice: 1.1550, decode.d6.loss_cls: 0.8396, decode.d6.loss_mask: 0.7703, decode.d6.loss_dice: 1.1450, decode.d7.loss_cls: 0.8261, decode.d7.loss_mask: 0.7767, decode.d7.loss_dice: 1.1501, decode.d8.loss_cls: 0.8306, decode.d8.loss_mask: 0.7753, decode.d8.loss_dice: 1.1508, loss: 29.0404, grad_norm: 65.9341 2023-12-25 18:51:48,160 - mmseg - INFO - Iter [11150/160000] lr: 9.303e-05, eta: 1 day, 18:42:40, time: 0.487, data_time: 0.014, memory: 40245, decode.loss_cls: 0.8009, decode.loss_mask: 0.7699, decode.loss_dice: 1.1096, decode.d0.loss_cls: 1.7967, decode.d0.loss_mask: 0.8088, decode.d0.loss_dice: 1.2724, decode.d1.loss_cls: 0.9186, decode.d1.loss_mask: 0.7969, decode.d1.loss_dice: 1.1798, decode.d2.loss_cls: 0.8455, decode.d2.loss_mask: 0.7857, decode.d2.loss_dice: 1.1370, decode.d3.loss_cls: 0.8310, decode.d3.loss_mask: 0.7663, decode.d3.loss_dice: 1.1127, decode.d4.loss_cls: 0.8122, decode.d4.loss_mask: 0.7680, decode.d4.loss_dice: 1.1179, decode.d5.loss_cls: 0.8153, decode.d5.loss_mask: 0.7744, decode.d5.loss_dice: 1.1174, decode.d6.loss_cls: 0.8041, decode.d6.loss_mask: 0.7665, decode.d6.loss_dice: 1.1075, decode.d7.loss_cls: 0.7969, decode.d7.loss_mask: 0.7664, decode.d7.loss_dice: 1.1094, decode.d8.loss_cls: 0.7912, decode.d8.loss_mask: 0.7715, decode.d8.loss_dice: 1.1126, loss: 28.3632, grad_norm: 61.8934 2023-12-25 18:52:12,448 - mmseg - INFO - Iter [11200/160000] lr: 9.300e-05, eta: 1 day, 17:45:18, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.8126, decode.loss_mask: 0.7792, decode.loss_dice: 1.1361, decode.d0.loss_cls: 1.7711, decode.d0.loss_mask: 0.8325, decode.d0.loss_dice: 1.3019, decode.d1.loss_cls: 0.9203, decode.d1.loss_mask: 0.8199, decode.d1.loss_dice: 1.2253, decode.d2.loss_cls: 0.8622, decode.d2.loss_mask: 0.7956, decode.d2.loss_dice: 1.1785, decode.d3.loss_cls: 0.8481, decode.d3.loss_mask: 0.7824, decode.d3.loss_dice: 1.1490, decode.d4.loss_cls: 0.8301, decode.d4.loss_mask: 0.7849, decode.d4.loss_dice: 1.1538, decode.d5.loss_cls: 0.8300, decode.d5.loss_mask: 0.7837, decode.d5.loss_dice: 1.1456, decode.d6.loss_cls: 0.8138, decode.d6.loss_mask: 0.7853, decode.d6.loss_dice: 1.1322, decode.d7.loss_cls: 0.8085, decode.d7.loss_mask: 0.7763, decode.d7.loss_dice: 1.1428, decode.d8.loss_cls: 0.8112, decode.d8.loss_mask: 0.7801, decode.d8.loss_dice: 1.1339, loss: 28.9269, grad_norm: 64.4941 2023-12-25 18:52:36,660 - mmseg - INFO - Iter [11250/160000] lr: 9.297e-05, eta: 1 day, 16:52:21, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7746, decode.loss_mask: 0.7623, decode.loss_dice: 1.0985, decode.d0.loss_cls: 1.7464, decode.d0.loss_mask: 0.8065, decode.d0.loss_dice: 1.2507, decode.d1.loss_cls: 0.8702, decode.d1.loss_mask: 0.7958, decode.d1.loss_dice: 1.1689, decode.d2.loss_cls: 0.8093, decode.d2.loss_mask: 0.7780, decode.d2.loss_dice: 1.1326, decode.d3.loss_cls: 0.7928, decode.d3.loss_mask: 0.7690, decode.d3.loss_dice: 1.1042, decode.d4.loss_cls: 0.7845, decode.d4.loss_mask: 0.7628, decode.d4.loss_dice: 1.1120, decode.d5.loss_cls: 0.7832, decode.d5.loss_mask: 0.7626, decode.d5.loss_dice: 1.1017, decode.d6.loss_cls: 0.7825, decode.d6.loss_mask: 0.7570, decode.d6.loss_dice: 1.0884, decode.d7.loss_cls: 0.7695, decode.d7.loss_mask: 0.7580, decode.d7.loss_dice: 1.0936, decode.d8.loss_cls: 0.7699, decode.d8.loss_mask: 0.7618, decode.d8.loss_dice: 1.0984, loss: 27.8457, grad_norm: 62.8229 2023-12-25 18:53:03,413 - mmseg - INFO - Iter [11300/160000] lr: 9.294e-05, eta: 1 day, 16:08:16, time: 0.535, data_time: 0.062, memory: 40245, decode.loss_cls: 0.7567, decode.loss_mask: 0.7500, decode.loss_dice: 1.0958, decode.d0.loss_cls: 1.7659, decode.d0.loss_mask: 0.7827, decode.d0.loss_dice: 1.2494, decode.d1.loss_cls: 0.8819, decode.d1.loss_mask: 0.7752, decode.d1.loss_dice: 1.1687, decode.d2.loss_cls: 0.8200, decode.d2.loss_mask: 0.7564, decode.d2.loss_dice: 1.1122, decode.d3.loss_cls: 0.7984, decode.d3.loss_mask: 0.7469, decode.d3.loss_dice: 1.0881, decode.d4.loss_cls: 0.7797, decode.d4.loss_mask: 0.7480, decode.d4.loss_dice: 1.0987, decode.d5.loss_cls: 0.7812, decode.d5.loss_mask: 0.7445, decode.d5.loss_dice: 1.0913, decode.d6.loss_cls: 0.7681, decode.d6.loss_mask: 0.7437, decode.d6.loss_dice: 1.0839, decode.d7.loss_cls: 0.7587, decode.d7.loss_mask: 0.7481, decode.d7.loss_dice: 1.0933, decode.d8.loss_cls: 0.7524, decode.d8.loss_mask: 0.7468, decode.d8.loss_dice: 1.1002, loss: 27.5870, grad_norm: 61.5107 2023-12-25 18:53:27,696 - mmseg - INFO - Iter [11350/160000] lr: 9.291e-05, eta: 1 day, 15:22:53, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7828, decode.loss_mask: 0.7431, decode.loss_dice: 1.1021, decode.d0.loss_cls: 1.7783, decode.d0.loss_mask: 0.7923, decode.d0.loss_dice: 1.2710, decode.d1.loss_cls: 0.9006, decode.d1.loss_mask: 0.7800, decode.d1.loss_dice: 1.1861, decode.d2.loss_cls: 0.8432, decode.d2.loss_mask: 0.7535, decode.d2.loss_dice: 1.1387, decode.d3.loss_cls: 0.8145, decode.d3.loss_mask: 0.7463, decode.d3.loss_dice: 1.1145, decode.d4.loss_cls: 0.7988, decode.d4.loss_mask: 0.7494, decode.d4.loss_dice: 1.1100, decode.d5.loss_cls: 0.7917, decode.d5.loss_mask: 0.7459, decode.d5.loss_dice: 1.1101, decode.d6.loss_cls: 0.7806, decode.d6.loss_mask: 0.7422, decode.d6.loss_dice: 1.0975, decode.d7.loss_cls: 0.7804, decode.d7.loss_mask: 0.7500, decode.d7.loss_dice: 1.1080, decode.d8.loss_cls: 0.7819, decode.d8.loss_mask: 0.7484, decode.d8.loss_dice: 1.1137, loss: 27.9555, grad_norm: 59.2477 2023-12-25 18:53:51,933 - mmseg - INFO - Iter [11400/160000] lr: 9.288e-05, eta: 1 day, 14:40:38, time: 0.485, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7761, decode.loss_mask: 0.7831, decode.loss_dice: 1.0914, decode.d0.loss_cls: 1.7568, decode.d0.loss_mask: 0.8322, decode.d0.loss_dice: 1.2580, decode.d1.loss_cls: 0.8818, decode.d1.loss_mask: 0.8164, decode.d1.loss_dice: 1.1727, decode.d2.loss_cls: 0.8149, decode.d2.loss_mask: 0.8032, decode.d2.loss_dice: 1.1375, decode.d3.loss_cls: 0.7909, decode.d3.loss_mask: 0.7924, decode.d3.loss_dice: 1.1119, decode.d4.loss_cls: 0.7873, decode.d4.loss_mask: 0.7911, decode.d4.loss_dice: 1.1072, decode.d5.loss_cls: 0.7801, decode.d5.loss_mask: 0.7892, decode.d5.loss_dice: 1.1141, decode.d6.loss_cls: 0.7744, decode.d6.loss_mask: 0.7826, decode.d6.loss_dice: 1.1020, decode.d7.loss_cls: 0.7722, decode.d7.loss_mask: 0.7862, decode.d7.loss_dice: 1.0925, decode.d8.loss_cls: 0.7759, decode.d8.loss_mask: 0.7834, decode.d8.loss_dice: 1.0966, loss: 28.1540, grad_norm: 68.0771 2023-12-25 18:54:16,094 - mmseg - INFO - Iter [11450/160000] lr: 9.284e-05, eta: 1 day, 14:01:09, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7708, decode.loss_mask: 0.7773, decode.loss_dice: 1.1136, decode.d0.loss_cls: 1.7509, decode.d0.loss_mask: 0.8233, decode.d0.loss_dice: 1.2682, decode.d1.loss_cls: 0.8850, decode.d1.loss_mask: 0.8112, decode.d1.loss_dice: 1.1923, decode.d2.loss_cls: 0.8136, decode.d2.loss_mask: 0.7958, decode.d2.loss_dice: 1.1402, decode.d3.loss_cls: 0.7916, decode.d3.loss_mask: 0.7858, decode.d3.loss_dice: 1.1185, decode.d4.loss_cls: 0.7827, decode.d4.loss_mask: 0.7874, decode.d4.loss_dice: 1.1273, decode.d5.loss_cls: 0.7802, decode.d5.loss_mask: 0.7989, decode.d5.loss_dice: 1.1185, decode.d6.loss_cls: 0.7764, decode.d6.loss_mask: 0.7893, decode.d6.loss_dice: 1.1119, decode.d7.loss_cls: 0.7710, decode.d7.loss_mask: 0.7894, decode.d7.loss_dice: 1.1158, decode.d8.loss_cls: 0.7732, decode.d8.loss_mask: 0.7872, decode.d8.loss_dice: 1.1187, loss: 28.2657, grad_norm: 63.6824 2023-12-25 18:54:40,557 - mmseg - INFO - Iter [11500/160000] lr: 9.281e-05, eta: 1 day, 13:24:45, time: 0.489, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7683, decode.loss_mask: 0.7396, decode.loss_dice: 1.1075, decode.d0.loss_cls: 1.7558, decode.d0.loss_mask: 0.7720, decode.d0.loss_dice: 1.2545, decode.d1.loss_cls: 0.8934, decode.d1.loss_mask: 0.7635, decode.d1.loss_dice: 1.1799, decode.d2.loss_cls: 0.8331, decode.d2.loss_mask: 0.7500, decode.d2.loss_dice: 1.1352, decode.d3.loss_cls: 0.8061, decode.d3.loss_mask: 0.7482, decode.d3.loss_dice: 1.1083, decode.d4.loss_cls: 0.7961, decode.d4.loss_mask: 0.7432, decode.d4.loss_dice: 1.1098, decode.d5.loss_cls: 0.7842, decode.d5.loss_mask: 0.7434, decode.d5.loss_dice: 1.1030, decode.d6.loss_cls: 0.7765, decode.d6.loss_mask: 0.7407, decode.d6.loss_dice: 1.0981, decode.d7.loss_cls: 0.7698, decode.d7.loss_mask: 0.7389, decode.d7.loss_dice: 1.1087, decode.d8.loss_cls: 0.7664, decode.d8.loss_mask: 0.7388, decode.d8.loss_dice: 1.1126, loss: 27.7456, grad_norm: 56.8427 2023-12-25 18:55:04,910 - mmseg - INFO - Iter [11550/160000] lr: 9.278e-05, eta: 1 day, 12:50:30, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7841, decode.loss_mask: 0.7604, decode.loss_dice: 1.1117, decode.d0.loss_cls: 1.7943, decode.d0.loss_mask: 0.7894, decode.d0.loss_dice: 1.2518, decode.d1.loss_cls: 0.8928, decode.d1.loss_mask: 0.7811, decode.d1.loss_dice: 1.1768, decode.d2.loss_cls: 0.8252, decode.d2.loss_mask: 0.7670, decode.d2.loss_dice: 1.1377, decode.d3.loss_cls: 0.8077, decode.d3.loss_mask: 0.7558, decode.d3.loss_dice: 1.1118, decode.d4.loss_cls: 0.7873, decode.d4.loss_mask: 0.7625, decode.d4.loss_dice: 1.1162, decode.d5.loss_cls: 0.7914, decode.d5.loss_mask: 0.7603, decode.d5.loss_dice: 1.1101, decode.d6.loss_cls: 0.7719, decode.d6.loss_mask: 0.7646, decode.d6.loss_dice: 1.0975, decode.d7.loss_cls: 0.7791, decode.d7.loss_mask: 0.7594, decode.d7.loss_dice: 1.1036, decode.d8.loss_cls: 0.7779, decode.d8.loss_mask: 0.7633, decode.d8.loss_dice: 1.1099, loss: 28.0024, grad_norm: 57.4511 2023-12-25 18:55:29,256 - mmseg - INFO - Iter [11600/160000] lr: 9.275e-05, eta: 1 day, 12:18:21, time: 0.487, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7600, decode.loss_mask: 0.7597, decode.loss_dice: 1.1158, decode.d0.loss_cls: 1.7412, decode.d0.loss_mask: 0.7912, decode.d0.loss_dice: 1.2621, decode.d1.loss_cls: 0.8591, decode.d1.loss_mask: 0.7857, decode.d1.loss_dice: 1.1859, decode.d2.loss_cls: 0.7955, decode.d2.loss_mask: 0.7678, decode.d2.loss_dice: 1.1454, decode.d3.loss_cls: 0.7712, decode.d3.loss_mask: 0.7629, decode.d3.loss_dice: 1.1262, decode.d4.loss_cls: 0.7634, decode.d4.loss_mask: 0.7602, decode.d4.loss_dice: 1.1278, decode.d5.loss_cls: 0.7629, decode.d5.loss_mask: 0.7605, decode.d5.loss_dice: 1.1257, decode.d6.loss_cls: 0.7562, decode.d6.loss_mask: 0.7566, decode.d6.loss_dice: 1.1129, decode.d7.loss_cls: 0.7609, decode.d7.loss_mask: 0.7564, decode.d7.loss_dice: 1.1173, decode.d8.loss_cls: 0.7530, decode.d8.loss_mask: 0.7573, decode.d8.loss_dice: 1.1156, loss: 27.8164, grad_norm: 63.0472 2023-12-25 18:55:53,476 - mmseg - INFO - Iter [11650/160000] lr: 9.272e-05, eta: 1 day, 11:47:57, time: 0.484, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7321, decode.loss_mask: 0.7500, decode.loss_dice: 1.0637, decode.d0.loss_cls: 1.7200, decode.d0.loss_mask: 0.7859, decode.d0.loss_dice: 1.2081, decode.d1.loss_cls: 0.8386, decode.d1.loss_mask: 0.7701, decode.d1.loss_dice: 1.1367, decode.d2.loss_cls: 0.7751, decode.d2.loss_mask: 0.7581, decode.d2.loss_dice: 1.0904, decode.d3.loss_cls: 0.7479, decode.d3.loss_mask: 0.7497, decode.d3.loss_dice: 1.0717, decode.d4.loss_cls: 0.7375, decode.d4.loss_mask: 0.7520, decode.d4.loss_dice: 1.0753, decode.d5.loss_cls: 0.7270, decode.d5.loss_mask: 0.7525, decode.d5.loss_dice: 1.0742, decode.d6.loss_cls: 0.7273, decode.d6.loss_mask: 0.7513, decode.d6.loss_dice: 1.0570, decode.d7.loss_cls: 0.7188, decode.d7.loss_mask: 0.7528, decode.d7.loss_dice: 1.0691, decode.d8.loss_cls: 0.7245, decode.d8.loss_mask: 0.7538, decode.d8.loss_dice: 1.0681, loss: 26.9392, grad_norm: 63.6599 2023-12-25 18:56:18,150 - mmseg - INFO - Iter [11700/160000] lr: 9.269e-05, eta: 1 day, 11:19:57, time: 0.493, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7987, decode.loss_mask: 0.7791, decode.loss_dice: 1.1243, decode.d0.loss_cls: 1.7697, decode.d0.loss_mask: 0.8256, decode.d0.loss_dice: 1.2894, decode.d1.loss_cls: 0.9184, decode.d1.loss_mask: 0.8087, decode.d1.loss_dice: 1.2199, decode.d2.loss_cls: 0.8470, decode.d2.loss_mask: 0.7896, decode.d2.loss_dice: 1.1759, decode.d3.loss_cls: 0.8229, decode.d3.loss_mask: 0.7775, decode.d3.loss_dice: 1.1540, decode.d4.loss_cls: 0.8162, decode.d4.loss_mask: 0.7817, decode.d4.loss_dice: 1.1521, decode.d5.loss_cls: 0.8105, decode.d5.loss_mask: 0.7829, decode.d5.loss_dice: 1.1392, decode.d6.loss_cls: 0.8065, decode.d6.loss_mask: 0.7746, decode.d6.loss_dice: 1.1324, decode.d7.loss_cls: 0.8031, decode.d7.loss_mask: 0.7813, decode.d7.loss_dice: 1.1297, decode.d8.loss_cls: 0.7953, decode.d8.loss_mask: 0.7801, decode.d8.loss_dice: 1.1273, loss: 28.7137, grad_norm: 62.8629 2023-12-25 18:56:42,488 - mmseg - INFO - Iter [11750/160000] lr: 9.266e-05, eta: 1 day, 10:53:04, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7423, decode.loss_mask: 0.7741, decode.loss_dice: 1.0991, decode.d0.loss_cls: 1.7413, decode.d0.loss_mask: 0.8076, decode.d0.loss_dice: 1.2266, decode.d1.loss_cls: 0.8551, decode.d1.loss_mask: 0.8005, decode.d1.loss_dice: 1.1664, decode.d2.loss_cls: 0.7871, decode.d2.loss_mask: 0.7825, decode.d2.loss_dice: 1.1402, decode.d3.loss_cls: 0.7727, decode.d3.loss_mask: 0.7740, decode.d3.loss_dice: 1.1027, decode.d4.loss_cls: 0.7590, decode.d4.loss_mask: 0.7762, decode.d4.loss_dice: 1.1085, decode.d5.loss_cls: 0.7565, decode.d5.loss_mask: 0.7772, decode.d5.loss_dice: 1.1042, decode.d6.loss_cls: 0.7525, decode.d6.loss_mask: 0.7748, decode.d6.loss_dice: 1.0879, decode.d7.loss_cls: 0.7412, decode.d7.loss_mask: 0.7748, decode.d7.loss_dice: 1.1022, decode.d8.loss_cls: 0.7402, decode.d8.loss_mask: 0.7764, decode.d8.loss_dice: 1.0991, loss: 27.7028, grad_norm: 65.2874 2023-12-25 18:57:06,685 - mmseg - INFO - Iter [11800/160000] lr: 9.263e-05, eta: 1 day, 10:27:27, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7589, decode.loss_mask: 0.7550, decode.loss_dice: 1.0856, decode.d0.loss_cls: 1.7213, decode.d0.loss_mask: 0.7945, decode.d0.loss_dice: 1.2283, decode.d1.loss_cls: 0.8803, decode.d1.loss_mask: 0.7801, decode.d1.loss_dice: 1.1678, decode.d2.loss_cls: 0.8071, decode.d2.loss_mask: 0.7728, decode.d2.loss_dice: 1.1209, decode.d3.loss_cls: 0.7882, decode.d3.loss_mask: 0.7649, decode.d3.loss_dice: 1.0945, decode.d4.loss_cls: 0.7810, decode.d4.loss_mask: 0.7578, decode.d4.loss_dice: 1.0975, decode.d5.loss_cls: 0.7711, decode.d5.loss_mask: 0.7596, decode.d5.loss_dice: 1.0956, decode.d6.loss_cls: 0.7620, decode.d6.loss_mask: 0.7591, decode.d6.loss_dice: 1.0763, decode.d7.loss_cls: 0.7529, decode.d7.loss_mask: 0.7597, decode.d7.loss_dice: 1.0889, decode.d8.loss_cls: 0.7545, decode.d8.loss_mask: 0.7599, decode.d8.loss_dice: 1.0907, loss: 27.5869, grad_norm: 62.2844 2023-12-25 18:57:30,920 - mmseg - INFO - Iter [11850/160000] lr: 9.259e-05, eta: 1 day, 10:03:16, time: 0.485, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7396, decode.loss_mask: 0.7444, decode.loss_dice: 1.0850, decode.d0.loss_cls: 1.7314, decode.d0.loss_mask: 0.7733, decode.d0.loss_dice: 1.2437, decode.d1.loss_cls: 0.8563, decode.d1.loss_mask: 0.7667, decode.d1.loss_dice: 1.1706, decode.d2.loss_cls: 0.7987, decode.d2.loss_mask: 0.7506, decode.d2.loss_dice: 1.1190, decode.d3.loss_cls: 0.7739, decode.d3.loss_mask: 0.7432, decode.d3.loss_dice: 1.1018, decode.d4.loss_cls: 0.7605, decode.d4.loss_mask: 0.7421, decode.d4.loss_dice: 1.0965, decode.d5.loss_cls: 0.7545, decode.d5.loss_mask: 0.7458, decode.d5.loss_dice: 1.0950, decode.d6.loss_cls: 0.7512, decode.d6.loss_mask: 0.7414, decode.d6.loss_dice: 1.0774, decode.d7.loss_cls: 0.7440, decode.d7.loss_mask: 0.7417, decode.d7.loss_dice: 1.0842, decode.d8.loss_cls: 0.7485, decode.d8.loss_mask: 0.7397, decode.d8.loss_dice: 1.0805, loss: 27.3015, grad_norm: 59.9458 2023-12-25 18:57:55,086 - mmseg - INFO - Iter [11900/160000] lr: 9.256e-05, eta: 1 day, 9:40:13, time: 0.483, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7901, decode.loss_mask: 0.7715, decode.loss_dice: 1.0894, decode.d0.loss_cls: 1.8130, decode.d0.loss_mask: 0.8072, decode.d0.loss_dice: 1.2397, decode.d1.loss_cls: 0.8953, decode.d1.loss_mask: 0.8002, decode.d1.loss_dice: 1.1767, decode.d2.loss_cls: 0.8290, decode.d2.loss_mask: 0.7867, decode.d2.loss_dice: 1.1323, decode.d3.loss_cls: 0.8135, decode.d3.loss_mask: 0.7760, decode.d3.loss_dice: 1.1144, decode.d4.loss_cls: 0.8047, decode.d4.loss_mask: 0.7762, decode.d4.loss_dice: 1.1077, decode.d5.loss_cls: 0.7994, decode.d5.loss_mask: 0.7717, decode.d5.loss_dice: 1.0999, decode.d6.loss_cls: 0.7997, decode.d6.loss_mask: 0.7698, decode.d6.loss_dice: 1.0915, decode.d7.loss_cls: 0.7851, decode.d7.loss_mask: 0.7737, decode.d7.loss_dice: 1.0921, decode.d8.loss_cls: 0.7869, decode.d8.loss_mask: 0.7675, decode.d8.loss_dice: 1.0913, loss: 28.1524, grad_norm: 64.3386 2023-12-25 18:58:19,163 - mmseg - INFO - Iter [11950/160000] lr: 9.253e-05, eta: 1 day, 9:18:14, time: 0.481, data_time: 0.014, memory: 40245, decode.loss_cls: 0.8087, decode.loss_mask: 0.7637, decode.loss_dice: 1.1306, decode.d0.loss_cls: 1.7722, decode.d0.loss_mask: 0.8101, decode.d0.loss_dice: 1.2863, decode.d1.loss_cls: 0.9126, decode.d1.loss_mask: 0.7925, decode.d1.loss_dice: 1.2061, decode.d2.loss_cls: 0.8536, decode.d2.loss_mask: 0.7813, decode.d2.loss_dice: 1.1575, decode.d3.loss_cls: 0.8274, decode.d3.loss_mask: 0.7736, decode.d3.loss_dice: 1.1379, decode.d4.loss_cls: 0.8189, decode.d4.loss_mask: 0.7760, decode.d4.loss_dice: 1.1391, decode.d5.loss_cls: 0.8164, decode.d5.loss_mask: 0.7719, decode.d5.loss_dice: 1.1326, decode.d6.loss_cls: 0.8135, decode.d6.loss_mask: 0.7648, decode.d6.loss_dice: 1.1226, decode.d7.loss_cls: 0.8049, decode.d7.loss_mask: 0.7625, decode.d7.loss_dice: 1.1265, decode.d8.loss_cls: 0.8027, decode.d8.loss_mask: 0.7654, decode.d8.loss_dice: 1.1307, loss: 28.5628, grad_norm: 57.7860 2023-12-25 18:58:43,399 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 18:58:43,399 - mmseg - INFO - Iter [12000/160000] lr: 9.250e-05, eta: 1 day, 8:57:31, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7546, decode.loss_mask: 0.7555, decode.loss_dice: 1.0922, decode.d0.loss_cls: 1.7365, decode.d0.loss_mask: 0.7893, decode.d0.loss_dice: 1.2520, decode.d1.loss_cls: 0.8608, decode.d1.loss_mask: 0.7783, decode.d1.loss_dice: 1.1723, decode.d2.loss_cls: 0.7977, decode.d2.loss_mask: 0.7637, decode.d2.loss_dice: 1.1266, decode.d3.loss_cls: 0.7820, decode.d3.loss_mask: 0.7575, decode.d3.loss_dice: 1.1018, decode.d4.loss_cls: 0.7673, decode.d4.loss_mask: 0.7544, decode.d4.loss_dice: 1.1071, decode.d5.loss_cls: 0.7658, decode.d5.loss_mask: 0.7563, decode.d5.loss_dice: 1.0922, decode.d6.loss_cls: 0.7527, decode.d6.loss_mask: 0.7578, decode.d6.loss_dice: 1.0839, decode.d7.loss_cls: 0.7494, decode.d7.loss_mask: 0.7553, decode.d7.loss_dice: 1.0901, decode.d8.loss_cls: 0.7506, decode.d8.loss_mask: 0.7578, decode.d8.loss_dice: 1.0881, loss: 27.5496, grad_norm: 55.6404 2023-12-25 18:59:07,485 - mmseg - INFO - Iter [12050/160000] lr: 9.247e-05, eta: 1 day, 8:37:37, time: 0.482, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7604, decode.loss_mask: 0.7877, decode.loss_dice: 1.1178, decode.d0.loss_cls: 1.7459, decode.d0.loss_mask: 0.8309, decode.d0.loss_dice: 1.2742, decode.d1.loss_cls: 0.8827, decode.d1.loss_mask: 0.8170, decode.d1.loss_dice: 1.1875, decode.d2.loss_cls: 0.8223, decode.d2.loss_mask: 0.7932, decode.d2.loss_dice: 1.1592, decode.d3.loss_cls: 0.7961, decode.d3.loss_mask: 0.7906, decode.d3.loss_dice: 1.1212, decode.d4.loss_cls: 0.7934, decode.d4.loss_mask: 0.7896, decode.d4.loss_dice: 1.1258, decode.d5.loss_cls: 0.7837, decode.d5.loss_mask: 0.7846, decode.d5.loss_dice: 1.1266, decode.d6.loss_cls: 0.7682, decode.d6.loss_mask: 0.7852, decode.d6.loss_dice: 1.1212, decode.d7.loss_cls: 0.7650, decode.d7.loss_mask: 0.7881, decode.d7.loss_dice: 1.1190, decode.d8.loss_cls: 0.7653, decode.d8.loss_mask: 0.7883, decode.d8.loss_dice: 1.1226, loss: 28.3132, grad_norm: 64.3637 2023-12-25 18:59:31,717 - mmseg - INFO - Iter [12100/160000] lr: 9.244e-05, eta: 1 day, 8:18:49, time: 0.485, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7954, decode.loss_mask: 0.7456, decode.loss_dice: 1.0833, decode.d0.loss_cls: 1.7754, decode.d0.loss_mask: 0.7928, decode.d0.loss_dice: 1.2344, decode.d1.loss_cls: 0.9047, decode.d1.loss_mask: 0.7879, decode.d1.loss_dice: 1.1573, decode.d2.loss_cls: 0.8346, decode.d2.loss_mask: 0.7667, decode.d2.loss_dice: 1.1270, decode.d3.loss_cls: 0.8156, decode.d3.loss_mask: 0.7565, decode.d3.loss_dice: 1.0974, decode.d4.loss_cls: 0.8144, decode.d4.loss_mask: 0.7540, decode.d4.loss_dice: 1.0979, decode.d5.loss_cls: 0.8062, decode.d5.loss_mask: 0.7538, decode.d5.loss_dice: 1.0974, decode.d6.loss_cls: 0.7967, decode.d6.loss_mask: 0.7526, decode.d6.loss_dice: 1.0924, decode.d7.loss_cls: 0.7907, decode.d7.loss_mask: 0.7559, decode.d7.loss_dice: 1.0957, decode.d8.loss_cls: 0.7891, decode.d8.loss_mask: 0.7534, decode.d8.loss_dice: 1.0941, loss: 27.9189, grad_norm: 54.8498 2023-12-25 18:59:56,145 - mmseg - INFO - Iter [12150/160000] lr: 9.241e-05, eta: 1 day, 8:01:06, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7497, decode.loss_mask: 0.7634, decode.loss_dice: 1.1128, decode.d0.loss_cls: 1.7011, decode.d0.loss_mask: 0.7842, decode.d0.loss_dice: 1.2552, decode.d1.loss_cls: 0.8504, decode.d1.loss_mask: 0.7772, decode.d1.loss_dice: 1.1839, decode.d2.loss_cls: 0.7833, decode.d2.loss_mask: 0.7693, decode.d2.loss_dice: 1.1346, decode.d3.loss_cls: 0.7665, decode.d3.loss_mask: 0.7584, decode.d3.loss_dice: 1.1138, decode.d4.loss_cls: 0.7578, decode.d4.loss_mask: 0.7594, decode.d4.loss_dice: 1.1205, decode.d5.loss_cls: 0.7450, decode.d5.loss_mask: 0.7684, decode.d5.loss_dice: 1.1201, decode.d6.loss_cls: 0.7478, decode.d6.loss_mask: 0.7619, decode.d6.loss_dice: 1.1146, decode.d7.loss_cls: 0.7354, decode.d7.loss_mask: 0.7655, decode.d7.loss_dice: 1.1189, decode.d8.loss_cls: 0.7486, decode.d8.loss_mask: 0.7686, decode.d8.loss_dice: 1.1188, loss: 27.6551, grad_norm: 61.1266 2023-12-25 19:00:20,678 - mmseg - INFO - Iter [12200/160000] lr: 9.238e-05, eta: 1 day, 7:44:16, time: 0.491, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7445, decode.loss_mask: 0.7546, decode.loss_dice: 1.0894, decode.d0.loss_cls: 1.7292, decode.d0.loss_mask: 0.7980, decode.d0.loss_dice: 1.2450, decode.d1.loss_cls: 0.8579, decode.d1.loss_mask: 0.7804, decode.d1.loss_dice: 1.1732, decode.d2.loss_cls: 0.7972, decode.d2.loss_mask: 0.7613, decode.d2.loss_dice: 1.1292, decode.d3.loss_cls: 0.7691, decode.d3.loss_mask: 0.7616, decode.d3.loss_dice: 1.1035, decode.d4.loss_cls: 0.7599, decode.d4.loss_mask: 0.7589, decode.d4.loss_dice: 1.1100, decode.d5.loss_cls: 0.7541, decode.d5.loss_mask: 0.7563, decode.d5.loss_dice: 1.0956, decode.d6.loss_cls: 0.7509, decode.d6.loss_mask: 0.7535, decode.d6.loss_dice: 1.0844, decode.d7.loss_cls: 0.7449, decode.d7.loss_mask: 0.7540, decode.d7.loss_dice: 1.0983, decode.d8.loss_cls: 0.7543, decode.d8.loss_mask: 0.7494, decode.d8.loss_dice: 1.0905, loss: 27.5089, grad_norm: 56.6395 2023-12-25 19:00:45,047 - mmseg - INFO - Iter [12250/160000] lr: 9.234e-05, eta: 1 day, 7:28:00, time: 0.487, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7202, decode.loss_mask: 0.7659, decode.loss_dice: 1.0863, decode.d0.loss_cls: 1.7019, decode.d0.loss_mask: 0.8058, decode.d0.loss_dice: 1.2266, decode.d1.loss_cls: 0.8435, decode.d1.loss_mask: 0.7867, decode.d1.loss_dice: 1.1547, decode.d2.loss_cls: 0.7702, decode.d2.loss_mask: 0.7733, decode.d2.loss_dice: 1.1123, decode.d3.loss_cls: 0.7539, decode.d3.loss_mask: 0.7674, decode.d3.loss_dice: 1.0957, decode.d4.loss_cls: 0.7392, decode.d4.loss_mask: 0.7618, decode.d4.loss_dice: 1.0981, decode.d5.loss_cls: 0.7322, decode.d5.loss_mask: 0.7678, decode.d5.loss_dice: 1.0927, decode.d6.loss_cls: 0.7167, decode.d6.loss_mask: 0.7661, decode.d6.loss_dice: 1.0861, decode.d7.loss_cls: 0.7228, decode.d7.loss_mask: 0.7683, decode.d7.loss_dice: 1.0902, decode.d8.loss_cls: 0.7254, decode.d8.loss_mask: 0.7673, decode.d8.loss_dice: 1.0858, loss: 27.2850, grad_norm: 61.7126 2023-12-25 19:01:09,395 - mmseg - INFO - Iter [12300/160000] lr: 9.231e-05, eta: 1 day, 7:12:24, time: 0.487, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7945, decode.loss_mask: 0.7708, decode.loss_dice: 1.1338, decode.d0.loss_cls: 1.7827, decode.d0.loss_mask: 0.8101, decode.d0.loss_dice: 1.3038, decode.d1.loss_cls: 0.9018, decode.d1.loss_mask: 0.7894, decode.d1.loss_dice: 1.2300, decode.d2.loss_cls: 0.8336, decode.d2.loss_mask: 0.7727, decode.d2.loss_dice: 1.1725, decode.d3.loss_cls: 0.8165, decode.d3.loss_mask: 0.7710, decode.d3.loss_dice: 1.1441, decode.d4.loss_cls: 0.8082, decode.d4.loss_mask: 0.7740, decode.d4.loss_dice: 1.1471, decode.d5.loss_cls: 0.8113, decode.d5.loss_mask: 0.7696, decode.d5.loss_dice: 1.1441, decode.d6.loss_cls: 0.7999, decode.d6.loss_mask: 0.7680, decode.d6.loss_dice: 1.1277, decode.d7.loss_cls: 0.7903, decode.d7.loss_mask: 0.7714, decode.d7.loss_dice: 1.1409, decode.d8.loss_cls: 0.7967, decode.d8.loss_mask: 0.7722, decode.d8.loss_dice: 1.1375, loss: 28.5863, grad_norm: 57.7990 2023-12-25 19:01:33,889 - mmseg - INFO - Iter [12350/160000] lr: 9.228e-05, eta: 1 day, 6:57:36, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7619, decode.loss_mask: 0.7567, decode.loss_dice: 1.1009, decode.d0.loss_cls: 1.7375, decode.d0.loss_mask: 0.7949, decode.d0.loss_dice: 1.2504, decode.d1.loss_cls: 0.8782, decode.d1.loss_mask: 0.7852, decode.d1.loss_dice: 1.1779, decode.d2.loss_cls: 0.8202, decode.d2.loss_mask: 0.7669, decode.d2.loss_dice: 1.1316, decode.d3.loss_cls: 0.7918, decode.d3.loss_mask: 0.7590, decode.d3.loss_dice: 1.1062, decode.d4.loss_cls: 0.7813, decode.d4.loss_mask: 0.7488, decode.d4.loss_dice: 1.1093, decode.d5.loss_cls: 0.7845, decode.d5.loss_mask: 0.7554, decode.d5.loss_dice: 1.1103, decode.d6.loss_cls: 0.7735, decode.d6.loss_mask: 0.7572, decode.d6.loss_dice: 1.0965, decode.d7.loss_cls: 0.7605, decode.d7.loss_mask: 0.7646, decode.d7.loss_dice: 1.1037, decode.d8.loss_cls: 0.7604, decode.d8.loss_mask: 0.7615, decode.d8.loss_dice: 1.1005, loss: 27.7875, grad_norm: 60.8813 2023-12-25 19:01:58,298 - mmseg - INFO - Iter [12400/160000] lr: 9.225e-05, eta: 1 day, 6:43:18, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7658, decode.loss_mask: 0.7747, decode.loss_dice: 1.1034, decode.d0.loss_cls: 1.7489, decode.d0.loss_mask: 0.8150, decode.d0.loss_dice: 1.2574, decode.d1.loss_cls: 0.8712, decode.d1.loss_mask: 0.8055, decode.d1.loss_dice: 1.1827, decode.d2.loss_cls: 0.8201, decode.d2.loss_mask: 0.7812, decode.d2.loss_dice: 1.1296, decode.d3.loss_cls: 0.8017, decode.d3.loss_mask: 0.7706, decode.d3.loss_dice: 1.1161, decode.d4.loss_cls: 0.7853, decode.d4.loss_mask: 0.7790, decode.d4.loss_dice: 1.1037, decode.d5.loss_cls: 0.7868, decode.d5.loss_mask: 0.7727, decode.d5.loss_dice: 1.0985, decode.d6.loss_cls: 0.7791, decode.d6.loss_mask: 0.7679, decode.d6.loss_dice: 1.0894, decode.d7.loss_cls: 0.7730, decode.d7.loss_mask: 0.7670, decode.d7.loss_dice: 1.0967, decode.d8.loss_cls: 0.7731, decode.d8.loss_mask: 0.7702, decode.d8.loss_dice: 1.0955, loss: 27.9818, grad_norm: 64.1580 2023-12-25 19:02:22,682 - mmseg - INFO - Iter [12450/160000] lr: 9.222e-05, eta: 1 day, 6:29:33, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7271, decode.loss_mask: 0.7781, decode.loss_dice: 1.0804, decode.d0.loss_cls: 1.6960, decode.d0.loss_mask: 0.8196, decode.d0.loss_dice: 1.2296, decode.d1.loss_cls: 0.8368, decode.d1.loss_mask: 0.8055, decode.d1.loss_dice: 1.1520, decode.d2.loss_cls: 0.7652, decode.d2.loss_mask: 0.7839, decode.d2.loss_dice: 1.1021, decode.d3.loss_cls: 0.7573, decode.d3.loss_mask: 0.7737, decode.d3.loss_dice: 1.0795, decode.d4.loss_cls: 0.7420, decode.d4.loss_mask: 0.7724, decode.d4.loss_dice: 1.0864, decode.d5.loss_cls: 0.7441, decode.d5.loss_mask: 0.7732, decode.d5.loss_dice: 1.0756, decode.d6.loss_cls: 0.7327, decode.d6.loss_mask: 0.7724, decode.d6.loss_dice: 1.0709, decode.d7.loss_cls: 0.7338, decode.d7.loss_mask: 0.7696, decode.d7.loss_dice: 1.0768, decode.d8.loss_cls: 0.7259, decode.d8.loss_mask: 0.7764, decode.d8.loss_dice: 1.0807, loss: 27.3197, grad_norm: 60.1243 2023-12-25 19:02:47,001 - mmseg - INFO - Iter [12500/160000] lr: 9.219e-05, eta: 1 day, 6:16:16, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7610, decode.loss_mask: 0.7654, decode.loss_dice: 1.1093, decode.d0.loss_cls: 1.7255, decode.d0.loss_mask: 0.8047, decode.d0.loss_dice: 1.2654, decode.d1.loss_cls: 0.8710, decode.d1.loss_mask: 0.7963, decode.d1.loss_dice: 1.1905, decode.d2.loss_cls: 0.8063, decode.d2.loss_mask: 0.7757, decode.d2.loss_dice: 1.1489, decode.d3.loss_cls: 0.7862, decode.d3.loss_mask: 0.7677, decode.d3.loss_dice: 1.1230, decode.d4.loss_cls: 0.7732, decode.d4.loss_mask: 0.7676, decode.d4.loss_dice: 1.1206, decode.d5.loss_cls: 0.7747, decode.d5.loss_mask: 0.7683, decode.d5.loss_dice: 1.1164, decode.d6.loss_cls: 0.7714, decode.d6.loss_mask: 0.7613, decode.d6.loss_dice: 1.1090, decode.d7.loss_cls: 0.7627, decode.d7.loss_mask: 0.7630, decode.d7.loss_dice: 1.1184, decode.d8.loss_cls: 0.7612, decode.d8.loss_mask: 0.7614, decode.d8.loss_dice: 1.1108, loss: 27.9368, grad_norm: 62.6104 2023-12-25 19:03:13,640 - mmseg - INFO - Iter [12550/160000] lr: 9.216e-05, eta: 1 day, 6:05:44, time: 0.533, data_time: 0.059, memory: 40245, decode.loss_cls: 0.7487, decode.loss_mask: 0.7384, decode.loss_dice: 1.0653, decode.d0.loss_cls: 1.7534, decode.d0.loss_mask: 0.7866, decode.d0.loss_dice: 1.2153, decode.d1.loss_cls: 0.8702, decode.d1.loss_mask: 0.7726, decode.d1.loss_dice: 1.1443, decode.d2.loss_cls: 0.8044, decode.d2.loss_mask: 0.7532, decode.d2.loss_dice: 1.1099, decode.d3.loss_cls: 0.7840, decode.d3.loss_mask: 0.7540, decode.d3.loss_dice: 1.0773, decode.d4.loss_cls: 0.7726, decode.d4.loss_mask: 0.7480, decode.d4.loss_dice: 1.0834, decode.d5.loss_cls: 0.7653, decode.d5.loss_mask: 0.7504, decode.d5.loss_dice: 1.0724, decode.d6.loss_cls: 0.7600, decode.d6.loss_mask: 0.7445, decode.d6.loss_dice: 1.0642, decode.d7.loss_cls: 0.7571, decode.d7.loss_mask: 0.7435, decode.d7.loss_dice: 1.0652, decode.d8.loss_cls: 0.7555, decode.d8.loss_mask: 0.7433, decode.d8.loss_dice: 1.0658, loss: 27.2690, grad_norm: 58.5373 2023-12-25 19:03:38,022 - mmseg - INFO - Iter [12600/160000] lr: 9.213e-05, eta: 1 day, 5:53:27, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7498, decode.loss_mask: 0.7326, decode.loss_dice: 1.0792, decode.d0.loss_cls: 1.7312, decode.d0.loss_mask: 0.7807, decode.d0.loss_dice: 1.2450, decode.d1.loss_cls: 0.8679, decode.d1.loss_mask: 0.7635, decode.d1.loss_dice: 1.1760, decode.d2.loss_cls: 0.8045, decode.d2.loss_mask: 0.7431, decode.d2.loss_dice: 1.1177, decode.d3.loss_cls: 0.7813, decode.d3.loss_mask: 0.7402, decode.d3.loss_dice: 1.0938, decode.d4.loss_cls: 0.7700, decode.d4.loss_mask: 0.7390, decode.d4.loss_dice: 1.0988, decode.d5.loss_cls: 0.7704, decode.d5.loss_mask: 0.7356, decode.d5.loss_dice: 1.0937, decode.d6.loss_cls: 0.7618, decode.d6.loss_mask: 0.7334, decode.d6.loss_dice: 1.0793, decode.d7.loss_cls: 0.7565, decode.d7.loss_mask: 0.7362, decode.d7.loss_dice: 1.0905, decode.d8.loss_cls: 0.7526, decode.d8.loss_mask: 0.7321, decode.d8.loss_dice: 1.0873, loss: 27.3435, grad_norm: 58.9204 2023-12-25 19:04:02,475 - mmseg - INFO - Iter [12650/160000] lr: 9.209e-05, eta: 1 day, 5:41:41, time: 0.489, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7378, decode.loss_mask: 0.7642, decode.loss_dice: 1.0715, decode.d0.loss_cls: 1.7427, decode.d0.loss_mask: 0.7998, decode.d0.loss_dice: 1.2179, decode.d1.loss_cls: 0.8587, decode.d1.loss_mask: 0.7858, decode.d1.loss_dice: 1.1499, decode.d2.loss_cls: 0.8045, decode.d2.loss_mask: 0.7666, decode.d2.loss_dice: 1.1066, decode.d3.loss_cls: 0.7857, decode.d3.loss_mask: 0.7645, decode.d3.loss_dice: 1.0862, decode.d4.loss_cls: 0.7725, decode.d4.loss_mask: 0.7618, decode.d4.loss_dice: 1.0812, decode.d5.loss_cls: 0.7620, decode.d5.loss_mask: 0.7621, decode.d5.loss_dice: 1.0788, decode.d6.loss_cls: 0.7559, decode.d6.loss_mask: 0.7630, decode.d6.loss_dice: 1.0707, decode.d7.loss_cls: 0.7470, decode.d7.loss_mask: 0.7599, decode.d7.loss_dice: 1.0767, decode.d8.loss_cls: 0.7472, decode.d8.loss_mask: 0.7633, decode.d8.loss_dice: 1.0751, loss: 27.4193, grad_norm: 59.7023 2023-12-25 19:04:27,091 - mmseg - INFO - Iter [12700/160000] lr: 9.206e-05, eta: 1 day, 5:30:29, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7361, decode.loss_mask: 0.7466, decode.loss_dice: 1.1188, decode.d0.loss_cls: 1.7246, decode.d0.loss_mask: 0.7878, decode.d0.loss_dice: 1.2674, decode.d1.loss_cls: 0.8558, decode.d1.loss_mask: 0.7713, decode.d1.loss_dice: 1.2017, decode.d2.loss_cls: 0.7823, decode.d2.loss_mask: 0.7595, decode.d2.loss_dice: 1.1465, decode.d3.loss_cls: 0.7618, decode.d3.loss_mask: 0.7516, decode.d3.loss_dice: 1.1336, decode.d4.loss_cls: 0.7467, decode.d4.loss_mask: 0.7486, decode.d4.loss_dice: 1.1296, decode.d5.loss_cls: 0.7423, decode.d5.loss_mask: 0.7478, decode.d5.loss_dice: 1.1241, decode.d6.loss_cls: 0.7357, decode.d6.loss_mask: 0.7422, decode.d6.loss_dice: 1.1207, decode.d7.loss_cls: 0.7346, decode.d7.loss_mask: 0.7463, decode.d7.loss_dice: 1.1252, decode.d8.loss_cls: 0.7376, decode.d8.loss_mask: 0.7457, decode.d8.loss_dice: 1.1138, loss: 27.5862, grad_norm: 59.1898 2023-12-25 19:04:51,364 - mmseg - INFO - Iter [12750/160000] lr: 9.203e-05, eta: 1 day, 5:19:22, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7171, decode.loss_mask: 0.7562, decode.loss_dice: 1.0872, decode.d0.loss_cls: 1.6713, decode.d0.loss_mask: 0.7884, decode.d0.loss_dice: 1.2292, decode.d1.loss_cls: 0.8145, decode.d1.loss_mask: 0.7889, decode.d1.loss_dice: 1.1703, decode.d2.loss_cls: 0.7528, decode.d2.loss_mask: 0.7649, decode.d2.loss_dice: 1.1253, decode.d3.loss_cls: 0.7385, decode.d3.loss_mask: 0.7499, decode.d3.loss_dice: 1.0970, decode.d4.loss_cls: 0.7372, decode.d4.loss_mask: 0.7508, decode.d4.loss_dice: 1.0965, decode.d5.loss_cls: 0.7260, decode.d5.loss_mask: 0.7529, decode.d5.loss_dice: 1.0885, decode.d6.loss_cls: 0.7167, decode.d6.loss_mask: 0.7533, decode.d6.loss_dice: 1.0899, decode.d7.loss_cls: 0.7199, decode.d7.loss_mask: 0.7526, decode.d7.loss_dice: 1.0873, decode.d8.loss_cls: 0.7138, decode.d8.loss_mask: 0.7541, decode.d8.loss_dice: 1.0906, loss: 27.0816, grad_norm: 60.6532 2023-12-25 19:05:15,772 - mmseg - INFO - Iter [12800/160000] lr: 9.200e-05, eta: 1 day, 5:08:45, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7562, decode.loss_mask: 0.7666, decode.loss_dice: 1.1067, decode.d0.loss_cls: 1.7658, decode.d0.loss_mask: 0.8111, decode.d0.loss_dice: 1.2498, decode.d1.loss_cls: 0.8571, decode.d1.loss_mask: 0.7977, decode.d1.loss_dice: 1.1847, decode.d2.loss_cls: 0.8071, decode.d2.loss_mask: 0.7805, decode.d2.loss_dice: 1.1447, decode.d3.loss_cls: 0.7840, decode.d3.loss_mask: 0.7722, decode.d3.loss_dice: 1.1198, decode.d4.loss_cls: 0.7716, decode.d4.loss_mask: 0.7768, decode.d4.loss_dice: 1.1291, decode.d5.loss_cls: 0.7716, decode.d5.loss_mask: 0.7737, decode.d5.loss_dice: 1.1231, decode.d6.loss_cls: 0.7690, decode.d6.loss_mask: 0.7690, decode.d6.loss_dice: 1.1110, decode.d7.loss_cls: 0.7563, decode.d7.loss_mask: 0.7719, decode.d7.loss_dice: 1.1169, decode.d8.loss_cls: 0.7589, decode.d8.loss_mask: 0.7676, decode.d8.loss_dice: 1.1080, loss: 27.9787, grad_norm: 60.9261 2023-12-25 19:05:40,204 - mmseg - INFO - Iter [12850/160000] lr: 9.197e-05, eta: 1 day, 4:58:31, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7570, decode.loss_mask: 0.7383, decode.loss_dice: 1.0920, decode.d0.loss_cls: 1.7419, decode.d0.loss_mask: 0.7791, decode.d0.loss_dice: 1.2597, decode.d1.loss_cls: 0.8712, decode.d1.loss_mask: 0.7552, decode.d1.loss_dice: 1.1786, decode.d2.loss_cls: 0.7915, decode.d2.loss_mask: 0.7438, decode.d2.loss_dice: 1.1348, decode.d3.loss_cls: 0.7845, decode.d3.loss_mask: 0.7445, decode.d3.loss_dice: 1.1104, decode.d4.loss_cls: 0.7740, decode.d4.loss_mask: 0.7397, decode.d4.loss_dice: 1.1175, decode.d5.loss_cls: 0.7696, decode.d5.loss_mask: 0.7383, decode.d5.loss_dice: 1.1068, decode.d6.loss_cls: 0.7518, decode.d6.loss_mask: 0.7399, decode.d6.loss_dice: 1.1024, decode.d7.loss_cls: 0.7524, decode.d7.loss_mask: 0.7398, decode.d7.loss_dice: 1.1077, decode.d8.loss_cls: 0.7563, decode.d8.loss_mask: 0.7380, decode.d8.loss_dice: 1.1094, loss: 27.5261, grad_norm: 60.4240 2023-12-25 19:06:04,965 - mmseg - INFO - Iter [12900/160000] lr: 9.194e-05, eta: 1 day, 4:48:53, time: 0.495, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7369, decode.loss_mask: 0.7573, decode.loss_dice: 1.0761, decode.d0.loss_cls: 1.7456, decode.d0.loss_mask: 0.7954, decode.d0.loss_dice: 1.2412, decode.d1.loss_cls: 0.8609, decode.d1.loss_mask: 0.7870, decode.d1.loss_dice: 1.1451, decode.d2.loss_cls: 0.7913, decode.d2.loss_mask: 0.7643, decode.d2.loss_dice: 1.1058, decode.d3.loss_cls: 0.7743, decode.d3.loss_mask: 0.7574, decode.d3.loss_dice: 1.0827, decode.d4.loss_cls: 0.7636, decode.d4.loss_mask: 0.7585, decode.d4.loss_dice: 1.0803, decode.d5.loss_cls: 0.7579, decode.d5.loss_mask: 0.7570, decode.d5.loss_dice: 1.0796, decode.d6.loss_cls: 0.7478, decode.d6.loss_mask: 0.7555, decode.d6.loss_dice: 1.0758, decode.d7.loss_cls: 0.7344, decode.d7.loss_mask: 0.7576, decode.d7.loss_dice: 1.0779, decode.d8.loss_cls: 0.7295, decode.d8.loss_mask: 0.7639, decode.d8.loss_dice: 1.0756, loss: 27.3364, grad_norm: 62.9410 2023-12-25 19:06:29,253 - mmseg - INFO - Iter [12950/160000] lr: 9.191e-05, eta: 1 day, 4:39:12, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7909, decode.loss_mask: 0.7378, decode.loss_dice: 1.0949, decode.d0.loss_cls: 1.7961, decode.d0.loss_mask: 0.7867, decode.d0.loss_dice: 1.2754, decode.d1.loss_cls: 0.9033, decode.d1.loss_mask: 0.7670, decode.d1.loss_dice: 1.1892, decode.d2.loss_cls: 0.8293, decode.d2.loss_mask: 0.7483, decode.d2.loss_dice: 1.1370, decode.d3.loss_cls: 0.8140, decode.d3.loss_mask: 0.7398, decode.d3.loss_dice: 1.1079, decode.d4.loss_cls: 0.8007, decode.d4.loss_mask: 0.7406, decode.d4.loss_dice: 1.1131, decode.d5.loss_cls: 0.7948, decode.d5.loss_mask: 0.7372, decode.d5.loss_dice: 1.1041, decode.d6.loss_cls: 0.8035, decode.d6.loss_mask: 0.7310, decode.d6.loss_dice: 1.0950, decode.d7.loss_cls: 0.7906, decode.d7.loss_mask: 0.7337, decode.d7.loss_dice: 1.0995, decode.d8.loss_cls: 0.7876, decode.d8.loss_mask: 0.7355, decode.d8.loss_dice: 1.1048, loss: 27.8895, grad_norm: 59.2731 2023-12-25 19:06:53,745 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 19:06:53,746 - mmseg - INFO - Iter [13000/160000] lr: 9.188e-05, eta: 1 day, 4:29:58, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7518, decode.loss_mask: 0.7536, decode.loss_dice: 1.0704, decode.d0.loss_cls: 1.7151, decode.d0.loss_mask: 0.8035, decode.d0.loss_dice: 1.2417, decode.d1.loss_cls: 0.8534, decode.d1.loss_mask: 0.7842, decode.d1.loss_dice: 1.1638, decode.d2.loss_cls: 0.8075, decode.d2.loss_mask: 0.7637, decode.d2.loss_dice: 1.1025, decode.d3.loss_cls: 0.7736, decode.d3.loss_mask: 0.7559, decode.d3.loss_dice: 1.0842, decode.d4.loss_cls: 0.7654, decode.d4.loss_mask: 0.7543, decode.d4.loss_dice: 1.0901, decode.d5.loss_cls: 0.7528, decode.d5.loss_mask: 0.7554, decode.d5.loss_dice: 1.0843, decode.d6.loss_cls: 0.7553, decode.d6.loss_mask: 0.7540, decode.d6.loss_dice: 1.0715, decode.d7.loss_cls: 0.7545, decode.d7.loss_mask: 0.7535, decode.d7.loss_dice: 1.0769, decode.d8.loss_cls: 0.7582, decode.d8.loss_mask: 0.7522, decode.d8.loss_dice: 1.0836, loss: 27.3867, grad_norm: 62.4699 2023-12-25 19:07:18,001 - mmseg - INFO - Iter [13050/160000] lr: 9.184e-05, eta: 1 day, 4:20:51, time: 0.485, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7395, decode.loss_mask: 0.7313, decode.loss_dice: 1.0738, decode.d0.loss_cls: 1.7818, decode.d0.loss_mask: 0.7727, decode.d0.loss_dice: 1.2317, decode.d1.loss_cls: 0.8585, decode.d1.loss_mask: 0.7543, decode.d1.loss_dice: 1.1447, decode.d2.loss_cls: 0.7850, decode.d2.loss_mask: 0.7409, decode.d2.loss_dice: 1.1036, decode.d3.loss_cls: 0.7623, decode.d3.loss_mask: 0.7333, decode.d3.loss_dice: 1.0816, decode.d4.loss_cls: 0.7513, decode.d4.loss_mask: 0.7378, decode.d4.loss_dice: 1.0837, decode.d5.loss_cls: 0.7440, decode.d5.loss_mask: 0.7339, decode.d5.loss_dice: 1.0819, decode.d6.loss_cls: 0.7394, decode.d6.loss_mask: 0.7301, decode.d6.loss_dice: 1.0675, decode.d7.loss_cls: 0.7409, decode.d7.loss_mask: 0.7300, decode.d7.loss_dice: 1.0777, decode.d8.loss_cls: 0.7340, decode.d8.loss_mask: 0.7319, decode.d8.loss_dice: 1.0750, loss: 27.0541, grad_norm: 61.5254 2023-12-25 19:07:42,173 - mmseg - INFO - Iter [13100/160000] lr: 9.181e-05, eta: 1 day, 4:11:56, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6944, decode.loss_mask: 0.7579, decode.loss_dice: 1.0604, decode.d0.loss_cls: 1.6361, decode.d0.loss_mask: 0.8000, decode.d0.loss_dice: 1.2151, decode.d1.loss_cls: 0.8041, decode.d1.loss_mask: 0.7817, decode.d1.loss_dice: 1.1473, decode.d2.loss_cls: 0.7493, decode.d2.loss_mask: 0.7672, decode.d2.loss_dice: 1.1090, decode.d3.loss_cls: 0.7321, decode.d3.loss_mask: 0.7597, decode.d3.loss_dice: 1.0753, decode.d4.loss_cls: 0.7171, decode.d4.loss_mask: 0.7560, decode.d4.loss_dice: 1.0738, decode.d5.loss_cls: 0.7201, decode.d5.loss_mask: 0.7530, decode.d5.loss_dice: 1.0668, decode.d6.loss_cls: 0.7039, decode.d6.loss_mask: 0.7510, decode.d6.loss_dice: 1.0557, decode.d7.loss_cls: 0.7017, decode.d7.loss_mask: 0.7542, decode.d7.loss_dice: 1.0602, decode.d8.loss_cls: 0.6970, decode.d8.loss_mask: 0.7612, decode.d8.loss_dice: 1.0639, loss: 26.7254, grad_norm: 59.3971 2023-12-25 19:08:06,565 - mmseg - INFO - Iter [13150/160000] lr: 9.178e-05, eta: 1 day, 4:03:28, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7701, decode.loss_mask: 0.7669, decode.loss_dice: 1.0822, decode.d0.loss_cls: 1.7332, decode.d0.loss_mask: 0.8072, decode.d0.loss_dice: 1.2353, decode.d1.loss_cls: 0.8749, decode.d1.loss_mask: 0.7973, decode.d1.loss_dice: 1.1627, decode.d2.loss_cls: 0.7994, decode.d2.loss_mask: 0.7878, decode.d2.loss_dice: 1.1177, decode.d3.loss_cls: 0.7805, decode.d3.loss_mask: 0.7805, decode.d3.loss_dice: 1.1026, decode.d4.loss_cls: 0.7681, decode.d4.loss_mask: 0.7788, decode.d4.loss_dice: 1.1037, decode.d5.loss_cls: 0.7704, decode.d5.loss_mask: 0.7696, decode.d5.loss_dice: 1.0902, decode.d6.loss_cls: 0.7651, decode.d6.loss_mask: 0.7672, decode.d6.loss_dice: 1.0782, decode.d7.loss_cls: 0.7651, decode.d7.loss_mask: 0.7648, decode.d7.loss_dice: 1.0889, decode.d8.loss_cls: 0.7547, decode.d8.loss_mask: 0.7698, decode.d8.loss_dice: 1.0807, loss: 27.7132, grad_norm: 62.5442 2023-12-25 19:08:31,134 - mmseg - INFO - Iter [13200/160000] lr: 9.175e-05, eta: 1 day, 3:55:23, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7575, decode.loss_mask: 0.7609, decode.loss_dice: 1.0742, decode.d0.loss_cls: 1.7164, decode.d0.loss_mask: 0.7979, decode.d0.loss_dice: 1.2226, decode.d1.loss_cls: 0.8546, decode.d1.loss_mask: 0.7865, decode.d1.loss_dice: 1.1476, decode.d2.loss_cls: 0.7911, decode.d2.loss_mask: 0.7739, decode.d2.loss_dice: 1.1091, decode.d3.loss_cls: 0.7752, decode.d3.loss_mask: 0.7673, decode.d3.loss_dice: 1.0900, decode.d4.loss_cls: 0.7623, decode.d4.loss_mask: 0.7630, decode.d4.loss_dice: 1.0868, decode.d5.loss_cls: 0.7618, decode.d5.loss_mask: 0.7653, decode.d5.loss_dice: 1.0798, decode.d6.loss_cls: 0.7581, decode.d6.loss_mask: 0.7594, decode.d6.loss_dice: 1.0676, decode.d7.loss_cls: 0.7481, decode.d7.loss_mask: 0.7605, decode.d7.loss_dice: 1.0803, decode.d8.loss_cls: 0.7470, decode.d8.loss_mask: 0.7627, decode.d8.loss_dice: 1.0753, loss: 27.4027, grad_norm: 60.0057 2023-12-25 19:08:55,466 - mmseg - INFO - Iter [13250/160000] lr: 9.172e-05, eta: 1 day, 3:47:22, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7215, decode.loss_mask: 0.7288, decode.loss_dice: 1.0506, decode.d0.loss_cls: 1.7022, decode.d0.loss_mask: 0.7723, decode.d0.loss_dice: 1.2032, decode.d1.loss_cls: 0.8385, decode.d1.loss_mask: 0.7569, decode.d1.loss_dice: 1.1287, decode.d2.loss_cls: 0.7750, decode.d2.loss_mask: 0.7419, decode.d2.loss_dice: 1.0938, decode.d3.loss_cls: 0.7535, decode.d3.loss_mask: 0.7369, decode.d3.loss_dice: 1.0643, decode.d4.loss_cls: 0.7450, decode.d4.loss_mask: 0.7377, decode.d4.loss_dice: 1.0651, decode.d5.loss_cls: 0.7374, decode.d5.loss_mask: 0.7322, decode.d5.loss_dice: 1.0614, decode.d6.loss_cls: 0.7297, decode.d6.loss_mask: 0.7291, decode.d6.loss_dice: 1.0455, decode.d7.loss_cls: 0.7224, decode.d7.loss_mask: 0.7285, decode.d7.loss_dice: 1.0535, decode.d8.loss_cls: 0.7216, decode.d8.loss_mask: 0.7347, decode.d8.loss_dice: 1.0556, loss: 26.6676, grad_norm: 57.4478 2023-12-25 19:09:19,722 - mmseg - INFO - Iter [13300/160000] lr: 9.169e-05, eta: 1 day, 3:39:31, time: 0.485, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7427, decode.loss_mask: 0.7469, decode.loss_dice: 1.0984, decode.d0.loss_cls: 1.7129, decode.d0.loss_mask: 0.7995, decode.d0.loss_dice: 1.2530, decode.d1.loss_cls: 0.8610, decode.d1.loss_mask: 0.7796, decode.d1.loss_dice: 1.1815, decode.d2.loss_cls: 0.7804, decode.d2.loss_mask: 0.7684, decode.d2.loss_dice: 1.1423, decode.d3.loss_cls: 0.7627, decode.d3.loss_mask: 0.7553, decode.d3.loss_dice: 1.1185, decode.d4.loss_cls: 0.7578, decode.d4.loss_mask: 0.7551, decode.d4.loss_dice: 1.1175, decode.d5.loss_cls: 0.7444, decode.d5.loss_mask: 0.7569, decode.d5.loss_dice: 1.1132, decode.d6.loss_cls: 0.7381, decode.d6.loss_mask: 0.7528, decode.d6.loss_dice: 1.1010, decode.d7.loss_cls: 0.7433, decode.d7.loss_mask: 0.7524, decode.d7.loss_dice: 1.1038, decode.d8.loss_cls: 0.7403, decode.d8.loss_mask: 0.7513, decode.d8.loss_dice: 1.1007, loss: 27.5319, grad_norm: 56.5730 2023-12-25 19:09:44,211 - mmseg - INFO - Iter [13350/160000] lr: 9.166e-05, eta: 1 day, 3:32:03, time: 0.490, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7022, decode.loss_mask: 0.7474, decode.loss_dice: 1.0573, decode.d0.loss_cls: 1.7217, decode.d0.loss_mask: 0.7887, decode.d0.loss_dice: 1.2019, decode.d1.loss_cls: 0.8295, decode.d1.loss_mask: 0.7679, decode.d1.loss_dice: 1.1293, decode.d2.loss_cls: 0.7494, decode.d2.loss_mask: 0.7575, decode.d2.loss_dice: 1.0840, decode.d3.loss_cls: 0.7314, decode.d3.loss_mask: 0.7497, decode.d3.loss_dice: 1.0720, decode.d4.loss_cls: 0.7220, decode.d4.loss_mask: 0.7453, decode.d4.loss_dice: 1.0715, decode.d5.loss_cls: 0.7164, decode.d5.loss_mask: 0.7521, decode.d5.loss_dice: 1.0606, decode.d6.loss_cls: 0.7097, decode.d6.loss_mask: 0.7466, decode.d6.loss_dice: 1.0542, decode.d7.loss_cls: 0.7059, decode.d7.loss_mask: 0.7427, decode.d7.loss_dice: 1.0637, decode.d8.loss_cls: 0.7076, decode.d8.loss_mask: 0.7438, decode.d8.loss_dice: 1.0616, loss: 26.6934, grad_norm: 63.1860 2023-12-25 19:10:08,841 - mmseg - INFO - Iter [13400/160000] lr: 9.163e-05, eta: 1 day, 3:24:54, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7420, decode.loss_mask: 0.7309, decode.loss_dice: 1.0698, decode.d0.loss_cls: 1.7658, decode.d0.loss_mask: 0.7727, decode.d0.loss_dice: 1.2304, decode.d1.loss_cls: 0.8672, decode.d1.loss_mask: 0.7595, decode.d1.loss_dice: 1.1593, decode.d2.loss_cls: 0.7986, decode.d2.loss_mask: 0.7417, decode.d2.loss_dice: 1.1089, decode.d3.loss_cls: 0.7762, decode.d3.loss_mask: 0.7426, decode.d3.loss_dice: 1.0861, decode.d4.loss_cls: 0.7721, decode.d4.loss_mask: 0.7407, decode.d4.loss_dice: 1.0899, decode.d5.loss_cls: 0.7696, decode.d5.loss_mask: 0.7344, decode.d5.loss_dice: 1.0859, decode.d6.loss_cls: 0.7586, decode.d6.loss_mask: 0.7318, decode.d6.loss_dice: 1.0741, decode.d7.loss_cls: 0.7554, decode.d7.loss_mask: 0.7306, decode.d7.loss_dice: 1.0735, decode.d8.loss_cls: 0.7464, decode.d8.loss_mask: 0.7349, decode.d8.loss_dice: 1.0699, loss: 27.2195, grad_norm: 55.7555 2023-12-25 19:10:33,196 - mmseg - INFO - Iter [13450/160000] lr: 9.159e-05, eta: 1 day, 3:17:45, time: 0.487, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7365, decode.loss_mask: 0.7693, decode.loss_dice: 1.1073, decode.d0.loss_cls: 1.7067, decode.d0.loss_mask: 0.8074, decode.d0.loss_dice: 1.2630, decode.d1.loss_cls: 0.8498, decode.d1.loss_mask: 0.7978, decode.d1.loss_dice: 1.1893, decode.d2.loss_cls: 0.7800, decode.d2.loss_mask: 0.7832, decode.d2.loss_dice: 1.1448, decode.d3.loss_cls: 0.7619, decode.d3.loss_mask: 0.7758, decode.d3.loss_dice: 1.1211, decode.d4.loss_cls: 0.7509, decode.d4.loss_mask: 0.7690, decode.d4.loss_dice: 1.1190, decode.d5.loss_cls: 0.7491, decode.d5.loss_mask: 0.7741, decode.d5.loss_dice: 1.1159, decode.d6.loss_cls: 0.7426, decode.d6.loss_mask: 0.7687, decode.d6.loss_dice: 1.1059, decode.d7.loss_cls: 0.7416, decode.d7.loss_mask: 0.7699, decode.d7.loss_dice: 1.1069, decode.d8.loss_cls: 0.7366, decode.d8.loss_mask: 0.7696, decode.d8.loss_dice: 1.1168, loss: 27.7303, grad_norm: 62.7687 2023-12-25 19:10:57,588 - mmseg - INFO - Iter [13500/160000] lr: 9.156e-05, eta: 1 day, 3:10:50, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6934, decode.loss_mask: 0.7458, decode.loss_dice: 1.0468, decode.d0.loss_cls: 1.6753, decode.d0.loss_mask: 0.7843, decode.d0.loss_dice: 1.1947, decode.d1.loss_cls: 0.8089, decode.d1.loss_mask: 0.7709, decode.d1.loss_dice: 1.1184, decode.d2.loss_cls: 0.7401, decode.d2.loss_mask: 0.7596, decode.d2.loss_dice: 1.0754, decode.d3.loss_cls: 0.7241, decode.d3.loss_mask: 0.7513, decode.d3.loss_dice: 1.0661, decode.d4.loss_cls: 0.7057, decode.d4.loss_mask: 0.7528, decode.d4.loss_dice: 1.0612, decode.d5.loss_cls: 0.6964, decode.d5.loss_mask: 0.7475, decode.d5.loss_dice: 1.0581, decode.d6.loss_cls: 0.6993, decode.d6.loss_mask: 0.7516, decode.d6.loss_dice: 1.0402, decode.d7.loss_cls: 0.6903, decode.d7.loss_mask: 0.7479, decode.d7.loss_dice: 1.0467, decode.d8.loss_cls: 0.6925, decode.d8.loss_mask: 0.7463, decode.d8.loss_dice: 1.0459, loss: 26.4376, grad_norm: 60.5087 2023-12-25 19:11:22,111 - mmseg - INFO - Iter [13550/160000] lr: 9.153e-05, eta: 1 day, 3:04:10, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7395, decode.loss_mask: 0.7487, decode.loss_dice: 1.0664, decode.d0.loss_cls: 1.7447, decode.d0.loss_mask: 0.7849, decode.d0.loss_dice: 1.2010, decode.d1.loss_cls: 0.8482, decode.d1.loss_mask: 0.7744, decode.d1.loss_dice: 1.1436, decode.d2.loss_cls: 0.7746, decode.d2.loss_mask: 0.7582, decode.d2.loss_dice: 1.1019, decode.d3.loss_cls: 0.7537, decode.d3.loss_mask: 0.7547, decode.d3.loss_dice: 1.0826, decode.d4.loss_cls: 0.7404, decode.d4.loss_mask: 0.7582, decode.d4.loss_dice: 1.0789, decode.d5.loss_cls: 0.7320, decode.d5.loss_mask: 0.7568, decode.d5.loss_dice: 1.0790, decode.d6.loss_cls: 0.7399, decode.d6.loss_mask: 0.7500, decode.d6.loss_dice: 1.0732, decode.d7.loss_cls: 0.7275, decode.d7.loss_mask: 0.7522, decode.d7.loss_dice: 1.0777, decode.d8.loss_cls: 0.7297, decode.d8.loss_mask: 0.7520, decode.d8.loss_dice: 1.0738, loss: 27.0982, grad_norm: 62.9609 2023-12-25 19:11:46,377 - mmseg - INFO - Iter [13600/160000] lr: 9.150e-05, eta: 1 day, 2:57:31, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7391, decode.loss_mask: 0.7684, decode.loss_dice: 1.0723, decode.d0.loss_cls: 1.6787, decode.d0.loss_mask: 0.8072, decode.d0.loss_dice: 1.2160, decode.d1.loss_cls: 0.8518, decode.d1.loss_mask: 0.8079, decode.d1.loss_dice: 1.1401, decode.d2.loss_cls: 0.7744, decode.d2.loss_mask: 0.7832, decode.d2.loss_dice: 1.1018, decode.d3.loss_cls: 0.7676, decode.d3.loss_mask: 0.7715, decode.d3.loss_dice: 1.0789, decode.d4.loss_cls: 0.7486, decode.d4.loss_mask: 0.7750, decode.d4.loss_dice: 1.0763, decode.d5.loss_cls: 0.7451, decode.d5.loss_mask: 0.7717, decode.d5.loss_dice: 1.0717, decode.d6.loss_cls: 0.7420, decode.d6.loss_mask: 0.7674, decode.d6.loss_dice: 1.0713, decode.d7.loss_cls: 0.7376, decode.d7.loss_mask: 0.7710, decode.d7.loss_dice: 1.0707, decode.d8.loss_cls: 0.7409, decode.d8.loss_mask: 0.7644, decode.d8.loss_dice: 1.0725, loss: 27.2852, grad_norm: 61.0439 2023-12-25 19:12:10,885 - mmseg - INFO - Iter [13650/160000] lr: 9.147e-05, eta: 1 day, 2:51:12, time: 0.490, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7444, decode.loss_mask: 0.7415, decode.loss_dice: 1.0725, decode.d0.loss_cls: 1.7498, decode.d0.loss_mask: 0.7834, decode.d0.loss_dice: 1.2184, decode.d1.loss_cls: 0.8550, decode.d1.loss_mask: 0.7666, decode.d1.loss_dice: 1.1519, decode.d2.loss_cls: 0.7871, decode.d2.loss_mask: 0.7538, decode.d2.loss_dice: 1.1159, decode.d3.loss_cls: 0.7692, decode.d3.loss_mask: 0.7461, decode.d3.loss_dice: 1.0930, decode.d4.loss_cls: 0.7605, decode.d4.loss_mask: 0.7484, decode.d4.loss_dice: 1.0881, decode.d5.loss_cls: 0.7522, decode.d5.loss_mask: 0.7488, decode.d5.loss_dice: 1.0859, decode.d6.loss_cls: 0.7385, decode.d6.loss_mask: 0.7441, decode.d6.loss_dice: 1.0784, decode.d7.loss_cls: 0.7412, decode.d7.loss_mask: 0.7412, decode.d7.loss_dice: 1.0809, decode.d8.loss_cls: 0.7410, decode.d8.loss_mask: 0.7442, decode.d8.loss_dice: 1.0759, loss: 27.2180, grad_norm: 57.4634 2023-12-25 19:12:35,567 - mmseg - INFO - Iter [13700/160000] lr: 9.144e-05, eta: 1 day, 2:45:09, time: 0.494, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7304, decode.loss_mask: 0.7659, decode.loss_dice: 1.0964, decode.d0.loss_cls: 1.7024, decode.d0.loss_mask: 0.8082, decode.d0.loss_dice: 1.2463, decode.d1.loss_cls: 0.8386, decode.d1.loss_mask: 0.8008, decode.d1.loss_dice: 1.1739, decode.d2.loss_cls: 0.7711, decode.d2.loss_mask: 0.7794, decode.d2.loss_dice: 1.1368, decode.d3.loss_cls: 0.7549, decode.d3.loss_mask: 0.7784, decode.d3.loss_dice: 1.1202, decode.d4.loss_cls: 0.7490, decode.d4.loss_mask: 0.7726, decode.d4.loss_dice: 1.1126, decode.d5.loss_cls: 0.7391, decode.d5.loss_mask: 0.7743, decode.d5.loss_dice: 1.1061, decode.d6.loss_cls: 0.7388, decode.d6.loss_mask: 0.7662, decode.d6.loss_dice: 1.0926, decode.d7.loss_cls: 0.7352, decode.d7.loss_mask: 0.7660, decode.d7.loss_dice: 1.0972, decode.d8.loss_cls: 0.7284, decode.d8.loss_mask: 0.7649, decode.d8.loss_dice: 1.0972, loss: 27.5439, grad_norm: 61.5164 2023-12-25 19:13:00,045 - mmseg - INFO - Iter [13750/160000] lr: 9.141e-05, eta: 1 day, 2:39:07, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7216, decode.loss_mask: 0.7237, decode.loss_dice: 1.0777, decode.d0.loss_cls: 1.7151, decode.d0.loss_mask: 0.7635, decode.d0.loss_dice: 1.2248, decode.d1.loss_cls: 0.8366, decode.d1.loss_mask: 0.7520, decode.d1.loss_dice: 1.1492, decode.d2.loss_cls: 0.7667, decode.d2.loss_mask: 0.7355, decode.d2.loss_dice: 1.1030, decode.d3.loss_cls: 0.7409, decode.d3.loss_mask: 0.7290, decode.d3.loss_dice: 1.0815, decode.d4.loss_cls: 0.7384, decode.d4.loss_mask: 0.7297, decode.d4.loss_dice: 1.0807, decode.d5.loss_cls: 0.7364, decode.d5.loss_mask: 0.7269, decode.d5.loss_dice: 1.0783, decode.d6.loss_cls: 0.7328, decode.d6.loss_mask: 0.7205, decode.d6.loss_dice: 1.0723, decode.d7.loss_cls: 0.7283, decode.d7.loss_mask: 0.7236, decode.d7.loss_dice: 1.0768, decode.d8.loss_cls: 0.7242, decode.d8.loss_mask: 0.7249, decode.d8.loss_dice: 1.0777, loss: 26.7924, grad_norm: 56.8658 2023-12-25 19:13:26,656 - mmseg - INFO - Iter [13800/160000] lr: 9.138e-05, eta: 1 day, 2:34:36, time: 0.532, data_time: 0.059, memory: 40245, decode.loss_cls: 0.7703, decode.loss_mask: 0.7654, decode.loss_dice: 1.1182, decode.d0.loss_cls: 1.7100, decode.d0.loss_mask: 0.8119, decode.d0.loss_dice: 1.2671, decode.d1.loss_cls: 0.8773, decode.d1.loss_mask: 0.7909, decode.d1.loss_dice: 1.1880, decode.d2.loss_cls: 0.8142, decode.d2.loss_mask: 0.7705, decode.d2.loss_dice: 1.1567, decode.d3.loss_cls: 0.8012, decode.d3.loss_mask: 0.7657, decode.d3.loss_dice: 1.1306, decode.d4.loss_cls: 0.7871, decode.d4.loss_mask: 0.7730, decode.d4.loss_dice: 1.1299, decode.d5.loss_cls: 0.7774, decode.d5.loss_mask: 0.7720, decode.d5.loss_dice: 1.1206, decode.d6.loss_cls: 0.7739, decode.d6.loss_mask: 0.7660, decode.d6.loss_dice: 1.1160, decode.d7.loss_cls: 0.7776, decode.d7.loss_mask: 0.7683, decode.d7.loss_dice: 1.1130, decode.d8.loss_cls: 0.7724, decode.d8.loss_mask: 0.7704, decode.d8.loss_dice: 1.1187, loss: 28.0746, grad_norm: 60.7445 2023-12-25 19:13:50,931 - mmseg - INFO - Iter [13850/160000] lr: 9.134e-05, eta: 1 day, 2:28:42, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.7115, decode.loss_mask: 0.7431, decode.loss_dice: 1.0684, decode.d0.loss_cls: 1.6961, decode.d0.loss_mask: 0.7899, decode.d0.loss_dice: 1.2227, decode.d1.loss_cls: 0.8230, decode.d1.loss_mask: 0.7755, decode.d1.loss_dice: 1.1484, decode.d2.loss_cls: 0.7589, decode.d2.loss_mask: 0.7539, decode.d2.loss_dice: 1.1064, decode.d3.loss_cls: 0.7350, decode.d3.loss_mask: 0.7519, decode.d3.loss_dice: 1.0787, decode.d4.loss_cls: 0.7238, decode.d4.loss_mask: 0.7484, decode.d4.loss_dice: 1.0825, decode.d5.loss_cls: 0.7140, decode.d5.loss_mask: 0.7520, decode.d5.loss_dice: 1.0825, decode.d6.loss_cls: 0.7105, decode.d6.loss_mask: 0.7479, decode.d6.loss_dice: 1.0641, decode.d7.loss_cls: 0.7108, decode.d7.loss_mask: 0.7464, decode.d7.loss_dice: 1.0677, decode.d8.loss_cls: 0.7101, decode.d8.loss_mask: 0.7451, decode.d8.loss_dice: 1.0732, loss: 26.8423, grad_norm: 62.0205 2023-12-25 19:14:15,193 - mmseg - INFO - Iter [13900/160000] lr: 9.131e-05, eta: 1 day, 2:22:57, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7145, decode.loss_mask: 0.7388, decode.loss_dice: 1.0692, decode.d0.loss_cls: 1.6996, decode.d0.loss_mask: 0.7780, decode.d0.loss_dice: 1.2149, decode.d1.loss_cls: 0.8228, decode.d1.loss_mask: 0.7619, decode.d1.loss_dice: 1.1470, decode.d2.loss_cls: 0.7676, decode.d2.loss_mask: 0.7519, decode.d2.loss_dice: 1.0998, decode.d3.loss_cls: 0.7494, decode.d3.loss_mask: 0.7472, decode.d3.loss_dice: 1.0628, decode.d4.loss_cls: 0.7328, decode.d4.loss_mask: 0.7401, decode.d4.loss_dice: 1.0736, decode.d5.loss_cls: 0.7250, decode.d5.loss_mask: 0.7428, decode.d5.loss_dice: 1.0717, decode.d6.loss_cls: 0.7182, decode.d6.loss_mask: 0.7371, decode.d6.loss_dice: 1.0631, decode.d7.loss_cls: 0.7166, decode.d7.loss_mask: 0.7377, decode.d7.loss_dice: 1.0720, decode.d8.loss_cls: 0.7189, decode.d8.loss_mask: 0.7423, decode.d8.loss_dice: 1.0672, loss: 26.7848, grad_norm: 58.0241 2023-12-25 19:14:39,438 - mmseg - INFO - Iter [13950/160000] lr: 9.128e-05, eta: 1 day, 2:17:19, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7405, decode.loss_mask: 0.7566, decode.loss_dice: 1.0825, decode.d0.loss_cls: 1.7412, decode.d0.loss_mask: 0.8123, decode.d0.loss_dice: 1.2256, decode.d1.loss_cls: 0.8383, decode.d1.loss_mask: 0.7866, decode.d1.loss_dice: 1.1482, decode.d2.loss_cls: 0.7779, decode.d2.loss_mask: 0.7725, decode.d2.loss_dice: 1.1102, decode.d3.loss_cls: 0.7599, decode.d3.loss_mask: 0.7652, decode.d3.loss_dice: 1.0957, decode.d4.loss_cls: 0.7488, decode.d4.loss_mask: 0.7594, decode.d4.loss_dice: 1.0973, decode.d5.loss_cls: 0.7417, decode.d5.loss_mask: 0.7604, decode.d5.loss_dice: 1.0882, decode.d6.loss_cls: 0.7458, decode.d6.loss_mask: 0.7578, decode.d6.loss_dice: 1.0782, decode.d7.loss_cls: 0.7318, decode.d7.loss_mask: 0.7621, decode.d7.loss_dice: 1.0868, decode.d8.loss_cls: 0.7391, decode.d8.loss_mask: 0.7615, decode.d8.loss_dice: 1.0824, loss: 27.3543, grad_norm: 63.5119 2023-12-25 19:15:03,758 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 19:15:03,758 - mmseg - INFO - Iter [14000/160000] lr: 9.125e-05, eta: 1 day, 2:11:52, time: 0.486, data_time: 0.014, memory: 40245, decode.loss_cls: 0.6845, decode.loss_mask: 0.7356, decode.loss_dice: 1.0801, decode.d0.loss_cls: 1.6944, decode.d0.loss_mask: 0.7676, decode.d0.loss_dice: 1.2147, decode.d1.loss_cls: 0.7958, decode.d1.loss_mask: 0.7645, decode.d1.loss_dice: 1.1626, decode.d2.loss_cls: 0.7298, decode.d2.loss_mask: 0.7488, decode.d2.loss_dice: 1.1159, decode.d3.loss_cls: 0.7086, decode.d3.loss_mask: 0.7421, decode.d3.loss_dice: 1.0928, decode.d4.loss_cls: 0.6957, decode.d4.loss_mask: 0.7441, decode.d4.loss_dice: 1.0991, decode.d5.loss_cls: 0.6927, decode.d5.loss_mask: 0.7355, decode.d5.loss_dice: 1.0901, decode.d6.loss_cls: 0.6843, decode.d6.loss_mask: 0.7352, decode.d6.loss_dice: 1.0775, decode.d7.loss_cls: 0.6817, decode.d7.loss_mask: 0.7356, decode.d7.loss_dice: 1.0853, decode.d8.loss_cls: 0.6856, decode.d8.loss_mask: 0.7334, decode.d8.loss_dice: 1.0817, loss: 26.5953, grad_norm: 60.5723 2023-12-25 19:15:28,045 - mmseg - INFO - Iter [14050/160000] lr: 9.122e-05, eta: 1 day, 2:06:31, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7076, decode.loss_mask: 0.7677, decode.loss_dice: 1.0972, decode.d0.loss_cls: 1.6863, decode.d0.loss_mask: 0.8013, decode.d0.loss_dice: 1.2434, decode.d1.loss_cls: 0.8204, decode.d1.loss_mask: 0.7986, decode.d1.loss_dice: 1.1760, decode.d2.loss_cls: 0.7445, decode.d2.loss_mask: 0.7839, decode.d2.loss_dice: 1.1317, decode.d3.loss_cls: 0.7283, decode.d3.loss_mask: 0.7716, decode.d3.loss_dice: 1.1037, decode.d4.loss_cls: 0.7154, decode.d4.loss_mask: 0.7673, decode.d4.loss_dice: 1.1034, decode.d5.loss_cls: 0.7097, decode.d5.loss_mask: 0.7656, decode.d5.loss_dice: 1.1060, decode.d6.loss_cls: 0.7085, decode.d6.loss_mask: 0.7666, decode.d6.loss_dice: 1.0912, decode.d7.loss_cls: 0.7089, decode.d7.loss_mask: 0.7656, decode.d7.loss_dice: 1.0926, decode.d8.loss_cls: 0.7106, decode.d8.loss_mask: 0.7648, decode.d8.loss_dice: 1.0936, loss: 27.2320, grad_norm: 60.2577 2023-12-25 19:15:52,234 - mmseg - INFO - Iter [14100/160000] lr: 9.119e-05, eta: 1 day, 2:01:14, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7161, decode.loss_mask: 0.7552, decode.loss_dice: 1.0627, decode.d0.loss_cls: 1.6982, decode.d0.loss_mask: 0.7812, decode.d0.loss_dice: 1.1940, decode.d1.loss_cls: 0.8353, decode.d1.loss_mask: 0.7708, decode.d1.loss_dice: 1.1170, decode.d2.loss_cls: 0.7571, decode.d2.loss_mask: 0.7603, decode.d2.loss_dice: 1.0805, decode.d3.loss_cls: 0.7483, decode.d3.loss_mask: 0.7460, decode.d3.loss_dice: 1.0665, decode.d4.loss_cls: 0.7397, decode.d4.loss_mask: 0.7482, decode.d4.loss_dice: 1.0685, decode.d5.loss_cls: 0.7352, decode.d5.loss_mask: 0.7485, decode.d5.loss_dice: 1.0643, decode.d6.loss_cls: 0.7201, decode.d6.loss_mask: 0.7485, decode.d6.loss_dice: 1.0616, decode.d7.loss_cls: 0.7254, decode.d7.loss_mask: 0.7503, decode.d7.loss_dice: 1.0585, decode.d8.loss_cls: 0.7153, decode.d8.loss_mask: 0.7498, decode.d8.loss_dice: 1.0613, loss: 26.7845, grad_norm: 62.0388 2023-12-25 19:16:16,850 - mmseg - INFO - Iter [14150/160000] lr: 9.116e-05, eta: 1 day, 1:56:19, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7319, decode.loss_mask: 0.7377, decode.loss_dice: 1.0419, decode.d0.loss_cls: 1.7192, decode.d0.loss_mask: 0.7672, decode.d0.loss_dice: 1.2013, decode.d1.loss_cls: 0.8428, decode.d1.loss_mask: 0.7573, decode.d1.loss_dice: 1.1217, decode.d2.loss_cls: 0.7848, decode.d2.loss_mask: 0.7389, decode.d2.loss_dice: 1.0800, decode.d3.loss_cls: 0.7667, decode.d3.loss_mask: 0.7340, decode.d3.loss_dice: 1.0581, decode.d4.loss_cls: 0.7530, decode.d4.loss_mask: 0.7338, decode.d4.loss_dice: 1.0568, decode.d5.loss_cls: 0.7486, decode.d5.loss_mask: 0.7330, decode.d5.loss_dice: 1.0520, decode.d6.loss_cls: 0.7463, decode.d6.loss_mask: 0.7325, decode.d6.loss_dice: 1.0400, decode.d7.loss_cls: 0.7422, decode.d7.loss_mask: 0.7375, decode.d7.loss_dice: 1.0463, decode.d8.loss_cls: 0.7395, decode.d8.loss_mask: 0.7398, decode.d8.loss_dice: 1.0449, loss: 26.7300, grad_norm: 60.7665 2023-12-25 19:16:41,504 - mmseg - INFO - Iter [14200/160000] lr: 9.113e-05, eta: 1 day, 1:51:31, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7267, decode.loss_mask: 0.7763, decode.loss_dice: 1.0872, decode.d0.loss_cls: 1.7017, decode.d0.loss_mask: 0.8101, decode.d0.loss_dice: 1.2287, decode.d1.loss_cls: 0.8350, decode.d1.loss_mask: 0.7987, decode.d1.loss_dice: 1.1692, decode.d2.loss_cls: 0.7715, decode.d2.loss_mask: 0.7841, decode.d2.loss_dice: 1.1239, decode.d3.loss_cls: 0.7629, decode.d3.loss_mask: 0.7763, decode.d3.loss_dice: 1.0915, decode.d4.loss_cls: 0.7475, decode.d4.loss_mask: 0.7704, decode.d4.loss_dice: 1.0931, decode.d5.loss_cls: 0.7429, decode.d5.loss_mask: 0.7712, decode.d5.loss_dice: 1.0995, decode.d6.loss_cls: 0.7292, decode.d6.loss_mask: 0.7733, decode.d6.loss_dice: 1.0880, decode.d7.loss_cls: 0.7201, decode.d7.loss_mask: 0.7750, decode.d7.loss_dice: 1.0904, decode.d8.loss_cls: 0.7270, decode.d8.loss_mask: 0.7711, decode.d8.loss_dice: 1.0845, loss: 27.4273, grad_norm: 65.1782 2023-12-25 19:17:05,865 - mmseg - INFO - Iter [14250/160000] lr: 9.109e-05, eta: 1 day, 1:46:40, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7262, decode.loss_mask: 0.7505, decode.loss_dice: 1.0579, decode.d0.loss_cls: 1.6902, decode.d0.loss_mask: 0.8019, decode.d0.loss_dice: 1.2074, decode.d1.loss_cls: 0.8356, decode.d1.loss_mask: 0.7891, decode.d1.loss_dice: 1.1400, decode.d2.loss_cls: 0.7656, decode.d2.loss_mask: 0.7675, decode.d2.loss_dice: 1.0976, decode.d3.loss_cls: 0.7531, decode.d3.loss_mask: 0.7599, decode.d3.loss_dice: 1.0711, decode.d4.loss_cls: 0.7435, decode.d4.loss_mask: 0.7607, decode.d4.loss_dice: 1.0733, decode.d5.loss_cls: 0.7431, decode.d5.loss_mask: 0.7571, decode.d5.loss_dice: 1.0690, decode.d6.loss_cls: 0.7291, decode.d6.loss_mask: 0.7540, decode.d6.loss_dice: 1.0604, decode.d7.loss_cls: 0.7280, decode.d7.loss_mask: 0.7518, decode.d7.loss_dice: 1.0661, decode.d8.loss_cls: 0.7254, decode.d8.loss_mask: 0.7530, decode.d8.loss_dice: 1.0626, loss: 26.9904, grad_norm: 65.6227 2023-12-25 19:17:30,131 - mmseg - INFO - Iter [14300/160000] lr: 9.106e-05, eta: 1 day, 1:41:52, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7113, decode.loss_mask: 0.7133, decode.loss_dice: 1.0260, decode.d0.loss_cls: 1.7117, decode.d0.loss_mask: 0.7519, decode.d0.loss_dice: 1.1655, decode.d1.loss_cls: 0.8270, decode.d1.loss_mask: 0.7404, decode.d1.loss_dice: 1.1131, decode.d2.loss_cls: 0.7562, decode.d2.loss_mask: 0.7181, decode.d2.loss_dice: 1.0669, decode.d3.loss_cls: 0.7467, decode.d3.loss_mask: 0.7163, decode.d3.loss_dice: 1.0351, decode.d4.loss_cls: 0.7322, decode.d4.loss_mask: 0.7128, decode.d4.loss_dice: 1.0401, decode.d5.loss_cls: 0.7319, decode.d5.loss_mask: 0.7151, decode.d5.loss_dice: 1.0378, decode.d6.loss_cls: 0.7243, decode.d6.loss_mask: 0.7117, decode.d6.loss_dice: 1.0205, decode.d7.loss_cls: 0.7223, decode.d7.loss_mask: 0.7106, decode.d7.loss_dice: 1.0332, decode.d8.loss_cls: 0.7195, decode.d8.loss_mask: 0.7075, decode.d8.loss_dice: 1.0262, loss: 26.1449, grad_norm: 63.6947 2023-12-25 19:17:54,545 - mmseg - INFO - Iter [14350/160000] lr: 9.103e-05, eta: 1 day, 1:37:15, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7192, decode.loss_mask: 0.7409, decode.loss_dice: 1.0697, decode.d0.loss_cls: 1.6953, decode.d0.loss_mask: 0.7902, decode.d0.loss_dice: 1.2316, decode.d1.loss_cls: 0.8405, decode.d1.loss_mask: 0.7704, decode.d1.loss_dice: 1.1612, decode.d2.loss_cls: 0.7564, decode.d2.loss_mask: 0.7603, decode.d2.loss_dice: 1.1099, decode.d3.loss_cls: 0.7350, decode.d3.loss_mask: 0.7510, decode.d3.loss_dice: 1.0931, decode.d4.loss_cls: 0.7229, decode.d4.loss_mask: 0.7538, decode.d4.loss_dice: 1.0939, decode.d5.loss_cls: 0.7189, decode.d5.loss_mask: 0.7469, decode.d5.loss_dice: 1.0858, decode.d6.loss_cls: 0.7262, decode.d6.loss_mask: 0.7429, decode.d6.loss_dice: 1.0736, decode.d7.loss_cls: 0.7184, decode.d7.loss_mask: 0.7415, decode.d7.loss_dice: 1.0793, decode.d8.loss_cls: 0.7112, decode.d8.loss_mask: 0.7406, decode.d8.loss_dice: 1.0772, loss: 26.9580, grad_norm: 62.8675 2023-12-25 19:18:19,216 - mmseg - INFO - Iter [14400/160000] lr: 9.100e-05, eta: 1 day, 1:32:52, time: 0.493, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7065, decode.loss_mask: 0.7423, decode.loss_dice: 1.0689, decode.d0.loss_cls: 1.7117, decode.d0.loss_mask: 0.7803, decode.d0.loss_dice: 1.2226, decode.d1.loss_cls: 0.8257, decode.d1.loss_mask: 0.7790, decode.d1.loss_dice: 1.1436, decode.d2.loss_cls: 0.7527, decode.d2.loss_mask: 0.7472, decode.d2.loss_dice: 1.1033, decode.d3.loss_cls: 0.7362, decode.d3.loss_mask: 0.7468, decode.d3.loss_dice: 1.0859, decode.d4.loss_cls: 0.7273, decode.d4.loss_mask: 0.7447, decode.d4.loss_dice: 1.0851, decode.d5.loss_cls: 0.7216, decode.d5.loss_mask: 0.7454, decode.d5.loss_dice: 1.0801, decode.d6.loss_cls: 0.7117, decode.d6.loss_mask: 0.7440, decode.d6.loss_dice: 1.0667, decode.d7.loss_cls: 0.7054, decode.d7.loss_mask: 0.7405, decode.d7.loss_dice: 1.0711, decode.d8.loss_cls: 0.7117, decode.d8.loss_mask: 0.7439, decode.d8.loss_dice: 1.0670, loss: 26.8186, grad_norm: 61.4913 2023-12-25 19:18:43,644 - mmseg - INFO - Iter [14450/160000] lr: 9.097e-05, eta: 1 day, 1:28:26, time: 0.488, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7111, decode.loss_mask: 0.7209, decode.loss_dice: 1.0665, decode.d0.loss_cls: 1.7345, decode.d0.loss_mask: 0.7504, decode.d0.loss_dice: 1.1947, decode.d1.loss_cls: 0.8224, decode.d1.loss_mask: 0.7428, decode.d1.loss_dice: 1.1357, decode.d2.loss_cls: 0.7662, decode.d2.loss_mask: 0.7345, decode.d2.loss_dice: 1.0877, decode.d3.loss_cls: 0.7405, decode.d3.loss_mask: 0.7217, decode.d3.loss_dice: 1.0633, decode.d4.loss_cls: 0.7311, decode.d4.loss_mask: 0.7236, decode.d4.loss_dice: 1.0687, decode.d5.loss_cls: 0.7311, decode.d5.loss_mask: 0.7237, decode.d5.loss_dice: 1.0685, decode.d6.loss_cls: 0.7181, decode.d6.loss_mask: 0.7156, decode.d6.loss_dice: 1.0575, decode.d7.loss_cls: 0.7102, decode.d7.loss_mask: 0.7246, decode.d7.loss_dice: 1.0678, decode.d8.loss_cls: 0.7071, decode.d8.loss_mask: 0.7240, decode.d8.loss_dice: 1.0688, loss: 26.5333, grad_norm: 58.0034 2023-12-25 19:19:08,291 - mmseg - INFO - Iter [14500/160000] lr: 9.094e-05, eta: 1 day, 1:24:13, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7286, decode.loss_mask: 0.7075, decode.loss_dice: 1.0703, decode.d0.loss_cls: 1.7445, decode.d0.loss_mask: 0.7387, decode.d0.loss_dice: 1.2296, decode.d1.loss_cls: 0.8397, decode.d1.loss_mask: 0.7228, decode.d1.loss_dice: 1.1515, decode.d2.loss_cls: 0.7738, decode.d2.loss_mask: 0.7113, decode.d2.loss_dice: 1.1085, decode.d3.loss_cls: 0.7660, decode.d3.loss_mask: 0.7046, decode.d3.loss_dice: 1.0764, decode.d4.loss_cls: 0.7574, decode.d4.loss_mask: 0.7034, decode.d4.loss_dice: 1.0828, decode.d5.loss_cls: 0.7532, decode.d5.loss_mask: 0.7097, decode.d5.loss_dice: 1.0779, decode.d6.loss_cls: 0.7420, decode.d6.loss_mask: 0.7039, decode.d6.loss_dice: 1.0693, decode.d7.loss_cls: 0.7297, decode.d7.loss_mask: 0.7022, decode.d7.loss_dice: 1.0685, decode.d8.loss_cls: 0.7336, decode.d8.loss_mask: 0.7074, decode.d8.loss_dice: 1.0719, loss: 26.6865, grad_norm: 59.1315 2023-12-25 19:19:33,309 - mmseg - INFO - Iter [14550/160000] lr: 9.091e-05, eta: 1 day, 1:20:17, time: 0.500, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7284, decode.loss_mask: 0.7370, decode.loss_dice: 1.0720, decode.d0.loss_cls: 1.7266, decode.d0.loss_mask: 0.7783, decode.d0.loss_dice: 1.2251, decode.d1.loss_cls: 0.8528, decode.d1.loss_mask: 0.7651, decode.d1.loss_dice: 1.1511, decode.d2.loss_cls: 0.7772, decode.d2.loss_mask: 0.7468, decode.d2.loss_dice: 1.1057, decode.d3.loss_cls: 0.7590, decode.d3.loss_mask: 0.7393, decode.d3.loss_dice: 1.0807, decode.d4.loss_cls: 0.7456, decode.d4.loss_mask: 0.7355, decode.d4.loss_dice: 1.0925, decode.d5.loss_cls: 0.7390, decode.d5.loss_mask: 0.7361, decode.d5.loss_dice: 1.0842, decode.d6.loss_cls: 0.7322, decode.d6.loss_mask: 0.7370, decode.d6.loss_dice: 1.0761, decode.d7.loss_cls: 0.7310, decode.d7.loss_mask: 0.7365, decode.d7.loss_dice: 1.0747, decode.d8.loss_cls: 0.7276, decode.d8.loss_mask: 0.7339, decode.d8.loss_dice: 1.0780, loss: 27.0051, grad_norm: 57.8540 2023-12-25 19:19:58,136 - mmseg - INFO - Iter [14600/160000] lr: 9.088e-05, eta: 1 day, 1:16:19, time: 0.497, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6943, decode.loss_mask: 0.7558, decode.loss_dice: 1.0654, decode.d0.loss_cls: 1.6638, decode.d0.loss_mask: 0.8118, decode.d0.loss_dice: 1.2113, decode.d1.loss_cls: 0.7998, decode.d1.loss_mask: 0.8032, decode.d1.loss_dice: 1.1483, decode.d2.loss_cls: 0.7399, decode.d2.loss_mask: 0.7775, decode.d2.loss_dice: 1.1156, decode.d3.loss_cls: 0.7193, decode.d3.loss_mask: 0.7669, decode.d3.loss_dice: 1.0873, decode.d4.loss_cls: 0.7096, decode.d4.loss_mask: 0.7605, decode.d4.loss_dice: 1.0826, decode.d5.loss_cls: 0.7110, decode.d5.loss_mask: 0.7543, decode.d5.loss_dice: 1.0745, decode.d6.loss_cls: 0.7033, decode.d6.loss_mask: 0.7504, decode.d6.loss_dice: 1.0676, decode.d7.loss_cls: 0.7023, decode.d7.loss_mask: 0.7477, decode.d7.loss_dice: 1.0695, decode.d8.loss_cls: 0.6991, decode.d8.loss_mask: 0.7537, decode.d8.loss_dice: 1.0655, loss: 26.8116, grad_norm: 63.6510 2023-12-25 19:20:22,941 - mmseg - INFO - Iter [14650/160000] lr: 9.084e-05, eta: 1 day, 1:12:25, time: 0.496, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7167, decode.loss_mask: 0.7241, decode.loss_dice: 1.0585, decode.d0.loss_cls: 1.7289, decode.d0.loss_mask: 0.7551, decode.d0.loss_dice: 1.2062, decode.d1.loss_cls: 0.8448, decode.d1.loss_mask: 0.7465, decode.d1.loss_dice: 1.1520, decode.d2.loss_cls: 0.7769, decode.d2.loss_mask: 0.7245, decode.d2.loss_dice: 1.0975, decode.d3.loss_cls: 0.7564, decode.d3.loss_mask: 0.7174, decode.d3.loss_dice: 1.0614, decode.d4.loss_cls: 0.7413, decode.d4.loss_mask: 0.7203, decode.d4.loss_dice: 1.0642, decode.d5.loss_cls: 0.7334, decode.d5.loss_mask: 0.7184, decode.d5.loss_dice: 1.0647, decode.d6.loss_cls: 0.7305, decode.d6.loss_mask: 0.7194, decode.d6.loss_dice: 1.0622, decode.d7.loss_cls: 0.7200, decode.d7.loss_mask: 0.7181, decode.d7.loss_dice: 1.0612, decode.d8.loss_cls: 0.7174, decode.d8.loss_mask: 0.7185, decode.d8.loss_dice: 1.0599, loss: 26.6164, grad_norm: 58.8615 2023-12-25 19:20:47,577 - mmseg - INFO - Iter [14700/160000] lr: 9.081e-05, eta: 1 day, 1:08:30, time: 0.493, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7137, decode.loss_mask: 0.7429, decode.loss_dice: 1.0376, decode.d0.loss_cls: 1.6673, decode.d0.loss_mask: 0.7782, decode.d0.loss_dice: 1.1810, decode.d1.loss_cls: 0.8199, decode.d1.loss_mask: 0.7751, decode.d1.loss_dice: 1.1189, decode.d2.loss_cls: 0.7623, decode.d2.loss_mask: 0.7540, decode.d2.loss_dice: 1.0772, decode.d3.loss_cls: 0.7464, decode.d3.loss_mask: 0.7471, decode.d3.loss_dice: 1.0521, decode.d4.loss_cls: 0.7424, decode.d4.loss_mask: 0.7452, decode.d4.loss_dice: 1.0515, decode.d5.loss_cls: 0.7343, decode.d5.loss_mask: 0.7425, decode.d5.loss_dice: 1.0444, decode.d6.loss_cls: 0.7285, decode.d6.loss_mask: 0.7395, decode.d6.loss_dice: 1.0387, decode.d7.loss_cls: 0.7244, decode.d7.loss_mask: 0.7396, decode.d7.loss_dice: 1.0356, decode.d8.loss_cls: 0.7171, decode.d8.loss_mask: 0.7407, decode.d8.loss_dice: 1.0394, loss: 26.5374, grad_norm: 59.5775 2023-12-25 19:21:12,132 - mmseg - INFO - Iter [14750/160000] lr: 9.078e-05, eta: 1 day, 1:04:38, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7213, decode.loss_mask: 0.7379, decode.loss_dice: 1.0602, decode.d0.loss_cls: 1.7042, decode.d0.loss_mask: 0.7776, decode.d0.loss_dice: 1.1979, decode.d1.loss_cls: 0.8394, decode.d1.loss_mask: 0.7665, decode.d1.loss_dice: 1.1435, decode.d2.loss_cls: 0.7756, decode.d2.loss_mask: 0.7436, decode.d2.loss_dice: 1.0938, decode.d3.loss_cls: 0.7551, decode.d3.loss_mask: 0.7411, decode.d3.loss_dice: 1.0708, decode.d4.loss_cls: 0.7459, decode.d4.loss_mask: 0.7420, decode.d4.loss_dice: 1.0642, decode.d5.loss_cls: 0.7442, decode.d5.loss_mask: 0.7449, decode.d5.loss_dice: 1.0608, decode.d6.loss_cls: 0.7307, decode.d6.loss_mask: 0.7401, decode.d6.loss_dice: 1.0594, decode.d7.loss_cls: 0.7283, decode.d7.loss_mask: 0.7381, decode.d7.loss_dice: 1.0584, decode.d8.loss_cls: 0.7228, decode.d8.loss_mask: 0.7368, decode.d8.loss_dice: 1.0576, loss: 26.8029, grad_norm: 63.2513 2023-12-25 19:21:36,520 - mmseg - INFO - Iter [14800/160000] lr: 9.075e-05, eta: 1 day, 1:00:44, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7063, decode.loss_mask: 0.7453, decode.loss_dice: 1.0533, decode.d0.loss_cls: 1.7024, decode.d0.loss_mask: 0.7966, decode.d0.loss_dice: 1.1949, decode.d1.loss_cls: 0.8238, decode.d1.loss_mask: 0.7748, decode.d1.loss_dice: 1.1351, decode.d2.loss_cls: 0.7511, decode.d2.loss_mask: 0.7595, decode.d2.loss_dice: 1.0918, decode.d3.loss_cls: 0.7395, decode.d3.loss_mask: 0.7553, decode.d3.loss_dice: 1.0765, decode.d4.loss_cls: 0.7308, decode.d4.loss_mask: 0.7490, decode.d4.loss_dice: 1.0691, decode.d5.loss_cls: 0.7225, decode.d5.loss_mask: 0.7502, decode.d5.loss_dice: 1.0671, decode.d6.loss_cls: 0.7124, decode.d6.loss_mask: 0.7491, decode.d6.loss_dice: 1.0526, decode.d7.loss_cls: 0.7015, decode.d7.loss_mask: 0.7501, decode.d7.loss_dice: 1.0596, decode.d8.loss_cls: 0.6982, decode.d8.loss_mask: 0.7490, decode.d8.loss_dice: 1.0650, loss: 26.7324, grad_norm: 59.8501 2023-12-25 19:22:00,878 - mmseg - INFO - Iter [14850/160000] lr: 9.072e-05, eta: 1 day, 0:56:54, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7261, decode.loss_mask: 0.7361, decode.loss_dice: 1.0838, decode.d0.loss_cls: 1.6930, decode.d0.loss_mask: 0.7824, decode.d0.loss_dice: 1.2264, decode.d1.loss_cls: 0.8333, decode.d1.loss_mask: 0.7674, decode.d1.loss_dice: 1.1677, decode.d2.loss_cls: 0.7818, decode.d2.loss_mask: 0.7471, decode.d2.loss_dice: 1.1168, decode.d3.loss_cls: 0.7582, decode.d3.loss_mask: 0.7450, decode.d3.loss_dice: 1.0968, decode.d4.loss_cls: 0.7498, decode.d4.loss_mask: 0.7368, decode.d4.loss_dice: 1.0986, decode.d5.loss_cls: 0.7427, decode.d5.loss_mask: 0.7410, decode.d5.loss_dice: 1.0994, decode.d6.loss_cls: 0.7374, decode.d6.loss_mask: 0.7345, decode.d6.loss_dice: 1.0886, decode.d7.loss_cls: 0.7383, decode.d7.loss_mask: 0.7333, decode.d7.loss_dice: 1.0871, decode.d8.loss_cls: 0.7331, decode.d8.loss_mask: 0.7332, decode.d8.loss_dice: 1.0877, loss: 27.1034, grad_norm: 58.3824 2023-12-25 19:22:25,239 - mmseg - INFO - Iter [14900/160000] lr: 9.069e-05, eta: 1 day, 0:53:09, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6758, decode.loss_mask: 0.7486, decode.loss_dice: 1.0685, decode.d0.loss_cls: 1.6426, decode.d0.loss_mask: 0.7789, decode.d0.loss_dice: 1.1847, decode.d1.loss_cls: 0.7811, decode.d1.loss_mask: 0.7708, decode.d1.loss_dice: 1.1180, decode.d2.loss_cls: 0.7100, decode.d2.loss_mask: 0.7517, decode.d2.loss_dice: 1.0949, decode.d3.loss_cls: 0.7007, decode.d3.loss_mask: 0.7515, decode.d3.loss_dice: 1.0767, decode.d4.loss_cls: 0.6901, decode.d4.loss_mask: 0.7514, decode.d4.loss_dice: 1.0743, decode.d5.loss_cls: 0.6816, decode.d5.loss_mask: 0.7511, decode.d5.loss_dice: 1.0734, decode.d6.loss_cls: 0.6713, decode.d6.loss_mask: 0.7497, decode.d6.loss_dice: 1.0725, decode.d7.loss_cls: 0.6694, decode.d7.loss_mask: 0.7497, decode.d7.loss_dice: 1.0651, decode.d8.loss_cls: 0.6667, decode.d8.loss_mask: 0.7501, decode.d8.loss_dice: 1.0690, loss: 26.3402, grad_norm: 59.1519 2023-12-25 19:22:49,796 - mmseg - INFO - Iter [14950/160000] lr: 9.066e-05, eta: 1 day, 0:49:33, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6944, decode.loss_mask: 0.7448, decode.loss_dice: 1.0801, decode.d0.loss_cls: 1.6842, decode.d0.loss_mask: 0.7834, decode.d0.loss_dice: 1.2347, decode.d1.loss_cls: 0.7968, decode.d1.loss_mask: 0.7713, decode.d1.loss_dice: 1.1613, decode.d2.loss_cls: 0.7307, decode.d2.loss_mask: 0.7551, decode.d2.loss_dice: 1.1145, decode.d3.loss_cls: 0.7199, decode.d3.loss_mask: 0.7473, decode.d3.loss_dice: 1.0842, decode.d4.loss_cls: 0.7034, decode.d4.loss_mask: 0.7454, decode.d4.loss_dice: 1.0883, decode.d5.loss_cls: 0.6966, decode.d5.loss_mask: 0.7464, decode.d5.loss_dice: 1.0846, decode.d6.loss_cls: 0.6964, decode.d6.loss_mask: 0.7413, decode.d6.loss_dice: 1.0768, decode.d7.loss_cls: 0.6922, decode.d7.loss_mask: 0.7440, decode.d7.loss_dice: 1.0811, decode.d8.loss_cls: 0.6912, decode.d8.loss_mask: 0.7453, decode.d8.loss_dice: 1.0801, loss: 26.7157, grad_norm: 64.3617 2023-12-25 19:23:14,171 - mmseg - INFO - Saving checkpoint at 15000 iterations 2023-12-25 19:23:16,593 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 19:23:16,594 - mmseg - INFO - Iter [15000/160000] lr: 9.063e-05, eta: 1 day, 0:47:06, time: 0.536, data_time: 0.012, memory: 40245, decode.loss_cls: 0.7096, decode.loss_mask: 0.7158, decode.loss_dice: 1.0598, decode.d0.loss_cls: 1.7096, decode.d0.loss_mask: 0.7588, decode.d0.loss_dice: 1.2022, decode.d1.loss_cls: 0.8201, decode.d1.loss_mask: 0.7514, decode.d1.loss_dice: 1.1382, decode.d2.loss_cls: 0.7498, decode.d2.loss_mask: 0.7296, decode.d2.loss_dice: 1.1030, decode.d3.loss_cls: 0.7358, decode.d3.loss_mask: 0.7244, decode.d3.loss_dice: 1.0733, decode.d4.loss_cls: 0.7220, decode.d4.loss_mask: 0.7205, decode.d4.loss_dice: 1.0763, decode.d5.loss_cls: 0.7199, decode.d5.loss_mask: 0.7181, decode.d5.loss_dice: 1.0680, decode.d6.loss_cls: 0.7159, decode.d6.loss_mask: 0.7218, decode.d6.loss_dice: 1.0610, decode.d7.loss_cls: 0.7130, decode.d7.loss_mask: 0.7197, decode.d7.loss_dice: 1.0613, decode.d8.loss_cls: 0.7139, decode.d8.loss_mask: 0.7180, decode.d8.loss_dice: 1.0567, loss: 26.4879, grad_norm: 60.6186 2023-12-25 19:23:38,332 - mmseg - INFO - per class results: 2023-12-25 19:23:38,338 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.31 | 84.41 | | building | 82.02 | 88.53 | | sky | 94.48 | 96.23 | | floor | 79.69 | 88.53 | | tree | 74.94 | 90.41 | | ceiling | 84.14 | 94.14 | | road | 82.87 | 87.3 | | bed | 89.36 | 93.45 | | windowpane | 61.13 | 82.12 | | grass | 55.35 | 66.03 | | cabinet | 58.51 | 70.31 | | sidewalk | 63.88 | 81.4 | | person | 83.08 | 87.63 | | earth | 37.58 | 52.25 | | door | 44.09 | 73.05 | | table | 56.92 | 72.43 | | mountain | 49.16 | 57.14 | | plant | 50.05 | 65.18 | | curtain | 76.27 | 87.22 | | chair | 46.78 | 56.64 | | car | 85.66 | 93.86 | | water | 49.0 | 72.04 | | painting | 68.14 | 87.05 | | sofa | 63.75 | 84.96 | | shelf | 40.84 | 59.72 | | house | 42.13 | 61.86 | | sea | 42.11 | 56.67 | | mirror | 64.69 | 82.48 | | rug | 59.98 | 85.05 | | field | 23.09 | 62.47 | | armchair | 33.61 | 65.04 | | seat | 58.86 | 77.34 | | fence | 47.12 | 67.95 | | desk | 38.74 | 54.98 | | rock | 40.97 | 85.54 | | wardrobe | 39.39 | 59.39 | | lamp | 65.74 | 76.88 | | bathtub | 82.02 | 90.41 | | railing | 29.89 | 50.17 | | cushion | 60.98 | 80.55 | | base | 22.61 | 28.76 | | box | 24.37 | 44.74 | | column | 42.31 | 75.91 | | signboard | 38.19 | 61.2 | | chest of drawers | 46.88 | 61.45 | | counter | 25.81 | 32.19 | | sand | 36.53 | 49.44 | | sink | 73.74 | 83.29 | | skyscraper | 43.24 | 60.69 | | fireplace | 64.54 | 95.75 | | refrigerator | 71.57 | 80.03 | | grandstand | 57.64 | 77.41 | | path | 21.34 | 26.83 | | stairs | 27.28 | 33.57 | | runway | 59.47 | 75.29 | | case | 39.42 | 69.32 | | pool table | 93.5 | 96.43 | | pillow | 56.89 | 69.97 | | screen door | 59.81 | 65.38 | | stairway | 23.68 | 46.5 | | river | 4.28 | 4.86 | | bridge | 74.92 | 86.36 | | bookcase | 30.32 | 45.3 | | blind | 39.23 | 42.43 | | coffee table | 53.8 | 88.46 | | toilet | 85.88 | 90.09 | | flower | 31.76 | 54.13 | | book | 49.47 | 74.81 | | hill | 7.38 | 7.67 | | bench | 46.24 | 68.57 | | countertop | 53.86 | 72.36 | | stove | 77.95 | 86.74 | | palm | 48.13 | 67.51 | | kitchen island | 32.59 | 85.99 | | computer | 77.02 | 91.82 | | swivel chair | 40.04 | 62.56 | | boat | 68.76 | 83.52 | | bar | 21.08 | 27.77 | | arcade machine | 72.9 | 96.89 | | hovel | 0.0 | 0.0 | | bus | 91.23 | 95.85 | | towel | 63.58 | 84.99 | | light | 55.54 | 80.21 | | truck | 30.16 | 65.65 | | tower | 6.59 | 11.38 | | chandelier | 61.78 | 82.42 | | awning | 29.8 | 47.5 | | streetlight | 36.0 | 53.19 | | booth | 36.73 | 37.04 | | television receiver | 68.08 | 81.04 | | airplane | 60.46 | 71.04 | | dirt track | 0.0 | 0.0 | | apparel | 36.13 | 61.95 | | pole | 29.47 | 54.82 | | land | 0.32 | 0.33 | | bannister | 14.24 | 31.56 | | escalator | 15.71 | 16.3 | | ottoman | 48.69 | 65.51 | | bottle | 27.94 | 36.05 | | buffet | 34.87 | 46.25 | | poster | 17.69 | 18.88 | | stage | 7.33 | 15.99 | | van | 49.73 | 66.04 | | ship | 0.48 | 0.49 | | fountain | 3.94 | 5.28 | | conveyer belt | 51.12 | 65.07 | | canopy | 13.58 | 21.95 | | washer | 35.3 | 75.8 | | plaything | 30.03 | 37.01 | | swimming pool | 20.8 | 43.06 | | stool | 38.41 | 69.89 | | barrel | 36.25 | 88.8 | | basket | 38.23 | 55.42 | | waterfall | 44.14 | 59.75 | | tent | 71.28 | 97.95 | | bag | 23.47 | 32.77 | | minibike | 65.99 | 88.13 | | cradle | 80.09 | 90.8 | | oven | 53.71 | 66.17 | | ball | 45.45 | 69.89 | | food | 64.59 | 73.3 | | step | 15.19 | 22.36 | | tank | 6.62 | 8.22 | | trade name | 31.32 | 49.59 | | microwave | 44.49 | 55.54 | | pot | 54.46 | 76.79 | | animal | 60.96 | 62.86 | | bicycle | 59.97 | 81.52 | | lake | 0.0 | 0.0 | | dishwasher | 67.28 | 77.69 | | screen | 67.12 | 92.25 | | blanket | 21.64 | 43.96 | | sculpture | 52.33 | 81.75 | | hood | 54.73 | 71.94 | | sconce | 44.54 | 63.64 | | vase | 47.06 | 67.57 | | traffic light | 34.22 | 60.63 | | tray | 10.71 | 15.83 | | ashcan | 41.36 | 64.53 | | fan | 58.26 | 85.01 | | pier | 16.18 | 27.95 | | crt screen | 4.67 | 5.3 | | plate | 49.96 | 86.57 | | monitor | 69.01 | 77.26 | | bulletin board | 48.41 | 65.89 | | shower | 7.54 | 11.8 | | radiator | 56.91 | 74.29 | | glass | 21.51 | 25.07 | | clock | 29.52 | 45.52 | | flag | 45.67 | 59.1 | +---------------------+-------+-------+ 2023-12-25 19:23:38,338 - mmseg - INFO - Summary: 2023-12-25 19:23:38,338 - mmseg - INFO - +------+-------+-------+ | aAcc | mIoU | mAcc | +------+-------+-------+ | 81.3 | 45.93 | 61.51 | +------+-------+-------+ 2023-12-25 19:23:38,388 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/FlashInternImage/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_10000.pth was removed 2023-12-25 19:23:40,628 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_15000.pth. 2023-12-25 19:23:40,629 - mmseg - INFO - Best mIoU is 0.4593 at 15000 iter. 2023-12-25 19:23:40,629 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 19:23:40,630 - mmseg - INFO - Iter(val) [250] aAcc: 0.8130, mIoU: 0.4593, mAcc: 0.6151, IoU.wall: 0.7731, IoU.building: 0.8202, IoU.sky: 0.9448, IoU.floor: 0.7969, IoU.tree: 0.7494, IoU.ceiling: 0.8414, IoU.road: 0.8287, IoU.bed : 0.8936, IoU.windowpane: 0.6113, IoU.grass: 0.5535, IoU.cabinet: 0.5851, IoU.sidewalk: 0.6388, IoU.person: 0.8308, IoU.earth: 0.3758, IoU.door: 0.4409, IoU.table: 0.5692, IoU.mountain: 0.4916, IoU.plant: 0.5005, IoU.curtain: 0.7627, IoU.chair: 0.4678, IoU.car: 0.8566, IoU.water: 0.4900, IoU.painting: 0.6814, IoU.sofa: 0.6375, IoU.shelf: 0.4084, IoU.house: 0.4213, IoU.sea: 0.4211, IoU.mirror: 0.6469, IoU.rug: 0.5998, IoU.field: 0.2309, IoU.armchair: 0.3361, IoU.seat: 0.5886, IoU.fence: 0.4712, IoU.desk: 0.3874, IoU.rock: 0.4097, IoU.wardrobe: 0.3939, IoU.lamp: 0.6574, IoU.bathtub: 0.8202, IoU.railing: 0.2989, IoU.cushion: 0.6098, IoU.base: 0.2261, IoU.box: 0.2437, IoU.column: 0.4231, IoU.signboard: 0.3819, IoU.chest of drawers: 0.4688, IoU.counter: 0.2581, IoU.sand: 0.3653, IoU.sink: 0.7374, IoU.skyscraper: 0.4324, IoU.fireplace: 0.6454, IoU.refrigerator: 0.7157, IoU.grandstand: 0.5764, IoU.path: 0.2134, IoU.stairs: 0.2728, IoU.runway: 0.5947, IoU.case: 0.3942, IoU.pool table: 0.9350, IoU.pillow: 0.5689, IoU.screen door: 0.5981, IoU.stairway: 0.2368, IoU.river: 0.0428, IoU.bridge: 0.7492, IoU.bookcase: 0.3032, IoU.blind: 0.3923, IoU.coffee table: 0.5380, IoU.toilet: 0.8588, IoU.flower: 0.3176, IoU.book: 0.4947, IoU.hill: 0.0738, IoU.bench: 0.4624, IoU.countertop: 0.5386, IoU.stove: 0.7795, IoU.palm: 0.4813, IoU.kitchen island: 0.3259, IoU.computer: 0.7702, IoU.swivel chair: 0.4004, IoU.boat: 0.6876, IoU.bar: 0.2108, IoU.arcade machine: 0.7290, IoU.hovel: 0.0000, IoU.bus: 0.9123, IoU.towel: 0.6358, IoU.light: 0.5554, IoU.truck: 0.3016, IoU.tower: 0.0659, IoU.chandelier: 0.6178, IoU.awning: 0.2980, IoU.streetlight: 0.3600, IoU.booth: 0.3673, IoU.television receiver: 0.6808, IoU.airplane: 0.6046, IoU.dirt track: 0.0000, IoU.apparel: 0.3613, IoU.pole: 0.2947, IoU.land: 0.0032, IoU.bannister: 0.1424, IoU.escalator: 0.1571, IoU.ottoman: 0.4869, IoU.bottle: 0.2794, IoU.buffet: 0.3487, IoU.poster: 0.1769, IoU.stage: 0.0733, IoU.van: 0.4973, IoU.ship: 0.0048, IoU.fountain: 0.0394, IoU.conveyer belt: 0.5112, IoU.canopy: 0.1358, IoU.washer: 0.3530, IoU.plaything: 0.3003, IoU.swimming pool: 0.2080, IoU.stool: 0.3841, IoU.barrel: 0.3625, IoU.basket: 0.3823, IoU.waterfall: 0.4414, IoU.tent: 0.7128, IoU.bag: 0.2347, IoU.minibike: 0.6599, IoU.cradle: 0.8009, IoU.oven: 0.5371, IoU.ball: 0.4545, IoU.food: 0.6459, IoU.step: 0.1519, IoU.tank: 0.0662, IoU.trade name: 0.3132, IoU.microwave: 0.4449, IoU.pot: 0.5446, IoU.animal: 0.6096, IoU.bicycle: 0.5997, IoU.lake: 0.0000, IoU.dishwasher: 0.6728, IoU.screen: 0.6712, IoU.blanket: 0.2164, IoU.sculpture: 0.5233, IoU.hood: 0.5473, IoU.sconce: 0.4454, IoU.vase: 0.4706, IoU.traffic light: 0.3422, IoU.tray: 0.1071, IoU.ashcan: 0.4136, IoU.fan: 0.5826, IoU.pier: 0.1618, IoU.crt screen: 0.0467, IoU.plate: 0.4996, IoU.monitor: 0.6901, IoU.bulletin board: 0.4841, IoU.shower: 0.0754, IoU.radiator: 0.5691, IoU.glass: 0.2151, IoU.clock: 0.2952, IoU.flag: 0.4567, Acc.wall: 0.8441, Acc.building: 0.8853, Acc.sky: 0.9623, Acc.floor: 0.8853, Acc.tree: 0.9041, Acc.ceiling: 0.9414, Acc.road: 0.8730, Acc.bed : 0.9345, Acc.windowpane: 0.8212, Acc.grass: 0.6603, Acc.cabinet: 0.7031, Acc.sidewalk: 0.8140, Acc.person: 0.8763, Acc.earth: 0.5225, Acc.door: 0.7305, Acc.table: 0.7243, Acc.mountain: 0.5714, Acc.plant: 0.6518, Acc.curtain: 0.8722, Acc.chair: 0.5664, Acc.car: 0.9386, Acc.water: 0.7204, Acc.painting: 0.8705, Acc.sofa: 0.8496, Acc.shelf: 0.5972, Acc.house: 0.6186, Acc.sea: 0.5667, Acc.mirror: 0.8248, Acc.rug: 0.8505, Acc.field: 0.6247, Acc.armchair: 0.6504, Acc.seat: 0.7734, Acc.fence: 0.6795, Acc.desk: 0.5498, Acc.rock: 0.8554, Acc.wardrobe: 0.5939, Acc.lamp: 0.7688, Acc.bathtub: 0.9041, Acc.railing: 0.5017, Acc.cushion: 0.8055, Acc.base: 0.2876, Acc.box: 0.4474, Acc.column: 0.7591, Acc.signboard: 0.6120, Acc.chest of drawers: 0.6145, Acc.counter: 0.3219, Acc.sand: 0.4944, Acc.sink: 0.8329, Acc.skyscraper: 0.6069, Acc.fireplace: 0.9575, Acc.refrigerator: 0.8003, Acc.grandstand: 0.7741, Acc.path: 0.2683, Acc.stairs: 0.3357, Acc.runway: 0.7529, Acc.case: 0.6932, Acc.pool table: 0.9643, Acc.pillow: 0.6997, Acc.screen door: 0.6538, Acc.stairway: 0.4650, Acc.river: 0.0486, Acc.bridge: 0.8636, Acc.bookcase: 0.4530, Acc.blind: 0.4243, Acc.coffee table: 0.8846, Acc.toilet: 0.9009, Acc.flower: 0.5413, Acc.book: 0.7481, Acc.hill: 0.0767, Acc.bench: 0.6857, Acc.countertop: 0.7236, Acc.stove: 0.8674, Acc.palm: 0.6751, Acc.kitchen island: 0.8599, Acc.computer: 0.9182, Acc.swivel chair: 0.6256, Acc.boat: 0.8352, Acc.bar: 0.2777, Acc.arcade machine: 0.9689, Acc.hovel: 0.0000, Acc.bus: 0.9585, Acc.towel: 0.8499, Acc.light: 0.8021, Acc.truck: 0.6565, Acc.tower: 0.1138, Acc.chandelier: 0.8242, Acc.awning: 0.4750, Acc.streetlight: 0.5319, Acc.booth: 0.3704, Acc.television receiver: 0.8104, Acc.airplane: 0.7104, Acc.dirt track: 0.0000, Acc.apparel: 0.6195, Acc.pole: 0.5482, Acc.land: 0.0033, Acc.bannister: 0.3156, Acc.escalator: 0.1630, Acc.ottoman: 0.6551, Acc.bottle: 0.3605, Acc.buffet: 0.4625, Acc.poster: 0.1888, Acc.stage: 0.1599, Acc.van: 0.6604, Acc.ship: 0.0049, Acc.fountain: 0.0528, Acc.conveyer belt: 0.6507, Acc.canopy: 0.2195, Acc.washer: 0.7580, Acc.plaything: 0.3701, Acc.swimming pool: 0.4306, Acc.stool: 0.6989, Acc.barrel: 0.8880, Acc.basket: 0.5542, Acc.waterfall: 0.5975, Acc.tent: 0.9795, Acc.bag: 0.3277, Acc.minibike: 0.8813, Acc.cradle: 0.9080, Acc.oven: 0.6617, Acc.ball: 0.6989, Acc.food: 0.7330, Acc.step: 0.2236, Acc.tank: 0.0822, Acc.trade name: 0.4959, Acc.microwave: 0.5554, Acc.pot: 0.7679, Acc.animal: 0.6286, Acc.bicycle: 0.8152, Acc.lake: 0.0000, Acc.dishwasher: 0.7769, Acc.screen: 0.9225, Acc.blanket: 0.4396, Acc.sculpture: 0.8175, Acc.hood: 0.7194, Acc.sconce: 0.6364, Acc.vase: 0.6757, Acc.traffic light: 0.6063, Acc.tray: 0.1583, Acc.ashcan: 0.6453, Acc.fan: 0.8501, Acc.pier: 0.2795, Acc.crt screen: 0.0530, Acc.plate: 0.8657, Acc.monitor: 0.7726, Acc.bulletin board: 0.6589, Acc.shower: 0.1180, Acc.radiator: 0.7429, Acc.glass: 0.2507, Acc.clock: 0.4552, Acc.flag: 0.5910 2023-12-25 19:24:05,094 - mmseg - INFO - Iter [15050/160000] lr: 9.059e-05, eta: 1 day, 0:55:04, time: 0.970, data_time: 0.494, memory: 40245, decode.loss_cls: 0.7371, decode.loss_mask: 0.7449, decode.loss_dice: 1.0906, decode.d0.loss_cls: 1.7460, decode.d0.loss_mask: 0.7798, decode.d0.loss_dice: 1.2335, decode.d1.loss_cls: 0.8494, decode.d1.loss_mask: 0.7653, decode.d1.loss_dice: 1.1714, decode.d2.loss_cls: 0.7821, decode.d2.loss_mask: 0.7565, decode.d2.loss_dice: 1.1352, decode.d3.loss_cls: 0.7563, decode.d3.loss_mask: 0.7511, decode.d3.loss_dice: 1.1102, decode.d4.loss_cls: 0.7477, decode.d4.loss_mask: 0.7548, decode.d4.loss_dice: 1.1029, decode.d5.loss_cls: 0.7413, decode.d5.loss_mask: 0.7490, decode.d5.loss_dice: 1.1069, decode.d6.loss_cls: 0.7403, decode.d6.loss_mask: 0.7493, decode.d6.loss_dice: 1.0898, decode.d7.loss_cls: 0.7420, decode.d7.loss_mask: 0.7470, decode.d7.loss_dice: 1.0943, decode.d8.loss_cls: 0.7463, decode.d8.loss_mask: 0.7464, decode.d8.loss_dice: 1.0946, loss: 27.3619, grad_norm: 55.0360 2023-12-25 19:24:31,996 - mmseg - INFO - Iter [15100/160000] lr: 9.056e-05, eta: 1 day, 0:52:38, time: 0.538, data_time: 0.060, memory: 40245, decode.loss_cls: 0.7021, decode.loss_mask: 0.7170, decode.loss_dice: 1.0529, decode.d0.loss_cls: 1.7082, decode.d0.loss_mask: 0.7570, decode.d0.loss_dice: 1.2022, decode.d1.loss_cls: 0.8186, decode.d1.loss_mask: 0.7487, decode.d1.loss_dice: 1.1326, decode.d2.loss_cls: 0.7571, decode.d2.loss_mask: 0.7300, decode.d2.loss_dice: 1.0937, decode.d3.loss_cls: 0.7370, decode.d3.loss_mask: 0.7173, decode.d3.loss_dice: 1.0623, decode.d4.loss_cls: 0.7264, decode.d4.loss_mask: 0.7186, decode.d4.loss_dice: 1.0655, decode.d5.loss_cls: 0.7117, decode.d5.loss_mask: 0.7217, decode.d5.loss_dice: 1.0669, decode.d6.loss_cls: 0.7068, decode.d6.loss_mask: 0.7167, decode.d6.loss_dice: 1.0594, decode.d7.loss_cls: 0.7048, decode.d7.loss_mask: 0.7168, decode.d7.loss_dice: 1.0591, decode.d8.loss_cls: 0.6982, decode.d8.loss_mask: 0.7197, decode.d8.loss_dice: 1.0570, loss: 26.3858, grad_norm: 63.4225 2023-12-25 19:24:56,720 - mmseg - INFO - Iter [15150/160000] lr: 9.053e-05, eta: 1 day, 0:49:13, time: 0.495, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6747, decode.loss_mask: 0.7399, decode.loss_dice: 1.0495, decode.d0.loss_cls: 1.6394, decode.d0.loss_mask: 0.7796, decode.d0.loss_dice: 1.1815, decode.d1.loss_cls: 0.7750, decode.d1.loss_mask: 0.7610, decode.d1.loss_dice: 1.1158, decode.d2.loss_cls: 0.7066, decode.d2.loss_mask: 0.7469, decode.d2.loss_dice: 1.0734, decode.d3.loss_cls: 0.6942, decode.d3.loss_mask: 0.7416, decode.d3.loss_dice: 1.0584, decode.d4.loss_cls: 0.6862, decode.d4.loss_mask: 0.7374, decode.d4.loss_dice: 1.0602, decode.d5.loss_cls: 0.6741, decode.d5.loss_mask: 0.7414, decode.d5.loss_dice: 1.0555, decode.d6.loss_cls: 0.6748, decode.d6.loss_mask: 0.7372, decode.d6.loss_dice: 1.0425, decode.d7.loss_cls: 0.6720, decode.d7.loss_mask: 0.7417, decode.d7.loss_dice: 1.0512, decode.d8.loss_cls: 0.6650, decode.d8.loss_mask: 0.7412, decode.d8.loss_dice: 1.0490, loss: 26.0669, grad_norm: 56.7904 2023-12-25 19:25:21,233 - mmseg - INFO - Iter [15200/160000] lr: 9.050e-05, eta: 1 day, 0:45:46, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7065, decode.loss_mask: 0.7165, decode.loss_dice: 1.0360, decode.d0.loss_cls: 1.6629, decode.d0.loss_mask: 0.7638, decode.d0.loss_dice: 1.1751, decode.d1.loss_cls: 0.8203, decode.d1.loss_mask: 0.7473, decode.d1.loss_dice: 1.1113, decode.d2.loss_cls: 0.7438, decode.d2.loss_mask: 0.7320, decode.d2.loss_dice: 1.0759, decode.d3.loss_cls: 0.7256, decode.d3.loss_mask: 0.7301, decode.d3.loss_dice: 1.0464, decode.d4.loss_cls: 0.7200, decode.d4.loss_mask: 0.7285, decode.d4.loss_dice: 1.0510, decode.d5.loss_cls: 0.7109, decode.d5.loss_mask: 0.7227, decode.d5.loss_dice: 1.0521, decode.d6.loss_cls: 0.7060, decode.d6.loss_mask: 0.7186, decode.d6.loss_dice: 1.0425, decode.d7.loss_cls: 0.7080, decode.d7.loss_mask: 0.7187, decode.d7.loss_dice: 1.0421, decode.d8.loss_cls: 0.7063, decode.d8.loss_mask: 0.7177, decode.d8.loss_dice: 1.0468, loss: 26.1855, grad_norm: 66.9800 2023-12-25 19:25:45,780 - mmseg - INFO - Iter [15250/160000] lr: 9.047e-05, eta: 1 day, 0:42:24, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7113, decode.loss_mask: 0.7205, decode.loss_dice: 1.0683, decode.d0.loss_cls: 1.7243, decode.d0.loss_mask: 0.7581, decode.d0.loss_dice: 1.2127, decode.d1.loss_cls: 0.8210, decode.d1.loss_mask: 0.7483, decode.d1.loss_dice: 1.1391, decode.d2.loss_cls: 0.7567, decode.d2.loss_mask: 0.7287, decode.d2.loss_dice: 1.1043, decode.d3.loss_cls: 0.7370, decode.d3.loss_mask: 0.7187, decode.d3.loss_dice: 1.0790, decode.d4.loss_cls: 0.7289, decode.d4.loss_mask: 0.7202, decode.d4.loss_dice: 1.0801, decode.d5.loss_cls: 0.7226, decode.d5.loss_mask: 0.7234, decode.d5.loss_dice: 1.0755, decode.d6.loss_cls: 0.7254, decode.d6.loss_mask: 0.7178, decode.d6.loss_dice: 1.0617, decode.d7.loss_cls: 0.7121, decode.d7.loss_mask: 0.7202, decode.d7.loss_dice: 1.0658, decode.d8.loss_cls: 0.7174, decode.d8.loss_mask: 0.7166, decode.d8.loss_dice: 1.0692, loss: 26.5851, grad_norm: 59.9827 2023-12-25 19:26:10,272 - mmseg - INFO - Iter [15300/160000] lr: 9.044e-05, eta: 1 day, 0:39:03, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6794, decode.loss_mask: 0.7456, decode.loss_dice: 1.0476, decode.d0.loss_cls: 1.6695, decode.d0.loss_mask: 0.7740, decode.d0.loss_dice: 1.1879, decode.d1.loss_cls: 0.7912, decode.d1.loss_mask: 0.7718, decode.d1.loss_dice: 1.1327, decode.d2.loss_cls: 0.7339, decode.d2.loss_mask: 0.7532, decode.d2.loss_dice: 1.0915, decode.d3.loss_cls: 0.7073, decode.d3.loss_mask: 0.7462, decode.d3.loss_dice: 1.0723, decode.d4.loss_cls: 0.7003, decode.d4.loss_mask: 0.7478, decode.d4.loss_dice: 1.0672, decode.d5.loss_cls: 0.6879, decode.d5.loss_mask: 0.7492, decode.d5.loss_dice: 1.0647, decode.d6.loss_cls: 0.6755, decode.d6.loss_mask: 0.7466, decode.d6.loss_dice: 1.0536, decode.d7.loss_cls: 0.6737, decode.d7.loss_mask: 0.7459, decode.d7.loss_dice: 1.0532, decode.d8.loss_cls: 0.6759, decode.d8.loss_mask: 0.7438, decode.d8.loss_dice: 1.0580, loss: 26.3476, grad_norm: 62.1308 2023-12-25 19:26:34,848 - mmseg - INFO - Iter [15350/160000] lr: 9.041e-05, eta: 1 day, 0:35:48, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6884, decode.loss_mask: 0.7182, decode.loss_dice: 1.0613, decode.d0.loss_cls: 1.6820, decode.d0.loss_mask: 0.7571, decode.d0.loss_dice: 1.1908, decode.d1.loss_cls: 0.8050, decode.d1.loss_mask: 0.7451, decode.d1.loss_dice: 1.1218, decode.d2.loss_cls: 0.7442, decode.d2.loss_mask: 0.7263, decode.d2.loss_dice: 1.0830, decode.d3.loss_cls: 0.7242, decode.d3.loss_mask: 0.7245, decode.d3.loss_dice: 1.0641, decode.d4.loss_cls: 0.7089, decode.d4.loss_mask: 0.7224, decode.d4.loss_dice: 1.0653, decode.d5.loss_cls: 0.6965, decode.d5.loss_mask: 0.7214, decode.d5.loss_dice: 1.0696, decode.d6.loss_cls: 0.6972, decode.d6.loss_mask: 0.7139, decode.d6.loss_dice: 1.0557, decode.d7.loss_cls: 0.6908, decode.d7.loss_mask: 0.7131, decode.d7.loss_dice: 1.0618, decode.d8.loss_cls: 0.6955, decode.d8.loss_mask: 0.7184, decode.d8.loss_dice: 1.0545, loss: 26.2211, grad_norm: 59.4604 2023-12-25 19:27:00,469 - mmseg - INFO - Iter [15400/160000] lr: 9.038e-05, eta: 1 day, 0:33:03, time: 0.512, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6881, decode.loss_mask: 0.7423, decode.loss_dice: 1.0378, decode.d0.loss_cls: 1.6733, decode.d0.loss_mask: 0.7823, decode.d0.loss_dice: 1.1833, decode.d1.loss_cls: 0.8081, decode.d1.loss_mask: 0.7711, decode.d1.loss_dice: 1.1180, decode.d2.loss_cls: 0.7330, decode.d2.loss_mask: 0.7518, decode.d2.loss_dice: 1.0776, decode.d3.loss_cls: 0.7130, decode.d3.loss_mask: 0.7472, decode.d3.loss_dice: 1.0549, decode.d4.loss_cls: 0.6993, decode.d4.loss_mask: 0.7440, decode.d4.loss_dice: 1.0560, decode.d5.loss_cls: 0.6939, decode.d5.loss_mask: 0.7458, decode.d5.loss_dice: 1.0518, decode.d6.loss_cls: 0.6942, decode.d6.loss_mask: 0.7425, decode.d6.loss_dice: 1.0389, decode.d7.loss_cls: 0.6906, decode.d7.loss_mask: 0.7409, decode.d7.loss_dice: 1.0344, decode.d8.loss_cls: 0.6883, decode.d8.loss_mask: 0.7418, decode.d8.loss_dice: 1.0437, loss: 26.2880, grad_norm: 62.4405 2023-12-25 19:27:27,736 - mmseg - INFO - Iter [15450/160000] lr: 9.034e-05, eta: 1 day, 0:31:06, time: 0.545, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6883, decode.loss_mask: 0.7462, decode.loss_dice: 1.0615, decode.d0.loss_cls: 1.7078, decode.d0.loss_mask: 0.7809, decode.d0.loss_dice: 1.1935, decode.d1.loss_cls: 0.8059, decode.d1.loss_mask: 0.7678, decode.d1.loss_dice: 1.1369, decode.d2.loss_cls: 0.7304, decode.d2.loss_mask: 0.7543, decode.d2.loss_dice: 1.0912, decode.d3.loss_cls: 0.7146, decode.d3.loss_mask: 0.7492, decode.d3.loss_dice: 1.0725, decode.d4.loss_cls: 0.7074, decode.d4.loss_mask: 0.7447, decode.d4.loss_dice: 1.0743, decode.d5.loss_cls: 0.6953, decode.d5.loss_mask: 0.7453, decode.d5.loss_dice: 1.0655, decode.d6.loss_cls: 0.7015, decode.d6.loss_mask: 0.7442, decode.d6.loss_dice: 1.0526, decode.d7.loss_cls: 0.6898, decode.d7.loss_mask: 0.7417, decode.d7.loss_dice: 1.0615, decode.d8.loss_cls: 0.6948, decode.d8.loss_mask: 0.7417, decode.d8.loss_dice: 1.0584, loss: 26.5196, grad_norm: 64.4725 2023-12-25 19:27:52,149 - mmseg - INFO - Iter [15500/160000] lr: 9.031e-05, eta: 1 day, 0:27:54, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6997, decode.loss_mask: 0.7314, decode.loss_dice: 1.0432, decode.d0.loss_cls: 1.6465, decode.d0.loss_mask: 0.7759, decode.d0.loss_dice: 1.1943, decode.d1.loss_cls: 0.8099, decode.d1.loss_mask: 0.7595, decode.d1.loss_dice: 1.1374, decode.d2.loss_cls: 0.7452, decode.d2.loss_mask: 0.7387, decode.d2.loss_dice: 1.0841, decode.d3.loss_cls: 0.7237, decode.d3.loss_mask: 0.7358, decode.d3.loss_dice: 1.0577, decode.d4.loss_cls: 0.7123, decode.d4.loss_mask: 0.7360, decode.d4.loss_dice: 1.0563, decode.d5.loss_cls: 0.7092, decode.d5.loss_mask: 0.7364, decode.d5.loss_dice: 1.0573, decode.d6.loss_cls: 0.7027, decode.d6.loss_mask: 0.7313, decode.d6.loss_dice: 1.0475, decode.d7.loss_cls: 0.7016, decode.d7.loss_mask: 0.7339, decode.d7.loss_dice: 1.0450, decode.d8.loss_cls: 0.6850, decode.d8.loss_mask: 0.7380, decode.d8.loss_dice: 1.0474, loss: 26.3232, grad_norm: 55.8687 2023-12-25 19:28:16,488 - mmseg - INFO - Iter [15550/160000] lr: 9.028e-05, eta: 1 day, 0:24:44, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6983, decode.loss_mask: 0.7485, decode.loss_dice: 1.0476, decode.d0.loss_cls: 1.6183, decode.d0.loss_mask: 0.7999, decode.d0.loss_dice: 1.1987, decode.d1.loss_cls: 0.7864, decode.d1.loss_mask: 0.7802, decode.d1.loss_dice: 1.1348, decode.d2.loss_cls: 0.7260, decode.d2.loss_mask: 0.7641, decode.d2.loss_dice: 1.0828, decode.d3.loss_cls: 0.7139, decode.d3.loss_mask: 0.7600, decode.d3.loss_dice: 1.0643, decode.d4.loss_cls: 0.6981, decode.d4.loss_mask: 0.7602, decode.d4.loss_dice: 1.0611, decode.d5.loss_cls: 0.6929, decode.d5.loss_mask: 0.7540, decode.d5.loss_dice: 1.0606, decode.d6.loss_cls: 0.6973, decode.d6.loss_mask: 0.7518, decode.d6.loss_dice: 1.0499, decode.d7.loss_cls: 0.6902, decode.d7.loss_mask: 0.7524, decode.d7.loss_dice: 1.0554, decode.d8.loss_cls: 0.6935, decode.d8.loss_mask: 0.7525, decode.d8.loss_dice: 1.0556, loss: 26.4491, grad_norm: 61.3084 2023-12-25 19:28:40,954 - mmseg - INFO - Iter [15600/160000] lr: 9.025e-05, eta: 1 day, 0:21:40, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6744, decode.loss_mask: 0.7210, decode.loss_dice: 1.0419, decode.d0.loss_cls: 1.6847, decode.d0.loss_mask: 0.7546, decode.d0.loss_dice: 1.1806, decode.d1.loss_cls: 0.7912, decode.d1.loss_mask: 0.7559, decode.d1.loss_dice: 1.1155, decode.d2.loss_cls: 0.7187, decode.d2.loss_mask: 0.7357, decode.d2.loss_dice: 1.0707, decode.d3.loss_cls: 0.7057, decode.d3.loss_mask: 0.7260, decode.d3.loss_dice: 1.0515, decode.d4.loss_cls: 0.7003, decode.d4.loss_mask: 0.7286, decode.d4.loss_dice: 1.0478, decode.d5.loss_cls: 0.6901, decode.d5.loss_mask: 0.7262, decode.d5.loss_dice: 1.0360, decode.d6.loss_cls: 0.6815, decode.d6.loss_mask: 0.7201, decode.d6.loss_dice: 1.0319, decode.d7.loss_cls: 0.6797, decode.d7.loss_mask: 0.7195, decode.d7.loss_dice: 1.0432, decode.d8.loss_cls: 0.6782, decode.d8.loss_mask: 0.7232, decode.d8.loss_dice: 1.0399, loss: 25.9744, grad_norm: 63.7387 2023-12-25 19:29:05,499 - mmseg - INFO - Iter [15650/160000] lr: 9.022e-05, eta: 1 day, 0:18:41, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7060, decode.loss_mask: 0.7542, decode.loss_dice: 1.0789, decode.d0.loss_cls: 1.7066, decode.d0.loss_mask: 0.8050, decode.d0.loss_dice: 1.2376, decode.d1.loss_cls: 0.8098, decode.d1.loss_mask: 0.7811, decode.d1.loss_dice: 1.1724, decode.d2.loss_cls: 0.7599, decode.d2.loss_mask: 0.7688, decode.d2.loss_dice: 1.1277, decode.d3.loss_cls: 0.7448, decode.d3.loss_mask: 0.7603, decode.d3.loss_dice: 1.1001, decode.d4.loss_cls: 0.7357, decode.d4.loss_mask: 0.7591, decode.d4.loss_dice: 1.0978, decode.d5.loss_cls: 0.7171, decode.d5.loss_mask: 0.7591, decode.d5.loss_dice: 1.1008, decode.d6.loss_cls: 0.7144, decode.d6.loss_mask: 0.7522, decode.d6.loss_dice: 1.0887, decode.d7.loss_cls: 0.7117, decode.d7.loss_mask: 0.7546, decode.d7.loss_dice: 1.0965, decode.d8.loss_cls: 0.7013, decode.d8.loss_mask: 0.7562, decode.d8.loss_dice: 1.0895, loss: 27.1477, grad_norm: 61.8438 2023-12-25 19:29:30,072 - mmseg - INFO - Iter [15700/160000] lr: 9.019e-05, eta: 1 day, 0:15:45, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6697, decode.loss_mask: 0.7230, decode.loss_dice: 1.0224, decode.d0.loss_cls: 1.6523, decode.d0.loss_mask: 0.7627, decode.d0.loss_dice: 1.1619, decode.d1.loss_cls: 0.7644, decode.d1.loss_mask: 0.7453, decode.d1.loss_dice: 1.0934, decode.d2.loss_cls: 0.7161, decode.d2.loss_mask: 0.7355, decode.d2.loss_dice: 1.0631, decode.d3.loss_cls: 0.6967, decode.d3.loss_mask: 0.7260, decode.d3.loss_dice: 1.0447, decode.d4.loss_cls: 0.6820, decode.d4.loss_mask: 0.7258, decode.d4.loss_dice: 1.0384, decode.d5.loss_cls: 0.6843, decode.d5.loss_mask: 0.7197, decode.d5.loss_dice: 1.0304, decode.d6.loss_cls: 0.6813, decode.d6.loss_mask: 0.7212, decode.d6.loss_dice: 1.0238, decode.d7.loss_cls: 0.6796, decode.d7.loss_mask: 0.7220, decode.d7.loss_dice: 1.0239, decode.d8.loss_cls: 0.6725, decode.d8.loss_mask: 0.7230, decode.d8.loss_dice: 1.0266, loss: 25.7318, grad_norm: 63.4319 2023-12-25 19:29:54,393 - mmseg - INFO - Iter [15750/160000] lr: 9.016e-05, eta: 1 day, 0:12:46, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6929, decode.loss_mask: 0.7342, decode.loss_dice: 1.0738, decode.d0.loss_cls: 1.6771, decode.d0.loss_mask: 0.7697, decode.d0.loss_dice: 1.2170, decode.d1.loss_cls: 0.8025, decode.d1.loss_mask: 0.7618, decode.d1.loss_dice: 1.1470, decode.d2.loss_cls: 0.7401, decode.d2.loss_mask: 0.7470, decode.d2.loss_dice: 1.1021, decode.d3.loss_cls: 0.7216, decode.d3.loss_mask: 0.7373, decode.d3.loss_dice: 1.0819, decode.d4.loss_cls: 0.7072, decode.d4.loss_mask: 0.7374, decode.d4.loss_dice: 1.0782, decode.d5.loss_cls: 0.7060, decode.d5.loss_mask: 0.7350, decode.d5.loss_dice: 1.0747, decode.d6.loss_cls: 0.6968, decode.d6.loss_mask: 0.7380, decode.d6.loss_dice: 1.0667, decode.d7.loss_cls: 0.6890, decode.d7.loss_mask: 0.7346, decode.d7.loss_dice: 1.0728, decode.d8.loss_cls: 0.6893, decode.d8.loss_mask: 0.7335, decode.d8.loss_dice: 1.0697, loss: 26.5350, grad_norm: 58.7478 2023-12-25 19:30:18,771 - mmseg - INFO - Iter [15800/160000] lr: 9.013e-05, eta: 1 day, 0:09:51, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7021, decode.loss_mask: 0.7372, decode.loss_dice: 1.0290, decode.d0.loss_cls: 1.6823, decode.d0.loss_mask: 0.7758, decode.d0.loss_dice: 1.1835, decode.d1.loss_cls: 0.8090, decode.d1.loss_mask: 0.7607, decode.d1.loss_dice: 1.1069, decode.d2.loss_cls: 0.7433, decode.d2.loss_mask: 0.7460, decode.d2.loss_dice: 1.0724, decode.d3.loss_cls: 0.7270, decode.d3.loss_mask: 0.7459, decode.d3.loss_dice: 1.0460, decode.d4.loss_cls: 0.7147, decode.d4.loss_mask: 0.7447, decode.d4.loss_dice: 1.0453, decode.d5.loss_cls: 0.7081, decode.d5.loss_mask: 0.7423, decode.d5.loss_dice: 1.0453, decode.d6.loss_cls: 0.6977, decode.d6.loss_mask: 0.7405, decode.d6.loss_dice: 1.0383, decode.d7.loss_cls: 0.6978, decode.d7.loss_mask: 0.7424, decode.d7.loss_dice: 1.0374, decode.d8.loss_cls: 0.6970, decode.d8.loss_mask: 0.7386, decode.d8.loss_dice: 1.0390, loss: 26.2964, grad_norm: 66.2309 2023-12-25 19:30:43,247 - mmseg - INFO - Iter [15850/160000] lr: 9.009e-05, eta: 1 day, 0:07:00, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6946, decode.loss_mask: 0.7381, decode.loss_dice: 1.0706, decode.d0.loss_cls: 1.6748, decode.d0.loss_mask: 0.7709, decode.d0.loss_dice: 1.2136, decode.d1.loss_cls: 0.7954, decode.d1.loss_mask: 0.7766, decode.d1.loss_dice: 1.1483, decode.d2.loss_cls: 0.7374, decode.d2.loss_mask: 0.7472, decode.d2.loss_dice: 1.0991, decode.d3.loss_cls: 0.7204, decode.d3.loss_mask: 0.7379, decode.d3.loss_dice: 1.0784, decode.d4.loss_cls: 0.6985, decode.d4.loss_mask: 0.7450, decode.d4.loss_dice: 1.0794, decode.d5.loss_cls: 0.6988, decode.d5.loss_mask: 0.7423, decode.d5.loss_dice: 1.0752, decode.d6.loss_cls: 0.6946, decode.d6.loss_mask: 0.7365, decode.d6.loss_dice: 1.0658, decode.d7.loss_cls: 0.6890, decode.d7.loss_mask: 0.7395, decode.d7.loss_dice: 1.0738, decode.d8.loss_cls: 0.6856, decode.d8.loss_mask: 0.7432, decode.d8.loss_dice: 1.0719, loss: 26.5424, grad_norm: 57.5953 2023-12-25 19:31:07,744 - mmseg - INFO - Iter [15900/160000] lr: 9.006e-05, eta: 1 day, 0:04:13, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7235, decode.loss_mask: 0.7281, decode.loss_dice: 1.0503, decode.d0.loss_cls: 1.7227, decode.d0.loss_mask: 0.7709, decode.d0.loss_dice: 1.1945, decode.d1.loss_cls: 0.8186, decode.d1.loss_mask: 0.7571, decode.d1.loss_dice: 1.1214, decode.d2.loss_cls: 0.7685, decode.d2.loss_mask: 0.7389, decode.d2.loss_dice: 1.0836, decode.d3.loss_cls: 0.7454, decode.d3.loss_mask: 0.7376, decode.d3.loss_dice: 1.0616, decode.d4.loss_cls: 0.7415, decode.d4.loss_mask: 0.7317, decode.d4.loss_dice: 1.0656, decode.d5.loss_cls: 0.7348, decode.d5.loss_mask: 0.7368, decode.d5.loss_dice: 1.0635, decode.d6.loss_cls: 0.7338, decode.d6.loss_mask: 0.7276, decode.d6.loss_dice: 1.0524, decode.d7.loss_cls: 0.7326, decode.d7.loss_mask: 0.7263, decode.d7.loss_dice: 1.0540, decode.d8.loss_cls: 0.7333, decode.d8.loss_mask: 0.7271, decode.d8.loss_dice: 1.0518, loss: 26.6357, grad_norm: 66.0067 2023-12-25 19:31:32,186 - mmseg - INFO - Iter [15950/160000] lr: 9.003e-05, eta: 1 day, 0:01:27, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7247, decode.loss_mask: 0.7162, decode.loss_dice: 1.0470, decode.d0.loss_cls: 1.7219, decode.d0.loss_mask: 0.7635, decode.d0.loss_dice: 1.1859, decode.d1.loss_cls: 0.8238, decode.d1.loss_mask: 0.7548, decode.d1.loss_dice: 1.1415, decode.d2.loss_cls: 0.7672, decode.d2.loss_mask: 0.7270, decode.d2.loss_dice: 1.0894, decode.d3.loss_cls: 0.7515, decode.d3.loss_mask: 0.7265, decode.d3.loss_dice: 1.0640, decode.d4.loss_cls: 0.7304, decode.d4.loss_mask: 0.7227, decode.d4.loss_dice: 1.0647, decode.d5.loss_cls: 0.7216, decode.d5.loss_mask: 0.7182, decode.d5.loss_dice: 1.0653, decode.d6.loss_cls: 0.7248, decode.d6.loss_mask: 0.7152, decode.d6.loss_dice: 1.0478, decode.d7.loss_cls: 0.7243, decode.d7.loss_mask: 0.7190, decode.d7.loss_dice: 1.0588, decode.d8.loss_cls: 0.7245, decode.d8.loss_mask: 0.7197, decode.d8.loss_dice: 1.0585, loss: 26.5204, grad_norm: 59.3362 2023-12-25 19:31:56,530 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 19:31:56,531 - mmseg - INFO - Iter [16000/160000] lr: 9.000e-05, eta: 23:58:41, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6675, decode.loss_mask: 0.7267, decode.loss_dice: 1.0450, decode.d0.loss_cls: 1.6666, decode.d0.loss_mask: 0.7566, decode.d0.loss_dice: 1.1869, decode.d1.loss_cls: 0.7789, decode.d1.loss_mask: 0.7495, decode.d1.loss_dice: 1.1295, decode.d2.loss_cls: 0.7275, decode.d2.loss_mask: 0.7314, decode.d2.loss_dice: 1.0789, decode.d3.loss_cls: 0.7017, decode.d3.loss_mask: 0.7234, decode.d3.loss_dice: 1.0651, decode.d4.loss_cls: 0.6919, decode.d4.loss_mask: 0.7321, decode.d4.loss_dice: 1.0625, decode.d5.loss_cls: 0.6828, decode.d5.loss_mask: 0.7313, decode.d5.loss_dice: 1.0636, decode.d6.loss_cls: 0.6705, decode.d6.loss_mask: 0.7288, decode.d6.loss_dice: 1.0460, decode.d7.loss_cls: 0.6621, decode.d7.loss_mask: 0.7299, decode.d7.loss_dice: 1.0544, decode.d8.loss_cls: 0.6683, decode.d8.loss_mask: 0.7239, decode.d8.loss_dice: 1.0534, loss: 26.0367, grad_norm: 62.2430 2023-12-25 19:32:20,773 - mmseg - INFO - Iter [16050/160000] lr: 8.997e-05, eta: 23:55:54, time: 0.485, data_time: 0.011, memory: 40245, decode.loss_cls: 0.6504, decode.loss_mask: 0.7230, decode.loss_dice: 1.0452, decode.d0.loss_cls: 1.6581, decode.d0.loss_mask: 0.7579, decode.d0.loss_dice: 1.1725, decode.d1.loss_cls: 0.7572, decode.d1.loss_mask: 0.7431, decode.d1.loss_dice: 1.1143, decode.d2.loss_cls: 0.7025, decode.d2.loss_mask: 0.7298, decode.d2.loss_dice: 1.0828, decode.d3.loss_cls: 0.6880, decode.d3.loss_mask: 0.7195, decode.d3.loss_dice: 1.0516, decode.d4.loss_cls: 0.6692, decode.d4.loss_mask: 0.7203, decode.d4.loss_dice: 1.0526, decode.d5.loss_cls: 0.6720, decode.d5.loss_mask: 0.7174, decode.d5.loss_dice: 1.0543, decode.d6.loss_cls: 0.6558, decode.d6.loss_mask: 0.7216, decode.d6.loss_dice: 1.0362, decode.d7.loss_cls: 0.6529, decode.d7.loss_mask: 0.7200, decode.d7.loss_dice: 1.0451, decode.d8.loss_cls: 0.6609, decode.d8.loss_mask: 0.7202, decode.d8.loss_dice: 1.0393, loss: 25.7335, grad_norm: 60.3693 2023-12-25 19:32:45,387 - mmseg - INFO - Iter [16100/160000] lr: 8.994e-05, eta: 23:53:19, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7026, decode.loss_mask: 0.7197, decode.loss_dice: 1.0169, decode.d0.loss_cls: 1.7044, decode.d0.loss_mask: 0.7692, decode.d0.loss_dice: 1.1696, decode.d1.loss_cls: 0.7980, decode.d1.loss_mask: 0.7551, decode.d1.loss_dice: 1.0894, decode.d2.loss_cls: 0.7438, decode.d2.loss_mask: 0.7296, decode.d2.loss_dice: 1.0598, decode.d3.loss_cls: 0.7268, decode.d3.loss_mask: 0.7324, decode.d3.loss_dice: 1.0338, decode.d4.loss_cls: 0.7074, decode.d4.loss_mask: 0.7327, decode.d4.loss_dice: 1.0441, decode.d5.loss_cls: 0.7094, decode.d5.loss_mask: 0.7224, decode.d5.loss_dice: 1.0299, decode.d6.loss_cls: 0.7093, decode.d6.loss_mask: 0.7202, decode.d6.loss_dice: 1.0183, decode.d7.loss_cls: 0.6969, decode.d7.loss_mask: 0.7241, decode.d7.loss_dice: 1.0207, decode.d8.loss_cls: 0.7029, decode.d8.loss_mask: 0.7210, decode.d8.loss_dice: 1.0187, loss: 26.0291, grad_norm: 59.2357 2023-12-25 19:33:09,777 - mmseg - INFO - Iter [16150/160000] lr: 8.991e-05, eta: 23:50:41, time: 0.488, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7202, decode.loss_mask: 0.7285, decode.loss_dice: 1.0520, decode.d0.loss_cls: 1.7248, decode.d0.loss_mask: 0.7707, decode.d0.loss_dice: 1.1929, decode.d1.loss_cls: 0.8318, decode.d1.loss_mask: 0.7569, decode.d1.loss_dice: 1.1333, decode.d2.loss_cls: 0.7761, decode.d2.loss_mask: 0.7451, decode.d2.loss_dice: 1.0904, decode.d3.loss_cls: 0.7551, decode.d3.loss_mask: 0.7336, decode.d3.loss_dice: 1.0582, decode.d4.loss_cls: 0.7497, decode.d4.loss_mask: 0.7336, decode.d4.loss_dice: 1.0669, decode.d5.loss_cls: 0.7399, decode.d5.loss_mask: 0.7320, decode.d5.loss_dice: 1.0577, decode.d6.loss_cls: 0.7311, decode.d6.loss_mask: 0.7277, decode.d6.loss_dice: 1.0449, decode.d7.loss_cls: 0.7320, decode.d7.loss_mask: 0.7317, decode.d7.loss_dice: 1.0495, decode.d8.loss_cls: 0.7302, decode.d8.loss_mask: 0.7333, decode.d8.loss_dice: 1.0436, loss: 26.6732, grad_norm: 61.8389 2023-12-25 19:33:34,302 - mmseg - INFO - Iter [16200/160000] lr: 8.988e-05, eta: 23:48:08, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6915, decode.loss_mask: 0.7239, decode.loss_dice: 1.0345, decode.d0.loss_cls: 1.6508, decode.d0.loss_mask: 0.7793, decode.d0.loss_dice: 1.1842, decode.d1.loss_cls: 0.7797, decode.d1.loss_mask: 0.7509, decode.d1.loss_dice: 1.1153, decode.d2.loss_cls: 0.7298, decode.d2.loss_mask: 0.7391, decode.d2.loss_dice: 1.0806, decode.d3.loss_cls: 0.7135, decode.d3.loss_mask: 0.7328, decode.d3.loss_dice: 1.0482, decode.d4.loss_cls: 0.7050, decode.d4.loss_mask: 0.7320, decode.d4.loss_dice: 1.0538, decode.d5.loss_cls: 0.7023, decode.d5.loss_mask: 0.7295, decode.d5.loss_dice: 1.0482, decode.d6.loss_cls: 0.6927, decode.d6.loss_mask: 0.7293, decode.d6.loss_dice: 1.0318, decode.d7.loss_cls: 0.6856, decode.d7.loss_mask: 0.7326, decode.d7.loss_dice: 1.0376, decode.d8.loss_cls: 0.6891, decode.d8.loss_mask: 0.7310, decode.d8.loss_dice: 1.0383, loss: 26.0929, grad_norm: 63.5151 2023-12-25 19:33:58,615 - mmseg - INFO - Iter [16250/160000] lr: 8.984e-05, eta: 23:45:32, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7028, decode.loss_mask: 0.7298, decode.loss_dice: 1.0654, decode.d0.loss_cls: 1.7164, decode.d0.loss_mask: 0.7694, decode.d0.loss_dice: 1.2092, decode.d1.loss_cls: 0.8161, decode.d1.loss_mask: 0.7565, decode.d1.loss_dice: 1.1423, decode.d2.loss_cls: 0.7430, decode.d2.loss_mask: 0.7405, decode.d2.loss_dice: 1.1044, decode.d3.loss_cls: 0.7280, decode.d3.loss_mask: 0.7359, decode.d3.loss_dice: 1.0831, decode.d4.loss_cls: 0.7163, decode.d4.loss_mask: 0.7333, decode.d4.loss_dice: 1.0791, decode.d5.loss_cls: 0.7155, decode.d5.loss_mask: 0.7261, decode.d5.loss_dice: 1.0740, decode.d6.loss_cls: 0.7146, decode.d6.loss_mask: 0.7210, decode.d6.loss_dice: 1.0620, decode.d7.loss_cls: 0.7079, decode.d7.loss_mask: 0.7204, decode.d7.loss_dice: 1.0633, decode.d8.loss_cls: 0.6985, decode.d8.loss_mask: 0.7268, decode.d8.loss_dice: 1.0682, loss: 26.5700, grad_norm: 58.2232 2023-12-25 19:34:22,977 - mmseg - INFO - Iter [16300/160000] lr: 8.981e-05, eta: 23:42:59, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6909, decode.loss_mask: 0.7218, decode.loss_dice: 1.0711, decode.d0.loss_cls: 1.6846, decode.d0.loss_mask: 0.7624, decode.d0.loss_dice: 1.1941, decode.d1.loss_cls: 0.7950, decode.d1.loss_mask: 0.7499, decode.d1.loss_dice: 1.1499, decode.d2.loss_cls: 0.7456, decode.d2.loss_mask: 0.7299, decode.d2.loss_dice: 1.0978, decode.d3.loss_cls: 0.7184, decode.d3.loss_mask: 0.7254, decode.d3.loss_dice: 1.0804, decode.d4.loss_cls: 0.6992, decode.d4.loss_mask: 0.7287, decode.d4.loss_dice: 1.0853, decode.d5.loss_cls: 0.7018, decode.d5.loss_mask: 0.7206, decode.d5.loss_dice: 1.0746, decode.d6.loss_cls: 0.7001, decode.d6.loss_mask: 0.7186, decode.d6.loss_dice: 1.0623, decode.d7.loss_cls: 0.6888, decode.d7.loss_mask: 0.7185, decode.d7.loss_dice: 1.0696, decode.d8.loss_cls: 0.6877, decode.d8.loss_mask: 0.7225, decode.d8.loss_dice: 1.0724, loss: 26.3678, grad_norm: 55.6374 2023-12-25 19:34:49,645 - mmseg - INFO - Iter [16350/160000] lr: 8.978e-05, eta: 23:41:21, time: 0.533, data_time: 0.058, memory: 40245, decode.loss_cls: 0.6970, decode.loss_mask: 0.7448, decode.loss_dice: 1.0481, decode.d0.loss_cls: 1.6636, decode.d0.loss_mask: 0.7809, decode.d0.loss_dice: 1.1803, decode.d1.loss_cls: 0.8088, decode.d1.loss_mask: 0.7561, decode.d1.loss_dice: 1.1182, decode.d2.loss_cls: 0.7375, decode.d2.loss_mask: 0.7443, decode.d2.loss_dice: 1.0730, decode.d3.loss_cls: 0.7205, decode.d3.loss_mask: 0.7422, decode.d3.loss_dice: 1.0535, decode.d4.loss_cls: 0.7126, decode.d4.loss_mask: 0.7418, decode.d4.loss_dice: 1.0545, decode.d5.loss_cls: 0.7062, decode.d5.loss_mask: 0.7457, decode.d5.loss_dice: 1.0480, decode.d6.loss_cls: 0.7015, decode.d6.loss_mask: 0.7409, decode.d6.loss_dice: 1.0418, decode.d7.loss_cls: 0.7011, decode.d7.loss_mask: 0.7421, decode.d7.loss_dice: 1.0411, decode.d8.loss_cls: 0.7049, decode.d8.loss_mask: 0.7418, decode.d8.loss_dice: 1.0459, loss: 26.3385, grad_norm: 59.2554 2023-12-25 19:35:14,062 - mmseg - INFO - Iter [16400/160000] lr: 8.975e-05, eta: 23:38:53, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6676, decode.loss_mask: 0.7071, decode.loss_dice: 1.0550, decode.d0.loss_cls: 1.6696, decode.d0.loss_mask: 0.7401, decode.d0.loss_dice: 1.1956, decode.d1.loss_cls: 0.7923, decode.d1.loss_mask: 0.7303, decode.d1.loss_dice: 1.1208, decode.d2.loss_cls: 0.7207, decode.d2.loss_mask: 0.7188, decode.d2.loss_dice: 1.0833, decode.d3.loss_cls: 0.6960, decode.d3.loss_mask: 0.7055, decode.d3.loss_dice: 1.0625, decode.d4.loss_cls: 0.6886, decode.d4.loss_mask: 0.7122, decode.d4.loss_dice: 1.0604, decode.d5.loss_cls: 0.6797, decode.d5.loss_mask: 0.7140, decode.d5.loss_dice: 1.0590, decode.d6.loss_cls: 0.6813, decode.d6.loss_mask: 0.7056, decode.d6.loss_dice: 1.0512, decode.d7.loss_cls: 0.6691, decode.d7.loss_mask: 0.7055, decode.d7.loss_dice: 1.0532, decode.d8.loss_cls: 0.6652, decode.d8.loss_mask: 0.7056, decode.d8.loss_dice: 1.0506, loss: 25.8666, grad_norm: 58.2784 2023-12-25 19:35:38,222 - mmseg - INFO - Iter [16450/160000] lr: 8.972e-05, eta: 23:36:21, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6543, decode.loss_mask: 0.7493, decode.loss_dice: 1.0558, decode.d0.loss_cls: 1.6108, decode.d0.loss_mask: 0.7861, decode.d0.loss_dice: 1.1885, decode.d1.loss_cls: 0.7456, decode.d1.loss_mask: 0.7700, decode.d1.loss_dice: 1.1339, decode.d2.loss_cls: 0.6832, decode.d2.loss_mask: 0.7611, decode.d2.loss_dice: 1.0870, decode.d3.loss_cls: 0.6778, decode.d3.loss_mask: 0.7487, decode.d3.loss_dice: 1.0641, decode.d4.loss_cls: 0.6686, decode.d4.loss_mask: 0.7492, decode.d4.loss_dice: 1.0614, decode.d5.loss_cls: 0.6629, decode.d5.loss_mask: 0.7487, decode.d5.loss_dice: 1.0659, decode.d6.loss_cls: 0.6580, decode.d6.loss_mask: 0.7449, decode.d6.loss_dice: 1.0491, decode.d7.loss_cls: 0.6500, decode.d7.loss_mask: 0.7504, decode.d7.loss_dice: 1.0527, decode.d8.loss_cls: 0.6480, decode.d8.loss_mask: 0.7513, decode.d8.loss_dice: 1.0609, loss: 26.0382, grad_norm: 64.1951 2023-12-25 19:36:02,575 - mmseg - INFO - Iter [16500/160000] lr: 8.969e-05, eta: 23:33:56, time: 0.487, data_time: 0.014, memory: 40245, decode.loss_cls: 0.7063, decode.loss_mask: 0.6961, decode.loss_dice: 1.0481, decode.d0.loss_cls: 1.7196, decode.d0.loss_mask: 0.7412, decode.d0.loss_dice: 1.2010, decode.d1.loss_cls: 0.8207, decode.d1.loss_mask: 0.7338, decode.d1.loss_dice: 1.1350, decode.d2.loss_cls: 0.7524, decode.d2.loss_mask: 0.7105, decode.d2.loss_dice: 1.0881, decode.d3.loss_cls: 0.7267, decode.d3.loss_mask: 0.7070, decode.d3.loss_dice: 1.0633, decode.d4.loss_cls: 0.7132, decode.d4.loss_mask: 0.7075, decode.d4.loss_dice: 1.0725, decode.d5.loss_cls: 0.7106, decode.d5.loss_mask: 0.7091, decode.d5.loss_dice: 1.0603, decode.d6.loss_cls: 0.7032, decode.d6.loss_mask: 0.7047, decode.d6.loss_dice: 1.0533, decode.d7.loss_cls: 0.7080, decode.d7.loss_mask: 0.7031, decode.d7.loss_dice: 1.0516, decode.d8.loss_cls: 0.7102, decode.d8.loss_mask: 0.6983, decode.d8.loss_dice: 1.0483, loss: 26.2037, grad_norm: 57.4575 2023-12-25 19:36:26,762 - mmseg - INFO - Iter [16550/160000] lr: 8.966e-05, eta: 23:31:29, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6791, decode.loss_mask: 0.7543, decode.loss_dice: 1.0518, decode.d0.loss_cls: 1.6607, decode.d0.loss_mask: 0.7961, decode.d0.loss_dice: 1.1843, decode.d1.loss_cls: 0.7830, decode.d1.loss_mask: 0.7868, decode.d1.loss_dice: 1.1318, decode.d2.loss_cls: 0.7218, decode.d2.loss_mask: 0.7682, decode.d2.loss_dice: 1.0793, decode.d3.loss_cls: 0.7059, decode.d3.loss_mask: 0.7574, decode.d3.loss_dice: 1.0667, decode.d4.loss_cls: 0.6853, decode.d4.loss_mask: 0.7618, decode.d4.loss_dice: 1.0698, decode.d5.loss_cls: 0.6839, decode.d5.loss_mask: 0.7611, decode.d5.loss_dice: 1.0650, decode.d6.loss_cls: 0.6874, decode.d6.loss_mask: 0.7541, decode.d6.loss_dice: 1.0425, decode.d7.loss_cls: 0.6779, decode.d7.loss_mask: 0.7620, decode.d7.loss_dice: 1.0528, decode.d8.loss_cls: 0.6733, decode.d8.loss_mask: 0.7596, decode.d8.loss_dice: 1.0477, loss: 26.4114, grad_norm: 64.3066 2023-12-25 19:36:51,221 - mmseg - INFO - Iter [16600/160000] lr: 8.963e-05, eta: 23:29:09, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6808, decode.loss_mask: 0.7209, decode.loss_dice: 1.0256, decode.d0.loss_cls: 1.6514, decode.d0.loss_mask: 0.7651, decode.d0.loss_dice: 1.1740, decode.d1.loss_cls: 0.7843, decode.d1.loss_mask: 0.7447, decode.d1.loss_dice: 1.1101, decode.d2.loss_cls: 0.7198, decode.d2.loss_mask: 0.7325, decode.d2.loss_dice: 1.0691, decode.d3.loss_cls: 0.6989, decode.d3.loss_mask: 0.7257, decode.d3.loss_dice: 1.0411, decode.d4.loss_cls: 0.6883, decode.d4.loss_mask: 0.7227, decode.d4.loss_dice: 1.0438, decode.d5.loss_cls: 0.6894, decode.d5.loss_mask: 0.7209, decode.d5.loss_dice: 1.0399, decode.d6.loss_cls: 0.6832, decode.d6.loss_mask: 0.7208, decode.d6.loss_dice: 1.0231, decode.d7.loss_cls: 0.6825, decode.d7.loss_mask: 0.7194, decode.d7.loss_dice: 1.0345, decode.d8.loss_cls: 0.6746, decode.d8.loss_mask: 0.7208, decode.d8.loss_dice: 1.0302, loss: 25.8379, grad_norm: 69.7828 2023-12-25 19:37:15,691 - mmseg - INFO - Iter [16650/160000] lr: 8.959e-05, eta: 23:26:52, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6602, decode.loss_mask: 0.7437, decode.loss_dice: 1.0566, decode.d0.loss_cls: 1.6460, decode.d0.loss_mask: 0.7948, decode.d0.loss_dice: 1.1885, decode.d1.loss_cls: 0.7840, decode.d1.loss_mask: 0.7798, decode.d1.loss_dice: 1.1378, decode.d2.loss_cls: 0.7048, decode.d2.loss_mask: 0.7563, decode.d2.loss_dice: 1.0910, decode.d3.loss_cls: 0.6959, decode.d3.loss_mask: 0.7457, decode.d3.loss_dice: 1.0639, decode.d4.loss_cls: 0.6776, decode.d4.loss_mask: 0.7452, decode.d4.loss_dice: 1.0673, decode.d5.loss_cls: 0.6700, decode.d5.loss_mask: 0.7431, decode.d5.loss_dice: 1.0675, decode.d6.loss_cls: 0.6694, decode.d6.loss_mask: 0.7425, decode.d6.loss_dice: 1.0594, decode.d7.loss_cls: 0.6644, decode.d7.loss_mask: 0.7533, decode.d7.loss_dice: 1.0617, decode.d8.loss_cls: 0.6627, decode.d8.loss_mask: 0.7437, decode.d8.loss_dice: 1.0611, loss: 26.2377, grad_norm: 60.9611 2023-12-25 19:37:40,129 - mmseg - INFO - Iter [16700/160000] lr: 8.956e-05, eta: 23:24:35, time: 0.489, data_time: 0.014, memory: 40245, decode.loss_cls: 0.6588, decode.loss_mask: 0.7247, decode.loss_dice: 1.0235, decode.d0.loss_cls: 1.6802, decode.d0.loss_mask: 0.7562, decode.d0.loss_dice: 1.1609, decode.d1.loss_cls: 0.7719, decode.d1.loss_mask: 0.7505, decode.d1.loss_dice: 1.0993, decode.d2.loss_cls: 0.6921, decode.d2.loss_mask: 0.7367, decode.d2.loss_dice: 1.0537, decode.d3.loss_cls: 0.6750, decode.d3.loss_mask: 0.7292, decode.d3.loss_dice: 1.0306, decode.d4.loss_cls: 0.6705, decode.d4.loss_mask: 0.7266, decode.d4.loss_dice: 1.0256, decode.d5.loss_cls: 0.6600, decode.d5.loss_mask: 0.7235, decode.d5.loss_dice: 1.0196, decode.d6.loss_cls: 0.6629, decode.d6.loss_mask: 0.7199, decode.d6.loss_dice: 1.0086, decode.d7.loss_cls: 0.6457, decode.d7.loss_mask: 0.7250, decode.d7.loss_dice: 1.0176, decode.d8.loss_cls: 0.6562, decode.d8.loss_mask: 0.7266, decode.d8.loss_dice: 1.0216, loss: 25.5530, grad_norm: 56.8449 2023-12-25 19:38:04,359 - mmseg - INFO - Iter [16750/160000] lr: 8.953e-05, eta: 23:22:16, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6825, decode.loss_mask: 0.7250, decode.loss_dice: 1.0455, decode.d0.loss_cls: 1.6577, decode.d0.loss_mask: 0.7653, decode.d0.loss_dice: 1.1855, decode.d1.loss_cls: 0.7781, decode.d1.loss_mask: 0.7510, decode.d1.loss_dice: 1.1259, decode.d2.loss_cls: 0.7271, decode.d2.loss_mask: 0.7409, decode.d2.loss_dice: 1.0787, decode.d3.loss_cls: 0.7103, decode.d3.loss_mask: 0.7285, decode.d3.loss_dice: 1.0591, decode.d4.loss_cls: 0.7000, decode.d4.loss_mask: 0.7236, decode.d4.loss_dice: 1.0540, decode.d5.loss_cls: 0.6973, decode.d5.loss_mask: 0.7331, decode.d5.loss_dice: 1.0535, decode.d6.loss_cls: 0.6938, decode.d6.loss_mask: 0.7237, decode.d6.loss_dice: 1.0410, decode.d7.loss_cls: 0.6879, decode.d7.loss_mask: 0.7291, decode.d7.loss_dice: 1.0444, decode.d8.loss_cls: 0.6835, decode.d8.loss_mask: 0.7269, decode.d8.loss_dice: 1.0480, loss: 26.1007, grad_norm: 61.0908 2023-12-25 19:38:28,561 - mmseg - INFO - Iter [16800/160000] lr: 8.950e-05, eta: 23:19:58, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6695, decode.loss_mask: 0.7455, decode.loss_dice: 1.0322, decode.d0.loss_cls: 1.6396, decode.d0.loss_mask: 0.7882, decode.d0.loss_dice: 1.1728, decode.d1.loss_cls: 0.7782, decode.d1.loss_mask: 0.7762, decode.d1.loss_dice: 1.1174, decode.d2.loss_cls: 0.7103, decode.d2.loss_mask: 0.7582, decode.d2.loss_dice: 1.0757, decode.d3.loss_cls: 0.6845, decode.d3.loss_mask: 0.7539, decode.d3.loss_dice: 1.0532, decode.d4.loss_cls: 0.6789, decode.d4.loss_mask: 0.7548, decode.d4.loss_dice: 1.0601, decode.d5.loss_cls: 0.6769, decode.d5.loss_mask: 0.7498, decode.d5.loss_dice: 1.0475, decode.d6.loss_cls: 0.6701, decode.d6.loss_mask: 0.7442, decode.d6.loss_dice: 1.0325, decode.d7.loss_cls: 0.6617, decode.d7.loss_mask: 0.7445, decode.d7.loss_dice: 1.0332, decode.d8.loss_cls: 0.6702, decode.d8.loss_mask: 0.7363, decode.d8.loss_dice: 1.0306, loss: 26.0466, grad_norm: 63.1368 2023-12-25 19:38:52,800 - mmseg - INFO - Iter [16850/160000] lr: 8.947e-05, eta: 23:17:42, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6585, decode.loss_mask: 0.7196, decode.loss_dice: 1.0118, decode.d0.loss_cls: 1.6325, decode.d0.loss_mask: 0.7516, decode.d0.loss_dice: 1.1330, decode.d1.loss_cls: 0.7420, decode.d1.loss_mask: 0.7466, decode.d1.loss_dice: 1.0808, decode.d2.loss_cls: 0.6934, decode.d2.loss_mask: 0.7290, decode.d2.loss_dice: 1.0348, decode.d3.loss_cls: 0.6749, decode.d3.loss_mask: 0.7212, decode.d3.loss_dice: 1.0207, decode.d4.loss_cls: 0.6599, decode.d4.loss_mask: 0.7223, decode.d4.loss_dice: 1.0176, decode.d5.loss_cls: 0.6603, decode.d5.loss_mask: 0.7177, decode.d5.loss_dice: 1.0043, decode.d6.loss_cls: 0.6488, decode.d6.loss_mask: 0.7223, decode.d6.loss_dice: 1.0030, decode.d7.loss_cls: 0.6538, decode.d7.loss_mask: 0.7205, decode.d7.loss_dice: 1.0038, decode.d8.loss_cls: 0.6529, decode.d8.loss_mask: 0.7182, decode.d8.loss_dice: 1.0067, loss: 25.2625, grad_norm: 57.6270 2023-12-25 19:39:17,012 - mmseg - INFO - Iter [16900/160000] lr: 8.944e-05, eta: 23:15:28, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6704, decode.loss_mask: 0.6940, decode.loss_dice: 1.0224, decode.d0.loss_cls: 1.6960, decode.d0.loss_mask: 0.7303, decode.d0.loss_dice: 1.1596, decode.d1.loss_cls: 0.8072, decode.d1.loss_mask: 0.7205, decode.d1.loss_dice: 1.1007, decode.d2.loss_cls: 0.7370, decode.d2.loss_mask: 0.7025, decode.d2.loss_dice: 1.0518, decode.d3.loss_cls: 0.7025, decode.d3.loss_mask: 0.6964, decode.d3.loss_dice: 1.0415, decode.d4.loss_cls: 0.6927, decode.d4.loss_mask: 0.6944, decode.d4.loss_dice: 1.0356, decode.d5.loss_cls: 0.6827, decode.d5.loss_mask: 0.6975, decode.d5.loss_dice: 1.0299, decode.d6.loss_cls: 0.6721, decode.d6.loss_mask: 0.6929, decode.d6.loss_dice: 1.0228, decode.d7.loss_cls: 0.6658, decode.d7.loss_mask: 0.6938, decode.d7.loss_dice: 1.0248, decode.d8.loss_cls: 0.6652, decode.d8.loss_mask: 0.6915, decode.d8.loss_dice: 1.0296, loss: 25.5239, grad_norm: 59.3399 2023-12-25 19:39:41,158 - mmseg - INFO - Iter [16950/160000] lr: 8.941e-05, eta: 23:13:13, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6945, decode.loss_mask: 0.7272, decode.loss_dice: 1.0644, decode.d0.loss_cls: 1.7429, decode.d0.loss_mask: 0.7591, decode.d0.loss_dice: 1.2054, decode.d1.loss_cls: 0.8067, decode.d1.loss_mask: 0.7495, decode.d1.loss_dice: 1.1533, decode.d2.loss_cls: 0.7461, decode.d2.loss_mask: 0.7347, decode.d2.loss_dice: 1.1050, decode.d3.loss_cls: 0.7292, decode.d3.loss_mask: 0.7330, decode.d3.loss_dice: 1.0741, decode.d4.loss_cls: 0.7183, decode.d4.loss_mask: 0.7297, decode.d4.loss_dice: 1.0765, decode.d5.loss_cls: 0.7106, decode.d5.loss_mask: 0.7313, decode.d5.loss_dice: 1.0718, decode.d6.loss_cls: 0.7061, decode.d6.loss_mask: 0.7241, decode.d6.loss_dice: 1.0614, decode.d7.loss_cls: 0.6976, decode.d7.loss_mask: 0.7303, decode.d7.loss_dice: 1.0661, decode.d8.loss_cls: 0.7000, decode.d8.loss_mask: 0.7267, decode.d8.loss_dice: 1.0695, loss: 26.5450, grad_norm: 70.8653 2023-12-25 19:40:05,576 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 19:40:05,577 - mmseg - INFO - Iter [17000/160000] lr: 8.938e-05, eta: 23:11:06, time: 0.488, data_time: 0.014, memory: 40245, decode.loss_cls: 0.6906, decode.loss_mask: 0.6817, decode.loss_dice: 1.0350, decode.d0.loss_cls: 1.6829, decode.d0.loss_mask: 0.7112, decode.d0.loss_dice: 1.1727, decode.d1.loss_cls: 0.8093, decode.d1.loss_mask: 0.7142, decode.d1.loss_dice: 1.1064, decode.d2.loss_cls: 0.7418, decode.d2.loss_mask: 0.6922, decode.d2.loss_dice: 1.0612, decode.d3.loss_cls: 0.7166, decode.d3.loss_mask: 0.6848, decode.d3.loss_dice: 1.0437, decode.d4.loss_cls: 0.7032, decode.d4.loss_mask: 0.6893, decode.d4.loss_dice: 1.0477, decode.d5.loss_cls: 0.6945, decode.d5.loss_mask: 0.6875, decode.d5.loss_dice: 1.0456, decode.d6.loss_cls: 0.6839, decode.d6.loss_mask: 0.6826, decode.d6.loss_dice: 1.0277, decode.d7.loss_cls: 0.6766, decode.d7.loss_mask: 0.6855, decode.d7.loss_dice: 1.0388, decode.d8.loss_cls: 0.6880, decode.d8.loss_mask: 0.6833, decode.d8.loss_dice: 1.0372, loss: 25.6157, grad_norm: 59.3510 2023-12-25 19:40:29,868 - mmseg - INFO - Iter [17050/160000] lr: 8.934e-05, eta: 23:08:58, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6855, decode.loss_mask: 0.7051, decode.loss_dice: 1.0236, decode.d0.loss_cls: 1.6873, decode.d0.loss_mask: 0.7528, decode.d0.loss_dice: 1.1803, decode.d1.loss_cls: 0.8053, decode.d1.loss_mask: 0.7324, decode.d1.loss_dice: 1.1122, decode.d2.loss_cls: 0.7284, decode.d2.loss_mask: 0.7130, decode.d2.loss_dice: 1.0714, decode.d3.loss_cls: 0.7058, decode.d3.loss_mask: 0.7081, decode.d3.loss_dice: 1.0454, decode.d4.loss_cls: 0.6961, decode.d4.loss_mask: 0.7066, decode.d4.loss_dice: 1.0462, decode.d5.loss_cls: 0.6851, decode.d5.loss_mask: 0.7096, decode.d5.loss_dice: 1.0378, decode.d6.loss_cls: 0.6869, decode.d6.loss_mask: 0.7065, decode.d6.loss_dice: 1.0243, decode.d7.loss_cls: 0.6879, decode.d7.loss_mask: 0.7057, decode.d7.loss_dice: 1.0321, decode.d8.loss_cls: 0.6804, decode.d8.loss_mask: 0.7068, decode.d8.loss_dice: 1.0300, loss: 25.7982, grad_norm: 59.5728 2023-12-25 19:40:54,181 - mmseg - INFO - Iter [17100/160000] lr: 8.931e-05, eta: 23:06:51, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6750, decode.loss_mask: 0.7262, decode.loss_dice: 1.0293, decode.d0.loss_cls: 1.6564, decode.d0.loss_mask: 0.7751, decode.d0.loss_dice: 1.1799, decode.d1.loss_cls: 0.7926, decode.d1.loss_mask: 0.7552, decode.d1.loss_dice: 1.1111, decode.d2.loss_cls: 0.7293, decode.d2.loss_mask: 0.7410, decode.d2.loss_dice: 1.0708, decode.d3.loss_cls: 0.7050, decode.d3.loss_mask: 0.7336, decode.d3.loss_dice: 1.0539, decode.d4.loss_cls: 0.6982, decode.d4.loss_mask: 0.7320, decode.d4.loss_dice: 1.0433, decode.d5.loss_cls: 0.6862, decode.d5.loss_mask: 0.7282, decode.d5.loss_dice: 1.0398, decode.d6.loss_cls: 0.6820, decode.d6.loss_mask: 0.7264, decode.d6.loss_dice: 1.0274, decode.d7.loss_cls: 0.6703, decode.d7.loss_mask: 0.7277, decode.d7.loss_dice: 1.0415, decode.d8.loss_cls: 0.6754, decode.d8.loss_mask: 0.7246, decode.d8.loss_dice: 1.0302, loss: 25.9675, grad_norm: 58.8511 2023-12-25 19:41:18,985 - mmseg - INFO - Iter [17150/160000] lr: 8.928e-05, eta: 23:04:56, time: 0.496, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6848, decode.loss_mask: 0.7113, decode.loss_dice: 1.0444, decode.d0.loss_cls: 1.7133, decode.d0.loss_mask: 0.7476, decode.d0.loss_dice: 1.1818, decode.d1.loss_cls: 0.8090, decode.d1.loss_mask: 0.7405, decode.d1.loss_dice: 1.1204, decode.d2.loss_cls: 0.7402, decode.d2.loss_mask: 0.7182, decode.d2.loss_dice: 1.0790, decode.d3.loss_cls: 0.7206, decode.d3.loss_mask: 0.7135, decode.d3.loss_dice: 1.0607, decode.d4.loss_cls: 0.6998, decode.d4.loss_mask: 0.7188, decode.d4.loss_dice: 1.0593, decode.d5.loss_cls: 0.7008, decode.d5.loss_mask: 0.7164, decode.d5.loss_dice: 1.0539, decode.d6.loss_cls: 0.6954, decode.d6.loss_mask: 0.7134, decode.d6.loss_dice: 1.0461, decode.d7.loss_cls: 0.6879, decode.d7.loss_mask: 0.7153, decode.d7.loss_dice: 1.0482, decode.d8.loss_cls: 0.6855, decode.d8.loss_mask: 0.7118, decode.d8.loss_dice: 1.0421, loss: 26.0801, grad_norm: 59.3798 2023-12-25 19:41:43,296 - mmseg - INFO - Iter [17200/160000] lr: 8.925e-05, eta: 23:02:52, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6667, decode.loss_mask: 0.7017, decode.loss_dice: 1.0258, decode.d0.loss_cls: 1.6674, decode.d0.loss_mask: 0.7492, decode.d0.loss_dice: 1.1670, decode.d1.loss_cls: 0.7775, decode.d1.loss_mask: 0.7314, decode.d1.loss_dice: 1.1024, decode.d2.loss_cls: 0.7038, decode.d2.loss_mask: 0.7133, decode.d2.loss_dice: 1.0630, decode.d3.loss_cls: 0.6830, decode.d3.loss_mask: 0.7091, decode.d3.loss_dice: 1.0347, decode.d4.loss_cls: 0.6740, decode.d4.loss_mask: 0.7103, decode.d4.loss_dice: 1.0431, decode.d5.loss_cls: 0.6735, decode.d5.loss_mask: 0.7102, decode.d5.loss_dice: 1.0372, decode.d6.loss_cls: 0.6711, decode.d6.loss_mask: 0.7039, decode.d6.loss_dice: 1.0280, decode.d7.loss_cls: 0.6682, decode.d7.loss_mask: 0.7045, decode.d7.loss_dice: 1.0275, decode.d8.loss_cls: 0.6615, decode.d8.loss_mask: 0.7043, decode.d8.loss_dice: 1.0361, loss: 25.5494, grad_norm: 62.8652 2023-12-25 19:42:07,610 - mmseg - INFO - Iter [17250/160000] lr: 8.922e-05, eta: 23:00:50, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6526, decode.loss_mask: 0.7235, decode.loss_dice: 1.0352, decode.d0.loss_cls: 1.6445, decode.d0.loss_mask: 0.7603, decode.d0.loss_dice: 1.1669, decode.d1.loss_cls: 0.7594, decode.d1.loss_mask: 0.7503, decode.d1.loss_dice: 1.1062, decode.d2.loss_cls: 0.6910, decode.d2.loss_mask: 0.7344, decode.d2.loss_dice: 1.0689, decode.d3.loss_cls: 0.6778, decode.d3.loss_mask: 0.7363, decode.d3.loss_dice: 1.0470, decode.d4.loss_cls: 0.6670, decode.d4.loss_mask: 0.7260, decode.d4.loss_dice: 1.0474, decode.d5.loss_cls: 0.6655, decode.d5.loss_mask: 0.7242, decode.d5.loss_dice: 1.0450, decode.d6.loss_cls: 0.6548, decode.d6.loss_mask: 0.7210, decode.d6.loss_dice: 1.0358, decode.d7.loss_cls: 0.6519, decode.d7.loss_mask: 0.7261, decode.d7.loss_dice: 1.0382, decode.d8.loss_cls: 0.6506, decode.d8.loss_mask: 0.7243, decode.d8.loss_dice: 1.0419, loss: 25.6738, grad_norm: 60.3492 2023-12-25 19:42:31,989 - mmseg - INFO - Iter [17300/160000] lr: 8.919e-05, eta: 22:58:50, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6640, decode.loss_mask: 0.6994, decode.loss_dice: 1.0214, decode.d0.loss_cls: 1.6685, decode.d0.loss_mask: 0.7445, decode.d0.loss_dice: 1.1572, decode.d1.loss_cls: 0.7796, decode.d1.loss_mask: 0.7282, decode.d1.loss_dice: 1.0942, decode.d2.loss_cls: 0.7151, decode.d2.loss_mask: 0.7084, decode.d2.loss_dice: 1.0459, decode.d3.loss_cls: 0.6921, decode.d3.loss_mask: 0.7009, decode.d3.loss_dice: 1.0313, decode.d4.loss_cls: 0.6871, decode.d4.loss_mask: 0.6997, decode.d4.loss_dice: 1.0275, decode.d5.loss_cls: 0.6831, decode.d5.loss_mask: 0.6967, decode.d5.loss_dice: 1.0219, decode.d6.loss_cls: 0.6681, decode.d6.loss_mask: 0.6952, decode.d6.loss_dice: 1.0192, decode.d7.loss_cls: 0.6713, decode.d7.loss_mask: 0.6993, decode.d7.loss_dice: 1.0228, decode.d8.loss_cls: 0.6604, decode.d8.loss_mask: 0.7003, decode.d8.loss_dice: 1.0236, loss: 25.4270, grad_norm: 62.6208 2023-12-25 19:42:59,974 - mmseg - INFO - Iter [17350/160000] lr: 8.916e-05, eta: 22:58:02, time: 0.560, data_time: 0.013, memory: 40245, decode.loss_cls: 0.7016, decode.loss_mask: 0.7022, decode.loss_dice: 1.0403, decode.d0.loss_cls: 1.6930, decode.d0.loss_mask: 0.7484, decode.d0.loss_dice: 1.1764, decode.d1.loss_cls: 0.8049, decode.d1.loss_mask: 0.7321, decode.d1.loss_dice: 1.1066, decode.d2.loss_cls: 0.7424, decode.d2.loss_mask: 0.7162, decode.d2.loss_dice: 1.0705, decode.d3.loss_cls: 0.7233, decode.d3.loss_mask: 0.7030, decode.d3.loss_dice: 1.0541, decode.d4.loss_cls: 0.7061, decode.d4.loss_mask: 0.7069, decode.d4.loss_dice: 1.0575, decode.d5.loss_cls: 0.7099, decode.d5.loss_mask: 0.7005, decode.d5.loss_dice: 1.0489, decode.d6.loss_cls: 0.6985, decode.d6.loss_mask: 0.7054, decode.d6.loss_dice: 1.0382, decode.d7.loss_cls: 0.7025, decode.d7.loss_mask: 0.7021, decode.d7.loss_dice: 1.0421, decode.d8.loss_cls: 0.7014, decode.d8.loss_mask: 0.7027, decode.d8.loss_dice: 1.0408, loss: 25.9784, grad_norm: 57.2228 2023-12-25 19:43:24,204 - mmseg - INFO - Iter [17400/160000] lr: 8.913e-05, eta: 22:56:01, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.7044, decode.loss_mask: 0.7211, decode.loss_dice: 1.0480, decode.d0.loss_cls: 1.6915, decode.d0.loss_mask: 0.7659, decode.d0.loss_dice: 1.1949, decode.d1.loss_cls: 0.8270, decode.d1.loss_mask: 0.7528, decode.d1.loss_dice: 1.1264, decode.d2.loss_cls: 0.7504, decode.d2.loss_mask: 0.7331, decode.d2.loss_dice: 1.0857, decode.d3.loss_cls: 0.7307, decode.d3.loss_mask: 0.7266, decode.d3.loss_dice: 1.0673, decode.d4.loss_cls: 0.7158, decode.d4.loss_mask: 0.7323, decode.d4.loss_dice: 1.0688, decode.d5.loss_cls: 0.7063, decode.d5.loss_mask: 0.7296, decode.d5.loss_dice: 1.0555, decode.d6.loss_cls: 0.7060, decode.d6.loss_mask: 0.7233, decode.d6.loss_dice: 1.0505, decode.d7.loss_cls: 0.7033, decode.d7.loss_mask: 0.7253, decode.d7.loss_dice: 1.0530, decode.d8.loss_cls: 0.7021, decode.d8.loss_mask: 0.7269, decode.d8.loss_dice: 1.0470, loss: 26.3715, grad_norm: 56.2924 2023-12-25 19:43:48,510 - mmseg - INFO - Iter [17450/160000] lr: 8.909e-05, eta: 22:54:03, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6696, decode.loss_mask: 0.7008, decode.loss_dice: 1.0435, decode.d0.loss_cls: 1.6775, decode.d0.loss_mask: 0.7414, decode.d0.loss_dice: 1.1669, decode.d1.loss_cls: 0.7804, decode.d1.loss_mask: 0.7224, decode.d1.loss_dice: 1.1072, decode.d2.loss_cls: 0.7252, decode.d2.loss_mask: 0.7045, decode.d2.loss_dice: 1.0632, decode.d3.loss_cls: 0.7016, decode.d3.loss_mask: 0.7036, decode.d3.loss_dice: 1.0478, decode.d4.loss_cls: 0.6916, decode.d4.loss_mask: 0.6994, decode.d4.loss_dice: 1.0441, decode.d5.loss_cls: 0.6750, decode.d5.loss_mask: 0.6987, decode.d5.loss_dice: 1.0443, decode.d6.loss_cls: 0.6694, decode.d6.loss_mask: 0.6987, decode.d6.loss_dice: 1.0368, decode.d7.loss_cls: 0.6626, decode.d7.loss_mask: 0.7026, decode.d7.loss_dice: 1.0393, decode.d8.loss_cls: 0.6714, decode.d8.loss_mask: 0.7013, decode.d8.loss_dice: 1.0394, loss: 25.6300, grad_norm: 57.4846 2023-12-25 19:44:12,756 - mmseg - INFO - Iter [17500/160000] lr: 8.906e-05, eta: 22:52:06, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6828, decode.loss_mask: 0.7187, decode.loss_dice: 1.0502, decode.d0.loss_cls: 1.6633, decode.d0.loss_mask: 0.7656, decode.d0.loss_dice: 1.1810, decode.d1.loss_cls: 0.7891, decode.d1.loss_mask: 0.7484, decode.d1.loss_dice: 1.1218, decode.d2.loss_cls: 0.7298, decode.d2.loss_mask: 0.7375, decode.d2.loss_dice: 1.0764, decode.d3.loss_cls: 0.7081, decode.d3.loss_mask: 0.7330, decode.d3.loss_dice: 1.0516, decode.d4.loss_cls: 0.6997, decode.d4.loss_mask: 0.7283, decode.d4.loss_dice: 1.0556, decode.d5.loss_cls: 0.6964, decode.d5.loss_mask: 0.7270, decode.d5.loss_dice: 1.0555, decode.d6.loss_cls: 0.7005, decode.d6.loss_mask: 0.7207, decode.d6.loss_dice: 1.0370, decode.d7.loss_cls: 0.6928, decode.d7.loss_mask: 0.7234, decode.d7.loss_dice: 1.0468, decode.d8.loss_cls: 0.6862, decode.d8.loss_mask: 0.7207, decode.d8.loss_dice: 1.0515, loss: 26.0993, grad_norm: 60.3701 2023-12-25 19:44:36,920 - mmseg - INFO - Iter [17550/160000] lr: 8.903e-05, eta: 22:50:08, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6729, decode.loss_mask: 0.7332, decode.loss_dice: 1.0361, decode.d0.loss_cls: 1.6884, decode.d0.loss_mask: 0.7696, decode.d0.loss_dice: 1.1829, decode.d1.loss_cls: 0.7936, decode.d1.loss_mask: 0.7660, decode.d1.loss_dice: 1.1170, decode.d2.loss_cls: 0.7218, decode.d2.loss_mask: 0.7405, decode.d2.loss_dice: 1.0776, decode.d3.loss_cls: 0.6992, decode.d3.loss_mask: 0.7388, decode.d3.loss_dice: 1.0544, decode.d4.loss_cls: 0.6857, decode.d4.loss_mask: 0.7408, decode.d4.loss_dice: 1.0592, decode.d5.loss_cls: 0.6829, decode.d5.loss_mask: 0.7365, decode.d5.loss_dice: 1.0475, decode.d6.loss_cls: 0.6824, decode.d6.loss_mask: 0.7357, decode.d6.loss_dice: 1.0375, decode.d7.loss_cls: 0.6744, decode.d7.loss_mask: 0.7353, decode.d7.loss_dice: 1.0430, decode.d8.loss_cls: 0.6683, decode.d8.loss_mask: 0.7418, decode.d8.loss_dice: 1.0433, loss: 26.1062, grad_norm: 59.8621 2023-12-25 19:45:03,427 - mmseg - INFO - Iter [17600/160000] lr: 8.900e-05, eta: 22:48:55, time: 0.530, data_time: 0.060, memory: 40245, decode.loss_cls: 0.6701, decode.loss_mask: 0.6896, decode.loss_dice: 1.0525, decode.d0.loss_cls: 1.6696, decode.d0.loss_mask: 0.7336, decode.d0.loss_dice: 1.1846, decode.d1.loss_cls: 0.7789, decode.d1.loss_mask: 0.7179, decode.d1.loss_dice: 1.1295, decode.d2.loss_cls: 0.7199, decode.d2.loss_mask: 0.6978, decode.d2.loss_dice: 1.0875, decode.d3.loss_cls: 0.6948, decode.d3.loss_mask: 0.6926, decode.d3.loss_dice: 1.0651, decode.d4.loss_cls: 0.6776, decode.d4.loss_mask: 0.6918, decode.d4.loss_dice: 1.0670, decode.d5.loss_cls: 0.6861, decode.d5.loss_mask: 0.6903, decode.d5.loss_dice: 1.0539, decode.d6.loss_cls: 0.6723, decode.d6.loss_mask: 0.6857, decode.d6.loss_dice: 1.0459, decode.d7.loss_cls: 0.6784, decode.d7.loss_mask: 0.6852, decode.d7.loss_dice: 1.0478, decode.d8.loss_cls: 0.6740, decode.d8.loss_mask: 0.6901, decode.d8.loss_dice: 1.0488, loss: 25.6790, grad_norm: 63.8331 2023-12-25 19:45:28,038 - mmseg - INFO - Iter [17650/160000] lr: 8.897e-05, eta: 22:47:07, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6174, decode.loss_mask: 0.7295, decode.loss_dice: 1.0314, decode.d0.loss_cls: 1.6066, decode.d0.loss_mask: 0.7752, decode.d0.loss_dice: 1.1659, decode.d1.loss_cls: 0.7351, decode.d1.loss_mask: 0.7518, decode.d1.loss_dice: 1.1044, decode.d2.loss_cls: 0.6625, decode.d2.loss_mask: 0.7348, decode.d2.loss_dice: 1.0630, decode.d3.loss_cls: 0.6468, decode.d3.loss_mask: 0.7342, decode.d3.loss_dice: 1.0356, decode.d4.loss_cls: 0.6347, decode.d4.loss_mask: 0.7347, decode.d4.loss_dice: 1.0412, decode.d5.loss_cls: 0.6287, decode.d5.loss_mask: 0.7294, decode.d5.loss_dice: 1.0375, decode.d6.loss_cls: 0.6277, decode.d6.loss_mask: 0.7295, decode.d6.loss_dice: 1.0280, decode.d7.loss_cls: 0.6178, decode.d7.loss_mask: 0.7324, decode.d7.loss_dice: 1.0352, decode.d8.loss_cls: 0.6194, decode.d8.loss_mask: 0.7271, decode.d8.loss_dice: 1.0298, loss: 25.3472, grad_norm: 62.1741 2023-12-25 19:45:52,414 - mmseg - INFO - Iter [17700/160000] lr: 8.894e-05, eta: 22:45:16, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6592, decode.loss_mask: 0.7077, decode.loss_dice: 1.0399, decode.d0.loss_cls: 1.6761, decode.d0.loss_mask: 0.7510, decode.d0.loss_dice: 1.1718, decode.d1.loss_cls: 0.7820, decode.d1.loss_mask: 0.7378, decode.d1.loss_dice: 1.1237, decode.d2.loss_cls: 0.7152, decode.d2.loss_mask: 0.7159, decode.d2.loss_dice: 1.0731, decode.d3.loss_cls: 0.6867, decode.d3.loss_mask: 0.7125, decode.d3.loss_dice: 1.0538, decode.d4.loss_cls: 0.6733, decode.d4.loss_mask: 0.7144, decode.d4.loss_dice: 1.0507, decode.d5.loss_cls: 0.6728, decode.d5.loss_mask: 0.7101, decode.d5.loss_dice: 1.0463, decode.d6.loss_cls: 0.6659, decode.d6.loss_mask: 0.7074, decode.d6.loss_dice: 1.0338, decode.d7.loss_cls: 0.6584, decode.d7.loss_mask: 0.7065, decode.d7.loss_dice: 1.0393, decode.d8.loss_cls: 0.6601, decode.d8.loss_mask: 0.7104, decode.d8.loss_dice: 1.0432, loss: 25.6990, grad_norm: 59.7545 2023-12-25 19:46:16,677 - mmseg - INFO - Iter [17750/160000] lr: 8.891e-05, eta: 22:43:25, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6485, decode.loss_mask: 0.6921, decode.loss_dice: 1.0264, decode.d0.loss_cls: 1.6480, decode.d0.loss_mask: 0.7445, decode.d0.loss_dice: 1.1765, decode.d1.loss_cls: 0.7567, decode.d1.loss_mask: 0.7235, decode.d1.loss_dice: 1.1113, decode.d2.loss_cls: 0.6952, decode.d2.loss_mask: 0.7048, decode.d2.loss_dice: 1.0684, decode.d3.loss_cls: 0.6779, decode.d3.loss_mask: 0.6967, decode.d3.loss_dice: 1.0534, decode.d4.loss_cls: 0.6715, decode.d4.loss_mask: 0.6978, decode.d4.loss_dice: 1.0413, decode.d5.loss_cls: 0.6588, decode.d5.loss_mask: 0.6959, decode.d5.loss_dice: 1.0409, decode.d6.loss_cls: 0.6521, decode.d6.loss_mask: 0.6948, decode.d6.loss_dice: 1.0283, decode.d7.loss_cls: 0.6547, decode.d7.loss_mask: 0.6926, decode.d7.loss_dice: 1.0214, decode.d8.loss_cls: 0.6456, decode.d8.loss_mask: 0.6931, decode.d8.loss_dice: 1.0284, loss: 25.3407, grad_norm: 57.2183 2023-12-25 19:46:40,829 - mmseg - INFO - Iter [17800/160000] lr: 8.888e-05, eta: 22:41:32, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6417, decode.loss_mask: 0.7424, decode.loss_dice: 1.0408, decode.d0.loss_cls: 1.6339, decode.d0.loss_mask: 0.7800, decode.d0.loss_dice: 1.1747, decode.d1.loss_cls: 0.7466, decode.d1.loss_mask: 0.7742, decode.d1.loss_dice: 1.1214, decode.d2.loss_cls: 0.6849, decode.d2.loss_mask: 0.7606, decode.d2.loss_dice: 1.0829, decode.d3.loss_cls: 0.6686, decode.d3.loss_mask: 0.7544, decode.d3.loss_dice: 1.0616, decode.d4.loss_cls: 0.6476, decode.d4.loss_mask: 0.7580, decode.d4.loss_dice: 1.0576, decode.d5.loss_cls: 0.6536, decode.d5.loss_mask: 0.7515, decode.d5.loss_dice: 1.0536, decode.d6.loss_cls: 0.6524, decode.d6.loss_mask: 0.7475, decode.d6.loss_dice: 1.0436, decode.d7.loss_cls: 0.6419, decode.d7.loss_mask: 0.7488, decode.d7.loss_dice: 1.0472, decode.d8.loss_cls: 0.6383, decode.d8.loss_mask: 0.7447, decode.d8.loss_dice: 1.0491, loss: 25.9043, grad_norm: 61.4202 2023-12-25 19:47:04,935 - mmseg - INFO - Iter [17850/160000] lr: 8.884e-05, eta: 22:39:40, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6728, decode.loss_mask: 0.6938, decode.loss_dice: 1.0060, decode.d0.loss_cls: 1.6733, decode.d0.loss_mask: 0.7252, decode.d0.loss_dice: 1.1588, decode.d1.loss_cls: 0.7753, decode.d1.loss_mask: 0.7195, decode.d1.loss_dice: 1.0877, decode.d2.loss_cls: 0.7191, decode.d2.loss_mask: 0.7042, decode.d2.loss_dice: 1.0463, decode.d3.loss_cls: 0.7007, decode.d3.loss_mask: 0.6982, decode.d3.loss_dice: 1.0340, decode.d4.loss_cls: 0.6756, decode.d4.loss_mask: 0.7057, decode.d4.loss_dice: 1.0321, decode.d5.loss_cls: 0.6766, decode.d5.loss_mask: 0.6966, decode.d5.loss_dice: 1.0285, decode.d6.loss_cls: 0.6711, decode.d6.loss_mask: 0.6995, decode.d6.loss_dice: 1.0155, decode.d7.loss_cls: 0.6722, decode.d7.loss_mask: 0.6959, decode.d7.loss_dice: 1.0162, decode.d8.loss_cls: 0.6723, decode.d8.loss_mask: 0.6969, decode.d8.loss_dice: 1.0133, loss: 25.3831, grad_norm: 60.8067 2023-12-25 19:47:29,036 - mmseg - INFO - Iter [17900/160000] lr: 8.881e-05, eta: 22:37:48, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6658, decode.loss_mask: 0.7094, decode.loss_dice: 1.0409, decode.d0.loss_cls: 1.6437, decode.d0.loss_mask: 0.7453, decode.d0.loss_dice: 1.1777, decode.d1.loss_cls: 0.7745, decode.d1.loss_mask: 0.7319, decode.d1.loss_dice: 1.1164, decode.d2.loss_cls: 0.7092, decode.d2.loss_mask: 0.7118, decode.d2.loss_dice: 1.0654, decode.d3.loss_cls: 0.6887, decode.d3.loss_mask: 0.7130, decode.d3.loss_dice: 1.0542, decode.d4.loss_cls: 0.6765, decode.d4.loss_mask: 0.7107, decode.d4.loss_dice: 1.0492, decode.d5.loss_cls: 0.6735, decode.d5.loss_mask: 0.7125, decode.d5.loss_dice: 1.0436, decode.d6.loss_cls: 0.6655, decode.d6.loss_mask: 0.7086, decode.d6.loss_dice: 1.0389, decode.d7.loss_cls: 0.6601, decode.d7.loss_mask: 0.7123, decode.d7.loss_dice: 1.0435, decode.d8.loss_cls: 0.6632, decode.d8.loss_mask: 0.7112, decode.d8.loss_dice: 1.0508, loss: 25.6681, grad_norm: 59.2843 2023-12-25 19:47:53,228 - mmseg - INFO - Iter [17950/160000] lr: 8.878e-05, eta: 22:36:00, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6851, decode.loss_mask: 0.7145, decode.loss_dice: 1.0478, decode.d0.loss_cls: 1.6873, decode.d0.loss_mask: 0.7500, decode.d0.loss_dice: 1.1811, decode.d1.loss_cls: 0.8004, decode.d1.loss_mask: 0.7347, decode.d1.loss_dice: 1.1276, decode.d2.loss_cls: 0.7371, decode.d2.loss_mask: 0.7160, decode.d2.loss_dice: 1.0802, decode.d3.loss_cls: 0.7136, decode.d3.loss_mask: 0.7123, decode.d3.loss_dice: 1.0589, decode.d4.loss_cls: 0.6947, decode.d4.loss_mask: 0.7138, decode.d4.loss_dice: 1.0641, decode.d5.loss_cls: 0.6872, decode.d5.loss_mask: 0.7174, decode.d5.loss_dice: 1.0594, decode.d6.loss_cls: 0.6863, decode.d6.loss_mask: 0.7117, decode.d6.loss_dice: 1.0545, decode.d7.loss_cls: 0.6766, decode.d7.loss_mask: 0.7101, decode.d7.loss_dice: 1.0490, decode.d8.loss_cls: 0.6770, decode.d8.loss_mask: 0.7147, decode.d8.loss_dice: 1.0549, loss: 26.0178, grad_norm: 58.3186 2023-12-25 19:48:17,375 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 19:48:17,375 - mmseg - INFO - Iter [18000/160000] lr: 8.875e-05, eta: 22:34:11, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6263, decode.loss_mask: 0.7009, decode.loss_dice: 1.0059, decode.d0.loss_cls: 1.6213, decode.d0.loss_mask: 0.7288, decode.d0.loss_dice: 1.1284, decode.d1.loss_cls: 0.7312, decode.d1.loss_mask: 0.7206, decode.d1.loss_dice: 1.0824, decode.d2.loss_cls: 0.6689, decode.d2.loss_mask: 0.7080, decode.d2.loss_dice: 1.0431, decode.d3.loss_cls: 0.6449, decode.d3.loss_mask: 0.7025, decode.d3.loss_dice: 1.0262, decode.d4.loss_cls: 0.6387, decode.d4.loss_mask: 0.6993, decode.d4.loss_dice: 1.0175, decode.d5.loss_cls: 0.6293, decode.d5.loss_mask: 0.7004, decode.d5.loss_dice: 1.0121, decode.d6.loss_cls: 0.6331, decode.d6.loss_mask: 0.6993, decode.d6.loss_dice: 0.9982, decode.d7.loss_cls: 0.6322, decode.d7.loss_mask: 0.6950, decode.d7.loss_dice: 1.0045, decode.d8.loss_cls: 0.6268, decode.d8.loss_mask: 0.6997, decode.d8.loss_dice: 1.0046, loss: 24.8302, grad_norm: 61.6412 2023-12-25 19:48:41,505 - mmseg - INFO - Iter [18050/160000] lr: 8.872e-05, eta: 22:32:24, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6736, decode.loss_mask: 0.7155, decode.loss_dice: 1.0318, decode.d0.loss_cls: 1.6781, decode.d0.loss_mask: 0.7699, decode.d0.loss_dice: 1.1869, decode.d1.loss_cls: 0.7796, decode.d1.loss_mask: 0.7474, decode.d1.loss_dice: 1.1087, decode.d2.loss_cls: 0.7149, decode.d2.loss_mask: 0.7344, decode.d2.loss_dice: 1.0705, decode.d3.loss_cls: 0.6934, decode.d3.loss_mask: 0.7244, decode.d3.loss_dice: 1.0472, decode.d4.loss_cls: 0.6796, decode.d4.loss_mask: 0.7224, decode.d4.loss_dice: 1.0506, decode.d5.loss_cls: 0.6810, decode.d5.loss_mask: 0.7178, decode.d5.loss_dice: 1.0417, decode.d6.loss_cls: 0.6759, decode.d6.loss_mask: 0.7182, decode.d6.loss_dice: 1.0313, decode.d7.loss_cls: 0.6739, decode.d7.loss_mask: 0.7202, decode.d7.loss_dice: 1.0351, decode.d8.loss_cls: 0.6759, decode.d8.loss_mask: 0.7167, decode.d8.loss_dice: 1.0350, loss: 25.8515, grad_norm: 56.6593 2023-12-25 19:49:06,081 - mmseg - INFO - Iter [18100/160000] lr: 8.869e-05, eta: 22:30:45, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6591, decode.loss_mask: 0.7202, decode.loss_dice: 1.0355, decode.d0.loss_cls: 1.6549, decode.d0.loss_mask: 0.7602, decode.d0.loss_dice: 1.1806, decode.d1.loss_cls: 0.7786, decode.d1.loss_mask: 0.7498, decode.d1.loss_dice: 1.1069, decode.d2.loss_cls: 0.7078, decode.d2.loss_mask: 0.7369, decode.d2.loss_dice: 1.0684, decode.d3.loss_cls: 0.6908, decode.d3.loss_mask: 0.7248, decode.d3.loss_dice: 1.0512, decode.d4.loss_cls: 0.6788, decode.d4.loss_mask: 0.7250, decode.d4.loss_dice: 1.0500, decode.d5.loss_cls: 0.6715, decode.d5.loss_mask: 0.7217, decode.d5.loss_dice: 1.0394, decode.d6.loss_cls: 0.6634, decode.d6.loss_mask: 0.7204, decode.d6.loss_dice: 1.0289, decode.d7.loss_cls: 0.6641, decode.d7.loss_mask: 0.7203, decode.d7.loss_dice: 1.0362, decode.d8.loss_cls: 0.6596, decode.d8.loss_mask: 0.7190, decode.d8.loss_dice: 1.0314, loss: 25.7557, grad_norm: 63.1314 2023-12-25 19:49:30,740 - mmseg - INFO - Iter [18150/160000] lr: 8.866e-05, eta: 22:29:09, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6781, decode.loss_mask: 0.7292, decode.loss_dice: 1.0391, decode.d0.loss_cls: 1.6791, decode.d0.loss_mask: 0.7684, decode.d0.loss_dice: 1.1869, decode.d1.loss_cls: 0.8027, decode.d1.loss_mask: 0.7496, decode.d1.loss_dice: 1.1133, decode.d2.loss_cls: 0.7369, decode.d2.loss_mask: 0.7376, decode.d2.loss_dice: 1.0748, decode.d3.loss_cls: 0.7079, decode.d3.loss_mask: 0.7361, decode.d3.loss_dice: 1.0561, decode.d4.loss_cls: 0.6928, decode.d4.loss_mask: 0.7354, decode.d4.loss_dice: 1.0606, decode.d5.loss_cls: 0.6882, decode.d5.loss_mask: 0.7310, decode.d5.loss_dice: 1.0562, decode.d6.loss_cls: 0.6844, decode.d6.loss_mask: 0.7315, decode.d6.loss_dice: 1.0446, decode.d7.loss_cls: 0.6838, decode.d7.loss_mask: 0.7274, decode.d7.loss_dice: 1.0488, decode.d8.loss_cls: 0.6826, decode.d8.loss_mask: 0.7282, decode.d8.loss_dice: 1.0418, loss: 26.1333, grad_norm: 59.4788 2023-12-25 19:49:55,068 - mmseg - INFO - Iter [18200/160000] lr: 8.863e-05, eta: 22:27:27, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6595, decode.loss_mask: 0.7010, decode.loss_dice: 1.0308, decode.d0.loss_cls: 1.6512, decode.d0.loss_mask: 0.7333, decode.d0.loss_dice: 1.1598, decode.d1.loss_cls: 0.7734, decode.d1.loss_mask: 0.7257, decode.d1.loss_dice: 1.1005, decode.d2.loss_cls: 0.7098, decode.d2.loss_mask: 0.7082, decode.d2.loss_dice: 1.0598, decode.d3.loss_cls: 0.6784, decode.d3.loss_mask: 0.7139, decode.d3.loss_dice: 1.0395, decode.d4.loss_cls: 0.6683, decode.d4.loss_mask: 0.7049, decode.d4.loss_dice: 1.0434, decode.d5.loss_cls: 0.6727, decode.d5.loss_mask: 0.7017, decode.d5.loss_dice: 1.0393, decode.d6.loss_cls: 0.6670, decode.d6.loss_mask: 0.7040, decode.d6.loss_dice: 1.0320, decode.d7.loss_cls: 0.6608, decode.d7.loss_mask: 0.6999, decode.d7.loss_dice: 1.0354, decode.d8.loss_cls: 0.6596, decode.d8.loss_mask: 0.7038, decode.d8.loss_dice: 1.0377, loss: 25.4751, grad_norm: 59.1738 2023-12-25 19:50:19,136 - mmseg - INFO - Iter [18250/160000] lr: 8.859e-05, eta: 22:25:43, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6515, decode.loss_mask: 0.6937, decode.loss_dice: 1.0172, decode.d0.loss_cls: 1.6443, decode.d0.loss_mask: 0.7339, decode.d0.loss_dice: 1.1479, decode.d1.loss_cls: 0.7705, decode.d1.loss_mask: 0.7225, decode.d1.loss_dice: 1.1044, decode.d2.loss_cls: 0.6990, decode.d2.loss_mask: 0.7063, decode.d2.loss_dice: 1.0429, decode.d3.loss_cls: 0.6682, decode.d3.loss_mask: 0.7026, decode.d3.loss_dice: 1.0331, decode.d4.loss_cls: 0.6577, decode.d4.loss_mask: 0.7001, decode.d4.loss_dice: 1.0267, decode.d5.loss_cls: 0.6509, decode.d5.loss_mask: 0.6949, decode.d5.loss_dice: 1.0231, decode.d6.loss_cls: 0.6520, decode.d6.loss_mask: 0.6949, decode.d6.loss_dice: 1.0123, decode.d7.loss_cls: 0.6514, decode.d7.loss_mask: 0.6961, decode.d7.loss_dice: 1.0123, decode.d8.loss_cls: 0.6453, decode.d8.loss_mask: 0.6972, decode.d8.loss_dice: 1.0159, loss: 25.1692, grad_norm: 61.5488 2023-12-25 19:50:43,148 - mmseg - INFO - Iter [18300/160000] lr: 8.856e-05, eta: 22:23:58, time: 0.480, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6294, decode.loss_mask: 0.7035, decode.loss_dice: 0.9982, decode.d0.loss_cls: 1.5749, decode.d0.loss_mask: 0.7482, decode.d0.loss_dice: 1.1388, decode.d1.loss_cls: 0.7429, decode.d1.loss_mask: 0.7308, decode.d1.loss_dice: 1.0748, decode.d2.loss_cls: 0.6726, decode.d2.loss_mask: 0.7191, decode.d2.loss_dice: 1.0304, decode.d3.loss_cls: 0.6527, decode.d3.loss_mask: 0.7103, decode.d3.loss_dice: 1.0149, decode.d4.loss_cls: 0.6392, decode.d4.loss_mask: 0.7090, decode.d4.loss_dice: 1.0192, decode.d5.loss_cls: 0.6397, decode.d5.loss_mask: 0.7098, decode.d5.loss_dice: 1.0100, decode.d6.loss_cls: 0.6339, decode.d6.loss_mask: 0.7042, decode.d6.loss_dice: 1.0007, decode.d7.loss_cls: 0.6274, decode.d7.loss_mask: 0.7074, decode.d7.loss_dice: 1.0022, decode.d8.loss_cls: 0.6297, decode.d8.loss_mask: 0.7024, decode.d8.loss_dice: 1.0029, loss: 24.8791, grad_norm: 61.5549 2023-12-25 19:51:07,439 - mmseg - INFO - Iter [18350/160000] lr: 8.853e-05, eta: 22:22:19, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6924, decode.loss_mask: 0.6906, decode.loss_dice: 1.0231, decode.d0.loss_cls: 1.6894, decode.d0.loss_mask: 0.7369, decode.d0.loss_dice: 1.1605, decode.d1.loss_cls: 0.7919, decode.d1.loss_mask: 0.7349, decode.d1.loss_dice: 1.1105, decode.d2.loss_cls: 0.7283, decode.d2.loss_mask: 0.7117, decode.d2.loss_dice: 1.0594, decode.d3.loss_cls: 0.7132, decode.d3.loss_mask: 0.7023, decode.d3.loss_dice: 1.0390, decode.d4.loss_cls: 0.7109, decode.d4.loss_mask: 0.7028, decode.d4.loss_dice: 1.0375, decode.d5.loss_cls: 0.6969, decode.d5.loss_mask: 0.6978, decode.d5.loss_dice: 1.0316, decode.d6.loss_cls: 0.6953, decode.d6.loss_mask: 0.6949, decode.d6.loss_dice: 1.0228, decode.d7.loss_cls: 0.6871, decode.d7.loss_mask: 0.6963, decode.d7.loss_dice: 1.0237, decode.d8.loss_cls: 0.6851, decode.d8.loss_mask: 0.6961, decode.d8.loss_dice: 1.0274, loss: 25.6904, grad_norm: 57.3102 2023-12-25 19:51:31,652 - mmseg - INFO - Iter [18400/160000] lr: 8.850e-05, eta: 22:20:39, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6575, decode.loss_mask: 0.7294, decode.loss_dice: 1.0602, decode.d0.loss_cls: 1.6481, decode.d0.loss_mask: 0.7748, decode.d0.loss_dice: 1.1973, decode.d1.loss_cls: 0.7647, decode.d1.loss_mask: 0.7589, decode.d1.loss_dice: 1.1532, decode.d2.loss_cls: 0.7020, decode.d2.loss_mask: 0.7443, decode.d2.loss_dice: 1.0982, decode.d3.loss_cls: 0.6789, decode.d3.loss_mask: 0.7392, decode.d3.loss_dice: 1.0684, decode.d4.loss_cls: 0.6748, decode.d4.loss_mask: 0.7346, decode.d4.loss_dice: 1.0759, decode.d5.loss_cls: 0.6659, decode.d5.loss_mask: 0.7342, decode.d5.loss_dice: 1.0686, decode.d6.loss_cls: 0.6635, decode.d6.loss_mask: 0.7338, decode.d6.loss_dice: 1.0523, decode.d7.loss_cls: 0.6567, decode.d7.loss_mask: 0.7353, decode.d7.loss_dice: 1.0603, decode.d8.loss_cls: 0.6569, decode.d8.loss_mask: 0.7339, decode.d8.loss_dice: 1.0593, loss: 26.0811, grad_norm: 60.9610 2023-12-25 19:51:55,806 - mmseg - INFO - Iter [18450/160000] lr: 8.847e-05, eta: 22:19:00, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6743, decode.loss_mask: 0.7182, decode.loss_dice: 1.0402, decode.d0.loss_cls: 1.6314, decode.d0.loss_mask: 0.7596, decode.d0.loss_dice: 1.1692, decode.d1.loss_cls: 0.7782, decode.d1.loss_mask: 0.7439, decode.d1.loss_dice: 1.1119, decode.d2.loss_cls: 0.7150, decode.d2.loss_mask: 0.7275, decode.d2.loss_dice: 1.0752, decode.d3.loss_cls: 0.6984, decode.d3.loss_mask: 0.7172, decode.d3.loss_dice: 1.0468, decode.d4.loss_cls: 0.6932, decode.d4.loss_mask: 0.7192, decode.d4.loss_dice: 1.0499, decode.d5.loss_cls: 0.6758, decode.d5.loss_mask: 0.7188, decode.d5.loss_dice: 1.0510, decode.d6.loss_cls: 0.6708, decode.d6.loss_mask: 0.7222, decode.d6.loss_dice: 1.0415, decode.d7.loss_cls: 0.6686, decode.d7.loss_mask: 0.7213, decode.d7.loss_dice: 1.0395, decode.d8.loss_cls: 0.6720, decode.d8.loss_mask: 0.7167, decode.d8.loss_dice: 1.0429, loss: 25.8105, grad_norm: 62.7062 2023-12-25 19:52:19,832 - mmseg - INFO - Iter [18500/160000] lr: 8.844e-05, eta: 22:17:19, time: 0.480, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6658, decode.loss_mask: 0.7295, decode.loss_dice: 1.0287, decode.d0.loss_cls: 1.6421, decode.d0.loss_mask: 0.7788, decode.d0.loss_dice: 1.1635, decode.d1.loss_cls: 0.7831, decode.d1.loss_mask: 0.7592, decode.d1.loss_dice: 1.1012, decode.d2.loss_cls: 0.7149, decode.d2.loss_mask: 0.7383, decode.d2.loss_dice: 1.0677, decode.d3.loss_cls: 0.6902, decode.d3.loss_mask: 0.7334, decode.d3.loss_dice: 1.0375, decode.d4.loss_cls: 0.6823, decode.d4.loss_mask: 0.7361, decode.d4.loss_dice: 1.0412, decode.d5.loss_cls: 0.6782, decode.d5.loss_mask: 0.7362, decode.d5.loss_dice: 1.0438, decode.d6.loss_cls: 0.6720, decode.d6.loss_mask: 0.7305, decode.d6.loss_dice: 1.0336, decode.d7.loss_cls: 0.6625, decode.d7.loss_mask: 0.7308, decode.d7.loss_dice: 1.0388, decode.d8.loss_cls: 0.6651, decode.d8.loss_mask: 0.7291, decode.d8.loss_dice: 1.0361, loss: 25.8501, grad_norm: 64.7997 2023-12-25 19:52:43,900 - mmseg - INFO - Iter [18550/160000] lr: 8.841e-05, eta: 22:15:40, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6435, decode.loss_mask: 0.7242, decode.loss_dice: 1.0442, decode.d0.loss_cls: 1.6477, decode.d0.loss_mask: 0.7555, decode.d0.loss_dice: 1.1699, decode.d1.loss_cls: 0.7386, decode.d1.loss_mask: 0.7453, decode.d1.loss_dice: 1.1124, decode.d2.loss_cls: 0.6844, decode.d2.loss_mask: 0.7358, decode.d2.loss_dice: 1.0710, decode.d3.loss_cls: 0.6609, decode.d3.loss_mask: 0.7305, decode.d3.loss_dice: 1.0561, decode.d4.loss_cls: 0.6484, decode.d4.loss_mask: 0.7258, decode.d4.loss_dice: 1.0607, decode.d5.loss_cls: 0.6542, decode.d5.loss_mask: 0.7249, decode.d5.loss_dice: 1.0529, decode.d6.loss_cls: 0.6434, decode.d6.loss_mask: 0.7281, decode.d6.loss_dice: 1.0477, decode.d7.loss_cls: 0.6355, decode.d7.loss_mask: 0.7275, decode.d7.loss_dice: 1.0495, decode.d8.loss_cls: 0.6388, decode.d8.loss_mask: 0.7323, decode.d8.loss_dice: 1.0497, loss: 25.6393, grad_norm: 60.4798 2023-12-25 19:53:08,082 - mmseg - INFO - Iter [18600/160000] lr: 8.838e-05, eta: 22:14:03, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6503, decode.loss_mask: 0.7184, decode.loss_dice: 1.0030, decode.d0.loss_cls: 1.6125, decode.d0.loss_mask: 0.7600, decode.d0.loss_dice: 1.1341, decode.d1.loss_cls: 0.7392, decode.d1.loss_mask: 0.7499, decode.d1.loss_dice: 1.0838, decode.d2.loss_cls: 0.6826, decode.d2.loss_mask: 0.7299, decode.d2.loss_dice: 1.0401, decode.d3.loss_cls: 0.6745, decode.d3.loss_mask: 0.7251, decode.d3.loss_dice: 1.0131, decode.d4.loss_cls: 0.6649, decode.d4.loss_mask: 0.7238, decode.d4.loss_dice: 1.0153, decode.d5.loss_cls: 0.6583, decode.d5.loss_mask: 0.7221, decode.d5.loss_dice: 1.0080, decode.d6.loss_cls: 0.6596, decode.d6.loss_mask: 0.7191, decode.d6.loss_dice: 1.0002, decode.d7.loss_cls: 0.6469, decode.d7.loss_mask: 0.7225, decode.d7.loss_dice: 1.0048, decode.d8.loss_cls: 0.6475, decode.d8.loss_mask: 0.7185, decode.d8.loss_dice: 1.0037, loss: 25.2319, grad_norm: 63.4985 2023-12-25 19:53:32,576 - mmseg - INFO - Iter [18650/160000] lr: 8.834e-05, eta: 22:12:33, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6595, decode.loss_mask: 0.7328, decode.loss_dice: 1.0456, decode.d0.loss_cls: 1.6322, decode.d0.loss_mask: 0.7740, decode.d0.loss_dice: 1.1691, decode.d1.loss_cls: 0.7565, decode.d1.loss_mask: 0.7551, decode.d1.loss_dice: 1.1130, decode.d2.loss_cls: 0.7046, decode.d2.loss_mask: 0.7400, decode.d2.loss_dice: 1.0710, decode.d3.loss_cls: 0.6801, decode.d3.loss_mask: 0.7333, decode.d3.loss_dice: 1.0514, decode.d4.loss_cls: 0.6696, decode.d4.loss_mask: 0.7354, decode.d4.loss_dice: 1.0571, decode.d5.loss_cls: 0.6665, decode.d5.loss_mask: 0.7324, decode.d5.loss_dice: 1.0502, decode.d6.loss_cls: 0.6679, decode.d6.loss_mask: 0.7279, decode.d6.loss_dice: 1.0412, decode.d7.loss_cls: 0.6564, decode.d7.loss_mask: 0.7307, decode.d7.loss_dice: 1.0479, decode.d8.loss_cls: 0.6597, decode.d8.loss_mask: 0.7295, decode.d8.loss_dice: 1.0475, loss: 25.8379, grad_norm: 58.2116 2023-12-25 19:53:56,803 - mmseg - INFO - Iter [18700/160000] lr: 8.831e-05, eta: 22:10:58, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6275, decode.loss_mask: 0.7282, decode.loss_dice: 1.0181, decode.d0.loss_cls: 1.5919, decode.d0.loss_mask: 0.7651, decode.d0.loss_dice: 1.1529, decode.d1.loss_cls: 0.7386, decode.d1.loss_mask: 0.7518, decode.d1.loss_dice: 1.0938, decode.d2.loss_cls: 0.6786, decode.d2.loss_mask: 0.7369, decode.d2.loss_dice: 1.0569, decode.d3.loss_cls: 0.6623, decode.d3.loss_mask: 0.7273, decode.d3.loss_dice: 1.0256, decode.d4.loss_cls: 0.6402, decode.d4.loss_mask: 0.7301, decode.d4.loss_dice: 1.0311, decode.d5.loss_cls: 0.6388, decode.d5.loss_mask: 0.7298, decode.d5.loss_dice: 1.0185, decode.d6.loss_cls: 0.6326, decode.d6.loss_mask: 0.7309, decode.d6.loss_dice: 1.0107, decode.d7.loss_cls: 0.6286, decode.d7.loss_mask: 0.7267, decode.d7.loss_dice: 1.0177, decode.d8.loss_cls: 0.6296, decode.d8.loss_mask: 0.7293, decode.d8.loss_dice: 1.0204, loss: 25.2703, grad_norm: 59.9000 2023-12-25 19:54:20,964 - mmseg - INFO - Iter [18750/160000] lr: 8.828e-05, eta: 22:09:24, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6422, decode.loss_mask: 0.7222, decode.loss_dice: 1.0270, decode.d0.loss_cls: 1.6670, decode.d0.loss_mask: 0.7551, decode.d0.loss_dice: 1.1632, decode.d1.loss_cls: 0.7737, decode.d1.loss_mask: 0.7474, decode.d1.loss_dice: 1.0962, decode.d2.loss_cls: 0.7043, decode.d2.loss_mask: 0.7278, decode.d2.loss_dice: 1.0503, decode.d3.loss_cls: 0.6783, decode.d3.loss_mask: 0.7249, decode.d3.loss_dice: 1.0348, decode.d4.loss_cls: 0.6589, decode.d4.loss_mask: 0.7216, decode.d4.loss_dice: 1.0351, decode.d5.loss_cls: 0.6612, decode.d5.loss_mask: 0.7225, decode.d5.loss_dice: 1.0259, decode.d6.loss_cls: 0.6536, decode.d6.loss_mask: 0.7183, decode.d6.loss_dice: 1.0263, decode.d7.loss_cls: 0.6495, decode.d7.loss_mask: 0.7186, decode.d7.loss_dice: 1.0262, decode.d8.loss_cls: 0.6429, decode.d8.loss_mask: 0.7209, decode.d8.loss_dice: 1.0293, loss: 25.5252, grad_norm: 62.5131 2023-12-25 19:54:45,149 - mmseg - INFO - Iter [18800/160000] lr: 8.825e-05, eta: 22:07:51, time: 0.484, data_time: 0.014, memory: 40245, decode.loss_cls: 0.6647, decode.loss_mask: 0.7248, decode.loss_dice: 1.0164, decode.d0.loss_cls: 1.6439, decode.d0.loss_mask: 0.7680, decode.d0.loss_dice: 1.1551, decode.d1.loss_cls: 0.7630, decode.d1.loss_mask: 0.7563, decode.d1.loss_dice: 1.0885, decode.d2.loss_cls: 0.7100, decode.d2.loss_mask: 0.7448, decode.d2.loss_dice: 1.0538, decode.d3.loss_cls: 0.6910, decode.d3.loss_mask: 0.7325, decode.d3.loss_dice: 1.0384, decode.d4.loss_cls: 0.6742, decode.d4.loss_mask: 0.7323, decode.d4.loss_dice: 1.0333, decode.d5.loss_cls: 0.6678, decode.d5.loss_mask: 0.7310, decode.d5.loss_dice: 1.0301, decode.d6.loss_cls: 0.6643, decode.d6.loss_mask: 0.7232, decode.d6.loss_dice: 1.0166, decode.d7.loss_cls: 0.6600, decode.d7.loss_mask: 0.7204, decode.d7.loss_dice: 1.0221, decode.d8.loss_cls: 0.6566, decode.d8.loss_mask: 0.7236, decode.d8.loss_dice: 1.0204, loss: 25.6273, grad_norm: 58.6958 2023-12-25 19:55:11,562 - mmseg - INFO - Iter [18850/160000] lr: 8.822e-05, eta: 22:06:54, time: 0.528, data_time: 0.059, memory: 40245, decode.loss_cls: 0.6775, decode.loss_mask: 0.7325, decode.loss_dice: 1.0305, decode.d0.loss_cls: 1.6798, decode.d0.loss_mask: 0.7745, decode.d0.loss_dice: 1.1835, decode.d1.loss_cls: 0.7639, decode.d1.loss_mask: 0.7643, decode.d1.loss_dice: 1.1175, decode.d2.loss_cls: 0.7099, decode.d2.loss_mask: 0.7357, decode.d2.loss_dice: 1.0667, decode.d3.loss_cls: 0.6979, decode.d3.loss_mask: 0.7317, decode.d3.loss_dice: 1.0514, decode.d4.loss_cls: 0.6864, decode.d4.loss_mask: 0.7349, decode.d4.loss_dice: 1.0490, decode.d5.loss_cls: 0.6885, decode.d5.loss_mask: 0.7340, decode.d5.loss_dice: 1.0469, decode.d6.loss_cls: 0.6818, decode.d6.loss_mask: 0.7305, decode.d6.loss_dice: 1.0336, decode.d7.loss_cls: 0.6764, decode.d7.loss_mask: 0.7277, decode.d7.loss_dice: 1.0361, decode.d8.loss_cls: 0.6784, decode.d8.loss_mask: 0.7334, decode.d8.loss_dice: 1.0384, loss: 25.9935, grad_norm: 58.8024 2023-12-25 19:55:35,814 - mmseg - INFO - Iter [18900/160000] lr: 8.819e-05, eta: 22:05:23, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6341, decode.loss_mask: 0.6884, decode.loss_dice: 0.9794, decode.d0.loss_cls: 1.6407, decode.d0.loss_mask: 0.7352, decode.d0.loss_dice: 1.1250, decode.d1.loss_cls: 0.7415, decode.d1.loss_mask: 0.7154, decode.d1.loss_dice: 1.0558, decode.d2.loss_cls: 0.6749, decode.d2.loss_mask: 0.6994, decode.d2.loss_dice: 1.0177, decode.d3.loss_cls: 0.6569, decode.d3.loss_mask: 0.6932, decode.d3.loss_dice: 0.9934, decode.d4.loss_cls: 0.6465, decode.d4.loss_mask: 0.6857, decode.d4.loss_dice: 0.9949, decode.d5.loss_cls: 0.6431, decode.d5.loss_mask: 0.6940, decode.d5.loss_dice: 0.9965, decode.d6.loss_cls: 0.6408, decode.d6.loss_mask: 0.6907, decode.d6.loss_dice: 0.9825, decode.d7.loss_cls: 0.6392, decode.d7.loss_mask: 0.6955, decode.d7.loss_dice: 0.9813, decode.d8.loss_cls: 0.6303, decode.d8.loss_mask: 0.6933, decode.d8.loss_dice: 0.9843, loss: 24.6499, grad_norm: 60.4099 2023-12-25 19:56:00,073 - mmseg - INFO - Iter [18950/160000] lr: 8.816e-05, eta: 22:03:53, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6499, decode.loss_mask: 0.7048, decode.loss_dice: 1.0387, decode.d0.loss_cls: 1.6487, decode.d0.loss_mask: 0.7502, decode.d0.loss_dice: 1.1789, decode.d1.loss_cls: 0.7616, decode.d1.loss_mask: 0.7430, decode.d1.loss_dice: 1.1272, decode.d2.loss_cls: 0.6988, decode.d2.loss_mask: 0.7181, decode.d2.loss_dice: 1.0750, decode.d3.loss_cls: 0.6756, decode.d3.loss_mask: 0.7147, decode.d3.loss_dice: 1.0591, decode.d4.loss_cls: 0.6682, decode.d4.loss_mask: 0.7138, decode.d4.loss_dice: 1.0533, decode.d5.loss_cls: 0.6642, decode.d5.loss_mask: 0.7119, decode.d5.loss_dice: 1.0570, decode.d6.loss_cls: 0.6653, decode.d6.loss_mask: 0.7069, decode.d6.loss_dice: 1.0371, decode.d7.loss_cls: 0.6562, decode.d7.loss_mask: 0.7077, decode.d7.loss_dice: 1.0415, decode.d8.loss_cls: 0.6518, decode.d8.loss_mask: 0.7058, decode.d8.loss_dice: 1.0384, loss: 25.6235, grad_norm: 59.0723 2023-12-25 19:56:24,316 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 19:56:24,316 - mmseg - INFO - Iter [19000/160000] lr: 8.813e-05, eta: 22:02:24, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6251, decode.loss_mask: 0.6940, decode.loss_dice: 1.0280, decode.d0.loss_cls: 1.6184, decode.d0.loss_mask: 0.7400, decode.d0.loss_dice: 1.1632, decode.d1.loss_cls: 0.7396, decode.d1.loss_mask: 0.7257, decode.d1.loss_dice: 1.1186, decode.d2.loss_cls: 0.6663, decode.d2.loss_mask: 0.7083, decode.d2.loss_dice: 1.0692, decode.d3.loss_cls: 0.6459, decode.d3.loss_mask: 0.6988, decode.d3.loss_dice: 1.0443, decode.d4.loss_cls: 0.6375, decode.d4.loss_mask: 0.7025, decode.d4.loss_dice: 1.0394, decode.d5.loss_cls: 0.6323, decode.d5.loss_mask: 0.7027, decode.d5.loss_dice: 1.0413, decode.d6.loss_cls: 0.6309, decode.d6.loss_mask: 0.6981, decode.d6.loss_dice: 1.0350, decode.d7.loss_cls: 0.6319, decode.d7.loss_mask: 0.6971, decode.d7.loss_dice: 1.0318, decode.d8.loss_cls: 0.6274, decode.d8.loss_mask: 0.6919, decode.d8.loss_dice: 1.0323, loss: 25.1174, grad_norm: 57.7255 2023-12-25 19:56:48,618 - mmseg - INFO - Iter [19050/160000] lr: 8.809e-05, eta: 22:00:56, time: 0.486, data_time: 0.014, memory: 40245, decode.loss_cls: 0.6360, decode.loss_mask: 0.6828, decode.loss_dice: 1.0192, decode.d0.loss_cls: 1.6943, decode.d0.loss_mask: 0.7242, decode.d0.loss_dice: 1.1589, decode.d1.loss_cls: 0.7745, decode.d1.loss_mask: 0.7075, decode.d1.loss_dice: 1.0939, decode.d2.loss_cls: 0.6969, decode.d2.loss_mask: 0.6950, decode.d2.loss_dice: 1.0497, decode.d3.loss_cls: 0.6749, decode.d3.loss_mask: 0.6891, decode.d3.loss_dice: 1.0341, decode.d4.loss_cls: 0.6608, decode.d4.loss_mask: 0.6858, decode.d4.loss_dice: 1.0391, decode.d5.loss_cls: 0.6477, decode.d5.loss_mask: 0.6882, decode.d5.loss_dice: 1.0313, decode.d6.loss_cls: 0.6430, decode.d6.loss_mask: 0.6845, decode.d6.loss_dice: 1.0220, decode.d7.loss_cls: 0.6399, decode.d7.loss_mask: 0.6833, decode.d7.loss_dice: 1.0273, decode.d8.loss_cls: 0.6425, decode.d8.loss_mask: 0.6833, decode.d8.loss_dice: 1.0195, loss: 25.1290, grad_norm: 57.9053 2023-12-25 19:57:12,997 - mmseg - INFO - Iter [19100/160000] lr: 8.806e-05, eta: 21:59:30, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6385, decode.loss_mask: 0.6979, decode.loss_dice: 1.0060, decode.d0.loss_cls: 1.5907, decode.d0.loss_mask: 0.7412, decode.d0.loss_dice: 1.1340, decode.d1.loss_cls: 0.7410, decode.d1.loss_mask: 0.7225, decode.d1.loss_dice: 1.0802, decode.d2.loss_cls: 0.6762, decode.d2.loss_mask: 0.7087, decode.d2.loss_dice: 1.0371, decode.d3.loss_cls: 0.6617, decode.d3.loss_mask: 0.6997, decode.d3.loss_dice: 1.0168, decode.d4.loss_cls: 0.6390, decode.d4.loss_mask: 0.7055, decode.d4.loss_dice: 1.0209, decode.d5.loss_cls: 0.6391, decode.d5.loss_mask: 0.7000, decode.d5.loss_dice: 1.0271, decode.d6.loss_cls: 0.6363, decode.d6.loss_mask: 0.7009, decode.d6.loss_dice: 1.0100, decode.d7.loss_cls: 0.6384, decode.d7.loss_mask: 0.6973, decode.d7.loss_dice: 1.0133, decode.d8.loss_cls: 0.6395, decode.d8.loss_mask: 0.6985, decode.d8.loss_dice: 1.0139, loss: 24.9320, grad_norm: 65.7907 2023-12-25 19:57:37,230 - mmseg - INFO - Iter [19150/160000] lr: 8.803e-05, eta: 21:58:02, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6285, decode.loss_mask: 0.7007, decode.loss_dice: 1.0154, decode.d0.loss_cls: 1.5965, decode.d0.loss_mask: 0.7414, decode.d0.loss_dice: 1.1483, decode.d1.loss_cls: 0.7367, decode.d1.loss_mask: 0.7249, decode.d1.loss_dice: 1.0779, decode.d2.loss_cls: 0.6671, decode.d2.loss_mask: 0.7179, decode.d2.loss_dice: 1.0433, decode.d3.loss_cls: 0.6600, decode.d3.loss_mask: 0.7019, decode.d3.loss_dice: 1.0172, decode.d4.loss_cls: 0.6378, decode.d4.loss_mask: 0.7040, decode.d4.loss_dice: 1.0243, decode.d5.loss_cls: 0.6312, decode.d5.loss_mask: 0.7045, decode.d5.loss_dice: 1.0163, decode.d6.loss_cls: 0.6271, decode.d6.loss_mask: 0.7008, decode.d6.loss_dice: 1.0104, decode.d7.loss_cls: 0.6216, decode.d7.loss_mask: 0.7031, decode.d7.loss_dice: 1.0158, decode.d8.loss_cls: 0.6256, decode.d8.loss_mask: 0.7001, decode.d8.loss_dice: 1.0155, loss: 24.9157, grad_norm: 64.3103 2023-12-25 19:58:01,730 - mmseg - INFO - Iter [19200/160000] lr: 8.800e-05, eta: 21:56:40, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6121, decode.loss_mask: 0.6886, decode.loss_dice: 1.0192, decode.d0.loss_cls: 1.6092, decode.d0.loss_mask: 0.7295, decode.d0.loss_dice: 1.1359, decode.d1.loss_cls: 0.7259, decode.d1.loss_mask: 0.7126, decode.d1.loss_dice: 1.0930, decode.d2.loss_cls: 0.6585, decode.d2.loss_mask: 0.6997, decode.d2.loss_dice: 1.0537, decode.d3.loss_cls: 0.6402, decode.d3.loss_mask: 0.6955, decode.d3.loss_dice: 1.0297, decode.d4.loss_cls: 0.6221, decode.d4.loss_mask: 0.6961, decode.d4.loss_dice: 1.0399, decode.d5.loss_cls: 0.6225, decode.d5.loss_mask: 0.6939, decode.d5.loss_dice: 1.0350, decode.d6.loss_cls: 0.6224, decode.d6.loss_mask: 0.6864, decode.d6.loss_dice: 1.0177, decode.d7.loss_cls: 0.6151, decode.d7.loss_mask: 0.6886, decode.d7.loss_dice: 1.0241, decode.d8.loss_cls: 0.6083, decode.d8.loss_mask: 0.6886, decode.d8.loss_dice: 1.0187, loss: 24.7828, grad_norm: 54.5432 2023-12-25 19:58:25,868 - mmseg - INFO - Iter [19250/160000] lr: 8.797e-05, eta: 21:55:12, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6261, decode.loss_mask: 0.7032, decode.loss_dice: 1.0267, decode.d0.loss_cls: 1.6105, decode.d0.loss_mask: 0.7553, decode.d0.loss_dice: 1.1561, decode.d1.loss_cls: 0.7273, decode.d1.loss_mask: 0.7369, decode.d1.loss_dice: 1.1008, decode.d2.loss_cls: 0.6659, decode.d2.loss_mask: 0.7108, decode.d2.loss_dice: 1.0607, decode.d3.loss_cls: 0.6485, decode.d3.loss_mask: 0.7108, decode.d3.loss_dice: 1.0430, decode.d4.loss_cls: 0.6398, decode.d4.loss_mask: 0.7109, decode.d4.loss_dice: 1.0446, decode.d5.loss_cls: 0.6372, decode.d5.loss_mask: 0.7107, decode.d5.loss_dice: 1.0357, decode.d6.loss_cls: 0.6317, decode.d6.loss_mask: 0.7071, decode.d6.loss_dice: 1.0301, decode.d7.loss_cls: 0.6239, decode.d7.loss_mask: 0.7061, decode.d7.loss_dice: 1.0336, decode.d8.loss_cls: 0.6281, decode.d8.loss_mask: 0.7056, decode.d8.loss_dice: 1.0326, loss: 25.1605, grad_norm: 59.8716 2023-12-25 19:58:50,018 - mmseg - INFO - Iter [19300/160000] lr: 8.794e-05, eta: 21:53:45, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6572, decode.loss_mask: 0.6918, decode.loss_dice: 1.0285, decode.d0.loss_cls: 1.6434, decode.d0.loss_mask: 0.7386, decode.d0.loss_dice: 1.1772, decode.d1.loss_cls: 0.7606, decode.d1.loss_mask: 0.7205, decode.d1.loss_dice: 1.1125, decode.d2.loss_cls: 0.6974, decode.d2.loss_mask: 0.7070, decode.d2.loss_dice: 1.0708, decode.d3.loss_cls: 0.6751, decode.d3.loss_mask: 0.6964, decode.d3.loss_dice: 1.0496, decode.d4.loss_cls: 0.6676, decode.d4.loss_mask: 0.6976, decode.d4.loss_dice: 1.0420, decode.d5.loss_cls: 0.6616, decode.d5.loss_mask: 0.6944, decode.d5.loss_dice: 1.0390, decode.d6.loss_cls: 0.6523, decode.d6.loss_mask: 0.6927, decode.d6.loss_dice: 1.0349, decode.d7.loss_cls: 0.6517, decode.d7.loss_mask: 0.6939, decode.d7.loss_dice: 1.0360, decode.d8.loss_cls: 0.6557, decode.d8.loss_mask: 0.6936, decode.d8.loss_dice: 1.0304, loss: 25.3701, grad_norm: 58.5612 2023-12-25 19:59:14,131 - mmseg - INFO - Iter [19350/160000] lr: 8.791e-05, eta: 21:52:18, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6623, decode.loss_mask: 0.7206, decode.loss_dice: 1.0119, decode.d0.loss_cls: 1.6483, decode.d0.loss_mask: 0.7575, decode.d0.loss_dice: 1.1496, decode.d1.loss_cls: 0.7844, decode.d1.loss_mask: 0.7479, decode.d1.loss_dice: 1.0876, decode.d2.loss_cls: 0.7087, decode.d2.loss_mask: 0.7297, decode.d2.loss_dice: 1.0459, decode.d3.loss_cls: 0.6939, decode.d3.loss_mask: 0.7211, decode.d3.loss_dice: 1.0243, decode.d4.loss_cls: 0.6781, decode.d4.loss_mask: 0.7206, decode.d4.loss_dice: 1.0269, decode.d5.loss_cls: 0.6789, decode.d5.loss_mask: 0.7209, decode.d5.loss_dice: 1.0187, decode.d6.loss_cls: 0.6658, decode.d6.loss_mask: 0.7192, decode.d6.loss_dice: 1.0106, decode.d7.loss_cls: 0.6698, decode.d7.loss_mask: 0.7236, decode.d7.loss_dice: 1.0143, decode.d8.loss_cls: 0.6631, decode.d8.loss_mask: 0.7213, decode.d8.loss_dice: 1.0145, loss: 25.5401, grad_norm: 56.4869 2023-12-25 19:59:38,318 - mmseg - INFO - Iter [19400/160000] lr: 8.788e-05, eta: 21:50:54, time: 0.484, data_time: 0.011, memory: 40245, decode.loss_cls: 0.6220, decode.loss_mask: 0.7169, decode.loss_dice: 1.0093, decode.d0.loss_cls: 1.5964, decode.d0.loss_mask: 0.7567, decode.d0.loss_dice: 1.1401, decode.d1.loss_cls: 0.7369, decode.d1.loss_mask: 0.7466, decode.d1.loss_dice: 1.0872, decode.d2.loss_cls: 0.6754, decode.d2.loss_mask: 0.7279, decode.d2.loss_dice: 1.0502, decode.d3.loss_cls: 0.6538, decode.d3.loss_mask: 0.7208, decode.d3.loss_dice: 1.0301, decode.d4.loss_cls: 0.6461, decode.d4.loss_mask: 0.7199, decode.d4.loss_dice: 1.0288, decode.d5.loss_cls: 0.6376, decode.d5.loss_mask: 0.7199, decode.d5.loss_dice: 1.0202, decode.d6.loss_cls: 0.6296, decode.d6.loss_mask: 0.7192, decode.d6.loss_dice: 1.0061, decode.d7.loss_cls: 0.6259, decode.d7.loss_mask: 0.7166, decode.d7.loss_dice: 1.0122, decode.d8.loss_cls: 0.6248, decode.d8.loss_mask: 0.7145, decode.d8.loss_dice: 1.0130, loss: 25.1046, grad_norm: 63.4529 2023-12-25 20:00:02,511 - mmseg - INFO - Iter [19450/160000] lr: 8.784e-05, eta: 21:49:29, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6387, decode.loss_mask: 0.7075, decode.loss_dice: 1.0249, decode.d0.loss_cls: 1.6278, decode.d0.loss_mask: 0.7466, decode.d0.loss_dice: 1.1475, decode.d1.loss_cls: 0.7495, decode.d1.loss_mask: 0.7281, decode.d1.loss_dice: 1.0938, decode.d2.loss_cls: 0.6854, decode.d2.loss_mask: 0.7148, decode.d2.loss_dice: 1.0495, decode.d3.loss_cls: 0.6688, decode.d3.loss_mask: 0.7075, decode.d3.loss_dice: 1.0292, decode.d4.loss_cls: 0.6571, decode.d4.loss_mask: 0.7117, decode.d4.loss_dice: 1.0286, decode.d5.loss_cls: 0.6540, decode.d5.loss_mask: 0.7098, decode.d5.loss_dice: 1.0279, decode.d6.loss_cls: 0.6489, decode.d6.loss_mask: 0.7058, decode.d6.loss_dice: 1.0149, decode.d7.loss_cls: 0.6431, decode.d7.loss_mask: 0.7057, decode.d7.loss_dice: 1.0173, decode.d8.loss_cls: 0.6423, decode.d8.loss_mask: 0.7108, decode.d8.loss_dice: 1.0263, loss: 25.2237, grad_norm: 64.9688 2023-12-25 20:00:26,631 - mmseg - INFO - Iter [19500/160000] lr: 8.781e-05, eta: 21:48:05, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6510, decode.loss_mask: 0.7224, decode.loss_dice: 1.0515, decode.d0.loss_cls: 1.6333, decode.d0.loss_mask: 0.7565, decode.d0.loss_dice: 1.1803, decode.d1.loss_cls: 0.7585, decode.d1.loss_mask: 0.7420, decode.d1.loss_dice: 1.1280, decode.d2.loss_cls: 0.7001, decode.d2.loss_mask: 0.7370, decode.d2.loss_dice: 1.0843, decode.d3.loss_cls: 0.6781, decode.d3.loss_mask: 0.7296, decode.d3.loss_dice: 1.0662, decode.d4.loss_cls: 0.6688, decode.d4.loss_mask: 0.7308, decode.d4.loss_dice: 1.0623, decode.d5.loss_cls: 0.6681, decode.d5.loss_mask: 0.7208, decode.d5.loss_dice: 1.0628, decode.d6.loss_cls: 0.6612, decode.d6.loss_mask: 0.7191, decode.d6.loss_dice: 1.0527, decode.d7.loss_cls: 0.6483, decode.d7.loss_mask: 0.7208, decode.d7.loss_dice: 1.0613, decode.d8.loss_cls: 0.6539, decode.d8.loss_mask: 0.7247, decode.d8.loss_dice: 1.0571, loss: 25.8318, grad_norm: 56.1337 2023-12-25 20:00:50,916 - mmseg - INFO - Iter [19550/160000] lr: 8.778e-05, eta: 21:46:43, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6448, decode.loss_mask: 0.7160, decode.loss_dice: 1.0429, decode.d0.loss_cls: 1.6612, decode.d0.loss_mask: 0.7476, decode.d0.loss_dice: 1.1853, decode.d1.loss_cls: 0.7749, decode.d1.loss_mask: 0.7334, decode.d1.loss_dice: 1.1231, decode.d2.loss_cls: 0.7045, decode.d2.loss_mask: 0.7236, decode.d2.loss_dice: 1.0769, decode.d3.loss_cls: 0.6778, decode.d3.loss_mask: 0.7168, decode.d3.loss_dice: 1.0573, decode.d4.loss_cls: 0.6700, decode.d4.loss_mask: 0.7147, decode.d4.loss_dice: 1.0594, decode.d5.loss_cls: 0.6605, decode.d5.loss_mask: 0.7116, decode.d5.loss_dice: 1.0535, decode.d6.loss_cls: 0.6617, decode.d6.loss_mask: 0.7084, decode.d6.loss_dice: 1.0360, decode.d7.loss_cls: 0.6582, decode.d7.loss_mask: 0.7086, decode.d7.loss_dice: 1.0344, decode.d8.loss_cls: 0.6544, decode.d8.loss_mask: 0.7143, decode.d8.loss_dice: 1.0413, loss: 25.6729, grad_norm: 55.3630 2023-12-25 20:01:15,572 - mmseg - INFO - Iter [19600/160000] lr: 8.775e-05, eta: 21:45:28, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6285, decode.loss_mask: 0.6999, decode.loss_dice: 1.0270, decode.d0.loss_cls: 1.6517, decode.d0.loss_mask: 0.7485, decode.d0.loss_dice: 1.1581, decode.d1.loss_cls: 0.7377, decode.d1.loss_mask: 0.7275, decode.d1.loss_dice: 1.1028, decode.d2.loss_cls: 0.6768, decode.d2.loss_mask: 0.7092, decode.d2.loss_dice: 1.0639, decode.d3.loss_cls: 0.6570, decode.d3.loss_mask: 0.7018, decode.d3.loss_dice: 1.0413, decode.d4.loss_cls: 0.6424, decode.d4.loss_mask: 0.7034, decode.d4.loss_dice: 1.0445, decode.d5.loss_cls: 0.6386, decode.d5.loss_mask: 0.6986, decode.d5.loss_dice: 1.0400, decode.d6.loss_cls: 0.6347, decode.d6.loss_mask: 0.6940, decode.d6.loss_dice: 1.0248, decode.d7.loss_cls: 0.6267, decode.d7.loss_mask: 0.6983, decode.d7.loss_dice: 1.0312, decode.d8.loss_cls: 0.6300, decode.d8.loss_mask: 0.6968, decode.d8.loss_dice: 1.0299, loss: 25.1656, grad_norm: 61.3040 2023-12-25 20:01:40,026 - mmseg - INFO - Iter [19650/160000] lr: 8.772e-05, eta: 21:44:10, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6406, decode.loss_mask: 0.7079, decode.loss_dice: 1.0127, decode.d0.loss_cls: 1.6232, decode.d0.loss_mask: 0.7490, decode.d0.loss_dice: 1.1528, decode.d1.loss_cls: 0.7490, decode.d1.loss_mask: 0.7301, decode.d1.loss_dice: 1.0852, decode.d2.loss_cls: 0.6862, decode.d2.loss_mask: 0.7257, decode.d2.loss_dice: 1.0475, decode.d3.loss_cls: 0.6739, decode.d3.loss_mask: 0.7100, decode.d3.loss_dice: 1.0224, decode.d4.loss_cls: 0.6559, decode.d4.loss_mask: 0.7103, decode.d4.loss_dice: 1.0203, decode.d5.loss_cls: 0.6505, decode.d5.loss_mask: 0.7100, decode.d5.loss_dice: 1.0223, decode.d6.loss_cls: 0.6496, decode.d6.loss_mask: 0.7006, decode.d6.loss_dice: 1.0070, decode.d7.loss_cls: 0.6481, decode.d7.loss_mask: 0.7028, decode.d7.loss_dice: 1.0136, decode.d8.loss_cls: 0.6449, decode.d8.loss_mask: 0.7018, decode.d8.loss_dice: 1.0133, loss: 25.1674, grad_norm: 63.2787 2023-12-25 20:02:04,867 - mmseg - INFO - Iter [19700/160000] lr: 8.769e-05, eta: 21:42:58, time: 0.497, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6393, decode.loss_mask: 0.6967, decode.loss_dice: 1.0135, decode.d0.loss_cls: 1.6130, decode.d0.loss_mask: 0.7436, decode.d0.loss_dice: 1.1415, decode.d1.loss_cls: 0.7340, decode.d1.loss_mask: 0.7242, decode.d1.loss_dice: 1.0862, decode.d2.loss_cls: 0.6768, decode.d2.loss_mask: 0.7106, decode.d2.loss_dice: 1.0371, decode.d3.loss_cls: 0.6630, decode.d3.loss_mask: 0.7001, decode.d3.loss_dice: 1.0228, decode.d4.loss_cls: 0.6507, decode.d4.loss_mask: 0.7016, decode.d4.loss_dice: 1.0225, decode.d5.loss_cls: 0.6492, decode.d5.loss_mask: 0.7027, decode.d5.loss_dice: 1.0246, decode.d6.loss_cls: 0.6408, decode.d6.loss_mask: 0.7015, decode.d6.loss_dice: 1.0139, decode.d7.loss_cls: 0.6366, decode.d7.loss_mask: 0.6973, decode.d7.loss_dice: 1.0122, decode.d8.loss_cls: 0.6337, decode.d8.loss_mask: 0.6992, decode.d8.loss_dice: 1.0153, loss: 25.0043, grad_norm: 58.1272 2023-12-25 20:02:29,553 - mmseg - INFO - Iter [19750/160000] lr: 8.766e-05, eta: 21:41:44, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6710, decode.loss_mask: 0.7317, decode.loss_dice: 1.0334, decode.d0.loss_cls: 1.6800, decode.d0.loss_mask: 0.7750, decode.d0.loss_dice: 1.1713, decode.d1.loss_cls: 0.7834, decode.d1.loss_mask: 0.7509, decode.d1.loss_dice: 1.1104, decode.d2.loss_cls: 0.7211, decode.d2.loss_mask: 0.7411, decode.d2.loss_dice: 1.0654, decode.d3.loss_cls: 0.6959, decode.d3.loss_mask: 0.7380, decode.d3.loss_dice: 1.0423, decode.d4.loss_cls: 0.6836, decode.d4.loss_mask: 0.7337, decode.d4.loss_dice: 1.0467, decode.d5.loss_cls: 0.6852, decode.d5.loss_mask: 0.7281, decode.d5.loss_dice: 1.0384, decode.d6.loss_cls: 0.6805, decode.d6.loss_mask: 0.7274, decode.d6.loss_dice: 1.0219, decode.d7.loss_cls: 0.6656, decode.d7.loss_mask: 0.7291, decode.d7.loss_dice: 1.0309, decode.d8.loss_cls: 0.6721, decode.d8.loss_mask: 0.7328, decode.d8.loss_dice: 1.0281, loss: 25.9151, grad_norm: 58.7014 2023-12-25 20:02:53,718 - mmseg - INFO - Iter [19800/160000] lr: 8.763e-05, eta: 21:40:24, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6196, decode.loss_mask: 0.7230, decode.loss_dice: 1.0271, decode.d0.loss_cls: 1.5966, decode.d0.loss_mask: 0.7669, decode.d0.loss_dice: 1.1638, decode.d1.loss_cls: 0.7113, decode.d1.loss_mask: 0.7568, decode.d1.loss_dice: 1.0985, decode.d2.loss_cls: 0.6634, decode.d2.loss_mask: 0.7330, decode.d2.loss_dice: 1.0649, decode.d3.loss_cls: 0.6373, decode.d3.loss_mask: 0.7284, decode.d3.loss_dice: 1.0394, decode.d4.loss_cls: 0.6365, decode.d4.loss_mask: 0.7271, decode.d4.loss_dice: 1.0434, decode.d5.loss_cls: 0.6221, decode.d5.loss_mask: 0.7284, decode.d5.loss_dice: 1.0406, decode.d6.loss_cls: 0.6278, decode.d6.loss_mask: 0.7218, decode.d6.loss_dice: 1.0278, decode.d7.loss_cls: 0.6194, decode.d7.loss_mask: 0.7222, decode.d7.loss_dice: 1.0307, decode.d8.loss_cls: 0.6171, decode.d8.loss_mask: 0.7232, decode.d8.loss_dice: 1.0322, loss: 25.2505, grad_norm: 57.7255 2023-12-25 20:03:17,830 - mmseg - INFO - Iter [19850/160000] lr: 8.759e-05, eta: 21:39:03, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6222, decode.loss_mask: 0.6957, decode.loss_dice: 1.0266, decode.d0.loss_cls: 1.5891, decode.d0.loss_mask: 0.7345, decode.d0.loss_dice: 1.1551, decode.d1.loss_cls: 0.7285, decode.d1.loss_mask: 0.7231, decode.d1.loss_dice: 1.1132, decode.d2.loss_cls: 0.6648, decode.d2.loss_mask: 0.7013, decode.d2.loss_dice: 1.0669, decode.d3.loss_cls: 0.6452, decode.d3.loss_mask: 0.6997, decode.d3.loss_dice: 1.0471, decode.d4.loss_cls: 0.6347, decode.d4.loss_mask: 0.6973, decode.d4.loss_dice: 1.0475, decode.d5.loss_cls: 0.6287, decode.d5.loss_mask: 0.6961, decode.d5.loss_dice: 1.0458, decode.d6.loss_cls: 0.6260, decode.d6.loss_mask: 0.6982, decode.d6.loss_dice: 1.0327, decode.d7.loss_cls: 0.6253, decode.d7.loss_mask: 0.6965, decode.d7.loss_dice: 1.0367, decode.d8.loss_cls: 0.6207, decode.d8.loss_mask: 0.6971, decode.d8.loss_dice: 1.0312, loss: 25.0275, grad_norm: 57.1115 2023-12-25 20:03:42,033 - mmseg - INFO - Iter [19900/160000] lr: 8.756e-05, eta: 21:37:45, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6403, decode.loss_mask: 0.7179, decode.loss_dice: 1.0175, decode.d0.loss_cls: 1.6488, decode.d0.loss_mask: 0.7492, decode.d0.loss_dice: 1.1493, decode.d1.loss_cls: 0.7517, decode.d1.loss_mask: 0.7432, decode.d1.loss_dice: 1.0871, decode.d2.loss_cls: 0.6956, decode.d2.loss_mask: 0.7207, decode.d2.loss_dice: 1.0509, decode.d3.loss_cls: 0.6784, decode.d3.loss_mask: 0.7155, decode.d3.loss_dice: 1.0228, decode.d4.loss_cls: 0.6628, decode.d4.loss_mask: 0.7171, decode.d4.loss_dice: 1.0301, decode.d5.loss_cls: 0.6592, decode.d5.loss_mask: 0.7115, decode.d5.loss_dice: 1.0250, decode.d6.loss_cls: 0.6599, decode.d6.loss_mask: 0.7060, decode.d6.loss_dice: 1.0198, decode.d7.loss_cls: 0.6488, decode.d7.loss_mask: 0.7110, decode.d7.loss_dice: 1.0211, decode.d8.loss_cls: 0.6464, decode.d8.loss_mask: 0.7120, decode.d8.loss_dice: 1.0182, loss: 25.3379, grad_norm: 57.4225 2023-12-25 20:04:06,118 - mmseg - INFO - Iter [19950/160000] lr: 8.753e-05, eta: 21:36:25, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6427, decode.loss_mask: 0.6928, decode.loss_dice: 1.0097, decode.d0.loss_cls: 1.6036, decode.d0.loss_mask: 0.7379, decode.d0.loss_dice: 1.1604, decode.d1.loss_cls: 0.7401, decode.d1.loss_mask: 0.7251, decode.d1.loss_dice: 1.1015, decode.d2.loss_cls: 0.6725, decode.d2.loss_mask: 0.7075, decode.d2.loss_dice: 1.0516, decode.d3.loss_cls: 0.6615, decode.d3.loss_mask: 0.6969, decode.d3.loss_dice: 1.0282, decode.d4.loss_cls: 0.6452, decode.d4.loss_mask: 0.7012, decode.d4.loss_dice: 1.0323, decode.d5.loss_cls: 0.6511, decode.d5.loss_mask: 0.6968, decode.d5.loss_dice: 1.0219, decode.d6.loss_cls: 0.6420, decode.d6.loss_mask: 0.7000, decode.d6.loss_dice: 1.0096, decode.d7.loss_cls: 0.6353, decode.d7.loss_mask: 0.6961, decode.d7.loss_dice: 1.0109, decode.d8.loss_cls: 0.6419, decode.d8.loss_mask: 0.6928, decode.d8.loss_dice: 1.0118, loss: 25.0212, grad_norm: 57.6880 2023-12-25 20:04:30,435 - mmseg - INFO - Saving checkpoint at 20000 iterations 2023-12-25 20:04:32,765 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 20:04:32,765 - mmseg - INFO - Iter [20000/160000] lr: 8.750e-05, eta: 21:35:41, time: 0.533, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6717, decode.loss_mask: 0.7195, decode.loss_dice: 1.0334, decode.d0.loss_cls: 1.6960, decode.d0.loss_mask: 0.7603, decode.d0.loss_dice: 1.1804, decode.d1.loss_cls: 0.7789, decode.d1.loss_mask: 0.7496, decode.d1.loss_dice: 1.1085, decode.d2.loss_cls: 0.7280, decode.d2.loss_mask: 0.7285, decode.d2.loss_dice: 1.0641, decode.d3.loss_cls: 0.7022, decode.d3.loss_mask: 0.7280, decode.d3.loss_dice: 1.0506, decode.d4.loss_cls: 0.6829, decode.d4.loss_mask: 0.7292, decode.d4.loss_dice: 1.0548, decode.d5.loss_cls: 0.6834, decode.d5.loss_mask: 0.7209, decode.d5.loss_dice: 1.0519, decode.d6.loss_cls: 0.6781, decode.d6.loss_mask: 0.7235, decode.d6.loss_dice: 1.0381, decode.d7.loss_cls: 0.6722, decode.d7.loss_mask: 0.7216, decode.d7.loss_dice: 1.0433, decode.d8.loss_cls: 0.6746, decode.d8.loss_mask: 0.7224, decode.d8.loss_dice: 1.0436, loss: 25.9402, grad_norm: 62.5324 2023-12-25 20:04:54,298 - mmseg - INFO - per class results: 2023-12-25 20:04:54,303 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 76.73 | 86.67 | | building | 80.02 | 89.16 | | sky | 94.63 | 96.88 | | floor | 81.8 | 88.9 | | tree | 74.46 | 87.88 | | ceiling | 83.57 | 87.92 | | road | 81.44 | 83.61 | | bed | 90.09 | 93.51 | | windowpane | 60.96 | 74.94 | | grass | 70.39 | 87.04 | | cabinet | 56.38 | 77.41 | | sidewalk | 62.58 | 90.48 | | person | 83.67 | 91.13 | | earth | 42.82 | 59.84 | | door | 44.62 | 69.03 | | table | 55.3 | 63.12 | | mountain | 67.55 | 78.84 | | plant | 51.16 | 60.37 | | curtain | 76.45 | 85.15 | | chair | 57.11 | 68.46 | | car | 86.71 | 92.38 | | water | 45.28 | 62.1 | | painting | 65.21 | 83.24 | | sofa | 68.84 | 78.43 | | shelf | 40.01 | 60.72 | | house | 41.02 | 82.86 | | sea | 45.63 | 56.46 | | mirror | 64.78 | 80.58 | | rug | 65.04 | 80.77 | | field | 27.15 | 36.97 | | armchair | 46.35 | 77.73 | | seat | 63.0 | 85.55 | | fence | 37.52 | 49.21 | | desk | 36.58 | 66.07 | | rock | 55.05 | 75.23 | | wardrobe | 44.03 | 69.79 | | lamp | 65.35 | 75.69 | | bathtub | 81.53 | 84.36 | | railing | 30.56 | 44.19 | | cushion | 60.67 | 78.2 | | base | 15.73 | 23.35 | | box | 28.18 | 43.19 | | column | 45.04 | 54.38 | | signboard | 39.89 | 59.75 | | chest of drawers | 44.95 | 76.17 | | counter | 34.32 | 41.73 | | sand | 30.9 | 42.46 | | sink | 75.83 | 83.18 | | skyscraper | 37.53 | 41.84 | | fireplace | 72.75 | 91.36 | | refrigerator | 73.33 | 90.1 | | grandstand | 46.06 | 65.11 | | path | 17.77 | 23.35 | | stairs | 14.81 | 17.75 | | runway | 66.48 | 87.89 | | case | 46.37 | 74.78 | | pool table | 94.18 | 96.68 | | pillow | 56.06 | 63.71 | | screen door | 76.53 | 96.06 | | stairway | 23.0 | 52.65 | | river | 14.93 | 20.93 | | bridge | 72.54 | 87.37 | | bookcase | 34.18 | 42.56 | | blind | 45.88 | 57.42 | | coffee table | 58.37 | 88.1 | | toilet | 82.81 | 91.6 | | flower | 37.46 | 53.26 | | book | 47.53 | 66.74 | | hill | 8.68 | 13.45 | | bench | 52.0 | 76.33 | | countertop | 62.35 | 76.46 | | stove | 78.17 | 89.02 | | palm | 52.8 | 68.69 | | kitchen island | 30.7 | 82.9 | | computer | 75.44 | 83.87 | | swivel chair | 40.5 | 62.49 | | boat | 45.67 | 50.0 | | bar | 34.6 | 40.85 | | arcade machine | 81.5 | 90.84 | | hovel | 28.34 | 52.9 | | bus | 92.21 | 96.83 | | towel | 59.64 | 89.14 | | light | 53.27 | 76.62 | | truck | 38.31 | 58.06 | | tower | 6.35 | 7.95 | | chandelier | 57.62 | 70.93 | | awning | 36.36 | 52.06 | | streetlight | 35.61 | 46.76 | | booth | 36.92 | 37.69 | | television receiver | 71.59 | 82.3 | | airplane | 74.05 | 86.78 | | dirt track | 0.0 | 0.0 | | apparel | 39.71 | 59.25 | | pole | 33.7 | 58.43 | | land | 1.43 | 1.76 | | bannister | 14.54 | 24.29 | | escalator | 18.91 | 19.91 | | ottoman | 49.64 | 68.05 | | bottle | 23.33 | 28.18 | | buffet | 14.48 | 16.78 | | poster | 20.47 | 52.3 | | stage | 17.2 | 30.85 | | van | 46.53 | 67.81 | | ship | 5.29 | 7.67 | | fountain | 19.48 | 23.23 | | conveyer belt | 67.02 | 92.15 | | canopy | 22.38 | 28.9 | | washer | 61.06 | 74.54 | | plaything | 34.21 | 46.83 | | swimming pool | 56.99 | 58.07 | | stool | 42.55 | 74.05 | | barrel | 29.6 | 64.68 | | basket | 30.18 | 41.84 | | waterfall | 56.94 | 92.03 | | tent | 92.15 | 97.77 | | bag | 17.06 | 27.07 | | minibike | 73.48 | 88.29 | | cradle | 74.95 | 98.08 | | oven | 21.34 | 61.43 | | ball | 52.31 | 61.48 | | food | 63.06 | 73.51 | | step | 16.67 | 38.81 | | tank | 28.0 | 32.05 | | trade name | 30.41 | 43.16 | | microwave | 38.68 | 44.94 | | pot | 39.98 | 45.44 | | animal | 72.39 | 74.54 | | bicycle | 60.0 | 78.81 | | lake | 0.14 | 0.38 | | dishwasher | 68.53 | 74.99 | | screen | 59.1 | 92.29 | | blanket | 23.23 | 36.14 | | sculpture | 65.35 | 81.58 | | hood | 66.07 | 74.53 | | sconce | 48.41 | 59.55 | | vase | 51.66 | 71.26 | | traffic light | 40.96 | 64.44 | | tray | 13.15 | 19.72 | | ashcan | 43.25 | 62.73 | | fan | 63.89 | 82.08 | | pier | 16.33 | 26.53 | | crt screen | 9.22 | 14.15 | | plate | 57.25 | 72.59 | | monitor | 39.21 | 46.42 | | bulletin board | 41.97 | 58.95 | | shower | 13.36 | 18.13 | | radiator | 58.69 | 69.81 | | glass | 21.52 | 25.68 | | clock | 30.66 | 46.64 | | flag | 48.9 | 57.49 | +---------------------+-------+-------+ 2023-12-25 20:04:54,303 - mmseg - INFO - Summary: 2023-12-25 20:04:54,303 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 82.11 | 48.1 | 62.14 | +-------+------+-------+ 2023-12-25 20:04:54,347 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/FlashInternImage/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_15000.pth was removed 2023-12-25 20:04:56,479 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_20000.pth. 2023-12-25 20:04:56,480 - mmseg - INFO - Best mIoU is 0.4810 at 20000 iter. 2023-12-25 20:04:56,480 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 20:04:56,480 - mmseg - INFO - Iter(val) [250] aAcc: 0.8211, mIoU: 0.4810, mAcc: 0.6214, IoU.wall: 0.7673, IoU.building: 0.8002, IoU.sky: 0.9463, IoU.floor: 0.8180, IoU.tree: 0.7446, IoU.ceiling: 0.8357, IoU.road: 0.8144, IoU.bed : 0.9009, IoU.windowpane: 0.6096, IoU.grass: 0.7039, IoU.cabinet: 0.5638, IoU.sidewalk: 0.6258, IoU.person: 0.8367, IoU.earth: 0.4282, IoU.door: 0.4462, IoU.table: 0.5530, IoU.mountain: 0.6755, IoU.plant: 0.5116, IoU.curtain: 0.7645, IoU.chair: 0.5711, IoU.car: 0.8671, IoU.water: 0.4528, IoU.painting: 0.6521, IoU.sofa: 0.6884, IoU.shelf: 0.4001, IoU.house: 0.4102, IoU.sea: 0.4563, IoU.mirror: 0.6478, IoU.rug: 0.6504, IoU.field: 0.2715, IoU.armchair: 0.4635, IoU.seat: 0.6300, IoU.fence: 0.3752, IoU.desk: 0.3658, IoU.rock: 0.5505, IoU.wardrobe: 0.4403, IoU.lamp: 0.6535, IoU.bathtub: 0.8153, IoU.railing: 0.3056, IoU.cushion: 0.6067, IoU.base: 0.1573, IoU.box: 0.2818, IoU.column: 0.4504, IoU.signboard: 0.3989, IoU.chest of drawers: 0.4495, IoU.counter: 0.3432, IoU.sand: 0.3090, IoU.sink: 0.7583, IoU.skyscraper: 0.3753, IoU.fireplace: 0.7275, IoU.refrigerator: 0.7333, IoU.grandstand: 0.4606, IoU.path: 0.1777, IoU.stairs: 0.1481, IoU.runway: 0.6648, IoU.case: 0.4637, IoU.pool table: 0.9418, IoU.pillow: 0.5606, IoU.screen door: 0.7653, IoU.stairway: 0.2300, IoU.river: 0.1493, IoU.bridge: 0.7254, IoU.bookcase: 0.3418, IoU.blind: 0.4588, IoU.coffee table: 0.5837, IoU.toilet: 0.8281, IoU.flower: 0.3746, IoU.book: 0.4753, IoU.hill: 0.0868, IoU.bench: 0.5200, IoU.countertop: 0.6235, IoU.stove: 0.7817, IoU.palm: 0.5280, IoU.kitchen island: 0.3070, IoU.computer: 0.7544, IoU.swivel chair: 0.4050, IoU.boat: 0.4567, IoU.bar: 0.3460, IoU.arcade machine: 0.8150, IoU.hovel: 0.2834, IoU.bus: 0.9221, IoU.towel: 0.5964, IoU.light: 0.5327, IoU.truck: 0.3831, IoU.tower: 0.0635, IoU.chandelier: 0.5762, IoU.awning: 0.3636, IoU.streetlight: 0.3561, IoU.booth: 0.3692, IoU.television receiver: 0.7159, IoU.airplane: 0.7405, IoU.dirt track: 0.0000, IoU.apparel: 0.3971, IoU.pole: 0.3370, IoU.land: 0.0143, IoU.bannister: 0.1454, IoU.escalator: 0.1891, IoU.ottoman: 0.4964, IoU.bottle: 0.2333, IoU.buffet: 0.1448, IoU.poster: 0.2047, IoU.stage: 0.1720, IoU.van: 0.4653, IoU.ship: 0.0529, IoU.fountain: 0.1948, IoU.conveyer belt: 0.6702, IoU.canopy: 0.2238, IoU.washer: 0.6106, IoU.plaything: 0.3421, IoU.swimming pool: 0.5699, IoU.stool: 0.4255, IoU.barrel: 0.2960, IoU.basket: 0.3018, IoU.waterfall: 0.5694, IoU.tent: 0.9215, IoU.bag: 0.1706, IoU.minibike: 0.7348, IoU.cradle: 0.7495, IoU.oven: 0.2134, IoU.ball: 0.5231, IoU.food: 0.6306, IoU.step: 0.1667, IoU.tank: 0.2800, IoU.trade name: 0.3041, IoU.microwave: 0.3868, IoU.pot: 0.3998, IoU.animal: 0.7239, IoU.bicycle: 0.6000, IoU.lake: 0.0014, IoU.dishwasher: 0.6853, IoU.screen: 0.5910, IoU.blanket: 0.2323, IoU.sculpture: 0.6535, IoU.hood: 0.6607, IoU.sconce: 0.4841, IoU.vase: 0.5166, IoU.traffic light: 0.4096, IoU.tray: 0.1315, IoU.ashcan: 0.4325, IoU.fan: 0.6389, IoU.pier: 0.1633, IoU.crt screen: 0.0922, IoU.plate: 0.5725, IoU.monitor: 0.3921, IoU.bulletin board: 0.4197, IoU.shower: 0.1336, IoU.radiator: 0.5869, IoU.glass: 0.2152, IoU.clock: 0.3066, IoU.flag: 0.4890, Acc.wall: 0.8667, Acc.building: 0.8916, Acc.sky: 0.9688, Acc.floor: 0.8890, Acc.tree: 0.8788, Acc.ceiling: 0.8792, Acc.road: 0.8361, Acc.bed : 0.9351, Acc.windowpane: 0.7494, Acc.grass: 0.8704, Acc.cabinet: 0.7741, Acc.sidewalk: 0.9048, Acc.person: 0.9113, Acc.earth: 0.5984, Acc.door: 0.6903, Acc.table: 0.6312, Acc.mountain: 0.7884, Acc.plant: 0.6037, Acc.curtain: 0.8515, Acc.chair: 0.6846, Acc.car: 0.9238, Acc.water: 0.6210, Acc.painting: 0.8324, Acc.sofa: 0.7843, Acc.shelf: 0.6072, Acc.house: 0.8286, Acc.sea: 0.5646, Acc.mirror: 0.8058, Acc.rug: 0.8077, Acc.field: 0.3697, Acc.armchair: 0.7773, Acc.seat: 0.8555, Acc.fence: 0.4921, Acc.desk: 0.6607, Acc.rock: 0.7523, Acc.wardrobe: 0.6979, Acc.lamp: 0.7569, Acc.bathtub: 0.8436, Acc.railing: 0.4419, Acc.cushion: 0.7820, Acc.base: 0.2335, Acc.box: 0.4319, Acc.column: 0.5438, Acc.signboard: 0.5975, Acc.chest of drawers: 0.7617, Acc.counter: 0.4173, Acc.sand: 0.4246, Acc.sink: 0.8318, Acc.skyscraper: 0.4184, Acc.fireplace: 0.9136, Acc.refrigerator: 0.9010, Acc.grandstand: 0.6511, Acc.path: 0.2335, Acc.stairs: 0.1775, Acc.runway: 0.8789, Acc.case: 0.7478, Acc.pool table: 0.9668, Acc.pillow: 0.6371, Acc.screen door: 0.9606, Acc.stairway: 0.5265, Acc.river: 0.2093, Acc.bridge: 0.8737, Acc.bookcase: 0.4256, Acc.blind: 0.5742, Acc.coffee table: 0.8810, Acc.toilet: 0.9160, Acc.flower: 0.5326, Acc.book: 0.6674, Acc.hill: 0.1345, Acc.bench: 0.7633, Acc.countertop: 0.7646, Acc.stove: 0.8902, Acc.palm: 0.6869, Acc.kitchen island: 0.8290, Acc.computer: 0.8387, Acc.swivel chair: 0.6249, Acc.boat: 0.5000, Acc.bar: 0.4085, Acc.arcade machine: 0.9084, Acc.hovel: 0.5290, Acc.bus: 0.9683, Acc.towel: 0.8914, Acc.light: 0.7662, Acc.truck: 0.5806, Acc.tower: 0.0795, Acc.chandelier: 0.7093, Acc.awning: 0.5206, Acc.streetlight: 0.4676, Acc.booth: 0.3769, Acc.television receiver: 0.8230, Acc.airplane: 0.8678, Acc.dirt track: 0.0000, Acc.apparel: 0.5925, Acc.pole: 0.5843, Acc.land: 0.0176, Acc.bannister: 0.2429, Acc.escalator: 0.1991, Acc.ottoman: 0.6805, Acc.bottle: 0.2818, Acc.buffet: 0.1678, Acc.poster: 0.5230, Acc.stage: 0.3085, Acc.van: 0.6781, Acc.ship: 0.0767, Acc.fountain: 0.2323, Acc.conveyer belt: 0.9215, Acc.canopy: 0.2890, Acc.washer: 0.7454, Acc.plaything: 0.4683, Acc.swimming pool: 0.5807, Acc.stool: 0.7405, Acc.barrel: 0.6468, Acc.basket: 0.4184, Acc.waterfall: 0.9203, Acc.tent: 0.9777, Acc.bag: 0.2707, Acc.minibike: 0.8829, Acc.cradle: 0.9808, Acc.oven: 0.6143, Acc.ball: 0.6148, Acc.food: 0.7351, Acc.step: 0.3881, Acc.tank: 0.3205, Acc.trade name: 0.4316, Acc.microwave: 0.4494, Acc.pot: 0.4544, Acc.animal: 0.7454, Acc.bicycle: 0.7881, Acc.lake: 0.0038, Acc.dishwasher: 0.7499, Acc.screen: 0.9229, Acc.blanket: 0.3614, Acc.sculpture: 0.8158, Acc.hood: 0.7453, Acc.sconce: 0.5955, Acc.vase: 0.7126, Acc.traffic light: 0.6444, Acc.tray: 0.1972, Acc.ashcan: 0.6273, Acc.fan: 0.8208, Acc.pier: 0.2653, Acc.crt screen: 0.1415, Acc.plate: 0.7259, Acc.monitor: 0.4642, Acc.bulletin board: 0.5895, Acc.shower: 0.1813, Acc.radiator: 0.6981, Acc.glass: 0.2568, Acc.clock: 0.4664, Acc.flag: 0.5749 2023-12-25 20:05:20,811 - mmseg - INFO - Iter [20050/160000] lr: 8.747e-05, eta: 21:39:56, time: 0.961, data_time: 0.486, memory: 40245, decode.loss_cls: 0.6462, decode.loss_mask: 0.6907, decode.loss_dice: 1.0007, decode.d0.loss_cls: 1.6426, decode.d0.loss_mask: 0.7318, decode.d0.loss_dice: 1.1278, decode.d1.loss_cls: 0.7288, decode.d1.loss_mask: 0.7145, decode.d1.loss_dice: 1.0768, decode.d2.loss_cls: 0.6869, decode.d2.loss_mask: 0.6961, decode.d2.loss_dice: 1.0313, decode.d3.loss_cls: 0.6700, decode.d3.loss_mask: 0.6929, decode.d3.loss_dice: 0.9959, decode.d4.loss_cls: 0.6580, decode.d4.loss_mask: 0.6935, decode.d4.loss_dice: 1.0005, decode.d5.loss_cls: 0.6558, decode.d5.loss_mask: 0.6949, decode.d5.loss_dice: 1.0073, decode.d6.loss_cls: 0.6539, decode.d6.loss_mask: 0.6874, decode.d6.loss_dice: 0.9944, decode.d7.loss_cls: 0.6413, decode.d7.loss_mask: 0.6939, decode.d7.loss_dice: 1.0012, decode.d8.loss_cls: 0.6497, decode.d8.loss_mask: 0.6921, decode.d8.loss_dice: 0.9960, loss: 24.8529, grad_norm: 58.4460 2023-12-25 20:05:45,384 - mmseg - INFO - Iter [20100/160000] lr: 8.744e-05, eta: 21:38:42, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6245, decode.loss_mask: 0.7169, decode.loss_dice: 1.0221, decode.d0.loss_cls: 1.6061, decode.d0.loss_mask: 0.7707, decode.d0.loss_dice: 1.1689, decode.d1.loss_cls: 0.7301, decode.d1.loss_mask: 0.7510, decode.d1.loss_dice: 1.0969, decode.d2.loss_cls: 0.6746, decode.d2.loss_mask: 0.7327, decode.d2.loss_dice: 1.0623, decode.d3.loss_cls: 0.6597, decode.d3.loss_mask: 0.7247, decode.d3.loss_dice: 1.0415, decode.d4.loss_cls: 0.6466, decode.d4.loss_mask: 0.7244, decode.d4.loss_dice: 1.0448, decode.d5.loss_cls: 0.6468, decode.d5.loss_mask: 0.7244, decode.d5.loss_dice: 1.0343, decode.d6.loss_cls: 0.6350, decode.d6.loss_mask: 0.7193, decode.d6.loss_dice: 1.0195, decode.d7.loss_cls: 0.6299, decode.d7.loss_mask: 0.7182, decode.d7.loss_dice: 1.0197, decode.d8.loss_cls: 0.6265, decode.d8.loss_mask: 0.7159, decode.d8.loss_dice: 1.0241, loss: 25.3120, grad_norm: 58.3617 2023-12-25 20:06:12,133 - mmseg - INFO - Iter [20150/160000] lr: 8.741e-05, eta: 21:37:59, time: 0.535, data_time: 0.057, memory: 40245, decode.loss_cls: 0.6510, decode.loss_mask: 0.6788, decode.loss_dice: 1.0342, decode.d0.loss_cls: 1.6532, decode.d0.loss_mask: 0.7309, decode.d0.loss_dice: 1.1814, decode.d1.loss_cls: 0.7595, decode.d1.loss_mask: 0.7071, decode.d1.loss_dice: 1.1143, decode.d2.loss_cls: 0.6991, decode.d2.loss_mask: 0.6921, decode.d2.loss_dice: 1.0656, decode.d3.loss_cls: 0.6652, decode.d3.loss_mask: 0.6917, decode.d3.loss_dice: 1.0475, decode.d4.loss_cls: 0.6572, decode.d4.loss_mask: 0.6824, decode.d4.loss_dice: 1.0429, decode.d5.loss_cls: 0.6529, decode.d5.loss_mask: 0.6848, decode.d5.loss_dice: 1.0395, decode.d6.loss_cls: 0.6588, decode.d6.loss_mask: 0.6818, decode.d6.loss_dice: 1.0334, decode.d7.loss_cls: 0.6464, decode.d7.loss_mask: 0.6853, decode.d7.loss_dice: 1.0395, decode.d8.loss_cls: 0.6439, decode.d8.loss_mask: 0.6851, decode.d8.loss_dice: 1.0410, loss: 25.2464, grad_norm: 56.5735 2023-12-25 20:06:36,616 - mmseg - INFO - Iter [20200/160000] lr: 8.738e-05, eta: 21:36:45, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6329, decode.loss_mask: 0.7042, decode.loss_dice: 1.0414, decode.d0.loss_cls: 1.6375, decode.d0.loss_mask: 0.7505, decode.d0.loss_dice: 1.1806, decode.d1.loss_cls: 0.7526, decode.d1.loss_mask: 0.7334, decode.d1.loss_dice: 1.1120, decode.d2.loss_cls: 0.6794, decode.d2.loss_mask: 0.7139, decode.d2.loss_dice: 1.0784, decode.d3.loss_cls: 0.6567, decode.d3.loss_mask: 0.7027, decode.d3.loss_dice: 1.0618, decode.d4.loss_cls: 0.6492, decode.d4.loss_mask: 0.7039, decode.d4.loss_dice: 1.0704, decode.d5.loss_cls: 0.6390, decode.d5.loss_mask: 0.7051, decode.d5.loss_dice: 1.0607, decode.d6.loss_cls: 0.6327, decode.d6.loss_mask: 0.7044, decode.d6.loss_dice: 1.0461, decode.d7.loss_cls: 0.6284, decode.d7.loss_mask: 0.7041, decode.d7.loss_dice: 1.0466, decode.d8.loss_cls: 0.6370, decode.d8.loss_mask: 0.7006, decode.d8.loss_dice: 1.0434, loss: 25.4096, grad_norm: 58.7802 2023-12-25 20:07:00,745 - mmseg - INFO - Iter [20250/160000] lr: 8.734e-05, eta: 21:35:27, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6223, decode.loss_mask: 0.6839, decode.loss_dice: 0.9807, decode.d0.loss_cls: 1.5905, decode.d0.loss_mask: 0.7355, decode.d0.loss_dice: 1.1156, decode.d1.loss_cls: 0.7095, decode.d1.loss_mask: 0.7220, decode.d1.loss_dice: 1.0631, decode.d2.loss_cls: 0.6566, decode.d2.loss_mask: 0.7022, decode.d2.loss_dice: 1.0273, decode.d3.loss_cls: 0.6418, decode.d3.loss_mask: 0.6974, decode.d3.loss_dice: 1.0040, decode.d4.loss_cls: 0.6316, decode.d4.loss_mask: 0.6934, decode.d4.loss_dice: 0.9961, decode.d5.loss_cls: 0.6283, decode.d5.loss_mask: 0.6935, decode.d5.loss_dice: 0.9876, decode.d6.loss_cls: 0.6247, decode.d6.loss_mask: 0.6872, decode.d6.loss_dice: 0.9799, decode.d7.loss_cls: 0.6130, decode.d7.loss_mask: 0.6882, decode.d7.loss_dice: 0.9891, decode.d8.loss_cls: 0.6153, decode.d8.loss_mask: 0.6870, decode.d8.loss_dice: 0.9881, loss: 24.4554, grad_norm: 57.0139 2023-12-25 20:07:24,885 - mmseg - INFO - Iter [20300/160000] lr: 8.731e-05, eta: 21:34:09, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6338, decode.loss_mask: 0.6972, decode.loss_dice: 1.0205, decode.d0.loss_cls: 1.6070, decode.d0.loss_mask: 0.7380, decode.d0.loss_dice: 1.1533, decode.d1.loss_cls: 0.7398, decode.d1.loss_mask: 0.7255, decode.d1.loss_dice: 1.0891, decode.d2.loss_cls: 0.6801, decode.d2.loss_mask: 0.7049, decode.d2.loss_dice: 1.0646, decode.d3.loss_cls: 0.6571, decode.d3.loss_mask: 0.7076, decode.d3.loss_dice: 1.0428, decode.d4.loss_cls: 0.6427, decode.d4.loss_mask: 0.7006, decode.d4.loss_dice: 1.0372, decode.d5.loss_cls: 0.6450, decode.d5.loss_mask: 0.7007, decode.d5.loss_dice: 1.0346, decode.d6.loss_cls: 0.6456, decode.d6.loss_mask: 0.6954, decode.d6.loss_dice: 1.0235, decode.d7.loss_cls: 0.6350, decode.d7.loss_mask: 0.6983, decode.d7.loss_dice: 1.0247, decode.d8.loss_cls: 0.6360, decode.d8.loss_mask: 0.6990, decode.d8.loss_dice: 1.0209, loss: 25.1006, grad_norm: 60.6280 2023-12-25 20:07:49,202 - mmseg - INFO - Iter [20350/160000] lr: 8.728e-05, eta: 21:32:55, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6102, decode.loss_mask: 0.7035, decode.loss_dice: 1.0079, decode.d0.loss_cls: 1.5863, decode.d0.loss_mask: 0.7507, decode.d0.loss_dice: 1.1526, decode.d1.loss_cls: 0.7062, decode.d1.loss_mask: 0.7315, decode.d1.loss_dice: 1.0892, decode.d2.loss_cls: 0.6603, decode.d2.loss_mask: 0.7082, decode.d2.loss_dice: 1.0513, decode.d3.loss_cls: 0.6355, decode.d3.loss_mask: 0.7094, decode.d3.loss_dice: 1.0276, decode.d4.loss_cls: 0.6295, decode.d4.loss_mask: 0.7050, decode.d4.loss_dice: 1.0232, decode.d5.loss_cls: 0.6214, decode.d5.loss_mask: 0.7051, decode.d5.loss_dice: 1.0196, decode.d6.loss_cls: 0.6165, decode.d6.loss_mask: 0.7026, decode.d6.loss_dice: 0.9981, decode.d7.loss_cls: 0.6108, decode.d7.loss_mask: 0.7017, decode.d7.loss_dice: 1.0136, decode.d8.loss_cls: 0.6118, decode.d8.loss_mask: 0.7012, decode.d8.loss_dice: 1.0086, loss: 24.7992, grad_norm: 58.7324 2023-12-25 20:08:13,522 - mmseg - INFO - Iter [20400/160000] lr: 8.725e-05, eta: 21:31:41, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6337, decode.loss_mask: 0.6899, decode.loss_dice: 0.9967, decode.d0.loss_cls: 1.6467, decode.d0.loss_mask: 0.7276, decode.d0.loss_dice: 1.1368, decode.d1.loss_cls: 0.7481, decode.d1.loss_mask: 0.7123, decode.d1.loss_dice: 1.0733, decode.d2.loss_cls: 0.6785, decode.d2.loss_mask: 0.7040, decode.d2.loss_dice: 1.0303, decode.d3.loss_cls: 0.6555, decode.d3.loss_mask: 0.6936, decode.d3.loss_dice: 1.0123, decode.d4.loss_cls: 0.6448, decode.d4.loss_mask: 0.6982, decode.d4.loss_dice: 1.0101, decode.d5.loss_cls: 0.6285, decode.d5.loss_mask: 0.6958, decode.d5.loss_dice: 1.0133, decode.d6.loss_cls: 0.6353, decode.d6.loss_mask: 0.6920, decode.d6.loss_dice: 0.9967, decode.d7.loss_cls: 0.6317, decode.d7.loss_mask: 0.6936, decode.d7.loss_dice: 0.9995, decode.d8.loss_cls: 0.6349, decode.d8.loss_mask: 0.6902, decode.d8.loss_dice: 0.9999, loss: 24.8040, grad_norm: 59.1638 2023-12-25 20:08:38,025 - mmseg - INFO - Iter [20450/160000] lr: 8.722e-05, eta: 21:30:29, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6554, decode.loss_mask: 0.6936, decode.loss_dice: 1.0354, decode.d0.loss_cls: 1.6612, decode.d0.loss_mask: 0.7380, decode.d0.loss_dice: 1.1710, decode.d1.loss_cls: 0.7590, decode.d1.loss_mask: 0.7232, decode.d1.loss_dice: 1.1076, decode.d2.loss_cls: 0.7026, decode.d2.loss_mask: 0.7041, decode.d2.loss_dice: 1.0698, decode.d3.loss_cls: 0.6880, decode.d3.loss_mask: 0.6985, decode.d3.loss_dice: 1.0488, decode.d4.loss_cls: 0.6722, decode.d4.loss_mask: 0.7000, decode.d4.loss_dice: 1.0558, decode.d5.loss_cls: 0.6619, decode.d5.loss_mask: 0.6978, decode.d5.loss_dice: 1.0399, decode.d6.loss_cls: 0.6613, decode.d6.loss_mask: 0.6920, decode.d6.loss_dice: 1.0306, decode.d7.loss_cls: 0.6567, decode.d7.loss_mask: 0.6924, decode.d7.loss_dice: 1.0343, decode.d8.loss_cls: 0.6555, decode.d8.loss_mask: 0.6951, decode.d8.loss_dice: 1.0313, loss: 25.4331, grad_norm: 59.1906 2023-12-25 20:09:02,281 - mmseg - INFO - Iter [20500/160000] lr: 8.719e-05, eta: 21:29:15, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6179, decode.loss_mask: 0.6739, decode.loss_dice: 0.9746, decode.d0.loss_cls: 1.6385, decode.d0.loss_mask: 0.7158, decode.d0.loss_dice: 1.1111, decode.d1.loss_cls: 0.7381, decode.d1.loss_mask: 0.7017, decode.d1.loss_dice: 1.0460, decode.d2.loss_cls: 0.6736, decode.d2.loss_mask: 0.6883, decode.d2.loss_dice: 1.0088, decode.d3.loss_cls: 0.6556, decode.d3.loss_mask: 0.6749, decode.d3.loss_dice: 0.9912, decode.d4.loss_cls: 0.6376, decode.d4.loss_mask: 0.6744, decode.d4.loss_dice: 0.9901, decode.d5.loss_cls: 0.6259, decode.d5.loss_mask: 0.6744, decode.d5.loss_dice: 0.9884, decode.d6.loss_cls: 0.6261, decode.d6.loss_mask: 0.6765, decode.d6.loss_dice: 0.9764, decode.d7.loss_cls: 0.6232, decode.d7.loss_mask: 0.6716, decode.d7.loss_dice: 0.9774, decode.d8.loss_cls: 0.6286, decode.d8.loss_mask: 0.6717, decode.d8.loss_dice: 0.9774, loss: 24.3297, grad_norm: 54.8434 2023-12-25 20:09:26,263 - mmseg - INFO - Iter [20550/160000] lr: 8.716e-05, eta: 21:27:58, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6413, decode.loss_mask: 0.7104, decode.loss_dice: 1.0338, decode.d0.loss_cls: 1.6366, decode.d0.loss_mask: 0.7668, decode.d0.loss_dice: 1.1657, decode.d1.loss_cls: 0.7443, decode.d1.loss_mask: 0.7383, decode.d1.loss_dice: 1.1098, decode.d2.loss_cls: 0.6690, decode.d2.loss_mask: 0.7235, decode.d2.loss_dice: 1.0678, decode.d3.loss_cls: 0.6645, decode.d3.loss_mask: 0.7184, decode.d3.loss_dice: 1.0411, decode.d4.loss_cls: 0.6540, decode.d4.loss_mask: 0.7181, decode.d4.loss_dice: 1.0334, decode.d5.loss_cls: 0.6459, decode.d5.loss_mask: 0.7192, decode.d5.loss_dice: 1.0360, decode.d6.loss_cls: 0.6512, decode.d6.loss_mask: 0.7095, decode.d6.loss_dice: 1.0218, decode.d7.loss_cls: 0.6430, decode.d7.loss_mask: 0.7117, decode.d7.loss_dice: 1.0231, decode.d8.loss_cls: 0.6436, decode.d8.loss_mask: 0.7118, decode.d8.loss_dice: 1.0259, loss: 25.3793, grad_norm: 58.4559 2023-12-25 20:09:50,775 - mmseg - INFO - Iter [20600/160000] lr: 8.713e-05, eta: 21:26:48, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6438, decode.loss_mask: 0.6842, decode.loss_dice: 1.0046, decode.d0.loss_cls: 1.6178, decode.d0.loss_mask: 0.7356, decode.d0.loss_dice: 1.1571, decode.d1.loss_cls: 0.7358, decode.d1.loss_mask: 0.7134, decode.d1.loss_dice: 1.0925, decode.d2.loss_cls: 0.6749, decode.d2.loss_mask: 0.7033, decode.d2.loss_dice: 1.0489, decode.d3.loss_cls: 0.6655, decode.d3.loss_mask: 0.6957, decode.d3.loss_dice: 1.0210, decode.d4.loss_cls: 0.6572, decode.d4.loss_mask: 0.6942, decode.d4.loss_dice: 1.0176, decode.d5.loss_cls: 0.6473, decode.d5.loss_mask: 0.6911, decode.d5.loss_dice: 1.0085, decode.d6.loss_cls: 0.6436, decode.d6.loss_mask: 0.6904, decode.d6.loss_dice: 1.0072, decode.d7.loss_cls: 0.6366, decode.d7.loss_mask: 0.6933, decode.d7.loss_dice: 1.0052, decode.d8.loss_cls: 0.6339, decode.d8.loss_mask: 0.6929, decode.d8.loss_dice: 1.0066, loss: 24.9195, grad_norm: 57.3468 2023-12-25 20:10:15,101 - mmseg - INFO - Iter [20650/160000] lr: 8.709e-05, eta: 21:25:37, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6060, decode.loss_mask: 0.7125, decode.loss_dice: 1.0355, decode.d0.loss_cls: 1.5955, decode.d0.loss_mask: 0.7504, decode.d0.loss_dice: 1.1645, decode.d1.loss_cls: 0.7218, decode.d1.loss_mask: 0.7447, decode.d1.loss_dice: 1.1038, decode.d2.loss_cls: 0.6540, decode.d2.loss_mask: 0.7228, decode.d2.loss_dice: 1.0679, decode.d3.loss_cls: 0.6408, decode.d3.loss_mask: 0.7079, decode.d3.loss_dice: 1.0437, decode.d4.loss_cls: 0.6245, decode.d4.loss_mask: 0.7110, decode.d4.loss_dice: 1.0485, decode.d5.loss_cls: 0.6305, decode.d5.loss_mask: 0.7112, decode.d5.loss_dice: 1.0420, decode.d6.loss_cls: 0.6210, decode.d6.loss_mask: 0.7116, decode.d6.loss_dice: 1.0272, decode.d7.loss_cls: 0.6087, decode.d7.loss_mask: 0.7120, decode.d7.loss_dice: 1.0387, decode.d8.loss_cls: 0.6104, decode.d8.loss_mask: 0.7140, decode.d8.loss_dice: 1.0378, loss: 25.1209, grad_norm: 59.9145 2023-12-25 20:10:39,226 - mmseg - INFO - Iter [20700/160000] lr: 8.706e-05, eta: 21:24:23, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6394, decode.loss_mask: 0.6879, decode.loss_dice: 1.0010, decode.d0.loss_cls: 1.6478, decode.d0.loss_mask: 0.7321, decode.d0.loss_dice: 1.1478, decode.d1.loss_cls: 0.7434, decode.d1.loss_mask: 0.7146, decode.d1.loss_dice: 1.0887, decode.d2.loss_cls: 0.6799, decode.d2.loss_mask: 0.7005, decode.d2.loss_dice: 1.0493, decode.d3.loss_cls: 0.6642, decode.d3.loss_mask: 0.6895, decode.d3.loss_dice: 1.0195, decode.d4.loss_cls: 0.6520, decode.d4.loss_mask: 0.6908, decode.d4.loss_dice: 1.0208, decode.d5.loss_cls: 0.6435, decode.d5.loss_mask: 0.6891, decode.d5.loss_dice: 1.0144, decode.d6.loss_cls: 0.6341, decode.d6.loss_mask: 0.6898, decode.d6.loss_dice: 1.0105, decode.d7.loss_cls: 0.6347, decode.d7.loss_mask: 0.6858, decode.d7.loss_dice: 1.0104, decode.d8.loss_cls: 0.6344, decode.d8.loss_mask: 0.6876, decode.d8.loss_dice: 1.0066, loss: 24.9099, grad_norm: 57.7117 2023-12-25 20:11:03,422 - mmseg - INFO - Iter [20750/160000] lr: 8.703e-05, eta: 21:23:10, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6457, decode.loss_mask: 0.7021, decode.loss_dice: 1.0037, decode.d0.loss_cls: 1.6304, decode.d0.loss_mask: 0.7424, decode.d0.loss_dice: 1.1397, decode.d1.loss_cls: 0.7617, decode.d1.loss_mask: 0.7319, decode.d1.loss_dice: 1.0712, decode.d2.loss_cls: 0.6925, decode.d2.loss_mask: 0.7184, decode.d2.loss_dice: 1.0371, decode.d3.loss_cls: 0.6706, decode.d3.loss_mask: 0.7103, decode.d3.loss_dice: 1.0198, decode.d4.loss_cls: 0.6593, decode.d4.loss_mask: 0.7057, decode.d4.loss_dice: 1.0196, decode.d5.loss_cls: 0.6536, decode.d5.loss_mask: 0.7062, decode.d5.loss_dice: 1.0178, decode.d6.loss_cls: 0.6497, decode.d6.loss_mask: 0.7023, decode.d6.loss_dice: 1.0065, decode.d7.loss_cls: 0.6426, decode.d7.loss_mask: 0.7040, decode.d7.loss_dice: 1.0139, decode.d8.loss_cls: 0.6486, decode.d8.loss_mask: 0.7033, decode.d8.loss_dice: 1.0137, loss: 25.1242, grad_norm: 54.4115 2023-12-25 20:11:27,621 - mmseg - INFO - Iter [20800/160000] lr: 8.700e-05, eta: 21:21:58, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6109, decode.loss_mask: 0.7212, decode.loss_dice: 1.0112, decode.d0.loss_cls: 1.6008, decode.d0.loss_mask: 0.7728, decode.d0.loss_dice: 1.1420, decode.d1.loss_cls: 0.7212, decode.d1.loss_mask: 0.7457, decode.d1.loss_dice: 1.0860, decode.d2.loss_cls: 0.6560, decode.d2.loss_mask: 0.7304, decode.d2.loss_dice: 1.0495, decode.d3.loss_cls: 0.6268, decode.d3.loss_mask: 0.7279, decode.d3.loss_dice: 1.0353, decode.d4.loss_cls: 0.6286, decode.d4.loss_mask: 0.7269, decode.d4.loss_dice: 1.0306, decode.d5.loss_cls: 0.6219, decode.d5.loss_mask: 0.7226, decode.d5.loss_dice: 1.0203, decode.d6.loss_cls: 0.6129, decode.d6.loss_mask: 0.7204, decode.d6.loss_dice: 1.0133, decode.d7.loss_cls: 0.6077, decode.d7.loss_mask: 0.7233, decode.d7.loss_dice: 1.0220, decode.d8.loss_cls: 0.6108, decode.d8.loss_mask: 0.7254, decode.d8.loss_dice: 1.0149, loss: 25.0394, grad_norm: 57.5867 2023-12-25 20:11:51,844 - mmseg - INFO - Iter [20850/160000] lr: 8.697e-05, eta: 21:20:47, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5983, decode.loss_mask: 0.6974, decode.loss_dice: 0.9868, decode.d0.loss_cls: 1.5718, decode.d0.loss_mask: 0.7326, decode.d0.loss_dice: 1.1014, decode.d1.loss_cls: 0.6995, decode.d1.loss_mask: 0.7216, decode.d1.loss_dice: 1.0577, decode.d2.loss_cls: 0.6425, decode.d2.loss_mask: 0.7051, decode.d2.loss_dice: 1.0152, decode.d3.loss_cls: 0.6228, decode.d3.loss_mask: 0.6984, decode.d3.loss_dice: 0.9952, decode.d4.loss_cls: 0.6124, decode.d4.loss_mask: 0.7002, decode.d4.loss_dice: 0.9946, decode.d5.loss_cls: 0.6110, decode.d5.loss_mask: 0.7003, decode.d5.loss_dice: 0.9899, decode.d6.loss_cls: 0.6023, decode.d6.loss_mask: 0.6988, decode.d6.loss_dice: 0.9810, decode.d7.loss_cls: 0.5976, decode.d7.loss_mask: 0.6988, decode.d7.loss_dice: 0.9802, decode.d8.loss_cls: 0.5975, decode.d8.loss_mask: 0.6969, decode.d8.loss_dice: 0.9844, loss: 24.2925, grad_norm: 60.7604 2023-12-25 20:12:16,029 - mmseg - INFO - Iter [20900/160000] lr: 8.694e-05, eta: 21:19:35, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6313, decode.loss_mask: 0.6833, decode.loss_dice: 0.9870, decode.d0.loss_cls: 1.6216, decode.d0.loss_mask: 0.7217, decode.d0.loss_dice: 1.1079, decode.d1.loss_cls: 0.7318, decode.d1.loss_mask: 0.7127, decode.d1.loss_dice: 1.0536, decode.d2.loss_cls: 0.6745, decode.d2.loss_mask: 0.6944, decode.d2.loss_dice: 1.0211, decode.d3.loss_cls: 0.6564, decode.d3.loss_mask: 0.6890, decode.d3.loss_dice: 0.9976, decode.d4.loss_cls: 0.6387, decode.d4.loss_mask: 0.6903, decode.d4.loss_dice: 1.0018, decode.d5.loss_cls: 0.6396, decode.d5.loss_mask: 0.6902, decode.d5.loss_dice: 0.9966, decode.d6.loss_cls: 0.6283, decode.d6.loss_mask: 0.6927, decode.d6.loss_dice: 0.9869, decode.d7.loss_cls: 0.6315, decode.d7.loss_mask: 0.6893, decode.d7.loss_dice: 0.9921, decode.d8.loss_cls: 0.6323, decode.d8.loss_mask: 0.6840, decode.d8.loss_dice: 0.9833, loss: 24.5614, grad_norm: 60.4466 2023-12-25 20:12:40,342 - mmseg - INFO - Iter [20950/160000] lr: 8.691e-05, eta: 21:18:26, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6171, decode.loss_mask: 0.6781, decode.loss_dice: 1.0139, decode.d0.loss_cls: 1.5942, decode.d0.loss_mask: 0.7065, decode.d0.loss_dice: 1.1414, decode.d1.loss_cls: 0.7209, decode.d1.loss_mask: 0.6996, decode.d1.loss_dice: 1.0919, decode.d2.loss_cls: 0.6698, decode.d2.loss_mask: 0.6866, decode.d2.loss_dice: 1.0442, decode.d3.loss_cls: 0.6489, decode.d3.loss_mask: 0.6748, decode.d3.loss_dice: 1.0208, decode.d4.loss_cls: 0.6313, decode.d4.loss_mask: 0.6809, decode.d4.loss_dice: 1.0205, decode.d5.loss_cls: 0.6286, decode.d5.loss_mask: 0.6791, decode.d5.loss_dice: 1.0224, decode.d6.loss_cls: 0.6317, decode.d6.loss_mask: 0.6766, decode.d6.loss_dice: 1.0104, decode.d7.loss_cls: 0.6216, decode.d7.loss_mask: 0.6774, decode.d7.loss_dice: 1.0168, decode.d8.loss_cls: 0.6184, decode.d8.loss_mask: 0.6756, decode.d8.loss_dice: 1.0114, loss: 24.6113, grad_norm: 56.9149 2023-12-25 20:13:04,556 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 20:13:04,556 - mmseg - INFO - Iter [21000/160000] lr: 8.688e-05, eta: 21:17:16, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6219, decode.loss_mask: 0.7024, decode.loss_dice: 1.0116, decode.d0.loss_cls: 1.6306, decode.d0.loss_mask: 0.7465, decode.d0.loss_dice: 1.1430, decode.d1.loss_cls: 0.7415, decode.d1.loss_mask: 0.7236, decode.d1.loss_dice: 1.0765, decode.d2.loss_cls: 0.6671, decode.d2.loss_mask: 0.7120, decode.d2.loss_dice: 1.0414, decode.d3.loss_cls: 0.6477, decode.d3.loss_mask: 0.7065, decode.d3.loss_dice: 1.0204, decode.d4.loss_cls: 0.6390, decode.d4.loss_mask: 0.7053, decode.d4.loss_dice: 1.0183, decode.d5.loss_cls: 0.6370, decode.d5.loss_mask: 0.7035, decode.d5.loss_dice: 1.0076, decode.d6.loss_cls: 0.6261, decode.d6.loss_mask: 0.7074, decode.d6.loss_dice: 1.0050, decode.d7.loss_cls: 0.6228, decode.d7.loss_mask: 0.7027, decode.d7.loss_dice: 1.0119, decode.d8.loss_cls: 0.6227, decode.d8.loss_mask: 0.7042, decode.d8.loss_dice: 1.0119, loss: 24.9180, grad_norm: 58.3340 2023-12-25 20:13:28,763 - mmseg - INFO - Iter [21050/160000] lr: 8.684e-05, eta: 21:16:06, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6277, decode.loss_mask: 0.7078, decode.loss_dice: 1.0105, decode.d0.loss_cls: 1.5927, decode.d0.loss_mask: 0.7569, decode.d0.loss_dice: 1.1351, decode.d1.loss_cls: 0.7245, decode.d1.loss_mask: 0.7353, decode.d1.loss_dice: 1.0802, decode.d2.loss_cls: 0.6621, decode.d2.loss_mask: 0.7168, decode.d2.loss_dice: 1.0336, decode.d3.loss_cls: 0.6438, decode.d3.loss_mask: 0.7156, decode.d3.loss_dice: 1.0201, decode.d4.loss_cls: 0.6354, decode.d4.loss_mask: 0.7159, decode.d4.loss_dice: 1.0216, decode.d5.loss_cls: 0.6290, decode.d5.loss_mask: 0.7129, decode.d5.loss_dice: 1.0100, decode.d6.loss_cls: 0.6308, decode.d6.loss_mask: 0.7098, decode.d6.loss_dice: 1.0101, decode.d7.loss_cls: 0.6247, decode.d7.loss_mask: 0.7131, decode.d7.loss_dice: 1.0044, decode.d8.loss_cls: 0.6179, decode.d8.loss_mask: 0.7151, decode.d8.loss_dice: 1.0178, loss: 24.9311, grad_norm: 58.1975 2023-12-25 20:13:53,349 - mmseg - INFO - Iter [21100/160000] lr: 8.681e-05, eta: 21:15:02, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6182, decode.loss_mask: 0.7229, decode.loss_dice: 0.9875, decode.d0.loss_cls: 1.5880, decode.d0.loss_mask: 0.7672, decode.d0.loss_dice: 1.1367, decode.d1.loss_cls: 0.7128, decode.d1.loss_mask: 0.7543, decode.d1.loss_dice: 1.0739, decode.d2.loss_cls: 0.6607, decode.d2.loss_mask: 0.7334, decode.d2.loss_dice: 1.0350, decode.d3.loss_cls: 0.6369, decode.d3.loss_mask: 0.7264, decode.d3.loss_dice: 1.0053, decode.d4.loss_cls: 0.6233, decode.d4.loss_mask: 0.7275, decode.d4.loss_dice: 1.0105, decode.d5.loss_cls: 0.6149, decode.d5.loss_mask: 0.7262, decode.d5.loss_dice: 1.0001, decode.d6.loss_cls: 0.6152, decode.d6.loss_mask: 0.7260, decode.d6.loss_dice: 0.9946, decode.d7.loss_cls: 0.6124, decode.d7.loss_mask: 0.7266, decode.d7.loss_dice: 0.9949, decode.d8.loss_cls: 0.6114, decode.d8.loss_mask: 0.7223, decode.d8.loss_dice: 0.9968, loss: 24.8617, grad_norm: 60.0691 2023-12-25 20:14:17,767 - mmseg - INFO - Iter [21150/160000] lr: 8.678e-05, eta: 21:13:55, time: 0.488, data_time: 0.011, memory: 40245, decode.loss_cls: 0.6227, decode.loss_mask: 0.6892, decode.loss_dice: 0.9865, decode.d0.loss_cls: 1.6288, decode.d0.loss_mask: 0.7301, decode.d0.loss_dice: 1.1196, decode.d1.loss_cls: 0.7254, decode.d1.loss_mask: 0.7073, decode.d1.loss_dice: 1.0585, decode.d2.loss_cls: 0.6638, decode.d2.loss_mask: 0.6926, decode.d2.loss_dice: 1.0131, decode.d3.loss_cls: 0.6417, decode.d3.loss_mask: 0.6925, decode.d3.loss_dice: 0.9908, decode.d4.loss_cls: 0.6299, decode.d4.loss_mask: 0.6911, decode.d4.loss_dice: 0.9964, decode.d5.loss_cls: 0.6306, decode.d5.loss_mask: 0.6926, decode.d5.loss_dice: 0.9891, decode.d6.loss_cls: 0.6217, decode.d6.loss_mask: 0.6862, decode.d6.loss_dice: 0.9812, decode.d7.loss_cls: 0.6222, decode.d7.loss_mask: 0.6879, decode.d7.loss_dice: 0.9882, decode.d8.loss_cls: 0.6230, decode.d8.loss_mask: 0.6915, decode.d8.loss_dice: 0.9828, loss: 24.4771, grad_norm: 56.0680 2023-12-25 20:14:42,074 - mmseg - INFO - Iter [21200/160000] lr: 8.675e-05, eta: 21:12:48, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6282, decode.loss_mask: 0.7001, decode.loss_dice: 1.0110, decode.d0.loss_cls: 1.6438, decode.d0.loss_mask: 0.7377, decode.d0.loss_dice: 1.1441, decode.d1.loss_cls: 0.7258, decode.d1.loss_mask: 0.7312, decode.d1.loss_dice: 1.0846, decode.d2.loss_cls: 0.6636, decode.d2.loss_mask: 0.7144, decode.d2.loss_dice: 1.0455, decode.d3.loss_cls: 0.6479, decode.d3.loss_mask: 0.7073, decode.d3.loss_dice: 1.0230, decode.d4.loss_cls: 0.6384, decode.d4.loss_mask: 0.7072, decode.d4.loss_dice: 1.0229, decode.d5.loss_cls: 0.6358, decode.d5.loss_mask: 0.7074, decode.d5.loss_dice: 1.0246, decode.d6.loss_cls: 0.6335, decode.d6.loss_mask: 0.6979, decode.d6.loss_dice: 1.0037, decode.d7.loss_cls: 0.6274, decode.d7.loss_mask: 0.6966, decode.d7.loss_dice: 1.0110, decode.d8.loss_cls: 0.6267, decode.d8.loss_mask: 0.6956, decode.d8.loss_dice: 1.0064, loss: 24.9433, grad_norm: 61.1439 2023-12-25 20:15:06,457 - mmseg - INFO - Iter [21250/160000] lr: 8.672e-05, eta: 21:11:42, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6020, decode.loss_mask: 0.7245, decode.loss_dice: 1.0057, decode.d0.loss_cls: 1.5818, decode.d0.loss_mask: 0.7588, decode.d0.loss_dice: 1.1253, decode.d1.loss_cls: 0.6984, decode.d1.loss_mask: 0.7483, decode.d1.loss_dice: 1.0802, decode.d2.loss_cls: 0.6545, decode.d2.loss_mask: 0.7317, decode.d2.loss_dice: 1.0477, decode.d3.loss_cls: 0.6412, decode.d3.loss_mask: 0.7183, decode.d3.loss_dice: 1.0179, decode.d4.loss_cls: 0.6127, decode.d4.loss_mask: 0.7212, decode.d4.loss_dice: 1.0248, decode.d5.loss_cls: 0.6149, decode.d5.loss_mask: 0.7221, decode.d5.loss_dice: 1.0175, decode.d6.loss_cls: 0.6107, decode.d6.loss_mask: 0.7238, decode.d6.loss_dice: 1.0023, decode.d7.loss_cls: 0.6002, decode.d7.loss_mask: 0.7282, decode.d7.loss_dice: 1.0094, decode.d8.loss_cls: 0.5978, decode.d8.loss_mask: 0.7268, decode.d8.loss_dice: 1.0148, loss: 24.8632, grad_norm: 60.7013 2023-12-25 20:15:31,227 - mmseg - INFO - Iter [21300/160000] lr: 8.669e-05, eta: 21:10:41, time: 0.495, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6236, decode.loss_mask: 0.7005, decode.loss_dice: 0.9934, decode.d0.loss_cls: 1.6362, decode.d0.loss_mask: 0.7399, decode.d0.loss_dice: 1.1342, decode.d1.loss_cls: 0.7298, decode.d1.loss_mask: 0.7266, decode.d1.loss_dice: 1.0640, decode.d2.loss_cls: 0.6691, decode.d2.loss_mask: 0.7106, decode.d2.loss_dice: 1.0273, decode.d3.loss_cls: 0.6511, decode.d3.loss_mask: 0.7043, decode.d3.loss_dice: 1.0033, decode.d4.loss_cls: 0.6390, decode.d4.loss_mask: 0.7044, decode.d4.loss_dice: 1.0028, decode.d5.loss_cls: 0.6349, decode.d5.loss_mask: 0.7017, decode.d5.loss_dice: 1.0008, decode.d6.loss_cls: 0.6268, decode.d6.loss_mask: 0.6999, decode.d6.loss_dice: 0.9964, decode.d7.loss_cls: 0.6245, decode.d7.loss_mask: 0.6985, decode.d7.loss_dice: 0.9962, decode.d8.loss_cls: 0.6272, decode.d8.loss_mask: 0.6973, decode.d8.loss_dice: 0.9996, loss: 24.7638, grad_norm: 62.5631 2023-12-25 20:15:55,463 - mmseg - INFO - Iter [21350/160000] lr: 8.666e-05, eta: 21:09:34, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6316, decode.loss_mask: 0.7003, decode.loss_dice: 1.0000, decode.d0.loss_cls: 1.6116, decode.d0.loss_mask: 0.7463, decode.d0.loss_dice: 1.1257, decode.d1.loss_cls: 0.7308, decode.d1.loss_mask: 0.7295, decode.d1.loss_dice: 1.0729, decode.d2.loss_cls: 0.6658, decode.d2.loss_mask: 0.7076, decode.d2.loss_dice: 1.0333, decode.d3.loss_cls: 0.6523, decode.d3.loss_mask: 0.7065, decode.d3.loss_dice: 1.0096, decode.d4.loss_cls: 0.6447, decode.d4.loss_mask: 0.7040, decode.d4.loss_dice: 1.0101, decode.d5.loss_cls: 0.6340, decode.d5.loss_mask: 0.6985, decode.d5.loss_dice: 1.0108, decode.d6.loss_cls: 0.6266, decode.d6.loss_mask: 0.7000, decode.d6.loss_dice: 1.0045, decode.d7.loss_cls: 0.6263, decode.d7.loss_mask: 0.7008, decode.d7.loss_dice: 1.0041, decode.d8.loss_cls: 0.6265, decode.d8.loss_mask: 0.7001, decode.d8.loss_dice: 1.0010, loss: 24.8154, grad_norm: 62.7645 2023-12-25 20:16:22,227 - mmseg - INFO - Iter [21400/160000] lr: 8.663e-05, eta: 21:08:57, time: 0.535, data_time: 0.056, memory: 40245, decode.loss_cls: 0.6016, decode.loss_mask: 0.6986, decode.loss_dice: 0.9864, decode.d0.loss_cls: 1.5949, decode.d0.loss_mask: 0.7416, decode.d0.loss_dice: 1.1111, decode.d1.loss_cls: 0.7207, decode.d1.loss_mask: 0.7244, decode.d1.loss_dice: 1.0505, decode.d2.loss_cls: 0.6511, decode.d2.loss_mask: 0.7078, decode.d2.loss_dice: 1.0127, decode.d3.loss_cls: 0.6360, decode.d3.loss_mask: 0.7002, decode.d3.loss_dice: 0.9955, decode.d4.loss_cls: 0.6223, decode.d4.loss_mask: 0.7036, decode.d4.loss_dice: 0.9940, decode.d5.loss_cls: 0.6112, decode.d5.loss_mask: 0.7055, decode.d5.loss_dice: 0.9994, decode.d6.loss_cls: 0.6145, decode.d6.loss_mask: 0.7030, decode.d6.loss_dice: 0.9857, decode.d7.loss_cls: 0.6014, decode.d7.loss_mask: 0.7004, decode.d7.loss_dice: 0.9899, decode.d8.loss_cls: 0.6029, decode.d8.loss_mask: 0.7000, decode.d8.loss_dice: 0.9895, loss: 24.4565, grad_norm: 64.6756 2023-12-25 20:16:46,607 - mmseg - INFO - Iter [21450/160000] lr: 8.659e-05, eta: 21:07:53, time: 0.488, data_time: 0.011, memory: 40245, decode.loss_cls: 0.6305, decode.loss_mask: 0.7016, decode.loss_dice: 1.0221, decode.d0.loss_cls: 1.6397, decode.d0.loss_mask: 0.7446, decode.d0.loss_dice: 1.1569, decode.d1.loss_cls: 0.7418, decode.d1.loss_mask: 0.7296, decode.d1.loss_dice: 1.0955, decode.d2.loss_cls: 0.6784, decode.d2.loss_mask: 0.7130, decode.d2.loss_dice: 1.0547, decode.d3.loss_cls: 0.6691, decode.d3.loss_mask: 0.7079, decode.d3.loss_dice: 1.0269, decode.d4.loss_cls: 0.6536, decode.d4.loss_mask: 0.7075, decode.d4.loss_dice: 1.0311, decode.d5.loss_cls: 0.6452, decode.d5.loss_mask: 0.7020, decode.d5.loss_dice: 1.0245, decode.d6.loss_cls: 0.6384, decode.d6.loss_mask: 0.7021, decode.d6.loss_dice: 1.0143, decode.d7.loss_cls: 0.6378, decode.d7.loss_mask: 0.7014, decode.d7.loss_dice: 1.0220, decode.d8.loss_cls: 0.6376, decode.d8.loss_mask: 0.7027, decode.d8.loss_dice: 1.0211, loss: 25.1539, grad_norm: 61.1151 2023-12-25 20:17:10,682 - mmseg - INFO - Iter [21500/160000] lr: 8.656e-05, eta: 21:06:44, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6115, decode.loss_mask: 0.6892, decode.loss_dice: 0.9913, decode.d0.loss_cls: 1.6175, decode.d0.loss_mask: 0.7376, decode.d0.loss_dice: 1.1348, decode.d1.loss_cls: 0.7257, decode.d1.loss_mask: 0.7231, decode.d1.loss_dice: 1.0677, decode.d2.loss_cls: 0.6552, decode.d2.loss_mask: 0.7036, decode.d2.loss_dice: 1.0257, decode.d3.loss_cls: 0.6364, decode.d3.loss_mask: 0.6986, decode.d3.loss_dice: 1.0079, decode.d4.loss_cls: 0.6205, decode.d4.loss_mask: 0.7003, decode.d4.loss_dice: 1.0047, decode.d5.loss_cls: 0.6210, decode.d5.loss_mask: 0.6966, decode.d5.loss_dice: 1.0015, decode.d6.loss_cls: 0.6116, decode.d6.loss_mask: 0.6898, decode.d6.loss_dice: 0.9967, decode.d7.loss_cls: 0.6146, decode.d7.loss_mask: 0.6911, decode.d7.loss_dice: 1.0013, decode.d8.loss_cls: 0.6108, decode.d8.loss_mask: 0.6894, decode.d8.loss_dice: 0.9949, loss: 24.5708, grad_norm: 59.6774 2023-12-25 20:17:35,079 - mmseg - INFO - Iter [21550/160000] lr: 8.653e-05, eta: 21:05:41, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5778, decode.loss_mask: 0.6666, decode.loss_dice: 0.9719, decode.d0.loss_cls: 1.6130, decode.d0.loss_mask: 0.7051, decode.d0.loss_dice: 1.0930, decode.d1.loss_cls: 0.6941, decode.d1.loss_mask: 0.6919, decode.d1.loss_dice: 1.0442, decode.d2.loss_cls: 0.6383, decode.d2.loss_mask: 0.6712, decode.d2.loss_dice: 1.0073, decode.d3.loss_cls: 0.6164, decode.d3.loss_mask: 0.6664, decode.d3.loss_dice: 0.9901, decode.d4.loss_cls: 0.6074, decode.d4.loss_mask: 0.6706, decode.d4.loss_dice: 0.9917, decode.d5.loss_cls: 0.5952, decode.d5.loss_mask: 0.6738, decode.d5.loss_dice: 0.9873, decode.d6.loss_cls: 0.5876, decode.d6.loss_mask: 0.6704, decode.d6.loss_dice: 0.9736, decode.d7.loss_cls: 0.5830, decode.d7.loss_mask: 0.6681, decode.d7.loss_dice: 0.9785, decode.d8.loss_cls: 0.5807, decode.d8.loss_mask: 0.6704, decode.d8.loss_dice: 0.9731, loss: 23.8584, grad_norm: 64.9709 2023-12-25 20:17:59,635 - mmseg - INFO - Iter [21600/160000] lr: 8.650e-05, eta: 21:04:39, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5903, decode.loss_mask: 0.7292, decode.loss_dice: 1.0090, decode.d0.loss_cls: 1.6021, decode.d0.loss_mask: 0.7738, decode.d0.loss_dice: 1.1364, decode.d1.loss_cls: 0.6921, decode.d1.loss_mask: 0.7593, decode.d1.loss_dice: 1.0955, decode.d2.loss_cls: 0.6336, decode.d2.loss_mask: 0.7439, decode.d2.loss_dice: 1.0420, decode.d3.loss_cls: 0.6236, decode.d3.loss_mask: 0.7300, decode.d3.loss_dice: 1.0267, decode.d4.loss_cls: 0.6080, decode.d4.loss_mask: 0.7318, decode.d4.loss_dice: 1.0250, decode.d5.loss_cls: 0.5985, decode.d5.loss_mask: 0.7303, decode.d5.loss_dice: 1.0305, decode.d6.loss_cls: 0.5947, decode.d6.loss_mask: 0.7312, decode.d6.loss_dice: 1.0156, decode.d7.loss_cls: 0.5906, decode.d7.loss_mask: 0.7312, decode.d7.loss_dice: 1.0115, decode.d8.loss_cls: 0.5850, decode.d8.loss_mask: 0.7291, decode.d8.loss_dice: 1.0127, loss: 24.9131, grad_norm: 64.9059 2023-12-25 20:18:24,038 - mmseg - INFO - Iter [21650/160000] lr: 8.647e-05, eta: 21:03:36, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6038, decode.loss_mask: 0.6932, decode.loss_dice: 1.0257, decode.d0.loss_cls: 1.6160, decode.d0.loss_mask: 0.7319, decode.d0.loss_dice: 1.1430, decode.d1.loss_cls: 0.7093, decode.d1.loss_mask: 0.7144, decode.d1.loss_dice: 1.0951, decode.d2.loss_cls: 0.6507, decode.d2.loss_mask: 0.7015, decode.d2.loss_dice: 1.0490, decode.d3.loss_cls: 0.6356, decode.d3.loss_mask: 0.6928, decode.d3.loss_dice: 1.0307, decode.d4.loss_cls: 0.6235, decode.d4.loss_mask: 0.6952, decode.d4.loss_dice: 1.0275, decode.d5.loss_cls: 0.6194, decode.d5.loss_mask: 0.6945, decode.d5.loss_dice: 1.0245, decode.d6.loss_cls: 0.6123, decode.d6.loss_mask: 0.6930, decode.d6.loss_dice: 1.0221, decode.d7.loss_cls: 0.6062, decode.d7.loss_mask: 0.6938, decode.d7.loss_dice: 1.0246, decode.d8.loss_cls: 0.6082, decode.d8.loss_mask: 0.6948, decode.d8.loss_dice: 1.0222, loss: 24.7545, grad_norm: 56.8130 2023-12-25 20:18:48,430 - mmseg - INFO - Iter [21700/160000] lr: 8.644e-05, eta: 21:02:33, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5876, decode.loss_mask: 0.7002, decode.loss_dice: 1.0094, decode.d0.loss_cls: 1.5715, decode.d0.loss_mask: 0.7446, decode.d0.loss_dice: 1.1405, decode.d1.loss_cls: 0.6835, decode.d1.loss_mask: 0.7284, decode.d1.loss_dice: 1.0791, decode.d2.loss_cls: 0.6297, decode.d2.loss_mask: 0.7121, decode.d2.loss_dice: 1.0417, decode.d3.loss_cls: 0.6077, decode.d3.loss_mask: 0.7116, decode.d3.loss_dice: 1.0213, decode.d4.loss_cls: 0.6000, decode.d4.loss_mask: 0.7069, decode.d4.loss_dice: 1.0241, decode.d5.loss_cls: 0.5889, decode.d5.loss_mask: 0.7074, decode.d5.loss_dice: 1.0159, decode.d6.loss_cls: 0.5889, decode.d6.loss_mask: 0.7011, decode.d6.loss_dice: 1.0105, decode.d7.loss_cls: 0.5844, decode.d7.loss_mask: 0.7009, decode.d7.loss_dice: 1.0106, decode.d8.loss_cls: 0.5840, decode.d8.loss_mask: 0.7019, decode.d8.loss_dice: 1.0083, loss: 24.5024, grad_norm: 60.3683 2023-12-25 20:19:12,781 - mmseg - INFO - Iter [21750/160000] lr: 8.641e-05, eta: 21:01:30, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6023, decode.loss_mask: 0.7112, decode.loss_dice: 1.0215, decode.d0.loss_cls: 1.6233, decode.d0.loss_mask: 0.7439, decode.d0.loss_dice: 1.1441, decode.d1.loss_cls: 0.7016, decode.d1.loss_mask: 0.7304, decode.d1.loss_dice: 1.0968, decode.d2.loss_cls: 0.6426, decode.d2.loss_mask: 0.7162, decode.d2.loss_dice: 1.0524, decode.d3.loss_cls: 0.6272, decode.d3.loss_mask: 0.7132, decode.d3.loss_dice: 1.0316, decode.d4.loss_cls: 0.6108, decode.d4.loss_mask: 0.7133, decode.d4.loss_dice: 1.0284, decode.d5.loss_cls: 0.6123, decode.d5.loss_mask: 0.7097, decode.d5.loss_dice: 1.0251, decode.d6.loss_cls: 0.6126, decode.d6.loss_mask: 0.7111, decode.d6.loss_dice: 1.0170, decode.d7.loss_cls: 0.6054, decode.d7.loss_mask: 0.7089, decode.d7.loss_dice: 1.0283, decode.d8.loss_cls: 0.5952, decode.d8.loss_mask: 0.7097, decode.d8.loss_dice: 1.0285, loss: 24.8747, grad_norm: 59.0285 2023-12-25 20:19:36,845 - mmseg - INFO - Iter [21800/160000] lr: 8.638e-05, eta: 21:00:24, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6076, decode.loss_mask: 0.7161, decode.loss_dice: 0.9901, decode.d0.loss_cls: 1.5777, decode.d0.loss_mask: 0.7593, decode.d0.loss_dice: 1.1222, decode.d1.loss_cls: 0.6976, decode.d1.loss_mask: 0.7470, decode.d1.loss_dice: 1.0596, decode.d2.loss_cls: 0.6463, decode.d2.loss_mask: 0.7232, decode.d2.loss_dice: 1.0256, decode.d3.loss_cls: 0.6258, decode.d3.loss_mask: 0.7177, decode.d3.loss_dice: 1.0062, decode.d4.loss_cls: 0.6177, decode.d4.loss_mask: 0.7156, decode.d4.loss_dice: 1.0068, decode.d5.loss_cls: 0.6124, decode.d5.loss_mask: 0.7155, decode.d5.loss_dice: 1.0051, decode.d6.loss_cls: 0.6135, decode.d6.loss_mask: 0.7139, decode.d6.loss_dice: 0.9911, decode.d7.loss_cls: 0.6087, decode.d7.loss_mask: 0.7189, decode.d7.loss_dice: 0.9905, decode.d8.loss_cls: 0.6124, decode.d8.loss_mask: 0.7171, decode.d8.loss_dice: 0.9953, loss: 24.6563, grad_norm: 60.4857 2023-12-25 20:20:01,195 - mmseg - INFO - Iter [21850/160000] lr: 8.634e-05, eta: 20:59:21, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5958, decode.loss_mask: 0.7018, decode.loss_dice: 1.0174, decode.d0.loss_cls: 1.5772, decode.d0.loss_mask: 0.7370, decode.d0.loss_dice: 1.1375, decode.d1.loss_cls: 0.7122, decode.d1.loss_mask: 0.7266, decode.d1.loss_dice: 1.0845, decode.d2.loss_cls: 0.6475, decode.d2.loss_mask: 0.7077, decode.d2.loss_dice: 1.0464, decode.d3.loss_cls: 0.6234, decode.d3.loss_mask: 0.7068, decode.d3.loss_dice: 1.0207, decode.d4.loss_cls: 0.6167, decode.d4.loss_mask: 0.7036, decode.d4.loss_dice: 1.0203, decode.d5.loss_cls: 0.6093, decode.d5.loss_mask: 0.7024, decode.d5.loss_dice: 1.0174, decode.d6.loss_cls: 0.5979, decode.d6.loss_mask: 0.6972, decode.d6.loss_dice: 1.0202, decode.d7.loss_cls: 0.5941, decode.d7.loss_mask: 0.7037, decode.d7.loss_dice: 1.0234, decode.d8.loss_cls: 0.5973, decode.d8.loss_mask: 0.6981, decode.d8.loss_dice: 1.0206, loss: 24.6649, grad_norm: 60.6380 2023-12-25 20:20:25,710 - mmseg - INFO - Iter [21900/160000] lr: 8.631e-05, eta: 20:58:21, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6273, decode.loss_mask: 0.6785, decode.loss_dice: 0.9868, decode.d0.loss_cls: 1.6210, decode.d0.loss_mask: 0.7189, decode.d0.loss_dice: 1.1015, decode.d1.loss_cls: 0.7306, decode.d1.loss_mask: 0.7071, decode.d1.loss_dice: 1.0583, decode.d2.loss_cls: 0.6659, decode.d2.loss_mask: 0.6883, decode.d2.loss_dice: 1.0173, decode.d3.loss_cls: 0.6500, decode.d3.loss_mask: 0.6775, decode.d3.loss_dice: 0.9994, decode.d4.loss_cls: 0.6381, decode.d4.loss_mask: 0.6800, decode.d4.loss_dice: 1.0005, decode.d5.loss_cls: 0.6356, decode.d5.loss_mask: 0.6819, decode.d5.loss_dice: 0.9963, decode.d6.loss_cls: 0.6267, decode.d6.loss_mask: 0.6775, decode.d6.loss_dice: 0.9870, decode.d7.loss_cls: 0.6256, decode.d7.loss_mask: 0.6809, decode.d7.loss_dice: 0.9878, decode.d8.loss_cls: 0.6274, decode.d8.loss_mask: 0.6807, decode.d8.loss_dice: 0.9924, loss: 24.4468, grad_norm: 58.7215 2023-12-25 20:20:49,924 - mmseg - INFO - Iter [21950/160000] lr: 8.628e-05, eta: 20:57:17, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5926, decode.loss_mask: 0.6840, decode.loss_dice: 1.0041, decode.d0.loss_cls: 1.5779, decode.d0.loss_mask: 0.7321, decode.d0.loss_dice: 1.1331, decode.d1.loss_cls: 0.6950, decode.d1.loss_mask: 0.7125, decode.d1.loss_dice: 1.0737, decode.d2.loss_cls: 0.6379, decode.d2.loss_mask: 0.6963, decode.d2.loss_dice: 1.0347, decode.d3.loss_cls: 0.6259, decode.d3.loss_mask: 0.6891, decode.d3.loss_dice: 1.0108, decode.d4.loss_cls: 0.6211, decode.d4.loss_mask: 0.6899, decode.d4.loss_dice: 1.0196, decode.d5.loss_cls: 0.6152, decode.d5.loss_mask: 0.6905, decode.d5.loss_dice: 1.0059, decode.d6.loss_cls: 0.6093, decode.d6.loss_mask: 0.6831, decode.d6.loss_dice: 1.0044, decode.d7.loss_cls: 0.6024, decode.d7.loss_mask: 0.6857, decode.d7.loss_dice: 1.0023, decode.d8.loss_cls: 0.5977, decode.d8.loss_mask: 0.6882, decode.d8.loss_dice: 1.0020, loss: 24.4169, grad_norm: 58.0208 2023-12-25 20:21:14,083 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 20:21:14,083 - mmseg - INFO - Iter [22000/160000] lr: 8.625e-05, eta: 20:56:14, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6075, decode.loss_mask: 0.7055, decode.loss_dice: 1.0005, decode.d0.loss_cls: 1.5936, decode.d0.loss_mask: 0.7486, decode.d0.loss_dice: 1.1306, decode.d1.loss_cls: 0.7049, decode.d1.loss_mask: 0.7362, decode.d1.loss_dice: 1.0743, decode.d2.loss_cls: 0.6414, decode.d2.loss_mask: 0.7164, decode.d2.loss_dice: 1.0423, decode.d3.loss_cls: 0.6281, decode.d3.loss_mask: 0.7081, decode.d3.loss_dice: 1.0216, decode.d4.loss_cls: 0.6229, decode.d4.loss_mask: 0.7081, decode.d4.loss_dice: 1.0146, decode.d5.loss_cls: 0.6153, decode.d5.loss_mask: 0.7090, decode.d5.loss_dice: 1.0188, decode.d6.loss_cls: 0.6166, decode.d6.loss_mask: 0.7046, decode.d6.loss_dice: 0.9992, decode.d7.loss_cls: 0.6078, decode.d7.loss_mask: 0.7057, decode.d7.loss_dice: 1.0022, decode.d8.loss_cls: 0.6057, decode.d8.loss_mask: 0.7028, decode.d8.loss_dice: 1.0058, loss: 24.6985, grad_norm: 58.7516 2023-12-25 20:21:38,414 - mmseg - INFO - Iter [22050/160000] lr: 8.622e-05, eta: 20:55:12, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6207, decode.loss_mask: 0.6906, decode.loss_dice: 1.0049, decode.d0.loss_cls: 1.6133, decode.d0.loss_mask: 0.7384, decode.d0.loss_dice: 1.1378, decode.d1.loss_cls: 0.7350, decode.d1.loss_mask: 0.7178, decode.d1.loss_dice: 1.0917, decode.d2.loss_cls: 0.6705, decode.d2.loss_mask: 0.7043, decode.d2.loss_dice: 1.0433, decode.d3.loss_cls: 0.6463, decode.d3.loss_mask: 0.7000, decode.d3.loss_dice: 1.0173, decode.d4.loss_cls: 0.6416, decode.d4.loss_mask: 0.7004, decode.d4.loss_dice: 1.0167, decode.d5.loss_cls: 0.6361, decode.d5.loss_mask: 0.7006, decode.d5.loss_dice: 1.0166, decode.d6.loss_cls: 0.6345, decode.d6.loss_mask: 0.6960, decode.d6.loss_dice: 1.0033, decode.d7.loss_cls: 0.6234, decode.d7.loss_mask: 0.6909, decode.d7.loss_dice: 1.0076, decode.d8.loss_cls: 0.6200, decode.d8.loss_mask: 0.6937, decode.d8.loss_dice: 1.0086, loss: 24.8220, grad_norm: 59.9564 2023-12-25 20:22:03,025 - mmseg - INFO - Iter [22100/160000] lr: 8.619e-05, eta: 20:54:14, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6052, decode.loss_mask: 0.6841, decode.loss_dice: 0.9928, decode.d0.loss_cls: 1.6248, decode.d0.loss_mask: 0.7252, decode.d0.loss_dice: 1.1232, decode.d1.loss_cls: 0.7212, decode.d1.loss_mask: 0.7080, decode.d1.loss_dice: 1.0686, decode.d2.loss_cls: 0.6438, decode.d2.loss_mask: 0.6937, decode.d2.loss_dice: 1.0303, decode.d3.loss_cls: 0.6370, decode.d3.loss_mask: 0.6852, decode.d3.loss_dice: 1.0005, decode.d4.loss_cls: 0.6197, decode.d4.loss_mask: 0.6902, decode.d4.loss_dice: 1.0060, decode.d5.loss_cls: 0.6151, decode.d5.loss_mask: 0.6869, decode.d5.loss_dice: 1.0059, decode.d6.loss_cls: 0.6115, decode.d6.loss_mask: 0.6859, decode.d6.loss_dice: 0.9939, decode.d7.loss_cls: 0.6049, decode.d7.loss_mask: 0.6859, decode.d7.loss_dice: 1.0013, decode.d8.loss_cls: 0.6081, decode.d8.loss_mask: 0.6837, decode.d8.loss_dice: 1.0000, loss: 24.4425, grad_norm: 64.2284 2023-12-25 20:22:27,395 - mmseg - INFO - Iter [22150/160000] lr: 8.616e-05, eta: 20:53:14, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5882, decode.loss_mask: 0.6786, decode.loss_dice: 0.9672, decode.d0.loss_cls: 1.5751, decode.d0.loss_mask: 0.7180, decode.d0.loss_dice: 1.1056, decode.d1.loss_cls: 0.7020, decode.d1.loss_mask: 0.7032, decode.d1.loss_dice: 1.0421, decode.d2.loss_cls: 0.6360, decode.d2.loss_mask: 0.6884, decode.d2.loss_dice: 0.9911, decode.d3.loss_cls: 0.6186, decode.d3.loss_mask: 0.6827, decode.d3.loss_dice: 0.9763, decode.d4.loss_cls: 0.6097, decode.d4.loss_mask: 0.6840, decode.d4.loss_dice: 0.9781, decode.d5.loss_cls: 0.6000, decode.d5.loss_mask: 0.6816, decode.d5.loss_dice: 0.9743, decode.d6.loss_cls: 0.6034, decode.d6.loss_mask: 0.6834, decode.d6.loss_dice: 0.9613, decode.d7.loss_cls: 0.5938, decode.d7.loss_mask: 0.6859, decode.d7.loss_dice: 0.9639, decode.d8.loss_cls: 0.5912, decode.d8.loss_mask: 0.6834, decode.d8.loss_dice: 0.9675, loss: 23.9344, grad_norm: 56.7165 2023-12-25 20:22:51,830 - mmseg - INFO - Iter [22200/160000] lr: 8.613e-05, eta: 20:52:15, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5653, decode.loss_mask: 0.6957, decode.loss_dice: 0.9571, decode.d0.loss_cls: 1.5452, decode.d0.loss_mask: 0.7385, decode.d0.loss_dice: 1.0819, decode.d1.loss_cls: 0.6688, decode.d1.loss_mask: 0.7243, decode.d1.loss_dice: 1.0336, decode.d2.loss_cls: 0.6164, decode.d2.loss_mask: 0.7033, decode.d2.loss_dice: 0.9832, decode.d3.loss_cls: 0.5851, decode.d3.loss_mask: 0.6985, decode.d3.loss_dice: 0.9747, decode.d4.loss_cls: 0.5790, decode.d4.loss_mask: 0.6966, decode.d4.loss_dice: 0.9752, decode.d5.loss_cls: 0.5763, decode.d5.loss_mask: 0.6967, decode.d5.loss_dice: 0.9713, decode.d6.loss_cls: 0.5689, decode.d6.loss_mask: 0.6971, decode.d6.loss_dice: 0.9595, decode.d7.loss_cls: 0.5623, decode.d7.loss_mask: 0.6958, decode.d7.loss_dice: 0.9643, decode.d8.loss_cls: 0.5664, decode.d8.loss_mask: 0.6961, decode.d8.loss_dice: 0.9611, loss: 23.7383, grad_norm: 63.4475 2023-12-25 20:23:16,168 - mmseg - INFO - Iter [22250/160000] lr: 8.609e-05, eta: 20:51:15, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6224, decode.loss_mask: 0.6861, decode.loss_dice: 0.9993, decode.d0.loss_cls: 1.6204, decode.d0.loss_mask: 0.7264, decode.d0.loss_dice: 1.1115, decode.d1.loss_cls: 0.7310, decode.d1.loss_mask: 0.7205, decode.d1.loss_dice: 1.0796, decode.d2.loss_cls: 0.6659, decode.d2.loss_mask: 0.7014, decode.d2.loss_dice: 1.0377, decode.d3.loss_cls: 0.6440, decode.d3.loss_mask: 0.6901, decode.d3.loss_dice: 1.0116, decode.d4.loss_cls: 0.6342, decode.d4.loss_mask: 0.6888, decode.d4.loss_dice: 1.0113, decode.d5.loss_cls: 0.6335, decode.d5.loss_mask: 0.6879, decode.d5.loss_dice: 1.0059, decode.d6.loss_cls: 0.6209, decode.d6.loss_mask: 0.6833, decode.d6.loss_dice: 0.9992, decode.d7.loss_cls: 0.6192, decode.d7.loss_mask: 0.6840, decode.d7.loss_dice: 1.0063, decode.d8.loss_cls: 0.6205, decode.d8.loss_mask: 0.6863, decode.d8.loss_dice: 0.9994, loss: 24.6288, grad_norm: 55.5157 2023-12-25 20:23:40,360 - mmseg - INFO - Iter [22300/160000] lr: 8.606e-05, eta: 20:50:13, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5825, decode.loss_mask: 0.6875, decode.loss_dice: 0.9773, decode.d0.loss_cls: 1.5787, decode.d0.loss_mask: 0.7304, decode.d0.loss_dice: 1.1132, decode.d1.loss_cls: 0.6800, decode.d1.loss_mask: 0.7185, decode.d1.loss_dice: 1.0506, decode.d2.loss_cls: 0.6229, decode.d2.loss_mask: 0.7016, decode.d2.loss_dice: 1.0029, decode.d3.loss_cls: 0.6096, decode.d3.loss_mask: 0.6916, decode.d3.loss_dice: 0.9874, decode.d4.loss_cls: 0.5944, decode.d4.loss_mask: 0.6933, decode.d4.loss_dice: 0.9906, decode.d5.loss_cls: 0.5899, decode.d5.loss_mask: 0.6933, decode.d5.loss_dice: 0.9901, decode.d6.loss_cls: 0.5841, decode.d6.loss_mask: 0.6883, decode.d6.loss_dice: 0.9754, decode.d7.loss_cls: 0.5788, decode.d7.loss_mask: 0.6882, decode.d7.loss_dice: 0.9826, decode.d8.loss_cls: 0.5804, decode.d8.loss_mask: 0.6895, decode.d8.loss_dice: 0.9786, loss: 24.0322, grad_norm: 59.8424 2023-12-25 20:24:04,810 - mmseg - INFO - Iter [22350/160000] lr: 8.603e-05, eta: 20:49:15, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6163, decode.loss_mask: 0.6833, decode.loss_dice: 1.0132, decode.d0.loss_cls: 1.6173, decode.d0.loss_mask: 0.7299, decode.d0.loss_dice: 1.1471, decode.d1.loss_cls: 0.7303, decode.d1.loss_mask: 0.7129, decode.d1.loss_dice: 1.0819, decode.d2.loss_cls: 0.6528, decode.d2.loss_mask: 0.6990, decode.d2.loss_dice: 1.0502, decode.d3.loss_cls: 0.6389, decode.d3.loss_mask: 0.6946, decode.d3.loss_dice: 1.0247, decode.d4.loss_cls: 0.6253, decode.d4.loss_mask: 0.6913, decode.d4.loss_dice: 1.0219, decode.d5.loss_cls: 0.6172, decode.d5.loss_mask: 0.6918, decode.d5.loss_dice: 1.0289, decode.d6.loss_cls: 0.6196, decode.d6.loss_mask: 0.6872, decode.d6.loss_dice: 1.0158, decode.d7.loss_cls: 0.6160, decode.d7.loss_mask: 0.6857, decode.d7.loss_dice: 1.0211, decode.d8.loss_cls: 0.6125, decode.d8.loss_mask: 0.6860, decode.d8.loss_dice: 1.0194, loss: 24.7322, grad_norm: 61.1239 2023-12-25 20:24:29,481 - mmseg - INFO - Iter [22400/160000] lr: 8.600e-05, eta: 20:48:19, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6134, decode.loss_mask: 0.6652, decode.loss_dice: 0.9774, decode.d0.loss_cls: 1.5779, decode.d0.loss_mask: 0.7049, decode.d0.loss_dice: 1.1152, decode.d1.loss_cls: 0.7113, decode.d1.loss_mask: 0.6947, decode.d1.loss_dice: 1.0528, decode.d2.loss_cls: 0.6561, decode.d2.loss_mask: 0.6767, decode.d2.loss_dice: 1.0074, decode.d3.loss_cls: 0.6403, decode.d3.loss_mask: 0.6682, decode.d3.loss_dice: 0.9838, decode.d4.loss_cls: 0.6272, decode.d4.loss_mask: 0.6669, decode.d4.loss_dice: 0.9865, decode.d5.loss_cls: 0.6211, decode.d5.loss_mask: 0.6683, decode.d5.loss_dice: 0.9784, decode.d6.loss_cls: 0.6183, decode.d6.loss_mask: 0.6658, decode.d6.loss_dice: 0.9735, decode.d7.loss_cls: 0.6087, decode.d7.loss_mask: 0.6676, decode.d7.loss_dice: 0.9776, decode.d8.loss_cls: 0.6109, decode.d8.loss_mask: 0.6703, decode.d8.loss_dice: 0.9798, loss: 24.0661, grad_norm: 55.1612 2023-12-25 20:24:54,188 - mmseg - INFO - Iter [22450/160000] lr: 8.597e-05, eta: 20:47:24, time: 0.494, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5804, decode.loss_mask: 0.6847, decode.loss_dice: 0.9733, decode.d0.loss_cls: 1.5371, decode.d0.loss_mask: 0.7193, decode.d0.loss_dice: 1.0957, decode.d1.loss_cls: 0.6784, decode.d1.loss_mask: 0.7071, decode.d1.loss_dice: 1.0525, decode.d2.loss_cls: 0.6227, decode.d2.loss_mask: 0.6913, decode.d2.loss_dice: 1.0016, decode.d3.loss_cls: 0.6093, decode.d3.loss_mask: 0.6902, decode.d3.loss_dice: 0.9846, decode.d4.loss_cls: 0.5931, decode.d4.loss_mask: 0.6873, decode.d4.loss_dice: 0.9837, decode.d5.loss_cls: 0.5854, decode.d5.loss_mask: 0.6861, decode.d5.loss_dice: 0.9849, decode.d6.loss_cls: 0.5825, decode.d6.loss_mask: 0.6804, decode.d6.loss_dice: 0.9723, decode.d7.loss_cls: 0.5726, decode.d7.loss_mask: 0.6852, decode.d7.loss_dice: 0.9759, decode.d8.loss_cls: 0.5773, decode.d8.loss_mask: 0.6845, decode.d8.loss_dice: 0.9710, loss: 23.8504, grad_norm: 57.0182 2023-12-25 20:25:18,579 - mmseg - INFO - Iter [22500/160000] lr: 8.594e-05, eta: 20:46:26, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6620, decode.loss_mask: 0.6646, decode.loss_dice: 0.9999, decode.d0.loss_cls: 1.6562, decode.d0.loss_mask: 0.7116, decode.d0.loss_dice: 1.1442, decode.d1.loss_cls: 0.7684, decode.d1.loss_mask: 0.6934, decode.d1.loss_dice: 1.0721, decode.d2.loss_cls: 0.7002, decode.d2.loss_mask: 0.6793, decode.d2.loss_dice: 1.0266, decode.d3.loss_cls: 0.6803, decode.d3.loss_mask: 0.6702, decode.d3.loss_dice: 1.0074, decode.d4.loss_cls: 0.6773, decode.d4.loss_mask: 0.6747, decode.d4.loss_dice: 0.9987, decode.d5.loss_cls: 0.6684, decode.d5.loss_mask: 0.6722, decode.d5.loss_dice: 1.0062, decode.d6.loss_cls: 0.6643, decode.d6.loss_mask: 0.6698, decode.d6.loss_dice: 0.9963, decode.d7.loss_cls: 0.6607, decode.d7.loss_mask: 0.6739, decode.d7.loss_dice: 0.9980, decode.d8.loss_cls: 0.6615, decode.d8.loss_mask: 0.6659, decode.d8.loss_dice: 1.0002, loss: 24.8245, grad_norm: 57.2114 2023-12-25 20:25:42,709 - mmseg - INFO - Iter [22550/160000] lr: 8.591e-05, eta: 20:45:25, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5845, decode.loss_mask: 0.7008, decode.loss_dice: 1.0200, decode.d0.loss_cls: 1.5590, decode.d0.loss_mask: 0.7421, decode.d0.loss_dice: 1.1419, decode.d1.loss_cls: 0.6741, decode.d1.loss_mask: 0.7260, decode.d1.loss_dice: 1.1016, decode.d2.loss_cls: 0.6311, decode.d2.loss_mask: 0.7053, decode.d2.loss_dice: 1.0508, decode.d3.loss_cls: 0.6113, decode.d3.loss_mask: 0.7019, decode.d3.loss_dice: 1.0299, decode.d4.loss_cls: 0.5946, decode.d4.loss_mask: 0.7020, decode.d4.loss_dice: 1.0259, decode.d5.loss_cls: 0.5976, decode.d5.loss_mask: 0.6975, decode.d5.loss_dice: 1.0277, decode.d6.loss_cls: 0.5870, decode.d6.loss_mask: 0.6994, decode.d6.loss_dice: 1.0210, decode.d7.loss_cls: 0.5855, decode.d7.loss_mask: 0.7033, decode.d7.loss_dice: 1.0202, decode.d8.loss_cls: 0.5905, decode.d8.loss_mask: 0.7008, decode.d8.loss_dice: 1.0236, loss: 24.5568, grad_norm: 57.0324 2023-12-25 20:26:07,413 - mmseg - INFO - Iter [22600/160000] lr: 8.588e-05, eta: 20:44:31, time: 0.494, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6176, decode.loss_mask: 0.6972, decode.loss_dice: 0.9931, decode.d0.loss_cls: 1.6185, decode.d0.loss_mask: 0.7418, decode.d0.loss_dice: 1.1262, decode.d1.loss_cls: 0.7242, decode.d1.loss_mask: 0.7295, decode.d1.loss_dice: 1.0665, decode.d2.loss_cls: 0.6654, decode.d2.loss_mask: 0.7093, decode.d2.loss_dice: 1.0317, decode.d3.loss_cls: 0.6433, decode.d3.loss_mask: 0.7074, decode.d3.loss_dice: 1.0009, decode.d4.loss_cls: 0.6374, decode.d4.loss_mask: 0.7046, decode.d4.loss_dice: 1.0001, decode.d5.loss_cls: 0.6320, decode.d5.loss_mask: 0.7002, decode.d5.loss_dice: 0.9930, decode.d6.loss_cls: 0.6332, decode.d6.loss_mask: 0.7008, decode.d6.loss_dice: 0.9822, decode.d7.loss_cls: 0.6273, decode.d7.loss_mask: 0.6976, decode.d7.loss_dice: 0.9898, decode.d8.loss_cls: 0.6217, decode.d8.loss_mask: 0.6976, decode.d8.loss_dice: 0.9978, loss: 24.6879, grad_norm: 61.3448 2023-12-25 20:26:34,110 - mmseg - INFO - Iter [22650/160000] lr: 8.584e-05, eta: 20:43:59, time: 0.534, data_time: 0.059, memory: 40245, decode.loss_cls: 0.5884, decode.loss_mask: 0.6700, decode.loss_dice: 0.9705, decode.d0.loss_cls: 1.5610, decode.d0.loss_mask: 0.7146, decode.d0.loss_dice: 1.0967, decode.d1.loss_cls: 0.6827, decode.d1.loss_mask: 0.6950, decode.d1.loss_dice: 1.0458, decode.d2.loss_cls: 0.6263, decode.d2.loss_mask: 0.6873, decode.d2.loss_dice: 1.0066, decode.d3.loss_cls: 0.6047, decode.d3.loss_mask: 0.6753, decode.d3.loss_dice: 0.9854, decode.d4.loss_cls: 0.5919, decode.d4.loss_mask: 0.6752, decode.d4.loss_dice: 0.9870, decode.d5.loss_cls: 0.5967, decode.d5.loss_mask: 0.6777, decode.d5.loss_dice: 0.9801, decode.d6.loss_cls: 0.5888, decode.d6.loss_mask: 0.6773, decode.d6.loss_dice: 0.9738, decode.d7.loss_cls: 0.5789, decode.d7.loss_mask: 0.6758, decode.d7.loss_dice: 0.9765, decode.d8.loss_cls: 0.5838, decode.d8.loss_mask: 0.6743, decode.d8.loss_dice: 0.9740, loss: 23.8224, grad_norm: 58.7304 2023-12-25 20:26:58,422 - mmseg - INFO - Iter [22700/160000] lr: 8.581e-05, eta: 20:43:01, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5747, decode.loss_mask: 0.6750, decode.loss_dice: 0.9665, decode.d0.loss_cls: 1.5702, decode.d0.loss_mask: 0.7150, decode.d0.loss_dice: 1.0810, decode.d1.loss_cls: 0.6816, decode.d1.loss_mask: 0.6958, decode.d1.loss_dice: 1.0384, decode.d2.loss_cls: 0.6203, decode.d2.loss_mask: 0.6872, decode.d2.loss_dice: 0.9980, decode.d3.loss_cls: 0.5940, decode.d3.loss_mask: 0.6820, decode.d3.loss_dice: 0.9772, decode.d4.loss_cls: 0.5942, decode.d4.loss_mask: 0.6779, decode.d4.loss_dice: 0.9751, decode.d5.loss_cls: 0.5873, decode.d5.loss_mask: 0.6771, decode.d5.loss_dice: 0.9763, decode.d6.loss_cls: 0.5767, decode.d6.loss_mask: 0.6759, decode.d6.loss_dice: 0.9694, decode.d7.loss_cls: 0.5722, decode.d7.loss_mask: 0.6747, decode.d7.loss_dice: 0.9748, decode.d8.loss_cls: 0.5752, decode.d8.loss_mask: 0.6735, decode.d8.loss_dice: 0.9663, loss: 23.7033, grad_norm: 58.6031 2023-12-25 20:27:22,625 - mmseg - INFO - Iter [22750/160000] lr: 8.578e-05, eta: 20:42:02, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6261, decode.loss_mask: 0.6828, decode.loss_dice: 1.0065, decode.d0.loss_cls: 1.6205, decode.d0.loss_mask: 0.7227, decode.d0.loss_dice: 1.1383, decode.d1.loss_cls: 0.7402, decode.d1.loss_mask: 0.7068, decode.d1.loss_dice: 1.0776, decode.d2.loss_cls: 0.6794, decode.d2.loss_mask: 0.6874, decode.d2.loss_dice: 1.0339, decode.d3.loss_cls: 0.6612, decode.d3.loss_mask: 0.6805, decode.d3.loss_dice: 1.0207, decode.d4.loss_cls: 0.6460, decode.d4.loss_mask: 0.6861, decode.d4.loss_dice: 1.0239, decode.d5.loss_cls: 0.6409, decode.d5.loss_mask: 0.6841, decode.d5.loss_dice: 1.0197, decode.d6.loss_cls: 0.6389, decode.d6.loss_mask: 0.6779, decode.d6.loss_dice: 1.0139, decode.d7.loss_cls: 0.6296, decode.d7.loss_mask: 0.6807, decode.d7.loss_dice: 1.0111, decode.d8.loss_cls: 0.6281, decode.d8.loss_mask: 0.6815, decode.d8.loss_dice: 1.0078, loss: 24.7549, grad_norm: 59.2917 2023-12-25 20:27:46,937 - mmseg - INFO - Iter [22800/160000] lr: 8.575e-05, eta: 20:41:04, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5842, decode.loss_mask: 0.6689, decode.loss_dice: 0.9777, decode.d0.loss_cls: 1.5939, decode.d0.loss_mask: 0.7038, decode.d0.loss_dice: 1.0967, decode.d1.loss_cls: 0.6996, decode.d1.loss_mask: 0.6942, decode.d1.loss_dice: 1.0423, decode.d2.loss_cls: 0.6347, decode.d2.loss_mask: 0.6779, decode.d2.loss_dice: 1.0126, decode.d3.loss_cls: 0.6118, decode.d3.loss_mask: 0.6733, decode.d3.loss_dice: 0.9897, decode.d4.loss_cls: 0.5954, decode.d4.loss_mask: 0.6724, decode.d4.loss_dice: 0.9937, decode.d5.loss_cls: 0.5900, decode.d5.loss_mask: 0.6720, decode.d5.loss_dice: 0.9880, decode.d6.loss_cls: 0.5941, decode.d6.loss_mask: 0.6676, decode.d6.loss_dice: 0.9755, decode.d7.loss_cls: 0.5878, decode.d7.loss_mask: 0.6655, decode.d7.loss_dice: 0.9774, decode.d8.loss_cls: 0.5849, decode.d8.loss_mask: 0.6652, decode.d8.loss_dice: 0.9764, loss: 23.8672, grad_norm: 54.9153 2023-12-25 20:28:11,133 - mmseg - INFO - Iter [22850/160000] lr: 8.572e-05, eta: 20:40:06, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5833, decode.loss_mask: 0.7112, decode.loss_dice: 1.0087, decode.d0.loss_cls: 1.5803, decode.d0.loss_mask: 0.7467, decode.d0.loss_dice: 1.1399, decode.d1.loss_cls: 0.6994, decode.d1.loss_mask: 0.7284, decode.d1.loss_dice: 1.0802, decode.d2.loss_cls: 0.6345, decode.d2.loss_mask: 0.7140, decode.d2.loss_dice: 1.0334, decode.d3.loss_cls: 0.6102, decode.d3.loss_mask: 0.7112, decode.d3.loss_dice: 1.0215, decode.d4.loss_cls: 0.5958, decode.d4.loss_mask: 0.7126, decode.d4.loss_dice: 1.0234, decode.d5.loss_cls: 0.5932, decode.d5.loss_mask: 0.7103, decode.d5.loss_dice: 1.0226, decode.d6.loss_cls: 0.5895, decode.d6.loss_mask: 0.7108, decode.d6.loss_dice: 1.0103, decode.d7.loss_cls: 0.5825, decode.d7.loss_mask: 0.7117, decode.d7.loss_dice: 1.0136, decode.d8.loss_cls: 0.5898, decode.d8.loss_mask: 0.7154, decode.d8.loss_dice: 1.0077, loss: 24.5920, grad_norm: 59.7979 2023-12-25 20:28:35,583 - mmseg - INFO - Iter [22900/160000] lr: 8.569e-05, eta: 20:39:10, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6093, decode.loss_mask: 0.6620, decode.loss_dice: 0.9731, decode.d0.loss_cls: 1.6295, decode.d0.loss_mask: 0.7025, decode.d0.loss_dice: 1.1033, decode.d1.loss_cls: 0.7203, decode.d1.loss_mask: 0.6897, decode.d1.loss_dice: 1.0513, decode.d2.loss_cls: 0.6599, decode.d2.loss_mask: 0.6653, decode.d2.loss_dice: 1.0128, decode.d3.loss_cls: 0.6357, decode.d3.loss_mask: 0.6631, decode.d3.loss_dice: 0.9865, decode.d4.loss_cls: 0.6209, decode.d4.loss_mask: 0.6632, decode.d4.loss_dice: 0.9828, decode.d5.loss_cls: 0.6215, decode.d5.loss_mask: 0.6637, decode.d5.loss_dice: 0.9852, decode.d6.loss_cls: 0.6139, decode.d6.loss_mask: 0.6634, decode.d6.loss_dice: 0.9724, decode.d7.loss_cls: 0.6068, decode.d7.loss_mask: 0.6635, decode.d7.loss_dice: 0.9747, decode.d8.loss_cls: 0.6048, decode.d8.loss_mask: 0.6638, decode.d8.loss_dice: 0.9728, loss: 24.0378, grad_norm: 54.0321 2023-12-25 20:28:59,973 - mmseg - INFO - Iter [22950/160000] lr: 8.566e-05, eta: 20:38:14, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5968, decode.loss_mask: 0.6980, decode.loss_dice: 0.9944, decode.d0.loss_cls: 1.5900, decode.d0.loss_mask: 0.7401, decode.d0.loss_dice: 1.1285, decode.d1.loss_cls: 0.6955, decode.d1.loss_mask: 0.7246, decode.d1.loss_dice: 1.0589, decode.d2.loss_cls: 0.6316, decode.d2.loss_mask: 0.7107, decode.d2.loss_dice: 1.0286, decode.d3.loss_cls: 0.6172, decode.d3.loss_mask: 0.7004, decode.d3.loss_dice: 1.0024, decode.d4.loss_cls: 0.6059, decode.d4.loss_mask: 0.6992, decode.d4.loss_dice: 1.0030, decode.d5.loss_cls: 0.6056, decode.d5.loss_mask: 0.6935, decode.d5.loss_dice: 0.9934, decode.d6.loss_cls: 0.5993, decode.d6.loss_mask: 0.6956, decode.d6.loss_dice: 0.9891, decode.d7.loss_cls: 0.5943, decode.d7.loss_mask: 0.6980, decode.d7.loss_dice: 0.9902, decode.d8.loss_cls: 0.5953, decode.d8.loss_mask: 0.7012, decode.d8.loss_dice: 0.9950, loss: 24.3764, grad_norm: 62.3493 2023-12-25 20:29:24,312 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 20:29:24,312 - mmseg - INFO - Iter [23000/160000] lr: 8.563e-05, eta: 20:37:18, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5988, decode.loss_mask: 0.6774, decode.loss_dice: 0.9847, decode.d0.loss_cls: 1.6206, decode.d0.loss_mask: 0.7206, decode.d0.loss_dice: 1.1170, decode.d1.loss_cls: 0.7019, decode.d1.loss_mask: 0.7102, decode.d1.loss_dice: 1.0631, decode.d2.loss_cls: 0.6425, decode.d2.loss_mask: 0.6922, decode.d2.loss_dice: 1.0179, decode.d3.loss_cls: 0.6166, decode.d3.loss_mask: 0.6830, decode.d3.loss_dice: 0.9949, decode.d4.loss_cls: 0.6108, decode.d4.loss_mask: 0.6797, decode.d4.loss_dice: 0.9930, decode.d5.loss_cls: 0.6074, decode.d5.loss_mask: 0.6796, decode.d5.loss_dice: 0.9911, decode.d6.loss_cls: 0.6034, decode.d6.loss_mask: 0.6763, decode.d6.loss_dice: 0.9826, decode.d7.loss_cls: 0.5976, decode.d7.loss_mask: 0.6800, decode.d7.loss_dice: 0.9846, decode.d8.loss_cls: 0.5986, decode.d8.loss_mask: 0.6784, decode.d8.loss_dice: 0.9847, loss: 24.1892, grad_norm: 59.5982 2023-12-25 20:29:48,591 - mmseg - INFO - Iter [23050/160000] lr: 8.559e-05, eta: 20:36:21, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5993, decode.loss_mask: 0.6931, decode.loss_dice: 0.9850, decode.d0.loss_cls: 1.5975, decode.d0.loss_mask: 0.7379, decode.d0.loss_dice: 1.1201, decode.d1.loss_cls: 0.6876, decode.d1.loss_mask: 0.7288, decode.d1.loss_dice: 1.0678, decode.d2.loss_cls: 0.6283, decode.d2.loss_mask: 0.7144, decode.d2.loss_dice: 1.0289, decode.d3.loss_cls: 0.6138, decode.d3.loss_mask: 0.7001, decode.d3.loss_dice: 1.0049, decode.d4.loss_cls: 0.6064, decode.d4.loss_mask: 0.7008, decode.d4.loss_dice: 1.0022, decode.d5.loss_cls: 0.5992, decode.d5.loss_mask: 0.7014, decode.d5.loss_dice: 1.0019, decode.d6.loss_cls: 0.6025, decode.d6.loss_mask: 0.6979, decode.d6.loss_dice: 0.9843, decode.d7.loss_cls: 0.5924, decode.d7.loss_mask: 0.6976, decode.d7.loss_dice: 0.9878, decode.d8.loss_cls: 0.5912, decode.d8.loss_mask: 0.6974, decode.d8.loss_dice: 0.9862, loss: 24.3567, grad_norm: 63.2011 2023-12-25 20:30:13,187 - mmseg - INFO - Iter [23100/160000] lr: 8.556e-05, eta: 20:35:28, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5864, decode.loss_mask: 0.6895, decode.loss_dice: 0.9806, decode.d0.loss_cls: 1.6063, decode.d0.loss_mask: 0.7244, decode.d0.loss_dice: 1.1196, decode.d1.loss_cls: 0.7017, decode.d1.loss_mask: 0.7099, decode.d1.loss_dice: 1.0562, decode.d2.loss_cls: 0.6298, decode.d2.loss_mask: 0.6946, decode.d2.loss_dice: 1.0168, decode.d3.loss_cls: 0.6234, decode.d3.loss_mask: 0.6903, decode.d3.loss_dice: 1.0000, decode.d4.loss_cls: 0.6054, decode.d4.loss_mask: 0.6913, decode.d4.loss_dice: 1.0021, decode.d5.loss_cls: 0.6054, decode.d5.loss_mask: 0.6918, decode.d5.loss_dice: 0.9900, decode.d6.loss_cls: 0.5994, decode.d6.loss_mask: 0.6836, decode.d6.loss_dice: 0.9803, decode.d7.loss_cls: 0.5967, decode.d7.loss_mask: 0.6859, decode.d7.loss_dice: 0.9834, decode.d8.loss_cls: 0.5852, decode.d8.loss_mask: 0.6871, decode.d8.loss_dice: 0.9823, loss: 24.1992, grad_norm: 53.7353 2023-12-25 20:30:37,580 - mmseg - INFO - Iter [23150/160000] lr: 8.553e-05, eta: 20:34:33, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6122, decode.loss_mask: 0.6987, decode.loss_dice: 1.0140, decode.d0.loss_cls: 1.6098, decode.d0.loss_mask: 0.7364, decode.d0.loss_dice: 1.1388, decode.d1.loss_cls: 0.7220, decode.d1.loss_mask: 0.7185, decode.d1.loss_dice: 1.0759, decode.d2.loss_cls: 0.6679, decode.d2.loss_mask: 0.7052, decode.d2.loss_dice: 1.0435, decode.d3.loss_cls: 0.6521, decode.d3.loss_mask: 0.6998, decode.d3.loss_dice: 1.0157, decode.d4.loss_cls: 0.6400, decode.d4.loss_mask: 0.6984, decode.d4.loss_dice: 1.0196, decode.d5.loss_cls: 0.6287, decode.d5.loss_mask: 0.6970, decode.d5.loss_dice: 1.0125, decode.d6.loss_cls: 0.6258, decode.d6.loss_mask: 0.6935, decode.d6.loss_dice: 1.0039, decode.d7.loss_cls: 0.6180, decode.d7.loss_mask: 0.6929, decode.d7.loss_dice: 1.0120, decode.d8.loss_cls: 0.6071, decode.d8.loss_mask: 0.6998, decode.d8.loss_dice: 1.0171, loss: 24.7767, grad_norm: 59.7253 2023-12-25 20:31:01,960 - mmseg - INFO - Iter [23200/160000] lr: 8.550e-05, eta: 20:33:38, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6159, decode.loss_mask: 0.6863, decode.loss_dice: 1.0020, decode.d0.loss_cls: 1.6157, decode.d0.loss_mask: 0.7273, decode.d0.loss_dice: 1.1395, decode.d1.loss_cls: 0.7075, decode.d1.loss_mask: 0.7131, decode.d1.loss_dice: 1.0740, decode.d2.loss_cls: 0.6571, decode.d2.loss_mask: 0.6940, decode.d2.loss_dice: 1.0388, decode.d3.loss_cls: 0.6440, decode.d3.loss_mask: 0.6898, decode.d3.loss_dice: 1.0162, decode.d4.loss_cls: 0.6290, decode.d4.loss_mask: 0.6889, decode.d4.loss_dice: 1.0175, decode.d5.loss_cls: 0.6177, decode.d5.loss_mask: 0.6874, decode.d5.loss_dice: 1.0106, decode.d6.loss_cls: 0.6189, decode.d6.loss_mask: 0.6870, decode.d6.loss_dice: 0.9988, decode.d7.loss_cls: 0.6173, decode.d7.loss_mask: 0.6876, decode.d7.loss_dice: 1.0046, decode.d8.loss_cls: 0.6173, decode.d8.loss_mask: 0.6858, decode.d8.loss_dice: 1.0023, loss: 24.5919, grad_norm: 61.3395 2023-12-25 20:31:26,233 - mmseg - INFO - Iter [23250/160000] lr: 8.547e-05, eta: 20:32:42, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6012, decode.loss_mask: 0.7074, decode.loss_dice: 0.9856, decode.d0.loss_cls: 1.5781, decode.d0.loss_mask: 0.7589, decode.d0.loss_dice: 1.1214, decode.d1.loss_cls: 0.6914, decode.d1.loss_mask: 0.7415, decode.d1.loss_dice: 1.0692, decode.d2.loss_cls: 0.6345, decode.d2.loss_mask: 0.7172, decode.d2.loss_dice: 1.0171, decode.d3.loss_cls: 0.6163, decode.d3.loss_mask: 0.7141, decode.d3.loss_dice: 0.9996, decode.d4.loss_cls: 0.6093, decode.d4.loss_mask: 0.7098, decode.d4.loss_dice: 0.9975, decode.d5.loss_cls: 0.6066, decode.d5.loss_mask: 0.7096, decode.d5.loss_dice: 0.9966, decode.d6.loss_cls: 0.6008, decode.d6.loss_mask: 0.7072, decode.d6.loss_dice: 0.9846, decode.d7.loss_cls: 0.5954, decode.d7.loss_mask: 0.7061, decode.d7.loss_dice: 0.9923, decode.d8.loss_cls: 0.6011, decode.d8.loss_mask: 0.7068, decode.d8.loss_dice: 0.9899, loss: 24.4670, grad_norm: 63.1759 2023-12-25 20:31:50,388 - mmseg - INFO - Iter [23300/160000] lr: 8.544e-05, eta: 20:31:46, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5740, decode.loss_mask: 0.7051, decode.loss_dice: 0.9998, decode.d0.loss_cls: 1.5354, decode.d0.loss_mask: 0.7501, decode.d0.loss_dice: 1.1414, decode.d1.loss_cls: 0.6723, decode.d1.loss_mask: 0.7414, decode.d1.loss_dice: 1.0860, decode.d2.loss_cls: 0.6164, decode.d2.loss_mask: 0.7228, decode.d2.loss_dice: 1.0475, decode.d3.loss_cls: 0.6006, decode.d3.loss_mask: 0.7068, decode.d3.loss_dice: 1.0155, decode.d4.loss_cls: 0.5922, decode.d4.loss_mask: 0.7107, decode.d4.loss_dice: 1.0156, decode.d5.loss_cls: 0.5852, decode.d5.loss_mask: 0.7117, decode.d5.loss_dice: 1.0143, decode.d6.loss_cls: 0.5818, decode.d6.loss_mask: 0.7022, decode.d6.loss_dice: 1.0044, decode.d7.loss_cls: 0.5767, decode.d7.loss_mask: 0.7044, decode.d7.loss_dice: 1.0107, decode.d8.loss_cls: 0.5766, decode.d8.loss_mask: 0.7058, decode.d8.loss_dice: 1.0037, loss: 24.4114, grad_norm: 61.1145 2023-12-25 20:32:14,641 - mmseg - INFO - Iter [23350/160000] lr: 8.541e-05, eta: 20:30:50, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6009, decode.loss_mask: 0.6881, decode.loss_dice: 1.0038, decode.d0.loss_cls: 1.6093, decode.d0.loss_mask: 0.7429, decode.d0.loss_dice: 1.1298, decode.d1.loss_cls: 0.7115, decode.d1.loss_mask: 0.7144, decode.d1.loss_dice: 1.0744, decode.d2.loss_cls: 0.6560, decode.d2.loss_mask: 0.7038, decode.d2.loss_dice: 1.0332, decode.d3.loss_cls: 0.6261, decode.d3.loss_mask: 0.6964, decode.d3.loss_dice: 1.0195, decode.d4.loss_cls: 0.6140, decode.d4.loss_mask: 0.6956, decode.d4.loss_dice: 1.0188, decode.d5.loss_cls: 0.6205, decode.d5.loss_mask: 0.6922, decode.d5.loss_dice: 1.0086, decode.d6.loss_cls: 0.6096, decode.d6.loss_mask: 0.6906, decode.d6.loss_dice: 0.9974, decode.d7.loss_cls: 0.6022, decode.d7.loss_mask: 0.6892, decode.d7.loss_dice: 1.0055, decode.d8.loss_cls: 0.5985, decode.d8.loss_mask: 0.6900, decode.d8.loss_dice: 1.0115, loss: 24.5543, grad_norm: 57.3242 2023-12-25 20:32:38,765 - mmseg - INFO - Iter [23400/160000] lr: 8.538e-05, eta: 20:29:54, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6069, decode.loss_mask: 0.6672, decode.loss_dice: 0.9841, decode.d0.loss_cls: 1.6057, decode.d0.loss_mask: 0.7103, decode.d0.loss_dice: 1.1087, decode.d1.loss_cls: 0.7238, decode.d1.loss_mask: 0.6955, decode.d1.loss_dice: 1.0516, decode.d2.loss_cls: 0.6590, decode.d2.loss_mask: 0.6786, decode.d2.loss_dice: 1.0159, decode.d3.loss_cls: 0.6405, decode.d3.loss_mask: 0.6704, decode.d3.loss_dice: 0.9890, decode.d4.loss_cls: 0.6368, decode.d4.loss_mask: 0.6692, decode.d4.loss_dice: 0.9895, decode.d5.loss_cls: 0.6304, decode.d5.loss_mask: 0.6631, decode.d5.loss_dice: 0.9855, decode.d6.loss_cls: 0.6225, decode.d6.loss_mask: 0.6619, decode.d6.loss_dice: 0.9791, decode.d7.loss_cls: 0.6144, decode.d7.loss_mask: 0.6640, decode.d7.loss_dice: 0.9853, decode.d8.loss_cls: 0.6103, decode.d8.loss_mask: 0.6627, decode.d8.loss_dice: 0.9878, loss: 24.1700, grad_norm: 62.0408 2023-12-25 20:33:03,008 - mmseg - INFO - Iter [23450/160000] lr: 8.534e-05, eta: 20:28:59, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6189, decode.loss_mask: 0.7068, decode.loss_dice: 0.9978, decode.d0.loss_cls: 1.5937, decode.d0.loss_mask: 0.7594, decode.d0.loss_dice: 1.1375, decode.d1.loss_cls: 0.7127, decode.d1.loss_mask: 0.7436, decode.d1.loss_dice: 1.0740, decode.d2.loss_cls: 0.6653, decode.d2.loss_mask: 0.7243, decode.d2.loss_dice: 1.0350, decode.d3.loss_cls: 0.6434, decode.d3.loss_mask: 0.7164, decode.d3.loss_dice: 1.0168, decode.d4.loss_cls: 0.6382, decode.d4.loss_mask: 0.7136, decode.d4.loss_dice: 1.0107, decode.d5.loss_cls: 0.6334, decode.d5.loss_mask: 0.7109, decode.d5.loss_dice: 1.0091, decode.d6.loss_cls: 0.6223, decode.d6.loss_mask: 0.7085, decode.d6.loss_dice: 0.9951, decode.d7.loss_cls: 0.6210, decode.d7.loss_mask: 0.7062, decode.d7.loss_dice: 0.9940, decode.d8.loss_cls: 0.6197, decode.d8.loss_mask: 0.7080, decode.d8.loss_dice: 0.9992, loss: 24.8355, grad_norm: 60.5616 2023-12-25 20:33:27,340 - mmseg - INFO - Iter [23500/160000] lr: 8.531e-05, eta: 20:28:05, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6009, decode.loss_mask: 0.6739, decode.loss_dice: 0.9906, decode.d0.loss_cls: 1.6026, decode.d0.loss_mask: 0.7258, decode.d0.loss_dice: 1.1242, decode.d1.loss_cls: 0.7111, decode.d1.loss_mask: 0.6970, decode.d1.loss_dice: 1.0527, decode.d2.loss_cls: 0.6477, decode.d2.loss_mask: 0.6870, decode.d2.loss_dice: 1.0174, decode.d3.loss_cls: 0.6298, decode.d3.loss_mask: 0.6798, decode.d3.loss_dice: 1.0030, decode.d4.loss_cls: 0.6238, decode.d4.loss_mask: 0.6804, decode.d4.loss_dice: 1.0009, decode.d5.loss_cls: 0.6165, decode.d5.loss_mask: 0.6765, decode.d5.loss_dice: 0.9865, decode.d6.loss_cls: 0.6202, decode.d6.loss_mask: 0.6720, decode.d6.loss_dice: 0.9813, decode.d7.loss_cls: 0.6136, decode.d7.loss_mask: 0.6740, decode.d7.loss_dice: 0.9846, decode.d8.loss_cls: 0.6050, decode.d8.loss_mask: 0.6766, decode.d8.loss_dice: 0.9918, loss: 24.2469, grad_norm: 62.8887 2023-12-25 20:33:51,956 - mmseg - INFO - Iter [23550/160000] lr: 8.528e-05, eta: 20:27:14, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5962, decode.loss_mask: 0.6624, decode.loss_dice: 0.9887, decode.d0.loss_cls: 1.5891, decode.d0.loss_mask: 0.7061, decode.d0.loss_dice: 1.1191, decode.d1.loss_cls: 0.6991, decode.d1.loss_mask: 0.6929, decode.d1.loss_dice: 1.0615, decode.d2.loss_cls: 0.6351, decode.d2.loss_mask: 0.6757, decode.d2.loss_dice: 1.0236, decode.d3.loss_cls: 0.6215, decode.d3.loss_mask: 0.6672, decode.d3.loss_dice: 1.0012, decode.d4.loss_cls: 0.6095, decode.d4.loss_mask: 0.6618, decode.d4.loss_dice: 1.0010, decode.d5.loss_cls: 0.6101, decode.d5.loss_mask: 0.6648, decode.d5.loss_dice: 0.9905, decode.d6.loss_cls: 0.6059, decode.d6.loss_mask: 0.6638, decode.d6.loss_dice: 0.9836, decode.d7.loss_cls: 0.6056, decode.d7.loss_mask: 0.6628, decode.d7.loss_dice: 0.9875, decode.d8.loss_cls: 0.6006, decode.d8.loss_mask: 0.6645, decode.d8.loss_dice: 0.9877, loss: 24.0392, grad_norm: 56.4172 2023-12-25 20:34:16,479 - mmseg - INFO - Iter [23600/160000] lr: 8.525e-05, eta: 20:26:22, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5699, decode.loss_mask: 0.6861, decode.loss_dice: 0.9643, decode.d0.loss_cls: 1.5241, decode.d0.loss_mask: 0.7347, decode.d0.loss_dice: 1.0918, decode.d1.loss_cls: 0.6579, decode.d1.loss_mask: 0.7162, decode.d1.loss_dice: 1.0370, decode.d2.loss_cls: 0.6153, decode.d2.loss_mask: 0.6995, decode.d2.loss_dice: 0.9970, decode.d3.loss_cls: 0.6027, decode.d3.loss_mask: 0.6909, decode.d3.loss_dice: 0.9749, decode.d4.loss_cls: 0.5896, decode.d4.loss_mask: 0.6912, decode.d4.loss_dice: 0.9762, decode.d5.loss_cls: 0.5848, decode.d5.loss_mask: 0.6903, decode.d5.loss_dice: 0.9728, decode.d6.loss_cls: 0.5771, decode.d6.loss_mask: 0.6886, decode.d6.loss_dice: 0.9702, decode.d7.loss_cls: 0.5699, decode.d7.loss_mask: 0.6922, decode.d7.loss_dice: 0.9663, decode.d8.loss_cls: 0.5732, decode.d8.loss_mask: 0.6872, decode.d8.loss_dice: 0.9690, loss: 23.7608, grad_norm: 58.5025 2023-12-25 20:34:41,001 - mmseg - INFO - Iter [23650/160000] lr: 8.522e-05, eta: 20:25:31, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5776, decode.loss_mask: 0.6566, decode.loss_dice: 0.9836, decode.d0.loss_cls: 1.5733, decode.d0.loss_mask: 0.6948, decode.d0.loss_dice: 1.1241, decode.d1.loss_cls: 0.6875, decode.d1.loss_mask: 0.6798, decode.d1.loss_dice: 1.0598, decode.d2.loss_cls: 0.6279, decode.d2.loss_mask: 0.6658, decode.d2.loss_dice: 1.0185, decode.d3.loss_cls: 0.6001, decode.d3.loss_mask: 0.6678, decode.d3.loss_dice: 0.9972, decode.d4.loss_cls: 0.5949, decode.d4.loss_mask: 0.6665, decode.d4.loss_dice: 1.0016, decode.d5.loss_cls: 0.5886, decode.d5.loss_mask: 0.6648, decode.d5.loss_dice: 0.9945, decode.d6.loss_cls: 0.5867, decode.d6.loss_mask: 0.6584, decode.d6.loss_dice: 0.9813, decode.d7.loss_cls: 0.5794, decode.d7.loss_mask: 0.6602, decode.d7.loss_dice: 0.9922, decode.d8.loss_cls: 0.5785, decode.d8.loss_mask: 0.6568, decode.d8.loss_dice: 0.9860, loss: 23.8049, grad_norm: 55.3387 2023-12-25 20:35:05,513 - mmseg - INFO - Iter [23700/160000] lr: 8.519e-05, eta: 20:24:39, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6135, decode.loss_mask: 0.6738, decode.loss_dice: 0.9914, decode.d0.loss_cls: 1.6418, decode.d0.loss_mask: 0.7204, decode.d0.loss_dice: 1.1317, decode.d1.loss_cls: 0.7202, decode.d1.loss_mask: 0.7028, decode.d1.loss_dice: 1.0715, decode.d2.loss_cls: 0.6693, decode.d2.loss_mask: 0.6858, decode.d2.loss_dice: 1.0304, decode.d3.loss_cls: 0.6410, decode.d3.loss_mask: 0.6811, decode.d3.loss_dice: 1.0099, decode.d4.loss_cls: 0.6322, decode.d4.loss_mask: 0.6825, decode.d4.loss_dice: 1.0015, decode.d5.loss_cls: 0.6285, decode.d5.loss_mask: 0.6801, decode.d5.loss_dice: 1.0001, decode.d6.loss_cls: 0.6210, decode.d6.loss_mask: 0.6768, decode.d6.loss_dice: 0.9856, decode.d7.loss_cls: 0.6087, decode.d7.loss_mask: 0.6764, decode.d7.loss_dice: 0.9923, decode.d8.loss_cls: 0.6128, decode.d8.loss_mask: 0.6778, decode.d8.loss_dice: 0.9899, loss: 24.4508, grad_norm: 58.8465 2023-12-25 20:35:29,687 - mmseg - INFO - Iter [23750/160000] lr: 8.516e-05, eta: 20:23:45, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6091, decode.loss_mask: 0.6925, decode.loss_dice: 1.0060, decode.d0.loss_cls: 1.6001, decode.d0.loss_mask: 0.7382, decode.d0.loss_dice: 1.1268, decode.d1.loss_cls: 0.7071, decode.d1.loss_mask: 0.7194, decode.d1.loss_dice: 1.0757, decode.d2.loss_cls: 0.6526, decode.d2.loss_mask: 0.7057, decode.d2.loss_dice: 1.0393, decode.d3.loss_cls: 0.6337, decode.d3.loss_mask: 0.7029, decode.d3.loss_dice: 1.0186, decode.d4.loss_cls: 0.6261, decode.d4.loss_mask: 0.7002, decode.d4.loss_dice: 1.0155, decode.d5.loss_cls: 0.6251, decode.d5.loss_mask: 0.6966, decode.d5.loss_dice: 1.0193, decode.d6.loss_cls: 0.6196, decode.d6.loss_mask: 0.6940, decode.d6.loss_dice: 1.0002, decode.d7.loss_cls: 0.6077, decode.d7.loss_mask: 0.6996, decode.d7.loss_dice: 1.0114, decode.d8.loss_cls: 0.6103, decode.d8.loss_mask: 0.6994, decode.d8.loss_dice: 1.0145, loss: 24.6670, grad_norm: 58.9335 2023-12-25 20:35:53,892 - mmseg - INFO - Iter [23800/160000] lr: 8.513e-05, eta: 20:22:51, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5919, decode.loss_mask: 0.6869, decode.loss_dice: 0.9709, decode.d0.loss_cls: 1.5949, decode.d0.loss_mask: 0.7280, decode.d0.loss_dice: 1.1033, decode.d1.loss_cls: 0.6988, decode.d1.loss_mask: 0.7064, decode.d1.loss_dice: 1.0419, decode.d2.loss_cls: 0.6336, decode.d2.loss_mask: 0.6888, decode.d2.loss_dice: 1.0064, decode.d3.loss_cls: 0.6112, decode.d3.loss_mask: 0.6879, decode.d3.loss_dice: 0.9835, decode.d4.loss_cls: 0.6014, decode.d4.loss_mask: 0.6847, decode.d4.loss_dice: 0.9814, decode.d5.loss_cls: 0.5992, decode.d5.loss_mask: 0.6843, decode.d5.loss_dice: 0.9835, decode.d6.loss_cls: 0.5926, decode.d6.loss_mask: 0.6819, decode.d6.loss_dice: 0.9754, decode.d7.loss_cls: 0.5956, decode.d7.loss_mask: 0.6876, decode.d7.loss_dice: 0.9742, decode.d8.loss_cls: 0.5925, decode.d8.loss_mask: 0.6857, decode.d8.loss_dice: 0.9691, loss: 24.0235, grad_norm: 63.3876 2023-12-25 20:36:18,058 - mmseg - INFO - Iter [23850/160000] lr: 8.509e-05, eta: 20:21:57, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6037, decode.loss_mask: 0.6677, decode.loss_dice: 1.0055, decode.d0.loss_cls: 1.5589, decode.d0.loss_mask: 0.7216, decode.d0.loss_dice: 1.1507, decode.d1.loss_cls: 0.6856, decode.d1.loss_mask: 0.6978, decode.d1.loss_dice: 1.0801, decode.d2.loss_cls: 0.6375, decode.d2.loss_mask: 0.6813, decode.d2.loss_dice: 1.0493, decode.d3.loss_cls: 0.6186, decode.d3.loss_mask: 0.6769, decode.d3.loss_dice: 1.0194, decode.d4.loss_cls: 0.6044, decode.d4.loss_mask: 0.6713, decode.d4.loss_dice: 1.0249, decode.d5.loss_cls: 0.6001, decode.d5.loss_mask: 0.6729, decode.d5.loss_dice: 1.0325, decode.d6.loss_cls: 0.6023, decode.d6.loss_mask: 0.6732, decode.d6.loss_dice: 1.0079, decode.d7.loss_cls: 0.5966, decode.d7.loss_mask: 0.6710, decode.d7.loss_dice: 1.0112, decode.d8.loss_cls: 0.5949, decode.d8.loss_mask: 0.6690, decode.d8.loss_dice: 1.0124, loss: 24.2991, grad_norm: 57.5552 2023-12-25 20:36:44,592 - mmseg - INFO - Iter [23900/160000] lr: 8.506e-05, eta: 20:21:26, time: 0.531, data_time: 0.057, memory: 40245, decode.loss_cls: 0.5863, decode.loss_mask: 0.6946, decode.loss_dice: 1.0148, decode.d0.loss_cls: 1.5818, decode.d0.loss_mask: 0.7313, decode.d0.loss_dice: 1.1461, decode.d1.loss_cls: 0.6859, decode.d1.loss_mask: 0.7193, decode.d1.loss_dice: 1.0978, decode.d2.loss_cls: 0.6269, decode.d2.loss_mask: 0.7064, decode.d2.loss_dice: 1.0498, decode.d3.loss_cls: 0.6125, decode.d3.loss_mask: 0.6998, decode.d3.loss_dice: 1.0234, decode.d4.loss_cls: 0.6071, decode.d4.loss_mask: 0.6978, decode.d4.loss_dice: 1.0302, decode.d5.loss_cls: 0.5978, decode.d5.loss_mask: 0.6972, decode.d5.loss_dice: 1.0235, decode.d6.loss_cls: 0.5973, decode.d6.loss_mask: 0.6953, decode.d6.loss_dice: 1.0141, decode.d7.loss_cls: 0.5903, decode.d7.loss_mask: 0.6990, decode.d7.loss_dice: 1.0167, decode.d8.loss_cls: 0.5915, decode.d8.loss_mask: 0.6932, decode.d8.loss_dice: 1.0156, loss: 24.5435, grad_norm: 54.7542 2023-12-25 20:37:08,858 - mmseg - INFO - Iter [23950/160000] lr: 8.503e-05, eta: 20:20:33, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5807, decode.loss_mask: 0.6783, decode.loss_dice: 0.9786, decode.d0.loss_cls: 1.5770, decode.d0.loss_mask: 0.7215, decode.d0.loss_dice: 1.1141, decode.d1.loss_cls: 0.6884, decode.d1.loss_mask: 0.6974, decode.d1.loss_dice: 1.0591, decode.d2.loss_cls: 0.6237, decode.d2.loss_mask: 0.6904, decode.d2.loss_dice: 1.0143, decode.d3.loss_cls: 0.6038, decode.d3.loss_mask: 0.6815, decode.d3.loss_dice: 1.0007, decode.d4.loss_cls: 0.5998, decode.d4.loss_mask: 0.6839, decode.d4.loss_dice: 0.9998, decode.d5.loss_cls: 0.5883, decode.d5.loss_mask: 0.6806, decode.d5.loss_dice: 0.9968, decode.d6.loss_cls: 0.5876, decode.d6.loss_mask: 0.6789, decode.d6.loss_dice: 0.9882, decode.d7.loss_cls: 0.5779, decode.d7.loss_mask: 0.6814, decode.d7.loss_dice: 0.9849, decode.d8.loss_cls: 0.5771, decode.d8.loss_mask: 0.6796, decode.d8.loss_dice: 0.9837, loss: 23.9980, grad_norm: 58.2939 2023-12-25 20:37:33,045 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 20:37:33,045 - mmseg - INFO - Iter [24000/160000] lr: 8.500e-05, eta: 20:19:40, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5638, decode.loss_mask: 0.6881, decode.loss_dice: 0.9858, decode.d0.loss_cls: 1.5711, decode.d0.loss_mask: 0.7260, decode.d0.loss_dice: 1.1044, decode.d1.loss_cls: 0.6646, decode.d1.loss_mask: 0.7196, decode.d1.loss_dice: 1.0547, decode.d2.loss_cls: 0.6127, decode.d2.loss_mask: 0.6961, decode.d2.loss_dice: 1.0184, decode.d3.loss_cls: 0.6002, decode.d3.loss_mask: 0.6933, decode.d3.loss_dice: 0.9977, decode.d4.loss_cls: 0.5784, decode.d4.loss_mask: 0.6921, decode.d4.loss_dice: 1.0039, decode.d5.loss_cls: 0.5777, decode.d5.loss_mask: 0.6879, decode.d5.loss_dice: 0.9965, decode.d6.loss_cls: 0.5765, decode.d6.loss_mask: 0.6871, decode.d6.loss_dice: 0.9830, decode.d7.loss_cls: 0.5644, decode.d7.loss_mask: 0.6881, decode.d7.loss_dice: 0.9908, decode.d8.loss_cls: 0.5683, decode.d8.loss_mask: 0.6879, decode.d8.loss_dice: 0.9842, loss: 23.9631, grad_norm: 60.6076 2023-12-25 20:37:57,446 - mmseg - INFO - Iter [24050/160000] lr: 8.497e-05, eta: 20:18:48, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5455, decode.loss_mask: 0.6904, decode.loss_dice: 0.9493, decode.d0.loss_cls: 1.5453, decode.d0.loss_mask: 0.7349, decode.d0.loss_dice: 1.0800, decode.d1.loss_cls: 0.6549, decode.d1.loss_mask: 0.7222, decode.d1.loss_dice: 1.0213, decode.d2.loss_cls: 0.5915, decode.d2.loss_mask: 0.6995, decode.d2.loss_dice: 0.9907, decode.d3.loss_cls: 0.5792, decode.d3.loss_mask: 0.6936, decode.d3.loss_dice: 0.9674, decode.d4.loss_cls: 0.5581, decode.d4.loss_mask: 0.6943, decode.d4.loss_dice: 0.9684, decode.d5.loss_cls: 0.5559, decode.d5.loss_mask: 0.6929, decode.d5.loss_dice: 0.9580, decode.d6.loss_cls: 0.5505, decode.d6.loss_mask: 0.6884, decode.d6.loss_dice: 0.9492, decode.d7.loss_cls: 0.5466, decode.d7.loss_mask: 0.6855, decode.d7.loss_dice: 0.9561, decode.d8.loss_cls: 0.5450, decode.d8.loss_mask: 0.6892, decode.d8.loss_dice: 0.9504, loss: 23.4544, grad_norm: 59.2588 2023-12-25 20:38:22,127 - mmseg - INFO - Iter [24100/160000] lr: 8.494e-05, eta: 20:18:00, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5809, decode.loss_mask: 0.6382, decode.loss_dice: 0.9644, decode.d0.loss_cls: 1.6189, decode.d0.loss_mask: 0.6840, decode.d0.loss_dice: 1.0941, decode.d1.loss_cls: 0.7118, decode.d1.loss_mask: 0.6672, decode.d1.loss_dice: 1.0383, decode.d2.loss_cls: 0.6346, decode.d2.loss_mask: 0.6537, decode.d2.loss_dice: 1.0007, decode.d3.loss_cls: 0.6105, decode.d3.loss_mask: 0.6415, decode.d3.loss_dice: 0.9739, decode.d4.loss_cls: 0.6060, decode.d4.loss_mask: 0.6406, decode.d4.loss_dice: 0.9730, decode.d5.loss_cls: 0.5989, decode.d5.loss_mask: 0.6438, decode.d5.loss_dice: 0.9754, decode.d6.loss_cls: 0.6016, decode.d6.loss_mask: 0.6364, decode.d6.loss_dice: 0.9637, decode.d7.loss_cls: 0.5952, decode.d7.loss_mask: 0.6346, decode.d7.loss_dice: 0.9664, decode.d8.loss_cls: 0.5859, decode.d8.loss_mask: 0.6362, decode.d8.loss_dice: 0.9726, loss: 23.5431, grad_norm: 57.9363 2023-12-25 20:38:46,592 - mmseg - INFO - Iter [24150/160000] lr: 8.491e-05, eta: 20:17:10, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5913, decode.loss_mask: 0.6550, decode.loss_dice: 0.9659, decode.d0.loss_cls: 1.5932, decode.d0.loss_mask: 0.7127, decode.d0.loss_dice: 1.1053, decode.d1.loss_cls: 0.7144, decode.d1.loss_mask: 0.6851, decode.d1.loss_dice: 1.0380, decode.d2.loss_cls: 0.6445, decode.d2.loss_mask: 0.6655, decode.d2.loss_dice: 1.0016, decode.d3.loss_cls: 0.6295, decode.d3.loss_mask: 0.6652, decode.d3.loss_dice: 0.9782, decode.d4.loss_cls: 0.6137, decode.d4.loss_mask: 0.6570, decode.d4.loss_dice: 0.9813, decode.d5.loss_cls: 0.6031, decode.d5.loss_mask: 0.6601, decode.d5.loss_dice: 0.9802, decode.d6.loss_cls: 0.5923, decode.d6.loss_mask: 0.6563, decode.d6.loss_dice: 0.9675, decode.d7.loss_cls: 0.5924, decode.d7.loss_mask: 0.6547, decode.d7.loss_dice: 0.9600, decode.d8.loss_cls: 0.5944, decode.d8.loss_mask: 0.6572, decode.d8.loss_dice: 0.9635, loss: 23.7792, grad_norm: 59.1465 2023-12-25 20:39:11,296 - mmseg - INFO - Iter [24200/160000] lr: 8.488e-05, eta: 20:16:22, time: 0.494, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5674, decode.loss_mask: 0.6499, decode.loss_dice: 0.9632, decode.d0.loss_cls: 1.5500, decode.d0.loss_mask: 0.6974, decode.d0.loss_dice: 1.0851, decode.d1.loss_cls: 0.6683, decode.d1.loss_mask: 0.6850, decode.d1.loss_dice: 1.0412, decode.d2.loss_cls: 0.6182, decode.d2.loss_mask: 0.6565, decode.d2.loss_dice: 0.9953, decode.d3.loss_cls: 0.5946, decode.d3.loss_mask: 0.6499, decode.d3.loss_dice: 0.9764, decode.d4.loss_cls: 0.5826, decode.d4.loss_mask: 0.6495, decode.d4.loss_dice: 0.9764, decode.d5.loss_cls: 0.5713, decode.d5.loss_mask: 0.6459, decode.d5.loss_dice: 0.9693, decode.d6.loss_cls: 0.5688, decode.d6.loss_mask: 0.6496, decode.d6.loss_dice: 0.9625, decode.d7.loss_cls: 0.5682, decode.d7.loss_mask: 0.6462, decode.d7.loss_dice: 0.9634, decode.d8.loss_cls: 0.5644, decode.d8.loss_mask: 0.6502, decode.d8.loss_dice: 0.9676, loss: 23.3345, grad_norm: 57.5995 2023-12-25 20:39:35,688 - mmseg - INFO - Iter [24250/160000] lr: 8.484e-05, eta: 20:15:32, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5710, decode.loss_mask: 0.6858, decode.loss_dice: 0.9744, decode.d0.loss_cls: 1.5661, decode.d0.loss_mask: 0.7298, decode.d0.loss_dice: 1.1041, decode.d1.loss_cls: 0.6724, decode.d1.loss_mask: 0.7107, decode.d1.loss_dice: 1.0546, decode.d2.loss_cls: 0.6185, decode.d2.loss_mask: 0.7009, decode.d2.loss_dice: 1.0127, decode.d3.loss_cls: 0.6050, decode.d3.loss_mask: 0.6887, decode.d3.loss_dice: 0.9929, decode.d4.loss_cls: 0.5897, decode.d4.loss_mask: 0.6901, decode.d4.loss_dice: 0.9912, decode.d5.loss_cls: 0.5784, decode.d5.loss_mask: 0.6866, decode.d5.loss_dice: 0.9919, decode.d6.loss_cls: 0.5821, decode.d6.loss_mask: 0.6848, decode.d6.loss_dice: 0.9749, decode.d7.loss_cls: 0.5747, decode.d7.loss_mask: 0.6814, decode.d7.loss_dice: 0.9761, decode.d8.loss_cls: 0.5783, decode.d8.loss_mask: 0.6857, decode.d8.loss_dice: 0.9770, loss: 23.9306, grad_norm: 57.5055 2023-12-25 20:40:00,045 - mmseg - INFO - Iter [24300/160000] lr: 8.481e-05, eta: 20:14:41, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5564, decode.loss_mask: 0.6430, decode.loss_dice: 0.9352, decode.d0.loss_cls: 1.5581, decode.d0.loss_mask: 0.6857, decode.d0.loss_dice: 1.0603, decode.d1.loss_cls: 0.6708, decode.d1.loss_mask: 0.6703, decode.d1.loss_dice: 1.0022, decode.d2.loss_cls: 0.5997, decode.d2.loss_mask: 0.6582, decode.d2.loss_dice: 0.9660, decode.d3.loss_cls: 0.5831, decode.d3.loss_mask: 0.6464, decode.d3.loss_dice: 0.9488, decode.d4.loss_cls: 0.5745, decode.d4.loss_mask: 0.6480, decode.d4.loss_dice: 0.9449, decode.d5.loss_cls: 0.5702, decode.d5.loss_mask: 0.6441, decode.d5.loss_dice: 0.9494, decode.d6.loss_cls: 0.5601, decode.d6.loss_mask: 0.6459, decode.d6.loss_dice: 0.9333, decode.d7.loss_cls: 0.5572, decode.d7.loss_mask: 0.6461, decode.d7.loss_dice: 0.9384, decode.d8.loss_cls: 0.5544, decode.d8.loss_mask: 0.6430, decode.d8.loss_dice: 0.9392, loss: 22.9330, grad_norm: 58.9938 2023-12-25 20:40:24,265 - mmseg - INFO - Iter [24350/160000] lr: 8.478e-05, eta: 20:13:49, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5687, decode.loss_mask: 0.7123, decode.loss_dice: 0.9878, decode.d0.loss_cls: 1.5233, decode.d0.loss_mask: 0.7557, decode.d0.loss_dice: 1.1131, decode.d1.loss_cls: 0.6575, decode.d1.loss_mask: 0.7395, decode.d1.loss_dice: 1.0650, decode.d2.loss_cls: 0.6106, decode.d2.loss_mask: 0.7229, decode.d2.loss_dice: 1.0269, decode.d3.loss_cls: 0.5963, decode.d3.loss_mask: 0.7143, decode.d3.loss_dice: 1.0025, decode.d4.loss_cls: 0.5925, decode.d4.loss_mask: 0.7125, decode.d4.loss_dice: 1.0011, decode.d5.loss_cls: 0.5832, decode.d5.loss_mask: 0.7108, decode.d5.loss_dice: 0.9996, decode.d6.loss_cls: 0.5751, decode.d6.loss_mask: 0.7099, decode.d6.loss_dice: 0.9838, decode.d7.loss_cls: 0.5758, decode.d7.loss_mask: 0.7041, decode.d7.loss_dice: 0.9879, decode.d8.loss_cls: 0.5686, decode.d8.loss_mask: 0.7099, decode.d8.loss_dice: 0.9912, loss: 24.2024, grad_norm: 62.0700 2023-12-25 20:40:48,518 - mmseg - INFO - Iter [24400/160000] lr: 8.475e-05, eta: 20:12:58, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5507, decode.loss_mask: 0.6515, decode.loss_dice: 0.9354, decode.d0.loss_cls: 1.5508, decode.d0.loss_mask: 0.6935, decode.d0.loss_dice: 1.0734, decode.d1.loss_cls: 0.6580, decode.d1.loss_mask: 0.6726, decode.d1.loss_dice: 1.0114, decode.d2.loss_cls: 0.5951, decode.d2.loss_mask: 0.6604, decode.d2.loss_dice: 0.9645, decode.d3.loss_cls: 0.5665, decode.d3.loss_mask: 0.6548, decode.d3.loss_dice: 0.9472, decode.d4.loss_cls: 0.5598, decode.d4.loss_mask: 0.6559, decode.d4.loss_dice: 0.9483, decode.d5.loss_cls: 0.5584, decode.d5.loss_mask: 0.6559, decode.d5.loss_dice: 0.9438, decode.d6.loss_cls: 0.5559, decode.d6.loss_mask: 0.6526, decode.d6.loss_dice: 0.9340, decode.d7.loss_cls: 0.5529, decode.d7.loss_mask: 0.6512, decode.d7.loss_dice: 0.9369, decode.d8.loss_cls: 0.5506, decode.d8.loss_mask: 0.6525, decode.d8.loss_dice: 0.9349, loss: 22.9293, grad_norm: 59.8433 2023-12-25 20:41:12,712 - mmseg - INFO - Iter [24450/160000] lr: 8.472e-05, eta: 20:12:07, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5700, decode.loss_mask: 0.6835, decode.loss_dice: 0.9827, decode.d0.loss_cls: 1.5637, decode.d0.loss_mask: 0.7204, decode.d0.loss_dice: 1.1090, decode.d1.loss_cls: 0.6696, decode.d1.loss_mask: 0.7087, decode.d1.loss_dice: 1.0629, decode.d2.loss_cls: 0.6127, decode.d2.loss_mask: 0.6909, decode.d2.loss_dice: 1.0206, decode.d3.loss_cls: 0.5967, decode.d3.loss_mask: 0.6891, decode.d3.loss_dice: 0.9972, decode.d4.loss_cls: 0.5892, decode.d4.loss_mask: 0.6914, decode.d4.loss_dice: 0.9952, decode.d5.loss_cls: 0.5829, decode.d5.loss_mask: 0.6900, decode.d5.loss_dice: 0.9923, decode.d6.loss_cls: 0.5775, decode.d6.loss_mask: 0.6859, decode.d6.loss_dice: 0.9763, decode.d7.loss_cls: 0.5740, decode.d7.loss_mask: 0.6881, decode.d7.loss_dice: 0.9820, decode.d8.loss_cls: 0.5745, decode.d8.loss_mask: 0.6809, decode.d8.loss_dice: 0.9831, loss: 23.9409, grad_norm: 59.0715 2023-12-25 20:41:36,988 - mmseg - INFO - Iter [24500/160000] lr: 8.469e-05, eta: 20:11:16, time: 0.486, data_time: 0.011, memory: 40245, decode.loss_cls: 0.5708, decode.loss_mask: 0.6959, decode.loss_dice: 1.0039, decode.d0.loss_cls: 1.5600, decode.d0.loss_mask: 0.7394, decode.d0.loss_dice: 1.1234, decode.d1.loss_cls: 0.6651, decode.d1.loss_mask: 0.7275, decode.d1.loss_dice: 1.0882, decode.d2.loss_cls: 0.6232, decode.d2.loss_mask: 0.7089, decode.d2.loss_dice: 1.0377, decode.d3.loss_cls: 0.5978, decode.d3.loss_mask: 0.7023, decode.d3.loss_dice: 1.0167, decode.d4.loss_cls: 0.5872, decode.d4.loss_mask: 0.6998, decode.d4.loss_dice: 1.0159, decode.d5.loss_cls: 0.5870, decode.d5.loss_mask: 0.7002, decode.d5.loss_dice: 1.0157, decode.d6.loss_cls: 0.5759, decode.d6.loss_mask: 0.6981, decode.d6.loss_dice: 1.0084, decode.d7.loss_cls: 0.5760, decode.d7.loss_mask: 0.6962, decode.d7.loss_dice: 1.0045, decode.d8.loss_cls: 0.5700, decode.d8.loss_mask: 0.6959, decode.d8.loss_dice: 1.0076, loss: 24.2995, grad_norm: 57.6264 2023-12-25 20:42:01,186 - mmseg - INFO - Iter [24550/160000] lr: 8.466e-05, eta: 20:10:25, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5766, decode.loss_mask: 0.6979, decode.loss_dice: 0.9831, decode.d0.loss_cls: 1.5897, decode.d0.loss_mask: 0.7316, decode.d0.loss_dice: 1.1069, decode.d1.loss_cls: 0.6831, decode.d1.loss_mask: 0.7181, decode.d1.loss_dice: 1.0693, decode.d2.loss_cls: 0.6284, decode.d2.loss_mask: 0.7031, decode.d2.loss_dice: 1.0157, decode.d3.loss_cls: 0.6044, decode.d3.loss_mask: 0.7042, decode.d3.loss_dice: 0.9952, decode.d4.loss_cls: 0.5944, decode.d4.loss_mask: 0.6969, decode.d4.loss_dice: 0.9975, decode.d5.loss_cls: 0.5848, decode.d5.loss_mask: 0.6924, decode.d5.loss_dice: 0.9931, decode.d6.loss_cls: 0.5850, decode.d6.loss_mask: 0.6926, decode.d6.loss_dice: 0.9866, decode.d7.loss_cls: 0.5814, decode.d7.loss_mask: 0.6959, decode.d7.loss_dice: 0.9899, decode.d8.loss_cls: 0.5790, decode.d8.loss_mask: 0.6944, decode.d8.loss_dice: 0.9827, loss: 24.1540, grad_norm: 62.5758 2023-12-25 20:42:25,877 - mmseg - INFO - Iter [24600/160000] lr: 8.463e-05, eta: 20:09:38, time: 0.494, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5586, decode.loss_mask: 0.6592, decode.loss_dice: 0.9387, decode.d0.loss_cls: 1.5646, decode.d0.loss_mask: 0.7119, decode.d0.loss_dice: 1.0670, decode.d1.loss_cls: 0.6620, decode.d1.loss_mask: 0.6909, decode.d1.loss_dice: 1.0196, decode.d2.loss_cls: 0.6084, decode.d2.loss_mask: 0.6753, decode.d2.loss_dice: 0.9746, decode.d3.loss_cls: 0.5905, decode.d3.loss_mask: 0.6673, decode.d3.loss_dice: 0.9584, decode.d4.loss_cls: 0.5830, decode.d4.loss_mask: 0.6658, decode.d4.loss_dice: 0.9610, decode.d5.loss_cls: 0.5745, decode.d5.loss_mask: 0.6629, decode.d5.loss_dice: 0.9520, decode.d6.loss_cls: 0.5717, decode.d6.loss_mask: 0.6609, decode.d6.loss_dice: 0.9379, decode.d7.loss_cls: 0.5640, decode.d7.loss_mask: 0.6601, decode.d7.loss_dice: 0.9398, decode.d8.loss_cls: 0.5691, decode.d8.loss_mask: 0.6584, decode.d8.loss_dice: 0.9407, loss: 23.2486, grad_norm: 57.6588 2023-12-25 20:42:50,244 - mmseg - INFO - Iter [24650/160000] lr: 8.459e-05, eta: 20:08:49, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5801, decode.loss_mask: 0.6700, decode.loss_dice: 0.9539, decode.d0.loss_cls: 1.6130, decode.d0.loss_mask: 0.7152, decode.d0.loss_dice: 1.0897, decode.d1.loss_cls: 0.6794, decode.d1.loss_mask: 0.7011, decode.d1.loss_dice: 1.0228, decode.d2.loss_cls: 0.6274, decode.d2.loss_mask: 0.6804, decode.d2.loss_dice: 0.9894, decode.d3.loss_cls: 0.6101, decode.d3.loss_mask: 0.6685, decode.d3.loss_dice: 0.9632, decode.d4.loss_cls: 0.6015, decode.d4.loss_mask: 0.6725, decode.d4.loss_dice: 0.9641, decode.d5.loss_cls: 0.5953, decode.d5.loss_mask: 0.6723, decode.d5.loss_dice: 0.9691, decode.d6.loss_cls: 0.5883, decode.d6.loss_mask: 0.6732, decode.d6.loss_dice: 0.9546, decode.d7.loss_cls: 0.5874, decode.d7.loss_mask: 0.6704, decode.d7.loss_dice: 0.9548, decode.d8.loss_cls: 0.5875, decode.d8.loss_mask: 0.6684, decode.d8.loss_dice: 0.9523, loss: 23.6757, grad_norm: 58.1663 2023-12-25 20:43:14,414 - mmseg - INFO - Iter [24700/160000] lr: 8.456e-05, eta: 20:07:58, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5875, decode.loss_mask: 0.6709, decode.loss_dice: 0.9727, decode.d0.loss_cls: 1.5828, decode.d0.loss_mask: 0.7155, decode.d0.loss_dice: 1.0929, decode.d1.loss_cls: 0.6824, decode.d1.loss_mask: 0.7079, decode.d1.loss_dice: 1.0494, decode.d2.loss_cls: 0.6256, decode.d2.loss_mask: 0.6878, decode.d2.loss_dice: 1.0082, decode.d3.loss_cls: 0.6211, decode.d3.loss_mask: 0.6826, decode.d3.loss_dice: 0.9910, decode.d4.loss_cls: 0.6055, decode.d4.loss_mask: 0.6792, decode.d4.loss_dice: 0.9916, decode.d5.loss_cls: 0.5971, decode.d5.loss_mask: 0.6765, decode.d5.loss_dice: 0.9900, decode.d6.loss_cls: 0.5961, decode.d6.loss_mask: 0.6704, decode.d6.loss_dice: 0.9708, decode.d7.loss_cls: 0.5853, decode.d7.loss_mask: 0.6744, decode.d7.loss_dice: 0.9754, decode.d8.loss_cls: 0.5911, decode.d8.loss_mask: 0.6715, decode.d8.loss_dice: 0.9750, loss: 23.9282, grad_norm: 61.9400 2023-12-25 20:43:38,689 - mmseg - INFO - Iter [24750/160000] lr: 8.453e-05, eta: 20:07:08, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6082, decode.loss_mask: 0.6726, decode.loss_dice: 1.0255, decode.d0.loss_cls: 1.6212, decode.d0.loss_mask: 0.7157, decode.d0.loss_dice: 1.1682, decode.d1.loss_cls: 0.7112, decode.d1.loss_mask: 0.6989, decode.d1.loss_dice: 1.1046, decode.d2.loss_cls: 0.6491, decode.d2.loss_mask: 0.6803, decode.d2.loss_dice: 1.0610, decode.d3.loss_cls: 0.6378, decode.d3.loss_mask: 0.6769, decode.d3.loss_dice: 1.0367, decode.d4.loss_cls: 0.6234, decode.d4.loss_mask: 0.6800, decode.d4.loss_dice: 1.0377, decode.d5.loss_cls: 0.6095, decode.d5.loss_mask: 0.6775, decode.d5.loss_dice: 1.0498, decode.d6.loss_cls: 0.6107, decode.d6.loss_mask: 0.6741, decode.d6.loss_dice: 1.0267, decode.d7.loss_cls: 0.6057, decode.d7.loss_mask: 0.6764, decode.d7.loss_dice: 1.0317, decode.d8.loss_cls: 0.6045, decode.d8.loss_mask: 0.6788, decode.d8.loss_dice: 1.0314, loss: 24.6859, grad_norm: 57.9315 2023-12-25 20:44:02,983 - mmseg - INFO - Iter [24800/160000] lr: 8.450e-05, eta: 20:06:19, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5878, decode.loss_mask: 0.6626, decode.loss_dice: 0.9779, decode.d0.loss_cls: 1.5658, decode.d0.loss_mask: 0.7110, decode.d0.loss_dice: 1.1203, decode.d1.loss_cls: 0.6698, decode.d1.loss_mask: 0.6928, decode.d1.loss_dice: 1.0615, decode.d2.loss_cls: 0.6263, decode.d2.loss_mask: 0.6750, decode.d2.loss_dice: 1.0190, decode.d3.loss_cls: 0.6156, decode.d3.loss_mask: 0.6739, decode.d3.loss_dice: 0.9940, decode.d4.loss_cls: 0.5979, decode.d4.loss_mask: 0.6679, decode.d4.loss_dice: 0.9898, decode.d5.loss_cls: 0.5951, decode.d5.loss_mask: 0.6716, decode.d5.loss_dice: 0.9819, decode.d6.loss_cls: 0.5931, decode.d6.loss_mask: 0.6647, decode.d6.loss_dice: 0.9829, decode.d7.loss_cls: 0.5856, decode.d7.loss_mask: 0.6647, decode.d7.loss_dice: 0.9865, decode.d8.loss_cls: 0.5872, decode.d8.loss_mask: 0.6651, decode.d8.loss_dice: 0.9836, loss: 23.8707, grad_norm: 67.3289 2023-12-25 20:44:27,267 - mmseg - INFO - Iter [24850/160000] lr: 8.447e-05, eta: 20:05:29, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5780, decode.loss_mask: 0.6826, decode.loss_dice: 0.9942, decode.d0.loss_cls: 1.6020, decode.d0.loss_mask: 0.7193, decode.d0.loss_dice: 1.1088, decode.d1.loss_cls: 0.6974, decode.d1.loss_mask: 0.7010, decode.d1.loss_dice: 1.0567, decode.d2.loss_cls: 0.6358, decode.d2.loss_mask: 0.6857, decode.d2.loss_dice: 1.0135, decode.d3.loss_cls: 0.6074, decode.d3.loss_mask: 0.6831, decode.d3.loss_dice: 0.9997, decode.d4.loss_cls: 0.5986, decode.d4.loss_mask: 0.6807, decode.d4.loss_dice: 0.9992, decode.d5.loss_cls: 0.5898, decode.d5.loss_mask: 0.6806, decode.d5.loss_dice: 1.0045, decode.d6.loss_cls: 0.5868, decode.d6.loss_mask: 0.6800, decode.d6.loss_dice: 0.9875, decode.d7.loss_cls: 0.5874, decode.d7.loss_mask: 0.6804, decode.d7.loss_dice: 0.9865, decode.d8.loss_cls: 0.5794, decode.d8.loss_mask: 0.6840, decode.d8.loss_dice: 0.9887, loss: 24.0794, grad_norm: 60.9412 2023-12-25 20:44:51,688 - mmseg - INFO - Iter [24900/160000] lr: 8.444e-05, eta: 20:04:41, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.6250, decode.loss_mask: 0.6918, decode.loss_dice: 1.0077, decode.d0.loss_cls: 1.6739, decode.d0.loss_mask: 0.7411, decode.d0.loss_dice: 1.1478, decode.d1.loss_cls: 0.7362, decode.d1.loss_mask: 0.7226, decode.d1.loss_dice: 1.0922, decode.d2.loss_cls: 0.6674, decode.d2.loss_mask: 0.7044, decode.d2.loss_dice: 1.0523, decode.d3.loss_cls: 0.6497, decode.d3.loss_mask: 0.6987, decode.d3.loss_dice: 1.0296, decode.d4.loss_cls: 0.6289, decode.d4.loss_mask: 0.7017, decode.d4.loss_dice: 1.0301, decode.d5.loss_cls: 0.6295, decode.d5.loss_mask: 0.7033, decode.d5.loss_dice: 1.0260, decode.d6.loss_cls: 0.6288, decode.d6.loss_mask: 0.6961, decode.d6.loss_dice: 1.0098, decode.d7.loss_cls: 0.6251, decode.d7.loss_mask: 0.6960, decode.d7.loss_dice: 1.0159, decode.d8.loss_cls: 0.6293, decode.d8.loss_mask: 0.6932, decode.d8.loss_dice: 1.0138, loss: 24.9682, grad_norm: 57.3950 2023-12-25 20:45:15,917 - mmseg - INFO - Iter [24950/160000] lr: 8.441e-05, eta: 20:03:52, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.6126, decode.loss_mask: 0.7058, decode.loss_dice: 0.9850, decode.d0.loss_cls: 1.6221, decode.d0.loss_mask: 0.7397, decode.d0.loss_dice: 1.1077, decode.d1.loss_cls: 0.7108, decode.d1.loss_mask: 0.7224, decode.d1.loss_dice: 1.0592, decode.d2.loss_cls: 0.6624, decode.d2.loss_mask: 0.7079, decode.d2.loss_dice: 1.0190, decode.d3.loss_cls: 0.6372, decode.d3.loss_mask: 0.7058, decode.d3.loss_dice: 1.0022, decode.d4.loss_cls: 0.6264, decode.d4.loss_mask: 0.7062, decode.d4.loss_dice: 1.0027, decode.d5.loss_cls: 0.6157, decode.d5.loss_mask: 0.7116, decode.d5.loss_dice: 1.0052, decode.d6.loss_cls: 0.6136, decode.d6.loss_mask: 0.7099, decode.d6.loss_dice: 0.9867, decode.d7.loss_cls: 0.6143, decode.d7.loss_mask: 0.7037, decode.d7.loss_dice: 0.9897, decode.d8.loss_cls: 0.6086, decode.d8.loss_mask: 0.7055, decode.d8.loss_dice: 0.9907, loss: 24.5903, grad_norm: 58.1432 2023-12-25 20:45:40,723 - mmseg - INFO - Saving checkpoint at 25000 iterations 2023-12-25 20:45:43,062 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 20:45:43,062 - mmseg - INFO - Iter [25000/160000] lr: 8.438e-05, eta: 20:03:29, time: 0.543, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5924, decode.loss_mask: 0.6698, decode.loss_dice: 1.0055, decode.d0.loss_cls: 1.5794, decode.d0.loss_mask: 0.7145, decode.d0.loss_dice: 1.1301, decode.d1.loss_cls: 0.7040, decode.d1.loss_mask: 0.6977, decode.d1.loss_dice: 1.0769, decode.d2.loss_cls: 0.6499, decode.d2.loss_mask: 0.6817, decode.d2.loss_dice: 1.0435, decode.d3.loss_cls: 0.6209, decode.d3.loss_mask: 0.6740, decode.d3.loss_dice: 1.0155, decode.d4.loss_cls: 0.6186, decode.d4.loss_mask: 0.6751, decode.d4.loss_dice: 1.0176, decode.d5.loss_cls: 0.6059, decode.d5.loss_mask: 0.6747, decode.d5.loss_dice: 1.0165, decode.d6.loss_cls: 0.6026, decode.d6.loss_mask: 0.6686, decode.d6.loss_dice: 0.9996, decode.d7.loss_cls: 0.5947, decode.d7.loss_mask: 0.6729, decode.d7.loss_dice: 1.0049, decode.d8.loss_cls: 0.5988, decode.d8.loss_mask: 0.6712, decode.d8.loss_dice: 1.0023, loss: 24.2799, grad_norm: 69.5668 2023-12-25 20:46:04,483 - mmseg - INFO - per class results: 2023-12-25 20:46:04,488 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 78.24 | 84.91 | | building | 82.12 | 89.42 | | sky | 94.55 | 96.85 | | floor | 81.8 | 88.77 | | tree | 73.75 | 89.18 | | ceiling | 84.34 | 91.41 | | road | 81.31 | 87.44 | | bed | 90.07 | 93.91 | | windowpane | 61.42 | 78.56 | | grass | 61.87 | 72.74 | | cabinet | 63.19 | 76.84 | | sidewalk | 62.67 | 86.36 | | person | 83.73 | 90.1 | | earth | 32.77 | 42.42 | | door | 49.79 | 75.07 | | table | 58.83 | 77.11 | | mountain | 62.03 | 80.14 | | plant | 52.83 | 65.94 | | curtain | 75.81 | 82.91 | | chair | 55.53 | 68.73 | | car | 85.61 | 93.75 | | water | 54.6 | 67.98 | | painting | 70.67 | 88.82 | | sofa | 68.82 | 89.35 | | shelf | 38.49 | 57.19 | | house | 45.23 | 79.03 | | sea | 69.53 | 96.12 | | mirror | 68.2 | 77.75 | | rug | 65.37 | 80.72 | | field | 25.91 | 58.37 | | armchair | 40.19 | 58.63 | | seat | 61.75 | 86.02 | | fence | 42.09 | 74.3 | | desk | 43.44 | 66.57 | | rock | 59.18 | 84.33 | | wardrobe | 55.21 | 65.82 | | lamp | 64.79 | 80.97 | | bathtub | 78.47 | 88.16 | | railing | 34.14 | 50.17 | | cushion | 62.2 | 77.74 | | base | 26.95 | 52.84 | | box | 26.52 | 39.12 | | column | 50.42 | 70.54 | | signboard | 39.39 | 60.93 | | chest of drawers | 47.67 | 73.12 | | counter | 42.3 | 53.36 | | sand | 36.09 | 59.53 | | sink | 74.27 | 83.36 | | skyscraper | 35.19 | 39.64 | | fireplace | 72.06 | 92.12 | | refrigerator | 78.52 | 87.13 | | grandstand | 46.01 | 79.14 | | path | 11.25 | 12.97 | | stairs | 31.29 | 38.68 | | runway | 47.83 | 55.42 | | case | 42.39 | 77.38 | | pool table | 94.2 | 97.08 | | pillow | 59.16 | 76.98 | | screen door | 80.03 | 89.74 | | stairway | 25.4 | 50.62 | | river | 15.35 | 34.21 | | bridge | 76.96 | 88.24 | | bookcase | 25.3 | 47.64 | | blind | 45.93 | 55.07 | | coffee table | 61.12 | 88.81 | | toilet | 84.64 | 91.18 | | flower | 37.67 | 53.07 | | book | 50.57 | 72.29 | | hill | 7.33 | 8.43 | | bench | 46.26 | 69.18 | | countertop | 59.91 | 76.5 | | stove | 75.89 | 87.43 | | palm | 48.52 | 67.08 | | kitchen island | 38.05 | 87.79 | | computer | 81.13 | 88.04 | | swivel chair | 44.41 | 64.02 | | boat | 69.46 | 93.11 | | bar | 20.47 | 21.94 | | arcade machine | 69.45 | 79.2 | | hovel | 10.0 | 14.25 | | bus | 92.73 | 95.98 | | towel | 62.68 | 88.69 | | light | 59.01 | 70.42 | | truck | 39.73 | 63.63 | | tower | 14.01 | 19.87 | | chandelier | 62.69 | 82.94 | | awning | 31.96 | 56.46 | | streetlight | 37.21 | 57.59 | | booth | 23.18 | 38.34 | | television receiver | 69.3 | 83.67 | | airplane | 62.21 | 69.4 | | dirt track | 0.0 | 0.0 | | apparel | 39.0 | 54.57 | | pole | 25.41 | 41.62 | | land | 1.56 | 1.75 | | bannister | 13.78 | 27.39 | | escalator | 22.91 | 25.45 | | ottoman | 56.82 | 71.96 | | bottle | 26.63 | 37.52 | | buffet | 43.53 | 59.93 | | poster | 23.25 | 43.25 | | stage | 11.64 | 37.05 | | van | 45.9 | 68.42 | | ship | 0.06 | 0.06 | | fountain | 26.94 | 27.77 | | conveyer belt | 47.4 | 74.15 | | canopy | 16.93 | 26.98 | | washer | 73.71 | 75.11 | | plaything | 40.5 | 62.37 | | swimming pool | 40.2 | 49.8 | | stool | 39.27 | 75.67 | | barrel | 22.38 | 68.62 | | basket | 30.9 | 41.27 | | waterfall | 60.85 | 94.65 | | tent | 91.98 | 97.85 | | bag | 16.1 | 23.5 | | minibike | 56.1 | 66.13 | | cradle | 85.14 | 96.67 | | oven | 41.88 | 48.48 | | ball | 49.42 | 72.79 | | food | 65.08 | 82.96 | | step | 19.95 | 23.98 | | tank | 27.07 | 52.6 | | trade name | 26.53 | 37.55 | | microwave | 80.67 | 95.19 | | pot | 54.64 | 67.53 | | animal | 62.41 | 64.61 | | bicycle | 51.24 | 82.11 | | lake | 0.0 | 0.0 | | dishwasher | 64.48 | 70.7 | | screen | 53.44 | 74.43 | | blanket | 25.42 | 35.65 | | sculpture | 43.65 | 89.03 | | hood | 66.44 | 75.08 | | sconce | 53.34 | 72.57 | | vase | 47.78 | 73.77 | | traffic light | 35.88 | 65.51 | | tray | 10.05 | 27.78 | | ashcan | 40.27 | 69.82 | | fan | 64.83 | 85.56 | | pier | 1.82 | 2.02 | | crt screen | 3.79 | 6.19 | | plate | 56.36 | 79.58 | | monitor | 58.49 | 80.61 | | bulletin board | 47.49 | 73.18 | | shower | 9.84 | 12.19 | | radiator | 63.81 | 70.56 | | glass | 21.41 | 24.75 | | clock | 36.01 | 67.84 | | flag | 47.32 | 58.03 | +---------------------+-------+-------+ 2023-12-25 20:46:04,488 - mmseg - INFO - Summary: 2023-12-25 20:46:04,488 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 82.58 | 48.67 | 64.25 | +-------+-------+-------+ 2023-12-25 20:46:04,531 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/FlashInternImage/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_20000.pth was removed 2023-12-25 20:46:06,712 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_25000.pth. 2023-12-25 20:46:06,712 - mmseg - INFO - Best mIoU is 0.4867 at 25000 iter. 2023-12-25 20:46:06,713 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 20:46:06,713 - mmseg - INFO - Iter(val) [250] aAcc: 0.8258, mIoU: 0.4867, mAcc: 0.6425, IoU.wall: 0.7824, IoU.building: 0.8212, IoU.sky: 0.9455, IoU.floor: 0.8180, IoU.tree: 0.7375, IoU.ceiling: 0.8434, IoU.road: 0.8131, IoU.bed : 0.9007, IoU.windowpane: 0.6142, IoU.grass: 0.6187, IoU.cabinet: 0.6319, IoU.sidewalk: 0.6267, IoU.person: 0.8373, IoU.earth: 0.3277, IoU.door: 0.4979, IoU.table: 0.5883, IoU.mountain: 0.6203, IoU.plant: 0.5283, IoU.curtain: 0.7581, IoU.chair: 0.5553, IoU.car: 0.8561, IoU.water: 0.5460, IoU.painting: 0.7067, IoU.sofa: 0.6882, IoU.shelf: 0.3849, IoU.house: 0.4523, IoU.sea: 0.6953, IoU.mirror: 0.6820, IoU.rug: 0.6537, IoU.field: 0.2591, IoU.armchair: 0.4019, IoU.seat: 0.6175, IoU.fence: 0.4209, IoU.desk: 0.4344, IoU.rock: 0.5918, IoU.wardrobe: 0.5521, IoU.lamp: 0.6479, IoU.bathtub: 0.7847, IoU.railing: 0.3414, IoU.cushion: 0.6220, IoU.base: 0.2695, IoU.box: 0.2652, IoU.column: 0.5042, IoU.signboard: 0.3939, IoU.chest of drawers: 0.4767, IoU.counter: 0.4230, IoU.sand: 0.3609, IoU.sink: 0.7427, IoU.skyscraper: 0.3519, IoU.fireplace: 0.7206, IoU.refrigerator: 0.7852, IoU.grandstand: 0.4601, IoU.path: 0.1125, IoU.stairs: 0.3129, IoU.runway: 0.4783, IoU.case: 0.4239, IoU.pool table: 0.9420, IoU.pillow: 0.5916, IoU.screen door: 0.8003, IoU.stairway: 0.2540, IoU.river: 0.1535, IoU.bridge: 0.7696, IoU.bookcase: 0.2530, IoU.blind: 0.4593, IoU.coffee table: 0.6112, IoU.toilet: 0.8464, IoU.flower: 0.3767, IoU.book: 0.5057, IoU.hill: 0.0733, IoU.bench: 0.4626, IoU.countertop: 0.5991, IoU.stove: 0.7589, IoU.palm: 0.4852, IoU.kitchen island: 0.3805, IoU.computer: 0.8113, IoU.swivel chair: 0.4441, IoU.boat: 0.6946, IoU.bar: 0.2047, IoU.arcade machine: 0.6945, IoU.hovel: 0.1000, IoU.bus: 0.9273, IoU.towel: 0.6268, IoU.light: 0.5901, IoU.truck: 0.3973, IoU.tower: 0.1401, IoU.chandelier: 0.6269, IoU.awning: 0.3196, IoU.streetlight: 0.3721, IoU.booth: 0.2318, IoU.television receiver: 0.6930, IoU.airplane: 0.6221, IoU.dirt track: 0.0000, IoU.apparel: 0.3900, IoU.pole: 0.2541, IoU.land: 0.0156, IoU.bannister: 0.1378, IoU.escalator: 0.2291, IoU.ottoman: 0.5682, IoU.bottle: 0.2663, IoU.buffet: 0.4353, IoU.poster: 0.2325, IoU.stage: 0.1164, IoU.van: 0.4590, IoU.ship: 0.0006, IoU.fountain: 0.2694, IoU.conveyer belt: 0.4740, IoU.canopy: 0.1693, IoU.washer: 0.7371, IoU.plaything: 0.4050, IoU.swimming pool: 0.4020, IoU.stool: 0.3927, IoU.barrel: 0.2238, IoU.basket: 0.3090, IoU.waterfall: 0.6085, IoU.tent: 0.9198, IoU.bag: 0.1610, IoU.minibike: 0.5610, IoU.cradle: 0.8514, IoU.oven: 0.4188, IoU.ball: 0.4942, IoU.food: 0.6508, IoU.step: 0.1995, IoU.tank: 0.2707, IoU.trade name: 0.2653, IoU.microwave: 0.8067, IoU.pot: 0.5464, IoU.animal: 0.6241, IoU.bicycle: 0.5124, IoU.lake: 0.0000, IoU.dishwasher: 0.6448, IoU.screen: 0.5344, IoU.blanket: 0.2542, IoU.sculpture: 0.4365, IoU.hood: 0.6644, IoU.sconce: 0.5334, IoU.vase: 0.4778, IoU.traffic light: 0.3588, IoU.tray: 0.1005, IoU.ashcan: 0.4027, IoU.fan: 0.6483, IoU.pier: 0.0182, IoU.crt screen: 0.0379, IoU.plate: 0.5636, IoU.monitor: 0.5849, IoU.bulletin board: 0.4749, IoU.shower: 0.0984, IoU.radiator: 0.6381, IoU.glass: 0.2141, IoU.clock: 0.3601, IoU.flag: 0.4732, Acc.wall: 0.8491, Acc.building: 0.8942, Acc.sky: 0.9685, Acc.floor: 0.8877, Acc.tree: 0.8918, Acc.ceiling: 0.9141, Acc.road: 0.8744, Acc.bed : 0.9391, Acc.windowpane: 0.7856, Acc.grass: 0.7274, Acc.cabinet: 0.7684, Acc.sidewalk: 0.8636, Acc.person: 0.9010, Acc.earth: 0.4242, Acc.door: 0.7507, Acc.table: 0.7711, Acc.mountain: 0.8014, Acc.plant: 0.6594, Acc.curtain: 0.8291, Acc.chair: 0.6873, Acc.car: 0.9375, Acc.water: 0.6798, Acc.painting: 0.8882, Acc.sofa: 0.8935, Acc.shelf: 0.5719, Acc.house: 0.7903, Acc.sea: 0.9612, Acc.mirror: 0.7775, Acc.rug: 0.8072, Acc.field: 0.5837, Acc.armchair: 0.5863, Acc.seat: 0.8602, Acc.fence: 0.7430, Acc.desk: 0.6657, Acc.rock: 0.8433, Acc.wardrobe: 0.6582, Acc.lamp: 0.8097, Acc.bathtub: 0.8816, Acc.railing: 0.5017, Acc.cushion: 0.7774, Acc.base: 0.5284, Acc.box: 0.3912, Acc.column: 0.7054, Acc.signboard: 0.6093, Acc.chest of drawers: 0.7312, Acc.counter: 0.5336, Acc.sand: 0.5953, Acc.sink: 0.8336, Acc.skyscraper: 0.3964, Acc.fireplace: 0.9212, Acc.refrigerator: 0.8713, Acc.grandstand: 0.7914, Acc.path: 0.1297, Acc.stairs: 0.3868, Acc.runway: 0.5542, Acc.case: 0.7738, Acc.pool table: 0.9708, Acc.pillow: 0.7698, Acc.screen door: 0.8974, Acc.stairway: 0.5062, Acc.river: 0.3421, Acc.bridge: 0.8824, Acc.bookcase: 0.4764, Acc.blind: 0.5507, Acc.coffee table: 0.8881, Acc.toilet: 0.9118, Acc.flower: 0.5307, Acc.book: 0.7229, Acc.hill: 0.0843, Acc.bench: 0.6918, Acc.countertop: 0.7650, Acc.stove: 0.8743, Acc.palm: 0.6708, Acc.kitchen island: 0.8779, Acc.computer: 0.8804, Acc.swivel chair: 0.6402, Acc.boat: 0.9311, Acc.bar: 0.2194, Acc.arcade machine: 0.7920, Acc.hovel: 0.1425, Acc.bus: 0.9598, Acc.towel: 0.8869, Acc.light: 0.7042, Acc.truck: 0.6363, Acc.tower: 0.1987, Acc.chandelier: 0.8294, Acc.awning: 0.5646, Acc.streetlight: 0.5759, Acc.booth: 0.3834, Acc.television receiver: 0.8367, Acc.airplane: 0.6940, Acc.dirt track: 0.0000, Acc.apparel: 0.5457, Acc.pole: 0.4162, Acc.land: 0.0175, Acc.bannister: 0.2739, Acc.escalator: 0.2545, Acc.ottoman: 0.7196, Acc.bottle: 0.3752, Acc.buffet: 0.5993, Acc.poster: 0.4325, Acc.stage: 0.3705, Acc.van: 0.6842, Acc.ship: 0.0006, Acc.fountain: 0.2777, Acc.conveyer belt: 0.7415, Acc.canopy: 0.2698, Acc.washer: 0.7511, Acc.plaything: 0.6237, Acc.swimming pool: 0.4980, Acc.stool: 0.7567, Acc.barrel: 0.6862, Acc.basket: 0.4127, Acc.waterfall: 0.9465, Acc.tent: 0.9785, Acc.bag: 0.2350, Acc.minibike: 0.6613, Acc.cradle: 0.9667, Acc.oven: 0.4848, Acc.ball: 0.7279, Acc.food: 0.8296, Acc.step: 0.2398, Acc.tank: 0.5260, Acc.trade name: 0.3755, Acc.microwave: 0.9519, Acc.pot: 0.6753, Acc.animal: 0.6461, Acc.bicycle: 0.8211, Acc.lake: 0.0000, Acc.dishwasher: 0.7070, Acc.screen: 0.7443, Acc.blanket: 0.3565, Acc.sculpture: 0.8903, Acc.hood: 0.7508, Acc.sconce: 0.7257, Acc.vase: 0.7377, Acc.traffic light: 0.6551, Acc.tray: 0.2778, Acc.ashcan: 0.6982, Acc.fan: 0.8556, Acc.pier: 0.0202, Acc.crt screen: 0.0619, Acc.plate: 0.7958, Acc.monitor: 0.8061, Acc.bulletin board: 0.7318, Acc.shower: 0.1219, Acc.radiator: 0.7056, Acc.glass: 0.2475, Acc.clock: 0.6784, Acc.flag: 0.5803 2023-12-25 20:46:31,268 - mmseg - INFO - Iter [25050/160000] lr: 8.434e-05, eta: 20:06:14, time: 0.964, data_time: 0.485, memory: 40245, decode.loss_cls: 0.5690, decode.loss_mask: 0.6844, decode.loss_dice: 0.9846, decode.d0.loss_cls: 1.5700, decode.d0.loss_mask: 0.7202, decode.d0.loss_dice: 1.1002, decode.d1.loss_cls: 0.6565, decode.d1.loss_mask: 0.7074, decode.d1.loss_dice: 1.0385, decode.d2.loss_cls: 0.6049, decode.d2.loss_mask: 0.6885, decode.d2.loss_dice: 1.0083, decode.d3.loss_cls: 0.5919, decode.d3.loss_mask: 0.6885, decode.d3.loss_dice: 0.9898, decode.d4.loss_cls: 0.5884, decode.d4.loss_mask: 0.6885, decode.d4.loss_dice: 0.9883, decode.d5.loss_cls: 0.5754, decode.d5.loss_mask: 0.6875, decode.d5.loss_dice: 0.9911, decode.d6.loss_cls: 0.5753, decode.d6.loss_mask: 0.6827, decode.d6.loss_dice: 0.9730, decode.d7.loss_cls: 0.5723, decode.d7.loss_mask: 0.6825, decode.d7.loss_dice: 0.9819, decode.d8.loss_cls: 0.5699, decode.d8.loss_mask: 0.6816, decode.d8.loss_dice: 0.9780, loss: 23.8191, grad_norm: 57.9386 2023-12-25 20:46:55,825 - mmseg - INFO - Iter [25100/160000] lr: 8.431e-05, eta: 20:05:28, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5950, decode.loss_mask: 0.6707, decode.loss_dice: 0.9802, decode.d0.loss_cls: 1.5877, decode.d0.loss_mask: 0.7112, decode.d0.loss_dice: 1.1067, decode.d1.loss_cls: 0.7032, decode.d1.loss_mask: 0.6972, decode.d1.loss_dice: 1.0569, decode.d2.loss_cls: 0.6416, decode.d2.loss_mask: 0.6823, decode.d2.loss_dice: 1.0164, decode.d3.loss_cls: 0.6191, decode.d3.loss_mask: 0.6817, decode.d3.loss_dice: 0.9908, decode.d4.loss_cls: 0.6145, decode.d4.loss_mask: 0.6754, decode.d4.loss_dice: 0.9873, decode.d5.loss_cls: 0.6127, decode.d5.loss_mask: 0.6762, decode.d5.loss_dice: 0.9853, decode.d6.loss_cls: 0.6024, decode.d6.loss_mask: 0.6724, decode.d6.loss_dice: 0.9865, decode.d7.loss_cls: 0.5922, decode.d7.loss_mask: 0.6725, decode.d7.loss_dice: 0.9840, decode.d8.loss_cls: 0.5924, decode.d8.loss_mask: 0.6738, decode.d8.loss_dice: 0.9837, loss: 24.0520, grad_norm: 58.6729 2023-12-25 20:47:20,205 - mmseg - INFO - Iter [25150/160000] lr: 8.428e-05, eta: 20:04:39, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5885, decode.loss_mask: 0.6814, decode.loss_dice: 1.0061, decode.d0.loss_cls: 1.5741, decode.d0.loss_mask: 0.7263, decode.d0.loss_dice: 1.1527, decode.d1.loss_cls: 0.6849, decode.d1.loss_mask: 0.7108, decode.d1.loss_dice: 1.0929, decode.d2.loss_cls: 0.6236, decode.d2.loss_mask: 0.6920, decode.d2.loss_dice: 1.0472, decode.d3.loss_cls: 0.6068, decode.d3.loss_mask: 0.6864, decode.d3.loss_dice: 1.0169, decode.d4.loss_cls: 0.5928, decode.d4.loss_mask: 0.6870, decode.d4.loss_dice: 1.0220, decode.d5.loss_cls: 0.5906, decode.d5.loss_mask: 0.6888, decode.d5.loss_dice: 1.0201, decode.d6.loss_cls: 0.5825, decode.d6.loss_mask: 0.6818, decode.d6.loss_dice: 1.0096, decode.d7.loss_cls: 0.5801, decode.d7.loss_mask: 0.6836, decode.d7.loss_dice: 1.0101, decode.d8.loss_cls: 0.5839, decode.d8.loss_mask: 0.6854, decode.d8.loss_dice: 1.0083, loss: 24.3174, grad_norm: 61.1005 2023-12-25 20:47:46,808 - mmseg - INFO - Iter [25200/160000] lr: 8.425e-05, eta: 20:04:11, time: 0.532, data_time: 0.059, memory: 40245, decode.loss_cls: 0.5496, decode.loss_mask: 0.6686, decode.loss_dice: 0.9808, decode.d0.loss_cls: 1.5571, decode.d0.loss_mask: 0.7001, decode.d0.loss_dice: 1.0970, decode.d1.loss_cls: 0.6628, decode.d1.loss_mask: 0.6895, decode.d1.loss_dice: 1.0454, decode.d2.loss_cls: 0.6059, decode.d2.loss_mask: 0.6699, decode.d2.loss_dice: 1.0020, decode.d3.loss_cls: 0.5761, decode.d3.loss_mask: 0.6706, decode.d3.loss_dice: 0.9875, decode.d4.loss_cls: 0.5595, decode.d4.loss_mask: 0.6667, decode.d4.loss_dice: 0.9890, decode.d5.loss_cls: 0.5584, decode.d5.loss_mask: 0.6648, decode.d5.loss_dice: 0.9826, decode.d6.loss_cls: 0.5549, decode.d6.loss_mask: 0.6657, decode.d6.loss_dice: 0.9785, decode.d7.loss_cls: 0.5482, decode.d7.loss_mask: 0.6642, decode.d7.loss_dice: 0.9860, decode.d8.loss_cls: 0.5518, decode.d8.loss_mask: 0.6663, decode.d8.loss_dice: 0.9764, loss: 23.4760, grad_norm: 60.9534 2023-12-25 20:48:11,064 - mmseg - INFO - Iter [25250/160000] lr: 8.422e-05, eta: 20:03:21, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5530, decode.loss_mask: 0.6715, decode.loss_dice: 0.9494, decode.d0.loss_cls: 1.5391, decode.d0.loss_mask: 0.7073, decode.d0.loss_dice: 1.0752, decode.d1.loss_cls: 0.6465, decode.d1.loss_mask: 0.6944, decode.d1.loss_dice: 1.0239, decode.d2.loss_cls: 0.5915, decode.d2.loss_mask: 0.6777, decode.d2.loss_dice: 0.9851, decode.d3.loss_cls: 0.5818, decode.d3.loss_mask: 0.6731, decode.d3.loss_dice: 0.9602, decode.d4.loss_cls: 0.5694, decode.d4.loss_mask: 0.6743, decode.d4.loss_dice: 0.9656, decode.d5.loss_cls: 0.5608, decode.d5.loss_mask: 0.6759, decode.d5.loss_dice: 0.9589, decode.d6.loss_cls: 0.5595, decode.d6.loss_mask: 0.6690, decode.d6.loss_dice: 0.9480, decode.d7.loss_cls: 0.5505, decode.d7.loss_mask: 0.6720, decode.d7.loss_dice: 0.9502, decode.d8.loss_cls: 0.5541, decode.d8.loss_mask: 0.6729, decode.d8.loss_dice: 0.9474, loss: 23.2581, grad_norm: 54.7396 2023-12-25 20:48:35,280 - mmseg - INFO - Iter [25300/160000] lr: 8.419e-05, eta: 20:02:32, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5453, decode.loss_mask: 0.6755, decode.loss_dice: 0.9274, decode.d0.loss_cls: 1.5433, decode.d0.loss_mask: 0.7202, decode.d0.loss_dice: 1.0569, decode.d1.loss_cls: 0.6552, decode.d1.loss_mask: 0.7022, decode.d1.loss_dice: 1.0063, decode.d2.loss_cls: 0.5911, decode.d2.loss_mask: 0.6865, decode.d2.loss_dice: 0.9683, decode.d3.loss_cls: 0.5752, decode.d3.loss_mask: 0.6814, decode.d3.loss_dice: 0.9429, decode.d4.loss_cls: 0.5600, decode.d4.loss_mask: 0.6840, decode.d4.loss_dice: 0.9504, decode.d5.loss_cls: 0.5572, decode.d5.loss_mask: 0.6836, decode.d5.loss_dice: 0.9397, decode.d6.loss_cls: 0.5576, decode.d6.loss_mask: 0.6789, decode.d6.loss_dice: 0.9278, decode.d7.loss_cls: 0.5479, decode.d7.loss_mask: 0.6777, decode.d7.loss_dice: 0.9344, decode.d8.loss_cls: 0.5492, decode.d8.loss_mask: 0.6751, decode.d8.loss_dice: 0.9342, loss: 23.1354, grad_norm: 63.6661 2023-12-25 20:48:59,464 - mmseg - INFO - Iter [25350/160000] lr: 8.416e-05, eta: 20:01:42, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5403, decode.loss_mask: 0.6651, decode.loss_dice: 0.9508, decode.d0.loss_cls: 1.5678, decode.d0.loss_mask: 0.7015, decode.d0.loss_dice: 1.0784, decode.d1.loss_cls: 0.6435, decode.d1.loss_mask: 0.6882, decode.d1.loss_dice: 1.0210, decode.d2.loss_cls: 0.5814, decode.d2.loss_mask: 0.6735, decode.d2.loss_dice: 0.9861, decode.d3.loss_cls: 0.5661, decode.d3.loss_mask: 0.6590, decode.d3.loss_dice: 0.9617, decode.d4.loss_cls: 0.5603, decode.d4.loss_mask: 0.6605, decode.d4.loss_dice: 0.9561, decode.d5.loss_cls: 0.5525, decode.d5.loss_mask: 0.6642, decode.d5.loss_dice: 0.9540, decode.d6.loss_cls: 0.5460, decode.d6.loss_mask: 0.6585, decode.d6.loss_dice: 0.9522, decode.d7.loss_cls: 0.5415, decode.d7.loss_mask: 0.6627, decode.d7.loss_dice: 0.9492, decode.d8.loss_cls: 0.5401, decode.d8.loss_mask: 0.6647, decode.d8.loss_dice: 0.9506, loss: 23.0974, grad_norm: 64.0612 2023-12-25 20:49:23,724 - mmseg - INFO - Iter [25400/160000] lr: 8.413e-05, eta: 20:00:53, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5725, decode.loss_mask: 0.6757, decode.loss_dice: 0.9784, decode.d0.loss_cls: 1.5985, decode.d0.loss_mask: 0.7103, decode.d0.loss_dice: 1.0983, decode.d1.loss_cls: 0.6930, decode.d1.loss_mask: 0.6960, decode.d1.loss_dice: 1.0524, decode.d2.loss_cls: 0.6266, decode.d2.loss_mask: 0.6790, decode.d2.loss_dice: 1.0083, decode.d3.loss_cls: 0.6037, decode.d3.loss_mask: 0.6714, decode.d3.loss_dice: 0.9919, decode.d4.loss_cls: 0.5909, decode.d4.loss_mask: 0.6726, decode.d4.loss_dice: 0.9855, decode.d5.loss_cls: 0.5811, decode.d5.loss_mask: 0.6701, decode.d5.loss_dice: 0.9860, decode.d6.loss_cls: 0.5774, decode.d6.loss_mask: 0.6730, decode.d6.loss_dice: 0.9770, decode.d7.loss_cls: 0.5801, decode.d7.loss_mask: 0.6729, decode.d7.loss_dice: 0.9763, decode.d8.loss_cls: 0.5769, decode.d8.loss_mask: 0.6730, decode.d8.loss_dice: 0.9731, loss: 23.8219, grad_norm: 56.7022 2023-12-25 20:49:48,222 - mmseg - INFO - Iter [25450/160000] lr: 8.409e-05, eta: 20:00:07, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5825, decode.loss_mask: 0.6646, decode.loss_dice: 0.9938, decode.d0.loss_cls: 1.6240, decode.d0.loss_mask: 0.7148, decode.d0.loss_dice: 1.1256, decode.d1.loss_cls: 0.6979, decode.d1.loss_mask: 0.6965, decode.d1.loss_dice: 1.0592, decode.d2.loss_cls: 0.6303, decode.d2.loss_mask: 0.6738, decode.d2.loss_dice: 1.0343, decode.d3.loss_cls: 0.6146, decode.d3.loss_mask: 0.6733, decode.d3.loss_dice: 1.0034, decode.d4.loss_cls: 0.6028, decode.d4.loss_mask: 0.6675, decode.d4.loss_dice: 1.0059, decode.d5.loss_cls: 0.5917, decode.d5.loss_mask: 0.6719, decode.d5.loss_dice: 1.0026, decode.d6.loss_cls: 0.5818, decode.d6.loss_mask: 0.6670, decode.d6.loss_dice: 0.9976, decode.d7.loss_cls: 0.5876, decode.d7.loss_mask: 0.6645, decode.d7.loss_dice: 0.9966, decode.d8.loss_cls: 0.5822, decode.d8.loss_mask: 0.6663, decode.d8.loss_dice: 0.9928, loss: 24.0673, grad_norm: 57.1303 2023-12-25 20:50:12,634 - mmseg - INFO - Iter [25500/160000] lr: 8.406e-05, eta: 19:59:20, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5558, decode.loss_mask: 0.6590, decode.loss_dice: 0.9633, decode.d0.loss_cls: 1.5408, decode.d0.loss_mask: 0.7072, decode.d0.loss_dice: 1.0957, decode.d1.loss_cls: 0.6553, decode.d1.loss_mask: 0.6842, decode.d1.loss_dice: 1.0412, decode.d2.loss_cls: 0.5985, decode.d2.loss_mask: 0.6713, decode.d2.loss_dice: 1.0038, decode.d3.loss_cls: 0.5854, decode.d3.loss_mask: 0.6627, decode.d3.loss_dice: 0.9778, decode.d4.loss_cls: 0.5751, decode.d4.loss_mask: 0.6597, decode.d4.loss_dice: 0.9791, decode.d5.loss_cls: 0.5641, decode.d5.loss_mask: 0.6598, decode.d5.loss_dice: 0.9807, decode.d6.loss_cls: 0.5621, decode.d6.loss_mask: 0.6593, decode.d6.loss_dice: 0.9683, decode.d7.loss_cls: 0.5616, decode.d7.loss_mask: 0.6604, decode.d7.loss_dice: 0.9658, decode.d8.loss_cls: 0.5533, decode.d8.loss_mask: 0.6603, decode.d8.loss_dice: 0.9708, loss: 23.3822, grad_norm: 65.8014 2023-12-25 20:50:37,006 - mmseg - INFO - Iter [25550/160000] lr: 8.403e-05, eta: 19:58:32, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5429, decode.loss_mask: 0.6708, decode.loss_dice: 0.9277, decode.d0.loss_cls: 1.5339, decode.d0.loss_mask: 0.7037, decode.d0.loss_dice: 1.0464, decode.d1.loss_cls: 0.6441, decode.d1.loss_mask: 0.7026, decode.d1.loss_dice: 0.9967, decode.d2.loss_cls: 0.5744, decode.d2.loss_mask: 0.6834, decode.d2.loss_dice: 0.9664, decode.d3.loss_cls: 0.5649, decode.d3.loss_mask: 0.6771, decode.d3.loss_dice: 0.9509, decode.d4.loss_cls: 0.5482, decode.d4.loss_mask: 0.6761, decode.d4.loss_dice: 0.9481, decode.d5.loss_cls: 0.5449, decode.d5.loss_mask: 0.6772, decode.d5.loss_dice: 0.9479, decode.d6.loss_cls: 0.5480, decode.d6.loss_mask: 0.6749, decode.d6.loss_dice: 0.9287, decode.d7.loss_cls: 0.5423, decode.d7.loss_mask: 0.6740, decode.d7.loss_dice: 0.9342, decode.d8.loss_cls: 0.5366, decode.d8.loss_mask: 0.6737, decode.d8.loss_dice: 0.9349, loss: 22.9756, grad_norm: 61.7450 2023-12-25 20:51:01,614 - mmseg - INFO - Iter [25600/160000] lr: 8.400e-05, eta: 19:57:47, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5640, decode.loss_mask: 0.6849, decode.loss_dice: 0.9617, decode.d0.loss_cls: 1.5355, decode.d0.loss_mask: 0.7246, decode.d0.loss_dice: 1.0699, decode.d1.loss_cls: 0.6540, decode.d1.loss_mask: 0.7107, decode.d1.loss_dice: 1.0283, decode.d2.loss_cls: 0.5968, decode.d2.loss_mask: 0.6952, decode.d2.loss_dice: 0.9982, decode.d3.loss_cls: 0.5799, decode.d3.loss_mask: 0.6893, decode.d3.loss_dice: 0.9688, decode.d4.loss_cls: 0.5788, decode.d4.loss_mask: 0.6835, decode.d4.loss_dice: 0.9647, decode.d5.loss_cls: 0.5690, decode.d5.loss_mask: 0.6805, decode.d5.loss_dice: 0.9660, decode.d6.loss_cls: 0.5768, decode.d6.loss_mask: 0.6791, decode.d6.loss_dice: 0.9556, decode.d7.loss_cls: 0.5665, decode.d7.loss_mask: 0.6799, decode.d7.loss_dice: 0.9588, decode.d8.loss_cls: 0.5647, decode.d8.loss_mask: 0.6814, decode.d8.loss_dice: 0.9601, loss: 23.5272, grad_norm: 58.5382 2023-12-25 20:51:25,951 - mmseg - INFO - Iter [25650/160000] lr: 8.397e-05, eta: 19:57:00, time: 0.487, data_time: 0.011, memory: 40245, decode.loss_cls: 0.5531, decode.loss_mask: 0.6765, decode.loss_dice: 0.9889, decode.d0.loss_cls: 1.5464, decode.d0.loss_mask: 0.7162, decode.d0.loss_dice: 1.1145, decode.d1.loss_cls: 0.6607, decode.d1.loss_mask: 0.6972, decode.d1.loss_dice: 1.0599, decode.d2.loss_cls: 0.5952, decode.d2.loss_mask: 0.6840, decode.d2.loss_dice: 1.0175, decode.d3.loss_cls: 0.5781, decode.d3.loss_mask: 0.6808, decode.d3.loss_dice: 0.9946, decode.d4.loss_cls: 0.5759, decode.d4.loss_mask: 0.6820, decode.d4.loss_dice: 1.0038, decode.d5.loss_cls: 0.5717, decode.d5.loss_mask: 0.6769, decode.d5.loss_dice: 0.9931, decode.d6.loss_cls: 0.5680, decode.d6.loss_mask: 0.6733, decode.d6.loss_dice: 0.9835, decode.d7.loss_cls: 0.5645, decode.d7.loss_mask: 0.6727, decode.d7.loss_dice: 0.9863, decode.d8.loss_cls: 0.5644, decode.d8.loss_mask: 0.6745, decode.d8.loss_dice: 0.9854, loss: 23.7394, grad_norm: 66.2182 2023-12-25 20:51:50,189 - mmseg - INFO - Iter [25700/160000] lr: 8.394e-05, eta: 19:56:12, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5690, decode.loss_mask: 0.6721, decode.loss_dice: 0.9714, decode.d0.loss_cls: 1.5736, decode.d0.loss_mask: 0.7161, decode.d0.loss_dice: 1.1107, decode.d1.loss_cls: 0.6727, decode.d1.loss_mask: 0.6959, decode.d1.loss_dice: 1.0500, decode.d2.loss_cls: 0.6066, decode.d2.loss_mask: 0.6825, decode.d2.loss_dice: 1.0074, decode.d3.loss_cls: 0.5973, decode.d3.loss_mask: 0.6823, decode.d3.loss_dice: 0.9853, decode.d4.loss_cls: 0.5826, decode.d4.loss_mask: 0.6811, decode.d4.loss_dice: 0.9880, decode.d5.loss_cls: 0.5728, decode.d5.loss_mask: 0.6744, decode.d5.loss_dice: 0.9851, decode.d6.loss_cls: 0.5749, decode.d6.loss_mask: 0.6734, decode.d6.loss_dice: 0.9720, decode.d7.loss_cls: 0.5725, decode.d7.loss_mask: 0.6753, decode.d7.loss_dice: 0.9735, decode.d8.loss_cls: 0.5658, decode.d8.loss_mask: 0.6762, decode.d8.loss_dice: 0.9692, loss: 23.7298, grad_norm: 59.2473 2023-12-25 20:52:14,499 - mmseg - INFO - Iter [25750/160000] lr: 8.391e-05, eta: 19:55:25, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5768, decode.loss_mask: 0.6672, decode.loss_dice: 1.0053, decode.d0.loss_cls: 1.5637, decode.d0.loss_mask: 0.7107, decode.d0.loss_dice: 1.1377, decode.d1.loss_cls: 0.6564, decode.d1.loss_mask: 0.6984, decode.d1.loss_dice: 1.0837, decode.d2.loss_cls: 0.6080, decode.d2.loss_mask: 0.6806, decode.d2.loss_dice: 1.0360, decode.d3.loss_cls: 0.5911, decode.d3.loss_mask: 0.6719, decode.d3.loss_dice: 1.0090, decode.d4.loss_cls: 0.5771, decode.d4.loss_mask: 0.6724, decode.d4.loss_dice: 1.0143, decode.d5.loss_cls: 0.5697, decode.d5.loss_mask: 0.6700, decode.d5.loss_dice: 1.0155, decode.d6.loss_cls: 0.5737, decode.d6.loss_mask: 0.6680, decode.d6.loss_dice: 1.0071, decode.d7.loss_cls: 0.5706, decode.d7.loss_mask: 0.6630, decode.d7.loss_dice: 1.0079, decode.d8.loss_cls: 0.5730, decode.d8.loss_mask: 0.6687, decode.d8.loss_dice: 1.0080, loss: 23.9556, grad_norm: 59.2677 2023-12-25 20:52:38,842 - mmseg - INFO - Iter [25800/160000] lr: 8.388e-05, eta: 19:54:38, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5885, decode.loss_mask: 0.6952, decode.loss_dice: 1.0104, decode.d0.loss_cls: 1.5885, decode.d0.loss_mask: 0.7344, decode.d0.loss_dice: 1.1325, decode.d1.loss_cls: 0.6860, decode.d1.loss_mask: 0.7224, decode.d1.loss_dice: 1.0794, decode.d2.loss_cls: 0.6395, decode.d2.loss_mask: 0.7066, decode.d2.loss_dice: 1.0405, decode.d3.loss_cls: 0.6161, decode.d3.loss_mask: 0.7002, decode.d3.loss_dice: 1.0231, decode.d4.loss_cls: 0.6033, decode.d4.loss_mask: 0.7029, decode.d4.loss_dice: 1.0231, decode.d5.loss_cls: 0.6003, decode.d5.loss_mask: 0.6988, decode.d5.loss_dice: 1.0241, decode.d6.loss_cls: 0.5995, decode.d6.loss_mask: 0.6954, decode.d6.loss_dice: 1.0068, decode.d7.loss_cls: 0.5991, decode.d7.loss_mask: 0.6939, decode.d7.loss_dice: 1.0062, decode.d8.loss_cls: 0.5937, decode.d8.loss_mask: 0.6920, decode.d8.loss_dice: 1.0088, loss: 24.5112, grad_norm: 61.7952 2023-12-25 20:53:03,062 - mmseg - INFO - Iter [25850/160000] lr: 8.384e-05, eta: 19:53:50, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5558, decode.loss_mask: 0.6571, decode.loss_dice: 0.9366, decode.d0.loss_cls: 1.5833, decode.d0.loss_mask: 0.6968, decode.d0.loss_dice: 1.0780, decode.d1.loss_cls: 0.6626, decode.d1.loss_mask: 0.6805, decode.d1.loss_dice: 1.0159, decode.d2.loss_cls: 0.6094, decode.d2.loss_mask: 0.6723, decode.d2.loss_dice: 0.9856, decode.d3.loss_cls: 0.5875, decode.d3.loss_mask: 0.6608, decode.d3.loss_dice: 0.9544, decode.d4.loss_cls: 0.5705, decode.d4.loss_mask: 0.6598, decode.d4.loss_dice: 0.9555, decode.d5.loss_cls: 0.5711, decode.d5.loss_mask: 0.6577, decode.d5.loss_dice: 0.9525, decode.d6.loss_cls: 0.5624, decode.d6.loss_mask: 0.6539, decode.d6.loss_dice: 0.9362, decode.d7.loss_cls: 0.5555, decode.d7.loss_mask: 0.6565, decode.d7.loss_dice: 0.9418, decode.d8.loss_cls: 0.5530, decode.d8.loss_mask: 0.6540, decode.d8.loss_dice: 0.9381, loss: 23.1553, grad_norm: 60.3101 2023-12-25 20:53:27,353 - mmseg - INFO - Iter [25900/160000] lr: 8.381e-05, eta: 19:53:03, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5523, decode.loss_mask: 0.6810, decode.loss_dice: 0.9817, decode.d0.loss_cls: 1.5503, decode.d0.loss_mask: 0.7337, decode.d0.loss_dice: 1.1162, decode.d1.loss_cls: 0.6519, decode.d1.loss_mask: 0.7105, decode.d1.loss_dice: 1.0619, decode.d2.loss_cls: 0.6014, decode.d2.loss_mask: 0.6881, decode.d2.loss_dice: 1.0204, decode.d3.loss_cls: 0.5775, decode.d3.loss_mask: 0.6874, decode.d3.loss_dice: 0.9989, decode.d4.loss_cls: 0.5689, decode.d4.loss_mask: 0.6844, decode.d4.loss_dice: 0.9998, decode.d5.loss_cls: 0.5700, decode.d5.loss_mask: 0.6821, decode.d5.loss_dice: 0.9956, decode.d6.loss_cls: 0.5637, decode.d6.loss_mask: 0.6834, decode.d6.loss_dice: 0.9768, decode.d7.loss_cls: 0.5519, decode.d7.loss_mask: 0.6832, decode.d7.loss_dice: 0.9837, decode.d8.loss_cls: 0.5491, decode.d8.loss_mask: 0.6840, decode.d8.loss_dice: 0.9806, loss: 23.7704, grad_norm: 57.4731 2023-12-25 20:53:51,556 - mmseg - INFO - Iter [25950/160000] lr: 8.378e-05, eta: 19:52:16, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5783, decode.loss_mask: 0.6768, decode.loss_dice: 1.0050, decode.d0.loss_cls: 1.5941, decode.d0.loss_mask: 0.7227, decode.d0.loss_dice: 1.1345, decode.d1.loss_cls: 0.6788, decode.d1.loss_mask: 0.7061, decode.d1.loss_dice: 1.0667, decode.d2.loss_cls: 0.6301, decode.d2.loss_mask: 0.6863, decode.d2.loss_dice: 1.0277, decode.d3.loss_cls: 0.6078, decode.d3.loss_mask: 0.6839, decode.d3.loss_dice: 1.0071, decode.d4.loss_cls: 0.5968, decode.d4.loss_mask: 0.6814, decode.d4.loss_dice: 1.0170, decode.d5.loss_cls: 0.5871, decode.d5.loss_mask: 0.6769, decode.d5.loss_dice: 1.0090, decode.d6.loss_cls: 0.5813, decode.d6.loss_mask: 0.6816, decode.d6.loss_dice: 0.9980, decode.d7.loss_cls: 0.5766, decode.d7.loss_mask: 0.6815, decode.d7.loss_dice: 1.0056, decode.d8.loss_cls: 0.5762, decode.d8.loss_mask: 0.6797, decode.d8.loss_dice: 1.0099, loss: 24.1645, grad_norm: 53.8627 2023-12-25 20:54:15,815 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 20:54:15,815 - mmseg - INFO - Iter [26000/160000] lr: 8.375e-05, eta: 19:51:29, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5550, decode.loss_mask: 0.6807, decode.loss_dice: 0.9783, decode.d0.loss_cls: 1.5226, decode.d0.loss_mask: 0.7144, decode.d0.loss_dice: 1.0962, decode.d1.loss_cls: 0.6541, decode.d1.loss_mask: 0.7112, decode.d1.loss_dice: 1.0512, decode.d2.loss_cls: 0.5949, decode.d2.loss_mask: 0.6859, decode.d2.loss_dice: 1.0153, decode.d3.loss_cls: 0.5737, decode.d3.loss_mask: 0.6839, decode.d3.loss_dice: 0.9950, decode.d4.loss_cls: 0.5677, decode.d4.loss_mask: 0.6842, decode.d4.loss_dice: 0.9899, decode.d5.loss_cls: 0.5592, decode.d5.loss_mask: 0.6812, decode.d5.loss_dice: 0.9885, decode.d6.loss_cls: 0.5570, decode.d6.loss_mask: 0.6764, decode.d6.loss_dice: 0.9746, decode.d7.loss_cls: 0.5533, decode.d7.loss_mask: 0.6783, decode.d7.loss_dice: 0.9826, decode.d8.loss_cls: 0.5471, decode.d8.loss_mask: 0.6840, decode.d8.loss_dice: 0.9881, loss: 23.6244, grad_norm: 59.8267 2023-12-25 20:54:40,133 - mmseg - INFO - Iter [26050/160000] lr: 8.372e-05, eta: 19:50:42, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5715, decode.loss_mask: 0.6818, decode.loss_dice: 0.9786, decode.d0.loss_cls: 1.5921, decode.d0.loss_mask: 0.7238, decode.d0.loss_dice: 1.1150, decode.d1.loss_cls: 0.6728, decode.d1.loss_mask: 0.7037, decode.d1.loss_dice: 1.0568, decode.d2.loss_cls: 0.6158, decode.d2.loss_mask: 0.6869, decode.d2.loss_dice: 1.0182, decode.d3.loss_cls: 0.6072, decode.d3.loss_mask: 0.6752, decode.d3.loss_dice: 0.9957, decode.d4.loss_cls: 0.5849, decode.d4.loss_mask: 0.6855, decode.d4.loss_dice: 1.0014, decode.d5.loss_cls: 0.5792, decode.d5.loss_mask: 0.6836, decode.d5.loss_dice: 0.9902, decode.d6.loss_cls: 0.5788, decode.d6.loss_mask: 0.6815, decode.d6.loss_dice: 0.9837, decode.d7.loss_cls: 0.5739, decode.d7.loss_mask: 0.6819, decode.d7.loss_dice: 0.9805, decode.d8.loss_cls: 0.5687, decode.d8.loss_mask: 0.6792, decode.d8.loss_dice: 0.9809, loss: 23.9289, grad_norm: 62.8758 2023-12-25 20:55:04,684 - mmseg - INFO - Iter [26100/160000] lr: 8.369e-05, eta: 19:49:58, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5815, decode.loss_mask: 0.6812, decode.loss_dice: 0.9840, decode.d0.loss_cls: 1.5946, decode.d0.loss_mask: 0.7162, decode.d0.loss_dice: 1.1227, decode.d1.loss_cls: 0.6817, decode.d1.loss_mask: 0.7027, decode.d1.loss_dice: 1.0611, decode.d2.loss_cls: 0.6285, decode.d2.loss_mask: 0.6869, decode.d2.loss_dice: 1.0125, decode.d3.loss_cls: 0.6277, decode.d3.loss_mask: 0.6791, decode.d3.loss_dice: 0.9879, decode.d4.loss_cls: 0.6101, decode.d4.loss_mask: 0.6781, decode.d4.loss_dice: 0.9890, decode.d5.loss_cls: 0.6073, decode.d5.loss_mask: 0.6758, decode.d5.loss_dice: 0.9859, decode.d6.loss_cls: 0.5956, decode.d6.loss_mask: 0.6802, decode.d6.loss_dice: 0.9832, decode.d7.loss_cls: 0.5881, decode.d7.loss_mask: 0.6802, decode.d7.loss_dice: 0.9824, decode.d8.loss_cls: 0.5895, decode.d8.loss_mask: 0.6802, decode.d8.loss_dice: 0.9830, loss: 24.0571, grad_norm: 63.3295 2023-12-25 20:55:29,134 - mmseg - INFO - Iter [26150/160000] lr: 8.366e-05, eta: 19:49:13, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5899, decode.loss_mask: 0.6454, decode.loss_dice: 0.9652, decode.d0.loss_cls: 1.6228, decode.d0.loss_mask: 0.6831, decode.d0.loss_dice: 1.1000, decode.d1.loss_cls: 0.6907, decode.d1.loss_mask: 0.6670, decode.d1.loss_dice: 1.0453, decode.d2.loss_cls: 0.6348, decode.d2.loss_mask: 0.6549, decode.d2.loss_dice: 1.0025, decode.d3.loss_cls: 0.6158, decode.d3.loss_mask: 0.6494, decode.d3.loss_dice: 0.9727, decode.d4.loss_cls: 0.6123, decode.d4.loss_mask: 0.6495, decode.d4.loss_dice: 0.9792, decode.d5.loss_cls: 0.6016, decode.d5.loss_mask: 0.6491, decode.d5.loss_dice: 0.9831, decode.d6.loss_cls: 0.6016, decode.d6.loss_mask: 0.6470, decode.d6.loss_dice: 0.9707, decode.d7.loss_cls: 0.5921, decode.d7.loss_mask: 0.6465, decode.d7.loss_dice: 0.9709, decode.d8.loss_cls: 0.5919, decode.d8.loss_mask: 0.6441, decode.d8.loss_dice: 0.9651, loss: 23.6445, grad_norm: 62.0971 2023-12-25 20:55:53,345 - mmseg - INFO - Iter [26200/160000] lr: 8.363e-05, eta: 19:48:26, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5566, decode.loss_mask: 0.6620, decode.loss_dice: 0.9598, decode.d0.loss_cls: 1.5376, decode.d0.loss_mask: 0.7073, decode.d0.loss_dice: 1.0936, decode.d1.loss_cls: 0.6654, decode.d1.loss_mask: 0.6887, decode.d1.loss_dice: 1.0342, decode.d2.loss_cls: 0.5991, decode.d2.loss_mask: 0.6746, decode.d2.loss_dice: 0.9875, decode.d3.loss_cls: 0.5752, decode.d3.loss_mask: 0.6680, decode.d3.loss_dice: 0.9713, decode.d4.loss_cls: 0.5675, decode.d4.loss_mask: 0.6676, decode.d4.loss_dice: 0.9737, decode.d5.loss_cls: 0.5636, decode.d5.loss_mask: 0.6626, decode.d5.loss_dice: 0.9681, decode.d6.loss_cls: 0.5601, decode.d6.loss_mask: 0.6640, decode.d6.loss_dice: 0.9604, decode.d7.loss_cls: 0.5554, decode.d7.loss_mask: 0.6641, decode.d7.loss_dice: 0.9599, decode.d8.loss_cls: 0.5639, decode.d8.loss_mask: 0.6596, decode.d8.loss_dice: 0.9637, loss: 23.3350, grad_norm: 57.3409 2023-12-25 20:56:17,706 - mmseg - INFO - Iter [26250/160000] lr: 8.359e-05, eta: 19:47:41, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5719, decode.loss_mask: 0.6593, decode.loss_dice: 0.9686, decode.d0.loss_cls: 1.5666, decode.d0.loss_mask: 0.7093, decode.d0.loss_dice: 1.0846, decode.d1.loss_cls: 0.6564, decode.d1.loss_mask: 0.6890, decode.d1.loss_dice: 1.0409, decode.d2.loss_cls: 0.6109, decode.d2.loss_mask: 0.6701, decode.d2.loss_dice: 0.9970, decode.d3.loss_cls: 0.5879, decode.d3.loss_mask: 0.6692, decode.d3.loss_dice: 0.9818, decode.d4.loss_cls: 0.5841, decode.d4.loss_mask: 0.6707, decode.d4.loss_dice: 0.9788, decode.d5.loss_cls: 0.5862, decode.d5.loss_mask: 0.6633, decode.d5.loss_dice: 0.9730, decode.d6.loss_cls: 0.5725, decode.d6.loss_mask: 0.6599, decode.d6.loss_dice: 0.9677, decode.d7.loss_cls: 0.5713, decode.d7.loss_mask: 0.6587, decode.d7.loss_dice: 0.9641, decode.d8.loss_cls: 0.5683, decode.d8.loss_mask: 0.6636, decode.d8.loss_dice: 0.9600, loss: 23.5058, grad_norm: 57.3483 2023-12-25 20:56:41,887 - mmseg - INFO - Iter [26300/160000] lr: 8.356e-05, eta: 19:46:54, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5724, decode.loss_mask: 0.6832, decode.loss_dice: 0.9782, decode.d0.loss_cls: 1.5520, decode.d0.loss_mask: 0.7201, decode.d0.loss_dice: 1.0997, decode.d1.loss_cls: 0.6655, decode.d1.loss_mask: 0.7120, decode.d1.loss_dice: 1.0523, decode.d2.loss_cls: 0.6108, decode.d2.loss_mask: 0.6898, decode.d2.loss_dice: 1.0044, decode.d3.loss_cls: 0.5944, decode.d3.loss_mask: 0.6861, decode.d3.loss_dice: 0.9884, decode.d4.loss_cls: 0.5744, decode.d4.loss_mask: 0.6875, decode.d4.loss_dice: 0.9868, decode.d5.loss_cls: 0.5771, decode.d5.loss_mask: 0.6863, decode.d5.loss_dice: 0.9756, decode.d6.loss_cls: 0.5668, decode.d6.loss_mask: 0.6846, decode.d6.loss_dice: 0.9761, decode.d7.loss_cls: 0.5723, decode.d7.loss_mask: 0.6813, decode.d7.loss_dice: 0.9737, decode.d8.loss_cls: 0.5643, decode.d8.loss_mask: 0.6849, decode.d8.loss_dice: 0.9779, loss: 23.7789, grad_norm: 59.9444 2023-12-25 20:57:06,068 - mmseg - INFO - Iter [26350/160000] lr: 8.353e-05, eta: 19:46:07, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5951, decode.loss_mask: 0.6853, decode.loss_dice: 1.0002, decode.d0.loss_cls: 1.5760, decode.d0.loss_mask: 0.7260, decode.d0.loss_dice: 1.1277, decode.d1.loss_cls: 0.6923, decode.d1.loss_mask: 0.7169, decode.d1.loss_dice: 1.0705, decode.d2.loss_cls: 0.6389, decode.d2.loss_mask: 0.6982, decode.d2.loss_dice: 1.0285, decode.d3.loss_cls: 0.6205, decode.d3.loss_mask: 0.6946, decode.d3.loss_dice: 1.0161, decode.d4.loss_cls: 0.6100, decode.d4.loss_mask: 0.6925, decode.d4.loss_dice: 1.0161, decode.d5.loss_cls: 0.6081, decode.d5.loss_mask: 0.6868, decode.d5.loss_dice: 1.0075, decode.d6.loss_cls: 0.6012, decode.d6.loss_mask: 0.6859, decode.d6.loss_dice: 1.0056, decode.d7.loss_cls: 0.5979, decode.d7.loss_mask: 0.6872, decode.d7.loss_dice: 1.0050, decode.d8.loss_cls: 0.5975, decode.d8.loss_mask: 0.6876, decode.d8.loss_dice: 1.0011, loss: 24.3770, grad_norm: 57.5501 2023-12-25 20:57:30,362 - mmseg - INFO - Iter [26400/160000] lr: 8.350e-05, eta: 19:45:22, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5740, decode.loss_mask: 0.6661, decode.loss_dice: 0.9805, decode.d0.loss_cls: 1.6149, decode.d0.loss_mask: 0.7112, decode.d0.loss_dice: 1.1080, decode.d1.loss_cls: 0.6895, decode.d1.loss_mask: 0.6900, decode.d1.loss_dice: 1.0469, decode.d2.loss_cls: 0.6222, decode.d2.loss_mask: 0.6757, decode.d2.loss_dice: 1.0091, decode.d3.loss_cls: 0.6081, decode.d3.loss_mask: 0.6684, decode.d3.loss_dice: 0.9935, decode.d4.loss_cls: 0.5914, decode.d4.loss_mask: 0.6681, decode.d4.loss_dice: 0.9867, decode.d5.loss_cls: 0.5887, decode.d5.loss_mask: 0.6653, decode.d5.loss_dice: 0.9840, decode.d6.loss_cls: 0.5915, decode.d6.loss_mask: 0.6617, decode.d6.loss_dice: 0.9731, decode.d7.loss_cls: 0.5807, decode.d7.loss_mask: 0.6661, decode.d7.loss_dice: 0.9833, decode.d8.loss_cls: 0.5769, decode.d8.loss_mask: 0.6663, decode.d8.loss_dice: 0.9860, loss: 23.8281, grad_norm: 59.5811 2023-12-25 20:57:56,958 - mmseg - INFO - Iter [26450/160000] lr: 8.347e-05, eta: 19:44:55, time: 0.532, data_time: 0.058, memory: 40245, decode.loss_cls: 0.5697, decode.loss_mask: 0.6588, decode.loss_dice: 0.9571, decode.d0.loss_cls: 1.5329, decode.d0.loss_mask: 0.7042, decode.d0.loss_dice: 1.0884, decode.d1.loss_cls: 0.6629, decode.d1.loss_mask: 0.6865, decode.d1.loss_dice: 1.0304, decode.d2.loss_cls: 0.6073, decode.d2.loss_mask: 0.6743, decode.d2.loss_dice: 0.9903, decode.d3.loss_cls: 0.5916, decode.d3.loss_mask: 0.6695, decode.d3.loss_dice: 0.9707, decode.d4.loss_cls: 0.5788, decode.d4.loss_mask: 0.6662, decode.d4.loss_dice: 0.9745, decode.d5.loss_cls: 0.5829, decode.d5.loss_mask: 0.6657, decode.d5.loss_dice: 0.9695, decode.d6.loss_cls: 0.5676, decode.d6.loss_mask: 0.6645, decode.d6.loss_dice: 0.9615, decode.d7.loss_cls: 0.5675, decode.d7.loss_mask: 0.6630, decode.d7.loss_dice: 0.9654, decode.d8.loss_cls: 0.5769, decode.d8.loss_mask: 0.6609, decode.d8.loss_dice: 0.9609, loss: 23.4204, grad_norm: 58.4358 2023-12-25 20:58:21,167 - mmseg - INFO - Iter [26500/160000] lr: 8.344e-05, eta: 19:44:09, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5334, decode.loss_mask: 0.6584, decode.loss_dice: 0.9415, decode.d0.loss_cls: 1.5299, decode.d0.loss_mask: 0.7032, decode.d0.loss_dice: 1.0651, decode.d1.loss_cls: 0.6460, decode.d1.loss_mask: 0.6809, decode.d1.loss_dice: 1.0086, decode.d2.loss_cls: 0.5884, decode.d2.loss_mask: 0.6638, decode.d2.loss_dice: 0.9771, decode.d3.loss_cls: 0.5621, decode.d3.loss_mask: 0.6649, decode.d3.loss_dice: 0.9601, decode.d4.loss_cls: 0.5498, decode.d4.loss_mask: 0.6583, decode.d4.loss_dice: 0.9627, decode.d5.loss_cls: 0.5475, decode.d5.loss_mask: 0.6595, decode.d5.loss_dice: 0.9554, decode.d6.loss_cls: 0.5365, decode.d6.loss_mask: 0.6589, decode.d6.loss_dice: 0.9488, decode.d7.loss_cls: 0.5344, decode.d7.loss_mask: 0.6584, decode.d7.loss_dice: 0.9481, decode.d8.loss_cls: 0.5355, decode.d8.loss_mask: 0.6578, decode.d8.loss_dice: 0.9462, loss: 22.9410, grad_norm: 58.0967 2023-12-25 20:58:45,760 - mmseg - INFO - Iter [26550/160000] lr: 8.341e-05, eta: 19:43:26, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5601, decode.loss_mask: 0.6450, decode.loss_dice: 0.9580, decode.d0.loss_cls: 1.5694, decode.d0.loss_mask: 0.6853, decode.d0.loss_dice: 1.0783, decode.d1.loss_cls: 0.6594, decode.d1.loss_mask: 0.6719, decode.d1.loss_dice: 1.0251, decode.d2.loss_cls: 0.6074, decode.d2.loss_mask: 0.6588, decode.d2.loss_dice: 0.9900, decode.d3.loss_cls: 0.5934, decode.d3.loss_mask: 0.6481, decode.d3.loss_dice: 0.9743, decode.d4.loss_cls: 0.5827, decode.d4.loss_mask: 0.6474, decode.d4.loss_dice: 0.9780, decode.d5.loss_cls: 0.5746, decode.d5.loss_mask: 0.6495, decode.d5.loss_dice: 0.9618, decode.d6.loss_cls: 0.5603, decode.d6.loss_mask: 0.6462, decode.d6.loss_dice: 0.9595, decode.d7.loss_cls: 0.5597, decode.d7.loss_mask: 0.6471, decode.d7.loss_dice: 0.9644, decode.d8.loss_cls: 0.5620, decode.d8.loss_mask: 0.6470, decode.d8.loss_dice: 0.9576, loss: 23.2222, grad_norm: 56.6407 2023-12-25 20:59:10,063 - mmseg - INFO - Iter [26600/160000] lr: 8.338e-05, eta: 19:42:41, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5186, decode.loss_mask: 0.6755, decode.loss_dice: 0.9621, decode.d0.loss_cls: 1.5132, decode.d0.loss_mask: 0.7215, decode.d0.loss_dice: 1.0848, decode.d1.loss_cls: 0.6196, decode.d1.loss_mask: 0.6968, decode.d1.loss_dice: 1.0274, decode.d2.loss_cls: 0.5702, decode.d2.loss_mask: 0.6830, decode.d2.loss_dice: 0.9876, decode.d3.loss_cls: 0.5466, decode.d3.loss_mask: 0.6803, decode.d3.loss_dice: 0.9745, decode.d4.loss_cls: 0.5351, decode.d4.loss_mask: 0.6800, decode.d4.loss_dice: 0.9718, decode.d5.loss_cls: 0.5306, decode.d5.loss_mask: 0.6800, decode.d5.loss_dice: 0.9639, decode.d6.loss_cls: 0.5273, decode.d6.loss_mask: 0.6722, decode.d6.loss_dice: 0.9589, decode.d7.loss_cls: 0.5243, decode.d7.loss_mask: 0.6757, decode.d7.loss_dice: 0.9613, decode.d8.loss_cls: 0.5217, decode.d8.loss_mask: 0.6762, decode.d8.loss_dice: 0.9580, loss: 23.0986, grad_norm: 56.5967 2023-12-25 20:59:34,529 - mmseg - INFO - Iter [26650/160000] lr: 8.334e-05, eta: 19:41:57, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5613, decode.loss_mask: 0.6415, decode.loss_dice: 0.9534, decode.d0.loss_cls: 1.5688, decode.d0.loss_mask: 0.6924, decode.d0.loss_dice: 1.0980, decode.d1.loss_cls: 0.6682, decode.d1.loss_mask: 0.6704, decode.d1.loss_dice: 1.0315, decode.d2.loss_cls: 0.6116, decode.d2.loss_mask: 0.6529, decode.d2.loss_dice: 0.9892, decode.d3.loss_cls: 0.5913, decode.d3.loss_mask: 0.6437, decode.d3.loss_dice: 0.9629, decode.d4.loss_cls: 0.5833, decode.d4.loss_mask: 0.6425, decode.d4.loss_dice: 0.9645, decode.d5.loss_cls: 0.5758, decode.d5.loss_mask: 0.6431, decode.d5.loss_dice: 0.9620, decode.d6.loss_cls: 0.5698, decode.d6.loss_mask: 0.6385, decode.d6.loss_dice: 0.9545, decode.d7.loss_cls: 0.5699, decode.d7.loss_mask: 0.6384, decode.d7.loss_dice: 0.9594, decode.d8.loss_cls: 0.5608, decode.d8.loss_mask: 0.6419, decode.d8.loss_dice: 0.9568, loss: 23.1982, grad_norm: 56.1560 2023-12-25 20:59:59,001 - mmseg - INFO - Iter [26700/160000] lr: 8.331e-05, eta: 19:41:14, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5642, decode.loss_mask: 0.6450, decode.loss_dice: 0.9588, decode.d0.loss_cls: 1.5709, decode.d0.loss_mask: 0.6787, decode.d0.loss_dice: 1.0748, decode.d1.loss_cls: 0.6611, decode.d1.loss_mask: 0.6683, decode.d1.loss_dice: 1.0278, decode.d2.loss_cls: 0.6093, decode.d2.loss_mask: 0.6550, decode.d2.loss_dice: 0.9849, decode.d3.loss_cls: 0.5819, decode.d3.loss_mask: 0.6512, decode.d3.loss_dice: 0.9674, decode.d4.loss_cls: 0.5751, decode.d4.loss_mask: 0.6482, decode.d4.loss_dice: 0.9680, decode.d5.loss_cls: 0.5764, decode.d5.loss_mask: 0.6487, decode.d5.loss_dice: 0.9646, decode.d6.loss_cls: 0.5684, decode.d6.loss_mask: 0.6428, decode.d6.loss_dice: 0.9600, decode.d7.loss_cls: 0.5625, decode.d7.loss_mask: 0.6424, decode.d7.loss_dice: 0.9621, decode.d8.loss_cls: 0.5606, decode.d8.loss_mask: 0.6443, decode.d8.loss_dice: 0.9622, loss: 23.1855, grad_norm: 56.1102 2023-12-25 21:00:23,243 - mmseg - INFO - Iter [26750/160000] lr: 8.328e-05, eta: 19:40:28, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5367, decode.loss_mask: 0.6581, decode.loss_dice: 0.9371, decode.d0.loss_cls: 1.5360, decode.d0.loss_mask: 0.6991, decode.d0.loss_dice: 1.0572, decode.d1.loss_cls: 0.6402, decode.d1.loss_mask: 0.6804, decode.d1.loss_dice: 1.0017, decode.d2.loss_cls: 0.5903, decode.d2.loss_mask: 0.6656, decode.d2.loss_dice: 0.9656, decode.d3.loss_cls: 0.5774, decode.d3.loss_mask: 0.6598, decode.d3.loss_dice: 0.9428, decode.d4.loss_cls: 0.5621, decode.d4.loss_mask: 0.6612, decode.d4.loss_dice: 0.9433, decode.d5.loss_cls: 0.5532, decode.d5.loss_mask: 0.6587, decode.d5.loss_dice: 0.9449, decode.d6.loss_cls: 0.5491, decode.d6.loss_mask: 0.6587, decode.d6.loss_dice: 0.9362, decode.d7.loss_cls: 0.5406, decode.d7.loss_mask: 0.6582, decode.d7.loss_dice: 0.9349, decode.d8.loss_cls: 0.5418, decode.d8.loss_mask: 0.6579, decode.d8.loss_dice: 0.9440, loss: 22.8927, grad_norm: 54.8259 2023-12-25 21:00:47,459 - mmseg - INFO - Iter [26800/160000] lr: 8.325e-05, eta: 19:39:43, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5581, decode.loss_mask: 0.6758, decode.loss_dice: 0.9866, decode.d0.loss_cls: 1.5555, decode.d0.loss_mask: 0.7132, decode.d0.loss_dice: 1.1090, decode.d1.loss_cls: 0.6674, decode.d1.loss_mask: 0.7001, decode.d1.loss_dice: 1.0582, decode.d2.loss_cls: 0.6111, decode.d2.loss_mask: 0.6849, decode.d2.loss_dice: 1.0259, decode.d3.loss_cls: 0.5923, decode.d3.loss_mask: 0.6841, decode.d3.loss_dice: 1.0005, decode.d4.loss_cls: 0.5820, decode.d4.loss_mask: 0.6795, decode.d4.loss_dice: 0.9968, decode.d5.loss_cls: 0.5735, decode.d5.loss_mask: 0.6774, decode.d5.loss_dice: 0.9937, decode.d6.loss_cls: 0.5625, decode.d6.loss_mask: 0.6768, decode.d6.loss_dice: 0.9836, decode.d7.loss_cls: 0.5609, decode.d7.loss_mask: 0.6763, decode.d7.loss_dice: 0.9845, decode.d8.loss_cls: 0.5623, decode.d8.loss_mask: 0.6759, decode.d8.loss_dice: 0.9885, loss: 23.7968, grad_norm: 61.1338 2023-12-25 21:01:11,601 - mmseg - INFO - Iter [26850/160000] lr: 8.322e-05, eta: 19:38:57, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5466, decode.loss_mask: 0.6756, decode.loss_dice: 0.9617, decode.d0.loss_cls: 1.5451, decode.d0.loss_mask: 0.7182, decode.d0.loss_dice: 1.0843, decode.d1.loss_cls: 0.6634, decode.d1.loss_mask: 0.6990, decode.d1.loss_dice: 1.0402, decode.d2.loss_cls: 0.6045, decode.d2.loss_mask: 0.6793, decode.d2.loss_dice: 0.9896, decode.d3.loss_cls: 0.5835, decode.d3.loss_mask: 0.6734, decode.d3.loss_dice: 0.9733, decode.d4.loss_cls: 0.5703, decode.d4.loss_mask: 0.6757, decode.d4.loss_dice: 0.9744, decode.d5.loss_cls: 0.5653, decode.d5.loss_mask: 0.6760, decode.d5.loss_dice: 0.9689, decode.d6.loss_cls: 0.5511, decode.d6.loss_mask: 0.6722, decode.d6.loss_dice: 0.9626, decode.d7.loss_cls: 0.5464, decode.d7.loss_mask: 0.6749, decode.d7.loss_dice: 0.9584, decode.d8.loss_cls: 0.5503, decode.d8.loss_mask: 0.6727, decode.d8.loss_dice: 0.9619, loss: 23.4189, grad_norm: 56.7023 2023-12-25 21:01:35,792 - mmseg - INFO - Iter [26900/160000] lr: 8.319e-05, eta: 19:38:12, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5432, decode.loss_mask: 0.6610, decode.loss_dice: 0.9510, decode.d0.loss_cls: 1.5210, decode.d0.loss_mask: 0.7089, decode.d0.loss_dice: 1.0719, decode.d1.loss_cls: 0.6504, decode.d1.loss_mask: 0.6888, decode.d1.loss_dice: 1.0111, decode.d2.loss_cls: 0.5936, decode.d2.loss_mask: 0.6683, decode.d2.loss_dice: 0.9793, decode.d3.loss_cls: 0.5728, decode.d3.loss_mask: 0.6638, decode.d3.loss_dice: 0.9679, decode.d4.loss_cls: 0.5615, decode.d4.loss_mask: 0.6634, decode.d4.loss_dice: 0.9639, decode.d5.loss_cls: 0.5557, decode.d5.loss_mask: 0.6617, decode.d5.loss_dice: 0.9558, decode.d6.loss_cls: 0.5589, decode.d6.loss_mask: 0.6603, decode.d6.loss_dice: 0.9480, decode.d7.loss_cls: 0.5524, decode.d7.loss_mask: 0.6591, decode.d7.loss_dice: 0.9540, decode.d8.loss_cls: 0.5445, decode.d8.loss_mask: 0.6635, decode.d8.loss_dice: 0.9507, loss: 23.1065, grad_norm: 55.7137 2023-12-25 21:02:00,052 - mmseg - INFO - Iter [26950/160000] lr: 8.316e-05, eta: 19:37:27, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5597, decode.loss_mask: 0.6496, decode.loss_dice: 0.9632, decode.d0.loss_cls: 1.5782, decode.d0.loss_mask: 0.6992, decode.d0.loss_dice: 1.0873, decode.d1.loss_cls: 0.6738, decode.d1.loss_mask: 0.6797, decode.d1.loss_dice: 1.0346, decode.d2.loss_cls: 0.6116, decode.d2.loss_mask: 0.6646, decode.d2.loss_dice: 0.9924, decode.d3.loss_cls: 0.5933, decode.d3.loss_mask: 0.6570, decode.d3.loss_dice: 0.9704, decode.d4.loss_cls: 0.5796, decode.d4.loss_mask: 0.6529, decode.d4.loss_dice: 0.9725, decode.d5.loss_cls: 0.5742, decode.d5.loss_mask: 0.6483, decode.d5.loss_dice: 0.9757, decode.d6.loss_cls: 0.5679, decode.d6.loss_mask: 0.6483, decode.d6.loss_dice: 0.9579, decode.d7.loss_cls: 0.5637, decode.d7.loss_mask: 0.6501, decode.d7.loss_dice: 0.9622, decode.d8.loss_cls: 0.5632, decode.d8.loss_mask: 0.6492, decode.d8.loss_dice: 0.9702, loss: 23.3506, grad_norm: 56.9574 2023-12-25 21:02:24,371 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 21:02:24,372 - mmseg - INFO - Iter [27000/160000] lr: 8.313e-05, eta: 19:36:43, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5511, decode.loss_mask: 0.6701, decode.loss_dice: 0.9498, decode.d0.loss_cls: 1.5553, decode.d0.loss_mask: 0.7115, decode.d0.loss_dice: 1.0753, decode.d1.loss_cls: 0.6498, decode.d1.loss_mask: 0.6983, decode.d1.loss_dice: 1.0221, decode.d2.loss_cls: 0.5988, decode.d2.loss_mask: 0.6837, decode.d2.loss_dice: 0.9850, decode.d3.loss_cls: 0.5689, decode.d3.loss_mask: 0.6761, decode.d3.loss_dice: 0.9687, decode.d4.loss_cls: 0.5610, decode.d4.loss_mask: 0.6753, decode.d4.loss_dice: 0.9662, decode.d5.loss_cls: 0.5589, decode.d5.loss_mask: 0.6734, decode.d5.loss_dice: 0.9638, decode.d6.loss_cls: 0.5569, decode.d6.loss_mask: 0.6714, decode.d6.loss_dice: 0.9507, decode.d7.loss_cls: 0.5534, decode.d7.loss_mask: 0.6711, decode.d7.loss_dice: 0.9574, decode.d8.loss_cls: 0.5550, decode.d8.loss_mask: 0.6712, decode.d8.loss_dice: 0.9594, loss: 23.3096, grad_norm: 57.2681 2023-12-25 21:02:48,958 - mmseg - INFO - Iter [27050/160000] lr: 8.309e-05, eta: 19:36:02, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5491, decode.loss_mask: 0.6655, decode.loss_dice: 0.9841, decode.d0.loss_cls: 1.5401, decode.d0.loss_mask: 0.7081, decode.d0.loss_dice: 1.1002, decode.d1.loss_cls: 0.6389, decode.d1.loss_mask: 0.7014, decode.d1.loss_dice: 1.0622, decode.d2.loss_cls: 0.5916, decode.d2.loss_mask: 0.6766, decode.d2.loss_dice: 1.0138, decode.d3.loss_cls: 0.5843, decode.d3.loss_mask: 0.6633, decode.d3.loss_dice: 0.9953, decode.d4.loss_cls: 0.5750, decode.d4.loss_mask: 0.6655, decode.d4.loss_dice: 0.9985, decode.d5.loss_cls: 0.5604, decode.d5.loss_mask: 0.6675, decode.d5.loss_dice: 0.9920, decode.d6.loss_cls: 0.5611, decode.d6.loss_mask: 0.6618, decode.d6.loss_dice: 0.9821, decode.d7.loss_cls: 0.5548, decode.d7.loss_mask: 0.6674, decode.d7.loss_dice: 0.9808, decode.d8.loss_cls: 0.5531, decode.d8.loss_mask: 0.6663, decode.d8.loss_dice: 0.9857, loss: 23.5463, grad_norm: 60.9354 2023-12-25 21:03:13,328 - mmseg - INFO - Iter [27100/160000] lr: 8.306e-05, eta: 19:35:18, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5663, decode.loss_mask: 0.6827, decode.loss_dice: 1.0130, decode.d0.loss_cls: 1.5585, decode.d0.loss_mask: 0.7345, decode.d0.loss_dice: 1.1378, decode.d1.loss_cls: 0.6627, decode.d1.loss_mask: 0.7089, decode.d1.loss_dice: 1.0823, decode.d2.loss_cls: 0.6134, decode.d2.loss_mask: 0.6952, decode.d2.loss_dice: 1.0325, decode.d3.loss_cls: 0.5899, decode.d3.loss_mask: 0.6907, decode.d3.loss_dice: 1.0158, decode.d4.loss_cls: 0.5751, decode.d4.loss_mask: 0.6932, decode.d4.loss_dice: 1.0204, decode.d5.loss_cls: 0.5754, decode.d5.loss_mask: 0.6903, decode.d5.loss_dice: 1.0131, decode.d6.loss_cls: 0.5735, decode.d6.loss_mask: 0.6857, decode.d6.loss_dice: 1.0015, decode.d7.loss_cls: 0.5676, decode.d7.loss_mask: 0.6860, decode.d7.loss_dice: 1.0061, decode.d8.loss_cls: 0.5641, decode.d8.loss_mask: 0.6858, decode.d8.loss_dice: 1.0078, loss: 24.1299, grad_norm: 61.9973 2023-12-25 21:03:37,711 - mmseg - INFO - Iter [27150/160000] lr: 8.303e-05, eta: 19:34:35, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5674, decode.loss_mask: 0.6646, decode.loss_dice: 0.9759, decode.d0.loss_cls: 1.5865, decode.d0.loss_mask: 0.7050, decode.d0.loss_dice: 1.1035, decode.d1.loss_cls: 0.6652, decode.d1.loss_mask: 0.6928, decode.d1.loss_dice: 1.0492, decode.d2.loss_cls: 0.6159, decode.d2.loss_mask: 0.6719, decode.d2.loss_dice: 1.0079, decode.d3.loss_cls: 0.5943, decode.d3.loss_mask: 0.6704, decode.d3.loss_dice: 0.9882, decode.d4.loss_cls: 0.5756, decode.d4.loss_mask: 0.6662, decode.d4.loss_dice: 0.9917, decode.d5.loss_cls: 0.5787, decode.d5.loss_mask: 0.6658, decode.d5.loss_dice: 0.9856, decode.d6.loss_cls: 0.5732, decode.d6.loss_mask: 0.6614, decode.d6.loss_dice: 0.9775, decode.d7.loss_cls: 0.5628, decode.d7.loss_mask: 0.6614, decode.d7.loss_dice: 0.9817, decode.d8.loss_cls: 0.5668, decode.d8.loss_mask: 0.6633, decode.d8.loss_dice: 0.9793, loss: 23.6498, grad_norm: 60.8455 2023-12-25 21:04:02,006 - mmseg - INFO - Iter [27200/160000] lr: 8.300e-05, eta: 19:33:51, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5757, decode.loss_mask: 0.6618, decode.loss_dice: 0.9700, decode.d0.loss_cls: 1.5948, decode.d0.loss_mask: 0.7055, decode.d0.loss_dice: 1.0929, decode.d1.loss_cls: 0.6747, decode.d1.loss_mask: 0.6913, decode.d1.loss_dice: 1.0377, decode.d2.loss_cls: 0.6287, decode.d2.loss_mask: 0.6718, decode.d2.loss_dice: 0.9892, decode.d3.loss_cls: 0.6065, decode.d3.loss_mask: 0.6684, decode.d3.loss_dice: 0.9745, decode.d4.loss_cls: 0.5937, decode.d4.loss_mask: 0.6692, decode.d4.loss_dice: 0.9795, decode.d5.loss_cls: 0.5781, decode.d5.loss_mask: 0.6712, decode.d5.loss_dice: 0.9834, decode.d6.loss_cls: 0.5805, decode.d6.loss_mask: 0.6636, decode.d6.loss_dice: 0.9698, decode.d7.loss_cls: 0.5787, decode.d7.loss_mask: 0.6617, decode.d7.loss_dice: 0.9714, decode.d8.loss_cls: 0.5808, decode.d8.loss_mask: 0.6601, decode.d8.loss_dice: 0.9685, loss: 23.6537, grad_norm: 58.4083 2023-12-25 21:04:26,092 - mmseg - INFO - Iter [27250/160000] lr: 8.297e-05, eta: 19:33:06, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5583, decode.loss_mask: 0.7037, decode.loss_dice: 0.9915, decode.d0.loss_cls: 1.5276, decode.d0.loss_mask: 0.7551, decode.d0.loss_dice: 1.1170, decode.d1.loss_cls: 0.6656, decode.d1.loss_mask: 0.7313, decode.d1.loss_dice: 1.0593, decode.d2.loss_cls: 0.6137, decode.d2.loss_mask: 0.7140, decode.d2.loss_dice: 1.0219, decode.d3.loss_cls: 0.5916, decode.d3.loss_mask: 0.7089, decode.d3.loss_dice: 1.0037, decode.d4.loss_cls: 0.5816, decode.d4.loss_mask: 0.7040, decode.d4.loss_dice: 1.0017, decode.d5.loss_cls: 0.5680, decode.d5.loss_mask: 0.7040, decode.d5.loss_dice: 0.9954, decode.d6.loss_cls: 0.5655, decode.d6.loss_mask: 0.7020, decode.d6.loss_dice: 0.9833, decode.d7.loss_cls: 0.5614, decode.d7.loss_mask: 0.7025, decode.d7.loss_dice: 0.9882, decode.d8.loss_cls: 0.5650, decode.d8.loss_mask: 0.7050, decode.d8.loss_dice: 0.9836, loss: 24.0740, grad_norm: 61.3770 2023-12-25 21:04:50,185 - mmseg - INFO - Iter [27300/160000] lr: 8.294e-05, eta: 19:32:21, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5545, decode.loss_mask: 0.6776, decode.loss_dice: 0.9829, decode.d0.loss_cls: 1.5494, decode.d0.loss_mask: 0.7220, decode.d0.loss_dice: 1.1154, decode.d1.loss_cls: 0.6702, decode.d1.loss_mask: 0.7050, decode.d1.loss_dice: 1.0517, decode.d2.loss_cls: 0.6012, decode.d2.loss_mask: 0.6917, decode.d2.loss_dice: 1.0215, decode.d3.loss_cls: 0.5854, decode.d3.loss_mask: 0.6834, decode.d3.loss_dice: 0.9989, decode.d4.loss_cls: 0.5830, decode.d4.loss_mask: 0.6790, decode.d4.loss_dice: 0.9947, decode.d5.loss_cls: 0.5681, decode.d5.loss_mask: 0.6809, decode.d5.loss_dice: 0.9929, decode.d6.loss_cls: 0.5717, decode.d6.loss_mask: 0.6758, decode.d6.loss_dice: 0.9792, decode.d7.loss_cls: 0.5600, decode.d7.loss_mask: 0.6753, decode.d7.loss_dice: 0.9845, decode.d8.loss_cls: 0.5637, decode.d8.loss_mask: 0.6733, decode.d8.loss_dice: 0.9803, loss: 23.7733, grad_norm: 56.8413 2023-12-25 21:05:14,405 - mmseg - INFO - Iter [27350/160000] lr: 8.291e-05, eta: 19:31:37, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5518, decode.loss_mask: 0.6670, decode.loss_dice: 0.9894, decode.d0.loss_cls: 1.5406, decode.d0.loss_mask: 0.7115, decode.d0.loss_dice: 1.0976, decode.d1.loss_cls: 0.6458, decode.d1.loss_mask: 0.6989, decode.d1.loss_dice: 1.0609, decode.d2.loss_cls: 0.5997, decode.d2.loss_mask: 0.6785, decode.d2.loss_dice: 1.0153, decode.d3.loss_cls: 0.5844, decode.d3.loss_mask: 0.6711, decode.d3.loss_dice: 1.0004, decode.d4.loss_cls: 0.5762, decode.d4.loss_mask: 0.6714, decode.d4.loss_dice: 0.9966, decode.d5.loss_cls: 0.5700, decode.d5.loss_mask: 0.6719, decode.d5.loss_dice: 0.9989, decode.d6.loss_cls: 0.5675, decode.d6.loss_mask: 0.6687, decode.d6.loss_dice: 0.9903, decode.d7.loss_cls: 0.5562, decode.d7.loss_mask: 0.6693, decode.d7.loss_dice: 0.9920, decode.d8.loss_cls: 0.5548, decode.d8.loss_mask: 0.6688, decode.d8.loss_dice: 0.9916, loss: 23.6570, grad_norm: 62.0710 2023-12-25 21:05:38,698 - mmseg - INFO - Iter [27400/160000] lr: 8.288e-05, eta: 19:30:54, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5378, decode.loss_mask: 0.6699, decode.loss_dice: 0.9585, decode.d0.loss_cls: 1.5344, decode.d0.loss_mask: 0.7128, decode.d0.loss_dice: 1.0794, decode.d1.loss_cls: 0.6400, decode.d1.loss_mask: 0.7013, decode.d1.loss_dice: 1.0309, decode.d2.loss_cls: 0.5795, decode.d2.loss_mask: 0.6851, decode.d2.loss_dice: 0.9927, decode.d3.loss_cls: 0.5689, decode.d3.loss_mask: 0.6777, decode.d3.loss_dice: 0.9691, decode.d4.loss_cls: 0.5583, decode.d4.loss_mask: 0.6719, decode.d4.loss_dice: 0.9749, decode.d5.loss_cls: 0.5468, decode.d5.loss_mask: 0.6713, decode.d5.loss_dice: 0.9762, decode.d6.loss_cls: 0.5440, decode.d6.loss_mask: 0.6741, decode.d6.loss_dice: 0.9655, decode.d7.loss_cls: 0.5426, decode.d7.loss_mask: 0.6705, decode.d7.loss_dice: 0.9642, decode.d8.loss_cls: 0.5375, decode.d8.loss_mask: 0.6726, decode.d8.loss_dice: 0.9665, loss: 23.2751, grad_norm: 60.4344 2023-12-25 21:06:03,081 - mmseg - INFO - Iter [27450/160000] lr: 8.284e-05, eta: 19:30:11, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5472, decode.loss_mask: 0.6651, decode.loss_dice: 0.9511, decode.d0.loss_cls: 1.5670, decode.d0.loss_mask: 0.7009, decode.d0.loss_dice: 1.0836, decode.d1.loss_cls: 0.6552, decode.d1.loss_mask: 0.6855, decode.d1.loss_dice: 1.0311, decode.d2.loss_cls: 0.5947, decode.d2.loss_mask: 0.6719, decode.d2.loss_dice: 0.9865, decode.d3.loss_cls: 0.5856, decode.d3.loss_mask: 0.6666, decode.d3.loss_dice: 0.9725, decode.d4.loss_cls: 0.5669, decode.d4.loss_mask: 0.6691, decode.d4.loss_dice: 0.9772, decode.d5.loss_cls: 0.5578, decode.d5.loss_mask: 0.6683, decode.d5.loss_dice: 0.9685, decode.d6.loss_cls: 0.5582, decode.d6.loss_mask: 0.6621, decode.d6.loss_dice: 0.9552, decode.d7.loss_cls: 0.5510, decode.d7.loss_mask: 0.6618, decode.d7.loss_dice: 0.9523, decode.d8.loss_cls: 0.5514, decode.d8.loss_mask: 0.6633, decode.d8.loss_dice: 0.9553, loss: 23.2829, grad_norm: 58.3453 2023-12-25 21:06:27,434 - mmseg - INFO - Iter [27500/160000] lr: 8.281e-05, eta: 19:29:28, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5664, decode.loss_mask: 0.6760, decode.loss_dice: 0.9840, decode.d0.loss_cls: 1.5668, decode.d0.loss_mask: 0.7268, decode.d0.loss_dice: 1.1111, decode.d1.loss_cls: 0.6710, decode.d1.loss_mask: 0.7032, decode.d1.loss_dice: 1.0560, decode.d2.loss_cls: 0.6100, decode.d2.loss_mask: 0.6805, decode.d2.loss_dice: 1.0189, decode.d3.loss_cls: 0.5972, decode.d3.loss_mask: 0.6800, decode.d3.loss_dice: 0.9989, decode.d4.loss_cls: 0.5797, decode.d4.loss_mask: 0.6821, decode.d4.loss_dice: 0.9966, decode.d5.loss_cls: 0.5751, decode.d5.loss_mask: 0.6807, decode.d5.loss_dice: 0.9914, decode.d6.loss_cls: 0.5783, decode.d6.loss_mask: 0.6722, decode.d6.loss_dice: 0.9808, decode.d7.loss_cls: 0.5770, decode.d7.loss_mask: 0.6731, decode.d7.loss_dice: 0.9796, decode.d8.loss_cls: 0.5691, decode.d8.loss_mask: 0.6732, decode.d8.loss_dice: 0.9835, loss: 23.8392, grad_norm: 64.5242 2023-12-25 21:06:52,163 - mmseg - INFO - Iter [27550/160000] lr: 8.278e-05, eta: 19:28:49, time: 0.497, data_time: 0.015, memory: 40245, decode.loss_cls: 0.5869, decode.loss_mask: 0.6642, decode.loss_dice: 0.9799, decode.d0.loss_cls: 1.5758, decode.d0.loss_mask: 0.7118, decode.d0.loss_dice: 1.1010, decode.d1.loss_cls: 0.6728, decode.d1.loss_mask: 0.6943, decode.d1.loss_dice: 1.0471, decode.d2.loss_cls: 0.6221, decode.d2.loss_mask: 0.6748, decode.d2.loss_dice: 1.0213, decode.d3.loss_cls: 0.5994, decode.d3.loss_mask: 0.6711, decode.d3.loss_dice: 0.9976, decode.d4.loss_cls: 0.6006, decode.d4.loss_mask: 0.6699, decode.d4.loss_dice: 0.9952, decode.d5.loss_cls: 0.5957, decode.d5.loss_mask: 0.6716, decode.d5.loss_dice: 0.9881, decode.d6.loss_cls: 0.5896, decode.d6.loss_mask: 0.6665, decode.d6.loss_dice: 0.9768, decode.d7.loss_cls: 0.5904, decode.d7.loss_mask: 0.6639, decode.d7.loss_dice: 0.9720, decode.d8.loss_cls: 0.5880, decode.d8.loss_mask: 0.6632, decode.d8.loss_dice: 0.9842, loss: 23.8356, grad_norm: 59.2318 2023-12-25 21:07:16,360 - mmseg - INFO - Iter [27600/160000] lr: 8.275e-05, eta: 19:28:05, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5718, decode.loss_mask: 0.6910, decode.loss_dice: 0.9750, decode.d0.loss_cls: 1.5374, decode.d0.loss_mask: 0.7400, decode.d0.loss_dice: 1.1056, decode.d1.loss_cls: 0.6680, decode.d1.loss_mask: 0.7212, decode.d1.loss_dice: 1.0581, decode.d2.loss_cls: 0.6121, decode.d2.loss_mask: 0.7029, decode.d2.loss_dice: 1.0086, decode.d3.loss_cls: 0.5953, decode.d3.loss_mask: 0.6972, decode.d3.loss_dice: 0.9941, decode.d4.loss_cls: 0.5986, decode.d4.loss_mask: 0.6949, decode.d4.loss_dice: 0.9805, decode.d5.loss_cls: 0.5841, decode.d5.loss_mask: 0.6968, decode.d5.loss_dice: 0.9822, decode.d6.loss_cls: 0.5797, decode.d6.loss_mask: 0.6907, decode.d6.loss_dice: 0.9725, decode.d7.loss_cls: 0.5819, decode.d7.loss_mask: 0.6917, decode.d7.loss_dice: 0.9740, decode.d8.loss_cls: 0.5726, decode.d8.loss_mask: 0.6929, decode.d8.loss_dice: 0.9790, loss: 23.9505, grad_norm: 54.9524 2023-12-25 21:07:40,717 - mmseg - INFO - Iter [27650/160000] lr: 8.272e-05, eta: 19:27:23, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5566, decode.loss_mask: 0.6488, decode.loss_dice: 0.9366, decode.d0.loss_cls: 1.5345, decode.d0.loss_mask: 0.7024, decode.d0.loss_dice: 1.0710, decode.d1.loss_cls: 0.6381, decode.d1.loss_mask: 0.6751, decode.d1.loss_dice: 1.0189, decode.d2.loss_cls: 0.5863, decode.d2.loss_mask: 0.6603, decode.d2.loss_dice: 0.9730, decode.d3.loss_cls: 0.5737, decode.d3.loss_mask: 0.6552, decode.d3.loss_dice: 0.9600, decode.d4.loss_cls: 0.5646, decode.d4.loss_mask: 0.6549, decode.d4.loss_dice: 0.9570, decode.d5.loss_cls: 0.5641, decode.d5.loss_mask: 0.6545, decode.d5.loss_dice: 0.9531, decode.d6.loss_cls: 0.5571, decode.d6.loss_mask: 0.6517, decode.d6.loss_dice: 0.9402, decode.d7.loss_cls: 0.5504, decode.d7.loss_mask: 0.6510, decode.d7.loss_dice: 0.9442, decode.d8.loss_cls: 0.5461, decode.d8.loss_mask: 0.6541, decode.d8.loss_dice: 0.9424, loss: 22.9762, grad_norm: 56.1683 2023-12-25 21:08:07,289 - mmseg - INFO - Iter [27700/160000] lr: 8.269e-05, eta: 19:26:57, time: 0.531, data_time: 0.059, memory: 40245, decode.loss_cls: 0.5333, decode.loss_mask: 0.6596, decode.loss_dice: 0.9597, decode.d0.loss_cls: 1.5195, decode.d0.loss_mask: 0.7027, decode.d0.loss_dice: 1.0681, decode.d1.loss_cls: 0.6303, decode.d1.loss_mask: 0.6986, decode.d1.loss_dice: 1.0319, decode.d2.loss_cls: 0.5710, decode.d2.loss_mask: 0.6814, decode.d2.loss_dice: 0.9815, decode.d3.loss_cls: 0.5519, decode.d3.loss_mask: 0.6732, decode.d3.loss_dice: 0.9668, decode.d4.loss_cls: 0.5441, decode.d4.loss_mask: 0.6673, decode.d4.loss_dice: 0.9659, decode.d5.loss_cls: 0.5417, decode.d5.loss_mask: 0.6738, decode.d5.loss_dice: 0.9644, decode.d6.loss_cls: 0.5385, decode.d6.loss_mask: 0.6695, decode.d6.loss_dice: 0.9578, decode.d7.loss_cls: 0.5339, decode.d7.loss_mask: 0.6646, decode.d7.loss_dice: 0.9642, decode.d8.loss_cls: 0.5356, decode.d8.loss_mask: 0.6613, decode.d8.loss_dice: 0.9623, loss: 23.0743, grad_norm: 62.4067 2023-12-25 21:08:31,770 - mmseg - INFO - Iter [27750/160000] lr: 8.266e-05, eta: 19:26:16, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5308, decode.loss_mask: 0.6566, decode.loss_dice: 0.9662, decode.d0.loss_cls: 1.5572, decode.d0.loss_mask: 0.6986, decode.d0.loss_dice: 1.0802, decode.d1.loss_cls: 0.6399, decode.d1.loss_mask: 0.6895, decode.d1.loss_dice: 1.0465, decode.d2.loss_cls: 0.5855, decode.d2.loss_mask: 0.6691, decode.d2.loss_dice: 0.9947, decode.d3.loss_cls: 0.5610, decode.d3.loss_mask: 0.6613, decode.d3.loss_dice: 0.9779, decode.d4.loss_cls: 0.5556, decode.d4.loss_mask: 0.6645, decode.d4.loss_dice: 0.9820, decode.d5.loss_cls: 0.5477, decode.d5.loss_mask: 0.6626, decode.d5.loss_dice: 0.9767, decode.d6.loss_cls: 0.5427, decode.d6.loss_mask: 0.6589, decode.d6.loss_dice: 0.9635, decode.d7.loss_cls: 0.5327, decode.d7.loss_mask: 0.6595, decode.d7.loss_dice: 0.9663, decode.d8.loss_cls: 0.5365, decode.d8.loss_mask: 0.6580, decode.d8.loss_dice: 0.9665, loss: 23.1886, grad_norm: 59.3102 2023-12-25 21:08:56,223 - mmseg - INFO - Iter [27800/160000] lr: 8.263e-05, eta: 19:25:35, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5524, decode.loss_mask: 0.6463, decode.loss_dice: 0.9519, decode.d0.loss_cls: 1.5757, decode.d0.loss_mask: 0.6913, decode.d0.loss_dice: 1.0853, decode.d1.loss_cls: 0.6658, decode.d1.loss_mask: 0.6743, decode.d1.loss_dice: 1.0215, decode.d2.loss_cls: 0.6036, decode.d2.loss_mask: 0.6587, decode.d2.loss_dice: 0.9849, decode.d3.loss_cls: 0.5810, decode.d3.loss_mask: 0.6492, decode.d3.loss_dice: 0.9671, decode.d4.loss_cls: 0.5662, decode.d4.loss_mask: 0.6477, decode.d4.loss_dice: 0.9668, decode.d5.loss_cls: 0.5569, decode.d5.loss_mask: 0.6511, decode.d5.loss_dice: 0.9615, decode.d6.loss_cls: 0.5578, decode.d6.loss_mask: 0.6502, decode.d6.loss_dice: 0.9523, decode.d7.loss_cls: 0.5538, decode.d7.loss_mask: 0.6482, decode.d7.loss_dice: 0.9534, decode.d8.loss_cls: 0.5495, decode.d8.loss_mask: 0.6481, decode.d8.loss_dice: 0.9565, loss: 23.1289, grad_norm: 59.3000 2023-12-25 21:09:20,963 - mmseg - INFO - Iter [27850/160000] lr: 8.259e-05, eta: 19:24:56, time: 0.495, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5422, decode.loss_mask: 0.6759, decode.loss_dice: 0.9455, decode.d0.loss_cls: 1.5380, decode.d0.loss_mask: 0.7118, decode.d0.loss_dice: 1.0659, decode.d1.loss_cls: 0.6383, decode.d1.loss_mask: 0.6996, decode.d1.loss_dice: 1.0162, decode.d2.loss_cls: 0.5832, decode.d2.loss_mask: 0.6863, decode.d2.loss_dice: 0.9790, decode.d3.loss_cls: 0.5640, decode.d3.loss_mask: 0.6859, decode.d3.loss_dice: 0.9587, decode.d4.loss_cls: 0.5538, decode.d4.loss_mask: 0.6834, decode.d4.loss_dice: 0.9591, decode.d5.loss_cls: 0.5465, decode.d5.loss_mask: 0.6812, decode.d5.loss_dice: 0.9570, decode.d6.loss_cls: 0.5452, decode.d6.loss_mask: 0.6809, decode.d6.loss_dice: 0.9480, decode.d7.loss_cls: 0.5409, decode.d7.loss_mask: 0.6828, decode.d7.loss_dice: 0.9522, decode.d8.loss_cls: 0.5419, decode.d8.loss_mask: 0.6815, decode.d8.loss_dice: 0.9491, loss: 23.1943, grad_norm: 59.7206 2023-12-25 21:09:45,649 - mmseg - INFO - Iter [27900/160000] lr: 8.256e-05, eta: 19:24:16, time: 0.494, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5581, decode.loss_mask: 0.6606, decode.loss_dice: 0.9480, decode.d0.loss_cls: 1.5563, decode.d0.loss_mask: 0.6975, decode.d0.loss_dice: 1.0727, decode.d1.loss_cls: 0.6621, decode.d1.loss_mask: 0.6821, decode.d1.loss_dice: 1.0230, decode.d2.loss_cls: 0.6008, decode.d2.loss_mask: 0.6650, decode.d2.loss_dice: 0.9771, decode.d3.loss_cls: 0.5782, decode.d3.loss_mask: 0.6619, decode.d3.loss_dice: 0.9611, decode.d4.loss_cls: 0.5725, decode.d4.loss_mask: 0.6612, decode.d4.loss_dice: 0.9614, decode.d5.loss_cls: 0.5691, decode.d5.loss_mask: 0.6619, decode.d5.loss_dice: 0.9528, decode.d6.loss_cls: 0.5655, decode.d6.loss_mask: 0.6606, decode.d6.loss_dice: 0.9556, decode.d7.loss_cls: 0.5591, decode.d7.loss_mask: 0.6612, decode.d7.loss_dice: 0.9578, decode.d8.loss_cls: 0.5612, decode.d8.loss_mask: 0.6594, decode.d8.loss_dice: 0.9532, loss: 23.2168, grad_norm: 56.7375 2023-12-25 21:10:10,309 - mmseg - INFO - Iter [27950/160000] lr: 8.253e-05, eta: 19:23:37, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5419, decode.loss_mask: 0.6536, decode.loss_dice: 0.9370, decode.d0.loss_cls: 1.5283, decode.d0.loss_mask: 0.6937, decode.d0.loss_dice: 1.0548, decode.d1.loss_cls: 0.6369, decode.d1.loss_mask: 0.6739, decode.d1.loss_dice: 0.9977, decode.d2.loss_cls: 0.5805, decode.d2.loss_mask: 0.6590, decode.d2.loss_dice: 0.9711, decode.d3.loss_cls: 0.5684, decode.d3.loss_mask: 0.6546, decode.d3.loss_dice: 0.9459, decode.d4.loss_cls: 0.5507, decode.d4.loss_mask: 0.6553, decode.d4.loss_dice: 0.9498, decode.d5.loss_cls: 0.5518, decode.d5.loss_mask: 0.6531, decode.d5.loss_dice: 0.9488, decode.d6.loss_cls: 0.5456, decode.d6.loss_mask: 0.6547, decode.d6.loss_dice: 0.9341, decode.d7.loss_cls: 0.5436, decode.d7.loss_mask: 0.6533, decode.d7.loss_dice: 0.9392, decode.d8.loss_cls: 0.5365, decode.d8.loss_mask: 0.6516, decode.d8.loss_dice: 0.9390, loss: 22.8042, grad_norm: 59.5609 2023-12-25 21:10:34,577 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 21:10:34,577 - mmseg - INFO - Iter [28000/160000] lr: 8.250e-05, eta: 19:22:54, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5691, decode.loss_mask: 0.6741, decode.loss_dice: 0.9746, decode.d0.loss_cls: 1.5647, decode.d0.loss_mask: 0.7245, decode.d0.loss_dice: 1.0935, decode.d1.loss_cls: 0.6693, decode.d1.loss_mask: 0.6981, decode.d1.loss_dice: 1.0452, decode.d2.loss_cls: 0.6134, decode.d2.loss_mask: 0.6864, decode.d2.loss_dice: 1.0121, decode.d3.loss_cls: 0.5922, decode.d3.loss_mask: 0.6820, decode.d3.loss_dice: 0.9865, decode.d4.loss_cls: 0.5816, decode.d4.loss_mask: 0.6837, decode.d4.loss_dice: 0.9891, decode.d5.loss_cls: 0.5815, decode.d5.loss_mask: 0.6801, decode.d5.loss_dice: 0.9806, decode.d6.loss_cls: 0.5686, decode.d6.loss_mask: 0.6788, decode.d6.loss_dice: 0.9766, decode.d7.loss_cls: 0.5668, decode.d7.loss_mask: 0.6783, decode.d7.loss_dice: 0.9806, decode.d8.loss_cls: 0.5665, decode.d8.loss_mask: 0.6770, decode.d8.loss_dice: 0.9790, loss: 23.7546, grad_norm: 62.3917 2023-12-25 21:10:59,193 - mmseg - INFO - Iter [28050/160000] lr: 8.247e-05, eta: 19:22:15, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5758, decode.loss_mask: 0.6469, decode.loss_dice: 0.9443, decode.d0.loss_cls: 1.5697, decode.d0.loss_mask: 0.6849, decode.d0.loss_dice: 1.0606, decode.d1.loss_cls: 0.6842, decode.d1.loss_mask: 0.6629, decode.d1.loss_dice: 0.9989, decode.d2.loss_cls: 0.6238, decode.d2.loss_mask: 0.6505, decode.d2.loss_dice: 0.9692, decode.d3.loss_cls: 0.6029, decode.d3.loss_mask: 0.6480, decode.d3.loss_dice: 0.9473, decode.d4.loss_cls: 0.5882, decode.d4.loss_mask: 0.6453, decode.d4.loss_dice: 0.9526, decode.d5.loss_cls: 0.5869, decode.d5.loss_mask: 0.6423, decode.d5.loss_dice: 0.9478, decode.d6.loss_cls: 0.5775, decode.d6.loss_mask: 0.6467, decode.d6.loss_dice: 0.9389, decode.d7.loss_cls: 0.5756, decode.d7.loss_mask: 0.6470, decode.d7.loss_dice: 0.9398, decode.d8.loss_cls: 0.5763, decode.d8.loss_mask: 0.6432, decode.d8.loss_dice: 0.9435, loss: 23.1216, grad_norm: 63.2046 2023-12-25 21:11:23,608 - mmseg - INFO - Iter [28100/160000] lr: 8.244e-05, eta: 19:21:34, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5321, decode.loss_mask: 0.6318, decode.loss_dice: 0.9237, decode.d0.loss_cls: 1.5406, decode.d0.loss_mask: 0.6736, decode.d0.loss_dice: 1.0545, decode.d1.loss_cls: 0.6388, decode.d1.loss_mask: 0.6586, decode.d1.loss_dice: 1.0014, decode.d2.loss_cls: 0.5887, decode.d2.loss_mask: 0.6365, decode.d2.loss_dice: 0.9625, decode.d3.loss_cls: 0.5669, decode.d3.loss_mask: 0.6293, decode.d3.loss_dice: 0.9338, decode.d4.loss_cls: 0.5538, decode.d4.loss_mask: 0.6359, decode.d4.loss_dice: 0.9363, decode.d5.loss_cls: 0.5511, decode.d5.loss_mask: 0.6350, decode.d5.loss_dice: 0.9381, decode.d6.loss_cls: 0.5506, decode.d6.loss_mask: 0.6297, decode.d6.loss_dice: 0.9241, decode.d7.loss_cls: 0.5345, decode.d7.loss_mask: 0.6332, decode.d7.loss_dice: 0.9268, decode.d8.loss_cls: 0.5307, decode.d8.loss_mask: 0.6325, decode.d8.loss_dice: 0.9195, loss: 22.5049, grad_norm: 58.3495 2023-12-25 21:11:48,141 - mmseg - INFO - Iter [28150/160000] lr: 8.241e-05, eta: 19:20:54, time: 0.491, data_time: 0.011, memory: 40245, decode.loss_cls: 0.5571, decode.loss_mask: 0.6768, decode.loss_dice: 0.9668, decode.d0.loss_cls: 1.5404, decode.d0.loss_mask: 0.7219, decode.d0.loss_dice: 1.0839, decode.d1.loss_cls: 0.6507, decode.d1.loss_mask: 0.7026, decode.d1.loss_dice: 1.0381, decode.d2.loss_cls: 0.6034, decode.d2.loss_mask: 0.6878, decode.d2.loss_dice: 0.9986, decode.d3.loss_cls: 0.5850, decode.d3.loss_mask: 0.6859, decode.d3.loss_dice: 0.9862, decode.d4.loss_cls: 0.5702, decode.d4.loss_mask: 0.6851, decode.d4.loss_dice: 0.9791, decode.d5.loss_cls: 0.5667, decode.d5.loss_mask: 0.6829, decode.d5.loss_dice: 0.9780, decode.d6.loss_cls: 0.5581, decode.d6.loss_mask: 0.6793, decode.d6.loss_dice: 0.9651, decode.d7.loss_cls: 0.5552, decode.d7.loss_mask: 0.6802, decode.d7.loss_dice: 0.9670, decode.d8.loss_cls: 0.5490, decode.d8.loss_mask: 0.6813, decode.d8.loss_dice: 0.9702, loss: 23.5524, grad_norm: 65.7918 2023-12-25 21:12:12,991 - mmseg - INFO - Iter [28200/160000] lr: 8.238e-05, eta: 19:20:16, time: 0.497, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5595, decode.loss_mask: 0.6707, decode.loss_dice: 0.9590, decode.d0.loss_cls: 1.5685, decode.d0.loss_mask: 0.7192, decode.d0.loss_dice: 1.0836, decode.d1.loss_cls: 0.6600, decode.d1.loss_mask: 0.7080, decode.d1.loss_dice: 1.0297, decode.d2.loss_cls: 0.6112, decode.d2.loss_mask: 0.6847, decode.d2.loss_dice: 0.9829, decode.d3.loss_cls: 0.5887, decode.d3.loss_mask: 0.6796, decode.d3.loss_dice: 0.9679, decode.d4.loss_cls: 0.5820, decode.d4.loss_mask: 0.6798, decode.d4.loss_dice: 0.9713, decode.d5.loss_cls: 0.5726, decode.d5.loss_mask: 0.6727, decode.d5.loss_dice: 0.9686, decode.d6.loss_cls: 0.5711, decode.d6.loss_mask: 0.6732, decode.d6.loss_dice: 0.9567, decode.d7.loss_cls: 0.5641, decode.d7.loss_mask: 0.6724, decode.d7.loss_dice: 0.9611, decode.d8.loss_cls: 0.5653, decode.d8.loss_mask: 0.6692, decode.d8.loss_dice: 0.9577, loss: 23.5111, grad_norm: 57.6737 2023-12-25 21:12:37,947 - mmseg - INFO - Iter [28250/160000] lr: 8.234e-05, eta: 19:19:39, time: 0.499, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5322, decode.loss_mask: 0.6309, decode.loss_dice: 0.9565, decode.d0.loss_cls: 1.5421, decode.d0.loss_mask: 0.6710, decode.d0.loss_dice: 1.0860, decode.d1.loss_cls: 0.6444, decode.d1.loss_mask: 0.6496, decode.d1.loss_dice: 1.0284, decode.d2.loss_cls: 0.5902, decode.d2.loss_mask: 0.6326, decode.d2.loss_dice: 0.9879, decode.d3.loss_cls: 0.5611, decode.d3.loss_mask: 0.6280, decode.d3.loss_dice: 0.9666, decode.d4.loss_cls: 0.5467, decode.d4.loss_mask: 0.6275, decode.d4.loss_dice: 0.9682, decode.d5.loss_cls: 0.5442, decode.d5.loss_mask: 0.6250, decode.d5.loss_dice: 0.9622, decode.d6.loss_cls: 0.5369, decode.d6.loss_mask: 0.6263, decode.d6.loss_dice: 0.9547, decode.d7.loss_cls: 0.5355, decode.d7.loss_mask: 0.6268, decode.d7.loss_dice: 0.9535, decode.d8.loss_cls: 0.5341, decode.d8.loss_mask: 0.6288, decode.d8.loss_dice: 0.9565, loss: 22.7344, grad_norm: 60.5509 2023-12-25 21:13:02,162 - mmseg - INFO - Iter [28300/160000] lr: 8.231e-05, eta: 19:18:57, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5590, decode.loss_mask: 0.6897, decode.loss_dice: 0.9691, decode.d0.loss_cls: 1.5593, decode.d0.loss_mask: 0.7363, decode.d0.loss_dice: 1.0909, decode.d1.loss_cls: 0.6674, decode.d1.loss_mask: 0.7213, decode.d1.loss_dice: 1.0461, decode.d2.loss_cls: 0.6141, decode.d2.loss_mask: 0.6986, decode.d2.loss_dice: 0.9939, decode.d3.loss_cls: 0.5929, decode.d3.loss_mask: 0.6930, decode.d3.loss_dice: 0.9741, decode.d4.loss_cls: 0.5804, decode.d4.loss_mask: 0.6944, decode.d4.loss_dice: 0.9722, decode.d5.loss_cls: 0.5719, decode.d5.loss_mask: 0.6936, decode.d5.loss_dice: 0.9716, decode.d6.loss_cls: 0.5689, decode.d6.loss_mask: 0.6847, decode.d6.loss_dice: 0.9635, decode.d7.loss_cls: 0.5651, decode.d7.loss_mask: 0.6860, decode.d7.loss_dice: 0.9669, decode.d8.loss_cls: 0.5727, decode.d8.loss_mask: 0.6888, decode.d8.loss_dice: 0.9613, loss: 23.7478, grad_norm: 60.1811 2023-12-25 21:13:26,242 - mmseg - INFO - Iter [28350/160000] lr: 8.228e-05, eta: 19:18:14, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5363, decode.loss_mask: 0.6618, decode.loss_dice: 0.9642, decode.d0.loss_cls: 1.5073, decode.d0.loss_mask: 0.6980, decode.d0.loss_dice: 1.0739, decode.d1.loss_cls: 0.6293, decode.d1.loss_mask: 0.6865, decode.d1.loss_dice: 1.0332, decode.d2.loss_cls: 0.5778, decode.d2.loss_mask: 0.6693, decode.d2.loss_dice: 0.9962, decode.d3.loss_cls: 0.5608, decode.d3.loss_mask: 0.6664, decode.d3.loss_dice: 0.9722, decode.d4.loss_cls: 0.5543, decode.d4.loss_mask: 0.6661, decode.d4.loss_dice: 0.9736, decode.d5.loss_cls: 0.5462, decode.d5.loss_mask: 0.6669, decode.d5.loss_dice: 0.9741, decode.d6.loss_cls: 0.5431, decode.d6.loss_mask: 0.6660, decode.d6.loss_dice: 0.9624, decode.d7.loss_cls: 0.5344, decode.d7.loss_mask: 0.6667, decode.d7.loss_dice: 0.9634, decode.d8.loss_cls: 0.5353, decode.d8.loss_mask: 0.6681, decode.d8.loss_dice: 0.9634, loss: 23.1170, grad_norm: 61.4125 2023-12-25 21:13:50,571 - mmseg - INFO - Iter [28400/160000] lr: 8.225e-05, eta: 19:17:32, time: 0.487, data_time: 0.011, memory: 40245, decode.loss_cls: 0.5482, decode.loss_mask: 0.6692, decode.loss_dice: 0.9830, decode.d0.loss_cls: 1.5666, decode.d0.loss_mask: 0.7065, decode.d0.loss_dice: 1.0915, decode.d1.loss_cls: 0.6409, decode.d1.loss_mask: 0.7018, decode.d1.loss_dice: 1.0542, decode.d2.loss_cls: 0.5911, decode.d2.loss_mask: 0.6811, decode.d2.loss_dice: 1.0097, decode.d3.loss_cls: 0.5788, decode.d3.loss_mask: 0.6754, decode.d3.loss_dice: 0.9887, decode.d4.loss_cls: 0.5662, decode.d4.loss_mask: 0.6735, decode.d4.loss_dice: 0.9878, decode.d5.loss_cls: 0.5512, decode.d5.loss_mask: 0.6725, decode.d5.loss_dice: 0.9899, decode.d6.loss_cls: 0.5618, decode.d6.loss_mask: 0.6717, decode.d6.loss_dice: 0.9800, decode.d7.loss_cls: 0.5514, decode.d7.loss_mask: 0.6710, decode.d7.loss_dice: 0.9823, decode.d8.loss_cls: 0.5504, decode.d8.loss_mask: 0.6714, decode.d8.loss_dice: 0.9813, loss: 23.5491, grad_norm: 59.9265 2023-12-25 21:14:14,876 - mmseg - INFO - Iter [28450/160000] lr: 8.222e-05, eta: 19:16:51, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5474, decode.loss_mask: 0.6520, decode.loss_dice: 0.9270, decode.d0.loss_cls: 1.5333, decode.d0.loss_mask: 0.6998, decode.d0.loss_dice: 1.0555, decode.d1.loss_cls: 0.6522, decode.d1.loss_mask: 0.6744, decode.d1.loss_dice: 1.0032, decode.d2.loss_cls: 0.5881, decode.d2.loss_mask: 0.6603, decode.d2.loss_dice: 0.9594, decode.d3.loss_cls: 0.5736, decode.d3.loss_mask: 0.6587, decode.d3.loss_dice: 0.9408, decode.d4.loss_cls: 0.5567, decode.d4.loss_mask: 0.6572, decode.d4.loss_dice: 0.9377, decode.d5.loss_cls: 0.5465, decode.d5.loss_mask: 0.6509, decode.d5.loss_dice: 0.9419, decode.d6.loss_cls: 0.5459, decode.d6.loss_mask: 0.6541, decode.d6.loss_dice: 0.9297, decode.d7.loss_cls: 0.5417, decode.d7.loss_mask: 0.6551, decode.d7.loss_dice: 0.9306, decode.d8.loss_cls: 0.5399, decode.d8.loss_mask: 0.6543, decode.d8.loss_dice: 0.9360, loss: 22.8038, grad_norm: 62.4691 2023-12-25 21:14:39,343 - mmseg - INFO - Iter [28500/160000] lr: 8.219e-05, eta: 19:16:11, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5410, decode.loss_mask: 0.6570, decode.loss_dice: 0.9470, decode.d0.loss_cls: 1.5502, decode.d0.loss_mask: 0.7027, decode.d0.loss_dice: 1.0743, decode.d1.loss_cls: 0.6379, decode.d1.loss_mask: 0.6891, decode.d1.loss_dice: 1.0203, decode.d2.loss_cls: 0.5877, decode.d2.loss_mask: 0.6669, decode.d2.loss_dice: 0.9749, decode.d3.loss_cls: 0.5691, decode.d3.loss_mask: 0.6635, decode.d3.loss_dice: 0.9608, decode.d4.loss_cls: 0.5603, decode.d4.loss_mask: 0.6661, decode.d4.loss_dice: 0.9589, decode.d5.loss_cls: 0.5554, decode.d5.loss_mask: 0.6631, decode.d5.loss_dice: 0.9564, decode.d6.loss_cls: 0.5490, decode.d6.loss_mask: 0.6606, decode.d6.loss_dice: 0.9406, decode.d7.loss_cls: 0.5415, decode.d7.loss_mask: 0.6607, decode.d7.loss_dice: 0.9477, decode.d8.loss_cls: 0.5367, decode.d8.loss_mask: 0.6573, decode.d8.loss_dice: 0.9459, loss: 23.0425, grad_norm: 66.4303 2023-12-25 21:15:03,782 - mmseg - INFO - Iter [28550/160000] lr: 8.216e-05, eta: 19:15:31, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5451, decode.loss_mask: 0.6506, decode.loss_dice: 0.9575, decode.d0.loss_cls: 1.5703, decode.d0.loss_mask: 0.6829, decode.d0.loss_dice: 1.0762, decode.d1.loss_cls: 0.6488, decode.d1.loss_mask: 0.6723, decode.d1.loss_dice: 1.0323, decode.d2.loss_cls: 0.5857, decode.d2.loss_mask: 0.6617, decode.d2.loss_dice: 0.9910, decode.d3.loss_cls: 0.5722, decode.d3.loss_mask: 0.6538, decode.d3.loss_dice: 0.9764, decode.d4.loss_cls: 0.5574, decode.d4.loss_mask: 0.6576, decode.d4.loss_dice: 0.9758, decode.d5.loss_cls: 0.5535, decode.d5.loss_mask: 0.6552, decode.d5.loss_dice: 0.9661, decode.d6.loss_cls: 0.5557, decode.d6.loss_mask: 0.6468, decode.d6.loss_dice: 0.9579, decode.d7.loss_cls: 0.5454, decode.d7.loss_mask: 0.6538, decode.d7.loss_dice: 0.9618, decode.d8.loss_cls: 0.5506, decode.d8.loss_mask: 0.6513, decode.d8.loss_dice: 0.9567, loss: 23.1226, grad_norm: 57.6060 2023-12-25 21:15:28,287 - mmseg - INFO - Iter [28600/160000] lr: 8.213e-05, eta: 19:14:52, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5355, decode.loss_mask: 0.6721, decode.loss_dice: 0.9699, decode.d0.loss_cls: 1.5295, decode.d0.loss_mask: 0.7030, decode.d0.loss_dice: 1.0867, decode.d1.loss_cls: 0.6445, decode.d1.loss_mask: 0.6987, decode.d1.loss_dice: 1.0437, decode.d2.loss_cls: 0.5824, decode.d2.loss_mask: 0.6866, decode.d2.loss_dice: 1.0097, decode.d3.loss_cls: 0.5579, decode.d3.loss_mask: 0.6779, decode.d3.loss_dice: 0.9834, decode.d4.loss_cls: 0.5462, decode.d4.loss_mask: 0.6764, decode.d4.loss_dice: 0.9850, decode.d5.loss_cls: 0.5459, decode.d5.loss_mask: 0.6733, decode.d5.loss_dice: 0.9808, decode.d6.loss_cls: 0.5460, decode.d6.loss_mask: 0.6711, decode.d6.loss_dice: 0.9735, decode.d7.loss_cls: 0.5390, decode.d7.loss_mask: 0.6736, decode.d7.loss_dice: 0.9730, decode.d8.loss_cls: 0.5390, decode.d8.loss_mask: 0.6751, decode.d8.loss_dice: 0.9733, loss: 23.3531, grad_norm: 68.3506 2023-12-25 21:15:52,601 - mmseg - INFO - Iter [28650/160000] lr: 8.209e-05, eta: 19:14:11, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5335, decode.loss_mask: 0.6367, decode.loss_dice: 0.9455, decode.d0.loss_cls: 1.5369, decode.d0.loss_mask: 0.6828, decode.d0.loss_dice: 1.0772, decode.d1.loss_cls: 0.6367, decode.d1.loss_mask: 0.6600, decode.d1.loss_dice: 1.0174, decode.d2.loss_cls: 0.5689, decode.d2.loss_mask: 0.6492, decode.d2.loss_dice: 0.9793, decode.d3.loss_cls: 0.5587, decode.d3.loss_mask: 0.6433, decode.d3.loss_dice: 0.9569, decode.d4.loss_cls: 0.5362, decode.d4.loss_mask: 0.6437, decode.d4.loss_dice: 0.9585, decode.d5.loss_cls: 0.5374, decode.d5.loss_mask: 0.6429, decode.d5.loss_dice: 0.9516, decode.d6.loss_cls: 0.5314, decode.d6.loss_mask: 0.6367, decode.d6.loss_dice: 0.9486, decode.d7.loss_cls: 0.5319, decode.d7.loss_mask: 0.6339, decode.d7.loss_dice: 0.9479, decode.d8.loss_cls: 0.5316, decode.d8.loss_mask: 0.6393, decode.d8.loss_dice: 0.9484, loss: 22.7032, grad_norm: 61.9690 2023-12-25 21:16:16,743 - mmseg - INFO - Iter [28700/160000] lr: 8.206e-05, eta: 19:13:29, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5536, decode.loss_mask: 0.6671, decode.loss_dice: 0.9657, decode.d0.loss_cls: 1.5800, decode.d0.loss_mask: 0.7175, decode.d0.loss_dice: 1.0844, decode.d1.loss_cls: 0.6481, decode.d1.loss_mask: 0.7005, decode.d1.loss_dice: 1.0491, decode.d2.loss_cls: 0.5820, decode.d2.loss_mask: 0.6856, decode.d2.loss_dice: 1.0026, decode.d3.loss_cls: 0.5744, decode.d3.loss_mask: 0.6767, decode.d3.loss_dice: 0.9832, decode.d4.loss_cls: 0.5610, decode.d4.loss_mask: 0.6779, decode.d4.loss_dice: 0.9815, decode.d5.loss_cls: 0.5536, decode.d5.loss_mask: 0.6771, decode.d5.loss_dice: 0.9752, decode.d6.loss_cls: 0.5570, decode.d6.loss_mask: 0.6748, decode.d6.loss_dice: 0.9625, decode.d7.loss_cls: 0.5473, decode.d7.loss_mask: 0.6773, decode.d7.loss_dice: 0.9724, decode.d8.loss_cls: 0.5479, decode.d8.loss_mask: 0.6695, decode.d8.loss_dice: 0.9636, loss: 23.4692, grad_norm: 68.3361 2023-12-25 21:16:40,974 - mmseg - INFO - Iter [28750/160000] lr: 8.203e-05, eta: 19:12:48, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5669, decode.loss_mask: 0.7007, decode.loss_dice: 0.9793, decode.d0.loss_cls: 1.5431, decode.d0.loss_mask: 0.7403, decode.d0.loss_dice: 1.0917, decode.d1.loss_cls: 0.6594, decode.d1.loss_mask: 0.7279, decode.d1.loss_dice: 1.0425, decode.d2.loss_cls: 0.6025, decode.d2.loss_mask: 0.7088, decode.d2.loss_dice: 1.0069, decode.d3.loss_cls: 0.5947, decode.d3.loss_mask: 0.7074, decode.d3.loss_dice: 0.9861, decode.d4.loss_cls: 0.5858, decode.d4.loss_mask: 0.7043, decode.d4.loss_dice: 0.9866, decode.d5.loss_cls: 0.5848, decode.d5.loss_mask: 0.7002, decode.d5.loss_dice: 0.9811, decode.d6.loss_cls: 0.5748, decode.d6.loss_mask: 0.6995, decode.d6.loss_dice: 0.9716, decode.d7.loss_cls: 0.5719, decode.d7.loss_mask: 0.6995, decode.d7.loss_dice: 0.9814, decode.d8.loss_cls: 0.5757, decode.d8.loss_mask: 0.6990, decode.d8.loss_dice: 0.9787, loss: 23.9530, grad_norm: 70.1482 2023-12-25 21:17:05,373 - mmseg - INFO - Iter [28800/160000] lr: 8.200e-05, eta: 19:12:08, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5340, decode.loss_mask: 0.6614, decode.loss_dice: 0.9703, decode.d0.loss_cls: 1.5176, decode.d0.loss_mask: 0.7042, decode.d0.loss_dice: 1.0733, decode.d1.loss_cls: 0.6275, decode.d1.loss_mask: 0.6848, decode.d1.loss_dice: 1.0327, decode.d2.loss_cls: 0.5704, decode.d2.loss_mask: 0.6707, decode.d2.loss_dice: 0.9944, decode.d3.loss_cls: 0.5624, decode.d3.loss_mask: 0.6615, decode.d3.loss_dice: 0.9751, decode.d4.loss_cls: 0.5475, decode.d4.loss_mask: 0.6642, decode.d4.loss_dice: 0.9777, decode.d5.loss_cls: 0.5455, decode.d5.loss_mask: 0.6670, decode.d5.loss_dice: 0.9780, decode.d6.loss_cls: 0.5334, decode.d6.loss_mask: 0.6641, decode.d6.loss_dice: 0.9730, decode.d7.loss_cls: 0.5341, decode.d7.loss_mask: 0.6635, decode.d7.loss_dice: 0.9720, decode.d8.loss_cls: 0.5353, decode.d8.loss_mask: 0.6631, decode.d8.loss_dice: 0.9723, loss: 23.1310, grad_norm: 63.9504 2023-12-25 21:17:29,613 - mmseg - INFO - Iter [28850/160000] lr: 8.197e-05, eta: 19:11:27, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5011, decode.loss_mask: 0.6554, decode.loss_dice: 0.9613, decode.d0.loss_cls: 1.5546, decode.d0.loss_mask: 0.6867, decode.d0.loss_dice: 1.0638, decode.d1.loss_cls: 0.6122, decode.d1.loss_mask: 0.6764, decode.d1.loss_dice: 1.0212, decode.d2.loss_cls: 0.5402, decode.d2.loss_mask: 0.6674, decode.d2.loss_dice: 0.9921, decode.d3.loss_cls: 0.5332, decode.d3.loss_mask: 0.6572, decode.d3.loss_dice: 0.9663, decode.d4.loss_cls: 0.5160, decode.d4.loss_mask: 0.6581, decode.d4.loss_dice: 0.9667, decode.d5.loss_cls: 0.5134, decode.d5.loss_mask: 0.6547, decode.d5.loss_dice: 0.9670, decode.d6.loss_cls: 0.5091, decode.d6.loss_mask: 0.6533, decode.d6.loss_dice: 0.9553, decode.d7.loss_cls: 0.5073, decode.d7.loss_mask: 0.6544, decode.d7.loss_dice: 0.9610, decode.d8.loss_cls: 0.5018, decode.d8.loss_mask: 0.6560, decode.d8.loss_dice: 0.9616, loss: 22.7250, grad_norm: 60.2881 2023-12-25 21:17:53,776 - mmseg - INFO - Iter [28900/160000] lr: 8.194e-05, eta: 19:10:45, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5005, decode.loss_mask: 0.6452, decode.loss_dice: 0.9201, decode.d0.loss_cls: 1.4703, decode.d0.loss_mask: 0.6944, decode.d0.loss_dice: 1.0516, decode.d1.loss_cls: 0.6031, decode.d1.loss_mask: 0.6749, decode.d1.loss_dice: 0.9954, decode.d2.loss_cls: 0.5468, decode.d2.loss_mask: 0.6593, decode.d2.loss_dice: 0.9705, decode.d3.loss_cls: 0.5342, decode.d3.loss_mask: 0.6529, decode.d3.loss_dice: 0.9399, decode.d4.loss_cls: 0.5190, decode.d4.loss_mask: 0.6502, decode.d4.loss_dice: 0.9351, decode.d5.loss_cls: 0.5173, decode.d5.loss_mask: 0.6525, decode.d5.loss_dice: 0.9254, decode.d6.loss_cls: 0.5143, decode.d6.loss_mask: 0.6472, decode.d6.loss_dice: 0.9186, decode.d7.loss_cls: 0.4995, decode.d7.loss_mask: 0.6459, decode.d7.loss_dice: 0.9234, decode.d8.loss_cls: 0.4976, decode.d8.loss_mask: 0.6460, decode.d8.loss_dice: 0.9210, loss: 22.2720, grad_norm: 60.7369 2023-12-25 21:18:20,191 - mmseg - INFO - Iter [28950/160000] lr: 8.191e-05, eta: 19:10:19, time: 0.528, data_time: 0.058, memory: 40245, decode.loss_cls: 0.5420, decode.loss_mask: 0.6944, decode.loss_dice: 0.9848, decode.d0.loss_cls: 1.5097, decode.d0.loss_mask: 0.7457, decode.d0.loss_dice: 1.1013, decode.d1.loss_cls: 0.6293, decode.d1.loss_mask: 0.7296, decode.d1.loss_dice: 1.0470, decode.d2.loss_cls: 0.5943, decode.d2.loss_mask: 0.7096, decode.d2.loss_dice: 1.0149, decode.d3.loss_cls: 0.5665, decode.d3.loss_mask: 0.7066, decode.d3.loss_dice: 1.0009, decode.d4.loss_cls: 0.5596, decode.d4.loss_mask: 0.7021, decode.d4.loss_dice: 0.9963, decode.d5.loss_cls: 0.5512, decode.d5.loss_mask: 0.6990, decode.d5.loss_dice: 0.9839, decode.d6.loss_cls: 0.5484, decode.d6.loss_mask: 0.6928, decode.d6.loss_dice: 0.9782, decode.d7.loss_cls: 0.5387, decode.d7.loss_mask: 0.6956, decode.d7.loss_dice: 0.9874, decode.d8.loss_cls: 0.5397, decode.d8.loss_mask: 0.6969, decode.d8.loss_dice: 0.9847, loss: 23.7311, grad_norm: 61.0189 2023-12-25 21:18:44,619 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 21:18:44,619 - mmseg - INFO - Iter [29000/160000] lr: 8.188e-05, eta: 19:09:40, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5326, decode.loss_mask: 0.6745, decode.loss_dice: 0.9689, decode.d0.loss_cls: 1.5168, decode.d0.loss_mask: 0.7199, decode.d0.loss_dice: 1.0804, decode.d1.loss_cls: 0.6344, decode.d1.loss_mask: 0.6949, decode.d1.loss_dice: 1.0309, decode.d2.loss_cls: 0.5779, decode.d2.loss_mask: 0.6786, decode.d2.loss_dice: 0.9963, decode.d3.loss_cls: 0.5549, decode.d3.loss_mask: 0.6758, decode.d3.loss_dice: 0.9828, decode.d4.loss_cls: 0.5466, decode.d4.loss_mask: 0.6750, decode.d4.loss_dice: 0.9845, decode.d5.loss_cls: 0.5414, decode.d5.loss_mask: 0.6730, decode.d5.loss_dice: 0.9825, decode.d6.loss_cls: 0.5355, decode.d6.loss_mask: 0.6764, decode.d6.loss_dice: 0.9675, decode.d7.loss_cls: 0.5331, decode.d7.loss_mask: 0.6757, decode.d7.loss_dice: 0.9710, decode.d8.loss_cls: 0.5299, decode.d8.loss_mask: 0.6781, decode.d8.loss_dice: 0.9729, loss: 23.2626, grad_norm: 62.4196 2023-12-25 21:19:09,797 - mmseg - INFO - Iter [29050/160000] lr: 8.184e-05, eta: 19:09:06, time: 0.504, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5256, decode.loss_mask: 0.6358, decode.loss_dice: 0.9220, decode.d0.loss_cls: 1.5336, decode.d0.loss_mask: 0.6780, decode.d0.loss_dice: 1.0516, decode.d1.loss_cls: 0.6303, decode.d1.loss_mask: 0.6655, decode.d1.loss_dice: 0.9955, decode.d2.loss_cls: 0.5740, decode.d2.loss_mask: 0.6495, decode.d2.loss_dice: 0.9597, decode.d3.loss_cls: 0.5568, decode.d3.loss_mask: 0.6466, decode.d3.loss_dice: 0.9390, decode.d4.loss_cls: 0.5430, decode.d4.loss_mask: 0.6435, decode.d4.loss_dice: 0.9381, decode.d5.loss_cls: 0.5358, decode.d5.loss_mask: 0.6464, decode.d5.loss_dice: 0.9430, decode.d6.loss_cls: 0.5416, decode.d6.loss_mask: 0.6396, decode.d6.loss_dice: 0.9245, decode.d7.loss_cls: 0.5310, decode.d7.loss_mask: 0.6389, decode.d7.loss_dice: 0.9253, decode.d8.loss_cls: 0.5247, decode.d8.loss_mask: 0.6393, decode.d8.loss_dice: 0.9272, loss: 22.5054, grad_norm: 62.4192 2023-12-25 21:19:34,945 - mmseg - INFO - Iter [29100/160000] lr: 8.181e-05, eta: 19:08:31, time: 0.503, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5230, decode.loss_mask: 0.6511, decode.loss_dice: 0.9284, decode.d0.loss_cls: 1.5370, decode.d0.loss_mask: 0.6954, decode.d0.loss_dice: 1.0354, decode.d1.loss_cls: 0.6261, decode.d1.loss_mask: 0.6830, decode.d1.loss_dice: 0.9956, decode.d2.loss_cls: 0.5693, decode.d2.loss_mask: 0.6683, decode.d2.loss_dice: 0.9583, decode.d3.loss_cls: 0.5549, decode.d3.loss_mask: 0.6606, decode.d3.loss_dice: 0.9389, decode.d4.loss_cls: 0.5417, decode.d4.loss_mask: 0.6591, decode.d4.loss_dice: 0.9427, decode.d5.loss_cls: 0.5357, decode.d5.loss_mask: 0.6591, decode.d5.loss_dice: 0.9375, decode.d6.loss_cls: 0.5398, decode.d6.loss_mask: 0.6553, decode.d6.loss_dice: 0.9248, decode.d7.loss_cls: 0.5315, decode.d7.loss_mask: 0.6560, decode.d7.loss_dice: 0.9219, decode.d8.loss_cls: 0.5265, decode.d8.loss_mask: 0.6590, decode.d8.loss_dice: 0.9284, loss: 22.6444, grad_norm: 55.9091 2023-12-25 21:20:00,295 - mmseg - INFO - Iter [29150/160000] lr: 8.178e-05, eta: 19:07:58, time: 0.507, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5041, decode.loss_mask: 0.6516, decode.loss_dice: 0.9297, decode.d0.loss_cls: 1.4954, decode.d0.loss_mask: 0.6864, decode.d0.loss_dice: 1.0432, decode.d1.loss_cls: 0.5989, decode.d1.loss_mask: 0.6761, decode.d1.loss_dice: 0.9994, decode.d2.loss_cls: 0.5457, decode.d2.loss_mask: 0.6622, decode.d2.loss_dice: 0.9553, decode.d3.loss_cls: 0.5323, decode.d3.loss_mask: 0.6543, decode.d3.loss_dice: 0.9404, decode.d4.loss_cls: 0.5173, decode.d4.loss_mask: 0.6554, decode.d4.loss_dice: 0.9410, decode.d5.loss_cls: 0.5104, decode.d5.loss_mask: 0.6533, decode.d5.loss_dice: 0.9395, decode.d6.loss_cls: 0.5066, decode.d6.loss_mask: 0.6526, decode.d6.loss_dice: 0.9284, decode.d7.loss_cls: 0.5011, decode.d7.loss_mask: 0.6521, decode.d7.loss_dice: 0.9367, decode.d8.loss_cls: 0.5028, decode.d8.loss_mask: 0.6512, decode.d8.loss_dice: 0.9319, loss: 22.3554, grad_norm: 56.7795 2023-12-25 21:20:24,825 - mmseg - INFO - Iter [29200/160000] lr: 8.175e-05, eta: 19:07:20, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5473, decode.loss_mask: 0.6525, decode.loss_dice: 0.9553, decode.d0.loss_cls: 1.5611, decode.d0.loss_mask: 0.6928, decode.d0.loss_dice: 1.0810, decode.d1.loss_cls: 0.6465, decode.d1.loss_mask: 0.6767, decode.d1.loss_dice: 1.0304, decode.d2.loss_cls: 0.5928, decode.d2.loss_mask: 0.6619, decode.d2.loss_dice: 0.9958, decode.d3.loss_cls: 0.5733, decode.d3.loss_mask: 0.6560, decode.d3.loss_dice: 0.9729, decode.d4.loss_cls: 0.5627, decode.d4.loss_mask: 0.6564, decode.d4.loss_dice: 0.9747, decode.d5.loss_cls: 0.5501, decode.d5.loss_mask: 0.6538, decode.d5.loss_dice: 0.9731, decode.d6.loss_cls: 0.5508, decode.d6.loss_mask: 0.6553, decode.d6.loss_dice: 0.9596, decode.d7.loss_cls: 0.5526, decode.d7.loss_mask: 0.6501, decode.d7.loss_dice: 0.9620, decode.d8.loss_cls: 0.5440, decode.d8.loss_mask: 0.6521, decode.d8.loss_dice: 0.9646, loss: 23.1583, grad_norm: 57.0144 2023-12-25 21:20:48,873 - mmseg - INFO - Iter [29250/160000] lr: 8.172e-05, eta: 19:06:38, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5759, decode.loss_mask: 0.6700, decode.loss_dice: 0.9825, decode.d0.loss_cls: 1.5721, decode.d0.loss_mask: 0.7055, decode.d0.loss_dice: 1.0977, decode.d1.loss_cls: 0.6693, decode.d1.loss_mask: 0.6858, decode.d1.loss_dice: 1.0414, decode.d2.loss_cls: 0.6249, decode.d2.loss_mask: 0.6758, decode.d2.loss_dice: 0.9989, decode.d3.loss_cls: 0.6014, decode.d3.loss_mask: 0.6730, decode.d3.loss_dice: 0.9869, decode.d4.loss_cls: 0.5884, decode.d4.loss_mask: 0.6737, decode.d4.loss_dice: 0.9900, decode.d5.loss_cls: 0.5815, decode.d5.loss_mask: 0.6742, decode.d5.loss_dice: 0.9871, decode.d6.loss_cls: 0.5835, decode.d6.loss_mask: 0.6726, decode.d6.loss_dice: 0.9813, decode.d7.loss_cls: 0.5814, decode.d7.loss_mask: 0.6680, decode.d7.loss_dice: 0.9790, decode.d8.loss_cls: 0.5793, decode.d8.loss_mask: 0.6699, decode.d8.loss_dice: 0.9793, loss: 23.7502, grad_norm: 56.7604 2023-12-25 21:21:13,425 - mmseg - INFO - Iter [29300/160000] lr: 8.169e-05, eta: 19:06:00, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5187, decode.loss_mask: 0.6335, decode.loss_dice: 0.9601, decode.d0.loss_cls: 1.5464, decode.d0.loss_mask: 0.6783, decode.d0.loss_dice: 1.0632, decode.d1.loss_cls: 0.6121, decode.d1.loss_mask: 0.6630, decode.d1.loss_dice: 1.0156, decode.d2.loss_cls: 0.5580, decode.d2.loss_mask: 0.6449, decode.d2.loss_dice: 0.9818, decode.d3.loss_cls: 0.5367, decode.d3.loss_mask: 0.6447, decode.d3.loss_dice: 0.9657, decode.d4.loss_cls: 0.5236, decode.d4.loss_mask: 0.6408, decode.d4.loss_dice: 0.9696, decode.d5.loss_cls: 0.5209, decode.d5.loss_mask: 0.6393, decode.d5.loss_dice: 0.9703, decode.d6.loss_cls: 0.5258, decode.d6.loss_mask: 0.6369, decode.d6.loss_dice: 0.9586, decode.d7.loss_cls: 0.5115, decode.d7.loss_mask: 0.6391, decode.d7.loss_dice: 0.9606, decode.d8.loss_cls: 0.5155, decode.d8.loss_mask: 0.6372, decode.d8.loss_dice: 0.9633, loss: 22.6359, grad_norm: 57.7643 2023-12-25 21:21:37,993 - mmseg - INFO - Iter [29350/160000] lr: 8.166e-05, eta: 19:05:22, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5513, decode.loss_mask: 0.6659, decode.loss_dice: 0.9713, decode.d0.loss_cls: 1.5303, decode.d0.loss_mask: 0.7058, decode.d0.loss_dice: 1.0917, decode.d1.loss_cls: 0.6575, decode.d1.loss_mask: 0.6910, decode.d1.loss_dice: 1.0351, decode.d2.loss_cls: 0.6017, decode.d2.loss_mask: 0.6741, decode.d2.loss_dice: 1.0040, decode.d3.loss_cls: 0.5847, decode.d3.loss_mask: 0.6666, decode.d3.loss_dice: 0.9812, decode.d4.loss_cls: 0.5744, decode.d4.loss_mask: 0.6623, decode.d4.loss_dice: 0.9840, decode.d5.loss_cls: 0.5651, decode.d5.loss_mask: 0.6664, decode.d5.loss_dice: 0.9795, decode.d6.loss_cls: 0.5541, decode.d6.loss_mask: 0.6633, decode.d6.loss_dice: 0.9774, decode.d7.loss_cls: 0.5542, decode.d7.loss_mask: 0.6646, decode.d7.loss_dice: 0.9777, decode.d8.loss_cls: 0.5473, decode.d8.loss_mask: 0.6675, decode.d8.loss_dice: 0.9812, loss: 23.4313, grad_norm: 60.7158 2023-12-25 21:22:02,624 - mmseg - INFO - Iter [29400/160000] lr: 8.163e-05, eta: 19:04:44, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5565, decode.loss_mask: 0.6511, decode.loss_dice: 0.9357, decode.d0.loss_cls: 1.5618, decode.d0.loss_mask: 0.7005, decode.d0.loss_dice: 1.0566, decode.d1.loss_cls: 0.6618, decode.d1.loss_mask: 0.6752, decode.d1.loss_dice: 1.0034, decode.d2.loss_cls: 0.6045, decode.d2.loss_mask: 0.6591, decode.d2.loss_dice: 0.9672, decode.d3.loss_cls: 0.5945, decode.d3.loss_mask: 0.6572, decode.d3.loss_dice: 0.9435, decode.d4.loss_cls: 0.5746, decode.d4.loss_mask: 0.6533, decode.d4.loss_dice: 0.9475, decode.d5.loss_cls: 0.5742, decode.d5.loss_mask: 0.6531, decode.d5.loss_dice: 0.9449, decode.d6.loss_cls: 0.5651, decode.d6.loss_mask: 0.6499, decode.d6.loss_dice: 0.9307, decode.d7.loss_cls: 0.5601, decode.d7.loss_mask: 0.6502, decode.d7.loss_dice: 0.9323, decode.d8.loss_cls: 0.5593, decode.d8.loss_mask: 0.6524, decode.d8.loss_dice: 0.9334, loss: 23.0095, grad_norm: 61.7738 2023-12-25 21:22:27,099 - mmseg - INFO - Iter [29450/160000] lr: 8.159e-05, eta: 19:04:06, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5368, decode.loss_mask: 0.6421, decode.loss_dice: 0.9399, decode.d0.loss_cls: 1.5201, decode.d0.loss_mask: 0.6820, decode.d0.loss_dice: 1.0643, decode.d1.loss_cls: 0.6209, decode.d1.loss_mask: 0.6708, decode.d1.loss_dice: 1.0181, decode.d2.loss_cls: 0.5838, decode.d2.loss_mask: 0.6523, decode.d2.loss_dice: 0.9694, decode.d3.loss_cls: 0.5602, decode.d3.loss_mask: 0.6455, decode.d3.loss_dice: 0.9609, decode.d4.loss_cls: 0.5488, decode.d4.loss_mask: 0.6480, decode.d4.loss_dice: 0.9519, decode.d5.loss_cls: 0.5452, decode.d5.loss_mask: 0.6407, decode.d5.loss_dice: 0.9420, decode.d6.loss_cls: 0.5412, decode.d6.loss_mask: 0.6434, decode.d6.loss_dice: 0.9421, decode.d7.loss_cls: 0.5397, decode.d7.loss_mask: 0.6417, decode.d7.loss_dice: 0.9409, decode.d8.loss_cls: 0.5399, decode.d8.loss_mask: 0.6413, decode.d8.loss_dice: 0.9387, loss: 22.7126, grad_norm: 59.7822 2023-12-25 21:22:51,557 - mmseg - INFO - Iter [29500/160000] lr: 8.156e-05, eta: 19:03:27, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5306, decode.loss_mask: 0.6683, decode.loss_dice: 0.9816, decode.d0.loss_cls: 1.5364, decode.d0.loss_mask: 0.7054, decode.d0.loss_dice: 1.0944, decode.d1.loss_cls: 0.6432, decode.d1.loss_mask: 0.6860, decode.d1.loss_dice: 1.0531, decode.d2.loss_cls: 0.5847, decode.d2.loss_mask: 0.6726, decode.d2.loss_dice: 1.0050, decode.d3.loss_cls: 0.5638, decode.d3.loss_mask: 0.6717, decode.d3.loss_dice: 0.9935, decode.d4.loss_cls: 0.5552, decode.d4.loss_mask: 0.6694, decode.d4.loss_dice: 0.9839, decode.d5.loss_cls: 0.5427, decode.d5.loss_mask: 0.6671, decode.d5.loss_dice: 0.9761, decode.d6.loss_cls: 0.5445, decode.d6.loss_mask: 0.6638, decode.d6.loss_dice: 0.9740, decode.d7.loss_cls: 0.5315, decode.d7.loss_mask: 0.6673, decode.d7.loss_dice: 0.9801, decode.d8.loss_cls: 0.5343, decode.d8.loss_mask: 0.6691, decode.d8.loss_dice: 0.9828, loss: 23.3322, grad_norm: 58.1723 2023-12-25 21:23:16,061 - mmseg - INFO - Iter [29550/160000] lr: 8.153e-05, eta: 19:02:49, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5233, decode.loss_mask: 0.6521, decode.loss_dice: 0.9423, decode.d0.loss_cls: 1.5219, decode.d0.loss_mask: 0.6896, decode.d0.loss_dice: 1.0566, decode.d1.loss_cls: 0.6262, decode.d1.loss_mask: 0.6740, decode.d1.loss_dice: 1.0158, decode.d2.loss_cls: 0.5651, decode.d2.loss_mask: 0.6618, decode.d2.loss_dice: 0.9816, decode.d3.loss_cls: 0.5520, decode.d3.loss_mask: 0.6534, decode.d3.loss_dice: 0.9544, decode.d4.loss_cls: 0.5406, decode.d4.loss_mask: 0.6519, decode.d4.loss_dice: 0.9510, decode.d5.loss_cls: 0.5327, decode.d5.loss_mask: 0.6528, decode.d5.loss_dice: 0.9569, decode.d6.loss_cls: 0.5261, decode.d6.loss_mask: 0.6511, decode.d6.loss_dice: 0.9429, decode.d7.loss_cls: 0.5248, decode.d7.loss_mask: 0.6498, decode.d7.loss_dice: 0.9488, decode.d8.loss_cls: 0.5228, decode.d8.loss_mask: 0.6530, decode.d8.loss_dice: 0.9467, loss: 22.7219, grad_norm: 57.0719 2023-12-25 21:23:40,506 - mmseg - INFO - Iter [29600/160000] lr: 8.150e-05, eta: 19:02:11, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5469, decode.loss_mask: 0.6591, decode.loss_dice: 0.9619, decode.d0.loss_cls: 1.5350, decode.d0.loss_mask: 0.7140, decode.d0.loss_dice: 1.0892, decode.d1.loss_cls: 0.6497, decode.d1.loss_mask: 0.6946, decode.d1.loss_dice: 1.0336, decode.d2.loss_cls: 0.5863, decode.d2.loss_mask: 0.6733, decode.d2.loss_dice: 1.0056, decode.d3.loss_cls: 0.5761, decode.d3.loss_mask: 0.6657, decode.d3.loss_dice: 0.9783, decode.d4.loss_cls: 0.5714, decode.d4.loss_mask: 0.6613, decode.d4.loss_dice: 0.9730, decode.d5.loss_cls: 0.5633, decode.d5.loss_mask: 0.6618, decode.d5.loss_dice: 0.9640, decode.d6.loss_cls: 0.5615, decode.d6.loss_mask: 0.6591, decode.d6.loss_dice: 0.9618, decode.d7.loss_cls: 0.5553, decode.d7.loss_mask: 0.6557, decode.d7.loss_dice: 0.9589, decode.d8.loss_cls: 0.5551, decode.d8.loss_mask: 0.6586, decode.d8.loss_dice: 0.9636, loss: 23.2935, grad_norm: 57.9992 2023-12-25 21:24:04,942 - mmseg - INFO - Iter [29650/160000] lr: 8.147e-05, eta: 19:01:32, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5641, decode.loss_mask: 0.6453, decode.loss_dice: 0.9443, decode.d0.loss_cls: 1.5678, decode.d0.loss_mask: 0.6864, decode.d0.loss_dice: 1.0684, decode.d1.loss_cls: 0.6603, decode.d1.loss_mask: 0.6689, decode.d1.loss_dice: 1.0171, decode.d2.loss_cls: 0.6059, decode.d2.loss_mask: 0.6584, decode.d2.loss_dice: 0.9749, decode.d3.loss_cls: 0.5988, decode.d3.loss_mask: 0.6488, decode.d3.loss_dice: 0.9458, decode.d4.loss_cls: 0.5792, decode.d4.loss_mask: 0.6471, decode.d4.loss_dice: 0.9448, decode.d5.loss_cls: 0.5744, decode.d5.loss_mask: 0.6494, decode.d5.loss_dice: 0.9390, decode.d6.loss_cls: 0.5689, decode.d6.loss_mask: 0.6471, decode.d6.loss_dice: 0.9379, decode.d7.loss_cls: 0.5600, decode.d7.loss_mask: 0.6486, decode.d7.loss_dice: 0.9408, decode.d8.loss_cls: 0.5606, decode.d8.loss_mask: 0.6458, decode.d8.loss_dice: 0.9370, loss: 23.0357, grad_norm: 59.4225 2023-12-25 21:24:29,133 - mmseg - INFO - Iter [29700/160000] lr: 8.144e-05, eta: 19:00:52, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5308, decode.loss_mask: 0.6839, decode.loss_dice: 0.9615, decode.d0.loss_cls: 1.4907, decode.d0.loss_mask: 0.7249, decode.d0.loss_dice: 1.0794, decode.d1.loss_cls: 0.6220, decode.d1.loss_mask: 0.7119, decode.d1.loss_dice: 1.0318, decode.d2.loss_cls: 0.5717, decode.d2.loss_mask: 0.6942, decode.d2.loss_dice: 0.9913, decode.d3.loss_cls: 0.5581, decode.d3.loss_mask: 0.6827, decode.d3.loss_dice: 0.9785, decode.d4.loss_cls: 0.5452, decode.d4.loss_mask: 0.6829, decode.d4.loss_dice: 0.9761, decode.d5.loss_cls: 0.5382, decode.d5.loss_mask: 0.6868, decode.d5.loss_dice: 0.9740, decode.d6.loss_cls: 0.5378, decode.d6.loss_mask: 0.6793, decode.d6.loss_dice: 0.9661, decode.d7.loss_cls: 0.5347, decode.d7.loss_mask: 0.6828, decode.d7.loss_dice: 0.9684, decode.d8.loss_cls: 0.5322, decode.d8.loss_mask: 0.6844, decode.d8.loss_dice: 0.9639, loss: 23.2661, grad_norm: 58.1774 2023-12-25 21:24:53,390 - mmseg - INFO - Iter [29750/160000] lr: 8.141e-05, eta: 19:00:13, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5279, decode.loss_mask: 0.6683, decode.loss_dice: 0.9459, decode.d0.loss_cls: 1.5271, decode.d0.loss_mask: 0.7099, decode.d0.loss_dice: 1.0537, decode.d1.loss_cls: 0.6212, decode.d1.loss_mask: 0.6979, decode.d1.loss_dice: 1.0075, decode.d2.loss_cls: 0.5660, decode.d2.loss_mask: 0.6796, decode.d2.loss_dice: 0.9652, decode.d3.loss_cls: 0.5584, decode.d3.loss_mask: 0.6757, decode.d3.loss_dice: 0.9511, decode.d4.loss_cls: 0.5446, decode.d4.loss_mask: 0.6713, decode.d4.loss_dice: 0.9567, decode.d5.loss_cls: 0.5327, decode.d5.loss_mask: 0.6756, decode.d5.loss_dice: 0.9481, decode.d6.loss_cls: 0.5296, decode.d6.loss_mask: 0.6727, decode.d6.loss_dice: 0.9418, decode.d7.loss_cls: 0.5296, decode.d7.loss_mask: 0.6690, decode.d7.loss_dice: 0.9445, decode.d8.loss_cls: 0.5204, decode.d8.loss_mask: 0.6685, decode.d8.loss_dice: 0.9472, loss: 22.9077, grad_norm: 66.5091 2023-12-25 21:25:17,777 - mmseg - INFO - Iter [29800/160000] lr: 8.138e-05, eta: 18:59:34, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5438, decode.loss_mask: 0.6774, decode.loss_dice: 0.9628, decode.d0.loss_cls: 1.5253, decode.d0.loss_mask: 0.7198, decode.d0.loss_dice: 1.0889, decode.d1.loss_cls: 0.6236, decode.d1.loss_mask: 0.7051, decode.d1.loss_dice: 1.0316, decode.d2.loss_cls: 0.5726, decode.d2.loss_mask: 0.6893, decode.d2.loss_dice: 0.9960, decode.d3.loss_cls: 0.5546, decode.d3.loss_mask: 0.6830, decode.d3.loss_dice: 0.9818, decode.d4.loss_cls: 0.5505, decode.d4.loss_mask: 0.6839, decode.d4.loss_dice: 0.9734, decode.d5.loss_cls: 0.5413, decode.d5.loss_mask: 0.6828, decode.d5.loss_dice: 0.9766, decode.d6.loss_cls: 0.5412, decode.d6.loss_mask: 0.6812, decode.d6.loss_dice: 0.9638, decode.d7.loss_cls: 0.5353, decode.d7.loss_mask: 0.6817, decode.d7.loss_dice: 0.9729, decode.d8.loss_cls: 0.5388, decode.d8.loss_mask: 0.6767, decode.d8.loss_dice: 0.9645, loss: 23.3199, grad_norm: 57.1350 2023-12-25 21:25:42,029 - mmseg - INFO - Iter [29850/160000] lr: 8.134e-05, eta: 18:58:55, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5319, decode.loss_mask: 0.6457, decode.loss_dice: 0.9368, decode.d0.loss_cls: 1.5250, decode.d0.loss_mask: 0.6984, decode.d0.loss_dice: 1.0617, decode.d1.loss_cls: 0.6260, decode.d1.loss_mask: 0.6747, decode.d1.loss_dice: 1.0157, decode.d2.loss_cls: 0.5693, decode.d2.loss_mask: 0.6542, decode.d2.loss_dice: 0.9676, decode.d3.loss_cls: 0.5543, decode.d3.loss_mask: 0.6455, decode.d3.loss_dice: 0.9476, decode.d4.loss_cls: 0.5490, decode.d4.loss_mask: 0.6453, decode.d4.loss_dice: 0.9463, decode.d5.loss_cls: 0.5361, decode.d5.loss_mask: 0.6462, decode.d5.loss_dice: 0.9454, decode.d6.loss_cls: 0.5337, decode.d6.loss_mask: 0.6462, decode.d6.loss_dice: 0.9390, decode.d7.loss_cls: 0.5360, decode.d7.loss_mask: 0.6484, decode.d7.loss_dice: 0.9406, decode.d8.loss_cls: 0.5293, decode.d8.loss_mask: 0.6484, decode.d8.loss_dice: 0.9405, loss: 22.6847, grad_norm: 59.8050 2023-12-25 21:26:06,267 - mmseg - INFO - Iter [29900/160000] lr: 8.131e-05, eta: 18:58:15, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5137, decode.loss_mask: 0.6754, decode.loss_dice: 0.9558, decode.d0.loss_cls: 1.5169, decode.d0.loss_mask: 0.7067, decode.d0.loss_dice: 1.0602, decode.d1.loss_cls: 0.6038, decode.d1.loss_mask: 0.7029, decode.d1.loss_dice: 1.0227, decode.d2.loss_cls: 0.5604, decode.d2.loss_mask: 0.6896, decode.d2.loss_dice: 0.9820, decode.d3.loss_cls: 0.5432, decode.d3.loss_mask: 0.6811, decode.d3.loss_dice: 0.9645, decode.d4.loss_cls: 0.5332, decode.d4.loss_mask: 0.6785, decode.d4.loss_dice: 0.9697, decode.d5.loss_cls: 0.5268, decode.d5.loss_mask: 0.6743, decode.d5.loss_dice: 0.9660, decode.d6.loss_cls: 0.5203, decode.d6.loss_mask: 0.6741, decode.d6.loss_dice: 0.9592, decode.d7.loss_cls: 0.5191, decode.d7.loss_mask: 0.6723, decode.d7.loss_dice: 0.9582, decode.d8.loss_cls: 0.5182, decode.d8.loss_mask: 0.6735, decode.d8.loss_dice: 0.9602, loss: 22.9827, grad_norm: 60.1680 2023-12-25 21:26:30,685 - mmseg - INFO - Iter [29950/160000] lr: 8.128e-05, eta: 18:57:37, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5655, decode.loss_mask: 0.6551, decode.loss_dice: 0.9857, decode.d0.loss_cls: 1.6014, decode.d0.loss_mask: 0.7027, decode.d0.loss_dice: 1.1193, decode.d1.loss_cls: 0.6724, decode.d1.loss_mask: 0.6829, decode.d1.loss_dice: 1.0558, decode.d2.loss_cls: 0.6105, decode.d2.loss_mask: 0.6653, decode.d2.loss_dice: 1.0182, decode.d3.loss_cls: 0.5839, decode.d3.loss_mask: 0.6624, decode.d3.loss_dice: 1.0006, decode.d4.loss_cls: 0.5772, decode.d4.loss_mask: 0.6603, decode.d4.loss_dice: 0.9907, decode.d5.loss_cls: 0.5749, decode.d5.loss_mask: 0.6594, decode.d5.loss_dice: 0.9918, decode.d6.loss_cls: 0.5755, decode.d6.loss_mask: 0.6530, decode.d6.loss_dice: 0.9822, decode.d7.loss_cls: 0.5678, decode.d7.loss_mask: 0.6554, decode.d7.loss_dice: 0.9857, decode.d8.loss_cls: 0.5670, decode.d8.loss_mask: 0.6552, decode.d8.loss_dice: 0.9884, loss: 23.6662, grad_norm: 60.7010 2023-12-25 21:26:55,270 - mmseg - INFO - Saving checkpoint at 30000 iterations 2023-12-25 21:26:57,743 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 21:26:57,743 - mmseg - INFO - Iter [30000/160000] lr: 8.125e-05, eta: 18:57:16, time: 0.541, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5187, decode.loss_mask: 0.6644, decode.loss_dice: 0.9821, decode.d0.loss_cls: 1.5281, decode.d0.loss_mask: 0.6969, decode.d0.loss_dice: 1.0942, decode.d1.loss_cls: 0.6241, decode.d1.loss_mask: 0.6922, decode.d1.loss_dice: 1.0530, decode.d2.loss_cls: 0.5636, decode.d2.loss_mask: 0.6739, decode.d2.loss_dice: 1.0164, decode.d3.loss_cls: 0.5409, decode.d3.loss_mask: 0.6718, decode.d3.loss_dice: 0.9956, decode.d4.loss_cls: 0.5290, decode.d4.loss_mask: 0.6676, decode.d4.loss_dice: 0.9955, decode.d5.loss_cls: 0.5320, decode.d5.loss_mask: 0.6706, decode.d5.loss_dice: 0.9909, decode.d6.loss_cls: 0.5257, decode.d6.loss_mask: 0.6641, decode.d6.loss_dice: 0.9822, decode.d7.loss_cls: 0.5214, decode.d7.loss_mask: 0.6643, decode.d7.loss_dice: 0.9830, decode.d8.loss_cls: 0.5148, decode.d8.loss_mask: 0.6626, decode.d8.loss_dice: 0.9907, loss: 23.2103, grad_norm: 60.8366 2023-12-25 21:27:19,793 - mmseg - INFO - per class results: 2023-12-25 21:27:19,798 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 78.31 | 87.1 | | building | 82.26 | 89.01 | | sky | 94.92 | 97.17 | | floor | 82.06 | 90.11 | | tree | 75.5 | 86.68 | | ceiling | 85.16 | 90.96 | | road | 84.28 | 87.89 | | bed | 89.54 | 94.11 | | windowpane | 61.91 | 79.77 | | grass | 65.41 | 75.66 | | cabinet | 64.75 | 78.88 | | sidewalk | 64.84 | 82.13 | | person | 84.13 | 90.5 | | earth | 33.83 | 49.41 | | door | 48.61 | 65.76 | | table | 59.28 | 72.59 | | mountain | 61.36 | 75.89 | | plant | 55.21 | 68.75 | | curtain | 73.0 | 86.24 | | chair | 59.75 | 75.49 | | car | 86.42 | 93.65 | | water | 49.0 | 67.74 | | painting | 68.11 | 87.51 | | sofa | 67.59 | 75.52 | | shelf | 38.47 | 51.07 | | house | 43.91 | 84.98 | | sea | 56.17 | 75.87 | | mirror | 67.09 | 80.31 | | rug | 59.23 | 64.56 | | field | 32.18 | 62.02 | | armchair | 45.6 | 68.06 | | seat | 61.7 | 75.05 | | fence | 45.61 | 59.07 | | desk | 41.02 | 71.16 | | rock | 46.57 | 86.04 | | wardrobe | 47.96 | 59.02 | | lamp | 67.5 | 80.25 | | bathtub | 84.94 | 89.09 | | railing | 33.32 | 49.33 | | cushion | 59.01 | 70.39 | | base | 27.84 | 76.44 | | box | 27.86 | 48.95 | | column | 48.31 | 69.65 | | signboard | 39.5 | 59.72 | | chest of drawers | 46.48 | 63.56 | | counter | 23.76 | 45.54 | | sand | 32.44 | 54.19 | | sink | 72.4 | 81.76 | | skyscraper | 36.24 | 42.47 | | fireplace | 67.98 | 94.1 | | refrigerator | 81.79 | 88.42 | | grandstand | 54.28 | 67.37 | | path | 20.99 | 28.28 | | stairs | 25.21 | 37.55 | | runway | 72.66 | 93.88 | | case | 44.34 | 59.97 | | pool table | 94.3 | 96.77 | | pillow | 55.12 | 77.69 | | screen door | 70.96 | 87.05 | | stairway | 25.52 | 46.54 | | river | 10.25 | 13.7 | | bridge | 78.37 | 87.38 | | bookcase | 31.68 | 48.61 | | blind | 42.51 | 47.87 | | coffee table | 63.68 | 82.99 | | toilet | 86.35 | 90.63 | | flower | 44.49 | 52.59 | | book | 50.73 | 66.98 | | hill | 7.79 | 16.44 | | bench | 44.29 | 60.12 | | countertop | 56.44 | 73.72 | | stove | 78.38 | 83.99 | | palm | 47.35 | 70.38 | | kitchen island | 49.19 | 79.39 | | computer | 80.29 | 87.52 | | swivel chair | 50.69 | 73.79 | | boat | 73.47 | 91.1 | | bar | 18.95 | 20.6 | | arcade machine | 64.92 | 70.55 | | hovel | 38.86 | 47.1 | | bus | 90.66 | 95.49 | | towel | 76.91 | 86.66 | | light | 61.06 | 74.61 | | truck | 42.9 | 61.94 | | tower | 38.38 | 62.28 | | chandelier | 63.14 | 75.55 | | awning | 30.47 | 48.32 | | streetlight | 34.18 | 59.32 | | booth | 53.17 | 67.62 | | television receiver | 57.98 | 80.62 | | airplane | 61.6 | 75.25 | | dirt track | 9.65 | 30.02 | | apparel | 38.55 | 73.0 | | pole | 25.26 | 36.13 | | land | 0.0 | 0.0 | | bannister | 15.11 | 34.48 | | escalator | 18.05 | 18.4 | | ottoman | 45.76 | 70.7 | | bottle | 34.53 | 46.15 | | buffet | 32.12 | 37.21 | | poster | 32.52 | 43.88 | | stage | 20.64 | 34.84 | | van | 41.57 | 55.88 | | ship | 4.2 | 7.97 | | fountain | 28.72 | 30.0 | | conveyer belt | 57.04 | 91.03 | | canopy | 16.37 | 26.85 | | washer | 71.71 | 75.15 | | plaything | 32.33 | 66.24 | | swimming pool | 33.39 | 57.55 | | stool | 52.51 | 66.6 | | barrel | 22.58 | 74.49 | | basket | 35.54 | 45.25 | | waterfall | 46.91 | 55.44 | | tent | 70.31 | 98.45 | | bag | 17.35 | 27.52 | | minibike | 73.82 | 86.9 | | cradle | 85.12 | 97.33 | | oven | 23.1 | 65.28 | | ball | 11.89 | 20.06 | | food | 64.89 | 75.07 | | step | 16.46 | 29.2 | | tank | 33.93 | 56.92 | | trade name | 27.13 | 35.15 | | microwave | 40.65 | 47.34 | | pot | 54.18 | 69.21 | | animal | 61.61 | 62.79 | | bicycle | 61.98 | 80.69 | | lake | 2.79 | 6.17 | | dishwasher | 70.51 | 76.83 | | screen | 68.14 | 94.48 | | blanket | 29.27 | 38.0 | | sculpture | 38.81 | 89.29 | | hood | 60.31 | 66.34 | | sconce | 52.9 | 71.93 | | vase | 46.65 | 70.13 | | traffic light | 37.94 | 67.56 | | tray | 16.38 | 35.41 | | ashcan | 47.13 | 62.26 | | fan | 68.32 | 82.35 | | pier | 51.27 | 53.45 | | crt screen | 4.31 | 11.51 | | plate | 60.05 | 70.03 | | monitor | 10.09 | 12.33 | | bulletin board | 48.89 | 75.08 | | shower | 10.25 | 25.2 | | radiator | 59.66 | 75.83 | | glass | 21.65 | 27.21 | | clock | 31.97 | 48.18 | | flag | 45.17 | 60.66 | +---------------------+-------+-------+ 2023-12-25 21:27:19,798 - mmseg - INFO - Summary: 2023-12-25 21:27:19,799 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 82.72 | 48.95 | 63.98 | +-------+-------+-------+ 2023-12-25 21:27:19,852 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/FlashInternImage/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_25000.pth was removed 2023-12-25 21:27:21,980 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_30000.pth. 2023-12-25 21:27:21,981 - mmseg - INFO - Best mIoU is 0.4895 at 30000 iter. 2023-12-25 21:27:21,981 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 21:27:21,981 - mmseg - INFO - Iter(val) [250] aAcc: 0.8272, mIoU: 0.4895, mAcc: 0.6398, IoU.wall: 0.7831, IoU.building: 0.8226, IoU.sky: 0.9492, IoU.floor: 0.8206, IoU.tree: 0.7550, IoU.ceiling: 0.8516, IoU.road: 0.8428, IoU.bed : 0.8954, IoU.windowpane: 0.6191, IoU.grass: 0.6541, IoU.cabinet: 0.6475, IoU.sidewalk: 0.6484, IoU.person: 0.8413, IoU.earth: 0.3383, IoU.door: 0.4861, IoU.table: 0.5928, IoU.mountain: 0.6136, IoU.plant: 0.5521, IoU.curtain: 0.7300, IoU.chair: 0.5975, IoU.car: 0.8642, IoU.water: 0.4900, IoU.painting: 0.6811, IoU.sofa: 0.6759, IoU.shelf: 0.3847, IoU.house: 0.4391, IoU.sea: 0.5617, IoU.mirror: 0.6709, IoU.rug: 0.5923, IoU.field: 0.3218, IoU.armchair: 0.4560, IoU.seat: 0.6170, IoU.fence: 0.4561, IoU.desk: 0.4102, IoU.rock: 0.4657, IoU.wardrobe: 0.4796, IoU.lamp: 0.6750, IoU.bathtub: 0.8494, IoU.railing: 0.3332, IoU.cushion: 0.5901, IoU.base: 0.2784, IoU.box: 0.2786, IoU.column: 0.4831, IoU.signboard: 0.3950, IoU.chest of drawers: 0.4648, IoU.counter: 0.2376, IoU.sand: 0.3244, IoU.sink: 0.7240, IoU.skyscraper: 0.3624, IoU.fireplace: 0.6798, IoU.refrigerator: 0.8179, IoU.grandstand: 0.5428, IoU.path: 0.2099, IoU.stairs: 0.2521, IoU.runway: 0.7266, IoU.case: 0.4434, IoU.pool table: 0.9430, IoU.pillow: 0.5512, IoU.screen door: 0.7096, IoU.stairway: 0.2552, IoU.river: 0.1025, IoU.bridge: 0.7837, IoU.bookcase: 0.3168, IoU.blind: 0.4251, IoU.coffee table: 0.6368, IoU.toilet: 0.8635, IoU.flower: 0.4449, IoU.book: 0.5073, IoU.hill: 0.0779, IoU.bench: 0.4429, IoU.countertop: 0.5644, IoU.stove: 0.7838, IoU.palm: 0.4735, IoU.kitchen island: 0.4919, IoU.computer: 0.8029, IoU.swivel chair: 0.5069, IoU.boat: 0.7347, IoU.bar: 0.1895, IoU.arcade machine: 0.6492, IoU.hovel: 0.3886, IoU.bus: 0.9066, IoU.towel: 0.7691, IoU.light: 0.6106, IoU.truck: 0.4290, IoU.tower: 0.3838, IoU.chandelier: 0.6314, IoU.awning: 0.3047, IoU.streetlight: 0.3418, IoU.booth: 0.5317, IoU.television receiver: 0.5798, IoU.airplane: 0.6160, IoU.dirt track: 0.0965, IoU.apparel: 0.3855, IoU.pole: 0.2526, IoU.land: 0.0000, IoU.bannister: 0.1511, IoU.escalator: 0.1805, IoU.ottoman: 0.4576, IoU.bottle: 0.3453, IoU.buffet: 0.3212, IoU.poster: 0.3252, IoU.stage: 0.2064, IoU.van: 0.4157, IoU.ship: 0.0420, IoU.fountain: 0.2872, IoU.conveyer belt: 0.5704, IoU.canopy: 0.1637, IoU.washer: 0.7171, IoU.plaything: 0.3233, IoU.swimming pool: 0.3339, IoU.stool: 0.5251, IoU.barrel: 0.2258, IoU.basket: 0.3554, IoU.waterfall: 0.4691, IoU.tent: 0.7031, IoU.bag: 0.1735, IoU.minibike: 0.7382, IoU.cradle: 0.8512, IoU.oven: 0.2310, IoU.ball: 0.1189, IoU.food: 0.6489, IoU.step: 0.1646, IoU.tank: 0.3393, IoU.trade name: 0.2713, IoU.microwave: 0.4065, IoU.pot: 0.5418, IoU.animal: 0.6161, IoU.bicycle: 0.6198, IoU.lake: 0.0279, IoU.dishwasher: 0.7051, IoU.screen: 0.6814, IoU.blanket: 0.2927, IoU.sculpture: 0.3881, IoU.hood: 0.6031, IoU.sconce: 0.5290, IoU.vase: 0.4665, IoU.traffic light: 0.3794, IoU.tray: 0.1638, IoU.ashcan: 0.4713, IoU.fan: 0.6832, IoU.pier: 0.5127, IoU.crt screen: 0.0431, IoU.plate: 0.6005, IoU.monitor: 0.1009, IoU.bulletin board: 0.4889, IoU.shower: 0.1025, IoU.radiator: 0.5966, IoU.glass: 0.2165, IoU.clock: 0.3197, IoU.flag: 0.4517, Acc.wall: 0.8710, Acc.building: 0.8901, Acc.sky: 0.9717, Acc.floor: 0.9011, Acc.tree: 0.8668, Acc.ceiling: 0.9096, Acc.road: 0.8789, Acc.bed : 0.9411, Acc.windowpane: 0.7977, Acc.grass: 0.7566, Acc.cabinet: 0.7888, Acc.sidewalk: 0.8213, Acc.person: 0.9050, Acc.earth: 0.4941, Acc.door: 0.6576, Acc.table: 0.7259, Acc.mountain: 0.7589, Acc.plant: 0.6875, Acc.curtain: 0.8624, Acc.chair: 0.7549, Acc.car: 0.9365, Acc.water: 0.6774, Acc.painting: 0.8751, Acc.sofa: 0.7552, Acc.shelf: 0.5107, Acc.house: 0.8498, Acc.sea: 0.7587, Acc.mirror: 0.8031, Acc.rug: 0.6456, Acc.field: 0.6202, Acc.armchair: 0.6806, Acc.seat: 0.7505, Acc.fence: 0.5907, Acc.desk: 0.7116, Acc.rock: 0.8604, Acc.wardrobe: 0.5902, Acc.lamp: 0.8025, Acc.bathtub: 0.8909, Acc.railing: 0.4933, Acc.cushion: 0.7039, Acc.base: 0.7644, Acc.box: 0.4895, Acc.column: 0.6965, Acc.signboard: 0.5972, Acc.chest of drawers: 0.6356, Acc.counter: 0.4554, Acc.sand: 0.5419, Acc.sink: 0.8176, Acc.skyscraper: 0.4247, Acc.fireplace: 0.9410, Acc.refrigerator: 0.8842, Acc.grandstand: 0.6737, Acc.path: 0.2828, Acc.stairs: 0.3755, Acc.runway: 0.9388, Acc.case: 0.5997, Acc.pool table: 0.9677, Acc.pillow: 0.7769, Acc.screen door: 0.8705, Acc.stairway: 0.4654, Acc.river: 0.1370, Acc.bridge: 0.8738, Acc.bookcase: 0.4861, Acc.blind: 0.4787, Acc.coffee table: 0.8299, Acc.toilet: 0.9063, Acc.flower: 0.5259, Acc.book: 0.6698, Acc.hill: 0.1644, Acc.bench: 0.6012, Acc.countertop: 0.7372, Acc.stove: 0.8399, Acc.palm: 0.7038, Acc.kitchen island: 0.7939, Acc.computer: 0.8752, Acc.swivel chair: 0.7379, Acc.boat: 0.9110, Acc.bar: 0.2060, Acc.arcade machine: 0.7055, Acc.hovel: 0.4710, Acc.bus: 0.9549, Acc.towel: 0.8666, Acc.light: 0.7461, Acc.truck: 0.6194, Acc.tower: 0.6228, Acc.chandelier: 0.7555, Acc.awning: 0.4832, Acc.streetlight: 0.5932, Acc.booth: 0.6762, Acc.television receiver: 0.8062, Acc.airplane: 0.7525, Acc.dirt track: 0.3002, Acc.apparel: 0.7300, Acc.pole: 0.3613, Acc.land: 0.0000, Acc.bannister: 0.3448, Acc.escalator: 0.1840, Acc.ottoman: 0.7070, Acc.bottle: 0.4615, Acc.buffet: 0.3721, Acc.poster: 0.4388, Acc.stage: 0.3484, Acc.van: 0.5588, Acc.ship: 0.0797, Acc.fountain: 0.3000, Acc.conveyer belt: 0.9103, Acc.canopy: 0.2685, Acc.washer: 0.7515, Acc.plaything: 0.6624, Acc.swimming pool: 0.5755, Acc.stool: 0.6660, Acc.barrel: 0.7449, Acc.basket: 0.4525, Acc.waterfall: 0.5544, Acc.tent: 0.9845, Acc.bag: 0.2752, Acc.minibike: 0.8690, Acc.cradle: 0.9733, Acc.oven: 0.6528, Acc.ball: 0.2006, Acc.food: 0.7507, Acc.step: 0.2920, Acc.tank: 0.5692, Acc.trade name: 0.3515, Acc.microwave: 0.4734, Acc.pot: 0.6921, Acc.animal: 0.6279, Acc.bicycle: 0.8069, Acc.lake: 0.0617, Acc.dishwasher: 0.7683, Acc.screen: 0.9448, Acc.blanket: 0.3800, Acc.sculpture: 0.8929, Acc.hood: 0.6634, Acc.sconce: 0.7193, Acc.vase: 0.7013, Acc.traffic light: 0.6756, Acc.tray: 0.3541, Acc.ashcan: 0.6226, Acc.fan: 0.8235, Acc.pier: 0.5345, Acc.crt screen: 0.1151, Acc.plate: 0.7003, Acc.monitor: 0.1233, Acc.bulletin board: 0.7508, Acc.shower: 0.2520, Acc.radiator: 0.7583, Acc.glass: 0.2721, Acc.clock: 0.4818, Acc.flag: 0.6066 2023-12-25 21:27:46,501 - mmseg - INFO - Iter [30050/160000] lr: 8.122e-05, eta: 18:59:16, time: 0.975, data_time: 0.498, memory: 40245, decode.loss_cls: 0.5276, decode.loss_mask: 0.6363, decode.loss_dice: 0.9353, decode.d0.loss_cls: 1.5518, decode.d0.loss_mask: 0.6741, decode.d0.loss_dice: 1.0553, decode.d1.loss_cls: 0.6262, decode.d1.loss_mask: 0.6529, decode.d1.loss_dice: 1.0086, decode.d2.loss_cls: 0.5759, decode.d2.loss_mask: 0.6369, decode.d2.loss_dice: 0.9616, decode.d3.loss_cls: 0.5607, decode.d3.loss_mask: 0.6346, decode.d3.loss_dice: 0.9418, decode.d4.loss_cls: 0.5513, decode.d4.loss_mask: 0.6352, decode.d4.loss_dice: 0.9364, decode.d5.loss_cls: 0.5440, decode.d5.loss_mask: 0.6312, decode.d5.loss_dice: 0.9358, decode.d6.loss_cls: 0.5324, decode.d6.loss_mask: 0.6348, decode.d6.loss_dice: 0.9342, decode.d7.loss_cls: 0.5337, decode.d7.loss_mask: 0.6340, decode.d7.loss_dice: 0.9323, decode.d8.loss_cls: 0.5338, decode.d8.loss_mask: 0.6328, decode.d8.loss_dice: 0.9328, loss: 22.5143, grad_norm: 60.6473 2023-12-25 21:28:11,158 - mmseg - INFO - Iter [30100/160000] lr: 8.119e-05, eta: 18:58:39, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5638, decode.loss_mask: 0.6410, decode.loss_dice: 0.9673, decode.d0.loss_cls: 1.5570, decode.d0.loss_mask: 0.6887, decode.d0.loss_dice: 1.1026, decode.d1.loss_cls: 0.6626, decode.d1.loss_mask: 0.6717, decode.d1.loss_dice: 1.0292, decode.d2.loss_cls: 0.6062, decode.d2.loss_mask: 0.6536, decode.d2.loss_dice: 0.9960, decode.d3.loss_cls: 0.5882, decode.d3.loss_mask: 0.6451, decode.d3.loss_dice: 0.9783, decode.d4.loss_cls: 0.5782, decode.d4.loss_mask: 0.6424, decode.d4.loss_dice: 0.9757, decode.d5.loss_cls: 0.5730, decode.d5.loss_mask: 0.6435, decode.d5.loss_dice: 0.9761, decode.d6.loss_cls: 0.5743, decode.d6.loss_mask: 0.6426, decode.d6.loss_dice: 0.9622, decode.d7.loss_cls: 0.5637, decode.d7.loss_mask: 0.6431, decode.d7.loss_dice: 0.9647, decode.d8.loss_cls: 0.5668, decode.d8.loss_mask: 0.6403, decode.d8.loss_dice: 0.9724, loss: 23.2700, grad_norm: 58.1870 2023-12-25 21:28:35,345 - mmseg - INFO - Iter [30150/160000] lr: 8.116e-05, eta: 18:57:59, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5538, decode.loss_mask: 0.6592, decode.loss_dice: 0.9586, decode.d0.loss_cls: 1.5608, decode.d0.loss_mask: 0.7104, decode.d0.loss_dice: 1.0793, decode.d1.loss_cls: 0.6508, decode.d1.loss_mask: 0.6887, decode.d1.loss_dice: 1.0265, decode.d2.loss_cls: 0.5925, decode.d2.loss_mask: 0.6764, decode.d2.loss_dice: 0.9934, decode.d3.loss_cls: 0.5729, decode.d3.loss_mask: 0.6694, decode.d3.loss_dice: 0.9693, decode.d4.loss_cls: 0.5664, decode.d4.loss_mask: 0.6685, decode.d4.loss_dice: 0.9694, decode.d5.loss_cls: 0.5638, decode.d5.loss_mask: 0.6627, decode.d5.loss_dice: 0.9713, decode.d6.loss_cls: 0.5529, decode.d6.loss_mask: 0.6640, decode.d6.loss_dice: 0.9544, decode.d7.loss_cls: 0.5498, decode.d7.loss_mask: 0.6628, decode.d7.loss_dice: 0.9574, decode.d8.loss_cls: 0.5558, decode.d8.loss_mask: 0.6645, decode.d8.loss_dice: 0.9637, loss: 23.2893, grad_norm: 59.9611 2023-12-25 21:28:59,705 - mmseg - INFO - Iter [30200/160000] lr: 8.113e-05, eta: 18:57:20, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5468, decode.loss_mask: 0.6595, decode.loss_dice: 0.9382, decode.d0.loss_cls: 1.5061, decode.d0.loss_mask: 0.6999, decode.d0.loss_dice: 1.0610, decode.d1.loss_cls: 0.6477, decode.d1.loss_mask: 0.6840, decode.d1.loss_dice: 1.0058, decode.d2.loss_cls: 0.6005, decode.d2.loss_mask: 0.6692, decode.d2.loss_dice: 0.9728, decode.d3.loss_cls: 0.5706, decode.d3.loss_mask: 0.6655, decode.d3.loss_dice: 0.9540, decode.d4.loss_cls: 0.5588, decode.d4.loss_mask: 0.6628, decode.d4.loss_dice: 0.9519, decode.d5.loss_cls: 0.5543, decode.d5.loss_mask: 0.6656, decode.d5.loss_dice: 0.9466, decode.d6.loss_cls: 0.5574, decode.d6.loss_mask: 0.6636, decode.d6.loss_dice: 0.9408, decode.d7.loss_cls: 0.5508, decode.d7.loss_mask: 0.6643, decode.d7.loss_dice: 0.9426, decode.d8.loss_cls: 0.5568, decode.d8.loss_mask: 0.6620, decode.d8.loss_dice: 0.9416, loss: 23.0014, grad_norm: 56.3515 2023-12-25 21:29:26,762 - mmseg - INFO - Iter [30250/160000] lr: 8.109e-05, eta: 18:56:59, time: 0.541, data_time: 0.058, memory: 40245, decode.loss_cls: 0.5212, decode.loss_mask: 0.6486, decode.loss_dice: 0.9408, decode.d0.loss_cls: 1.5611, decode.d0.loss_mask: 0.6923, decode.d0.loss_dice: 1.0574, decode.d1.loss_cls: 0.6351, decode.d1.loss_mask: 0.6705, decode.d1.loss_dice: 1.0067, decode.d2.loss_cls: 0.5686, decode.d2.loss_mask: 0.6595, decode.d2.loss_dice: 0.9763, decode.d3.loss_cls: 0.5498, decode.d3.loss_mask: 0.6498, decode.d3.loss_dice: 0.9667, decode.d4.loss_cls: 0.5375, decode.d4.loss_mask: 0.6503, decode.d4.loss_dice: 0.9573, decode.d5.loss_cls: 0.5318, decode.d5.loss_mask: 0.6510, decode.d5.loss_dice: 0.9508, decode.d6.loss_cls: 0.5346, decode.d6.loss_mask: 0.6432, decode.d6.loss_dice: 0.9422, decode.d7.loss_cls: 0.5287, decode.d7.loss_mask: 0.6464, decode.d7.loss_dice: 0.9464, decode.d8.loss_cls: 0.5265, decode.d8.loss_mask: 0.6493, decode.d8.loss_dice: 0.9398, loss: 22.7402, grad_norm: 55.0096 2023-12-25 21:29:51,616 - mmseg - INFO - Iter [30300/160000] lr: 8.106e-05, eta: 18:56:23, time: 0.497, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5104, decode.loss_mask: 0.6214, decode.loss_dice: 0.9326, decode.d0.loss_cls: 1.5144, decode.d0.loss_mask: 0.6672, decode.d0.loss_dice: 1.0504, decode.d1.loss_cls: 0.6060, decode.d1.loss_mask: 0.6522, decode.d1.loss_dice: 0.9973, decode.d2.loss_cls: 0.5489, decode.d2.loss_mask: 0.6434, decode.d2.loss_dice: 0.9664, decode.d3.loss_cls: 0.5381, decode.d3.loss_mask: 0.6358, decode.d3.loss_dice: 0.9475, decode.d4.loss_cls: 0.5239, decode.d4.loss_mask: 0.6303, decode.d4.loss_dice: 0.9445, decode.d5.loss_cls: 0.5206, decode.d5.loss_mask: 0.6254, decode.d5.loss_dice: 0.9420, decode.d6.loss_cls: 0.5196, decode.d6.loss_mask: 0.6227, decode.d6.loss_dice: 0.9310, decode.d7.loss_cls: 0.5163, decode.d7.loss_mask: 0.6224, decode.d7.loss_dice: 0.9260, decode.d8.loss_cls: 0.5114, decode.d8.loss_mask: 0.6217, decode.d8.loss_dice: 0.9330, loss: 22.2229, grad_norm: 55.9468 2023-12-25 21:30:15,902 - mmseg - INFO - Iter [30350/160000] lr: 8.103e-05, eta: 18:55:44, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5444, decode.loss_mask: 0.6394, decode.loss_dice: 0.9571, decode.d0.loss_cls: 1.5459, decode.d0.loss_mask: 0.6775, decode.d0.loss_dice: 1.0809, decode.d1.loss_cls: 0.6460, decode.d1.loss_mask: 0.6614, decode.d1.loss_dice: 1.0337, decode.d2.loss_cls: 0.5855, decode.d2.loss_mask: 0.6541, decode.d2.loss_dice: 0.9947, decode.d3.loss_cls: 0.5745, decode.d3.loss_mask: 0.6470, decode.d3.loss_dice: 0.9742, decode.d4.loss_cls: 0.5658, decode.d4.loss_mask: 0.6436, decode.d4.loss_dice: 0.9730, decode.d5.loss_cls: 0.5600, decode.d5.loss_mask: 0.6413, decode.d5.loss_dice: 0.9651, decode.d6.loss_cls: 0.5476, decode.d6.loss_mask: 0.6445, decode.d6.loss_dice: 0.9670, decode.d7.loss_cls: 0.5445, decode.d7.loss_mask: 0.6445, decode.d7.loss_dice: 0.9663, decode.d8.loss_cls: 0.5457, decode.d8.loss_mask: 0.6454, decode.d8.loss_dice: 0.9655, loss: 23.0361, grad_norm: 59.2396 2023-12-25 21:30:40,315 - mmseg - INFO - Iter [30400/160000] lr: 8.100e-05, eta: 18:55:06, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5009, decode.loss_mask: 0.6486, decode.loss_dice: 0.9499, decode.d0.loss_cls: 1.5269, decode.d0.loss_mask: 0.6891, decode.d0.loss_dice: 1.0577, decode.d1.loss_cls: 0.5995, decode.d1.loss_mask: 0.6654, decode.d1.loss_dice: 1.0185, decode.d2.loss_cls: 0.5422, decode.d2.loss_mask: 0.6585, decode.d2.loss_dice: 0.9783, decode.d3.loss_cls: 0.5248, decode.d3.loss_mask: 0.6561, decode.d3.loss_dice: 0.9604, decode.d4.loss_cls: 0.5158, decode.d4.loss_mask: 0.6589, decode.d4.loss_dice: 0.9577, decode.d5.loss_cls: 0.5096, decode.d5.loss_mask: 0.6532, decode.d5.loss_dice: 0.9572, decode.d6.loss_cls: 0.5066, decode.d6.loss_mask: 0.6530, decode.d6.loss_dice: 0.9512, decode.d7.loss_cls: 0.5051, decode.d7.loss_mask: 0.6494, decode.d7.loss_dice: 0.9495, decode.d8.loss_cls: 0.4986, decode.d8.loss_mask: 0.6473, decode.d8.loss_dice: 0.9527, loss: 22.5427, grad_norm: 57.9067 2023-12-25 21:31:04,645 - mmseg - INFO - Iter [30450/160000] lr: 8.097e-05, eta: 18:54:28, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5214, decode.loss_mask: 0.6293, decode.loss_dice: 0.9383, decode.d0.loss_cls: 1.5320, decode.d0.loss_mask: 0.6622, decode.d0.loss_dice: 1.0512, decode.d1.loss_cls: 0.6187, decode.d1.loss_mask: 0.6466, decode.d1.loss_dice: 1.0001, decode.d2.loss_cls: 0.5624, decode.d2.loss_mask: 0.6326, decode.d2.loss_dice: 0.9664, decode.d3.loss_cls: 0.5447, decode.d3.loss_mask: 0.6295, decode.d3.loss_dice: 0.9497, decode.d4.loss_cls: 0.5329, decode.d4.loss_mask: 0.6296, decode.d4.loss_dice: 0.9481, decode.d5.loss_cls: 0.5303, decode.d5.loss_mask: 0.6243, decode.d5.loss_dice: 0.9483, decode.d6.loss_cls: 0.5294, decode.d6.loss_mask: 0.6246, decode.d6.loss_dice: 0.9361, decode.d7.loss_cls: 0.5203, decode.d7.loss_mask: 0.6301, decode.d7.loss_dice: 0.9361, decode.d8.loss_cls: 0.5230, decode.d8.loss_mask: 0.6292, decode.d8.loss_dice: 0.9419, loss: 22.3693, grad_norm: 59.7235 2023-12-25 21:31:29,125 - mmseg - INFO - Iter [30500/160000] lr: 8.094e-05, eta: 18:53:50, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5139, decode.loss_mask: 0.6458, decode.loss_dice: 0.9393, decode.d0.loss_cls: 1.5209, decode.d0.loss_mask: 0.6869, decode.d0.loss_dice: 1.0518, decode.d1.loss_cls: 0.6186, decode.d1.loss_mask: 0.6757, decode.d1.loss_dice: 0.9940, decode.d2.loss_cls: 0.5723, decode.d2.loss_mask: 0.6555, decode.d2.loss_dice: 0.9603, decode.d3.loss_cls: 0.5520, decode.d3.loss_mask: 0.6525, decode.d3.loss_dice: 0.9478, decode.d4.loss_cls: 0.5368, decode.d4.loss_mask: 0.6504, decode.d4.loss_dice: 0.9447, decode.d5.loss_cls: 0.5368, decode.d5.loss_mask: 0.6486, decode.d5.loss_dice: 0.9444, decode.d6.loss_cls: 0.5284, decode.d6.loss_mask: 0.6471, decode.d6.loss_dice: 0.9378, decode.d7.loss_cls: 0.5209, decode.d7.loss_mask: 0.6471, decode.d7.loss_dice: 0.9355, decode.d8.loss_cls: 0.5207, decode.d8.loss_mask: 0.6456, decode.d8.loss_dice: 0.9356, loss: 22.5680, grad_norm: 61.1057 2023-12-25 21:31:53,491 - mmseg - INFO - Iter [30550/160000] lr: 8.091e-05, eta: 18:53:12, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5418, decode.loss_mask: 0.6328, decode.loss_dice: 0.9221, decode.d0.loss_cls: 1.5396, decode.d0.loss_mask: 0.6863, decode.d0.loss_dice: 1.0602, decode.d1.loss_cls: 0.6433, decode.d1.loss_mask: 0.6608, decode.d1.loss_dice: 1.0053, decode.d2.loss_cls: 0.5864, decode.d2.loss_mask: 0.6464, decode.d2.loss_dice: 0.9580, decode.d3.loss_cls: 0.5670, decode.d3.loss_mask: 0.6414, decode.d3.loss_dice: 0.9349, decode.d4.loss_cls: 0.5582, decode.d4.loss_mask: 0.6360, decode.d4.loss_dice: 0.9394, decode.d5.loss_cls: 0.5526, decode.d5.loss_mask: 0.6343, decode.d5.loss_dice: 0.9362, decode.d6.loss_cls: 0.5503, decode.d6.loss_mask: 0.6338, decode.d6.loss_dice: 0.9242, decode.d7.loss_cls: 0.5449, decode.d7.loss_mask: 0.6334, decode.d7.loss_dice: 0.9292, decode.d8.loss_cls: 0.5424, decode.d8.loss_mask: 0.6352, decode.d8.loss_dice: 0.9317, loss: 22.6083, grad_norm: 60.3510 2023-12-25 21:32:17,918 - mmseg - INFO - Iter [30600/160000] lr: 8.088e-05, eta: 18:52:34, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5302, decode.loss_mask: 0.6402, decode.loss_dice: 0.9590, decode.d0.loss_cls: 1.5500, decode.d0.loss_mask: 0.6876, decode.d0.loss_dice: 1.0792, decode.d1.loss_cls: 0.6210, decode.d1.loss_mask: 0.6703, decode.d1.loss_dice: 1.0227, decode.d2.loss_cls: 0.5670, decode.d2.loss_mask: 0.6511, decode.d2.loss_dice: 0.9837, decode.d3.loss_cls: 0.5439, decode.d3.loss_mask: 0.6489, decode.d3.loss_dice: 0.9774, decode.d4.loss_cls: 0.5455, decode.d4.loss_mask: 0.6468, decode.d4.loss_dice: 0.9723, decode.d5.loss_cls: 0.5376, decode.d5.loss_mask: 0.6442, decode.d5.loss_dice: 0.9634, decode.d6.loss_cls: 0.5360, decode.d6.loss_mask: 0.6431, decode.d6.loss_dice: 0.9555, decode.d7.loss_cls: 0.5292, decode.d7.loss_mask: 0.6397, decode.d7.loss_dice: 0.9553, decode.d8.loss_cls: 0.5227, decode.d8.loss_mask: 0.6376, decode.d8.loss_dice: 0.9620, loss: 22.8231, grad_norm: 57.3333 2023-12-25 21:32:42,244 - mmseg - INFO - Iter [30650/160000] lr: 8.084e-05, eta: 18:51:56, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5236, decode.loss_mask: 0.6452, decode.loss_dice: 0.9408, decode.d0.loss_cls: 1.5440, decode.d0.loss_mask: 0.6912, decode.d0.loss_dice: 1.0731, decode.d1.loss_cls: 0.6395, decode.d1.loss_mask: 0.6742, decode.d1.loss_dice: 1.0193, decode.d2.loss_cls: 0.5761, decode.d2.loss_mask: 0.6543, decode.d2.loss_dice: 0.9706, decode.d3.loss_cls: 0.5576, decode.d3.loss_mask: 0.6516, decode.d3.loss_dice: 0.9521, decode.d4.loss_cls: 0.5455, decode.d4.loss_mask: 0.6524, decode.d4.loss_dice: 0.9544, decode.d5.loss_cls: 0.5359, decode.d5.loss_mask: 0.6483, decode.d5.loss_dice: 0.9489, decode.d6.loss_cls: 0.5365, decode.d6.loss_mask: 0.6429, decode.d6.loss_dice: 0.9367, decode.d7.loss_cls: 0.5285, decode.d7.loss_mask: 0.6468, decode.d7.loss_dice: 0.9436, decode.d8.loss_cls: 0.5285, decode.d8.loss_mask: 0.6435, decode.d8.loss_dice: 0.9424, loss: 22.7477, grad_norm: 58.2656 2023-12-25 21:33:06,598 - mmseg - INFO - Iter [30700/160000] lr: 8.081e-05, eta: 18:51:17, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5315, decode.loss_mask: 0.6635, decode.loss_dice: 0.9714, decode.d0.loss_cls: 1.5540, decode.d0.loss_mask: 0.7057, decode.d0.loss_dice: 1.0821, decode.d1.loss_cls: 0.6318, decode.d1.loss_mask: 0.6925, decode.d1.loss_dice: 1.0286, decode.d2.loss_cls: 0.5765, decode.d2.loss_mask: 0.6655, decode.d2.loss_dice: 1.0008, decode.d3.loss_cls: 0.5664, decode.d3.loss_mask: 0.6639, decode.d3.loss_dice: 0.9819, decode.d4.loss_cls: 0.5498, decode.d4.loss_mask: 0.6647, decode.d4.loss_dice: 0.9851, decode.d5.loss_cls: 0.5476, decode.d5.loss_mask: 0.6676, decode.d5.loss_dice: 0.9853, decode.d6.loss_cls: 0.5421, decode.d6.loss_mask: 0.6635, decode.d6.loss_dice: 0.9746, decode.d7.loss_cls: 0.5337, decode.d7.loss_mask: 0.6647, decode.d7.loss_dice: 0.9768, decode.d8.loss_cls: 0.5336, decode.d8.loss_mask: 0.6632, decode.d8.loss_dice: 0.9736, loss: 23.2419, grad_norm: 58.3059 2023-12-25 21:33:30,793 - mmseg - INFO - Iter [30750/160000] lr: 8.078e-05, eta: 18:50:38, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5332, decode.loss_mask: 0.6650, decode.loss_dice: 0.9585, decode.d0.loss_cls: 1.5167, decode.d0.loss_mask: 0.7093, decode.d0.loss_dice: 1.0825, decode.d1.loss_cls: 0.6238, decode.d1.loss_mask: 0.6980, decode.d1.loss_dice: 1.0249, decode.d2.loss_cls: 0.5798, decode.d2.loss_mask: 0.6802, decode.d2.loss_dice: 0.9833, decode.d3.loss_cls: 0.5668, decode.d3.loss_mask: 0.6722, decode.d3.loss_dice: 0.9778, decode.d4.loss_cls: 0.5488, decode.d4.loss_mask: 0.6712, decode.d4.loss_dice: 0.9758, decode.d5.loss_cls: 0.5404, decode.d5.loss_mask: 0.6678, decode.d5.loss_dice: 0.9679, decode.d6.loss_cls: 0.5379, decode.d6.loss_mask: 0.6636, decode.d6.loss_dice: 0.9647, decode.d7.loss_cls: 0.5260, decode.d7.loss_mask: 0.6653, decode.d7.loss_dice: 0.9697, decode.d8.loss_cls: 0.5298, decode.d8.loss_mask: 0.6638, decode.d8.loss_dice: 0.9662, loss: 23.1310, grad_norm: 67.1689 2023-12-25 21:33:54,951 - mmseg - INFO - Iter [30800/160000] lr: 8.075e-05, eta: 18:49:59, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4904, decode.loss_mask: 0.6555, decode.loss_dice: 0.9250, decode.d0.loss_cls: 1.4885, decode.d0.loss_mask: 0.6924, decode.d0.loss_dice: 1.0216, decode.d1.loss_cls: 0.5823, decode.d1.loss_mask: 0.6751, decode.d1.loss_dice: 0.9878, decode.d2.loss_cls: 0.5305, decode.d2.loss_mask: 0.6612, decode.d2.loss_dice: 0.9423, decode.d3.loss_cls: 0.5180, decode.d3.loss_mask: 0.6581, decode.d3.loss_dice: 0.9201, decode.d4.loss_cls: 0.5074, decode.d4.loss_mask: 0.6597, decode.d4.loss_dice: 0.9230, decode.d5.loss_cls: 0.4968, decode.d5.loss_mask: 0.6555, decode.d5.loss_dice: 0.9221, decode.d6.loss_cls: 0.5055, decode.d6.loss_mask: 0.6524, decode.d6.loss_dice: 0.9095, decode.d7.loss_cls: 0.4959, decode.d7.loss_mask: 0.6531, decode.d7.loss_dice: 0.9187, decode.d8.loss_cls: 0.4947, decode.d8.loss_mask: 0.6534, decode.d8.loss_dice: 0.9164, loss: 22.1129, grad_norm: 59.5365 2023-12-25 21:34:19,197 - mmseg - INFO - Iter [30850/160000] lr: 8.072e-05, eta: 18:49:21, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5262, decode.loss_mask: 0.6574, decode.loss_dice: 0.9769, decode.d0.loss_cls: 1.5363, decode.d0.loss_mask: 0.6928, decode.d0.loss_dice: 1.0833, decode.d1.loss_cls: 0.6371, decode.d1.loss_mask: 0.6792, decode.d1.loss_dice: 1.0422, decode.d2.loss_cls: 0.5704, decode.d2.loss_mask: 0.6684, decode.d2.loss_dice: 1.0022, decode.d3.loss_cls: 0.5561, decode.d3.loss_mask: 0.6637, decode.d3.loss_dice: 0.9833, decode.d4.loss_cls: 0.5443, decode.d4.loss_mask: 0.6607, decode.d4.loss_dice: 0.9829, decode.d5.loss_cls: 0.5298, decode.d5.loss_mask: 0.6664, decode.d5.loss_dice: 0.9852, decode.d6.loss_cls: 0.5297, decode.d6.loss_mask: 0.6655, decode.d6.loss_dice: 0.9727, decode.d7.loss_cls: 0.5280, decode.d7.loss_mask: 0.6607, decode.d7.loss_dice: 0.9770, decode.d8.loss_cls: 0.5247, decode.d8.loss_mask: 0.6604, decode.d8.loss_dice: 0.9761, loss: 23.1396, grad_norm: 56.9072 2023-12-25 21:34:43,445 - mmseg - INFO - Iter [30900/160000] lr: 8.069e-05, eta: 18:48:42, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5405, decode.loss_mask: 0.6736, decode.loss_dice: 0.9622, decode.d0.loss_cls: 1.5144, decode.d0.loss_mask: 0.7236, decode.d0.loss_dice: 1.0846, decode.d1.loss_cls: 0.6311, decode.d1.loss_mask: 0.7027, decode.d1.loss_dice: 1.0344, decode.d2.loss_cls: 0.5721, decode.d2.loss_mask: 0.6866, decode.d2.loss_dice: 0.9970, decode.d3.loss_cls: 0.5638, decode.d3.loss_mask: 0.6763, decode.d3.loss_dice: 0.9732, decode.d4.loss_cls: 0.5535, decode.d4.loss_mask: 0.6775, decode.d4.loss_dice: 0.9763, decode.d5.loss_cls: 0.5491, decode.d5.loss_mask: 0.6760, decode.d5.loss_dice: 0.9672, decode.d6.loss_cls: 0.5411, decode.d6.loss_mask: 0.6742, decode.d6.loss_dice: 0.9587, decode.d7.loss_cls: 0.5409, decode.d7.loss_mask: 0.6763, decode.d7.loss_dice: 0.9668, decode.d8.loss_cls: 0.5342, decode.d8.loss_mask: 0.6762, decode.d8.loss_dice: 0.9646, loss: 23.2687, grad_norm: 58.3759 2023-12-25 21:35:07,700 - mmseg - INFO - Iter [30950/160000] lr: 8.066e-05, eta: 18:48:04, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5113, decode.loss_mask: 0.6729, decode.loss_dice: 0.9346, decode.d0.loss_cls: 1.4983, decode.d0.loss_mask: 0.7257, decode.d0.loss_dice: 1.0592, decode.d1.loss_cls: 0.6091, decode.d1.loss_mask: 0.7075, decode.d1.loss_dice: 1.0095, decode.d2.loss_cls: 0.5650, decode.d2.loss_mask: 0.6880, decode.d2.loss_dice: 0.9708, decode.d3.loss_cls: 0.5405, decode.d3.loss_mask: 0.6796, decode.d3.loss_dice: 0.9511, decode.d4.loss_cls: 0.5273, decode.d4.loss_mask: 0.6763, decode.d4.loss_dice: 0.9565, decode.d5.loss_cls: 0.5213, decode.d5.loss_mask: 0.6767, decode.d5.loss_dice: 0.9542, decode.d6.loss_cls: 0.5146, decode.d6.loss_mask: 0.6763, decode.d6.loss_dice: 0.9426, decode.d7.loss_cls: 0.5146, decode.d7.loss_mask: 0.6751, decode.d7.loss_dice: 0.9435, decode.d8.loss_cls: 0.5069, decode.d8.loss_mask: 0.6773, decode.d8.loss_dice: 0.9386, loss: 22.8248, grad_norm: 54.8792 2023-12-25 21:35:32,094 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 21:35:32,094 - mmseg - INFO - Iter [31000/160000] lr: 8.063e-05, eta: 18:47:26, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5041, decode.loss_mask: 0.6416, decode.loss_dice: 0.9049, decode.d0.loss_cls: 1.5120, decode.d0.loss_mask: 0.6916, decode.d0.loss_dice: 1.0306, decode.d1.loss_cls: 0.5998, decode.d1.loss_mask: 0.6717, decode.d1.loss_dice: 0.9869, decode.d2.loss_cls: 0.5444, decode.d2.loss_mask: 0.6507, decode.d2.loss_dice: 0.9368, decode.d3.loss_cls: 0.5310, decode.d3.loss_mask: 0.6453, decode.d3.loss_dice: 0.9182, decode.d4.loss_cls: 0.5219, decode.d4.loss_mask: 0.6445, decode.d4.loss_dice: 0.9220, decode.d5.loss_cls: 0.5190, decode.d5.loss_mask: 0.6472, decode.d5.loss_dice: 0.9207, decode.d6.loss_cls: 0.5114, decode.d6.loss_mask: 0.6410, decode.d6.loss_dice: 0.9137, decode.d7.loss_cls: 0.5074, decode.d7.loss_mask: 0.6411, decode.d7.loss_dice: 0.9151, decode.d8.loss_cls: 0.5030, decode.d8.loss_mask: 0.6450, decode.d8.loss_dice: 0.9125, loss: 22.1352, grad_norm: 55.4211 2023-12-25 21:35:56,436 - mmseg - INFO - Iter [31050/160000] lr: 8.059e-05, eta: 18:46:49, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5308, decode.loss_mask: 0.6566, decode.loss_dice: 0.9617, decode.d0.loss_cls: 1.5558, decode.d0.loss_mask: 0.7024, decode.d0.loss_dice: 1.0752, decode.d1.loss_cls: 0.6305, decode.d1.loss_mask: 0.6807, decode.d1.loss_dice: 1.0212, decode.d2.loss_cls: 0.5788, decode.d2.loss_mask: 0.6662, decode.d2.loss_dice: 0.9900, decode.d3.loss_cls: 0.5622, decode.d3.loss_mask: 0.6621, decode.d3.loss_dice: 0.9697, decode.d4.loss_cls: 0.5484, decode.d4.loss_mask: 0.6598, decode.d4.loss_dice: 0.9729, decode.d5.loss_cls: 0.5427, decode.d5.loss_mask: 0.6591, decode.d5.loss_dice: 0.9715, decode.d6.loss_cls: 0.5433, decode.d6.loss_mask: 0.6530, decode.d6.loss_dice: 0.9567, decode.d7.loss_cls: 0.5351, decode.d7.loss_mask: 0.6518, decode.d7.loss_dice: 0.9556, decode.d8.loss_cls: 0.5275, decode.d8.loss_mask: 0.6553, decode.d8.loss_dice: 0.9593, loss: 23.0361, grad_norm: 57.9236 2023-12-25 21:36:21,022 - mmseg - INFO - Iter [31100/160000] lr: 8.056e-05, eta: 18:46:12, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5395, decode.loss_mask: 0.6369, decode.loss_dice: 0.9230, decode.d0.loss_cls: 1.5513, decode.d0.loss_mask: 0.6790, decode.d0.loss_dice: 1.0441, decode.d1.loss_cls: 0.6403, decode.d1.loss_mask: 0.6653, decode.d1.loss_dice: 0.9907, decode.d2.loss_cls: 0.5815, decode.d2.loss_mask: 0.6488, decode.d2.loss_dice: 0.9455, decode.d3.loss_cls: 0.5603, decode.d3.loss_mask: 0.6403, decode.d3.loss_dice: 0.9309, decode.d4.loss_cls: 0.5455, decode.d4.loss_mask: 0.6448, decode.d4.loss_dice: 0.9298, decode.d5.loss_cls: 0.5479, decode.d5.loss_mask: 0.6404, decode.d5.loss_dice: 0.9283, decode.d6.loss_cls: 0.5503, decode.d6.loss_mask: 0.6362, decode.d6.loss_dice: 0.9156, decode.d7.loss_cls: 0.5448, decode.d7.loss_mask: 0.6382, decode.d7.loss_dice: 0.9183, decode.d8.loss_cls: 0.5422, decode.d8.loss_mask: 0.6363, decode.d8.loss_dice: 0.9224, loss: 22.5183, grad_norm: 60.1930 2023-12-25 21:36:45,304 - mmseg - INFO - Iter [31150/160000] lr: 8.053e-05, eta: 18:45:34, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5418, decode.loss_mask: 0.6518, decode.loss_dice: 0.9627, decode.d0.loss_cls: 1.5145, decode.d0.loss_mask: 0.6950, decode.d0.loss_dice: 1.0820, decode.d1.loss_cls: 0.6455, decode.d1.loss_mask: 0.6780, decode.d1.loss_dice: 1.0303, decode.d2.loss_cls: 0.5782, decode.d2.loss_mask: 0.6621, decode.d2.loss_dice: 0.9919, decode.d3.loss_cls: 0.5697, decode.d3.loss_mask: 0.6566, decode.d3.loss_dice: 0.9735, decode.d4.loss_cls: 0.5580, decode.d4.loss_mask: 0.6618, decode.d4.loss_dice: 0.9704, decode.d5.loss_cls: 0.5477, decode.d5.loss_mask: 0.6561, decode.d5.loss_dice: 0.9690, decode.d6.loss_cls: 0.5473, decode.d6.loss_mask: 0.6508, decode.d6.loss_dice: 0.9564, decode.d7.loss_cls: 0.5401, decode.d7.loss_mask: 0.6538, decode.d7.loss_dice: 0.9612, decode.d8.loss_cls: 0.5410, decode.d8.loss_mask: 0.6537, decode.d8.loss_dice: 0.9623, loss: 23.0630, grad_norm: 59.1418 2023-12-25 21:37:09,485 - mmseg - INFO - Iter [31200/160000] lr: 8.050e-05, eta: 18:44:56, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5047, decode.loss_mask: 0.6489, decode.loss_dice: 0.9328, decode.d0.loss_cls: 1.5013, decode.d0.loss_mask: 0.6933, decode.d0.loss_dice: 1.0398, decode.d1.loss_cls: 0.5992, decode.d1.loss_mask: 0.6774, decode.d1.loss_dice: 0.9995, decode.d2.loss_cls: 0.5438, decode.d2.loss_mask: 0.6588, decode.d2.loss_dice: 0.9578, decode.d3.loss_cls: 0.5223, decode.d3.loss_mask: 0.6578, decode.d3.loss_dice: 0.9390, decode.d4.loss_cls: 0.5140, decode.d4.loss_mask: 0.6551, decode.d4.loss_dice: 0.9430, decode.d5.loss_cls: 0.5145, decode.d5.loss_mask: 0.6562, decode.d5.loss_dice: 0.9406, decode.d6.loss_cls: 0.5051, decode.d6.loss_mask: 0.6502, decode.d6.loss_dice: 0.9272, decode.d7.loss_cls: 0.5056, decode.d7.loss_mask: 0.6512, decode.d7.loss_dice: 0.9342, decode.d8.loss_cls: 0.5033, decode.d8.loss_mask: 0.6488, decode.d8.loss_dice: 0.9333, loss: 22.3589, grad_norm: 62.8358 2023-12-25 21:37:34,765 - mmseg - INFO - Iter [31250/160000] lr: 8.047e-05, eta: 18:44:24, time: 0.506, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5541, decode.loss_mask: 0.6449, decode.loss_dice: 0.9531, decode.d0.loss_cls: 1.5710, decode.d0.loss_mask: 0.6952, decode.d0.loss_dice: 1.0755, decode.d1.loss_cls: 0.6388, decode.d1.loss_mask: 0.6801, decode.d1.loss_dice: 1.0240, decode.d2.loss_cls: 0.5884, decode.d2.loss_mask: 0.6597, decode.d2.loss_dice: 0.9957, decode.d3.loss_cls: 0.5747, decode.d3.loss_mask: 0.6541, decode.d3.loss_dice: 0.9678, decode.d4.loss_cls: 0.5579, decode.d4.loss_mask: 0.6520, decode.d4.loss_dice: 0.9709, decode.d5.loss_cls: 0.5625, decode.d5.loss_mask: 0.6496, decode.d5.loss_dice: 0.9749, decode.d6.loss_cls: 0.5598, decode.d6.loss_mask: 0.6506, decode.d6.loss_dice: 0.9579, decode.d7.loss_cls: 0.5505, decode.d7.loss_mask: 0.6451, decode.d7.loss_dice: 0.9619, decode.d8.loss_cls: 0.5578, decode.d8.loss_mask: 0.6449, decode.d8.loss_dice: 0.9552, loss: 23.1287, grad_norm: 58.0054 2023-12-25 21:37:59,088 - mmseg - INFO - Iter [31300/160000] lr: 8.044e-05, eta: 18:43:47, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5414, decode.loss_mask: 0.6484, decode.loss_dice: 0.9325, decode.d0.loss_cls: 1.5540, decode.d0.loss_mask: 0.6852, decode.d0.loss_dice: 1.0619, decode.d1.loss_cls: 0.6302, decode.d1.loss_mask: 0.6750, decode.d1.loss_dice: 1.0115, decode.d2.loss_cls: 0.5762, decode.d2.loss_mask: 0.6583, decode.d2.loss_dice: 0.9708, decode.d3.loss_cls: 0.5611, decode.d3.loss_mask: 0.6551, decode.d3.loss_dice: 0.9472, decode.d4.loss_cls: 0.5484, decode.d4.loss_mask: 0.6537, decode.d4.loss_dice: 0.9481, decode.d5.loss_cls: 0.5464, decode.d5.loss_mask: 0.6556, decode.d5.loss_dice: 0.9463, decode.d6.loss_cls: 0.5414, decode.d6.loss_mask: 0.6514, decode.d6.loss_dice: 0.9344, decode.d7.loss_cls: 0.5397, decode.d7.loss_mask: 0.6526, decode.d7.loss_dice: 0.9370, decode.d8.loss_cls: 0.5376, decode.d8.loss_mask: 0.6503, decode.d8.loss_dice: 0.9397, loss: 22.7912, grad_norm: 60.1055 2023-12-25 21:38:23,292 - mmseg - INFO - Iter [31350/160000] lr: 8.041e-05, eta: 18:43:08, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5338, decode.loss_mask: 0.6399, decode.loss_dice: 0.9381, decode.d0.loss_cls: 1.5243, decode.d0.loss_mask: 0.6793, decode.d0.loss_dice: 1.0622, decode.d1.loss_cls: 0.6296, decode.d1.loss_mask: 0.6610, decode.d1.loss_dice: 1.0048, decode.d2.loss_cls: 0.5815, decode.d2.loss_mask: 0.6421, decode.d2.loss_dice: 0.9574, decode.d3.loss_cls: 0.5625, decode.d3.loss_mask: 0.6366, decode.d3.loss_dice: 0.9429, decode.d4.loss_cls: 0.5492, decode.d4.loss_mask: 0.6370, decode.d4.loss_dice: 0.9478, decode.d5.loss_cls: 0.5478, decode.d5.loss_mask: 0.6330, decode.d5.loss_dice: 0.9422, decode.d6.loss_cls: 0.5385, decode.d6.loss_mask: 0.6353, decode.d6.loss_dice: 0.9374, decode.d7.loss_cls: 0.5272, decode.d7.loss_mask: 0.6397, decode.d7.loss_dice: 0.9438, decode.d8.loss_cls: 0.5287, decode.d8.loss_mask: 0.6388, decode.d8.loss_dice: 0.9416, loss: 22.5842, grad_norm: 54.9845 2023-12-25 21:38:47,785 - mmseg - INFO - Iter [31400/160000] lr: 8.038e-05, eta: 18:42:32, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5331, decode.loss_mask: 0.6627, decode.loss_dice: 0.9538, decode.d0.loss_cls: 1.5200, decode.d0.loss_mask: 0.7071, decode.d0.loss_dice: 1.0764, decode.d1.loss_cls: 0.6253, decode.d1.loss_mask: 0.6886, decode.d1.loss_dice: 1.0256, decode.d2.loss_cls: 0.5813, decode.d2.loss_mask: 0.6775, decode.d2.loss_dice: 0.9913, decode.d3.loss_cls: 0.5625, decode.d3.loss_mask: 0.6694, decode.d3.loss_dice: 0.9774, decode.d4.loss_cls: 0.5482, decode.d4.loss_mask: 0.6727, decode.d4.loss_dice: 0.9700, decode.d5.loss_cls: 0.5451, decode.d5.loss_mask: 0.6678, decode.d5.loss_dice: 0.9649, decode.d6.loss_cls: 0.5388, decode.d6.loss_mask: 0.6607, decode.d6.loss_dice: 0.9575, decode.d7.loss_cls: 0.5418, decode.d7.loss_mask: 0.6599, decode.d7.loss_dice: 0.9607, decode.d8.loss_cls: 0.5423, decode.d8.loss_mask: 0.6622, decode.d8.loss_dice: 0.9543, loss: 23.0988, grad_norm: 64.7875 2023-12-25 21:39:12,190 - mmseg - INFO - Iter [31450/160000] lr: 8.034e-05, eta: 18:41:55, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5232, decode.loss_mask: 0.6513, decode.loss_dice: 0.9367, decode.d0.loss_cls: 1.5069, decode.d0.loss_mask: 0.6916, decode.d0.loss_dice: 1.0596, decode.d1.loss_cls: 0.6148, decode.d1.loss_mask: 0.6746, decode.d1.loss_dice: 1.0077, decode.d2.loss_cls: 0.5620, decode.d2.loss_mask: 0.6669, decode.d2.loss_dice: 0.9720, decode.d3.loss_cls: 0.5478, decode.d3.loss_mask: 0.6594, decode.d3.loss_dice: 0.9514, decode.d4.loss_cls: 0.5399, decode.d4.loss_mask: 0.6597, decode.d4.loss_dice: 0.9604, decode.d5.loss_cls: 0.5323, decode.d5.loss_mask: 0.6579, decode.d5.loss_dice: 0.9516, decode.d6.loss_cls: 0.5292, decode.d6.loss_mask: 0.6529, decode.d6.loss_dice: 0.9387, decode.d7.loss_cls: 0.5281, decode.d7.loss_mask: 0.6523, decode.d7.loss_dice: 0.9406, decode.d8.loss_cls: 0.5247, decode.d8.loss_mask: 0.6513, decode.d8.loss_dice: 0.9419, loss: 22.6878, grad_norm: 60.3201 2023-12-25 21:39:38,990 - mmseg - INFO - Iter [31500/160000] lr: 8.031e-05, eta: 18:41:33, time: 0.536, data_time: 0.058, memory: 40245, decode.loss_cls: 0.4917, decode.loss_mask: 0.6522, decode.loss_dice: 0.9018, decode.d0.loss_cls: 1.4603, decode.d0.loss_mask: 0.6909, decode.d0.loss_dice: 1.0182, decode.d1.loss_cls: 0.5627, decode.d1.loss_mask: 0.6807, decode.d1.loss_dice: 0.9701, decode.d2.loss_cls: 0.5196, decode.d2.loss_mask: 0.6593, decode.d2.loss_dice: 0.9358, decode.d3.loss_cls: 0.5149, decode.d3.loss_mask: 0.6506, decode.d3.loss_dice: 0.9168, decode.d4.loss_cls: 0.5042, decode.d4.loss_mask: 0.6534, decode.d4.loss_dice: 0.9122, decode.d5.loss_cls: 0.5019, decode.d5.loss_mask: 0.6544, decode.d5.loss_dice: 0.9088, decode.d6.loss_cls: 0.4931, decode.d6.loss_mask: 0.6484, decode.d6.loss_dice: 0.9005, decode.d7.loss_cls: 0.4851, decode.d7.loss_mask: 0.6481, decode.d7.loss_dice: 0.9043, decode.d8.loss_cls: 0.4921, decode.d8.loss_mask: 0.6495, decode.d8.loss_dice: 0.9044, loss: 21.8861, grad_norm: 59.0959 2023-12-25 21:40:03,616 - mmseg - INFO - Iter [31550/160000] lr: 8.028e-05, eta: 18:40:57, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5119, decode.loss_mask: 0.6578, decode.loss_dice: 0.9493, decode.d0.loss_cls: 1.5203, decode.d0.loss_mask: 0.6933, decode.d0.loss_dice: 1.0599, decode.d1.loss_cls: 0.6216, decode.d1.loss_mask: 0.6801, decode.d1.loss_dice: 1.0133, decode.d2.loss_cls: 0.5541, decode.d2.loss_mask: 0.6705, decode.d2.loss_dice: 0.9780, decode.d3.loss_cls: 0.5450, decode.d3.loss_mask: 0.6646, decode.d3.loss_dice: 0.9548, decode.d4.loss_cls: 0.5264, decode.d4.loss_mask: 0.6612, decode.d4.loss_dice: 0.9578, decode.d5.loss_cls: 0.5184, decode.d5.loss_mask: 0.6590, decode.d5.loss_dice: 0.9561, decode.d6.loss_cls: 0.5144, decode.d6.loss_mask: 0.6562, decode.d6.loss_dice: 0.9466, decode.d7.loss_cls: 0.5048, decode.d7.loss_mask: 0.6633, decode.d7.loss_dice: 0.9486, decode.d8.loss_cls: 0.5118, decode.d8.loss_mask: 0.6596, decode.d8.loss_dice: 0.9490, loss: 22.7081, grad_norm: 58.6808 2023-12-25 21:40:27,892 - mmseg - INFO - Iter [31600/160000] lr: 8.025e-05, eta: 18:40:20, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4547, decode.loss_mask: 0.6466, decode.loss_dice: 0.8938, decode.d0.loss_cls: 1.4458, decode.d0.loss_mask: 0.6882, decode.d0.loss_dice: 1.0115, decode.d1.loss_cls: 0.5604, decode.d1.loss_mask: 0.6709, decode.d1.loss_dice: 0.9676, decode.d2.loss_cls: 0.4995, decode.d2.loss_mask: 0.6533, decode.d2.loss_dice: 0.9324, decode.d3.loss_cls: 0.4811, decode.d3.loss_mask: 0.6520, decode.d3.loss_dice: 0.9067, decode.d4.loss_cls: 0.4737, decode.d4.loss_mask: 0.6510, decode.d4.loss_dice: 0.9066, decode.d5.loss_cls: 0.4659, decode.d5.loss_mask: 0.6500, decode.d5.loss_dice: 0.9053, decode.d6.loss_cls: 0.4625, decode.d6.loss_mask: 0.6466, decode.d6.loss_dice: 0.8928, decode.d7.loss_cls: 0.4599, decode.d7.loss_mask: 0.6476, decode.d7.loss_dice: 0.8931, decode.d8.loss_cls: 0.4620, decode.d8.loss_mask: 0.6473, decode.d8.loss_dice: 0.8959, loss: 21.5247, grad_norm: 56.4787 2023-12-25 21:40:52,159 - mmseg - INFO - Iter [31650/160000] lr: 8.022e-05, eta: 18:39:42, time: 0.485, data_time: 0.011, memory: 40245, decode.loss_cls: 0.4818, decode.loss_mask: 0.6351, decode.loss_dice: 0.9099, decode.d0.loss_cls: 1.4948, decode.d0.loss_mask: 0.6643, decode.d0.loss_dice: 1.0180, decode.d1.loss_cls: 0.5765, decode.d1.loss_mask: 0.6543, decode.d1.loss_dice: 0.9714, decode.d2.loss_cls: 0.5228, decode.d2.loss_mask: 0.6459, decode.d2.loss_dice: 0.9370, decode.d3.loss_cls: 0.5036, decode.d3.loss_mask: 0.6402, decode.d3.loss_dice: 0.9144, decode.d4.loss_cls: 0.4943, decode.d4.loss_mask: 0.6358, decode.d4.loss_dice: 0.9230, decode.d5.loss_cls: 0.4864, decode.d5.loss_mask: 0.6377, decode.d5.loss_dice: 0.9219, decode.d6.loss_cls: 0.4894, decode.d6.loss_mask: 0.6367, decode.d6.loss_dice: 0.9085, decode.d7.loss_cls: 0.4829, decode.d7.loss_mask: 0.6342, decode.d7.loss_dice: 0.9111, decode.d8.loss_cls: 0.4842, decode.d8.loss_mask: 0.6346, decode.d8.loss_dice: 0.9076, loss: 21.7582, grad_norm: 56.6115 2023-12-25 21:41:16,569 - mmseg - INFO - Iter [31700/160000] lr: 8.019e-05, eta: 18:39:06, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5059, decode.loss_mask: 0.6362, decode.loss_dice: 0.9106, decode.d0.loss_cls: 1.5274, decode.d0.loss_mask: 0.6811, decode.d0.loss_dice: 1.0393, decode.d1.loss_cls: 0.6109, decode.d1.loss_mask: 0.6708, decode.d1.loss_dice: 0.9966, decode.d2.loss_cls: 0.5599, decode.d2.loss_mask: 0.6510, decode.d2.loss_dice: 0.9498, decode.d3.loss_cls: 0.5420, decode.d3.loss_mask: 0.6411, decode.d3.loss_dice: 0.9236, decode.d4.loss_cls: 0.5295, decode.d4.loss_mask: 0.6400, decode.d4.loss_dice: 0.9208, decode.d5.loss_cls: 0.5234, decode.d5.loss_mask: 0.6384, decode.d5.loss_dice: 0.9213, decode.d6.loss_cls: 0.5227, decode.d6.loss_mask: 0.6331, decode.d6.loss_dice: 0.9028, decode.d7.loss_cls: 0.5166, decode.d7.loss_mask: 0.6357, decode.d7.loss_dice: 0.9072, decode.d8.loss_cls: 0.5123, decode.d8.loss_mask: 0.6348, decode.d8.loss_dice: 0.9162, loss: 22.2010, grad_norm: 58.1335 2023-12-25 21:41:40,809 - mmseg - INFO - Iter [31750/160000] lr: 8.016e-05, eta: 18:38:28, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5199, decode.loss_mask: 0.6259, decode.loss_dice: 0.9513, decode.d0.loss_cls: 1.5334, decode.d0.loss_mask: 0.6567, decode.d0.loss_dice: 1.0791, decode.d1.loss_cls: 0.6239, decode.d1.loss_mask: 0.6538, decode.d1.loss_dice: 1.0270, decode.d2.loss_cls: 0.5648, decode.d2.loss_mask: 0.6360, decode.d2.loss_dice: 0.9817, decode.d3.loss_cls: 0.5465, decode.d3.loss_mask: 0.6296, decode.d3.loss_dice: 0.9601, decode.d4.loss_cls: 0.5355, decode.d4.loss_mask: 0.6280, decode.d4.loss_dice: 0.9565, decode.d5.loss_cls: 0.5320, decode.d5.loss_mask: 0.6282, decode.d5.loss_dice: 0.9573, decode.d6.loss_cls: 0.5290, decode.d6.loss_mask: 0.6248, decode.d6.loss_dice: 0.9491, decode.d7.loss_cls: 0.5212, decode.d7.loss_mask: 0.6274, decode.d7.loss_dice: 0.9479, decode.d8.loss_cls: 0.5202, decode.d8.loss_mask: 0.6282, decode.d8.loss_dice: 0.9533, loss: 22.5284, grad_norm: 52.8917 2023-12-25 21:42:05,228 - mmseg - INFO - Iter [31800/160000] lr: 8.013e-05, eta: 18:37:52, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5252, decode.loss_mask: 0.6219, decode.loss_dice: 0.9110, decode.d0.loss_cls: 1.5552, decode.d0.loss_mask: 0.6711, decode.d0.loss_dice: 1.0441, decode.d1.loss_cls: 0.6329, decode.d1.loss_mask: 0.6462, decode.d1.loss_dice: 0.9752, decode.d2.loss_cls: 0.5733, decode.d2.loss_mask: 0.6296, decode.d2.loss_dice: 0.9446, decode.d3.loss_cls: 0.5509, decode.d3.loss_mask: 0.6246, decode.d3.loss_dice: 0.9186, decode.d4.loss_cls: 0.5420, decode.d4.loss_mask: 0.6230, decode.d4.loss_dice: 0.9214, decode.d5.loss_cls: 0.5346, decode.d5.loss_mask: 0.6259, decode.d5.loss_dice: 0.9223, decode.d6.loss_cls: 0.5373, decode.d6.loss_mask: 0.6231, decode.d6.loss_dice: 0.9110, decode.d7.loss_cls: 0.5350, decode.d7.loss_mask: 0.6227, decode.d7.loss_dice: 0.9135, decode.d8.loss_cls: 0.5328, decode.d8.loss_mask: 0.6219, decode.d8.loss_dice: 0.9114, loss: 22.2023, grad_norm: 58.6253 2023-12-25 21:42:29,574 - mmseg - INFO - Iter [31850/160000] lr: 8.009e-05, eta: 18:37:15, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5180, decode.loss_mask: 0.6385, decode.loss_dice: 0.9250, decode.d0.loss_cls: 1.5234, decode.d0.loss_mask: 0.6943, decode.d0.loss_dice: 1.0538, decode.d1.loss_cls: 0.6108, decode.d1.loss_mask: 0.6690, decode.d1.loss_dice: 0.9859, decode.d2.loss_cls: 0.5620, decode.d2.loss_mask: 0.6562, decode.d2.loss_dice: 0.9594, decode.d3.loss_cls: 0.5480, decode.d3.loss_mask: 0.6480, decode.d3.loss_dice: 0.9361, decode.d4.loss_cls: 0.5371, decode.d4.loss_mask: 0.6485, decode.d4.loss_dice: 0.9457, decode.d5.loss_cls: 0.5329, decode.d5.loss_mask: 0.6452, decode.d5.loss_dice: 0.9301, decode.d6.loss_cls: 0.5246, decode.d6.loss_mask: 0.6418, decode.d6.loss_dice: 0.9197, decode.d7.loss_cls: 0.5174, decode.d7.loss_mask: 0.6429, decode.d7.loss_dice: 0.9219, decode.d8.loss_cls: 0.5170, decode.d8.loss_mask: 0.6419, decode.d8.loss_dice: 0.9232, loss: 22.4183, grad_norm: 57.3190 2023-12-25 21:42:53,824 - mmseg - INFO - Iter [31900/160000] lr: 8.006e-05, eta: 18:36:38, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5443, decode.loss_mask: 0.6451, decode.loss_dice: 0.9514, decode.d0.loss_cls: 1.5587, decode.d0.loss_mask: 0.6909, decode.d0.loss_dice: 1.0766, decode.d1.loss_cls: 0.6564, decode.d1.loss_mask: 0.6632, decode.d1.loss_dice: 1.0082, decode.d2.loss_cls: 0.5896, decode.d2.loss_mask: 0.6525, decode.d2.loss_dice: 0.9811, decode.d3.loss_cls: 0.5734, decode.d3.loss_mask: 0.6473, decode.d3.loss_dice: 0.9610, decode.d4.loss_cls: 0.5593, decode.d4.loss_mask: 0.6484, decode.d4.loss_dice: 0.9633, decode.d5.loss_cls: 0.5539, decode.d5.loss_mask: 0.6464, decode.d5.loss_dice: 0.9588, decode.d6.loss_cls: 0.5570, decode.d6.loss_mask: 0.6426, decode.d6.loss_dice: 0.9451, decode.d7.loss_cls: 0.5504, decode.d7.loss_mask: 0.6412, decode.d7.loss_dice: 0.9518, decode.d8.loss_cls: 0.5489, decode.d8.loss_mask: 0.6419, decode.d8.loss_dice: 0.9487, loss: 22.9572, grad_norm: 62.5528 2023-12-25 21:43:18,383 - mmseg - INFO - Iter [31950/160000] lr: 8.003e-05, eta: 18:36:02, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5007, decode.loss_mask: 0.6386, decode.loss_dice: 0.9482, decode.d0.loss_cls: 1.5314, decode.d0.loss_mask: 0.6786, decode.d0.loss_dice: 1.0689, decode.d1.loss_cls: 0.6068, decode.d1.loss_mask: 0.6610, decode.d1.loss_dice: 1.0082, decode.d2.loss_cls: 0.5513, decode.d2.loss_mask: 0.6436, decode.d2.loss_dice: 0.9712, decode.d3.loss_cls: 0.5273, decode.d3.loss_mask: 0.6446, decode.d3.loss_dice: 0.9517, decode.d4.loss_cls: 0.5196, decode.d4.loss_mask: 0.6402, decode.d4.loss_dice: 0.9537, decode.d5.loss_cls: 0.5046, decode.d5.loss_mask: 0.6388, decode.d5.loss_dice: 0.9562, decode.d6.loss_cls: 0.5032, decode.d6.loss_mask: 0.6372, decode.d6.loss_dice: 0.9506, decode.d7.loss_cls: 0.5077, decode.d7.loss_mask: 0.6351, decode.d7.loss_dice: 0.9524, decode.d8.loss_cls: 0.5063, decode.d8.loss_mask: 0.6345, decode.d8.loss_dice: 0.9481, loss: 22.4202, grad_norm: 58.5810 2023-12-25 21:43:42,896 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 21:43:42,897 - mmseg - INFO - Iter [32000/160000] lr: 8.000e-05, eta: 18:35:26, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4972, decode.loss_mask: 0.6220, decode.loss_dice: 0.9223, decode.d0.loss_cls: 1.4540, decode.d0.loss_mask: 0.6592, decode.d0.loss_dice: 1.0349, decode.d1.loss_cls: 0.5890, decode.d1.loss_mask: 0.6423, decode.d1.loss_dice: 0.9844, decode.d2.loss_cls: 0.5399, decode.d2.loss_mask: 0.6281, decode.d2.loss_dice: 0.9470, decode.d3.loss_cls: 0.5292, decode.d3.loss_mask: 0.6230, decode.d3.loss_dice: 0.9269, decode.d4.loss_cls: 0.5112, decode.d4.loss_mask: 0.6228, decode.d4.loss_dice: 0.9235, decode.d5.loss_cls: 0.5048, decode.d5.loss_mask: 0.6182, decode.d5.loss_dice: 0.9301, decode.d6.loss_cls: 0.5021, decode.d6.loss_mask: 0.6173, decode.d6.loss_dice: 0.9219, decode.d7.loss_cls: 0.4985, decode.d7.loss_mask: 0.6218, decode.d7.loss_dice: 0.9231, decode.d8.loss_cls: 0.4984, decode.d8.loss_mask: 0.6185, decode.d8.loss_dice: 0.9279, loss: 21.8392, grad_norm: 57.3434 2023-12-25 21:44:07,495 - mmseg - INFO - Iter [32050/160000] lr: 7.997e-05, eta: 18:34:51, time: 0.492, data_time: 0.011, memory: 40245, decode.loss_cls: 0.5198, decode.loss_mask: 0.6451, decode.loss_dice: 0.9363, decode.d0.loss_cls: 1.4813, decode.d0.loss_mask: 0.6836, decode.d0.loss_dice: 1.0538, decode.d1.loss_cls: 0.6133, decode.d1.loss_mask: 0.6671, decode.d1.loss_dice: 1.0043, decode.d2.loss_cls: 0.5629, decode.d2.loss_mask: 0.6535, decode.d2.loss_dice: 0.9661, decode.d3.loss_cls: 0.5433, decode.d3.loss_mask: 0.6509, decode.d3.loss_dice: 0.9514, decode.d4.loss_cls: 0.5308, decode.d4.loss_mask: 0.6484, decode.d4.loss_dice: 0.9575, decode.d5.loss_cls: 0.5272, decode.d5.loss_mask: 0.6448, decode.d5.loss_dice: 0.9438, decode.d6.loss_cls: 0.5346, decode.d6.loss_mask: 0.6451, decode.d6.loss_dice: 0.9351, decode.d7.loss_cls: 0.5250, decode.d7.loss_mask: 0.6438, decode.d7.loss_dice: 0.9378, decode.d8.loss_cls: 0.5261, decode.d8.loss_mask: 0.6438, decode.d8.loss_dice: 0.9362, loss: 22.5127, grad_norm: 62.2232 2023-12-25 21:44:31,886 - mmseg - INFO - Iter [32100/160000] lr: 7.994e-05, eta: 18:34:15, time: 0.488, data_time: 0.011, memory: 40245, decode.loss_cls: 0.5331, decode.loss_mask: 0.6329, decode.loss_dice: 0.9577, decode.d0.loss_cls: 1.5293, decode.d0.loss_mask: 0.6871, decode.d0.loss_dice: 1.0712, decode.d1.loss_cls: 0.6341, decode.d1.loss_mask: 0.6611, decode.d1.loss_dice: 1.0259, decode.d2.loss_cls: 0.5750, decode.d2.loss_mask: 0.6437, decode.d2.loss_dice: 0.9916, decode.d3.loss_cls: 0.5570, decode.d3.loss_mask: 0.6373, decode.d3.loss_dice: 0.9642, decode.d4.loss_cls: 0.5420, decode.d4.loss_mask: 0.6352, decode.d4.loss_dice: 0.9675, decode.d5.loss_cls: 0.5392, decode.d5.loss_mask: 0.6350, decode.d5.loss_dice: 0.9628, decode.d6.loss_cls: 0.5294, decode.d6.loss_mask: 0.6353, decode.d6.loss_dice: 0.9555, decode.d7.loss_cls: 0.5298, decode.d7.loss_mask: 0.6318, decode.d7.loss_dice: 0.9603, decode.d8.loss_cls: 0.5358, decode.d8.loss_mask: 0.6310, decode.d8.loss_dice: 0.9562, loss: 22.7481, grad_norm: 55.9176 2023-12-25 21:44:56,222 - mmseg - INFO - Iter [32150/160000] lr: 7.991e-05, eta: 18:33:39, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5428, decode.loss_mask: 0.6616, decode.loss_dice: 0.9762, decode.d0.loss_cls: 1.5355, decode.d0.loss_mask: 0.7073, decode.d0.loss_dice: 1.0897, decode.d1.loss_cls: 0.6289, decode.d1.loss_mask: 0.6822, decode.d1.loss_dice: 1.0457, decode.d2.loss_cls: 0.5790, decode.d2.loss_mask: 0.6703, decode.d2.loss_dice: 1.0123, decode.d3.loss_cls: 0.5663, decode.d3.loss_mask: 0.6627, decode.d3.loss_dice: 0.9860, decode.d4.loss_cls: 0.5478, decode.d4.loss_mask: 0.6621, decode.d4.loss_dice: 0.9866, decode.d5.loss_cls: 0.5489, decode.d5.loss_mask: 0.6621, decode.d5.loss_dice: 0.9924, decode.d6.loss_cls: 0.5492, decode.d6.loss_mask: 0.6628, decode.d6.loss_dice: 0.9822, decode.d7.loss_cls: 0.5409, decode.d7.loss_mask: 0.6608, decode.d7.loss_dice: 0.9789, decode.d8.loss_cls: 0.5432, decode.d8.loss_mask: 0.6588, decode.d8.loss_dice: 0.9825, loss: 23.3054, grad_norm: 59.3315 2023-12-25 21:45:20,555 - mmseg - INFO - Iter [32200/160000] lr: 7.988e-05, eta: 18:33:02, time: 0.487, data_time: 0.011, memory: 40245, decode.loss_cls: 0.5196, decode.loss_mask: 0.6442, decode.loss_dice: 0.9661, decode.d0.loss_cls: 1.5298, decode.d0.loss_mask: 0.6876, decode.d0.loss_dice: 1.0778, decode.d1.loss_cls: 0.6100, decode.d1.loss_mask: 0.6798, decode.d1.loss_dice: 1.0373, decode.d2.loss_cls: 0.5655, decode.d2.loss_mask: 0.6605, decode.d2.loss_dice: 0.9980, decode.d3.loss_cls: 0.5393, decode.d3.loss_mask: 0.6546, decode.d3.loss_dice: 0.9802, decode.d4.loss_cls: 0.5320, decode.d4.loss_mask: 0.6505, decode.d4.loss_dice: 0.9759, decode.d5.loss_cls: 0.5270, decode.d5.loss_mask: 0.6481, decode.d5.loss_dice: 0.9733, decode.d6.loss_cls: 0.5284, decode.d6.loss_mask: 0.6463, decode.d6.loss_dice: 0.9679, decode.d7.loss_cls: 0.5307, decode.d7.loss_mask: 0.6478, decode.d7.loss_dice: 0.9709, decode.d8.loss_cls: 0.5242, decode.d8.loss_mask: 0.6478, decode.d8.loss_dice: 0.9672, loss: 22.8883, grad_norm: 52.8948 2023-12-25 21:45:44,859 - mmseg - INFO - Iter [32250/160000] lr: 7.984e-05, eta: 18:32:25, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5445, decode.loss_mask: 0.6592, decode.loss_dice: 0.9652, decode.d0.loss_cls: 1.5581, decode.d0.loss_mask: 0.6986, decode.d0.loss_dice: 1.0866, decode.d1.loss_cls: 0.6531, decode.d1.loss_mask: 0.6837, decode.d1.loss_dice: 1.0379, decode.d2.loss_cls: 0.6009, decode.d2.loss_mask: 0.6691, decode.d2.loss_dice: 0.9880, decode.d3.loss_cls: 0.5808, decode.d3.loss_mask: 0.6605, decode.d3.loss_dice: 0.9722, decode.d4.loss_cls: 0.5614, decode.d4.loss_mask: 0.6640, decode.d4.loss_dice: 0.9742, decode.d5.loss_cls: 0.5554, decode.d5.loss_mask: 0.6608, decode.d5.loss_dice: 0.9633, decode.d6.loss_cls: 0.5458, decode.d6.loss_mask: 0.6594, decode.d6.loss_dice: 0.9624, decode.d7.loss_cls: 0.5378, decode.d7.loss_mask: 0.6607, decode.d7.loss_dice: 0.9715, decode.d8.loss_cls: 0.5394, decode.d8.loss_mask: 0.6571, decode.d8.loss_dice: 0.9724, loss: 23.2441, grad_norm: 56.5610 2023-12-25 21:46:09,078 - mmseg - INFO - Iter [32300/160000] lr: 7.981e-05, eta: 18:31:48, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5185, decode.loss_mask: 0.6382, decode.loss_dice: 0.9338, decode.d0.loss_cls: 1.5421, decode.d0.loss_mask: 0.6711, decode.d0.loss_dice: 1.0423, decode.d1.loss_cls: 0.6126, decode.d1.loss_mask: 0.6634, decode.d1.loss_dice: 1.0030, decode.d2.loss_cls: 0.5616, decode.d2.loss_mask: 0.6511, decode.d2.loss_dice: 0.9681, decode.d3.loss_cls: 0.5408, decode.d3.loss_mask: 0.6443, decode.d3.loss_dice: 0.9530, decode.d4.loss_cls: 0.5275, decode.d4.loss_mask: 0.6433, decode.d4.loss_dice: 0.9497, decode.d5.loss_cls: 0.5235, decode.d5.loss_mask: 0.6434, decode.d5.loss_dice: 0.9431, decode.d6.loss_cls: 0.5235, decode.d6.loss_mask: 0.6403, decode.d6.loss_dice: 0.9376, decode.d7.loss_cls: 0.5211, decode.d7.loss_mask: 0.6412, decode.d7.loss_dice: 0.9373, decode.d8.loss_cls: 0.5191, decode.d8.loss_mask: 0.6385, decode.d8.loss_dice: 0.9355, loss: 22.4684, grad_norm: 56.3197 2023-12-25 21:46:33,310 - mmseg - INFO - Iter [32350/160000] lr: 7.978e-05, eta: 18:31:11, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5102, decode.loss_mask: 0.6805, decode.loss_dice: 0.9457, decode.d0.loss_cls: 1.4930, decode.d0.loss_mask: 0.7268, decode.d0.loss_dice: 1.0446, decode.d1.loss_cls: 0.5970, decode.d1.loss_mask: 0.7066, decode.d1.loss_dice: 1.0134, decode.d2.loss_cls: 0.5469, decode.d2.loss_mask: 0.6910, decode.d2.loss_dice: 0.9819, decode.d3.loss_cls: 0.5365, decode.d3.loss_mask: 0.6854, decode.d3.loss_dice: 0.9607, decode.d4.loss_cls: 0.5253, decode.d4.loss_mask: 0.6828, decode.d4.loss_dice: 0.9641, decode.d5.loss_cls: 0.5210, decode.d5.loss_mask: 0.6803, decode.d5.loss_dice: 0.9636, decode.d6.loss_cls: 0.5176, decode.d6.loss_mask: 0.6797, decode.d6.loss_dice: 0.9481, decode.d7.loss_cls: 0.5170, decode.d7.loss_mask: 0.6815, decode.d7.loss_dice: 0.9506, decode.d8.loss_cls: 0.5121, decode.d8.loss_mask: 0.6745, decode.d8.loss_dice: 0.9480, loss: 22.8864, grad_norm: 59.0478 2023-12-25 21:46:57,603 - mmseg - INFO - Iter [32400/160000] lr: 7.975e-05, eta: 18:30:35, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4922, decode.loss_mask: 0.6287, decode.loss_dice: 0.9283, decode.d0.loss_cls: 1.4969, decode.d0.loss_mask: 0.6687, decode.d0.loss_dice: 1.0424, decode.d1.loss_cls: 0.5959, decode.d1.loss_mask: 0.6472, decode.d1.loss_dice: 0.9800, decode.d2.loss_cls: 0.5417, decode.d2.loss_mask: 0.6318, decode.d2.loss_dice: 0.9542, decode.d3.loss_cls: 0.5075, decode.d3.loss_mask: 0.6341, decode.d3.loss_dice: 0.9401, decode.d4.loss_cls: 0.5060, decode.d4.loss_mask: 0.6343, decode.d4.loss_dice: 0.9355, decode.d5.loss_cls: 0.5088, decode.d5.loss_mask: 0.6311, decode.d5.loss_dice: 0.9303, decode.d6.loss_cls: 0.5018, decode.d6.loss_mask: 0.6280, decode.d6.loss_dice: 0.9205, decode.d7.loss_cls: 0.4959, decode.d7.loss_mask: 0.6268, decode.d7.loss_dice: 0.9243, decode.d8.loss_cls: 0.4945, decode.d8.loss_mask: 0.6308, decode.d8.loss_dice: 0.9292, loss: 21.9874, grad_norm: 55.6566 2023-12-25 21:47:22,094 - mmseg - INFO - Iter [32450/160000] lr: 7.972e-05, eta: 18:30:00, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5544, decode.loss_mask: 0.6245, decode.loss_dice: 0.9722, decode.d0.loss_cls: 1.5471, decode.d0.loss_mask: 0.6726, decode.d0.loss_dice: 1.0873, decode.d1.loss_cls: 0.6350, decode.d1.loss_mask: 0.6549, decode.d1.loss_dice: 1.0519, decode.d2.loss_cls: 0.5955, decode.d2.loss_mask: 0.6352, decode.d2.loss_dice: 1.0106, decode.d3.loss_cls: 0.5742, decode.d3.loss_mask: 0.6280, decode.d3.loss_dice: 0.9804, decode.d4.loss_cls: 0.5658, decode.d4.loss_mask: 0.6248, decode.d4.loss_dice: 0.9813, decode.d5.loss_cls: 0.5665, decode.d5.loss_mask: 0.6235, decode.d5.loss_dice: 0.9769, decode.d6.loss_cls: 0.5570, decode.d6.loss_mask: 0.6237, decode.d6.loss_dice: 0.9649, decode.d7.loss_cls: 0.5507, decode.d7.loss_mask: 0.6239, decode.d7.loss_dice: 0.9688, decode.d8.loss_cls: 0.5491, decode.d8.loss_mask: 0.6250, decode.d8.loss_dice: 0.9719, loss: 22.9977, grad_norm: 61.5284 2023-12-25 21:47:46,547 - mmseg - INFO - Iter [32500/160000] lr: 7.969e-05, eta: 18:29:24, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5273, decode.loss_mask: 0.6622, decode.loss_dice: 0.9433, decode.d0.loss_cls: 1.5363, decode.d0.loss_mask: 0.7085, decode.d0.loss_dice: 1.0657, decode.d1.loss_cls: 0.6310, decode.d1.loss_mask: 0.6875, decode.d1.loss_dice: 1.0091, decode.d2.loss_cls: 0.5796, decode.d2.loss_mask: 0.6760, decode.d2.loss_dice: 0.9684, decode.d3.loss_cls: 0.5543, decode.d3.loss_mask: 0.6686, decode.d3.loss_dice: 0.9535, decode.d4.loss_cls: 0.5363, decode.d4.loss_mask: 0.6677, decode.d4.loss_dice: 0.9587, decode.d5.loss_cls: 0.5338, decode.d5.loss_mask: 0.6635, decode.d5.loss_dice: 0.9509, decode.d6.loss_cls: 0.5248, decode.d6.loss_mask: 0.6652, decode.d6.loss_dice: 0.9417, decode.d7.loss_cls: 0.5250, decode.d7.loss_mask: 0.6644, decode.d7.loss_dice: 0.9459, decode.d8.loss_cls: 0.5309, decode.d8.loss_mask: 0.6636, decode.d8.loss_dice: 0.9415, loss: 22.8853, grad_norm: 60.7591 2023-12-25 21:48:10,861 - mmseg - INFO - Iter [32550/160000] lr: 7.966e-05, eta: 18:28:48, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5421, decode.loss_mask: 0.6315, decode.loss_dice: 0.9396, decode.d0.loss_cls: 1.5716, decode.d0.loss_mask: 0.6710, decode.d0.loss_dice: 1.0557, decode.d1.loss_cls: 0.6508, decode.d1.loss_mask: 0.6582, decode.d1.loss_dice: 1.0067, decode.d2.loss_cls: 0.5879, decode.d2.loss_mask: 0.6407, decode.d2.loss_dice: 0.9695, decode.d3.loss_cls: 0.5728, decode.d3.loss_mask: 0.6317, decode.d3.loss_dice: 0.9515, decode.d4.loss_cls: 0.5567, decode.d4.loss_mask: 0.6363, decode.d4.loss_dice: 0.9552, decode.d5.loss_cls: 0.5527, decode.d5.loss_mask: 0.6310, decode.d5.loss_dice: 0.9521, decode.d6.loss_cls: 0.5562, decode.d6.loss_mask: 0.6297, decode.d6.loss_dice: 0.9400, decode.d7.loss_cls: 0.5487, decode.d7.loss_mask: 0.6307, decode.d7.loss_dice: 0.9438, decode.d8.loss_cls: 0.5457, decode.d8.loss_mask: 0.6296, decode.d8.loss_dice: 0.9439, loss: 22.7337, grad_norm: 59.2923 2023-12-25 21:48:35,238 - mmseg - INFO - Iter [32600/160000] lr: 7.963e-05, eta: 18:28:12, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5034, decode.loss_mask: 0.6432, decode.loss_dice: 0.9271, decode.d0.loss_cls: 1.4977, decode.d0.loss_mask: 0.6909, decode.d0.loss_dice: 1.0457, decode.d1.loss_cls: 0.5922, decode.d1.loss_mask: 0.6782, decode.d1.loss_dice: 0.9984, decode.d2.loss_cls: 0.5446, decode.d2.loss_mask: 0.6604, decode.d2.loss_dice: 0.9595, decode.d3.loss_cls: 0.5407, decode.d3.loss_mask: 0.6491, decode.d3.loss_dice: 0.9307, decode.d4.loss_cls: 0.5189, decode.d4.loss_mask: 0.6525, decode.d4.loss_dice: 0.9336, decode.d5.loss_cls: 0.5209, decode.d5.loss_mask: 0.6447, decode.d5.loss_dice: 0.9302, decode.d6.loss_cls: 0.5152, decode.d6.loss_mask: 0.6455, decode.d6.loss_dice: 0.9246, decode.d7.loss_cls: 0.5087, decode.d7.loss_mask: 0.6480, decode.d7.loss_dice: 0.9247, decode.d8.loss_cls: 0.5072, decode.d8.loss_mask: 0.6472, decode.d8.loss_dice: 0.9235, loss: 22.3070, grad_norm: 70.1755 2023-12-25 21:48:59,439 - mmseg - INFO - Iter [32650/160000] lr: 7.959e-05, eta: 18:27:35, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5036, decode.loss_mask: 0.6540, decode.loss_dice: 0.9290, decode.d0.loss_cls: 1.4989, decode.d0.loss_mask: 0.7045, decode.d0.loss_dice: 1.0421, decode.d1.loss_cls: 0.5982, decode.d1.loss_mask: 0.6812, decode.d1.loss_dice: 0.9973, decode.d2.loss_cls: 0.5502, decode.d2.loss_mask: 0.6697, decode.d2.loss_dice: 0.9655, decode.d3.loss_cls: 0.5359, decode.d3.loss_mask: 0.6632, decode.d3.loss_dice: 0.9438, decode.d4.loss_cls: 0.5230, decode.d4.loss_mask: 0.6579, decode.d4.loss_dice: 0.9368, decode.d5.loss_cls: 0.5207, decode.d5.loss_mask: 0.6605, decode.d5.loss_dice: 0.9363, decode.d6.loss_cls: 0.5128, decode.d6.loss_mask: 0.6533, decode.d6.loss_dice: 0.9280, decode.d7.loss_cls: 0.5028, decode.d7.loss_mask: 0.6547, decode.d7.loss_dice: 0.9351, decode.d8.loss_cls: 0.5046, decode.d8.loss_mask: 0.6557, decode.d8.loss_dice: 0.9354, loss: 22.4544, grad_norm: 61.3768 2023-12-25 21:49:23,643 - mmseg - INFO - Iter [32700/160000] lr: 7.956e-05, eta: 18:26:59, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5028, decode.loss_mask: 0.6494, decode.loss_dice: 0.9509, decode.d0.loss_cls: 1.5103, decode.d0.loss_mask: 0.6881, decode.d0.loss_dice: 1.0620, decode.d1.loss_cls: 0.6131, decode.d1.loss_mask: 0.6717, decode.d1.loss_dice: 1.0141, decode.d2.loss_cls: 0.5569, decode.d2.loss_mask: 0.6527, decode.d2.loss_dice: 0.9753, decode.d3.loss_cls: 0.5283, decode.d3.loss_mask: 0.6493, decode.d3.loss_dice: 0.9610, decode.d4.loss_cls: 0.5230, decode.d4.loss_mask: 0.6530, decode.d4.loss_dice: 0.9589, decode.d5.loss_cls: 0.5130, decode.d5.loss_mask: 0.6561, decode.d5.loss_dice: 0.9602, decode.d6.loss_cls: 0.5004, decode.d6.loss_mask: 0.6521, decode.d6.loss_dice: 0.9505, decode.d7.loss_cls: 0.5066, decode.d7.loss_mask: 0.6512, decode.d7.loss_dice: 0.9502, decode.d8.loss_cls: 0.5097, decode.d8.loss_mask: 0.6510, decode.d8.loss_dice: 0.9497, loss: 22.5716, grad_norm: 60.4360 2023-12-25 21:49:50,379 - mmseg - INFO - Iter [32750/160000] lr: 7.953e-05, eta: 18:26:36, time: 0.535, data_time: 0.059, memory: 40245, decode.loss_cls: 0.4838, decode.loss_mask: 0.6441, decode.loss_dice: 0.9311, decode.d0.loss_cls: 1.4904, decode.d0.loss_mask: 0.6751, decode.d0.loss_dice: 1.0399, decode.d1.loss_cls: 0.5784, decode.d1.loss_mask: 0.6700, decode.d1.loss_dice: 1.0019, decode.d2.loss_cls: 0.5377, decode.d2.loss_mask: 0.6443, decode.d2.loss_dice: 0.9641, decode.d3.loss_cls: 0.5078, decode.d3.loss_mask: 0.6434, decode.d3.loss_dice: 0.9428, decode.d4.loss_cls: 0.5009, decode.d4.loss_mask: 0.6489, decode.d4.loss_dice: 0.9419, decode.d5.loss_cls: 0.4966, decode.d5.loss_mask: 0.6423, decode.d5.loss_dice: 0.9387, decode.d6.loss_cls: 0.4923, decode.d6.loss_mask: 0.6419, decode.d6.loss_dice: 0.9347, decode.d7.loss_cls: 0.4876, decode.d7.loss_mask: 0.6450, decode.d7.loss_dice: 0.9327, decode.d8.loss_cls: 0.4828, decode.d8.loss_mask: 0.6454, decode.d8.loss_dice: 0.9337, loss: 22.1202, grad_norm: 56.0151 2023-12-25 21:50:14,860 - mmseg - INFO - Iter [32800/160000] lr: 7.950e-05, eta: 18:26:01, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5015, decode.loss_mask: 0.6252, decode.loss_dice: 0.9218, decode.d0.loss_cls: 1.4934, decode.d0.loss_mask: 0.6741, decode.d0.loss_dice: 1.0564, decode.d1.loss_cls: 0.5997, decode.d1.loss_mask: 0.6524, decode.d1.loss_dice: 1.0051, decode.d2.loss_cls: 0.5487, decode.d2.loss_mask: 0.6374, decode.d2.loss_dice: 0.9580, decode.d3.loss_cls: 0.5285, decode.d3.loss_mask: 0.6320, decode.d3.loss_dice: 0.9360, decode.d4.loss_cls: 0.5138, decode.d4.loss_mask: 0.6328, decode.d4.loss_dice: 0.9379, decode.d5.loss_cls: 0.5126, decode.d5.loss_mask: 0.6301, decode.d5.loss_dice: 0.9368, decode.d6.loss_cls: 0.5085, decode.d6.loss_mask: 0.6270, decode.d6.loss_dice: 0.9236, decode.d7.loss_cls: 0.5039, decode.d7.loss_mask: 0.6241, decode.d7.loss_dice: 0.9265, decode.d8.loss_cls: 0.5079, decode.d8.loss_mask: 0.6248, decode.d8.loss_dice: 0.9271, loss: 22.1077, grad_norm: 54.0415 2023-12-25 21:50:39,260 - mmseg - INFO - Iter [32850/160000] lr: 7.947e-05, eta: 18:25:26, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4911, decode.loss_mask: 0.6388, decode.loss_dice: 0.9317, decode.d0.loss_cls: 1.5149, decode.d0.loss_mask: 0.6757, decode.d0.loss_dice: 1.0535, decode.d1.loss_cls: 0.5778, decode.d1.loss_mask: 0.6660, decode.d1.loss_dice: 1.0146, decode.d2.loss_cls: 0.5301, decode.d2.loss_mask: 0.6510, decode.d2.loss_dice: 0.9721, decode.d3.loss_cls: 0.5215, decode.d3.loss_mask: 0.6439, decode.d3.loss_dice: 0.9497, decode.d4.loss_cls: 0.5079, decode.d4.loss_mask: 0.6429, decode.d4.loss_dice: 0.9477, decode.d5.loss_cls: 0.4984, decode.d5.loss_mask: 0.6458, decode.d5.loss_dice: 0.9504, decode.d6.loss_cls: 0.4929, decode.d6.loss_mask: 0.6420, decode.d6.loss_dice: 0.9339, decode.d7.loss_cls: 0.4936, decode.d7.loss_mask: 0.6439, decode.d7.loss_dice: 0.9380, decode.d8.loss_cls: 0.4974, decode.d8.loss_mask: 0.6413, decode.d8.loss_dice: 0.9362, loss: 22.2444, grad_norm: 56.0941 2023-12-25 21:51:03,416 - mmseg - INFO - Iter [32900/160000] lr: 7.944e-05, eta: 18:24:49, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4893, decode.loss_mask: 0.6275, decode.loss_dice: 0.9097, decode.d0.loss_cls: 1.4928, decode.d0.loss_mask: 0.6646, decode.d0.loss_dice: 1.0258, decode.d1.loss_cls: 0.5826, decode.d1.loss_mask: 0.6535, decode.d1.loss_dice: 0.9725, decode.d2.loss_cls: 0.5357, decode.d2.loss_mask: 0.6368, decode.d2.loss_dice: 0.9365, decode.d3.loss_cls: 0.5103, decode.d3.loss_mask: 0.6321, decode.d3.loss_dice: 0.9227, decode.d4.loss_cls: 0.4992, decode.d4.loss_mask: 0.6364, decode.d4.loss_dice: 0.9192, decode.d5.loss_cls: 0.4992, decode.d5.loss_mask: 0.6297, decode.d5.loss_dice: 0.9240, decode.d6.loss_cls: 0.4945, decode.d6.loss_mask: 0.6269, decode.d6.loss_dice: 0.9082, decode.d7.loss_cls: 0.4936, decode.d7.loss_mask: 0.6260, decode.d7.loss_dice: 0.9115, decode.d8.loss_cls: 0.4928, decode.d8.loss_mask: 0.6240, decode.d8.loss_dice: 0.9080, loss: 21.7857, grad_norm: 56.2771 2023-12-25 21:51:28,047 - mmseg - INFO - Iter [32950/160000] lr: 7.941e-05, eta: 18:24:15, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5083, decode.loss_mask: 0.6311, decode.loss_dice: 0.9526, decode.d0.loss_cls: 1.5188, decode.d0.loss_mask: 0.6741, decode.d0.loss_dice: 1.0676, decode.d1.loss_cls: 0.6139, decode.d1.loss_mask: 0.6561, decode.d1.loss_dice: 1.0186, decode.d2.loss_cls: 0.5688, decode.d2.loss_mask: 0.6373, decode.d2.loss_dice: 0.9812, decode.d3.loss_cls: 0.5431, decode.d3.loss_mask: 0.6350, decode.d3.loss_dice: 0.9625, decode.d4.loss_cls: 0.5303, decode.d4.loss_mask: 0.6309, decode.d4.loss_dice: 0.9640, decode.d5.loss_cls: 0.5240, decode.d5.loss_mask: 0.6330, decode.d5.loss_dice: 0.9586, decode.d6.loss_cls: 0.5215, decode.d6.loss_mask: 0.6315, decode.d6.loss_dice: 0.9529, decode.d7.loss_cls: 0.5174, decode.d7.loss_mask: 0.6342, decode.d7.loss_dice: 0.9551, decode.d8.loss_cls: 0.5133, decode.d8.loss_mask: 0.6286, decode.d8.loss_dice: 0.9534, loss: 22.5174, grad_norm: 56.7230 2023-12-25 21:51:52,536 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 21:51:52,536 - mmseg - INFO - Iter [33000/160000] lr: 7.938e-05, eta: 18:23:40, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5031, decode.loss_mask: 0.6259, decode.loss_dice: 0.9138, decode.d0.loss_cls: 1.5193, decode.d0.loss_mask: 0.6703, decode.d0.loss_dice: 1.0279, decode.d1.loss_cls: 0.5995, decode.d1.loss_mask: 0.6555, decode.d1.loss_dice: 0.9772, decode.d2.loss_cls: 0.5484, decode.d2.loss_mask: 0.6395, decode.d2.loss_dice: 0.9412, decode.d3.loss_cls: 0.5270, decode.d3.loss_mask: 0.6374, decode.d3.loss_dice: 0.9210, decode.d4.loss_cls: 0.5200, decode.d4.loss_mask: 0.6318, decode.d4.loss_dice: 0.9275, decode.d5.loss_cls: 0.5178, decode.d5.loss_mask: 0.6297, decode.d5.loss_dice: 0.9166, decode.d6.loss_cls: 0.5075, decode.d6.loss_mask: 0.6271, decode.d6.loss_dice: 0.9102, decode.d7.loss_cls: 0.5019, decode.d7.loss_mask: 0.6283, decode.d7.loss_dice: 0.9171, decode.d8.loss_cls: 0.5040, decode.d8.loss_mask: 0.6269, decode.d8.loss_dice: 0.9150, loss: 21.9887, grad_norm: 54.0239 2023-12-25 21:52:16,934 - mmseg - INFO - Iter [33050/160000] lr: 7.934e-05, eta: 18:23:05, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4790, decode.loss_mask: 0.6703, decode.loss_dice: 0.9285, decode.d0.loss_cls: 1.4575, decode.d0.loss_mask: 0.7185, decode.d0.loss_dice: 1.0353, decode.d1.loss_cls: 0.5648, decode.d1.loss_mask: 0.7010, decode.d1.loss_dice: 1.0050, decode.d2.loss_cls: 0.5233, decode.d2.loss_mask: 0.6831, decode.d2.loss_dice: 0.9618, decode.d3.loss_cls: 0.5078, decode.d3.loss_mask: 0.6730, decode.d3.loss_dice: 0.9391, decode.d4.loss_cls: 0.4879, decode.d4.loss_mask: 0.6803, decode.d4.loss_dice: 0.9431, decode.d5.loss_cls: 0.4892, decode.d5.loss_mask: 0.6801, decode.d5.loss_dice: 0.9407, decode.d6.loss_cls: 0.4819, decode.d6.loss_mask: 0.6728, decode.d6.loss_dice: 0.9309, decode.d7.loss_cls: 0.4799, decode.d7.loss_mask: 0.6699, decode.d7.loss_dice: 0.9348, decode.d8.loss_cls: 0.4794, decode.d8.loss_mask: 0.6699, decode.d8.loss_dice: 0.9326, loss: 22.3218, grad_norm: 59.8315 2023-12-25 21:52:41,605 - mmseg - INFO - Iter [33100/160000] lr: 7.931e-05, eta: 18:22:31, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4914, decode.loss_mask: 0.6156, decode.loss_dice: 0.9078, decode.d0.loss_cls: 1.4673, decode.d0.loss_mask: 0.6511, decode.d0.loss_dice: 1.0105, decode.d1.loss_cls: 0.5749, decode.d1.loss_mask: 0.6389, decode.d1.loss_dice: 0.9793, decode.d2.loss_cls: 0.5314, decode.d2.loss_mask: 0.6216, decode.d2.loss_dice: 0.9344, decode.d3.loss_cls: 0.5108, decode.d3.loss_mask: 0.6158, decode.d3.loss_dice: 0.9162, decode.d4.loss_cls: 0.4997, decode.d4.loss_mask: 0.6161, decode.d4.loss_dice: 0.9214, decode.d5.loss_cls: 0.4947, decode.d5.loss_mask: 0.6169, decode.d5.loss_dice: 0.9223, decode.d6.loss_cls: 0.4909, decode.d6.loss_mask: 0.6135, decode.d6.loss_dice: 0.9081, decode.d7.loss_cls: 0.4865, decode.d7.loss_mask: 0.6138, decode.d7.loss_dice: 0.9107, decode.d8.loss_cls: 0.4921, decode.d8.loss_mask: 0.6145, decode.d8.loss_dice: 0.9091, loss: 21.5771, grad_norm: 56.9959 2023-12-25 21:53:06,050 - mmseg - INFO - Iter [33150/160000] lr: 7.928e-05, eta: 18:21:56, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5100, decode.loss_mask: 0.6368, decode.loss_dice: 0.9568, decode.d0.loss_cls: 1.5299, decode.d0.loss_mask: 0.6754, decode.d0.loss_dice: 1.0705, decode.d1.loss_cls: 0.5978, decode.d1.loss_mask: 0.6655, decode.d1.loss_dice: 1.0232, decode.d2.loss_cls: 0.5476, decode.d2.loss_mask: 0.6423, decode.d2.loss_dice: 0.9848, decode.d3.loss_cls: 0.5333, decode.d3.loss_mask: 0.6407, decode.d3.loss_dice: 0.9682, decode.d4.loss_cls: 0.5258, decode.d4.loss_mask: 0.6443, decode.d4.loss_dice: 0.9627, decode.d5.loss_cls: 0.5221, decode.d5.loss_mask: 0.6375, decode.d5.loss_dice: 0.9645, decode.d6.loss_cls: 0.5138, decode.d6.loss_mask: 0.6355, decode.d6.loss_dice: 0.9597, decode.d7.loss_cls: 0.5101, decode.d7.loss_mask: 0.6402, decode.d7.loss_dice: 0.9631, decode.d8.loss_cls: 0.5069, decode.d8.loss_mask: 0.6395, decode.d8.loss_dice: 0.9641, loss: 22.5725, grad_norm: 61.2573 2023-12-25 21:53:30,516 - mmseg - INFO - Iter [33200/160000] lr: 7.925e-05, eta: 18:21:21, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4987, decode.loss_mask: 0.6366, decode.loss_dice: 0.9578, decode.d0.loss_cls: 1.5400, decode.d0.loss_mask: 0.6754, decode.d0.loss_dice: 1.0563, decode.d1.loss_cls: 0.6035, decode.d1.loss_mask: 0.6610, decode.d1.loss_dice: 1.0114, decode.d2.loss_cls: 0.5461, decode.d2.loss_mask: 0.6443, decode.d2.loss_dice: 0.9726, decode.d3.loss_cls: 0.5338, decode.d3.loss_mask: 0.6394, decode.d3.loss_dice: 0.9593, decode.d4.loss_cls: 0.5233, decode.d4.loss_mask: 0.6380, decode.d4.loss_dice: 0.9632, decode.d5.loss_cls: 0.5173, decode.d5.loss_mask: 0.6356, decode.d5.loss_dice: 0.9600, decode.d6.loss_cls: 0.5106, decode.d6.loss_mask: 0.6351, decode.d6.loss_dice: 0.9568, decode.d7.loss_cls: 0.5041, decode.d7.loss_mask: 0.6365, decode.d7.loss_dice: 0.9586, decode.d8.loss_cls: 0.4992, decode.d8.loss_mask: 0.6383, decode.d8.loss_dice: 0.9554, loss: 22.4682, grad_norm: 58.6692 2023-12-25 21:53:54,817 - mmseg - INFO - Iter [33250/160000] lr: 7.922e-05, eta: 18:20:46, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4928, decode.loss_mask: 0.6513, decode.loss_dice: 0.9475, decode.d0.loss_cls: 1.4949, decode.d0.loss_mask: 0.6948, decode.d0.loss_dice: 1.0588, decode.d1.loss_cls: 0.5836, decode.d1.loss_mask: 0.6778, decode.d1.loss_dice: 1.0177, decode.d2.loss_cls: 0.5352, decode.d2.loss_mask: 0.6648, decode.d2.loss_dice: 0.9787, decode.d3.loss_cls: 0.5149, decode.d3.loss_mask: 0.6555, decode.d3.loss_dice: 0.9618, decode.d4.loss_cls: 0.5077, decode.d4.loss_mask: 0.6582, decode.d4.loss_dice: 0.9628, decode.d5.loss_cls: 0.4994, decode.d5.loss_mask: 0.6603, decode.d5.loss_dice: 0.9589, decode.d6.loss_cls: 0.4987, decode.d6.loss_mask: 0.6561, decode.d6.loss_dice: 0.9481, decode.d7.loss_cls: 0.4928, decode.d7.loss_mask: 0.6572, decode.d7.loss_dice: 0.9507, decode.d8.loss_cls: 0.4932, decode.d8.loss_mask: 0.6543, decode.d8.loss_dice: 0.9548, loss: 22.4834, grad_norm: 65.1244 2023-12-25 21:54:19,068 - mmseg - INFO - Iter [33300/160000] lr: 7.919e-05, eta: 18:20:10, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4945, decode.loss_mask: 0.6445, decode.loss_dice: 0.9179, decode.d0.loss_cls: 1.4810, decode.d0.loss_mask: 0.6888, decode.d0.loss_dice: 1.0336, decode.d1.loss_cls: 0.5912, decode.d1.loss_mask: 0.6768, decode.d1.loss_dice: 0.9873, decode.d2.loss_cls: 0.5449, decode.d2.loss_mask: 0.6568, decode.d2.loss_dice: 0.9514, decode.d3.loss_cls: 0.5202, decode.d3.loss_mask: 0.6524, decode.d3.loss_dice: 0.9338, decode.d4.loss_cls: 0.5069, decode.d4.loss_mask: 0.6535, decode.d4.loss_dice: 0.9397, decode.d5.loss_cls: 0.5094, decode.d5.loss_mask: 0.6444, decode.d5.loss_dice: 0.9296, decode.d6.loss_cls: 0.4981, decode.d6.loss_mask: 0.6469, decode.d6.loss_dice: 0.9201, decode.d7.loss_cls: 0.4896, decode.d7.loss_mask: 0.6477, decode.d7.loss_dice: 0.9220, decode.d8.loss_cls: 0.4948, decode.d8.loss_mask: 0.6486, decode.d8.loss_dice: 0.9165, loss: 22.1429, grad_norm: 59.2023 2023-12-25 21:54:43,381 - mmseg - INFO - Iter [33350/160000] lr: 7.916e-05, eta: 18:19:34, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5029, decode.loss_mask: 0.6292, decode.loss_dice: 0.9089, decode.d0.loss_cls: 1.5406, decode.d0.loss_mask: 0.6774, decode.d0.loss_dice: 1.0241, decode.d1.loss_cls: 0.6029, decode.d1.loss_mask: 0.6582, decode.d1.loss_dice: 0.9784, decode.d2.loss_cls: 0.5521, decode.d2.loss_mask: 0.6381, decode.d2.loss_dice: 0.9442, decode.d3.loss_cls: 0.5329, decode.d3.loss_mask: 0.6327, decode.d3.loss_dice: 0.9219, decode.d4.loss_cls: 0.5210, decode.d4.loss_mask: 0.6300, decode.d4.loss_dice: 0.9169, decode.d5.loss_cls: 0.5113, decode.d5.loss_mask: 0.6330, decode.d5.loss_dice: 0.9079, decode.d6.loss_cls: 0.5057, decode.d6.loss_mask: 0.6308, decode.d6.loss_dice: 0.9081, decode.d7.loss_cls: 0.5030, decode.d7.loss_mask: 0.6306, decode.d7.loss_dice: 0.9074, decode.d8.loss_cls: 0.5009, decode.d8.loss_mask: 0.6322, decode.d8.loss_dice: 0.9145, loss: 21.9979, grad_norm: 60.4570 2023-12-25 21:55:07,859 - mmseg - INFO - Iter [33400/160000] lr: 7.913e-05, eta: 18:19:00, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5091, decode.loss_mask: 0.6508, decode.loss_dice: 0.9133, decode.d0.loss_cls: 1.5167, decode.d0.loss_mask: 0.6952, decode.d0.loss_dice: 1.0416, decode.d1.loss_cls: 0.5881, decode.d1.loss_mask: 0.6772, decode.d1.loss_dice: 0.9898, decode.d2.loss_cls: 0.5435, decode.d2.loss_mask: 0.6646, decode.d2.loss_dice: 0.9503, decode.d3.loss_cls: 0.5292, decode.d3.loss_mask: 0.6554, decode.d3.loss_dice: 0.9270, decode.d4.loss_cls: 0.5134, decode.d4.loss_mask: 0.6526, decode.d4.loss_dice: 0.9262, decode.d5.loss_cls: 0.5098, decode.d5.loss_mask: 0.6542, decode.d5.loss_dice: 0.9244, decode.d6.loss_cls: 0.5106, decode.d6.loss_mask: 0.6523, decode.d6.loss_dice: 0.9152, decode.d7.loss_cls: 0.5094, decode.d7.loss_mask: 0.6507, decode.d7.loss_dice: 0.9131, decode.d8.loss_cls: 0.5048, decode.d8.loss_mask: 0.6529, decode.d8.loss_dice: 0.9179, loss: 22.2591, grad_norm: 56.1477 2023-12-25 21:55:32,290 - mmseg - INFO - Iter [33450/160000] lr: 7.909e-05, eta: 18:18:25, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5145, decode.loss_mask: 0.6463, decode.loss_dice: 0.9369, decode.d0.loss_cls: 1.5200, decode.d0.loss_mask: 0.6924, decode.d0.loss_dice: 1.0563, decode.d1.loss_cls: 0.6157, decode.d1.loss_mask: 0.6700, decode.d1.loss_dice: 1.0116, decode.d2.loss_cls: 0.5560, decode.d2.loss_mask: 0.6563, decode.d2.loss_dice: 0.9743, decode.d3.loss_cls: 0.5419, decode.d3.loss_mask: 0.6507, decode.d3.loss_dice: 0.9549, decode.d4.loss_cls: 0.5218, decode.d4.loss_mask: 0.6487, decode.d4.loss_dice: 0.9532, decode.d5.loss_cls: 0.5199, decode.d5.loss_mask: 0.6515, decode.d5.loss_dice: 0.9504, decode.d6.loss_cls: 0.5223, decode.d6.loss_mask: 0.6451, decode.d6.loss_dice: 0.9412, decode.d7.loss_cls: 0.5179, decode.d7.loss_mask: 0.6443, decode.d7.loss_dice: 0.9453, decode.d8.loss_cls: 0.5148, decode.d8.loss_mask: 0.6508, decode.d8.loss_dice: 0.9442, loss: 22.5692, grad_norm: 60.5043 2023-12-25 21:55:57,012 - mmseg - INFO - Iter [33500/160000] lr: 7.906e-05, eta: 18:17:52, time: 0.494, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4842, decode.loss_mask: 0.6246, decode.loss_dice: 0.8993, decode.d0.loss_cls: 1.4719, decode.d0.loss_mask: 0.6627, decode.d0.loss_dice: 1.0289, decode.d1.loss_cls: 0.5790, decode.d1.loss_mask: 0.6507, decode.d1.loss_dice: 0.9686, decode.d2.loss_cls: 0.5270, decode.d2.loss_mask: 0.6309, decode.d2.loss_dice: 0.9326, decode.d3.loss_cls: 0.5128, decode.d3.loss_mask: 0.6229, decode.d3.loss_dice: 0.9142, decode.d4.loss_cls: 0.5050, decode.d4.loss_mask: 0.6243, decode.d4.loss_dice: 0.9143, decode.d5.loss_cls: 0.4941, decode.d5.loss_mask: 0.6276, decode.d5.loss_dice: 0.9086, decode.d6.loss_cls: 0.4891, decode.d6.loss_mask: 0.6225, decode.d6.loss_dice: 0.9016, decode.d7.loss_cls: 0.4832, decode.d7.loss_mask: 0.6252, decode.d7.loss_dice: 0.9011, decode.d8.loss_cls: 0.4781, decode.d8.loss_mask: 0.6250, decode.d8.loss_dice: 0.9015, loss: 21.6113, grad_norm: 59.2626 2023-12-25 21:56:21,184 - mmseg - INFO - Iter [33550/160000] lr: 7.903e-05, eta: 18:17:16, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4916, decode.loss_mask: 0.6418, decode.loss_dice: 0.9541, decode.d0.loss_cls: 1.4753, decode.d0.loss_mask: 0.6815, decode.d0.loss_dice: 1.0746, decode.d1.loss_cls: 0.5863, decode.d1.loss_mask: 0.6593, decode.d1.loss_dice: 1.0137, decode.d2.loss_cls: 0.5282, decode.d2.loss_mask: 0.6491, decode.d2.loss_dice: 0.9789, decode.d3.loss_cls: 0.5131, decode.d3.loss_mask: 0.6416, decode.d3.loss_dice: 0.9584, decode.d4.loss_cls: 0.5005, decode.d4.loss_mask: 0.6431, decode.d4.loss_dice: 0.9598, decode.d5.loss_cls: 0.4989, decode.d5.loss_mask: 0.6444, decode.d5.loss_dice: 0.9598, decode.d6.loss_cls: 0.4927, decode.d6.loss_mask: 0.6403, decode.d6.loss_dice: 0.9508, decode.d7.loss_cls: 0.4888, decode.d7.loss_mask: 0.6408, decode.d7.loss_dice: 0.9499, decode.d8.loss_cls: 0.4886, decode.d8.loss_mask: 0.6378, decode.d8.loss_dice: 0.9546, loss: 22.2984, grad_norm: 58.4549 2023-12-25 21:56:45,611 - mmseg - INFO - Iter [33600/160000] lr: 7.900e-05, eta: 18:16:41, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4854, decode.loss_mask: 0.6387, decode.loss_dice: 0.9220, decode.d0.loss_cls: 1.4631, decode.d0.loss_mask: 0.6853, decode.d0.loss_dice: 1.0462, decode.d1.loss_cls: 0.5842, decode.d1.loss_mask: 0.6673, decode.d1.loss_dice: 0.9920, decode.d2.loss_cls: 0.5197, decode.d2.loss_mask: 0.6492, decode.d2.loss_dice: 0.9574, decode.d3.loss_cls: 0.5163, decode.d3.loss_mask: 0.6431, decode.d3.loss_dice: 0.9379, decode.d4.loss_cls: 0.5025, decode.d4.loss_mask: 0.6430, decode.d4.loss_dice: 0.9421, decode.d5.loss_cls: 0.4996, decode.d5.loss_mask: 0.6442, decode.d5.loss_dice: 0.9335, decode.d6.loss_cls: 0.4958, decode.d6.loss_mask: 0.6418, decode.d6.loss_dice: 0.9218, decode.d7.loss_cls: 0.4952, decode.d7.loss_mask: 0.6403, decode.d7.loss_dice: 0.9193, decode.d8.loss_cls: 0.4800, decode.d8.loss_mask: 0.6426, decode.d8.loss_dice: 0.9259, loss: 22.0354, grad_norm: 60.9520 2023-12-25 21:57:09,887 - mmseg - INFO - Iter [33650/160000] lr: 7.897e-05, eta: 18:16:06, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5007, decode.loss_mask: 0.6422, decode.loss_dice: 0.9356, decode.d0.loss_cls: 1.4825, decode.d0.loss_mask: 0.6951, decode.d0.loss_dice: 1.0537, decode.d1.loss_cls: 0.6000, decode.d1.loss_mask: 0.6746, decode.d1.loss_dice: 1.0121, decode.d2.loss_cls: 0.5427, decode.d2.loss_mask: 0.6541, decode.d2.loss_dice: 0.9703, decode.d3.loss_cls: 0.5337, decode.d3.loss_mask: 0.6477, decode.d3.loss_dice: 0.9522, decode.d4.loss_cls: 0.5193, decode.d4.loss_mask: 0.6462, decode.d4.loss_dice: 0.9517, decode.d5.loss_cls: 0.5102, decode.d5.loss_mask: 0.6452, decode.d5.loss_dice: 0.9465, decode.d6.loss_cls: 0.5104, decode.d6.loss_mask: 0.6418, decode.d6.loss_dice: 0.9399, decode.d7.loss_cls: 0.5073, decode.d7.loss_mask: 0.6415, decode.d7.loss_dice: 0.9370, decode.d8.loss_cls: 0.5062, decode.d8.loss_mask: 0.6409, decode.d8.loss_dice: 0.9381, loss: 22.3795, grad_norm: 63.7154 2023-12-25 21:57:34,219 - mmseg - INFO - Iter [33700/160000] lr: 7.894e-05, eta: 18:15:31, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5333, decode.loss_mask: 0.6316, decode.loss_dice: 0.9222, decode.d0.loss_cls: 1.5428, decode.d0.loss_mask: 0.6716, decode.d0.loss_dice: 1.0442, decode.d1.loss_cls: 0.6497, decode.d1.loss_mask: 0.6587, decode.d1.loss_dice: 1.0101, decode.d2.loss_cls: 0.5839, decode.d2.loss_mask: 0.6446, decode.d2.loss_dice: 0.9595, decode.d3.loss_cls: 0.5626, decode.d3.loss_mask: 0.6336, decode.d3.loss_dice: 0.9282, decode.d4.loss_cls: 0.5447, decode.d4.loss_mask: 0.6376, decode.d4.loss_dice: 0.9263, decode.d5.loss_cls: 0.5426, decode.d5.loss_mask: 0.6340, decode.d5.loss_dice: 0.9331, decode.d6.loss_cls: 0.5356, decode.d6.loss_mask: 0.6356, decode.d6.loss_dice: 0.9243, decode.d7.loss_cls: 0.5332, decode.d7.loss_mask: 0.6356, decode.d7.loss_dice: 0.9263, decode.d8.loss_cls: 0.5291, decode.d8.loss_mask: 0.6350, decode.d8.loss_dice: 0.9282, loss: 22.4779, grad_norm: 56.3500 2023-12-25 21:57:58,511 - mmseg - INFO - Iter [33750/160000] lr: 7.891e-05, eta: 18:14:56, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4928, decode.loss_mask: 0.6691, decode.loss_dice: 0.9379, decode.d0.loss_cls: 1.4740, decode.d0.loss_mask: 0.7076, decode.d0.loss_dice: 1.0385, decode.d1.loss_cls: 0.5776, decode.d1.loss_mask: 0.6976, decode.d1.loss_dice: 1.0068, decode.d2.loss_cls: 0.5288, decode.d2.loss_mask: 0.6790, decode.d2.loss_dice: 0.9629, decode.d3.loss_cls: 0.5147, decode.d3.loss_mask: 0.6759, decode.d3.loss_dice: 0.9472, decode.d4.loss_cls: 0.5020, decode.d4.loss_mask: 0.6720, decode.d4.loss_dice: 0.9444, decode.d5.loss_cls: 0.5050, decode.d5.loss_mask: 0.6713, decode.d5.loss_dice: 0.9428, decode.d6.loss_cls: 0.5015, decode.d6.loss_mask: 0.6696, decode.d6.loss_dice: 0.9358, decode.d7.loss_cls: 0.4963, decode.d7.loss_mask: 0.6679, decode.d7.loss_dice: 0.9378, decode.d8.loss_cls: 0.4927, decode.d8.loss_mask: 0.6675, decode.d8.loss_dice: 0.9371, loss: 22.4541, grad_norm: 58.8278 2023-12-25 21:58:22,954 - mmseg - INFO - Iter [33800/160000] lr: 7.888e-05, eta: 18:14:21, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5080, decode.loss_mask: 0.6484, decode.loss_dice: 0.9411, decode.d0.loss_cls: 1.5165, decode.d0.loss_mask: 0.6835, decode.d0.loss_dice: 1.0455, decode.d1.loss_cls: 0.6047, decode.d1.loss_mask: 0.6714, decode.d1.loss_dice: 1.0043, decode.d2.loss_cls: 0.5463, decode.d2.loss_mask: 0.6607, decode.d2.loss_dice: 0.9644, decode.d3.loss_cls: 0.5364, decode.d3.loss_mask: 0.6521, decode.d3.loss_dice: 0.9433, decode.d4.loss_cls: 0.5262, decode.d4.loss_mask: 0.6480, decode.d4.loss_dice: 0.9481, decode.d5.loss_cls: 0.5207, decode.d5.loss_mask: 0.6496, decode.d5.loss_dice: 0.9429, decode.d6.loss_cls: 0.5168, decode.d6.loss_mask: 0.6466, decode.d6.loss_dice: 0.9365, decode.d7.loss_cls: 0.5102, decode.d7.loss_mask: 0.6465, decode.d7.loss_dice: 0.9342, decode.d8.loss_cls: 0.5109, decode.d8.loss_mask: 0.6470, decode.d8.loss_dice: 0.9364, loss: 22.4473, grad_norm: 54.8534 2023-12-25 21:58:47,214 - mmseg - INFO - Iter [33850/160000] lr: 7.884e-05, eta: 18:13:46, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5251, decode.loss_mask: 0.6414, decode.loss_dice: 0.9579, decode.d0.loss_cls: 1.5213, decode.d0.loss_mask: 0.6893, decode.d0.loss_dice: 1.0731, decode.d1.loss_cls: 0.6181, decode.d1.loss_mask: 0.6724, decode.d1.loss_dice: 1.0381, decode.d2.loss_cls: 0.5751, decode.d2.loss_mask: 0.6505, decode.d2.loss_dice: 0.9897, decode.d3.loss_cls: 0.5514, decode.d3.loss_mask: 0.6467, decode.d3.loss_dice: 0.9727, decode.d4.loss_cls: 0.5378, decode.d4.loss_mask: 0.6465, decode.d4.loss_dice: 0.9744, decode.d5.loss_cls: 0.5325, decode.d5.loss_mask: 0.6505, decode.d5.loss_dice: 0.9708, decode.d6.loss_cls: 0.5256, decode.d6.loss_mask: 0.6461, decode.d6.loss_dice: 0.9547, decode.d7.loss_cls: 0.5231, decode.d7.loss_mask: 0.6464, decode.d7.loss_dice: 0.9626, decode.d8.loss_cls: 0.5213, decode.d8.loss_mask: 0.6471, decode.d8.loss_dice: 0.9602, loss: 22.8226, grad_norm: 58.0400 2023-12-25 21:59:11,656 - mmseg - INFO - Iter [33900/160000] lr: 7.881e-05, eta: 18:13:12, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5163, decode.loss_mask: 0.6387, decode.loss_dice: 0.9233, decode.d0.loss_cls: 1.4943, decode.d0.loss_mask: 0.6837, decode.d0.loss_dice: 1.0355, decode.d1.loss_cls: 0.6162, decode.d1.loss_mask: 0.6636, decode.d1.loss_dice: 0.9748, decode.d2.loss_cls: 0.5544, decode.d2.loss_mask: 0.6518, decode.d2.loss_dice: 0.9486, decode.d3.loss_cls: 0.5453, decode.d3.loss_mask: 0.6451, decode.d3.loss_dice: 0.9253, decode.d4.loss_cls: 0.5351, decode.d4.loss_mask: 0.6406, decode.d4.loss_dice: 0.9255, decode.d5.loss_cls: 0.5290, decode.d5.loss_mask: 0.6401, decode.d5.loss_dice: 0.9247, decode.d6.loss_cls: 0.5231, decode.d6.loss_mask: 0.6358, decode.d6.loss_dice: 0.9204, decode.d7.loss_cls: 0.5183, decode.d7.loss_mask: 0.6418, decode.d7.loss_dice: 0.9234, decode.d8.loss_cls: 0.5184, decode.d8.loss_mask: 0.6388, decode.d8.loss_dice: 0.9209, loss: 22.2527, grad_norm: 56.0333 2023-12-25 21:59:36,220 - mmseg - INFO - Iter [33950/160000] lr: 7.878e-05, eta: 18:12:38, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5258, decode.loss_mask: 0.6644, decode.loss_dice: 0.9544, decode.d0.loss_cls: 1.4913, decode.d0.loss_mask: 0.7080, decode.d0.loss_dice: 1.0669, decode.d1.loss_cls: 0.6153, decode.d1.loss_mask: 0.6951, decode.d1.loss_dice: 1.0200, decode.d2.loss_cls: 0.5528, decode.d2.loss_mask: 0.6766, decode.d2.loss_dice: 0.9819, decode.d3.loss_cls: 0.5406, decode.d3.loss_mask: 0.6686, decode.d3.loss_dice: 0.9639, decode.d4.loss_cls: 0.5402, decode.d4.loss_mask: 0.6637, decode.d4.loss_dice: 0.9669, decode.d5.loss_cls: 0.5356, decode.d5.loss_mask: 0.6665, decode.d5.loss_dice: 0.9636, decode.d6.loss_cls: 0.5330, decode.d6.loss_mask: 0.6628, decode.d6.loss_dice: 0.9506, decode.d7.loss_cls: 0.5251, decode.d7.loss_mask: 0.6638, decode.d7.loss_dice: 0.9603, decode.d8.loss_cls: 0.5259, decode.d8.loss_mask: 0.6658, decode.d8.loss_dice: 0.9548, loss: 22.9040, grad_norm: 62.8842 2023-12-25 22:00:03,134 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 22:00:03,134 - mmseg - INFO - Iter [34000/160000] lr: 7.875e-05, eta: 18:12:17, time: 0.538, data_time: 0.056, memory: 40245, decode.loss_cls: 0.5258, decode.loss_mask: 0.6481, decode.loss_dice: 0.9432, decode.d0.loss_cls: 1.4953, decode.d0.loss_mask: 0.6913, decode.d0.loss_dice: 1.0665, decode.d1.loss_cls: 0.6184, decode.d1.loss_mask: 0.6776, decode.d1.loss_dice: 1.0128, decode.d2.loss_cls: 0.5691, decode.d2.loss_mask: 0.6603, decode.d2.loss_dice: 0.9779, decode.d3.loss_cls: 0.5446, decode.d3.loss_mask: 0.6562, decode.d3.loss_dice: 0.9644, decode.d4.loss_cls: 0.5383, decode.d4.loss_mask: 0.6568, decode.d4.loss_dice: 0.9651, decode.d5.loss_cls: 0.5288, decode.d5.loss_mask: 0.6532, decode.d5.loss_dice: 0.9580, decode.d6.loss_cls: 0.5329, decode.d6.loss_mask: 0.6512, decode.d6.loss_dice: 0.9444, decode.d7.loss_cls: 0.5263, decode.d7.loss_mask: 0.6519, decode.d7.loss_dice: 0.9472, decode.d8.loss_cls: 0.5183, decode.d8.loss_mask: 0.6540, decode.d8.loss_dice: 0.9485, loss: 22.7264, grad_norm: 63.2950 2023-12-25 22:00:27,753 - mmseg - INFO - Iter [34050/160000] lr: 7.872e-05, eta: 18:11:44, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4748, decode.loss_mask: 0.6241, decode.loss_dice: 0.8950, decode.d0.loss_cls: 1.4867, decode.d0.loss_mask: 0.6671, decode.d0.loss_dice: 1.0042, decode.d1.loss_cls: 0.5761, decode.d1.loss_mask: 0.6532, decode.d1.loss_dice: 0.9652, decode.d2.loss_cls: 0.5212, decode.d2.loss_mask: 0.6417, decode.d2.loss_dice: 0.9293, decode.d3.loss_cls: 0.5003, decode.d3.loss_mask: 0.6326, decode.d3.loss_dice: 0.9076, decode.d4.loss_cls: 0.4888, decode.d4.loss_mask: 0.6333, decode.d4.loss_dice: 0.9059, decode.d5.loss_cls: 0.4857, decode.d5.loss_mask: 0.6276, decode.d5.loss_dice: 0.8986, decode.d6.loss_cls: 0.4821, decode.d6.loss_mask: 0.6229, decode.d6.loss_dice: 0.8965, decode.d7.loss_cls: 0.4796, decode.d7.loss_mask: 0.6205, decode.d7.loss_dice: 0.9005, decode.d8.loss_cls: 0.4723, decode.d8.loss_mask: 0.6201, decode.d8.loss_dice: 0.8965, loss: 21.5101, grad_norm: 58.3509 2023-12-25 22:00:52,391 - mmseg - INFO - Iter [34100/160000] lr: 7.869e-05, eta: 18:11:10, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4882, decode.loss_mask: 0.6208, decode.loss_dice: 0.9241, decode.d0.loss_cls: 1.5438, decode.d0.loss_mask: 0.6626, decode.d0.loss_dice: 1.0374, decode.d1.loss_cls: 0.5921, decode.d1.loss_mask: 0.6418, decode.d1.loss_dice: 0.9937, decode.d2.loss_cls: 0.5238, decode.d2.loss_mask: 0.6288, decode.d2.loss_dice: 0.9620, decode.d3.loss_cls: 0.5128, decode.d3.loss_mask: 0.6252, decode.d3.loss_dice: 0.9384, decode.d4.loss_cls: 0.4965, decode.d4.loss_mask: 0.6235, decode.d4.loss_dice: 0.9383, decode.d5.loss_cls: 0.4924, decode.d5.loss_mask: 0.6231, decode.d5.loss_dice: 0.9355, decode.d6.loss_cls: 0.4930, decode.d6.loss_mask: 0.6181, decode.d6.loss_dice: 0.9220, decode.d7.loss_cls: 0.4886, decode.d7.loss_mask: 0.6198, decode.d7.loss_dice: 0.9296, decode.d8.loss_cls: 0.4866, decode.d8.loss_mask: 0.6210, decode.d8.loss_dice: 0.9233, loss: 21.9068, grad_norm: 59.7278 2023-12-25 22:01:16,774 - mmseg - INFO - Iter [34150/160000] lr: 7.866e-05, eta: 18:10:36, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4850, decode.loss_mask: 0.6368, decode.loss_dice: 0.9145, decode.d0.loss_cls: 1.4736, decode.d0.loss_mask: 0.6730, decode.d0.loss_dice: 1.0305, decode.d1.loss_cls: 0.5763, decode.d1.loss_mask: 0.6622, decode.d1.loss_dice: 0.9871, decode.d2.loss_cls: 0.5236, decode.d2.loss_mask: 0.6541, decode.d2.loss_dice: 0.9479, decode.d3.loss_cls: 0.5070, decode.d3.loss_mask: 0.6480, decode.d3.loss_dice: 0.9291, decode.d4.loss_cls: 0.5041, decode.d4.loss_mask: 0.6466, decode.d4.loss_dice: 0.9269, decode.d5.loss_cls: 0.4859, decode.d5.loss_mask: 0.6469, decode.d5.loss_dice: 0.9249, decode.d6.loss_cls: 0.4848, decode.d6.loss_mask: 0.6406, decode.d6.loss_dice: 0.9159, decode.d7.loss_cls: 0.4812, decode.d7.loss_mask: 0.6408, decode.d7.loss_dice: 0.9211, decode.d8.loss_cls: 0.4784, decode.d8.loss_mask: 0.6443, decode.d8.loss_dice: 0.9210, loss: 21.9123, grad_norm: 73.0275 2023-12-25 22:01:41,073 - mmseg - INFO - Iter [34200/160000] lr: 7.863e-05, eta: 18:10:01, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4715, decode.loss_mask: 0.6280, decode.loss_dice: 0.9114, decode.d0.loss_cls: 1.4683, decode.d0.loss_mask: 0.6709, decode.d0.loss_dice: 1.0334, decode.d1.loss_cls: 0.5689, decode.d1.loss_mask: 0.6524, decode.d1.loss_dice: 0.9810, decode.d2.loss_cls: 0.5209, decode.d2.loss_mask: 0.6350, decode.d2.loss_dice: 0.9460, decode.d3.loss_cls: 0.4936, decode.d3.loss_mask: 0.6314, decode.d3.loss_dice: 0.9263, decode.d4.loss_cls: 0.4857, decode.d4.loss_mask: 0.6261, decode.d4.loss_dice: 0.9187, decode.d5.loss_cls: 0.4743, decode.d5.loss_mask: 0.6276, decode.d5.loss_dice: 0.9217, decode.d6.loss_cls: 0.4726, decode.d6.loss_mask: 0.6319, decode.d6.loss_dice: 0.9116, decode.d7.loss_cls: 0.4673, decode.d7.loss_mask: 0.6310, decode.d7.loss_dice: 0.9137, decode.d8.loss_cls: 0.4671, decode.d8.loss_mask: 0.6284, decode.d8.loss_dice: 0.9162, loss: 21.6329, grad_norm: 54.7168 2023-12-25 22:02:05,409 - mmseg - INFO - Iter [34250/160000] lr: 7.859e-05, eta: 18:09:27, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4767, decode.loss_mask: 0.6245, decode.loss_dice: 0.9112, decode.d0.loss_cls: 1.4726, decode.d0.loss_mask: 0.6608, decode.d0.loss_dice: 1.0223, decode.d1.loss_cls: 0.5715, decode.d1.loss_mask: 0.6485, decode.d1.loss_dice: 0.9732, decode.d2.loss_cls: 0.5163, decode.d2.loss_mask: 0.6363, decode.d2.loss_dice: 0.9399, decode.d3.loss_cls: 0.5053, decode.d3.loss_mask: 0.6287, decode.d3.loss_dice: 0.9199, decode.d4.loss_cls: 0.4883, decode.d4.loss_mask: 0.6285, decode.d4.loss_dice: 0.9223, decode.d5.loss_cls: 0.4866, decode.d5.loss_mask: 0.6270, decode.d5.loss_dice: 0.9202, decode.d6.loss_cls: 0.4873, decode.d6.loss_mask: 0.6262, decode.d6.loss_dice: 0.9116, decode.d7.loss_cls: 0.4848, decode.d7.loss_mask: 0.6251, decode.d7.loss_dice: 0.9119, decode.d8.loss_cls: 0.4848, decode.d8.loss_mask: 0.6237, decode.d8.loss_dice: 0.9116, loss: 21.6475, grad_norm: 61.1278 2023-12-25 22:02:29,745 - mmseg - INFO - Iter [34300/160000] lr: 7.856e-05, eta: 18:08:52, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4765, decode.loss_mask: 0.6123, decode.loss_dice: 0.9140, decode.d0.loss_cls: 1.5204, decode.d0.loss_mask: 0.6462, decode.d0.loss_dice: 1.0228, decode.d1.loss_cls: 0.5799, decode.d1.loss_mask: 0.6337, decode.d1.loss_dice: 0.9844, decode.d2.loss_cls: 0.5228, decode.d2.loss_mask: 0.6182, decode.d2.loss_dice: 0.9488, decode.d3.loss_cls: 0.5114, decode.d3.loss_mask: 0.6113, decode.d3.loss_dice: 0.9278, decode.d4.loss_cls: 0.4958, decode.d4.loss_mask: 0.6099, decode.d4.loss_dice: 0.9264, decode.d5.loss_cls: 0.4880, decode.d5.loss_mask: 0.6112, decode.d5.loss_dice: 0.9230, decode.d6.loss_cls: 0.4844, decode.d6.loss_mask: 0.6095, decode.d6.loss_dice: 0.9119, decode.d7.loss_cls: 0.4798, decode.d7.loss_mask: 0.6104, decode.d7.loss_dice: 0.9170, decode.d8.loss_cls: 0.4815, decode.d8.loss_mask: 0.6120, decode.d8.loss_dice: 0.9148, loss: 21.6061, grad_norm: 54.8216 2023-12-25 22:02:54,345 - mmseg - INFO - Iter [34350/160000] lr: 7.853e-05, eta: 18:08:19, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4983, decode.loss_mask: 0.6380, decode.loss_dice: 0.9313, decode.d0.loss_cls: 1.5054, decode.d0.loss_mask: 0.6880, decode.d0.loss_dice: 1.0518, decode.d1.loss_cls: 0.5911, decode.d1.loss_mask: 0.6636, decode.d1.loss_dice: 0.9974, decode.d2.loss_cls: 0.5361, decode.d2.loss_mask: 0.6450, decode.d2.loss_dice: 0.9600, decode.d3.loss_cls: 0.5198, decode.d3.loss_mask: 0.6443, decode.d3.loss_dice: 0.9466, decode.d4.loss_cls: 0.5099, decode.d4.loss_mask: 0.6415, decode.d4.loss_dice: 0.9420, decode.d5.loss_cls: 0.5040, decode.d5.loss_mask: 0.6440, decode.d5.loss_dice: 0.9370, decode.d6.loss_cls: 0.5022, decode.d6.loss_mask: 0.6453, decode.d6.loss_dice: 0.9276, decode.d7.loss_cls: 0.4944, decode.d7.loss_mask: 0.6417, decode.d7.loss_dice: 0.9331, decode.d8.loss_cls: 0.4964, decode.d8.loss_mask: 0.6385, decode.d8.loss_dice: 0.9322, loss: 22.2066, grad_norm: 64.7926 2023-12-25 22:03:18,647 - mmseg - INFO - Iter [34400/160000] lr: 7.850e-05, eta: 18:07:44, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5015, decode.loss_mask: 0.6486, decode.loss_dice: 0.9371, decode.d0.loss_cls: 1.4953, decode.d0.loss_mask: 0.6913, decode.d0.loss_dice: 1.0520, decode.d1.loss_cls: 0.5917, decode.d1.loss_mask: 0.6714, decode.d1.loss_dice: 1.0036, decode.d2.loss_cls: 0.5415, decode.d2.loss_mask: 0.6550, decode.d2.loss_dice: 0.9671, decode.d3.loss_cls: 0.5227, decode.d3.loss_mask: 0.6524, decode.d3.loss_dice: 0.9481, decode.d4.loss_cls: 0.5124, decode.d4.loss_mask: 0.6547, decode.d4.loss_dice: 0.9472, decode.d5.loss_cls: 0.5163, decode.d5.loss_mask: 0.6445, decode.d5.loss_dice: 0.9413, decode.d6.loss_cls: 0.5070, decode.d6.loss_mask: 0.6496, decode.d6.loss_dice: 0.9365, decode.d7.loss_cls: 0.4961, decode.d7.loss_mask: 0.6512, decode.d7.loss_dice: 0.9413, decode.d8.loss_cls: 0.4954, decode.d8.loss_mask: 0.6517, decode.d8.loss_dice: 0.9432, loss: 22.3675, grad_norm: 61.4502 2023-12-25 22:03:43,330 - mmseg - INFO - Iter [34450/160000] lr: 7.847e-05, eta: 18:07:12, time: 0.494, data_time: 0.011, memory: 40245, decode.loss_cls: 0.4939, decode.loss_mask: 0.6293, decode.loss_dice: 0.9394, decode.d0.loss_cls: 1.4886, decode.d0.loss_mask: 0.6809, decode.d0.loss_dice: 1.0540, decode.d1.loss_cls: 0.5857, decode.d1.loss_mask: 0.6532, decode.d1.loss_dice: 0.9973, decode.d2.loss_cls: 0.5366, decode.d2.loss_mask: 0.6412, decode.d2.loss_dice: 0.9721, decode.d3.loss_cls: 0.5221, decode.d3.loss_mask: 0.6374, decode.d3.loss_dice: 0.9493, decode.d4.loss_cls: 0.5138, decode.d4.loss_mask: 0.6339, decode.d4.loss_dice: 0.9481, decode.d5.loss_cls: 0.5078, decode.d5.loss_mask: 0.6320, decode.d5.loss_dice: 0.9474, decode.d6.loss_cls: 0.4965, decode.d6.loss_mask: 0.6303, decode.d6.loss_dice: 0.9398, decode.d7.loss_cls: 0.4959, decode.d7.loss_mask: 0.6326, decode.d7.loss_dice: 0.9474, decode.d8.loss_cls: 0.5002, decode.d8.loss_mask: 0.6302, decode.d8.loss_dice: 0.9391, loss: 22.1757, grad_norm: 54.8150 2023-12-25 22:04:07,865 - mmseg - INFO - Iter [34500/160000] lr: 7.844e-05, eta: 18:06:38, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5294, decode.loss_mask: 0.6330, decode.loss_dice: 0.9423, decode.d0.loss_cls: 1.5380, decode.d0.loss_mask: 0.6819, decode.d0.loss_dice: 1.0604, decode.d1.loss_cls: 0.6279, decode.d1.loss_mask: 0.6583, decode.d1.loss_dice: 1.0127, decode.d2.loss_cls: 0.5706, decode.d2.loss_mask: 0.6436, decode.d2.loss_dice: 0.9745, decode.d3.loss_cls: 0.5598, decode.d3.loss_mask: 0.6397, decode.d3.loss_dice: 0.9504, decode.d4.loss_cls: 0.5411, decode.d4.loss_mask: 0.6382, decode.d4.loss_dice: 0.9564, decode.d5.loss_cls: 0.5348, decode.d5.loss_mask: 0.6339, decode.d5.loss_dice: 0.9489, decode.d6.loss_cls: 0.5309, decode.d6.loss_mask: 0.6295, decode.d6.loss_dice: 0.9437, decode.d7.loss_cls: 0.5327, decode.d7.loss_mask: 0.6308, decode.d7.loss_dice: 0.9474, decode.d8.loss_cls: 0.5274, decode.d8.loss_mask: 0.6328, decode.d8.loss_dice: 0.9376, loss: 22.5886, grad_norm: 57.5136 2023-12-25 22:04:32,123 - mmseg - INFO - Iter [34550/160000] lr: 7.841e-05, eta: 18:06:03, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5038, decode.loss_mask: 0.6402, decode.loss_dice: 0.9278, decode.d0.loss_cls: 1.5220, decode.d0.loss_mask: 0.6790, decode.d0.loss_dice: 1.0462, decode.d1.loss_cls: 0.5893, decode.d1.loss_mask: 0.6699, decode.d1.loss_dice: 1.0016, decode.d2.loss_cls: 0.5399, decode.d2.loss_mask: 0.6506, decode.d2.loss_dice: 0.9628, decode.d3.loss_cls: 0.5246, decode.d3.loss_mask: 0.6465, decode.d3.loss_dice: 0.9359, decode.d4.loss_cls: 0.5179, decode.d4.loss_mask: 0.6433, decode.d4.loss_dice: 0.9421, decode.d5.loss_cls: 0.5152, decode.d5.loss_mask: 0.6415, decode.d5.loss_dice: 0.9334, decode.d6.loss_cls: 0.5057, decode.d6.loss_mask: 0.6441, decode.d6.loss_dice: 0.9223, decode.d7.loss_cls: 0.5033, decode.d7.loss_mask: 0.6437, decode.d7.loss_dice: 0.9272, decode.d8.loss_cls: 0.4943, decode.d8.loss_mask: 0.6429, decode.d8.loss_dice: 0.9290, loss: 22.2461, grad_norm: 57.6523 2023-12-25 22:04:56,509 - mmseg - INFO - Iter [34600/160000] lr: 7.838e-05, eta: 18:05:29, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5332, decode.loss_mask: 0.6265, decode.loss_dice: 0.9379, decode.d0.loss_cls: 1.5508, decode.d0.loss_mask: 0.6785, decode.d0.loss_dice: 1.0607, decode.d1.loss_cls: 0.6311, decode.d1.loss_mask: 0.6570, decode.d1.loss_dice: 1.0117, decode.d2.loss_cls: 0.5761, decode.d2.loss_mask: 0.6421, decode.d2.loss_dice: 0.9732, decode.d3.loss_cls: 0.5620, decode.d3.loss_mask: 0.6326, decode.d3.loss_dice: 0.9468, decode.d4.loss_cls: 0.5468, decode.d4.loss_mask: 0.6319, decode.d4.loss_dice: 0.9530, decode.d5.loss_cls: 0.5384, decode.d5.loss_mask: 0.6315, decode.d5.loss_dice: 0.9429, decode.d6.loss_cls: 0.5328, decode.d6.loss_mask: 0.6332, decode.d6.loss_dice: 0.9395, decode.d7.loss_cls: 0.5380, decode.d7.loss_mask: 0.6326, decode.d7.loss_dice: 0.9475, decode.d8.loss_cls: 0.5336, decode.d8.loss_mask: 0.6286, decode.d8.loss_dice: 0.9386, loss: 22.5893, grad_norm: 61.7041 2023-12-25 22:05:20,915 - mmseg - INFO - Iter [34650/160000] lr: 7.834e-05, eta: 18:04:55, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4806, decode.loss_mask: 0.6241, decode.loss_dice: 0.9033, decode.d0.loss_cls: 1.4806, decode.d0.loss_mask: 0.6671, decode.d0.loss_dice: 1.0204, decode.d1.loss_cls: 0.5638, decode.d1.loss_mask: 0.6502, decode.d1.loss_dice: 0.9752, decode.d2.loss_cls: 0.5169, decode.d2.loss_mask: 0.6376, decode.d2.loss_dice: 0.9406, decode.d3.loss_cls: 0.5079, decode.d3.loss_mask: 0.6331, decode.d3.loss_dice: 0.9121, decode.d4.loss_cls: 0.4967, decode.d4.loss_mask: 0.6320, decode.d4.loss_dice: 0.9167, decode.d5.loss_cls: 0.4962, decode.d5.loss_mask: 0.6281, decode.d5.loss_dice: 0.9066, decode.d6.loss_cls: 0.4925, decode.d6.loss_mask: 0.6283, decode.d6.loss_dice: 0.9018, decode.d7.loss_cls: 0.4821, decode.d7.loss_mask: 0.6277, decode.d7.loss_dice: 0.9095, decode.d8.loss_cls: 0.4798, decode.d8.loss_mask: 0.6269, decode.d8.loss_dice: 0.9032, loss: 21.6413, grad_norm: 57.8695 2023-12-25 22:05:45,154 - mmseg - INFO - Iter [34700/160000] lr: 7.831e-05, eta: 18:04:21, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5029, decode.loss_mask: 0.6253, decode.loss_dice: 0.9278, decode.d0.loss_cls: 1.5249, decode.d0.loss_mask: 0.6644, decode.d0.loss_dice: 1.0491, decode.d1.loss_cls: 0.6084, decode.d1.loss_mask: 0.6467, decode.d1.loss_dice: 0.9909, decode.d2.loss_cls: 0.5380, decode.d2.loss_mask: 0.6342, decode.d2.loss_dice: 0.9549, decode.d3.loss_cls: 0.5350, decode.d3.loss_mask: 0.6281, decode.d3.loss_dice: 0.9362, decode.d4.loss_cls: 0.5216, decode.d4.loss_mask: 0.6291, decode.d4.loss_dice: 0.9418, decode.d5.loss_cls: 0.5175, decode.d5.loss_mask: 0.6277, decode.d5.loss_dice: 0.9328, decode.d6.loss_cls: 0.5062, decode.d6.loss_mask: 0.6274, decode.d6.loss_dice: 0.9307, decode.d7.loss_cls: 0.4983, decode.d7.loss_mask: 0.6287, decode.d7.loss_dice: 0.9343, decode.d8.loss_cls: 0.4946, decode.d8.loss_mask: 0.6288, decode.d8.loss_dice: 0.9331, loss: 22.1192, grad_norm: 58.2889 2023-12-25 22:06:09,437 - mmseg - INFO - Iter [34750/160000] lr: 7.828e-05, eta: 18:03:46, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4692, decode.loss_mask: 0.6415, decode.loss_dice: 0.8991, decode.d0.loss_cls: 1.4366, decode.d0.loss_mask: 0.6839, decode.d0.loss_dice: 1.0165, decode.d1.loss_cls: 0.5594, decode.d1.loss_mask: 0.6697, decode.d1.loss_dice: 0.9648, decode.d2.loss_cls: 0.5058, decode.d2.loss_mask: 0.6526, decode.d2.loss_dice: 0.9320, decode.d3.loss_cls: 0.4879, decode.d3.loss_mask: 0.6473, decode.d3.loss_dice: 0.9204, decode.d4.loss_cls: 0.4760, decode.d4.loss_mask: 0.6481, decode.d4.loss_dice: 0.9161, decode.d5.loss_cls: 0.4795, decode.d5.loss_mask: 0.6430, decode.d5.loss_dice: 0.9035, decode.d6.loss_cls: 0.4767, decode.d6.loss_mask: 0.6386, decode.d6.loss_dice: 0.9016, decode.d7.loss_cls: 0.4668, decode.d7.loss_mask: 0.6386, decode.d7.loss_dice: 0.9045, decode.d8.loss_cls: 0.4685, decode.d8.loss_mask: 0.6406, decode.d8.loss_dice: 0.9049, loss: 21.5936, grad_norm: 61.2316 2023-12-25 22:06:33,637 - mmseg - INFO - Iter [34800/160000] lr: 7.825e-05, eta: 18:03:11, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4979, decode.loss_mask: 0.6403, decode.loss_dice: 0.9331, decode.d0.loss_cls: 1.4998, decode.d0.loss_mask: 0.6713, decode.d0.loss_dice: 1.0324, decode.d1.loss_cls: 0.5882, decode.d1.loss_mask: 0.6608, decode.d1.loss_dice: 0.9963, decode.d2.loss_cls: 0.5425, decode.d2.loss_mask: 0.6433, decode.d2.loss_dice: 0.9543, decode.d3.loss_cls: 0.5207, decode.d3.loss_mask: 0.6371, decode.d3.loss_dice: 0.9374, decode.d4.loss_cls: 0.5132, decode.d4.loss_mask: 0.6375, decode.d4.loss_dice: 0.9404, decode.d5.loss_cls: 0.5109, decode.d5.loss_mask: 0.6382, decode.d5.loss_dice: 0.9344, decode.d6.loss_cls: 0.5018, decode.d6.loss_mask: 0.6367, decode.d6.loss_dice: 0.9349, decode.d7.loss_cls: 0.4953, decode.d7.loss_mask: 0.6396, decode.d7.loss_dice: 0.9386, decode.d8.loss_cls: 0.4944, decode.d8.loss_mask: 0.6404, decode.d8.loss_dice: 0.9343, loss: 22.1460, grad_norm: 60.0917 2023-12-25 22:06:57,955 - mmseg - INFO - Iter [34850/160000] lr: 7.822e-05, eta: 18:02:37, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5144, decode.loss_mask: 0.6175, decode.loss_dice: 0.9104, decode.d0.loss_cls: 1.5407, decode.d0.loss_mask: 0.6690, decode.d0.loss_dice: 1.0311, decode.d1.loss_cls: 0.6144, decode.d1.loss_mask: 0.6452, decode.d1.loss_dice: 0.9854, decode.d2.loss_cls: 0.5567, decode.d2.loss_mask: 0.6277, decode.d2.loss_dice: 0.9439, decode.d3.loss_cls: 0.5438, decode.d3.loss_mask: 0.6225, decode.d3.loss_dice: 0.9219, decode.d4.loss_cls: 0.5290, decode.d4.loss_mask: 0.6205, decode.d4.loss_dice: 0.9246, decode.d5.loss_cls: 0.5266, decode.d5.loss_mask: 0.6209, decode.d5.loss_dice: 0.9164, decode.d6.loss_cls: 0.5164, decode.d6.loss_mask: 0.6226, decode.d6.loss_dice: 0.9138, decode.d7.loss_cls: 0.5143, decode.d7.loss_mask: 0.6196, decode.d7.loss_dice: 0.9106, decode.d8.loss_cls: 0.5127, decode.d8.loss_mask: 0.6166, decode.d8.loss_dice: 0.9145, loss: 22.0235, grad_norm: 57.5801 2023-12-25 22:07:22,271 - mmseg - INFO - Iter [34900/160000] lr: 7.819e-05, eta: 18:02:03, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5116, decode.loss_mask: 0.6381, decode.loss_dice: 0.9328, decode.d0.loss_cls: 1.5296, decode.d0.loss_mask: 0.6882, decode.d0.loss_dice: 1.0464, decode.d1.loss_cls: 0.6048, decode.d1.loss_mask: 0.6648, decode.d1.loss_dice: 0.9973, decode.d2.loss_cls: 0.5584, decode.d2.loss_mask: 0.6442, decode.d2.loss_dice: 0.9588, decode.d3.loss_cls: 0.5353, decode.d3.loss_mask: 0.6408, decode.d3.loss_dice: 0.9441, decode.d4.loss_cls: 0.5250, decode.d4.loss_mask: 0.6453, decode.d4.loss_dice: 0.9454, decode.d5.loss_cls: 0.5185, decode.d5.loss_mask: 0.6449, decode.d5.loss_dice: 0.9431, decode.d6.loss_cls: 0.5147, decode.d6.loss_mask: 0.6411, decode.d6.loss_dice: 0.9299, decode.d7.loss_cls: 0.5110, decode.d7.loss_mask: 0.6413, decode.d7.loss_dice: 0.9317, decode.d8.loss_cls: 0.5118, decode.d8.loss_mask: 0.6416, decode.d8.loss_dice: 0.9313, loss: 22.3718, grad_norm: 56.1640 2023-12-25 22:07:46,975 - mmseg - INFO - Iter [34950/160000] lr: 7.816e-05, eta: 18:01:31, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4988, decode.loss_mask: 0.6436, decode.loss_dice: 0.9262, decode.d0.loss_cls: 1.4633, decode.d0.loss_mask: 0.6811, decode.d0.loss_dice: 1.0472, decode.d1.loss_cls: 0.5896, decode.d1.loss_mask: 0.6736, decode.d1.loss_dice: 0.9959, decode.d2.loss_cls: 0.5309, decode.d2.loss_mask: 0.6614, decode.d2.loss_dice: 0.9529, decode.d3.loss_cls: 0.5214, decode.d3.loss_mask: 0.6523, decode.d3.loss_dice: 0.9353, decode.d4.loss_cls: 0.5082, decode.d4.loss_mask: 0.6485, decode.d4.loss_dice: 0.9405, decode.d5.loss_cls: 0.5029, decode.d5.loss_mask: 0.6472, decode.d5.loss_dice: 0.9399, decode.d6.loss_cls: 0.4965, decode.d6.loss_mask: 0.6477, decode.d6.loss_dice: 0.9270, decode.d7.loss_cls: 0.4926, decode.d7.loss_mask: 0.6474, decode.d7.loss_dice: 0.9338, decode.d8.loss_cls: 0.4971, decode.d8.loss_mask: 0.6432, decode.d8.loss_dice: 0.9330, loss: 22.1788, grad_norm: 56.1277 2023-12-25 22:08:11,551 - mmseg - INFO - Saving checkpoint at 35000 iterations 2023-12-25 22:08:14,030 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 22:08:14,030 - mmseg - INFO - Iter [35000/160000] lr: 7.813e-05, eta: 18:01:10, time: 0.541, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5072, decode.loss_mask: 0.6243, decode.loss_dice: 0.9230, decode.d0.loss_cls: 1.4851, decode.d0.loss_mask: 0.6759, decode.d0.loss_dice: 1.0451, decode.d1.loss_cls: 0.5992, decode.d1.loss_mask: 0.6531, decode.d1.loss_dice: 0.9923, decode.d2.loss_cls: 0.5385, decode.d2.loss_mask: 0.6382, decode.d2.loss_dice: 0.9619, decode.d3.loss_cls: 0.5166, decode.d3.loss_mask: 0.6302, decode.d3.loss_dice: 0.9376, decode.d4.loss_cls: 0.5071, decode.d4.loss_mask: 0.6276, decode.d4.loss_dice: 0.9389, decode.d5.loss_cls: 0.5061, decode.d5.loss_mask: 0.6232, decode.d5.loss_dice: 0.9304, decode.d6.loss_cls: 0.5048, decode.d6.loss_mask: 0.6260, decode.d6.loss_dice: 0.9251, decode.d7.loss_cls: 0.4986, decode.d7.loss_mask: 0.6241, decode.d7.loss_dice: 0.9266, decode.d8.loss_cls: 0.5023, decode.d8.loss_mask: 0.6263, decode.d8.loss_dice: 0.9241, loss: 22.0192, grad_norm: 58.0130 2023-12-25 22:08:35,721 - mmseg - INFO - per class results: 2023-12-25 22:08:35,726 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 78.43 | 85.73 | | building | 82.72 | 89.93 | | sky | 94.71 | 97.56 | | floor | 83.09 | 90.14 | | tree | 75.84 | 85.68 | | ceiling | 86.13 | 93.49 | | road | 82.56 | 88.56 | | bed | 90.19 | 95.23 | | windowpane | 61.47 | 77.76 | | grass | 65.79 | 80.33 | | cabinet | 59.08 | 74.37 | | sidewalk | 63.78 | 84.0 | | person | 83.83 | 89.89 | | earth | 33.64 | 42.66 | | door | 50.68 | 74.38 | | table | 63.89 | 80.92 | | mountain | 62.74 | 79.97 | | plant | 55.24 | 70.54 | | curtain | 72.71 | 87.23 | | chair | 60.02 | 70.42 | | car | 87.06 | 94.11 | | water | 45.73 | 59.94 | | painting | 68.78 | 88.52 | | sofa | 68.82 | 84.91 | | shelf | 41.81 | 63.64 | | house | 46.86 | 71.25 | | sea | 51.29 | 77.85 | | mirror | 69.59 | 83.68 | | rug | 66.22 | 78.22 | | field | 30.18 | 66.56 | | armchair | 43.93 | 65.45 | | seat | 57.47 | 80.08 | | fence | 48.17 | 73.94 | | desk | 52.75 | 73.45 | | rock | 49.45 | 70.06 | | wardrobe | 42.34 | 70.07 | | lamp | 67.32 | 79.88 | | bathtub | 79.11 | 91.91 | | railing | 31.62 | 49.84 | | cushion | 61.96 | 75.16 | | base | 26.68 | 42.65 | | box | 26.36 | 41.03 | | column | 54.87 | 66.12 | | signboard | 38.27 | 64.65 | | chest of drawers | 47.45 | 66.93 | | counter | 22.86 | 30.32 | | sand | 35.92 | 59.76 | | sink | 74.35 | 84.57 | | skyscraper | 40.27 | 51.71 | | fireplace | 74.88 | 92.03 | | refrigerator | 80.24 | 87.33 | | grandstand | 41.66 | 84.33 | | path | 17.21 | 25.14 | | stairs | 35.89 | 45.15 | | runway | 75.55 | 97.22 | | case | 45.43 | 61.72 | | pool table | 94.1 | 96.78 | | pillow | 54.84 | 71.12 | | screen door | 74.35 | 95.62 | | stairway | 31.44 | 46.67 | | river | 8.59 | 15.78 | | bridge | 75.46 | 90.08 | | bookcase | 38.21 | 49.0 | | blind | 46.57 | 54.75 | | coffee table | 62.22 | 82.53 | | toilet | 87.09 | 91.58 | | flower | 39.01 | 55.89 | | book | 48.89 | 64.39 | | hill | 6.88 | 11.82 | | bench | 48.48 | 61.32 | | countertop | 61.74 | 77.9 | | stove | 78.02 | 86.88 | | palm | 49.78 | 79.44 | | kitchen island | 42.15 | 69.95 | | computer | 79.66 | 89.12 | | swivel chair | 45.56 | 64.34 | | boat | 73.62 | 92.13 | | bar | 36.26 | 42.88 | | arcade machine | 64.84 | 69.54 | | hovel | 35.26 | 52.66 | | bus | 93.37 | 95.54 | | towel | 70.88 | 84.94 | | light | 58.91 | 82.88 | | truck | 43.71 | 64.57 | | tower | 4.59 | 7.71 | | chandelier | 65.54 | 80.6 | | awning | 33.92 | 47.16 | | streetlight | 38.32 | 55.31 | | booth | 36.37 | 56.9 | | television receiver | 63.96 | 80.78 | | airplane | 64.45 | 72.98 | | dirt track | 7.26 | 11.53 | | apparel | 44.13 | 70.73 | | pole | 25.13 | 43.22 | | land | 1.4 | 2.15 | | bannister | 18.29 | 36.03 | | escalator | 26.25 | 28.1 | | ottoman | 54.64 | 80.91 | | bottle | 27.59 | 36.23 | | buffet | 32.49 | 42.75 | | poster | 23.12 | 29.46 | | stage | 24.39 | 31.32 | | van | 47.51 | 67.69 | | ship | 6.7 | 6.75 | | fountain | 20.41 | 21.53 | | conveyer belt | 63.99 | 91.37 | | canopy | 12.84 | 24.37 | | washer | 75.3 | 76.31 | | plaything | 34.49 | 66.67 | | swimming pool | 61.52 | 83.28 | | stool | 50.98 | 66.26 | | barrel | 77.3 | 86.44 | | basket | 39.63 | 59.9 | | waterfall | 44.85 | 60.76 | | tent | 60.38 | 98.24 | | bag | 18.7 | 25.09 | | minibike | 70.85 | 89.25 | | cradle | 85.79 | 97.54 | | oven | 24.8 | 60.69 | | ball | 46.05 | 60.37 | | food | 67.82 | 86.84 | | step | 23.27 | 35.3 | | tank | 40.6 | 52.9 | | trade name | 24.66 | 35.71 | | microwave | 49.95 | 54.15 | | pot | 50.72 | 60.15 | | animal | 64.06 | 65.31 | | bicycle | 64.08 | 79.11 | | lake | 0.0 | 0.0 | | dishwasher | 72.0 | 77.8 | | screen | 54.08 | 72.54 | | blanket | 32.58 | 42.24 | | sculpture | 62.03 | 88.38 | | hood | 66.93 | 71.21 | | sconce | 56.58 | 72.6 | | vase | 47.09 | 69.14 | | traffic light | 35.23 | 68.8 | | tray | 16.78 | 21.26 | | ashcan | 39.74 | 69.1 | | fan | 65.15 | 83.57 | | pier | 18.3 | 21.64 | | crt screen | 4.71 | 7.45 | | plate | 57.3 | 79.53 | | monitor | 58.58 | 78.41 | | bulletin board | 52.85 | 64.34 | | shower | 7.39 | 16.92 | | radiator | 70.32 | 84.6 | | glass | 20.74 | 22.74 | | clock | 39.69 | 68.98 | | flag | 47.81 | 56.71 | +---------------------+-------+-------+ 2023-12-25 22:08:35,726 - mmseg - INFO - Summary: 2023-12-25 22:08:35,726 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.12 | 50.33 | 64.95 | +-------+-------+-------+ 2023-12-25 22:08:35,780 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/FlashInternImage/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_30000.pth was removed 2023-12-25 22:08:37,860 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_35000.pth. 2023-12-25 22:08:37,860 - mmseg - INFO - Best mIoU is 0.5033 at 35000 iter. 2023-12-25 22:08:37,861 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 22:08:37,861 - mmseg - INFO - Iter(val) [250] aAcc: 0.8312, mIoU: 0.5033, mAcc: 0.6495, IoU.wall: 0.7843, IoU.building: 0.8272, IoU.sky: 0.9471, IoU.floor: 0.8309, IoU.tree: 0.7584, IoU.ceiling: 0.8613, IoU.road: 0.8256, IoU.bed : 0.9019, IoU.windowpane: 0.6147, IoU.grass: 0.6579, IoU.cabinet: 0.5908, IoU.sidewalk: 0.6378, IoU.person: 0.8383, IoU.earth: 0.3364, IoU.door: 0.5068, IoU.table: 0.6389, IoU.mountain: 0.6274, IoU.plant: 0.5524, IoU.curtain: 0.7271, IoU.chair: 0.6002, IoU.car: 0.8706, IoU.water: 0.4573, IoU.painting: 0.6878, IoU.sofa: 0.6882, IoU.shelf: 0.4181, IoU.house: 0.4686, IoU.sea: 0.5129, IoU.mirror: 0.6959, IoU.rug: 0.6622, IoU.field: 0.3018, IoU.armchair: 0.4393, IoU.seat: 0.5747, IoU.fence: 0.4817, IoU.desk: 0.5275, IoU.rock: 0.4945, IoU.wardrobe: 0.4234, IoU.lamp: 0.6732, IoU.bathtub: 0.7911, IoU.railing: 0.3162, IoU.cushion: 0.6196, IoU.base: 0.2668, IoU.box: 0.2636, IoU.column: 0.5487, IoU.signboard: 0.3827, IoU.chest of drawers: 0.4745, IoU.counter: 0.2286, IoU.sand: 0.3592, IoU.sink: 0.7435, IoU.skyscraper: 0.4027, IoU.fireplace: 0.7488, IoU.refrigerator: 0.8024, IoU.grandstand: 0.4166, IoU.path: 0.1721, IoU.stairs: 0.3589, IoU.runway: 0.7555, IoU.case: 0.4543, IoU.pool table: 0.9410, IoU.pillow: 0.5484, IoU.screen door: 0.7435, IoU.stairway: 0.3144, IoU.river: 0.0859, IoU.bridge: 0.7546, IoU.bookcase: 0.3821, IoU.blind: 0.4657, IoU.coffee table: 0.6222, IoU.toilet: 0.8709, IoU.flower: 0.3901, IoU.book: 0.4889, IoU.hill: 0.0688, IoU.bench: 0.4848, IoU.countertop: 0.6174, IoU.stove: 0.7802, IoU.palm: 0.4978, IoU.kitchen island: 0.4215, IoU.computer: 0.7966, IoU.swivel chair: 0.4556, IoU.boat: 0.7362, IoU.bar: 0.3626, IoU.arcade machine: 0.6484, IoU.hovel: 0.3526, IoU.bus: 0.9337, IoU.towel: 0.7088, IoU.light: 0.5891, IoU.truck: 0.4371, IoU.tower: 0.0459, IoU.chandelier: 0.6554, IoU.awning: 0.3392, IoU.streetlight: 0.3832, IoU.booth: 0.3637, IoU.television receiver: 0.6396, IoU.airplane: 0.6445, IoU.dirt track: 0.0726, IoU.apparel: 0.4413, IoU.pole: 0.2513, IoU.land: 0.0140, IoU.bannister: 0.1829, IoU.escalator: 0.2625, IoU.ottoman: 0.5464, IoU.bottle: 0.2759, IoU.buffet: 0.3249, IoU.poster: 0.2312, IoU.stage: 0.2439, IoU.van: 0.4751, IoU.ship: 0.0670, IoU.fountain: 0.2041, IoU.conveyer belt: 0.6399, IoU.canopy: 0.1284, IoU.washer: 0.7530, IoU.plaything: 0.3449, IoU.swimming pool: 0.6152, IoU.stool: 0.5098, IoU.barrel: 0.7730, IoU.basket: 0.3963, IoU.waterfall: 0.4485, IoU.tent: 0.6038, IoU.bag: 0.1870, IoU.minibike: 0.7085, IoU.cradle: 0.8579, IoU.oven: 0.2480, IoU.ball: 0.4605, IoU.food: 0.6782, IoU.step: 0.2327, IoU.tank: 0.4060, IoU.trade name: 0.2466, IoU.microwave: 0.4995, IoU.pot: 0.5072, IoU.animal: 0.6406, IoU.bicycle: 0.6408, IoU.lake: 0.0000, IoU.dishwasher: 0.7200, IoU.screen: 0.5408, IoU.blanket: 0.3258, IoU.sculpture: 0.6203, IoU.hood: 0.6693, IoU.sconce: 0.5658, IoU.vase: 0.4709, IoU.traffic light: 0.3523, IoU.tray: 0.1678, IoU.ashcan: 0.3974, IoU.fan: 0.6515, IoU.pier: 0.1830, IoU.crt screen: 0.0471, IoU.plate: 0.5730, IoU.monitor: 0.5858, IoU.bulletin board: 0.5285, IoU.shower: 0.0739, IoU.radiator: 0.7032, IoU.glass: 0.2074, IoU.clock: 0.3969, IoU.flag: 0.4781, Acc.wall: 0.8573, Acc.building: 0.8993, Acc.sky: 0.9756, Acc.floor: 0.9014, Acc.tree: 0.8568, Acc.ceiling: 0.9349, Acc.road: 0.8856, Acc.bed : 0.9523, Acc.windowpane: 0.7776, Acc.grass: 0.8033, Acc.cabinet: 0.7437, Acc.sidewalk: 0.8400, Acc.person: 0.8989, Acc.earth: 0.4266, Acc.door: 0.7438, Acc.table: 0.8092, Acc.mountain: 0.7997, Acc.plant: 0.7054, Acc.curtain: 0.8723, Acc.chair: 0.7042, Acc.car: 0.9411, Acc.water: 0.5994, Acc.painting: 0.8852, Acc.sofa: 0.8491, Acc.shelf: 0.6364, Acc.house: 0.7125, Acc.sea: 0.7785, Acc.mirror: 0.8368, Acc.rug: 0.7822, Acc.field: 0.6656, Acc.armchair: 0.6545, Acc.seat: 0.8008, Acc.fence: 0.7394, Acc.desk: 0.7345, Acc.rock: 0.7006, Acc.wardrobe: 0.7007, Acc.lamp: 0.7988, Acc.bathtub: 0.9191, Acc.railing: 0.4984, Acc.cushion: 0.7516, Acc.base: 0.4265, Acc.box: 0.4103, Acc.column: 0.6612, Acc.signboard: 0.6465, Acc.chest of drawers: 0.6693, Acc.counter: 0.3032, Acc.sand: 0.5976, Acc.sink: 0.8457, Acc.skyscraper: 0.5171, Acc.fireplace: 0.9203, Acc.refrigerator: 0.8733, Acc.grandstand: 0.8433, Acc.path: 0.2514, Acc.stairs: 0.4515, Acc.runway: 0.9722, Acc.case: 0.6172, Acc.pool table: 0.9678, Acc.pillow: 0.7112, Acc.screen door: 0.9562, Acc.stairway: 0.4667, Acc.river: 0.1578, Acc.bridge: 0.9008, Acc.bookcase: 0.4900, Acc.blind: 0.5475, Acc.coffee table: 0.8253, Acc.toilet: 0.9158, Acc.flower: 0.5589, Acc.book: 0.6439, Acc.hill: 0.1182, Acc.bench: 0.6132, Acc.countertop: 0.7790, Acc.stove: 0.8688, Acc.palm: 0.7944, Acc.kitchen island: 0.6995, Acc.computer: 0.8912, Acc.swivel chair: 0.6434, Acc.boat: 0.9213, Acc.bar: 0.4288, Acc.arcade machine: 0.6954, Acc.hovel: 0.5266, Acc.bus: 0.9554, Acc.towel: 0.8494, Acc.light: 0.8288, Acc.truck: 0.6457, Acc.tower: 0.0771, Acc.chandelier: 0.8060, Acc.awning: 0.4716, Acc.streetlight: 0.5531, Acc.booth: 0.5690, Acc.television receiver: 0.8078, Acc.airplane: 0.7298, Acc.dirt track: 0.1153, Acc.apparel: 0.7073, Acc.pole: 0.4322, Acc.land: 0.0215, Acc.bannister: 0.3603, Acc.escalator: 0.2810, Acc.ottoman: 0.8091, Acc.bottle: 0.3623, Acc.buffet: 0.4275, Acc.poster: 0.2946, Acc.stage: 0.3132, Acc.van: 0.6769, Acc.ship: 0.0675, Acc.fountain: 0.2153, Acc.conveyer belt: 0.9137, Acc.canopy: 0.2437, Acc.washer: 0.7631, Acc.plaything: 0.6667, Acc.swimming pool: 0.8328, Acc.stool: 0.6626, Acc.barrel: 0.8644, Acc.basket: 0.5990, Acc.waterfall: 0.6076, Acc.tent: 0.9824, Acc.bag: 0.2509, Acc.minibike: 0.8925, Acc.cradle: 0.9754, Acc.oven: 0.6069, Acc.ball: 0.6037, Acc.food: 0.8684, Acc.step: 0.3530, Acc.tank: 0.5290, Acc.trade name: 0.3571, Acc.microwave: 0.5415, Acc.pot: 0.6015, Acc.animal: 0.6531, Acc.bicycle: 0.7911, Acc.lake: 0.0000, Acc.dishwasher: 0.7780, Acc.screen: 0.7254, Acc.blanket: 0.4224, Acc.sculpture: 0.8838, Acc.hood: 0.7121, Acc.sconce: 0.7260, Acc.vase: 0.6914, Acc.traffic light: 0.6880, Acc.tray: 0.2126, Acc.ashcan: 0.6910, Acc.fan: 0.8357, Acc.pier: 0.2164, Acc.crt screen: 0.0745, Acc.plate: 0.7953, Acc.monitor: 0.7841, Acc.bulletin board: 0.6434, Acc.shower: 0.1692, Acc.radiator: 0.8460, Acc.glass: 0.2274, Acc.clock: 0.6898, Acc.flag: 0.5671 2023-12-25 22:09:02,119 - mmseg - INFO - Iter [35050/160000] lr: 7.809e-05, eta: 18:02:35, time: 0.962, data_time: 0.489, memory: 40245, decode.loss_cls: 0.4759, decode.loss_mask: 0.6407, decode.loss_dice: 0.9150, decode.d0.loss_cls: 1.4835, decode.d0.loss_mask: 0.6822, decode.d0.loss_dice: 1.0204, decode.d1.loss_cls: 0.5796, decode.d1.loss_mask: 0.6651, decode.d1.loss_dice: 0.9831, decode.d2.loss_cls: 0.5228, decode.d2.loss_mask: 0.6525, decode.d2.loss_dice: 0.9431, decode.d3.loss_cls: 0.5113, decode.d3.loss_mask: 0.6451, decode.d3.loss_dice: 0.9254, decode.d4.loss_cls: 0.4953, decode.d4.loss_mask: 0.6454, decode.d4.loss_dice: 0.9286, decode.d5.loss_cls: 0.4938, decode.d5.loss_mask: 0.6424, decode.d5.loss_dice: 0.9340, decode.d6.loss_cls: 0.4858, decode.d6.loss_mask: 0.6372, decode.d6.loss_dice: 0.9200, decode.d7.loss_cls: 0.4811, decode.d7.loss_mask: 0.6420, decode.d7.loss_dice: 0.9175, decode.d8.loss_cls: 0.4870, decode.d8.loss_mask: 0.6427, decode.d8.loss_dice: 0.9121, loss: 21.9102, grad_norm: 61.5701 2023-12-25 22:09:26,767 - mmseg - INFO - Iter [35100/160000] lr: 7.806e-05, eta: 18:02:02, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5087, decode.loss_mask: 0.6658, decode.loss_dice: 0.9510, decode.d0.loss_cls: 1.4737, decode.d0.loss_mask: 0.7143, decode.d0.loss_dice: 1.0625, decode.d1.loss_cls: 0.5882, decode.d1.loss_mask: 0.6846, decode.d1.loss_dice: 1.0174, decode.d2.loss_cls: 0.5454, decode.d2.loss_mask: 0.6714, decode.d2.loss_dice: 0.9825, decode.d3.loss_cls: 0.5302, decode.d3.loss_mask: 0.6682, decode.d3.loss_dice: 0.9618, decode.d4.loss_cls: 0.5149, decode.d4.loss_mask: 0.6686, decode.d4.loss_dice: 0.9626, decode.d5.loss_cls: 0.5076, decode.d5.loss_mask: 0.6641, decode.d5.loss_dice: 0.9589, decode.d6.loss_cls: 0.5088, decode.d6.loss_mask: 0.6625, decode.d6.loss_dice: 0.9487, decode.d7.loss_cls: 0.5045, decode.d7.loss_mask: 0.6606, decode.d7.loss_dice: 0.9549, decode.d8.loss_cls: 0.5080, decode.d8.loss_mask: 0.6674, decode.d8.loss_dice: 0.9540, loss: 22.6718, grad_norm: 62.1970 2023-12-25 22:09:51,024 - mmseg - INFO - Iter [35150/160000] lr: 7.803e-05, eta: 18:01:28, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5113, decode.loss_mask: 0.6530, decode.loss_dice: 0.9263, decode.d0.loss_cls: 1.5020, decode.d0.loss_mask: 0.6995, decode.d0.loss_dice: 1.0483, decode.d1.loss_cls: 0.6031, decode.d1.loss_mask: 0.6792, decode.d1.loss_dice: 0.9927, decode.d2.loss_cls: 0.5466, decode.d2.loss_mask: 0.6651, decode.d2.loss_dice: 0.9588, decode.d3.loss_cls: 0.5353, decode.d3.loss_mask: 0.6551, decode.d3.loss_dice: 0.9432, decode.d4.loss_cls: 0.5252, decode.d4.loss_mask: 0.6576, decode.d4.loss_dice: 0.9332, decode.d5.loss_cls: 0.5158, decode.d5.loss_mask: 0.6555, decode.d5.loss_dice: 0.9385, decode.d6.loss_cls: 0.5174, decode.d6.loss_mask: 0.6527, decode.d6.loss_dice: 0.9248, decode.d7.loss_cls: 0.5106, decode.d7.loss_mask: 0.6554, decode.d7.loss_dice: 0.9286, decode.d8.loss_cls: 0.5111, decode.d8.loss_mask: 0.6515, decode.d8.loss_dice: 0.9259, loss: 22.4234, grad_norm: 57.3708 2023-12-25 22:10:15,357 - mmseg - INFO - Iter [35200/160000] lr: 7.800e-05, eta: 18:00:53, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4956, decode.loss_mask: 0.6167, decode.loss_dice: 0.9084, decode.d0.loss_cls: 1.4765, decode.d0.loss_mask: 0.6553, decode.d0.loss_dice: 1.0306, decode.d1.loss_cls: 0.5908, decode.d1.loss_mask: 0.6374, decode.d1.loss_dice: 0.9720, decode.d2.loss_cls: 0.5513, decode.d2.loss_mask: 0.6225, decode.d2.loss_dice: 0.9373, decode.d3.loss_cls: 0.5189, decode.d3.loss_mask: 0.6259, decode.d3.loss_dice: 0.9172, decode.d4.loss_cls: 0.5148, decode.d4.loss_mask: 0.6240, decode.d4.loss_dice: 0.9227, decode.d5.loss_cls: 0.4995, decode.d5.loss_mask: 0.6191, decode.d5.loss_dice: 0.9211, decode.d6.loss_cls: 0.4978, decode.d6.loss_mask: 0.6178, decode.d6.loss_dice: 0.9064, decode.d7.loss_cls: 0.4931, decode.d7.loss_mask: 0.6201, decode.d7.loss_dice: 0.9135, decode.d8.loss_cls: 0.4911, decode.d8.loss_mask: 0.6201, decode.d8.loss_dice: 0.9126, loss: 21.7301, grad_norm: 61.2433 2023-12-25 22:10:39,638 - mmseg - INFO - Iter [35250/160000] lr: 7.797e-05, eta: 18:00:19, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5137, decode.loss_mask: 0.6400, decode.loss_dice: 0.9295, decode.d0.loss_cls: 1.5239, decode.d0.loss_mask: 0.6797, decode.d0.loss_dice: 1.0522, decode.d1.loss_cls: 0.6031, decode.d1.loss_mask: 0.6636, decode.d1.loss_dice: 1.0013, decode.d2.loss_cls: 0.5577, decode.d2.loss_mask: 0.6479, decode.d2.loss_dice: 0.9668, decode.d3.loss_cls: 0.5360, decode.d3.loss_mask: 0.6427, decode.d3.loss_dice: 0.9426, decode.d4.loss_cls: 0.5315, decode.d4.loss_mask: 0.6440, decode.d4.loss_dice: 0.9418, decode.d5.loss_cls: 0.5228, decode.d5.loss_mask: 0.6457, decode.d5.loss_dice: 0.9448, decode.d6.loss_cls: 0.5230, decode.d6.loss_mask: 0.6400, decode.d6.loss_dice: 0.9330, decode.d7.loss_cls: 0.5195, decode.d7.loss_mask: 0.6424, decode.d7.loss_dice: 0.9360, decode.d8.loss_cls: 0.5158, decode.d8.loss_mask: 0.6409, decode.d8.loss_dice: 0.9388, loss: 22.4206, grad_norm: 64.4871 2023-12-25 22:11:06,277 - mmseg - INFO - Iter [35300/160000] lr: 7.794e-05, eta: 17:59:56, time: 0.533, data_time: 0.059, memory: 40245, decode.loss_cls: 0.4828, decode.loss_mask: 0.6250, decode.loss_dice: 0.9328, decode.d0.loss_cls: 1.5073, decode.d0.loss_mask: 0.6682, decode.d0.loss_dice: 1.0413, decode.d1.loss_cls: 0.5918, decode.d1.loss_mask: 0.6521, decode.d1.loss_dice: 0.9932, decode.d2.loss_cls: 0.5306, decode.d2.loss_mask: 0.6347, decode.d2.loss_dice: 0.9601, decode.d3.loss_cls: 0.5225, decode.d3.loss_mask: 0.6280, decode.d3.loss_dice: 0.9380, decode.d4.loss_cls: 0.5028, decode.d4.loss_mask: 0.6289, decode.d4.loss_dice: 0.9419, decode.d5.loss_cls: 0.4993, decode.d5.loss_mask: 0.6264, decode.d5.loss_dice: 0.9419, decode.d6.loss_cls: 0.4977, decode.d6.loss_mask: 0.6247, decode.d6.loss_dice: 0.9279, decode.d7.loss_cls: 0.4913, decode.d7.loss_mask: 0.6264, decode.d7.loss_dice: 0.9283, decode.d8.loss_cls: 0.4824, decode.d8.loss_mask: 0.6267, decode.d8.loss_dice: 0.9353, loss: 21.9904, grad_norm: 58.2243 2023-12-25 22:11:30,670 - mmseg - INFO - Iter [35350/160000] lr: 7.791e-05, eta: 17:59:23, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4916, decode.loss_mask: 0.6466, decode.loss_dice: 0.9257, decode.d0.loss_cls: 1.4982, decode.d0.loss_mask: 0.6960, decode.d0.loss_dice: 1.0447, decode.d1.loss_cls: 0.5813, decode.d1.loss_mask: 0.6708, decode.d1.loss_dice: 0.9963, decode.d2.loss_cls: 0.5432, decode.d2.loss_mask: 0.6509, decode.d2.loss_dice: 0.9575, decode.d3.loss_cls: 0.5207, decode.d3.loss_mask: 0.6498, decode.d3.loss_dice: 0.9399, decode.d4.loss_cls: 0.5088, decode.d4.loss_mask: 0.6517, decode.d4.loss_dice: 0.9372, decode.d5.loss_cls: 0.5069, decode.d5.loss_mask: 0.6456, decode.d5.loss_dice: 0.9320, decode.d6.loss_cls: 0.5038, decode.d6.loss_mask: 0.6476, decode.d6.loss_dice: 0.9245, decode.d7.loss_cls: 0.4953, decode.d7.loss_mask: 0.6482, decode.d7.loss_dice: 0.9289, decode.d8.loss_cls: 0.4949, decode.d8.loss_mask: 0.6476, decode.d8.loss_dice: 0.9282, loss: 22.2142, grad_norm: 60.0362 2023-12-25 22:11:54,819 - mmseg - INFO - Iter [35400/160000] lr: 7.788e-05, eta: 17:58:48, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4702, decode.loss_mask: 0.6196, decode.loss_dice: 0.9136, decode.d0.loss_cls: 1.4549, decode.d0.loss_mask: 0.6652, decode.d0.loss_dice: 1.0198, decode.d1.loss_cls: 0.5671, decode.d1.loss_mask: 0.6440, decode.d1.loss_dice: 0.9746, decode.d2.loss_cls: 0.5218, decode.d2.loss_mask: 0.6292, decode.d2.loss_dice: 0.9458, decode.d3.loss_cls: 0.4998, decode.d3.loss_mask: 0.6272, decode.d3.loss_dice: 0.9253, decode.d4.loss_cls: 0.4875, decode.d4.loss_mask: 0.6259, decode.d4.loss_dice: 0.9222, decode.d5.loss_cls: 0.4812, decode.d5.loss_mask: 0.6235, decode.d5.loss_dice: 0.9204, decode.d6.loss_cls: 0.4778, decode.d6.loss_mask: 0.6223, decode.d6.loss_dice: 0.9109, decode.d7.loss_cls: 0.4694, decode.d7.loss_mask: 0.6201, decode.d7.loss_dice: 0.9173, decode.d8.loss_cls: 0.4651, decode.d8.loss_mask: 0.6191, decode.d8.loss_dice: 0.9204, loss: 21.5610, grad_norm: 56.8834 2023-12-25 22:12:19,368 - mmseg - INFO - Iter [35450/160000] lr: 7.784e-05, eta: 17:58:15, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4607, decode.loss_mask: 0.6406, decode.loss_dice: 0.9034, decode.d0.loss_cls: 1.4829, decode.d0.loss_mask: 0.6949, decode.d0.loss_dice: 1.0280, decode.d1.loss_cls: 0.5575, decode.d1.loss_mask: 0.6678, decode.d1.loss_dice: 0.9783, decode.d2.loss_cls: 0.5053, decode.d2.loss_mask: 0.6547, decode.d2.loss_dice: 0.9424, decode.d3.loss_cls: 0.4832, decode.d3.loss_mask: 0.6518, decode.d3.loss_dice: 0.9180, decode.d4.loss_cls: 0.4759, decode.d4.loss_mask: 0.6462, decode.d4.loss_dice: 0.9203, decode.d5.loss_cls: 0.4717, decode.d5.loss_mask: 0.6440, decode.d5.loss_dice: 0.9138, decode.d6.loss_cls: 0.4681, decode.d6.loss_mask: 0.6430, decode.d6.loss_dice: 0.9075, decode.d7.loss_cls: 0.4569, decode.d7.loss_mask: 0.6406, decode.d7.loss_dice: 0.9051, decode.d8.loss_cls: 0.4611, decode.d8.loss_mask: 0.6407, decode.d8.loss_dice: 0.9030, loss: 21.6673, grad_norm: 60.9980 2023-12-25 22:12:43,818 - mmseg - INFO - Iter [35500/160000] lr: 7.781e-05, eta: 17:57:41, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4921, decode.loss_mask: 0.6236, decode.loss_dice: 0.9261, decode.d0.loss_cls: 1.5063, decode.d0.loss_mask: 0.6665, decode.d0.loss_dice: 1.0539, decode.d1.loss_cls: 0.5858, decode.d1.loss_mask: 0.6465, decode.d1.loss_dice: 0.9945, decode.d2.loss_cls: 0.5480, decode.d2.loss_mask: 0.6365, decode.d2.loss_dice: 0.9588, decode.d3.loss_cls: 0.5240, decode.d3.loss_mask: 0.6263, decode.d3.loss_dice: 0.9324, decode.d4.loss_cls: 0.5165, decode.d4.loss_mask: 0.6216, decode.d4.loss_dice: 0.9325, decode.d5.loss_cls: 0.5029, decode.d5.loss_mask: 0.6241, decode.d5.loss_dice: 0.9345, decode.d6.loss_cls: 0.5004, decode.d6.loss_mask: 0.6220, decode.d6.loss_dice: 0.9237, decode.d7.loss_cls: 0.4966, decode.d7.loss_mask: 0.6233, decode.d7.loss_dice: 0.9253, decode.d8.loss_cls: 0.4942, decode.d8.loss_mask: 0.6256, decode.d8.loss_dice: 0.9291, loss: 21.9936, grad_norm: 57.6478 2023-12-25 22:13:08,349 - mmseg - INFO - Iter [35550/160000] lr: 7.778e-05, eta: 17:57:08, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4966, decode.loss_mask: 0.6170, decode.loss_dice: 0.9050, decode.d0.loss_cls: 1.5289, decode.d0.loss_mask: 0.6637, decode.d0.loss_dice: 1.0346, decode.d1.loss_cls: 0.5960, decode.d1.loss_mask: 0.6390, decode.d1.loss_dice: 0.9809, decode.d2.loss_cls: 0.5410, decode.d2.loss_mask: 0.6255, decode.d2.loss_dice: 0.9303, decode.d3.loss_cls: 0.5209, decode.d3.loss_mask: 0.6185, decode.d3.loss_dice: 0.9183, decode.d4.loss_cls: 0.4999, decode.d4.loss_mask: 0.6213, decode.d4.loss_dice: 0.9151, decode.d5.loss_cls: 0.4987, decode.d5.loss_mask: 0.6183, decode.d5.loss_dice: 0.9090, decode.d6.loss_cls: 0.4962, decode.d6.loss_mask: 0.6156, decode.d6.loss_dice: 0.9025, decode.d7.loss_cls: 0.4937, decode.d7.loss_mask: 0.6181, decode.d7.loss_dice: 0.9071, decode.d8.loss_cls: 0.4941, decode.d8.loss_mask: 0.6168, decode.d8.loss_dice: 0.9093, loss: 21.7318, grad_norm: 58.2128 2023-12-25 22:13:33,080 - mmseg - INFO - Iter [35600/160000] lr: 7.775e-05, eta: 17:56:36, time: 0.495, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4984, decode.loss_mask: 0.6149, decode.loss_dice: 0.8927, decode.d0.loss_cls: 1.5197, decode.d0.loss_mask: 0.6566, decode.d0.loss_dice: 1.0084, decode.d1.loss_cls: 0.5911, decode.d1.loss_mask: 0.6419, decode.d1.loss_dice: 0.9508, decode.d2.loss_cls: 0.5427, decode.d2.loss_mask: 0.6245, decode.d2.loss_dice: 0.9246, decode.d3.loss_cls: 0.5370, decode.d3.loss_mask: 0.6222, decode.d3.loss_dice: 0.9036, decode.d4.loss_cls: 0.5209, decode.d4.loss_mask: 0.6197, decode.d4.loss_dice: 0.9031, decode.d5.loss_cls: 0.5102, decode.d5.loss_mask: 0.6179, decode.d5.loss_dice: 0.9037, decode.d6.loss_cls: 0.5122, decode.d6.loss_mask: 0.6158, decode.d6.loss_dice: 0.8912, decode.d7.loss_cls: 0.5038, decode.d7.loss_mask: 0.6150, decode.d7.loss_dice: 0.8924, decode.d8.loss_cls: 0.5036, decode.d8.loss_mask: 0.6153, decode.d8.loss_dice: 0.8931, loss: 21.6469, grad_norm: 57.9691 2023-12-25 22:13:57,562 - mmseg - INFO - Iter [35650/160000] lr: 7.772e-05, eta: 17:56:03, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4878, decode.loss_mask: 0.6376, decode.loss_dice: 0.9201, decode.d0.loss_cls: 1.4962, decode.d0.loss_mask: 0.6737, decode.d0.loss_dice: 1.0245, decode.d1.loss_cls: 0.5793, decode.d1.loss_mask: 0.6624, decode.d1.loss_dice: 0.9747, decode.d2.loss_cls: 0.5317, decode.d2.loss_mask: 0.6455, decode.d2.loss_dice: 0.9454, decode.d3.loss_cls: 0.5126, decode.d3.loss_mask: 0.6378, decode.d3.loss_dice: 0.9231, decode.d4.loss_cls: 0.5011, decode.d4.loss_mask: 0.6388, decode.d4.loss_dice: 0.9316, decode.d5.loss_cls: 0.4993, decode.d5.loss_mask: 0.6365, decode.d5.loss_dice: 0.9273, decode.d6.loss_cls: 0.5029, decode.d6.loss_mask: 0.6343, decode.d6.loss_dice: 0.9200, decode.d7.loss_cls: 0.4963, decode.d7.loss_mask: 0.6342, decode.d7.loss_dice: 0.9257, decode.d8.loss_cls: 0.4901, decode.d8.loss_mask: 0.6382, decode.d8.loss_dice: 0.9252, loss: 21.9536, grad_norm: 59.1311 2023-12-25 22:14:21,920 - mmseg - INFO - Iter [35700/160000] lr: 7.769e-05, eta: 17:55:29, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4701, decode.loss_mask: 0.6246, decode.loss_dice: 0.9327, decode.d0.loss_cls: 1.4582, decode.d0.loss_mask: 0.6705, decode.d0.loss_dice: 1.0524, decode.d1.loss_cls: 0.5576, decode.d1.loss_mask: 0.6536, decode.d1.loss_dice: 1.0011, decode.d2.loss_cls: 0.5173, decode.d2.loss_mask: 0.6364, decode.d2.loss_dice: 0.9586, decode.d3.loss_cls: 0.5017, decode.d3.loss_mask: 0.6303, decode.d3.loss_dice: 0.9337, decode.d4.loss_cls: 0.4875, decode.d4.loss_mask: 0.6282, decode.d4.loss_dice: 0.9390, decode.d5.loss_cls: 0.4859, decode.d5.loss_mask: 0.6235, decode.d5.loss_dice: 0.9316, decode.d6.loss_cls: 0.4757, decode.d6.loss_mask: 0.6267, decode.d6.loss_dice: 0.9244, decode.d7.loss_cls: 0.4717, decode.d7.loss_mask: 0.6268, decode.d7.loss_dice: 0.9265, decode.d8.loss_cls: 0.4689, decode.d8.loss_mask: 0.6247, decode.d8.loss_dice: 0.9262, loss: 21.7662, grad_norm: 60.0517 2023-12-25 22:14:46,756 - mmseg - INFO - Iter [35750/160000] lr: 7.766e-05, eta: 17:54:58, time: 0.497, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4940, decode.loss_mask: 0.6139, decode.loss_dice: 0.9004, decode.d0.loss_cls: 1.5052, decode.d0.loss_mask: 0.6559, decode.d0.loss_dice: 1.0106, decode.d1.loss_cls: 0.5988, decode.d1.loss_mask: 0.6411, decode.d1.loss_dice: 0.9560, decode.d2.loss_cls: 0.5438, decode.d2.loss_mask: 0.6268, decode.d2.loss_dice: 0.9235, decode.d3.loss_cls: 0.5227, decode.d3.loss_mask: 0.6195, decode.d3.loss_dice: 0.9057, decode.d4.loss_cls: 0.5153, decode.d4.loss_mask: 0.6163, decode.d4.loss_dice: 0.9071, decode.d5.loss_cls: 0.5108, decode.d5.loss_mask: 0.6169, decode.d5.loss_dice: 0.9014, decode.d6.loss_cls: 0.4978, decode.d6.loss_mask: 0.6165, decode.d6.loss_dice: 0.8932, decode.d7.loss_cls: 0.5005, decode.d7.loss_mask: 0.6128, decode.d7.loss_dice: 0.9010, decode.d8.loss_cls: 0.4986, decode.d8.loss_mask: 0.6140, decode.d8.loss_dice: 0.9021, loss: 21.6224, grad_norm: 58.7831 2023-12-25 22:15:11,048 - mmseg - INFO - Iter [35800/160000] lr: 7.763e-05, eta: 17:54:24, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4810, decode.loss_mask: 0.6414, decode.loss_dice: 0.9215, decode.d0.loss_cls: 1.4753, decode.d0.loss_mask: 0.6825, decode.d0.loss_dice: 1.0311, decode.d1.loss_cls: 0.5798, decode.d1.loss_mask: 0.6667, decode.d1.loss_dice: 0.9823, decode.d2.loss_cls: 0.5207, decode.d2.loss_mask: 0.6534, decode.d2.loss_dice: 0.9500, decode.d3.loss_cls: 0.5088, decode.d3.loss_mask: 0.6478, decode.d3.loss_dice: 0.9188, decode.d4.loss_cls: 0.4986, decode.d4.loss_mask: 0.6494, decode.d4.loss_dice: 0.9226, decode.d5.loss_cls: 0.4982, decode.d5.loss_mask: 0.6427, decode.d5.loss_dice: 0.9244, decode.d6.loss_cls: 0.4856, decode.d6.loss_mask: 0.6437, decode.d6.loss_dice: 0.9165, decode.d7.loss_cls: 0.4878, decode.d7.loss_mask: 0.6454, decode.d7.loss_dice: 0.9195, decode.d8.loss_cls: 0.4880, decode.d8.loss_mask: 0.6424, decode.d8.loss_dice: 0.9171, loss: 21.9430, grad_norm: 62.2241 2023-12-25 22:15:35,380 - mmseg - INFO - Iter [35850/160000] lr: 7.759e-05, eta: 17:53:50, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4801, decode.loss_mask: 0.6297, decode.loss_dice: 0.9199, decode.d0.loss_cls: 1.4729, decode.d0.loss_mask: 0.6652, decode.d0.loss_dice: 1.0324, decode.d1.loss_cls: 0.5757, decode.d1.loss_mask: 0.6520, decode.d1.loss_dice: 0.9806, decode.d2.loss_cls: 0.5221, decode.d2.loss_mask: 0.6414, decode.d2.loss_dice: 0.9457, decode.d3.loss_cls: 0.4997, decode.d3.loss_mask: 0.6368, decode.d3.loss_dice: 0.9290, decode.d4.loss_cls: 0.4917, decode.d4.loss_mask: 0.6349, decode.d4.loss_dice: 0.9298, decode.d5.loss_cls: 0.4838, decode.d5.loss_mask: 0.6331, decode.d5.loss_dice: 0.9261, decode.d6.loss_cls: 0.4831, decode.d6.loss_mask: 0.6304, decode.d6.loss_dice: 0.9177, decode.d7.loss_cls: 0.4823, decode.d7.loss_mask: 0.6299, decode.d7.loss_dice: 0.9216, decode.d8.loss_cls: 0.4768, decode.d8.loss_mask: 0.6300, decode.d8.loss_dice: 0.9254, loss: 21.7796, grad_norm: 60.0161 2023-12-25 22:15:59,730 - mmseg - INFO - Iter [35900/160000] lr: 7.756e-05, eta: 17:53:17, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4977, decode.loss_mask: 0.6355, decode.loss_dice: 0.9360, decode.d0.loss_cls: 1.4852, decode.d0.loss_mask: 0.6837, decode.d0.loss_dice: 1.0528, decode.d1.loss_cls: 0.5945, decode.d1.loss_mask: 0.6601, decode.d1.loss_dice: 0.9990, decode.d2.loss_cls: 0.5382, decode.d2.loss_mask: 0.6460, decode.d2.loss_dice: 0.9628, decode.d3.loss_cls: 0.5225, decode.d3.loss_mask: 0.6443, decode.d3.loss_dice: 0.9412, decode.d4.loss_cls: 0.5112, decode.d4.loss_mask: 0.6416, decode.d4.loss_dice: 0.9444, decode.d5.loss_cls: 0.5097, decode.d5.loss_mask: 0.6399, decode.d5.loss_dice: 0.9471, decode.d6.loss_cls: 0.5022, decode.d6.loss_mask: 0.6406, decode.d6.loss_dice: 0.9349, decode.d7.loss_cls: 0.5022, decode.d7.loss_mask: 0.6414, decode.d7.loss_dice: 0.9394, decode.d8.loss_cls: 0.4944, decode.d8.loss_mask: 0.6376, decode.d8.loss_dice: 0.9386, loss: 22.2247, grad_norm: 56.3527 2023-12-25 22:16:24,339 - mmseg - INFO - Iter [35950/160000] lr: 7.753e-05, eta: 17:52:44, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4936, decode.loss_mask: 0.6169, decode.loss_dice: 0.9054, decode.d0.loss_cls: 1.5200, decode.d0.loss_mask: 0.6571, decode.d0.loss_dice: 1.0197, decode.d1.loss_cls: 0.5908, decode.d1.loss_mask: 0.6407, decode.d1.loss_dice: 0.9683, decode.d2.loss_cls: 0.5333, decode.d2.loss_mask: 0.6228, decode.d2.loss_dice: 0.9255, decode.d3.loss_cls: 0.5161, decode.d3.loss_mask: 0.6130, decode.d3.loss_dice: 0.9142, decode.d4.loss_cls: 0.5010, decode.d4.loss_mask: 0.6167, decode.d4.loss_dice: 0.9156, decode.d5.loss_cls: 0.5015, decode.d5.loss_mask: 0.6153, decode.d5.loss_dice: 0.9060, decode.d6.loss_cls: 0.4966, decode.d6.loss_mask: 0.6158, decode.d6.loss_dice: 0.9004, decode.d7.loss_cls: 0.4987, decode.d7.loss_mask: 0.6148, decode.d7.loss_dice: 0.9044, decode.d8.loss_cls: 0.4933, decode.d8.loss_mask: 0.6165, decode.d8.loss_dice: 0.9034, loss: 21.6375, grad_norm: 61.3665 2023-12-25 22:16:48,721 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 22:16:48,721 - mmseg - INFO - Iter [36000/160000] lr: 7.750e-05, eta: 17:52:11, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4957, decode.loss_mask: 0.6433, decode.loss_dice: 0.9467, decode.d0.loss_cls: 1.4799, decode.d0.loss_mask: 0.6909, decode.d0.loss_dice: 1.0565, decode.d1.loss_cls: 0.5899, decode.d1.loss_mask: 0.6767, decode.d1.loss_dice: 1.0030, decode.d2.loss_cls: 0.5339, decode.d2.loss_mask: 0.6601, decode.d2.loss_dice: 0.9728, decode.d3.loss_cls: 0.5148, decode.d3.loss_mask: 0.6516, decode.d3.loss_dice: 0.9535, decode.d4.loss_cls: 0.5060, decode.d4.loss_mask: 0.6470, decode.d4.loss_dice: 0.9548, decode.d5.loss_cls: 0.4989, decode.d5.loss_mask: 0.6510, decode.d5.loss_dice: 0.9508, decode.d6.loss_cls: 0.4944, decode.d6.loss_mask: 0.6472, decode.d6.loss_dice: 0.9457, decode.d7.loss_cls: 0.4947, decode.d7.loss_mask: 0.6419, decode.d7.loss_dice: 0.9443, decode.d8.loss_cls: 0.4933, decode.d8.loss_mask: 0.6426, decode.d8.loss_dice: 0.9494, loss: 22.3313, grad_norm: 57.0701 2023-12-25 22:17:12,970 - mmseg - INFO - Iter [36050/160000] lr: 7.747e-05, eta: 17:51:37, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4902, decode.loss_mask: 0.6355, decode.loss_dice: 0.9205, decode.d0.loss_cls: 1.5015, decode.d0.loss_mask: 0.6707, decode.d0.loss_dice: 1.0362, decode.d1.loss_cls: 0.5863, decode.d1.loss_mask: 0.6529, decode.d1.loss_dice: 0.9693, decode.d2.loss_cls: 0.5325, decode.d2.loss_mask: 0.6485, decode.d2.loss_dice: 0.9458, decode.d3.loss_cls: 0.5141, decode.d3.loss_mask: 0.6411, decode.d3.loss_dice: 0.9283, decode.d4.loss_cls: 0.4997, decode.d4.loss_mask: 0.6389, decode.d4.loss_dice: 0.9299, decode.d5.loss_cls: 0.4921, decode.d5.loss_mask: 0.6416, decode.d5.loss_dice: 0.9312, decode.d6.loss_cls: 0.4952, decode.d6.loss_mask: 0.6396, decode.d6.loss_dice: 0.9192, decode.d7.loss_cls: 0.4892, decode.d7.loss_mask: 0.6386, decode.d7.loss_dice: 0.9194, decode.d8.loss_cls: 0.4966, decode.d8.loss_mask: 0.6351, decode.d8.loss_dice: 0.9195, loss: 21.9592, grad_norm: 57.9656 2023-12-25 22:17:37,373 - mmseg - INFO - Iter [36100/160000] lr: 7.744e-05, eta: 17:51:04, time: 0.490, data_time: 0.014, memory: 40245, decode.loss_cls: 0.4847, decode.loss_mask: 0.6343, decode.loss_dice: 0.9202, decode.d0.loss_cls: 1.4751, decode.d0.loss_mask: 0.6853, decode.d0.loss_dice: 1.0386, decode.d1.loss_cls: 0.5749, decode.d1.loss_mask: 0.6650, decode.d1.loss_dice: 0.9904, decode.d2.loss_cls: 0.5242, decode.d2.loss_mask: 0.6441, decode.d2.loss_dice: 0.9474, decode.d3.loss_cls: 0.5106, decode.d3.loss_mask: 0.6400, decode.d3.loss_dice: 0.9398, decode.d4.loss_cls: 0.4970, decode.d4.loss_mask: 0.6397, decode.d4.loss_dice: 0.9383, decode.d5.loss_cls: 0.4919, decode.d5.loss_mask: 0.6369, decode.d5.loss_dice: 0.9303, decode.d6.loss_cls: 0.4849, decode.d6.loss_mask: 0.6356, decode.d6.loss_dice: 0.9233, decode.d7.loss_cls: 0.4866, decode.d7.loss_mask: 0.6366, decode.d7.loss_dice: 0.9263, decode.d8.loss_cls: 0.4897, decode.d8.loss_mask: 0.6349, decode.d8.loss_dice: 0.9247, loss: 21.9515, grad_norm: 56.6906 2023-12-25 22:18:01,588 - mmseg - INFO - Iter [36150/160000] lr: 7.741e-05, eta: 17:50:30, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4647, decode.loss_mask: 0.6212, decode.loss_dice: 0.8890, decode.d0.loss_cls: 1.4748, decode.d0.loss_mask: 0.6594, decode.d0.loss_dice: 1.0013, decode.d1.loss_cls: 0.5543, decode.d1.loss_mask: 0.6438, decode.d1.loss_dice: 0.9521, decode.d2.loss_cls: 0.5120, decode.d2.loss_mask: 0.6273, decode.d2.loss_dice: 0.9150, decode.d3.loss_cls: 0.4885, decode.d3.loss_mask: 0.6264, decode.d3.loss_dice: 0.8984, decode.d4.loss_cls: 0.4755, decode.d4.loss_mask: 0.6267, decode.d4.loss_dice: 0.8945, decode.d5.loss_cls: 0.4767, decode.d5.loss_mask: 0.6247, decode.d5.loss_dice: 0.8976, decode.d6.loss_cls: 0.4687, decode.d6.loss_mask: 0.6208, decode.d6.loss_dice: 0.8936, decode.d7.loss_cls: 0.4710, decode.d7.loss_mask: 0.6218, decode.d7.loss_dice: 0.8890, decode.d8.loss_cls: 0.4639, decode.d8.loss_mask: 0.6201, decode.d8.loss_dice: 0.8943, loss: 21.2675, grad_norm: 56.9212 2023-12-25 22:18:26,061 - mmseg - INFO - Iter [36200/160000] lr: 7.738e-05, eta: 17:49:57, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4863, decode.loss_mask: 0.6148, decode.loss_dice: 0.9227, decode.d0.loss_cls: 1.4686, decode.d0.loss_mask: 0.6628, decode.d0.loss_dice: 1.0295, decode.d1.loss_cls: 0.5704, decode.d1.loss_mask: 0.6414, decode.d1.loss_dice: 0.9800, decode.d2.loss_cls: 0.5237, decode.d2.loss_mask: 0.6285, decode.d2.loss_dice: 0.9488, decode.d3.loss_cls: 0.5070, decode.d3.loss_mask: 0.6218, decode.d3.loss_dice: 0.9264, decode.d4.loss_cls: 0.4965, decode.d4.loss_mask: 0.6196, decode.d4.loss_dice: 0.9316, decode.d5.loss_cls: 0.4960, decode.d5.loss_mask: 0.6176, decode.d5.loss_dice: 0.9263, decode.d6.loss_cls: 0.4898, decode.d6.loss_mask: 0.6194, decode.d6.loss_dice: 0.9203, decode.d7.loss_cls: 0.4856, decode.d7.loss_mask: 0.6180, decode.d7.loss_dice: 0.9186, decode.d8.loss_cls: 0.4793, decode.d8.loss_mask: 0.6170, decode.d8.loss_dice: 0.9223, loss: 21.6905, grad_norm: 58.5439 2023-12-25 22:18:50,481 - mmseg - INFO - Iter [36250/160000] lr: 7.734e-05, eta: 17:49:24, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4641, decode.loss_mask: 0.6125, decode.loss_dice: 0.8988, decode.d0.loss_cls: 1.4742, decode.d0.loss_mask: 0.6585, decode.d0.loss_dice: 1.0095, decode.d1.loss_cls: 0.5452, decode.d1.loss_mask: 0.6408, decode.d1.loss_dice: 0.9665, decode.d2.loss_cls: 0.5103, decode.d2.loss_mask: 0.6185, decode.d2.loss_dice: 0.9349, decode.d3.loss_cls: 0.4883, decode.d3.loss_mask: 0.6118, decode.d3.loss_dice: 0.9100, decode.d4.loss_cls: 0.4699, decode.d4.loss_mask: 0.6133, decode.d4.loss_dice: 0.9111, decode.d5.loss_cls: 0.4737, decode.d5.loss_mask: 0.6118, decode.d5.loss_dice: 0.9010, decode.d6.loss_cls: 0.4626, decode.d6.loss_mask: 0.6121, decode.d6.loss_dice: 0.8981, decode.d7.loss_cls: 0.4658, decode.d7.loss_mask: 0.6124, decode.d7.loss_dice: 0.8966, decode.d8.loss_cls: 0.4621, decode.d8.loss_mask: 0.6114, decode.d8.loss_dice: 0.8995, loss: 21.2453, grad_norm: 57.0050 2023-12-25 22:19:14,740 - mmseg - INFO - Iter [36300/160000] lr: 7.731e-05, eta: 17:48:50, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4893, decode.loss_mask: 0.6173, decode.loss_dice: 0.8956, decode.d0.loss_cls: 1.4449, decode.d0.loss_mask: 0.6625, decode.d0.loss_dice: 1.0171, decode.d1.loss_cls: 0.5758, decode.d1.loss_mask: 0.6426, decode.d1.loss_dice: 0.9640, decode.d2.loss_cls: 0.5260, decode.d2.loss_mask: 0.6305, decode.d2.loss_dice: 0.9296, decode.d3.loss_cls: 0.5099, decode.d3.loss_mask: 0.6256, decode.d3.loss_dice: 0.9087, decode.d4.loss_cls: 0.5034, decode.d4.loss_mask: 0.6241, decode.d4.loss_dice: 0.9158, decode.d5.loss_cls: 0.4960, decode.d5.loss_mask: 0.6273, decode.d5.loss_dice: 0.9089, decode.d6.loss_cls: 0.4996, decode.d6.loss_mask: 0.6200, decode.d6.loss_dice: 0.8979, decode.d7.loss_cls: 0.4854, decode.d7.loss_mask: 0.6207, decode.d7.loss_dice: 0.9001, decode.d8.loss_cls: 0.4866, decode.d8.loss_mask: 0.6195, decode.d8.loss_dice: 0.9025, loss: 21.5472, grad_norm: 58.7487 2023-12-25 22:19:39,223 - mmseg - INFO - Iter [36350/160000] lr: 7.728e-05, eta: 17:48:17, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4946, decode.loss_mask: 0.6160, decode.loss_dice: 0.9066, decode.d0.loss_cls: 1.4966, decode.d0.loss_mask: 0.6468, decode.d0.loss_dice: 1.0178, decode.d1.loss_cls: 0.5841, decode.d1.loss_mask: 0.6351, decode.d1.loss_dice: 0.9654, decode.d2.loss_cls: 0.5361, decode.d2.loss_mask: 0.6185, decode.d2.loss_dice: 0.9352, decode.d3.loss_cls: 0.5198, decode.d3.loss_mask: 0.6140, decode.d3.loss_dice: 0.9161, decode.d4.loss_cls: 0.5066, decode.d4.loss_mask: 0.6164, decode.d4.loss_dice: 0.9169, decode.d5.loss_cls: 0.5027, decode.d5.loss_mask: 0.6149, decode.d5.loss_dice: 0.9185, decode.d6.loss_cls: 0.5020, decode.d6.loss_mask: 0.6156, decode.d6.loss_dice: 0.9069, decode.d7.loss_cls: 0.5036, decode.d7.loss_mask: 0.6135, decode.d7.loss_dice: 0.9100, decode.d8.loss_cls: 0.4955, decode.d8.loss_mask: 0.6130, decode.d8.loss_dice: 0.9064, loss: 21.6452, grad_norm: 60.1965 2023-12-25 22:20:03,708 - mmseg - INFO - Iter [36400/160000] lr: 7.725e-05, eta: 17:47:44, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4667, decode.loss_mask: 0.6407, decode.loss_dice: 0.9179, decode.d0.loss_cls: 1.4580, decode.d0.loss_mask: 0.6806, decode.d0.loss_dice: 1.0259, decode.d1.loss_cls: 0.5669, decode.d1.loss_mask: 0.6634, decode.d1.loss_dice: 0.9730, decode.d2.loss_cls: 0.5131, decode.d2.loss_mask: 0.6472, decode.d2.loss_dice: 0.9313, decode.d3.loss_cls: 0.4952, decode.d3.loss_mask: 0.6445, decode.d3.loss_dice: 0.9260, decode.d4.loss_cls: 0.4835, decode.d4.loss_mask: 0.6409, decode.d4.loss_dice: 0.9270, decode.d5.loss_cls: 0.4731, decode.d5.loss_mask: 0.6412, decode.d5.loss_dice: 0.9228, decode.d6.loss_cls: 0.4702, decode.d6.loss_mask: 0.6349, decode.d6.loss_dice: 0.9181, decode.d7.loss_cls: 0.4637, decode.d7.loss_mask: 0.6368, decode.d7.loss_dice: 0.9171, decode.d8.loss_cls: 0.4640, decode.d8.loss_mask: 0.6365, decode.d8.loss_dice: 0.9164, loss: 21.6966, grad_norm: 59.9876 2023-12-25 22:20:28,091 - mmseg - INFO - Iter [36450/160000] lr: 7.722e-05, eta: 17:47:12, time: 0.490, data_time: 0.014, memory: 40245, decode.loss_cls: 0.4943, decode.loss_mask: 0.6615, decode.loss_dice: 0.9274, decode.d0.loss_cls: 1.4664, decode.d0.loss_mask: 0.6936, decode.d0.loss_dice: 1.0320, decode.d1.loss_cls: 0.5781, decode.d1.loss_mask: 0.6794, decode.d1.loss_dice: 0.9904, decode.d2.loss_cls: 0.5345, decode.d2.loss_mask: 0.6714, decode.d2.loss_dice: 0.9508, decode.d3.loss_cls: 0.5213, decode.d3.loss_mask: 0.6635, decode.d3.loss_dice: 0.9333, decode.d4.loss_cls: 0.5086, decode.d4.loss_mask: 0.6665, decode.d4.loss_dice: 0.9414, decode.d5.loss_cls: 0.5077, decode.d5.loss_mask: 0.6637, decode.d5.loss_dice: 0.9385, decode.d6.loss_cls: 0.5064, decode.d6.loss_mask: 0.6623, decode.d6.loss_dice: 0.9284, decode.d7.loss_cls: 0.4970, decode.d7.loss_mask: 0.6609, decode.d7.loss_dice: 0.9251, decode.d8.loss_cls: 0.4962, decode.d8.loss_mask: 0.6618, decode.d8.loss_dice: 0.9251, loss: 22.2875, grad_norm: 65.9279 2023-12-25 22:20:52,526 - mmseg - INFO - Iter [36500/160000] lr: 7.719e-05, eta: 17:46:39, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5101, decode.loss_mask: 0.6495, decode.loss_dice: 0.9335, decode.d0.loss_cls: 1.5142, decode.d0.loss_mask: 0.7032, decode.d0.loss_dice: 1.0554, decode.d1.loss_cls: 0.6078, decode.d1.loss_mask: 0.6736, decode.d1.loss_dice: 1.0059, decode.d2.loss_cls: 0.5601, decode.d2.loss_mask: 0.6561, decode.d2.loss_dice: 0.9627, decode.d3.loss_cls: 0.5372, decode.d3.loss_mask: 0.6503, decode.d3.loss_dice: 0.9383, decode.d4.loss_cls: 0.5253, decode.d4.loss_mask: 0.6520, decode.d4.loss_dice: 0.9403, decode.d5.loss_cls: 0.5239, decode.d5.loss_mask: 0.6519, decode.d5.loss_dice: 0.9456, decode.d6.loss_cls: 0.5182, decode.d6.loss_mask: 0.6527, decode.d6.loss_dice: 0.9312, decode.d7.loss_cls: 0.5076, decode.d7.loss_mask: 0.6532, decode.d7.loss_dice: 0.9371, decode.d8.loss_cls: 0.5080, decode.d8.loss_mask: 0.6508, decode.d8.loss_dice: 0.9368, loss: 22.4924, grad_norm: 55.3684 2023-12-25 22:21:19,172 - mmseg - INFO - Iter [36550/160000] lr: 7.716e-05, eta: 17:46:16, time: 0.533, data_time: 0.058, memory: 40245, decode.loss_cls: 0.5104, decode.loss_mask: 0.6227, decode.loss_dice: 0.9056, decode.d0.loss_cls: 1.4913, decode.d0.loss_mask: 0.6649, decode.d0.loss_dice: 1.0365, decode.d1.loss_cls: 0.6021, decode.d1.loss_mask: 0.6512, decode.d1.loss_dice: 0.9808, decode.d2.loss_cls: 0.5469, decode.d2.loss_mask: 0.6370, decode.d2.loss_dice: 0.9446, decode.d3.loss_cls: 0.5301, decode.d3.loss_mask: 0.6302, decode.d3.loss_dice: 0.9234, decode.d4.loss_cls: 0.5212, decode.d4.loss_mask: 0.6327, decode.d4.loss_dice: 0.9224, decode.d5.loss_cls: 0.5048, decode.d5.loss_mask: 0.6290, decode.d5.loss_dice: 0.9202, decode.d6.loss_cls: 0.5081, decode.d6.loss_mask: 0.6252, decode.d6.loss_dice: 0.9096, decode.d7.loss_cls: 0.5009, decode.d7.loss_mask: 0.6258, decode.d7.loss_dice: 0.9113, decode.d8.loss_cls: 0.5086, decode.d8.loss_mask: 0.6261, decode.d8.loss_dice: 0.9102, loss: 21.9341, grad_norm: 57.7422 2023-12-25 22:21:43,835 - mmseg - INFO - Iter [36600/160000] lr: 7.713e-05, eta: 17:45:45, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4571, decode.loss_mask: 0.6397, decode.loss_dice: 0.9157, decode.d0.loss_cls: 1.4302, decode.d0.loss_mask: 0.6865, decode.d0.loss_dice: 1.0368, decode.d1.loss_cls: 0.5492, decode.d1.loss_mask: 0.6643, decode.d1.loss_dice: 0.9817, decode.d2.loss_cls: 0.5023, decode.d2.loss_mask: 0.6461, decode.d2.loss_dice: 0.9494, decode.d3.loss_cls: 0.4848, decode.d3.loss_mask: 0.6459, decode.d3.loss_dice: 0.9347, decode.d4.loss_cls: 0.4684, decode.d4.loss_mask: 0.6463, decode.d4.loss_dice: 0.9314, decode.d5.loss_cls: 0.4652, decode.d5.loss_mask: 0.6408, decode.d5.loss_dice: 0.9287, decode.d6.loss_cls: 0.4617, decode.d6.loss_mask: 0.6378, decode.d6.loss_dice: 0.9205, decode.d7.loss_cls: 0.4597, decode.d7.loss_mask: 0.6396, decode.d7.loss_dice: 0.9183, decode.d8.loss_cls: 0.4558, decode.d8.loss_mask: 0.6385, decode.d8.loss_dice: 0.9178, loss: 21.6549, grad_norm: 65.3709 2023-12-25 22:22:08,379 - mmseg - INFO - Iter [36650/160000] lr: 7.709e-05, eta: 17:45:12, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4812, decode.loss_mask: 0.6215, decode.loss_dice: 0.9206, decode.d0.loss_cls: 1.4592, decode.d0.loss_mask: 0.6696, decode.d0.loss_dice: 1.0430, decode.d1.loss_cls: 0.5748, decode.d1.loss_mask: 0.6525, decode.d1.loss_dice: 0.9927, decode.d2.loss_cls: 0.5291, decode.d2.loss_mask: 0.6300, decode.d2.loss_dice: 0.9540, decode.d3.loss_cls: 0.5146, decode.d3.loss_mask: 0.6237, decode.d3.loss_dice: 0.9345, decode.d4.loss_cls: 0.5051, decode.d4.loss_mask: 0.6267, decode.d4.loss_dice: 0.9384, decode.d5.loss_cls: 0.4963, decode.d5.loss_mask: 0.6248, decode.d5.loss_dice: 0.9299, decode.d6.loss_cls: 0.4874, decode.d6.loss_mask: 0.6219, decode.d6.loss_dice: 0.9205, decode.d7.loss_cls: 0.4817, decode.d7.loss_mask: 0.6222, decode.d7.loss_dice: 0.9212, decode.d8.loss_cls: 0.4794, decode.d8.loss_mask: 0.6222, decode.d8.loss_dice: 0.9225, loss: 21.8010, grad_norm: 60.7029 2023-12-25 22:22:32,811 - mmseg - INFO - Iter [36700/160000] lr: 7.706e-05, eta: 17:44:40, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4772, decode.loss_mask: 0.6466, decode.loss_dice: 0.9265, decode.d0.loss_cls: 1.4810, decode.d0.loss_mask: 0.6941, decode.d0.loss_dice: 1.0436, decode.d1.loss_cls: 0.5720, decode.d1.loss_mask: 0.6733, decode.d1.loss_dice: 0.9851, decode.d2.loss_cls: 0.5268, decode.d2.loss_mask: 0.6574, decode.d2.loss_dice: 0.9475, decode.d3.loss_cls: 0.5029, decode.d3.loss_mask: 0.6494, decode.d3.loss_dice: 0.9306, decode.d4.loss_cls: 0.4842, decode.d4.loss_mask: 0.6516, decode.d4.loss_dice: 0.9340, decode.d5.loss_cls: 0.4825, decode.d5.loss_mask: 0.6487, decode.d5.loss_dice: 0.9328, decode.d6.loss_cls: 0.4839, decode.d6.loss_mask: 0.6482, decode.d6.loss_dice: 0.9251, decode.d7.loss_cls: 0.4773, decode.d7.loss_mask: 0.6475, decode.d7.loss_dice: 0.9257, decode.d8.loss_cls: 0.4772, decode.d8.loss_mask: 0.6456, decode.d8.loss_dice: 0.9263, loss: 22.0044, grad_norm: 63.6696 2023-12-25 22:22:57,165 - mmseg - INFO - Iter [36750/160000] lr: 7.703e-05, eta: 17:44:07, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4799, decode.loss_mask: 0.6097, decode.loss_dice: 0.9244, decode.d0.loss_cls: 1.5087, decode.d0.loss_mask: 0.6557, decode.d0.loss_dice: 1.0384, decode.d1.loss_cls: 0.5932, decode.d1.loss_mask: 0.6309, decode.d1.loss_dice: 0.9797, decode.d2.loss_cls: 0.5326, decode.d2.loss_mask: 0.6186, decode.d2.loss_dice: 0.9402, decode.d3.loss_cls: 0.5086, decode.d3.loss_mask: 0.6165, decode.d3.loss_dice: 0.9246, decode.d4.loss_cls: 0.4959, decode.d4.loss_mask: 0.6116, decode.d4.loss_dice: 0.9323, decode.d5.loss_cls: 0.4891, decode.d5.loss_mask: 0.6113, decode.d5.loss_dice: 0.9306, decode.d6.loss_cls: 0.4920, decode.d6.loss_mask: 0.6076, decode.d6.loss_dice: 0.9187, decode.d7.loss_cls: 0.4863, decode.d7.loss_mask: 0.6107, decode.d7.loss_dice: 0.9242, decode.d8.loss_cls: 0.4803, decode.d8.loss_mask: 0.6107, decode.d8.loss_dice: 0.9268, loss: 21.6901, grad_norm: 62.0845 2023-12-25 22:23:21,503 - mmseg - INFO - Iter [36800/160000] lr: 7.700e-05, eta: 17:43:34, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4713, decode.loss_mask: 0.6328, decode.loss_dice: 0.8961, decode.d0.loss_cls: 1.4521, decode.d0.loss_mask: 0.6865, decode.d0.loss_dice: 1.0013, decode.d1.loss_cls: 0.5701, decode.d1.loss_mask: 0.6583, decode.d1.loss_dice: 0.9559, decode.d2.loss_cls: 0.5079, decode.d2.loss_mask: 0.6414, decode.d2.loss_dice: 0.9174, decode.d3.loss_cls: 0.4887, decode.d3.loss_mask: 0.6372, decode.d3.loss_dice: 0.9074, decode.d4.loss_cls: 0.4796, decode.d4.loss_mask: 0.6375, decode.d4.loss_dice: 0.9102, decode.d5.loss_cls: 0.4756, decode.d5.loss_mask: 0.6373, decode.d5.loss_dice: 0.9069, decode.d6.loss_cls: 0.4793, decode.d6.loss_mask: 0.6325, decode.d6.loss_dice: 0.9003, decode.d7.loss_cls: 0.4660, decode.d7.loss_mask: 0.6340, decode.d7.loss_dice: 0.9015, decode.d8.loss_cls: 0.4635, decode.d8.loss_mask: 0.6339, decode.d8.loss_dice: 0.9017, loss: 21.4844, grad_norm: 62.3361 2023-12-25 22:23:45,779 - mmseg - INFO - Iter [36850/160000] lr: 7.697e-05, eta: 17:43:00, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4619, decode.loss_mask: 0.6081, decode.loss_dice: 0.9002, decode.d0.loss_cls: 1.4673, decode.d0.loss_mask: 0.6437, decode.d0.loss_dice: 1.0206, decode.d1.loss_cls: 0.5640, decode.d1.loss_mask: 0.6280, decode.d1.loss_dice: 0.9731, decode.d2.loss_cls: 0.5041, decode.d2.loss_mask: 0.6203, decode.d2.loss_dice: 0.9291, decode.d3.loss_cls: 0.4847, decode.d3.loss_mask: 0.6116, decode.d3.loss_dice: 0.9156, decode.d4.loss_cls: 0.4784, decode.d4.loss_mask: 0.6100, decode.d4.loss_dice: 0.9095, decode.d5.loss_cls: 0.4723, decode.d5.loss_mask: 0.6098, decode.d5.loss_dice: 0.9098, decode.d6.loss_cls: 0.4720, decode.d6.loss_mask: 0.6056, decode.d6.loss_dice: 0.9041, decode.d7.loss_cls: 0.4575, decode.d7.loss_mask: 0.6109, decode.d7.loss_dice: 0.9054, decode.d8.loss_cls: 0.4619, decode.d8.loss_mask: 0.6140, decode.d8.loss_dice: 0.9063, loss: 21.2598, grad_norm: 59.7633 2023-12-25 22:24:10,230 - mmseg - INFO - Iter [36900/160000] lr: 7.694e-05, eta: 17:42:28, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4843, decode.loss_mask: 0.6181, decode.loss_dice: 0.9060, decode.d0.loss_cls: 1.4787, decode.d0.loss_mask: 0.6558, decode.d0.loss_dice: 1.0096, decode.d1.loss_cls: 0.5778, decode.d1.loss_mask: 0.6355, decode.d1.loss_dice: 0.9554, decode.d2.loss_cls: 0.5335, decode.d2.loss_mask: 0.6265, decode.d2.loss_dice: 0.9266, decode.d3.loss_cls: 0.4991, decode.d3.loss_mask: 0.6229, decode.d3.loss_dice: 0.9192, decode.d4.loss_cls: 0.4935, decode.d4.loss_mask: 0.6156, decode.d4.loss_dice: 0.9149, decode.d5.loss_cls: 0.4908, decode.d5.loss_mask: 0.6143, decode.d5.loss_dice: 0.9077, decode.d6.loss_cls: 0.4894, decode.d6.loss_mask: 0.6144, decode.d6.loss_dice: 0.8991, decode.d7.loss_cls: 0.4832, decode.d7.loss_mask: 0.6179, decode.d7.loss_dice: 0.9061, decode.d8.loss_cls: 0.4852, decode.d8.loss_mask: 0.6162, decode.d8.loss_dice: 0.9056, loss: 21.5030, grad_norm: 57.4481 2023-12-25 22:24:34,563 - mmseg - INFO - Iter [36950/160000] lr: 7.691e-05, eta: 17:41:55, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4831, decode.loss_mask: 0.6129, decode.loss_dice: 0.9221, decode.d0.loss_cls: 1.5039, decode.d0.loss_mask: 0.6538, decode.d0.loss_dice: 1.0337, decode.d1.loss_cls: 0.5747, decode.d1.loss_mask: 0.6388, decode.d1.loss_dice: 0.9823, decode.d2.loss_cls: 0.5221, decode.d2.loss_mask: 0.6251, decode.d2.loss_dice: 0.9518, decode.d3.loss_cls: 0.5196, decode.d3.loss_mask: 0.6128, decode.d3.loss_dice: 0.9270, decode.d4.loss_cls: 0.5075, decode.d4.loss_mask: 0.6133, decode.d4.loss_dice: 0.9275, decode.d5.loss_cls: 0.5011, decode.d5.loss_mask: 0.6117, decode.d5.loss_dice: 0.9262, decode.d6.loss_cls: 0.5013, decode.d6.loss_mask: 0.6084, decode.d6.loss_dice: 0.9197, decode.d7.loss_cls: 0.4873, decode.d7.loss_mask: 0.6096, decode.d7.loss_dice: 0.9198, decode.d8.loss_cls: 0.4873, decode.d8.loss_mask: 0.6110, decode.d8.loss_dice: 0.9284, loss: 21.7240, grad_norm: 60.0255 2023-12-25 22:24:58,966 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 22:24:58,967 - mmseg - INFO - Iter [37000/160000] lr: 7.688e-05, eta: 17:41:22, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5025, decode.loss_mask: 0.6090, decode.loss_dice: 0.9169, decode.d0.loss_cls: 1.5184, decode.d0.loss_mask: 0.6634, decode.d0.loss_dice: 1.0437, decode.d1.loss_cls: 0.6081, decode.d1.loss_mask: 0.6451, decode.d1.loss_dice: 0.9842, decode.d2.loss_cls: 0.5591, decode.d2.loss_mask: 0.6177, decode.d2.loss_dice: 0.9424, decode.d3.loss_cls: 0.5290, decode.d3.loss_mask: 0.6162, decode.d3.loss_dice: 0.9235, decode.d4.loss_cls: 0.5182, decode.d4.loss_mask: 0.6172, decode.d4.loss_dice: 0.9295, decode.d5.loss_cls: 0.5087, decode.d5.loss_mask: 0.6128, decode.d5.loss_dice: 0.9245, decode.d6.loss_cls: 0.5082, decode.d6.loss_mask: 0.6093, decode.d6.loss_dice: 0.9099, decode.d7.loss_cls: 0.5045, decode.d7.loss_mask: 0.6105, decode.d7.loss_dice: 0.9101, decode.d8.loss_cls: 0.5019, decode.d8.loss_mask: 0.6083, decode.d8.loss_dice: 0.9128, loss: 21.8657, grad_norm: 56.9585 2023-12-25 22:25:23,356 - mmseg - INFO - Iter [37050/160000] lr: 7.684e-05, eta: 17:40:49, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4861, decode.loss_mask: 0.6127, decode.loss_dice: 0.9170, decode.d0.loss_cls: 1.5021, decode.d0.loss_mask: 0.6520, decode.d0.loss_dice: 1.0252, decode.d1.loss_cls: 0.5832, decode.d1.loss_mask: 0.6382, decode.d1.loss_dice: 0.9842, decode.d2.loss_cls: 0.5308, decode.d2.loss_mask: 0.6231, decode.d2.loss_dice: 0.9517, decode.d3.loss_cls: 0.5100, decode.d3.loss_mask: 0.6155, decode.d3.loss_dice: 0.9293, decode.d4.loss_cls: 0.4916, decode.d4.loss_mask: 0.6149, decode.d4.loss_dice: 0.9339, decode.d5.loss_cls: 0.4865, decode.d5.loss_mask: 0.6193, decode.d5.loss_dice: 0.9291, decode.d6.loss_cls: 0.4905, decode.d6.loss_mask: 0.6146, decode.d6.loss_dice: 0.9195, decode.d7.loss_cls: 0.4820, decode.d7.loss_mask: 0.6140, decode.d7.loss_dice: 0.9210, decode.d8.loss_cls: 0.4793, decode.d8.loss_mask: 0.6162, decode.d8.loss_dice: 0.9221, loss: 21.6957, grad_norm: 60.8753 2023-12-25 22:25:47,613 - mmseg - INFO - Iter [37100/160000] lr: 7.681e-05, eta: 17:40:16, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4786, decode.loss_mask: 0.6211, decode.loss_dice: 0.8961, decode.d0.loss_cls: 1.4774, decode.d0.loss_mask: 0.6595, decode.d0.loss_dice: 1.0128, decode.d1.loss_cls: 0.5787, decode.d1.loss_mask: 0.6420, decode.d1.loss_dice: 0.9452, decode.d2.loss_cls: 0.5255, decode.d2.loss_mask: 0.6241, decode.d2.loss_dice: 0.9223, decode.d3.loss_cls: 0.5081, decode.d3.loss_mask: 0.6190, decode.d3.loss_dice: 0.9022, decode.d4.loss_cls: 0.4927, decode.d4.loss_mask: 0.6240, decode.d4.loss_dice: 0.9035, decode.d5.loss_cls: 0.4873, decode.d5.loss_mask: 0.6186, decode.d5.loss_dice: 0.8956, decode.d6.loss_cls: 0.4880, decode.d6.loss_mask: 0.6151, decode.d6.loss_dice: 0.8888, decode.d7.loss_cls: 0.4835, decode.d7.loss_mask: 0.6149, decode.d7.loss_dice: 0.8935, decode.d8.loss_cls: 0.4765, decode.d8.loss_mask: 0.6219, decode.d8.loss_dice: 0.8983, loss: 21.4146, grad_norm: 56.7805 2023-12-25 22:26:12,006 - mmseg - INFO - Iter [37150/160000] lr: 7.678e-05, eta: 17:39:44, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5041, decode.loss_mask: 0.6253, decode.loss_dice: 0.9340, decode.d0.loss_cls: 1.5618, decode.d0.loss_mask: 0.6722, decode.d0.loss_dice: 1.0461, decode.d1.loss_cls: 0.6098, decode.d1.loss_mask: 0.6491, decode.d1.loss_dice: 0.9977, decode.d2.loss_cls: 0.5526, decode.d2.loss_mask: 0.6349, decode.d2.loss_dice: 0.9593, decode.d3.loss_cls: 0.5388, decode.d3.loss_mask: 0.6288, decode.d3.loss_dice: 0.9428, decode.d4.loss_cls: 0.5168, decode.d4.loss_mask: 0.6304, decode.d4.loss_dice: 0.9423, decode.d5.loss_cls: 0.5056, decode.d5.loss_mask: 0.6328, decode.d5.loss_dice: 0.9385, decode.d6.loss_cls: 0.5076, decode.d6.loss_mask: 0.6281, decode.d6.loss_dice: 0.9329, decode.d7.loss_cls: 0.5053, decode.d7.loss_mask: 0.6280, decode.d7.loss_dice: 0.9364, decode.d8.loss_cls: 0.4998, decode.d8.loss_mask: 0.6267, decode.d8.loss_dice: 0.9325, loss: 22.2211, grad_norm: 60.7084 2023-12-25 22:26:36,772 - mmseg - INFO - Iter [37200/160000] lr: 7.675e-05, eta: 17:39:13, time: 0.495, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4623, decode.loss_mask: 0.6081, decode.loss_dice: 0.8995, decode.d0.loss_cls: 1.4646, decode.d0.loss_mask: 0.6510, decode.d0.loss_dice: 1.0120, decode.d1.loss_cls: 0.5459, decode.d1.loss_mask: 0.6335, decode.d1.loss_dice: 0.9631, decode.d2.loss_cls: 0.5068, decode.d2.loss_mask: 0.6177, decode.d2.loss_dice: 0.9195, decode.d3.loss_cls: 0.4933, decode.d3.loss_mask: 0.6149, decode.d3.loss_dice: 0.8992, decode.d4.loss_cls: 0.4795, decode.d4.loss_mask: 0.6148, decode.d4.loss_dice: 0.9071, decode.d5.loss_cls: 0.4725, decode.d5.loss_mask: 0.6132, decode.d5.loss_dice: 0.9022, decode.d6.loss_cls: 0.4671, decode.d6.loss_mask: 0.6082, decode.d6.loss_dice: 0.8970, decode.d7.loss_cls: 0.4647, decode.d7.loss_mask: 0.6099, decode.d7.loss_dice: 0.8952, decode.d8.loss_cls: 0.4597, decode.d8.loss_mask: 0.6114, decode.d8.loss_dice: 0.9022, loss: 21.1964, grad_norm: 55.2661 2023-12-25 22:27:00,962 - mmseg - INFO - Iter [37250/160000] lr: 7.672e-05, eta: 17:38:39, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4953, decode.loss_mask: 0.6282, decode.loss_dice: 0.9172, decode.d0.loss_cls: 1.4637, decode.d0.loss_mask: 0.6767, decode.d0.loss_dice: 1.0198, decode.d1.loss_cls: 0.5691, decode.d1.loss_mask: 0.6603, decode.d1.loss_dice: 0.9801, decode.d2.loss_cls: 0.5233, decode.d2.loss_mask: 0.6472, decode.d2.loss_dice: 0.9491, decode.d3.loss_cls: 0.5232, decode.d3.loss_mask: 0.6384, decode.d3.loss_dice: 0.9268, decode.d4.loss_cls: 0.5063, decode.d4.loss_mask: 0.6365, decode.d4.loss_dice: 0.9304, decode.d5.loss_cls: 0.5116, decode.d5.loss_mask: 0.6377, decode.d5.loss_dice: 0.9220, decode.d6.loss_cls: 0.5089, decode.d6.loss_mask: 0.6350, decode.d6.loss_dice: 0.9177, decode.d7.loss_cls: 0.5011, decode.d7.loss_mask: 0.6345, decode.d7.loss_dice: 0.9199, decode.d8.loss_cls: 0.4977, decode.d8.loss_mask: 0.6321, decode.d8.loss_dice: 0.9226, loss: 21.9325, grad_norm: 57.7040 2023-12-25 22:27:25,223 - mmseg - INFO - Iter [37300/160000] lr: 7.669e-05, eta: 17:38:06, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4885, decode.loss_mask: 0.6438, decode.loss_dice: 0.9120, decode.d0.loss_cls: 1.4830, decode.d0.loss_mask: 0.6923, decode.d0.loss_dice: 1.0372, decode.d1.loss_cls: 0.5892, decode.d1.loss_mask: 0.6705, decode.d1.loss_dice: 0.9926, decode.d2.loss_cls: 0.5377, decode.d2.loss_mask: 0.6519, decode.d2.loss_dice: 0.9457, decode.d3.loss_cls: 0.5135, decode.d3.loss_mask: 0.6428, decode.d3.loss_dice: 0.9226, decode.d4.loss_cls: 0.5042, decode.d4.loss_mask: 0.6409, decode.d4.loss_dice: 0.9248, decode.d5.loss_cls: 0.5035, decode.d5.loss_mask: 0.6424, decode.d5.loss_dice: 0.9205, decode.d6.loss_cls: 0.4962, decode.d6.loss_mask: 0.6431, decode.d6.loss_dice: 0.9171, decode.d7.loss_cls: 0.4937, decode.d7.loss_mask: 0.6453, decode.d7.loss_dice: 0.9184, decode.d8.loss_cls: 0.4892, decode.d8.loss_mask: 0.6466, decode.d8.loss_dice: 0.9212, loss: 22.0304, grad_norm: 64.4893 2023-12-25 22:27:49,424 - mmseg - INFO - Iter [37350/160000] lr: 7.666e-05, eta: 17:37:33, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4701, decode.loss_mask: 0.6520, decode.loss_dice: 0.9337, decode.d0.loss_cls: 1.4393, decode.d0.loss_mask: 0.6966, decode.d0.loss_dice: 1.0470, decode.d1.loss_cls: 0.5603, decode.d1.loss_mask: 0.6752, decode.d1.loss_dice: 0.9872, decode.d2.loss_cls: 0.5142, decode.d2.loss_mask: 0.6618, decode.d2.loss_dice: 0.9535, decode.d3.loss_cls: 0.5002, decode.d3.loss_mask: 0.6557, decode.d3.loss_dice: 0.9342, decode.d4.loss_cls: 0.4920, decode.d4.loss_mask: 0.6557, decode.d4.loss_dice: 0.9371, decode.d5.loss_cls: 0.4839, decode.d5.loss_mask: 0.6565, decode.d5.loss_dice: 0.9336, decode.d6.loss_cls: 0.4742, decode.d6.loss_mask: 0.6542, decode.d6.loss_dice: 0.9259, decode.d7.loss_cls: 0.4745, decode.d7.loss_mask: 0.6529, decode.d7.loss_dice: 0.9383, decode.d8.loss_cls: 0.4733, decode.d8.loss_mask: 0.6529, decode.d8.loss_dice: 0.9337, loss: 22.0199, grad_norm: 59.3830 2023-12-25 22:28:13,952 - mmseg - INFO - Iter [37400/160000] lr: 7.663e-05, eta: 17:37:01, time: 0.491, data_time: 0.011, memory: 40245, decode.loss_cls: 0.4573, decode.loss_mask: 0.6473, decode.loss_dice: 0.9182, decode.d0.loss_cls: 1.4386, decode.d0.loss_mask: 0.7031, decode.d0.loss_dice: 1.0296, decode.d1.loss_cls: 0.5386, decode.d1.loss_mask: 0.6770, decode.d1.loss_dice: 0.9828, decode.d2.loss_cls: 0.4843, decode.d2.loss_mask: 0.6629, decode.d2.loss_dice: 0.9534, decode.d3.loss_cls: 0.4806, decode.d3.loss_mask: 0.6531, decode.d3.loss_dice: 0.9307, decode.d4.loss_cls: 0.4757, decode.d4.loss_mask: 0.6487, decode.d4.loss_dice: 0.9268, decode.d5.loss_cls: 0.4657, decode.d5.loss_mask: 0.6497, decode.d5.loss_dice: 0.9218, decode.d6.loss_cls: 0.4629, decode.d6.loss_mask: 0.6468, decode.d6.loss_dice: 0.9143, decode.d7.loss_cls: 0.4601, decode.d7.loss_mask: 0.6447, decode.d7.loss_dice: 0.9191, decode.d8.loss_cls: 0.4539, decode.d8.loss_mask: 0.6448, decode.d8.loss_dice: 0.9190, loss: 21.7113, grad_norm: 59.8875 2023-12-25 22:28:38,451 - mmseg - INFO - Iter [37450/160000] lr: 7.659e-05, eta: 17:36:29, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4800, decode.loss_mask: 0.6338, decode.loss_dice: 0.8985, decode.d0.loss_cls: 1.4708, decode.d0.loss_mask: 0.6769, decode.d0.loss_dice: 1.0133, decode.d1.loss_cls: 0.5882, decode.d1.loss_mask: 0.6576, decode.d1.loss_dice: 0.9568, decode.d2.loss_cls: 0.5316, decode.d2.loss_mask: 0.6413, decode.d2.loss_dice: 0.9245, decode.d3.loss_cls: 0.5134, decode.d3.loss_mask: 0.6352, decode.d3.loss_dice: 0.9049, decode.d4.loss_cls: 0.4954, decode.d4.loss_mask: 0.6362, decode.d4.loss_dice: 0.9116, decode.d5.loss_cls: 0.4882, decode.d5.loss_mask: 0.6350, decode.d5.loss_dice: 0.9087, decode.d6.loss_cls: 0.4893, decode.d6.loss_mask: 0.6362, decode.d6.loss_dice: 0.8972, decode.d7.loss_cls: 0.4842, decode.d7.loss_mask: 0.6362, decode.d7.loss_dice: 0.9043, decode.d8.loss_cls: 0.4797, decode.d8.loss_mask: 0.6340, decode.d8.loss_dice: 0.9020, loss: 21.6651, grad_norm: 57.0571 2023-12-25 22:29:02,970 - mmseg - INFO - Iter [37500/160000] lr: 7.656e-05, eta: 17:35:57, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4829, decode.loss_mask: 0.6268, decode.loss_dice: 0.9315, decode.d0.loss_cls: 1.5034, decode.d0.loss_mask: 0.6579, decode.d0.loss_dice: 1.0443, decode.d1.loss_cls: 0.5859, decode.d1.loss_mask: 0.6504, decode.d1.loss_dice: 0.9937, decode.d2.loss_cls: 0.5267, decode.d2.loss_mask: 0.6305, decode.d2.loss_dice: 0.9607, decode.d3.loss_cls: 0.5121, decode.d3.loss_mask: 0.6279, decode.d3.loss_dice: 0.9401, decode.d4.loss_cls: 0.5009, decode.d4.loss_mask: 0.6292, decode.d4.loss_dice: 0.9375, decode.d5.loss_cls: 0.4935, decode.d5.loss_mask: 0.6293, decode.d5.loss_dice: 0.9392, decode.d6.loss_cls: 0.4824, decode.d6.loss_mask: 0.6298, decode.d6.loss_dice: 0.9310, decode.d7.loss_cls: 0.4753, decode.d7.loss_mask: 0.6271, decode.d7.loss_dice: 0.9310, decode.d8.loss_cls: 0.4750, decode.d8.loss_mask: 0.6292, decode.d8.loss_dice: 0.9374, loss: 21.9228, grad_norm: 56.8955 2023-12-25 22:29:27,283 - mmseg - INFO - Iter [37550/160000] lr: 7.653e-05, eta: 17:35:24, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4699, decode.loss_mask: 0.6526, decode.loss_dice: 0.9229, decode.d0.loss_cls: 1.4703, decode.d0.loss_mask: 0.7011, decode.d0.loss_dice: 1.0331, decode.d1.loss_cls: 0.5609, decode.d1.loss_mask: 0.6822, decode.d1.loss_dice: 0.9846, decode.d2.loss_cls: 0.5119, decode.d2.loss_mask: 0.6627, decode.d2.loss_dice: 0.9451, decode.d3.loss_cls: 0.5026, decode.d3.loss_mask: 0.6565, decode.d3.loss_dice: 0.9315, decode.d4.loss_cls: 0.4879, decode.d4.loss_mask: 0.6573, decode.d4.loss_dice: 0.9323, decode.d5.loss_cls: 0.4856, decode.d5.loss_mask: 0.6582, decode.d5.loss_dice: 0.9244, decode.d6.loss_cls: 0.4857, decode.d6.loss_mask: 0.6558, decode.d6.loss_dice: 0.9229, decode.d7.loss_cls: 0.4743, decode.d7.loss_mask: 0.6573, decode.d7.loss_dice: 0.9266, decode.d8.loss_cls: 0.4736, decode.d8.loss_mask: 0.6553, decode.d8.loss_dice: 0.9255, loss: 22.0108, grad_norm: 65.5002 2023-12-25 22:29:51,750 - mmseg - INFO - Iter [37600/160000] lr: 7.650e-05, eta: 17:34:52, time: 0.489, data_time: 0.014, memory: 40245, decode.loss_cls: 0.4951, decode.loss_mask: 0.6085, decode.loss_dice: 0.9129, decode.d0.loss_cls: 1.5455, decode.d0.loss_mask: 0.6638, decode.d0.loss_dice: 1.0370, decode.d1.loss_cls: 0.6016, decode.d1.loss_mask: 0.6373, decode.d1.loss_dice: 0.9865, decode.d2.loss_cls: 0.5497, decode.d2.loss_mask: 0.6233, decode.d2.loss_dice: 0.9421, decode.d3.loss_cls: 0.5227, decode.d3.loss_mask: 0.6126, decode.d3.loss_dice: 0.9224, decode.d4.loss_cls: 0.5139, decode.d4.loss_mask: 0.6123, decode.d4.loss_dice: 0.9178, decode.d5.loss_cls: 0.5042, decode.d5.loss_mask: 0.6115, decode.d5.loss_dice: 0.9168, decode.d6.loss_cls: 0.4984, decode.d6.loss_mask: 0.6098, decode.d6.loss_dice: 0.9130, decode.d7.loss_cls: 0.4954, decode.d7.loss_mask: 0.6085, decode.d7.loss_dice: 0.9107, decode.d8.loss_cls: 0.4912, decode.d8.loss_mask: 0.6106, decode.d8.loss_dice: 0.9122, loss: 21.7872, grad_norm: 56.4861 2023-12-25 22:30:15,996 - mmseg - INFO - Iter [37650/160000] lr: 7.647e-05, eta: 17:34:19, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4813, decode.loss_mask: 0.6402, decode.loss_dice: 0.9314, decode.d0.loss_cls: 1.4783, decode.d0.loss_mask: 0.6802, decode.d0.loss_dice: 1.0516, decode.d1.loss_cls: 0.5710, decode.d1.loss_mask: 0.6591, decode.d1.loss_dice: 0.9952, decode.d2.loss_cls: 0.5269, decode.d2.loss_mask: 0.6494, decode.d2.loss_dice: 0.9569, decode.d3.loss_cls: 0.5099, decode.d3.loss_mask: 0.6499, decode.d3.loss_dice: 0.9433, decode.d4.loss_cls: 0.4959, decode.d4.loss_mask: 0.6475, decode.d4.loss_dice: 0.9446, decode.d5.loss_cls: 0.4993, decode.d5.loss_mask: 0.6416, decode.d5.loss_dice: 0.9393, decode.d6.loss_cls: 0.4889, decode.d6.loss_mask: 0.6421, decode.d6.loss_dice: 0.9289, decode.d7.loss_cls: 0.4882, decode.d7.loss_mask: 0.6397, decode.d7.loss_dice: 0.9299, decode.d8.loss_cls: 0.4815, decode.d8.loss_mask: 0.6420, decode.d8.loss_dice: 0.9325, loss: 22.0668, grad_norm: 59.2871 2023-12-25 22:30:40,238 - mmseg - INFO - Iter [37700/160000] lr: 7.644e-05, eta: 17:33:46, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.5093, decode.loss_mask: 0.6319, decode.loss_dice: 0.9101, decode.d0.loss_cls: 1.4729, decode.d0.loss_mask: 0.6829, decode.d0.loss_dice: 1.0372, decode.d1.loss_cls: 0.5914, decode.d1.loss_mask: 0.6619, decode.d1.loss_dice: 0.9792, decode.d2.loss_cls: 0.5484, decode.d2.loss_mask: 0.6442, decode.d2.loss_dice: 0.9507, decode.d3.loss_cls: 0.5358, decode.d3.loss_mask: 0.6382, decode.d3.loss_dice: 0.9269, decode.d4.loss_cls: 0.5179, decode.d4.loss_mask: 0.6393, decode.d4.loss_dice: 0.9292, decode.d5.loss_cls: 0.5221, decode.d5.loss_mask: 0.6375, decode.d5.loss_dice: 0.9201, decode.d6.loss_cls: 0.5156, decode.d6.loss_mask: 0.6324, decode.d6.loss_dice: 0.9098, decode.d7.loss_cls: 0.5052, decode.d7.loss_mask: 0.6333, decode.d7.loss_dice: 0.9083, decode.d8.loss_cls: 0.5034, decode.d8.loss_mask: 0.6335, decode.d8.loss_dice: 0.9110, loss: 22.0399, grad_norm: 54.2347 2023-12-25 22:31:04,626 - mmseg - INFO - Iter [37750/160000] lr: 7.641e-05, eta: 17:33:14, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4888, decode.loss_mask: 0.6201, decode.loss_dice: 0.9165, decode.d0.loss_cls: 1.4810, decode.d0.loss_mask: 0.6626, decode.d0.loss_dice: 1.0398, decode.d1.loss_cls: 0.5920, decode.d1.loss_mask: 0.6413, decode.d1.loss_dice: 0.9793, decode.d2.loss_cls: 0.5319, decode.d2.loss_mask: 0.6330, decode.d2.loss_dice: 0.9469, decode.d3.loss_cls: 0.5172, decode.d3.loss_mask: 0.6246, decode.d3.loss_dice: 0.9265, decode.d4.loss_cls: 0.5102, decode.d4.loss_mask: 0.6241, decode.d4.loss_dice: 0.9263, decode.d5.loss_cls: 0.4913, decode.d5.loss_mask: 0.6222, decode.d5.loss_dice: 0.9232, decode.d6.loss_cls: 0.4983, decode.d6.loss_mask: 0.6176, decode.d6.loss_dice: 0.9191, decode.d7.loss_cls: 0.4941, decode.d7.loss_mask: 0.6166, decode.d7.loss_dice: 0.9208, decode.d8.loss_cls: 0.4940, decode.d8.loss_mask: 0.6209, decode.d8.loss_dice: 0.9206, loss: 21.8009, grad_norm: 55.4010 2023-12-25 22:31:31,380 - mmseg - INFO - Iter [37800/160000] lr: 7.638e-05, eta: 17:32:52, time: 0.535, data_time: 0.055, memory: 40245, decode.loss_cls: 0.4546, decode.loss_mask: 0.6450, decode.loss_dice: 0.9019, decode.d0.loss_cls: 1.4664, decode.d0.loss_mask: 0.6958, decode.d0.loss_dice: 1.0138, decode.d1.loss_cls: 0.5500, decode.d1.loss_mask: 0.6726, decode.d1.loss_dice: 0.9662, decode.d2.loss_cls: 0.5032, decode.d2.loss_mask: 0.6535, decode.d2.loss_dice: 0.9285, decode.d3.loss_cls: 0.4875, decode.d3.loss_mask: 0.6513, decode.d3.loss_dice: 0.9099, decode.d4.loss_cls: 0.4737, decode.d4.loss_mask: 0.6499, decode.d4.loss_dice: 0.9091, decode.d5.loss_cls: 0.4686, decode.d5.loss_mask: 0.6445, decode.d5.loss_dice: 0.9033, decode.d6.loss_cls: 0.4611, decode.d6.loss_mask: 0.6440, decode.d6.loss_dice: 0.8956, decode.d7.loss_cls: 0.4558, decode.d7.loss_mask: 0.6429, decode.d7.loss_dice: 0.8961, decode.d8.loss_cls: 0.4541, decode.d8.loss_mask: 0.6416, decode.d8.loss_dice: 0.8985, loss: 21.5393, grad_norm: 63.5467 2023-12-25 22:31:55,643 - mmseg - INFO - Iter [37850/160000] lr: 7.634e-05, eta: 17:32:19, time: 0.485, data_time: 0.011, memory: 40245, decode.loss_cls: 0.4572, decode.loss_mask: 0.6188, decode.loss_dice: 0.8892, decode.d0.loss_cls: 1.4305, decode.d0.loss_mask: 0.6629, decode.d0.loss_dice: 1.0054, decode.d1.loss_cls: 0.5441, decode.d1.loss_mask: 0.6461, decode.d1.loss_dice: 0.9514, decode.d2.loss_cls: 0.4970, decode.d2.loss_mask: 0.6290, decode.d2.loss_dice: 0.9169, decode.d3.loss_cls: 0.4816, decode.d3.loss_mask: 0.6264, decode.d3.loss_dice: 0.8977, decode.d4.loss_cls: 0.4688, decode.d4.loss_mask: 0.6255, decode.d4.loss_dice: 0.9031, decode.d5.loss_cls: 0.4615, decode.d5.loss_mask: 0.6232, decode.d5.loss_dice: 0.9003, decode.d6.loss_cls: 0.4588, decode.d6.loss_mask: 0.6202, decode.d6.loss_dice: 0.8963, decode.d7.loss_cls: 0.4583, decode.d7.loss_mask: 0.6243, decode.d7.loss_dice: 0.8916, decode.d8.loss_cls: 0.4559, decode.d8.loss_mask: 0.6224, decode.d8.loss_dice: 0.8930, loss: 21.1572, grad_norm: 55.7007 2023-12-25 22:32:20,147 - mmseg - INFO - Iter [37900/160000] lr: 7.631e-05, eta: 17:31:48, time: 0.490, data_time: 0.011, memory: 40245, decode.loss_cls: 0.4427, decode.loss_mask: 0.6445, decode.loss_dice: 0.9112, decode.d0.loss_cls: 1.4325, decode.d0.loss_mask: 0.6857, decode.d0.loss_dice: 1.0060, decode.d1.loss_cls: 0.5334, decode.d1.loss_mask: 0.6705, decode.d1.loss_dice: 0.9578, decode.d2.loss_cls: 0.4829, decode.d2.loss_mask: 0.6604, decode.d2.loss_dice: 0.9362, decode.d3.loss_cls: 0.4756, decode.d3.loss_mask: 0.6487, decode.d3.loss_dice: 0.9132, decode.d4.loss_cls: 0.4602, decode.d4.loss_mask: 0.6483, decode.d4.loss_dice: 0.9144, decode.d5.loss_cls: 0.4548, decode.d5.loss_mask: 0.6496, decode.d5.loss_dice: 0.9076, decode.d6.loss_cls: 0.4509, decode.d6.loss_mask: 0.6467, decode.d6.loss_dice: 0.9018, decode.d7.loss_cls: 0.4471, decode.d7.loss_mask: 0.6508, decode.d7.loss_dice: 0.9060, decode.d8.loss_cls: 0.4409, decode.d8.loss_mask: 0.6475, decode.d8.loss_dice: 0.9097, loss: 21.4376, grad_norm: 60.5757 2023-12-25 22:32:44,691 - mmseg - INFO - Iter [37950/160000] lr: 7.628e-05, eta: 17:31:16, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4690, decode.loss_mask: 0.6192, decode.loss_dice: 0.9132, decode.d0.loss_cls: 1.4663, decode.d0.loss_mask: 0.6658, decode.d0.loss_dice: 1.0258, decode.d1.loss_cls: 0.5645, decode.d1.loss_mask: 0.6430, decode.d1.loss_dice: 0.9761, decode.d2.loss_cls: 0.5132, decode.d2.loss_mask: 0.6288, decode.d2.loss_dice: 0.9445, decode.d3.loss_cls: 0.4934, decode.d3.loss_mask: 0.6249, decode.d3.loss_dice: 0.9258, decode.d4.loss_cls: 0.4846, decode.d4.loss_mask: 0.6241, decode.d4.loss_dice: 0.9270, decode.d5.loss_cls: 0.4807, decode.d5.loss_mask: 0.6217, decode.d5.loss_dice: 0.9237, decode.d6.loss_cls: 0.4749, decode.d6.loss_mask: 0.6214, decode.d6.loss_dice: 0.9142, decode.d7.loss_cls: 0.4683, decode.d7.loss_mask: 0.6210, decode.d7.loss_dice: 0.9122, decode.d8.loss_cls: 0.4688, decode.d8.loss_mask: 0.6186, decode.d8.loss_dice: 0.9153, loss: 21.5502, grad_norm: 65.0745 2023-12-25 22:33:09,035 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 22:33:09,035 - mmseg - INFO - Iter [38000/160000] lr: 7.625e-05, eta: 17:30:44, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4568, decode.loss_mask: 0.6194, decode.loss_dice: 0.8893, decode.d0.loss_cls: 1.4574, decode.d0.loss_mask: 0.6543, decode.d0.loss_dice: 0.9972, decode.d1.loss_cls: 0.5470, decode.d1.loss_mask: 0.6456, decode.d1.loss_dice: 0.9537, decode.d2.loss_cls: 0.5005, decode.d2.loss_mask: 0.6290, decode.d2.loss_dice: 0.9185, decode.d3.loss_cls: 0.4754, decode.d3.loss_mask: 0.6276, decode.d3.loss_dice: 0.9094, decode.d4.loss_cls: 0.4652, decode.d4.loss_mask: 0.6252, decode.d4.loss_dice: 0.9086, decode.d5.loss_cls: 0.4626, decode.d5.loss_mask: 0.6220, decode.d5.loss_dice: 0.9043, decode.d6.loss_cls: 0.4564, decode.d6.loss_mask: 0.6203, decode.d6.loss_dice: 0.8911, decode.d7.loss_cls: 0.4554, decode.d7.loss_mask: 0.6232, decode.d7.loss_dice: 0.8958, decode.d8.loss_cls: 0.4520, decode.d8.loss_mask: 0.6203, decode.d8.loss_dice: 0.8943, loss: 21.1778, grad_norm: 56.8042 2023-12-25 22:33:33,371 - mmseg - INFO - Iter [38050/160000] lr: 7.622e-05, eta: 17:30:11, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4754, decode.loss_mask: 0.6340, decode.loss_dice: 0.9111, decode.d0.loss_cls: 1.5351, decode.d0.loss_mask: 0.6674, decode.d0.loss_dice: 1.0337, decode.d1.loss_cls: 0.5818, decode.d1.loss_mask: 0.6526, decode.d1.loss_dice: 0.9822, decode.d2.loss_cls: 0.5272, decode.d2.loss_mask: 0.6394, decode.d2.loss_dice: 0.9478, decode.d3.loss_cls: 0.5067, decode.d3.loss_mask: 0.6362, decode.d3.loss_dice: 0.9212, decode.d4.loss_cls: 0.4950, decode.d4.loss_mask: 0.6365, decode.d4.loss_dice: 0.9228, decode.d5.loss_cls: 0.4930, decode.d5.loss_mask: 0.6347, decode.d5.loss_dice: 0.9194, decode.d6.loss_cls: 0.4859, decode.d6.loss_mask: 0.6294, decode.d6.loss_dice: 0.9132, decode.d7.loss_cls: 0.4805, decode.d7.loss_mask: 0.6298, decode.d7.loss_dice: 0.9106, decode.d8.loss_cls: 0.4825, decode.d8.loss_mask: 0.6297, decode.d8.loss_dice: 0.9154, loss: 21.8302, grad_norm: 59.2908 2023-12-25 22:33:58,118 - mmseg - INFO - Iter [38100/160000] lr: 7.619e-05, eta: 17:29:41, time: 0.495, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4557, decode.loss_mask: 0.6246, decode.loss_dice: 0.9224, decode.d0.loss_cls: 1.4774, decode.d0.loss_mask: 0.6689, decode.d0.loss_dice: 1.0427, decode.d1.loss_cls: 0.5662, decode.d1.loss_mask: 0.6429, decode.d1.loss_dice: 0.9907, decode.d2.loss_cls: 0.5016, decode.d2.loss_mask: 0.6316, decode.d2.loss_dice: 0.9567, decode.d3.loss_cls: 0.4840, decode.d3.loss_mask: 0.6258, decode.d3.loss_dice: 0.9315, decode.d4.loss_cls: 0.4734, decode.d4.loss_mask: 0.6247, decode.d4.loss_dice: 0.9292, decode.d5.loss_cls: 0.4694, decode.d5.loss_mask: 0.6192, decode.d5.loss_dice: 0.9300, decode.d6.loss_cls: 0.4665, decode.d6.loss_mask: 0.6185, decode.d6.loss_dice: 0.9179, decode.d7.loss_cls: 0.4586, decode.d7.loss_mask: 0.6199, decode.d7.loss_dice: 0.9221, decode.d8.loss_cls: 0.4557, decode.d8.loss_mask: 0.6223, decode.d8.loss_dice: 0.9289, loss: 21.5789, grad_norm: 58.0816 2023-12-25 22:34:22,874 - mmseg - INFO - Iter [38150/160000] lr: 7.616e-05, eta: 17:29:10, time: 0.495, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4447, decode.loss_mask: 0.6190, decode.loss_dice: 0.9159, decode.d0.loss_cls: 1.4542, decode.d0.loss_mask: 0.6636, decode.d0.loss_dice: 1.0295, decode.d1.loss_cls: 0.5397, decode.d1.loss_mask: 0.6428, decode.d1.loss_dice: 0.9751, decode.d2.loss_cls: 0.4918, decode.d2.loss_mask: 0.6265, decode.d2.loss_dice: 0.9443, decode.d3.loss_cls: 0.4788, decode.d3.loss_mask: 0.6239, decode.d3.loss_dice: 0.9160, decode.d4.loss_cls: 0.4606, decode.d4.loss_mask: 0.6228, decode.d4.loss_dice: 0.9158, decode.d5.loss_cls: 0.4589, decode.d5.loss_mask: 0.6205, decode.d5.loss_dice: 0.9177, decode.d6.loss_cls: 0.4569, decode.d6.loss_mask: 0.6206, decode.d6.loss_dice: 0.9046, decode.d7.loss_cls: 0.4501, decode.d7.loss_mask: 0.6191, decode.d7.loss_dice: 0.9041, decode.d8.loss_cls: 0.4454, decode.d8.loss_mask: 0.6200, decode.d8.loss_dice: 0.9113, loss: 21.2943, grad_norm: 55.6847 2023-12-25 22:34:47,736 - mmseg - INFO - Iter [38200/160000] lr: 7.613e-05, eta: 17:28:40, time: 0.497, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4494, decode.loss_mask: 0.6241, decode.loss_dice: 0.8871, decode.d0.loss_cls: 1.4533, decode.d0.loss_mask: 0.6689, decode.d0.loss_dice: 1.0025, decode.d1.loss_cls: 0.5282, decode.d1.loss_mask: 0.6454, decode.d1.loss_dice: 0.9521, decode.d2.loss_cls: 0.4976, decode.d2.loss_mask: 0.6282, decode.d2.loss_dice: 0.9196, decode.d3.loss_cls: 0.4706, decode.d3.loss_mask: 0.6277, decode.d3.loss_dice: 0.9003, decode.d4.loss_cls: 0.4604, decode.d4.loss_mask: 0.6253, decode.d4.loss_dice: 0.9028, decode.d5.loss_cls: 0.4579, decode.d5.loss_mask: 0.6226, decode.d5.loss_dice: 0.8983, decode.d6.loss_cls: 0.4536, decode.d6.loss_mask: 0.6269, decode.d6.loss_dice: 0.8921, decode.d7.loss_cls: 0.4449, decode.d7.loss_mask: 0.6269, decode.d7.loss_dice: 0.8979, decode.d8.loss_cls: 0.4424, decode.d8.loss_mask: 0.6262, decode.d8.loss_dice: 0.8939, loss: 21.1273, grad_norm: 62.4537 2023-12-25 22:35:12,125 - mmseg - INFO - Iter [38250/160000] lr: 7.609e-05, eta: 17:28:08, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4624, decode.loss_mask: 0.6250, decode.loss_dice: 0.9051, decode.d0.loss_cls: 1.4716, decode.d0.loss_mask: 0.6692, decode.d0.loss_dice: 1.0114, decode.d1.loss_cls: 0.5660, decode.d1.loss_mask: 0.6502, decode.d1.loss_dice: 0.9652, decode.d2.loss_cls: 0.5096, decode.d2.loss_mask: 0.6357, decode.d2.loss_dice: 0.9326, decode.d3.loss_cls: 0.4977, decode.d3.loss_mask: 0.6317, decode.d3.loss_dice: 0.9212, decode.d4.loss_cls: 0.4793, decode.d4.loss_mask: 0.6319, decode.d4.loss_dice: 0.9183, decode.d5.loss_cls: 0.4749, decode.d5.loss_mask: 0.6272, decode.d5.loss_dice: 0.9114, decode.d6.loss_cls: 0.4730, decode.d6.loss_mask: 0.6266, decode.d6.loss_dice: 0.9054, decode.d7.loss_cls: 0.4624, decode.d7.loss_mask: 0.6263, decode.d7.loss_dice: 0.9081, decode.d8.loss_cls: 0.4657, decode.d8.loss_mask: 0.6246, decode.d8.loss_dice: 0.9066, loss: 21.4964, grad_norm: 56.7335 2023-12-25 22:35:36,551 - mmseg - INFO - Iter [38300/160000] lr: 7.606e-05, eta: 17:27:36, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4594, decode.loss_mask: 0.5926, decode.loss_dice: 0.8735, decode.d0.loss_cls: 1.4670, decode.d0.loss_mask: 0.6370, decode.d0.loss_dice: 0.9902, decode.d1.loss_cls: 0.5730, decode.d1.loss_mask: 0.6178, decode.d1.loss_dice: 0.9337, decode.d2.loss_cls: 0.5141, decode.d2.loss_mask: 0.6022, decode.d2.loss_dice: 0.8929, decode.d3.loss_cls: 0.4968, decode.d3.loss_mask: 0.5995, decode.d3.loss_dice: 0.8863, decode.d4.loss_cls: 0.4815, decode.d4.loss_mask: 0.5973, decode.d4.loss_dice: 0.8863, decode.d5.loss_cls: 0.4697, decode.d5.loss_mask: 0.5979, decode.d5.loss_dice: 0.8822, decode.d6.loss_cls: 0.4667, decode.d6.loss_mask: 0.5931, decode.d6.loss_dice: 0.8716, decode.d7.loss_cls: 0.4626, decode.d7.loss_mask: 0.5952, decode.d7.loss_dice: 0.8718, decode.d8.loss_cls: 0.4588, decode.d8.loss_mask: 0.5946, decode.d8.loss_dice: 0.8773, loss: 20.8428, grad_norm: 55.1495 2023-12-25 22:36:00,873 - mmseg - INFO - Iter [38350/160000] lr: 7.603e-05, eta: 17:27:04, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4285, decode.loss_mask: 0.6253, decode.loss_dice: 0.9140, decode.d0.loss_cls: 1.4093, decode.d0.loss_mask: 0.6738, decode.d0.loss_dice: 1.0077, decode.d1.loss_cls: 0.5255, decode.d1.loss_mask: 0.6516, decode.d1.loss_dice: 0.9732, decode.d2.loss_cls: 0.4778, decode.d2.loss_mask: 0.6387, decode.d2.loss_dice: 0.9305, decode.d3.loss_cls: 0.4574, decode.d3.loss_mask: 0.6356, decode.d3.loss_dice: 0.9201, decode.d4.loss_cls: 0.4515, decode.d4.loss_mask: 0.6317, decode.d4.loss_dice: 0.9163, decode.d5.loss_cls: 0.4452, decode.d5.loss_mask: 0.6312, decode.d5.loss_dice: 0.9163, decode.d6.loss_cls: 0.4380, decode.d6.loss_mask: 0.6276, decode.d6.loss_dice: 0.9066, decode.d7.loss_cls: 0.4403, decode.d7.loss_mask: 0.6250, decode.d7.loss_dice: 0.9063, decode.d8.loss_cls: 0.4293, decode.d8.loss_mask: 0.6265, decode.d8.loss_dice: 0.9094, loss: 21.1698, grad_norm: 63.8346 2023-12-25 22:36:25,498 - mmseg - INFO - Iter [38400/160000] lr: 7.600e-05, eta: 17:26:33, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4764, decode.loss_mask: 0.6207, decode.loss_dice: 0.9003, decode.d0.loss_cls: 1.4916, decode.d0.loss_mask: 0.6614, decode.d0.loss_dice: 1.0062, decode.d1.loss_cls: 0.5625, decode.d1.loss_mask: 0.6538, decode.d1.loss_dice: 0.9751, decode.d2.loss_cls: 0.5213, decode.d2.loss_mask: 0.6367, decode.d2.loss_dice: 0.9420, decode.d3.loss_cls: 0.5013, decode.d3.loss_mask: 0.6290, decode.d3.loss_dice: 0.9140, decode.d4.loss_cls: 0.4892, decode.d4.loss_mask: 0.6353, decode.d4.loss_dice: 0.9164, decode.d5.loss_cls: 0.4862, decode.d5.loss_mask: 0.6325, decode.d5.loss_dice: 0.9159, decode.d6.loss_cls: 0.4840, decode.d6.loss_mask: 0.6240, decode.d6.loss_dice: 0.9011, decode.d7.loss_cls: 0.4782, decode.d7.loss_mask: 0.6248, decode.d7.loss_dice: 0.9022, decode.d8.loss_cls: 0.4706, decode.d8.loss_mask: 0.6248, decode.d8.loss_dice: 0.9032, loss: 21.5806, grad_norm: 69.6857 2023-12-25 22:36:50,103 - mmseg - INFO - Iter [38450/160000] lr: 7.597e-05, eta: 17:26:02, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4822, decode.loss_mask: 0.6034, decode.loss_dice: 0.8942, decode.d0.loss_cls: 1.4957, decode.d0.loss_mask: 0.6496, decode.d0.loss_dice: 1.0077, decode.d1.loss_cls: 0.5674, decode.d1.loss_mask: 0.6318, decode.d1.loss_dice: 0.9568, decode.d2.loss_cls: 0.5195, decode.d2.loss_mask: 0.6172, decode.d2.loss_dice: 0.9279, decode.d3.loss_cls: 0.5011, decode.d3.loss_mask: 0.6074, decode.d3.loss_dice: 0.9105, decode.d4.loss_cls: 0.4873, decode.d4.loss_mask: 0.6100, decode.d4.loss_dice: 0.9153, decode.d5.loss_cls: 0.4786, decode.d5.loss_mask: 0.6069, decode.d5.loss_dice: 0.9102, decode.d6.loss_cls: 0.4789, decode.d6.loss_mask: 0.6071, decode.d6.loss_dice: 0.8970, decode.d7.loss_cls: 0.4723, decode.d7.loss_mask: 0.6074, decode.d7.loss_dice: 0.9010, decode.d8.loss_cls: 0.4725, decode.d8.loss_mask: 0.6047, decode.d8.loss_dice: 0.9012, loss: 21.3230, grad_norm: 58.7830 2023-12-25 22:37:14,887 - mmseg - INFO - Iter [38500/160000] lr: 7.594e-05, eta: 17:25:32, time: 0.495, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4489, decode.loss_mask: 0.6137, decode.loss_dice: 0.8859, decode.d0.loss_cls: 1.4421, decode.d0.loss_mask: 0.6481, decode.d0.loss_dice: 0.9859, decode.d1.loss_cls: 0.5497, decode.d1.loss_mask: 0.6353, decode.d1.loss_dice: 0.9484, decode.d2.loss_cls: 0.4970, decode.d2.loss_mask: 0.6237, decode.d2.loss_dice: 0.9048, decode.d3.loss_cls: 0.4846, decode.d3.loss_mask: 0.6164, decode.d3.loss_dice: 0.8931, decode.d4.loss_cls: 0.4731, decode.d4.loss_mask: 0.6147, decode.d4.loss_dice: 0.8907, decode.d5.loss_cls: 0.4641, decode.d5.loss_mask: 0.6153, decode.d5.loss_dice: 0.8857, decode.d6.loss_cls: 0.4625, decode.d6.loss_mask: 0.6163, decode.d6.loss_dice: 0.8816, decode.d7.loss_cls: 0.4536, decode.d7.loss_mask: 0.6138, decode.d7.loss_dice: 0.8859, decode.d8.loss_cls: 0.4527, decode.d8.loss_mask: 0.6131, decode.d8.loss_dice: 0.8814, loss: 20.9822, grad_norm: 57.5148 2023-12-25 22:37:39,760 - mmseg - INFO - Iter [38550/160000] lr: 7.591e-05, eta: 17:25:02, time: 0.498, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4470, decode.loss_mask: 0.6297, decode.loss_dice: 0.9012, decode.d0.loss_cls: 1.4580, decode.d0.loss_mask: 0.6771, decode.d0.loss_dice: 1.0161, decode.d1.loss_cls: 0.5386, decode.d1.loss_mask: 0.6563, decode.d1.loss_dice: 0.9707, decode.d2.loss_cls: 0.4882, decode.d2.loss_mask: 0.6396, decode.d2.loss_dice: 0.9383, decode.d3.loss_cls: 0.4783, decode.d3.loss_mask: 0.6325, decode.d3.loss_dice: 0.9125, decode.d4.loss_cls: 0.4658, decode.d4.loss_mask: 0.6372, decode.d4.loss_dice: 0.9158, decode.d5.loss_cls: 0.4634, decode.d5.loss_mask: 0.6335, decode.d5.loss_dice: 0.9098, decode.d6.loss_cls: 0.4605, decode.d6.loss_mask: 0.6301, decode.d6.loss_dice: 0.9036, decode.d7.loss_cls: 0.4517, decode.d7.loss_mask: 0.6296, decode.d7.loss_dice: 0.8980, decode.d8.loss_cls: 0.4491, decode.d8.loss_mask: 0.6302, decode.d8.loss_dice: 0.8990, loss: 21.3614, grad_norm: 59.5847 2023-12-25 22:38:04,190 - mmseg - INFO - Iter [38600/160000] lr: 7.588e-05, eta: 17:24:30, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4745, decode.loss_mask: 0.6258, decode.loss_dice: 0.9017, decode.d0.loss_cls: 1.5020, decode.d0.loss_mask: 0.6588, decode.d0.loss_dice: 1.0118, decode.d1.loss_cls: 0.5752, decode.d1.loss_mask: 0.6442, decode.d1.loss_dice: 0.9684, decode.d2.loss_cls: 0.5209, decode.d2.loss_mask: 0.6330, decode.d2.loss_dice: 0.9314, decode.d3.loss_cls: 0.5093, decode.d3.loss_mask: 0.6270, decode.d3.loss_dice: 0.9119, decode.d4.loss_cls: 0.4874, decode.d4.loss_mask: 0.6306, decode.d4.loss_dice: 0.9157, decode.d5.loss_cls: 0.4889, decode.d5.loss_mask: 0.6296, decode.d5.loss_dice: 0.9120, decode.d6.loss_cls: 0.4884, decode.d6.loss_mask: 0.6272, decode.d6.loss_dice: 0.9000, decode.d7.loss_cls: 0.4836, decode.d7.loss_mask: 0.6254, decode.d7.loss_dice: 0.8986, decode.d8.loss_cls: 0.4796, decode.d8.loss_mask: 0.6272, decode.d8.loss_dice: 0.9009, loss: 21.5909, grad_norm: 57.5748 2023-12-25 22:38:28,450 - mmseg - INFO - Iter [38650/160000] lr: 7.584e-05, eta: 17:23:58, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4607, decode.loss_mask: 0.6206, decode.loss_dice: 0.8939, decode.d0.loss_cls: 1.4739, decode.d0.loss_mask: 0.6663, decode.d0.loss_dice: 0.9963, decode.d1.loss_cls: 0.5590, decode.d1.loss_mask: 0.6460, decode.d1.loss_dice: 0.9494, decode.d2.loss_cls: 0.5156, decode.d2.loss_mask: 0.6300, decode.d2.loss_dice: 0.9166, decode.d3.loss_cls: 0.4994, decode.d3.loss_mask: 0.6262, decode.d3.loss_dice: 0.9011, decode.d4.loss_cls: 0.4868, decode.d4.loss_mask: 0.6262, decode.d4.loss_dice: 0.9009, decode.d5.loss_cls: 0.4745, decode.d5.loss_mask: 0.6247, decode.d5.loss_dice: 0.9009, decode.d6.loss_cls: 0.4710, decode.d6.loss_mask: 0.6227, decode.d6.loss_dice: 0.8944, decode.d7.loss_cls: 0.4640, decode.d7.loss_mask: 0.6227, decode.d7.loss_dice: 0.8893, decode.d8.loss_cls: 0.4647, decode.d8.loss_mask: 0.6197, decode.d8.loss_dice: 0.8909, loss: 21.3088, grad_norm: 57.0108 2023-12-25 22:38:52,673 - mmseg - INFO - Iter [38700/160000] lr: 7.581e-05, eta: 17:23:26, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4793, decode.loss_mask: 0.6172, decode.loss_dice: 0.8876, decode.d0.loss_cls: 1.4554, decode.d0.loss_mask: 0.6640, decode.d0.loss_dice: 1.0014, decode.d1.loss_cls: 0.5697, decode.d1.loss_mask: 0.6436, decode.d1.loss_dice: 0.9618, decode.d2.loss_cls: 0.5228, decode.d2.loss_mask: 0.6286, decode.d2.loss_dice: 0.9097, decode.d3.loss_cls: 0.4957, decode.d3.loss_mask: 0.6202, decode.d3.loss_dice: 0.8937, decode.d4.loss_cls: 0.4880, decode.d4.loss_mask: 0.6232, decode.d4.loss_dice: 0.8947, decode.d5.loss_cls: 0.4779, decode.d5.loss_mask: 0.6228, decode.d5.loss_dice: 0.8966, decode.d6.loss_cls: 0.4797, decode.d6.loss_mask: 0.6233, decode.d6.loss_dice: 0.8877, decode.d7.loss_cls: 0.4773, decode.d7.loss_mask: 0.6196, decode.d7.loss_dice: 0.8924, decode.d8.loss_cls: 0.4729, decode.d8.loss_mask: 0.6182, decode.d8.loss_dice: 0.8920, loss: 21.3169, grad_norm: 59.5081 2023-12-25 22:39:17,013 - mmseg - INFO - Iter [38750/160000] lr: 7.578e-05, eta: 17:22:54, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4759, decode.loss_mask: 0.6247, decode.loss_dice: 0.9074, decode.d0.loss_cls: 1.4775, decode.d0.loss_mask: 0.6638, decode.d0.loss_dice: 1.0314, decode.d1.loss_cls: 0.5666, decode.d1.loss_mask: 0.6490, decode.d1.loss_dice: 0.9645, decode.d2.loss_cls: 0.5234, decode.d2.loss_mask: 0.6335, decode.d2.loss_dice: 0.9305, decode.d3.loss_cls: 0.5042, decode.d3.loss_mask: 0.6272, decode.d3.loss_dice: 0.9112, decode.d4.loss_cls: 0.4919, decode.d4.loss_mask: 0.6267, decode.d4.loss_dice: 0.9177, decode.d5.loss_cls: 0.4868, decode.d5.loss_mask: 0.6239, decode.d5.loss_dice: 0.9102, decode.d6.loss_cls: 0.4797, decode.d6.loss_mask: 0.6251, decode.d6.loss_dice: 0.9077, decode.d7.loss_cls: 0.4754, decode.d7.loss_mask: 0.6246, decode.d7.loss_dice: 0.9062, decode.d8.loss_cls: 0.4793, decode.d8.loss_mask: 0.6269, decode.d8.loss_dice: 0.9091, loss: 21.5821, grad_norm: 59.8474 2023-12-25 22:39:41,493 - mmseg - INFO - Iter [38800/160000] lr: 7.575e-05, eta: 17:22:22, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4555, decode.loss_mask: 0.6216, decode.loss_dice: 0.9136, decode.d0.loss_cls: 1.4475, decode.d0.loss_mask: 0.6646, decode.d0.loss_dice: 1.0207, decode.d1.loss_cls: 0.5459, decode.d1.loss_mask: 0.6471, decode.d1.loss_dice: 0.9773, decode.d2.loss_cls: 0.4971, decode.d2.loss_mask: 0.6277, decode.d2.loss_dice: 0.9441, decode.d3.loss_cls: 0.4824, decode.d3.loss_mask: 0.6222, decode.d3.loss_dice: 0.9304, decode.d4.loss_cls: 0.4717, decode.d4.loss_mask: 0.6219, decode.d4.loss_dice: 0.9265, decode.d5.loss_cls: 0.4654, decode.d5.loss_mask: 0.6222, decode.d5.loss_dice: 0.9258, decode.d6.loss_cls: 0.4624, decode.d6.loss_mask: 0.6199, decode.d6.loss_dice: 0.9135, decode.d7.loss_cls: 0.4598, decode.d7.loss_mask: 0.6174, decode.d7.loss_dice: 0.9148, decode.d8.loss_cls: 0.4562, decode.d8.loss_mask: 0.6212, decode.d8.loss_dice: 0.9151, loss: 21.4116, grad_norm: 60.5120 2023-12-25 22:40:06,066 - mmseg - INFO - Iter [38850/160000] lr: 7.572e-05, eta: 17:21:51, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4910, decode.loss_mask: 0.6269, decode.loss_dice: 0.9141, decode.d0.loss_cls: 1.4904, decode.d0.loss_mask: 0.6700, decode.d0.loss_dice: 1.0218, decode.d1.loss_cls: 0.5761, decode.d1.loss_mask: 0.6584, decode.d1.loss_dice: 0.9893, decode.d2.loss_cls: 0.5328, decode.d2.loss_mask: 0.6384, decode.d2.loss_dice: 0.9506, decode.d3.loss_cls: 0.5211, decode.d3.loss_mask: 0.6306, decode.d3.loss_dice: 0.9266, decode.d4.loss_cls: 0.5083, decode.d4.loss_mask: 0.6297, decode.d4.loss_dice: 0.9237, decode.d5.loss_cls: 0.5077, decode.d5.loss_mask: 0.6254, decode.d5.loss_dice: 0.9227, decode.d6.loss_cls: 0.5009, decode.d6.loss_mask: 0.6270, decode.d6.loss_dice: 0.9189, decode.d7.loss_cls: 0.4940, decode.d7.loss_mask: 0.6292, decode.d7.loss_dice: 0.9194, decode.d8.loss_cls: 0.4885, decode.d8.loss_mask: 0.6270, decode.d8.loss_dice: 0.9186, loss: 21.8793, grad_norm: 61.6796 2023-12-25 22:40:30,489 - mmseg - INFO - Iter [38900/160000] lr: 7.569e-05, eta: 17:21:20, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4793, decode.loss_mask: 0.6195, decode.loss_dice: 0.9163, decode.d0.loss_cls: 1.4860, decode.d0.loss_mask: 0.6609, decode.d0.loss_dice: 1.0291, decode.d1.loss_cls: 0.5697, decode.d1.loss_mask: 0.6500, decode.d1.loss_dice: 0.9814, decode.d2.loss_cls: 0.5299, decode.d2.loss_mask: 0.6293, decode.d2.loss_dice: 0.9444, decode.d3.loss_cls: 0.5100, decode.d3.loss_mask: 0.6251, decode.d3.loss_dice: 0.9193, decode.d4.loss_cls: 0.5025, decode.d4.loss_mask: 0.6193, decode.d4.loss_dice: 0.9183, decode.d5.loss_cls: 0.4926, decode.d5.loss_mask: 0.6162, decode.d5.loss_dice: 0.9188, decode.d6.loss_cls: 0.4900, decode.d6.loss_mask: 0.6138, decode.d6.loss_dice: 0.9111, decode.d7.loss_cls: 0.4768, decode.d7.loss_mask: 0.6195, decode.d7.loss_dice: 0.9160, decode.d8.loss_cls: 0.4754, decode.d8.loss_mask: 0.6187, decode.d8.loss_dice: 0.9130, loss: 21.6521, grad_norm: 53.8737 2023-12-25 22:40:55,112 - mmseg - INFO - Iter [38950/160000] lr: 7.566e-05, eta: 17:20:49, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5138, decode.loss_mask: 0.5947, decode.loss_dice: 0.9246, decode.d0.loss_cls: 1.5260, decode.d0.loss_mask: 0.6396, decode.d0.loss_dice: 1.0476, decode.d1.loss_cls: 0.6098, decode.d1.loss_mask: 0.6234, decode.d1.loss_dice: 0.9968, decode.d2.loss_cls: 0.5552, decode.d2.loss_mask: 0.6116, decode.d2.loss_dice: 0.9542, decode.d3.loss_cls: 0.5420, decode.d3.loss_mask: 0.5997, decode.d3.loss_dice: 0.9349, decode.d4.loss_cls: 0.5263, decode.d4.loss_mask: 0.6012, decode.d4.loss_dice: 0.9340, decode.d5.loss_cls: 0.5235, decode.d5.loss_mask: 0.6042, decode.d5.loss_dice: 0.9344, decode.d6.loss_cls: 0.5154, decode.d6.loss_mask: 0.5971, decode.d6.loss_dice: 0.9237, decode.d7.loss_cls: 0.5107, decode.d7.loss_mask: 0.6012, decode.d7.loss_dice: 0.9284, decode.d8.loss_cls: 0.5078, decode.d8.loss_mask: 0.5976, decode.d8.loss_dice: 0.9263, loss: 21.9062, grad_norm: 58.0893 2023-12-25 22:41:19,522 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 22:41:19,522 - mmseg - INFO - Iter [39000/160000] lr: 7.563e-05, eta: 17:20:17, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.5160, decode.loss_mask: 0.6172, decode.loss_dice: 0.9106, decode.d0.loss_cls: 1.5100, decode.d0.loss_mask: 0.6571, decode.d0.loss_dice: 1.0251, decode.d1.loss_cls: 0.6104, decode.d1.loss_mask: 0.6405, decode.d1.loss_dice: 0.9781, decode.d2.loss_cls: 0.5539, decode.d2.loss_mask: 0.6264, decode.d2.loss_dice: 0.9499, decode.d3.loss_cls: 0.5377, decode.d3.loss_mask: 0.6212, decode.d3.loss_dice: 0.9198, decode.d4.loss_cls: 0.5313, decode.d4.loss_mask: 0.6200, decode.d4.loss_dice: 0.9202, decode.d5.loss_cls: 0.5182, decode.d5.loss_mask: 0.6193, decode.d5.loss_dice: 0.9222, decode.d6.loss_cls: 0.5209, decode.d6.loss_mask: 0.6172, decode.d6.loss_dice: 0.9144, decode.d7.loss_cls: 0.5121, decode.d7.loss_mask: 0.6176, decode.d7.loss_dice: 0.9103, decode.d8.loss_cls: 0.5164, decode.d8.loss_mask: 0.6156, decode.d8.loss_dice: 0.9125, loss: 21.9421, grad_norm: 60.8989 2023-12-25 22:41:46,142 - mmseg - INFO - Iter [39050/160000] lr: 7.559e-05, eta: 17:19:55, time: 0.532, data_time: 0.059, memory: 40245, decode.loss_cls: 0.4527, decode.loss_mask: 0.6055, decode.loss_dice: 0.8825, decode.d0.loss_cls: 1.4552, decode.d0.loss_mask: 0.6552, decode.d0.loss_dice: 1.0074, decode.d1.loss_cls: 0.5520, decode.d1.loss_mask: 0.6395, decode.d1.loss_dice: 0.9519, decode.d2.loss_cls: 0.5055, decode.d2.loss_mask: 0.6204, decode.d2.loss_dice: 0.9141, decode.d3.loss_cls: 0.4940, decode.d3.loss_mask: 0.6144, decode.d3.loss_dice: 0.8943, decode.d4.loss_cls: 0.4781, decode.d4.loss_mask: 0.6128, decode.d4.loss_dice: 0.8961, decode.d5.loss_cls: 0.4736, decode.d5.loss_mask: 0.6095, decode.d5.loss_dice: 0.8894, decode.d6.loss_cls: 0.4637, decode.d6.loss_mask: 0.6067, decode.d6.loss_dice: 0.8833, decode.d7.loss_cls: 0.4636, decode.d7.loss_mask: 0.6057, decode.d7.loss_dice: 0.8842, decode.d8.loss_cls: 0.4553, decode.d8.loss_mask: 0.6072, decode.d8.loss_dice: 0.8836, loss: 21.0574, grad_norm: 60.5507 2023-12-25 22:42:10,723 - mmseg - INFO - Iter [39100/160000] lr: 7.556e-05, eta: 17:19:24, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4498, decode.loss_mask: 0.6198, decode.loss_dice: 0.9007, decode.d0.loss_cls: 1.4510, decode.d0.loss_mask: 0.6615, decode.d0.loss_dice: 1.0121, decode.d1.loss_cls: 0.5520, decode.d1.loss_mask: 0.6436, decode.d1.loss_dice: 0.9597, decode.d2.loss_cls: 0.5039, decode.d2.loss_mask: 0.6264, decode.d2.loss_dice: 0.9333, decode.d3.loss_cls: 0.4841, decode.d3.loss_mask: 0.6197, decode.d3.loss_dice: 0.9038, decode.d4.loss_cls: 0.4730, decode.d4.loss_mask: 0.6193, decode.d4.loss_dice: 0.9068, decode.d5.loss_cls: 0.4596, decode.d5.loss_mask: 0.6198, decode.d5.loss_dice: 0.9072, decode.d6.loss_cls: 0.4633, decode.d6.loss_mask: 0.6187, decode.d6.loss_dice: 0.9003, decode.d7.loss_cls: 0.4555, decode.d7.loss_mask: 0.6179, decode.d7.loss_dice: 0.9002, decode.d8.loss_cls: 0.4501, decode.d8.loss_mask: 0.6192, decode.d8.loss_dice: 0.9011, loss: 21.2334, grad_norm: 54.8465 2023-12-25 22:42:34,925 - mmseg - INFO - Iter [39150/160000] lr: 7.553e-05, eta: 17:18:52, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4738, decode.loss_mask: 0.6244, decode.loss_dice: 0.9072, decode.d0.loss_cls: 1.4556, decode.d0.loss_mask: 0.6787, decode.d0.loss_dice: 1.0289, decode.d1.loss_cls: 0.5763, decode.d1.loss_mask: 0.6452, decode.d1.loss_dice: 0.9795, decode.d2.loss_cls: 0.5127, decode.d2.loss_mask: 0.6374, decode.d2.loss_dice: 0.9462, decode.d3.loss_cls: 0.4990, decode.d3.loss_mask: 0.6248, decode.d3.loss_dice: 0.9289, decode.d4.loss_cls: 0.4933, decode.d4.loss_mask: 0.6266, decode.d4.loss_dice: 0.9236, decode.d5.loss_cls: 0.4858, decode.d5.loss_mask: 0.6279, decode.d5.loss_dice: 0.9201, decode.d6.loss_cls: 0.4857, decode.d6.loss_mask: 0.6226, decode.d6.loss_dice: 0.9094, decode.d7.loss_cls: 0.4766, decode.d7.loss_mask: 0.6260, decode.d7.loss_dice: 0.9078, decode.d8.loss_cls: 0.4771, decode.d8.loss_mask: 0.6223, decode.d8.loss_dice: 0.9097, loss: 21.6332, grad_norm: 60.7821 2023-12-25 22:42:59,321 - mmseg - INFO - Iter [39200/160000] lr: 7.550e-05, eta: 17:18:20, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4616, decode.loss_mask: 0.6189, decode.loss_dice: 0.9064, decode.d0.loss_cls: 1.4826, decode.d0.loss_mask: 0.6590, decode.d0.loss_dice: 1.0167, decode.d1.loss_cls: 0.5609, decode.d1.loss_mask: 0.6423, decode.d1.loss_dice: 0.9579, decode.d2.loss_cls: 0.4985, decode.d2.loss_mask: 0.6287, decode.d2.loss_dice: 0.9326, decode.d3.loss_cls: 0.4799, decode.d3.loss_mask: 0.6257, decode.d3.loss_dice: 0.9189, decode.d4.loss_cls: 0.4778, decode.d4.loss_mask: 0.6235, decode.d4.loss_dice: 0.9087, decode.d5.loss_cls: 0.4689, decode.d5.loss_mask: 0.6214, decode.d5.loss_dice: 0.9125, decode.d6.loss_cls: 0.4626, decode.d6.loss_mask: 0.6209, decode.d6.loss_dice: 0.9071, decode.d7.loss_cls: 0.4568, decode.d7.loss_mask: 0.6206, decode.d7.loss_dice: 0.9066, decode.d8.loss_cls: 0.4527, decode.d8.loss_mask: 0.6202, decode.d8.loss_dice: 0.9087, loss: 21.3598, grad_norm: 63.4492 2023-12-25 22:43:23,633 - mmseg - INFO - Iter [39250/160000] lr: 7.547e-05, eta: 17:17:48, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4586, decode.loss_mask: 0.6058, decode.loss_dice: 0.9012, decode.d0.loss_cls: 1.4671, decode.d0.loss_mask: 0.6531, decode.d0.loss_dice: 1.0064, decode.d1.loss_cls: 0.5581, decode.d1.loss_mask: 0.6303, decode.d1.loss_dice: 0.9638, decode.d2.loss_cls: 0.5084, decode.d2.loss_mask: 0.6188, decode.d2.loss_dice: 0.9273, decode.d3.loss_cls: 0.4850, decode.d3.loss_mask: 0.6150, decode.d3.loss_dice: 0.9119, decode.d4.loss_cls: 0.4714, decode.d4.loss_mask: 0.6136, decode.d4.loss_dice: 0.9139, decode.d5.loss_cls: 0.4702, decode.d5.loss_mask: 0.6111, decode.d5.loss_dice: 0.9072, decode.d6.loss_cls: 0.4663, decode.d6.loss_mask: 0.6111, decode.d6.loss_dice: 0.9047, decode.d7.loss_cls: 0.4574, decode.d7.loss_mask: 0.6107, decode.d7.loss_dice: 0.9012, decode.d8.loss_cls: 0.4578, decode.d8.loss_mask: 0.6093, decode.d8.loss_dice: 0.9037, loss: 21.2207, grad_norm: 54.2199 2023-12-25 22:43:48,019 - mmseg - INFO - Iter [39300/160000] lr: 7.544e-05, eta: 17:17:17, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4468, decode.loss_mask: 0.6308, decode.loss_dice: 0.8886, decode.d0.loss_cls: 1.4606, decode.d0.loss_mask: 0.6769, decode.d0.loss_dice: 0.9964, decode.d1.loss_cls: 0.5496, decode.d1.loss_mask: 0.6495, decode.d1.loss_dice: 0.9459, decode.d2.loss_cls: 0.4879, decode.d2.loss_mask: 0.6403, decode.d2.loss_dice: 0.9216, decode.d3.loss_cls: 0.4697, decode.d3.loss_mask: 0.6321, decode.d3.loss_dice: 0.8959, decode.d4.loss_cls: 0.4624, decode.d4.loss_mask: 0.6259, decode.d4.loss_dice: 0.8948, decode.d5.loss_cls: 0.4586, decode.d5.loss_mask: 0.6296, decode.d5.loss_dice: 0.8950, decode.d6.loss_cls: 0.4503, decode.d6.loss_mask: 0.6282, decode.d6.loss_dice: 0.8905, decode.d7.loss_cls: 0.4485, decode.d7.loss_mask: 0.6280, decode.d7.loss_dice: 0.8966, decode.d8.loss_cls: 0.4457, decode.d8.loss_mask: 0.6297, decode.d8.loss_dice: 0.8981, loss: 21.1745, grad_norm: 67.1123 2023-12-25 22:44:12,539 - mmseg - INFO - Iter [39350/160000] lr: 7.541e-05, eta: 17:16:46, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4629, decode.loss_mask: 0.6189, decode.loss_dice: 0.9126, decode.d0.loss_cls: 1.4992, decode.d0.loss_mask: 0.6579, decode.d0.loss_dice: 1.0188, decode.d1.loss_cls: 0.5718, decode.d1.loss_mask: 0.6432, decode.d1.loss_dice: 0.9689, decode.d2.loss_cls: 0.5187, decode.d2.loss_mask: 0.6278, decode.d2.loss_dice: 0.9387, decode.d3.loss_cls: 0.4956, decode.d3.loss_mask: 0.6242, decode.d3.loss_dice: 0.9185, decode.d4.loss_cls: 0.4849, decode.d4.loss_mask: 0.6243, decode.d4.loss_dice: 0.9213, decode.d5.loss_cls: 0.4900, decode.d5.loss_mask: 0.6190, decode.d5.loss_dice: 0.9120, decode.d6.loss_cls: 0.4766, decode.d6.loss_mask: 0.6193, decode.d6.loss_dice: 0.9083, decode.d7.loss_cls: 0.4695, decode.d7.loss_mask: 0.6198, decode.d7.loss_dice: 0.9080, decode.d8.loss_cls: 0.4685, decode.d8.loss_mask: 0.6205, decode.d8.loss_dice: 0.9084, loss: 21.5280, grad_norm: 64.9473 2023-12-25 22:44:37,418 - mmseg - INFO - Iter [39400/160000] lr: 7.538e-05, eta: 17:16:16, time: 0.498, data_time: 0.011, memory: 40245, decode.loss_cls: 0.4458, decode.loss_mask: 0.6034, decode.loss_dice: 0.8751, decode.d0.loss_cls: 1.4416, decode.d0.loss_mask: 0.6417, decode.d0.loss_dice: 0.9796, decode.d1.loss_cls: 0.5387, decode.d1.loss_mask: 0.6300, decode.d1.loss_dice: 0.9401, decode.d2.loss_cls: 0.4927, decode.d2.loss_mask: 0.6141, decode.d2.loss_dice: 0.9004, decode.d3.loss_cls: 0.4757, decode.d3.loss_mask: 0.6078, decode.d3.loss_dice: 0.8850, decode.d4.loss_cls: 0.4700, decode.d4.loss_mask: 0.6062, decode.d4.loss_dice: 0.8774, decode.d5.loss_cls: 0.4582, decode.d5.loss_mask: 0.6088, decode.d5.loss_dice: 0.8780, decode.d6.loss_cls: 0.4555, decode.d6.loss_mask: 0.6043, decode.d6.loss_dice: 0.8804, decode.d7.loss_cls: 0.4517, decode.d7.loss_mask: 0.6038, decode.d7.loss_dice: 0.8744, decode.d8.loss_cls: 0.4446, decode.d8.loss_mask: 0.6053, decode.d8.loss_dice: 0.8771, loss: 20.7671, grad_norm: 55.1353 2023-12-25 22:45:02,020 - mmseg - INFO - Iter [39450/160000] lr: 7.534e-05, eta: 17:15:46, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4515, decode.loss_mask: 0.6289, decode.loss_dice: 0.8920, decode.d0.loss_cls: 1.4207, decode.d0.loss_mask: 0.6773, decode.d0.loss_dice: 0.9955, decode.d1.loss_cls: 0.5432, decode.d1.loss_mask: 0.6527, decode.d1.loss_dice: 0.9551, decode.d2.loss_cls: 0.5048, decode.d2.loss_mask: 0.6396, decode.d2.loss_dice: 0.9243, decode.d3.loss_cls: 0.4790, decode.d3.loss_mask: 0.6348, decode.d3.loss_dice: 0.9038, decode.d4.loss_cls: 0.4679, decode.d4.loss_mask: 0.6342, decode.d4.loss_dice: 0.9049, decode.d5.loss_cls: 0.4644, decode.d5.loss_mask: 0.6341, decode.d5.loss_dice: 0.9030, decode.d6.loss_cls: 0.4619, decode.d6.loss_mask: 0.6306, decode.d6.loss_dice: 0.8894, decode.d7.loss_cls: 0.4598, decode.d7.loss_mask: 0.6318, decode.d7.loss_dice: 0.8925, decode.d8.loss_cls: 0.4557, decode.d8.loss_mask: 0.6313, decode.d8.loss_dice: 0.8939, loss: 21.2586, grad_norm: 59.9549 2023-12-25 22:45:26,560 - mmseg - INFO - Iter [39500/160000] lr: 7.531e-05, eta: 17:15:15, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4535, decode.loss_mask: 0.6351, decode.loss_dice: 0.9069, decode.d0.loss_cls: 1.4519, decode.d0.loss_mask: 0.6899, decode.d0.loss_dice: 1.0234, decode.d1.loss_cls: 0.5495, decode.d1.loss_mask: 0.6668, decode.d1.loss_dice: 0.9713, decode.d2.loss_cls: 0.5023, decode.d2.loss_mask: 0.6434, decode.d2.loss_dice: 0.9395, decode.d3.loss_cls: 0.4844, decode.d3.loss_mask: 0.6402, decode.d3.loss_dice: 0.9174, decode.d4.loss_cls: 0.4725, decode.d4.loss_mask: 0.6373, decode.d4.loss_dice: 0.9231, decode.d5.loss_cls: 0.4640, decode.d5.loss_mask: 0.6364, decode.d5.loss_dice: 0.9188, decode.d6.loss_cls: 0.4616, decode.d6.loss_mask: 0.6342, decode.d6.loss_dice: 0.9060, decode.d7.loss_cls: 0.4533, decode.d7.loss_mask: 0.6333, decode.d7.loss_dice: 0.9109, decode.d8.loss_cls: 0.4496, decode.d8.loss_mask: 0.6355, decode.d8.loss_dice: 0.9073, loss: 21.5194, grad_norm: 60.6118 2023-12-25 22:45:50,814 - mmseg - INFO - Iter [39550/160000] lr: 7.528e-05, eta: 17:14:43, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4852, decode.loss_mask: 0.6267, decode.loss_dice: 0.9445, decode.d0.loss_cls: 1.4874, decode.d0.loss_mask: 0.6734, decode.d0.loss_dice: 1.0760, decode.d1.loss_cls: 0.5782, decode.d1.loss_mask: 0.6536, decode.d1.loss_dice: 1.0161, decode.d2.loss_cls: 0.5379, decode.d2.loss_mask: 0.6382, decode.d2.loss_dice: 0.9818, decode.d3.loss_cls: 0.5214, decode.d3.loss_mask: 0.6310, decode.d3.loss_dice: 0.9548, decode.d4.loss_cls: 0.5030, decode.d4.loss_mask: 0.6282, decode.d4.loss_dice: 0.9619, decode.d5.loss_cls: 0.4895, decode.d5.loss_mask: 0.6315, decode.d5.loss_dice: 0.9604, decode.d6.loss_cls: 0.4917, decode.d6.loss_mask: 0.6251, decode.d6.loss_dice: 0.9427, decode.d7.loss_cls: 0.4913, decode.d7.loss_mask: 0.6254, decode.d7.loss_dice: 0.9435, decode.d8.loss_cls: 0.4866, decode.d8.loss_mask: 0.6246, decode.d8.loss_dice: 0.9446, loss: 22.1563, grad_norm: 58.0190 2023-12-25 22:46:15,107 - mmseg - INFO - Iter [39600/160000] lr: 7.525e-05, eta: 17:14:11, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4444, decode.loss_mask: 0.6225, decode.loss_dice: 0.9100, decode.d0.loss_cls: 1.4249, decode.d0.loss_mask: 0.6708, decode.d0.loss_dice: 1.0230, decode.d1.loss_cls: 0.5375, decode.d1.loss_mask: 0.6449, decode.d1.loss_dice: 0.9726, decode.d2.loss_cls: 0.4893, decode.d2.loss_mask: 0.6285, decode.d2.loss_dice: 0.9389, decode.d3.loss_cls: 0.4750, decode.d3.loss_mask: 0.6294, decode.d3.loss_dice: 0.9173, decode.d4.loss_cls: 0.4611, decode.d4.loss_mask: 0.6279, decode.d4.loss_dice: 0.9196, decode.d5.loss_cls: 0.4528, decode.d5.loss_mask: 0.6239, decode.d5.loss_dice: 0.9172, decode.d6.loss_cls: 0.4495, decode.d6.loss_mask: 0.6202, decode.d6.loss_dice: 0.9085, decode.d7.loss_cls: 0.4409, decode.d7.loss_mask: 0.6224, decode.d7.loss_dice: 0.9089, decode.d8.loss_cls: 0.4409, decode.d8.loss_mask: 0.6232, decode.d8.loss_dice: 0.9097, loss: 21.2558, grad_norm: 56.7704 2023-12-25 22:46:39,379 - mmseg - INFO - Iter [39650/160000] lr: 7.522e-05, eta: 17:13:39, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4715, decode.loss_mask: 0.6206, decode.loss_dice: 0.8917, decode.d0.loss_cls: 1.5058, decode.d0.loss_mask: 0.6641, decode.d0.loss_dice: 1.0187, decode.d1.loss_cls: 0.5592, decode.d1.loss_mask: 0.6508, decode.d1.loss_dice: 0.9554, decode.d2.loss_cls: 0.5166, decode.d2.loss_mask: 0.6342, decode.d2.loss_dice: 0.9271, decode.d3.loss_cls: 0.5018, decode.d3.loss_mask: 0.6269, decode.d3.loss_dice: 0.9075, decode.d4.loss_cls: 0.4925, decode.d4.loss_mask: 0.6233, decode.d4.loss_dice: 0.9001, decode.d5.loss_cls: 0.4848, decode.d5.loss_mask: 0.6245, decode.d5.loss_dice: 0.9022, decode.d6.loss_cls: 0.4749, decode.d6.loss_mask: 0.6222, decode.d6.loss_dice: 0.8904, decode.d7.loss_cls: 0.4713, decode.d7.loss_mask: 0.6225, decode.d7.loss_dice: 0.8970, decode.d8.loss_cls: 0.4767, decode.d8.loss_mask: 0.6189, decode.d8.loss_dice: 0.8905, loss: 21.4436, grad_norm: 64.0676 2023-12-25 22:47:03,773 - mmseg - INFO - Iter [39700/160000] lr: 7.519e-05, eta: 17:13:08, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4621, decode.loss_mask: 0.6322, decode.loss_dice: 0.9068, decode.d0.loss_cls: 1.5047, decode.d0.loss_mask: 0.6686, decode.d0.loss_dice: 1.0157, decode.d1.loss_cls: 0.5645, decode.d1.loss_mask: 0.6508, decode.d1.loss_dice: 0.9612, decode.d2.loss_cls: 0.5110, decode.d2.loss_mask: 0.6393, decode.d2.loss_dice: 0.9348, decode.d3.loss_cls: 0.5073, decode.d3.loss_mask: 0.6336, decode.d3.loss_dice: 0.9088, decode.d4.loss_cls: 0.4888, decode.d4.loss_mask: 0.6358, decode.d4.loss_dice: 0.9152, decode.d5.loss_cls: 0.4781, decode.d5.loss_mask: 0.6291, decode.d5.loss_dice: 0.9131, decode.d6.loss_cls: 0.4756, decode.d6.loss_mask: 0.6306, decode.d6.loss_dice: 0.9072, decode.d7.loss_cls: 0.4671, decode.d7.loss_mask: 0.6295, decode.d7.loss_dice: 0.9083, decode.d8.loss_cls: 0.4644, decode.d8.loss_mask: 0.6285, decode.d8.loss_dice: 0.9093, loss: 21.5820, grad_norm: 58.6832 2023-12-25 22:47:27,935 - mmseg - INFO - Iter [39750/160000] lr: 7.516e-05, eta: 17:12:36, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4765, decode.loss_mask: 0.6131, decode.loss_dice: 0.9100, decode.d0.loss_cls: 1.4755, decode.d0.loss_mask: 0.6639, decode.d0.loss_dice: 1.0286, decode.d1.loss_cls: 0.5625, decode.d1.loss_mask: 0.6479, decode.d1.loss_dice: 0.9797, decode.d2.loss_cls: 0.5109, decode.d2.loss_mask: 0.6293, decode.d2.loss_dice: 0.9473, decode.d3.loss_cls: 0.5028, decode.d3.loss_mask: 0.6218, decode.d3.loss_dice: 0.9243, decode.d4.loss_cls: 0.4935, decode.d4.loss_mask: 0.6202, decode.d4.loss_dice: 0.9219, decode.d5.loss_cls: 0.4851, decode.d5.loss_mask: 0.6146, decode.d5.loss_dice: 0.9225, decode.d6.loss_cls: 0.4752, decode.d6.loss_mask: 0.6147, decode.d6.loss_dice: 0.9205, decode.d7.loss_cls: 0.4751, decode.d7.loss_mask: 0.6167, decode.d7.loss_dice: 0.9116, decode.d8.loss_cls: 0.4737, decode.d8.loss_mask: 0.6126, decode.d8.loss_dice: 0.9103, loss: 21.5623, grad_norm: 59.6017 2023-12-25 22:47:52,126 - mmseg - INFO - Iter [39800/160000] lr: 7.513e-05, eta: 17:12:04, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4683, decode.loss_mask: 0.6017, decode.loss_dice: 0.8935, decode.d0.loss_cls: 1.5010, decode.d0.loss_mask: 0.6401, decode.d0.loss_dice: 0.9968, decode.d1.loss_cls: 0.5641, decode.d1.loss_mask: 0.6249, decode.d1.loss_dice: 0.9541, decode.d2.loss_cls: 0.5221, decode.d2.loss_mask: 0.6103, decode.d2.loss_dice: 0.9288, decode.d3.loss_cls: 0.5003, decode.d3.loss_mask: 0.6028, decode.d3.loss_dice: 0.9021, decode.d4.loss_cls: 0.4990, decode.d4.loss_mask: 0.6025, decode.d4.loss_dice: 0.9016, decode.d5.loss_cls: 0.4790, decode.d5.loss_mask: 0.6000, decode.d5.loss_dice: 0.8992, decode.d6.loss_cls: 0.4807, decode.d6.loss_mask: 0.5970, decode.d6.loss_dice: 0.8897, decode.d7.loss_cls: 0.4781, decode.d7.loss_mask: 0.5988, decode.d7.loss_dice: 0.8903, decode.d8.loss_cls: 0.4727, decode.d8.loss_mask: 0.6015, decode.d8.loss_dice: 0.8960, loss: 21.1970, grad_norm: 55.9548 2023-12-25 22:48:16,527 - mmseg - INFO - Iter [39850/160000] lr: 7.509e-05, eta: 17:11:32, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4494, decode.loss_mask: 0.6026, decode.loss_dice: 0.8772, decode.d0.loss_cls: 1.4406, decode.d0.loss_mask: 0.6450, decode.d0.loss_dice: 0.9891, decode.d1.loss_cls: 0.5441, decode.d1.loss_mask: 0.6281, decode.d1.loss_dice: 0.9415, decode.d2.loss_cls: 0.4926, decode.d2.loss_mask: 0.6120, decode.d2.loss_dice: 0.9045, decode.d3.loss_cls: 0.4835, decode.d3.loss_mask: 0.6049, decode.d3.loss_dice: 0.8737, decode.d4.loss_cls: 0.4706, decode.d4.loss_mask: 0.6045, decode.d4.loss_dice: 0.8800, decode.d5.loss_cls: 0.4616, decode.d5.loss_mask: 0.6033, decode.d5.loss_dice: 0.8784, decode.d6.loss_cls: 0.4667, decode.d6.loss_mask: 0.6012, decode.d6.loss_dice: 0.8693, decode.d7.loss_cls: 0.4545, decode.d7.loss_mask: 0.6028, decode.d7.loss_dice: 0.8693, decode.d8.loss_cls: 0.4489, decode.d8.loss_mask: 0.6068, decode.d8.loss_dice: 0.8809, loss: 20.7877, grad_norm: 64.2795 2023-12-25 22:48:40,898 - mmseg - INFO - Iter [39900/160000] lr: 7.506e-05, eta: 17:11:01, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4809, decode.loss_mask: 0.5976, decode.loss_dice: 0.8994, decode.d0.loss_cls: 1.4850, decode.d0.loss_mask: 0.6472, decode.d0.loss_dice: 1.0148, decode.d1.loss_cls: 0.5716, decode.d1.loss_mask: 0.6261, decode.d1.loss_dice: 0.9700, decode.d2.loss_cls: 0.5209, decode.d2.loss_mask: 0.6147, decode.d2.loss_dice: 0.9332, decode.d3.loss_cls: 0.5132, decode.d3.loss_mask: 0.6041, decode.d3.loss_dice: 0.9127, decode.d4.loss_cls: 0.5001, decode.d4.loss_mask: 0.6068, decode.d4.loss_dice: 0.9113, decode.d5.loss_cls: 0.4925, decode.d5.loss_mask: 0.6018, decode.d5.loss_dice: 0.9108, decode.d6.loss_cls: 0.4912, decode.d6.loss_mask: 0.5970, decode.d6.loss_dice: 0.9035, decode.d7.loss_cls: 0.4843, decode.d7.loss_mask: 0.5996, decode.d7.loss_dice: 0.8971, decode.d8.loss_cls: 0.4847, decode.d8.loss_mask: 0.5968, decode.d8.loss_dice: 0.9011, loss: 21.3699, grad_norm: 58.4157 2023-12-25 22:49:05,347 - mmseg - INFO - Iter [39950/160000] lr: 7.503e-05, eta: 17:10:30, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4801, decode.loss_mask: 0.6174, decode.loss_dice: 0.9196, decode.d0.loss_cls: 1.4437, decode.d0.loss_mask: 0.6690, decode.d0.loss_dice: 1.0301, decode.d1.loss_cls: 0.5589, decode.d1.loss_mask: 0.6480, decode.d1.loss_dice: 0.9892, decode.d2.loss_cls: 0.5197, decode.d2.loss_mask: 0.6306, decode.d2.loss_dice: 0.9515, decode.d3.loss_cls: 0.5035, decode.d3.loss_mask: 0.6222, decode.d3.loss_dice: 0.9320, decode.d4.loss_cls: 0.4918, decode.d4.loss_mask: 0.6183, decode.d4.loss_dice: 0.9348, decode.d5.loss_cls: 0.4860, decode.d5.loss_mask: 0.6197, decode.d5.loss_dice: 0.9298, decode.d6.loss_cls: 0.4862, decode.d6.loss_mask: 0.6153, decode.d6.loss_dice: 0.9169, decode.d7.loss_cls: 0.4824, decode.d7.loss_mask: 0.6164, decode.d7.loss_dice: 0.9226, decode.d8.loss_cls: 0.4824, decode.d8.loss_mask: 0.6187, decode.d8.loss_dice: 0.9196, loss: 21.6563, grad_norm: 63.8733 2023-12-25 22:49:30,037 - mmseg - INFO - Saving checkpoint at 40000 iterations 2023-12-25 22:49:32,485 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 22:49:32,485 - mmseg - INFO - Iter [40000/160000] lr: 7.500e-05, eta: 17:10:10, time: 0.543, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4652, decode.loss_mask: 0.6130, decode.loss_dice: 0.8911, decode.d0.loss_cls: 1.4765, decode.d0.loss_mask: 0.6591, decode.d0.loss_dice: 0.9957, decode.d1.loss_cls: 0.5562, decode.d1.loss_mask: 0.6370, decode.d1.loss_dice: 0.9646, decode.d2.loss_cls: 0.5118, decode.d2.loss_mask: 0.6213, decode.d2.loss_dice: 0.9252, decode.d3.loss_cls: 0.4923, decode.d3.loss_mask: 0.6155, decode.d3.loss_dice: 0.9057, decode.d4.loss_cls: 0.4771, decode.d4.loss_mask: 0.6162, decode.d4.loss_dice: 0.9051, decode.d5.loss_cls: 0.4713, decode.d5.loss_mask: 0.6146, decode.d5.loss_dice: 0.9029, decode.d6.loss_cls: 0.4654, decode.d6.loss_mask: 0.6160, decode.d6.loss_dice: 0.8924, decode.d7.loss_cls: 0.4702, decode.d7.loss_mask: 0.6125, decode.d7.loss_dice: 0.8880, decode.d8.loss_cls: 0.4672, decode.d8.loss_mask: 0.6151, decode.d8.loss_dice: 0.8915, loss: 21.2357, grad_norm: 63.6041 2023-12-25 22:49:54,322 - mmseg - INFO - per class results: 2023-12-25 22:49:54,327 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 78.88 | 87.15 | | building | 83.8 | 92.17 | | sky | 94.84 | 97.29 | | floor | 81.95 | 88.77 | | tree | 74.75 | 86.82 | | ceiling | 84.75 | 92.24 | | road | 83.9 | 87.87 | | bed | 91.04 | 95.32 | | windowpane | 63.78 | 82.2 | | grass | 64.34 | 74.78 | | cabinet | 60.65 | 74.33 | | sidewalk | 65.74 | 83.94 | | person | 84.54 | 91.9 | | earth | 36.02 | 54.42 | | door | 55.42 | 75.31 | | table | 64.96 | 77.92 | | mountain | 58.15 | 72.82 | | plant | 54.74 | 67.51 | | curtain | 75.32 | 85.21 | | chair | 60.14 | 72.3 | | car | 84.81 | 92.58 | | water | 48.98 | 61.55 | | painting | 70.52 | 85.44 | | sofa | 71.84 | 83.63 | | shelf | 36.62 | 49.59 | | house | 51.07 | 60.11 | | sea | 54.47 | 87.51 | | mirror | 71.03 | 80.46 | | rug | 64.45 | 75.92 | | field | 28.84 | 54.07 | | armchair | 45.13 | 71.17 | | seat | 58.39 | 84.78 | | fence | 46.46 | 68.84 | | desk | 50.12 | 67.86 | | rock | 46.16 | 76.0 | | wardrobe | 46.62 | 78.91 | | lamp | 67.54 | 79.71 | | bathtub | 90.35 | 93.03 | | railing | 34.49 | 53.66 | | cushion | 54.25 | 62.1 | | base | 29.76 | 76.18 | | box | 29.69 | 45.11 | | column | 54.27 | 66.2 | | signboard | 41.75 | 58.1 | | chest of drawers | 43.79 | 70.11 | | counter | 29.42 | 33.8 | | sand | 30.65 | 48.53 | | sink | 73.78 | 82.86 | | skyscraper | 45.98 | 57.98 | | fireplace | 75.74 | 88.36 | | refrigerator | 84.87 | 93.72 | | grandstand | 59.43 | 72.45 | | path | 24.54 | 36.64 | | stairs | 38.75 | 53.46 | | runway | 71.91 | 97.97 | | case | 63.53 | 81.11 | | pool table | 94.54 | 97.24 | | pillow | 51.76 | 77.03 | | screen door | 70.67 | 92.46 | | stairway | 24.67 | 43.5 | | river | 20.14 | 25.06 | | bridge | 61.74 | 76.99 | | bookcase | 29.0 | 45.26 | | blind | 48.88 | 51.88 | | coffee table | 67.3 | 84.72 | | toilet | 87.14 | 92.5 | | flower | 38.08 | 56.07 | | book | 51.31 | 65.14 | | hill | 8.42 | 13.09 | | bench | 47.87 | 60.79 | | countertop | 63.92 | 71.52 | | stove | 79.07 | 90.23 | | palm | 47.8 | 65.65 | | kitchen island | 44.39 | 72.87 | | computer | 61.61 | 67.58 | | swivel chair | 43.07 | 68.05 | | boat | 73.02 | 89.79 | | bar | 45.52 | 51.26 | | arcade machine | 74.17 | 81.63 | | hovel | 33.62 | 41.35 | | bus | 92.81 | 95.88 | | towel | 70.95 | 83.34 | | light | 58.75 | 83.86 | | truck | 39.49 | 61.86 | | tower | 31.96 | 63.02 | | chandelier | 64.47 | 79.15 | | awning | 34.63 | 51.03 | | streetlight | 37.17 | 52.43 | | booth | 36.57 | 38.05 | | television receiver | 71.85 | 89.13 | | airplane | 62.84 | 67.54 | | dirt track | 8.29 | 10.12 | | apparel | 33.24 | 73.0 | | pole | 29.16 | 41.88 | | land | 0.54 | 0.57 | | bannister | 20.68 | 32.53 | | escalator | 29.81 | 35.53 | | ottoman | 50.1 | 66.68 | | bottle | 25.96 | 32.38 | | buffet | 36.75 | 42.72 | | poster | 28.02 | 56.19 | | stage | 13.53 | 34.5 | | van | 30.52 | 40.45 | | ship | 7.71 | 8.42 | | fountain | 21.1 | 26.25 | | conveyer belt | 44.59 | 65.68 | | canopy | 17.53 | 24.91 | | washer | 74.27 | 76.78 | | plaything | 34.62 | 63.28 | | swimming pool | 67.23 | 76.27 | | stool | 44.83 | 71.63 | | barrel | 28.28 | 74.74 | | basket | 31.66 | 41.47 | | waterfall | 64.43 | 91.03 | | tent | 83.3 | 98.3 | | bag | 17.04 | 25.0 | | minibike | 72.1 | 88.87 | | cradle | 82.85 | 97.53 | | oven | 21.31 | 54.4 | | ball | 21.27 | 25.37 | | food | 64.81 | 78.54 | | step | 13.5 | 21.54 | | tank | 42.02 | 55.65 | | trade name | 33.05 | 46.02 | | microwave | 43.98 | 48.97 | | pot | 52.89 | 64.37 | | animal | 63.24 | 65.45 | | bicycle | 60.75 | 84.04 | | lake | 0.0 | 0.0 | | dishwasher | 76.39 | 83.59 | | screen | 64.3 | 87.1 | | blanket | 38.42 | 49.7 | | sculpture | 64.17 | 86.09 | | hood | 76.34 | 89.4 | | sconce | 54.18 | 66.5 | | vase | 52.83 | 67.05 | | traffic light | 37.5 | 68.89 | | tray | 16.74 | 26.93 | | ashcan | 44.35 | 68.82 | | fan | 67.7 | 83.22 | | pier | 14.01 | 18.49 | | crt screen | 5.98 | 6.58 | | plate | 62.97 | 75.97 | | monitor | 42.43 | 86.22 | | bulletin board | 54.14 | 75.56 | | shower | 14.38 | 16.64 | | radiator | 69.02 | 83.2 | | glass | 22.38 | 24.94 | | clock | 44.41 | 64.47 | | flag | 50.12 | 56.21 | +---------------------+-------+-------+ 2023-12-25 22:49:54,327 - mmseg - INFO - Summary: 2023-12-25 22:49:54,327 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.46 | 50.63 | 64.96 | +-------+-------+-------+ 2023-12-25 22:49:54,370 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/FlashInternImage/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_35000.pth was removed 2023-12-25 22:49:56,440 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_40000.pth. 2023-12-25 22:49:56,440 - mmseg - INFO - Best mIoU is 0.5063 at 40000 iter. 2023-12-25 22:49:56,440 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 22:49:56,440 - mmseg - INFO - Iter(val) [250] aAcc: 0.8346, mIoU: 0.5063, mAcc: 0.6496, IoU.wall: 0.7888, IoU.building: 0.8380, IoU.sky: 0.9484, IoU.floor: 0.8195, IoU.tree: 0.7475, IoU.ceiling: 0.8475, IoU.road: 0.8390, IoU.bed : 0.9104, IoU.windowpane: 0.6378, IoU.grass: 0.6434, IoU.cabinet: 0.6065, IoU.sidewalk: 0.6574, IoU.person: 0.8454, IoU.earth: 0.3602, IoU.door: 0.5542, IoU.table: 0.6496, IoU.mountain: 0.5815, IoU.plant: 0.5474, IoU.curtain: 0.7532, IoU.chair: 0.6014, IoU.car: 0.8481, IoU.water: 0.4898, IoU.painting: 0.7052, IoU.sofa: 0.7184, IoU.shelf: 0.3662, IoU.house: 0.5107, IoU.sea: 0.5447, IoU.mirror: 0.7103, IoU.rug: 0.6445, IoU.field: 0.2884, IoU.armchair: 0.4513, IoU.seat: 0.5839, IoU.fence: 0.4646, IoU.desk: 0.5012, IoU.rock: 0.4616, IoU.wardrobe: 0.4662, IoU.lamp: 0.6754, IoU.bathtub: 0.9035, IoU.railing: 0.3449, IoU.cushion: 0.5425, IoU.base: 0.2976, IoU.box: 0.2969, IoU.column: 0.5427, IoU.signboard: 0.4175, IoU.chest of drawers: 0.4379, IoU.counter: 0.2942, IoU.sand: 0.3065, IoU.sink: 0.7378, IoU.skyscraper: 0.4598, IoU.fireplace: 0.7574, IoU.refrigerator: 0.8487, IoU.grandstand: 0.5943, IoU.path: 0.2454, IoU.stairs: 0.3875, IoU.runway: 0.7191, IoU.case: 0.6353, IoU.pool table: 0.9454, IoU.pillow: 0.5176, IoU.screen door: 0.7067, IoU.stairway: 0.2467, IoU.river: 0.2014, IoU.bridge: 0.6174, IoU.bookcase: 0.2900, IoU.blind: 0.4888, IoU.coffee table: 0.6730, IoU.toilet: 0.8714, IoU.flower: 0.3808, IoU.book: 0.5131, IoU.hill: 0.0842, IoU.bench: 0.4787, IoU.countertop: 0.6392, IoU.stove: 0.7907, IoU.palm: 0.4780, IoU.kitchen island: 0.4439, IoU.computer: 0.6161, IoU.swivel chair: 0.4307, IoU.boat: 0.7302, IoU.bar: 0.4552, IoU.arcade machine: 0.7417, IoU.hovel: 0.3362, IoU.bus: 0.9281, IoU.towel: 0.7095, IoU.light: 0.5875, IoU.truck: 0.3949, IoU.tower: 0.3196, IoU.chandelier: 0.6447, IoU.awning: 0.3463, IoU.streetlight: 0.3717, IoU.booth: 0.3657, IoU.television receiver: 0.7185, IoU.airplane: 0.6284, IoU.dirt track: 0.0829, IoU.apparel: 0.3324, IoU.pole: 0.2916, IoU.land: 0.0054, IoU.bannister: 0.2068, IoU.escalator: 0.2981, IoU.ottoman: 0.5010, IoU.bottle: 0.2596, IoU.buffet: 0.3675, IoU.poster: 0.2802, IoU.stage: 0.1353, IoU.van: 0.3052, IoU.ship: 0.0771, IoU.fountain: 0.2110, IoU.conveyer belt: 0.4459, IoU.canopy: 0.1753, IoU.washer: 0.7427, IoU.plaything: 0.3462, IoU.swimming pool: 0.6723, IoU.stool: 0.4483, IoU.barrel: 0.2828, IoU.basket: 0.3166, IoU.waterfall: 0.6443, IoU.tent: 0.8330, IoU.bag: 0.1704, IoU.minibike: 0.7210, IoU.cradle: 0.8285, IoU.oven: 0.2131, IoU.ball: 0.2127, IoU.food: 0.6481, IoU.step: 0.1350, IoU.tank: 0.4202, IoU.trade name: 0.3305, IoU.microwave: 0.4398, IoU.pot: 0.5289, IoU.animal: 0.6324, IoU.bicycle: 0.6075, IoU.lake: 0.0000, IoU.dishwasher: 0.7639, IoU.screen: 0.6430, IoU.blanket: 0.3842, IoU.sculpture: 0.6417, IoU.hood: 0.7634, IoU.sconce: 0.5418, IoU.vase: 0.5283, IoU.traffic light: 0.3750, IoU.tray: 0.1674, IoU.ashcan: 0.4435, IoU.fan: 0.6770, IoU.pier: 0.1401, IoU.crt screen: 0.0598, IoU.plate: 0.6297, IoU.monitor: 0.4243, IoU.bulletin board: 0.5414, IoU.shower: 0.1438, IoU.radiator: 0.6902, IoU.glass: 0.2238, IoU.clock: 0.4441, IoU.flag: 0.5012, Acc.wall: 0.8715, Acc.building: 0.9217, Acc.sky: 0.9729, Acc.floor: 0.8877, Acc.tree: 0.8682, Acc.ceiling: 0.9224, Acc.road: 0.8787, Acc.bed : 0.9532, Acc.windowpane: 0.8220, Acc.grass: 0.7478, Acc.cabinet: 0.7433, Acc.sidewalk: 0.8394, Acc.person: 0.9190, Acc.earth: 0.5442, Acc.door: 0.7531, Acc.table: 0.7792, Acc.mountain: 0.7282, Acc.plant: 0.6751, Acc.curtain: 0.8521, Acc.chair: 0.7230, Acc.car: 0.9258, Acc.water: 0.6155, Acc.painting: 0.8544, Acc.sofa: 0.8363, Acc.shelf: 0.4959, Acc.house: 0.6011, Acc.sea: 0.8751, Acc.mirror: 0.8046, Acc.rug: 0.7592, Acc.field: 0.5407, Acc.armchair: 0.7117, Acc.seat: 0.8478, Acc.fence: 0.6884, Acc.desk: 0.6786, Acc.rock: 0.7600, Acc.wardrobe: 0.7891, Acc.lamp: 0.7971, Acc.bathtub: 0.9303, Acc.railing: 0.5366, Acc.cushion: 0.6210, Acc.base: 0.7618, Acc.box: 0.4511, Acc.column: 0.6620, Acc.signboard: 0.5810, Acc.chest of drawers: 0.7011, Acc.counter: 0.3380, Acc.sand: 0.4853, Acc.sink: 0.8286, Acc.skyscraper: 0.5798, Acc.fireplace: 0.8836, Acc.refrigerator: 0.9372, Acc.grandstand: 0.7245, Acc.path: 0.3664, Acc.stairs: 0.5346, Acc.runway: 0.9797, Acc.case: 0.8111, Acc.pool table: 0.9724, Acc.pillow: 0.7703, Acc.screen door: 0.9246, Acc.stairway: 0.4350, Acc.river: 0.2506, Acc.bridge: 0.7699, Acc.bookcase: 0.4526, Acc.blind: 0.5188, Acc.coffee table: 0.8472, Acc.toilet: 0.9250, Acc.flower: 0.5607, Acc.book: 0.6514, Acc.hill: 0.1309, Acc.bench: 0.6079, Acc.countertop: 0.7152, Acc.stove: 0.9023, Acc.palm: 0.6565, Acc.kitchen island: 0.7287, Acc.computer: 0.6758, Acc.swivel chair: 0.6805, Acc.boat: 0.8979, Acc.bar: 0.5126, Acc.arcade machine: 0.8163, Acc.hovel: 0.4135, Acc.bus: 0.9588, Acc.towel: 0.8334, Acc.light: 0.8386, Acc.truck: 0.6186, Acc.tower: 0.6302, Acc.chandelier: 0.7915, Acc.awning: 0.5103, Acc.streetlight: 0.5243, Acc.booth: 0.3805, Acc.television receiver: 0.8913, Acc.airplane: 0.6754, Acc.dirt track: 0.1012, Acc.apparel: 0.7300, Acc.pole: 0.4188, Acc.land: 0.0057, Acc.bannister: 0.3253, Acc.escalator: 0.3553, Acc.ottoman: 0.6668, Acc.bottle: 0.3238, Acc.buffet: 0.4272, Acc.poster: 0.5619, Acc.stage: 0.3450, Acc.van: 0.4045, Acc.ship: 0.0842, Acc.fountain: 0.2625, Acc.conveyer belt: 0.6568, Acc.canopy: 0.2491, Acc.washer: 0.7678, Acc.plaything: 0.6328, Acc.swimming pool: 0.7627, Acc.stool: 0.7163, Acc.barrel: 0.7474, Acc.basket: 0.4147, Acc.waterfall: 0.9103, Acc.tent: 0.9830, Acc.bag: 0.2500, Acc.minibike: 0.8887, Acc.cradle: 0.9753, Acc.oven: 0.5440, Acc.ball: 0.2537, Acc.food: 0.7854, Acc.step: 0.2154, Acc.tank: 0.5565, Acc.trade name: 0.4602, Acc.microwave: 0.4897, Acc.pot: 0.6437, Acc.animal: 0.6545, Acc.bicycle: 0.8404, Acc.lake: 0.0000, Acc.dishwasher: 0.8359, Acc.screen: 0.8710, Acc.blanket: 0.4970, Acc.sculpture: 0.8609, Acc.hood: 0.8940, Acc.sconce: 0.6650, Acc.vase: 0.6705, Acc.traffic light: 0.6889, Acc.tray: 0.2693, Acc.ashcan: 0.6882, Acc.fan: 0.8322, Acc.pier: 0.1849, Acc.crt screen: 0.0658, Acc.plate: 0.7597, Acc.monitor: 0.8622, Acc.bulletin board: 0.7556, Acc.shower: 0.1664, Acc.radiator: 0.8320, Acc.glass: 0.2494, Acc.clock: 0.6447, Acc.flag: 0.5621 2023-12-25 22:50:20,799 - mmseg - INFO - Iter [40050/160000] lr: 7.497e-05, eta: 17:11:14, time: 0.966, data_time: 0.491, memory: 40245, decode.loss_cls: 0.4635, decode.loss_mask: 0.6238, decode.loss_dice: 0.9106, decode.d0.loss_cls: 1.4300, decode.d0.loss_mask: 0.6787, decode.d0.loss_dice: 1.0148, decode.d1.loss_cls: 0.5481, decode.d1.loss_mask: 0.6505, decode.d1.loss_dice: 0.9748, decode.d2.loss_cls: 0.4991, decode.d2.loss_mask: 0.6419, decode.d2.loss_dice: 0.9397, decode.d3.loss_cls: 0.4876, decode.d3.loss_mask: 0.6320, decode.d3.loss_dice: 0.9191, decode.d4.loss_cls: 0.4865, decode.d4.loss_mask: 0.6277, decode.d4.loss_dice: 0.9118, decode.d5.loss_cls: 0.4692, decode.d5.loss_mask: 0.6298, decode.d5.loss_dice: 0.9175, decode.d6.loss_cls: 0.4714, decode.d6.loss_mask: 0.6247, decode.d6.loss_dice: 0.9073, decode.d7.loss_cls: 0.4611, decode.d7.loss_mask: 0.6249, decode.d7.loss_dice: 0.9073, decode.d8.loss_cls: 0.4625, decode.d8.loss_mask: 0.6245, decode.d8.loss_dice: 0.9150, loss: 21.4554, grad_norm: 62.6915 2023-12-25 22:50:45,213 - mmseg - INFO - Iter [40100/160000] lr: 7.494e-05, eta: 17:10:43, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4760, decode.loss_mask: 0.5957, decode.loss_dice: 0.8858, decode.d0.loss_cls: 1.4778, decode.d0.loss_mask: 0.6379, decode.d0.loss_dice: 1.0072, decode.d1.loss_cls: 0.5710, decode.d1.loss_mask: 0.6189, decode.d1.loss_dice: 0.9534, decode.d2.loss_cls: 0.5223, decode.d2.loss_mask: 0.6081, decode.d2.loss_dice: 0.9137, decode.d3.loss_cls: 0.5043, decode.d3.loss_mask: 0.6032, decode.d3.loss_dice: 0.9003, decode.d4.loss_cls: 0.4981, decode.d4.loss_mask: 0.5986, decode.d4.loss_dice: 0.8997, decode.d5.loss_cls: 0.4904, decode.d5.loss_mask: 0.6038, decode.d5.loss_dice: 0.9028, decode.d6.loss_cls: 0.4796, decode.d6.loss_mask: 0.5975, decode.d6.loss_dice: 0.8931, decode.d7.loss_cls: 0.4799, decode.d7.loss_mask: 0.5988, decode.d7.loss_dice: 0.8915, decode.d8.loss_cls: 0.4830, decode.d8.loss_mask: 0.5973, decode.d8.loss_dice: 0.8935, loss: 21.1831, grad_norm: 55.2448 2023-12-25 22:51:09,523 - mmseg - INFO - Iter [40150/160000] lr: 7.491e-05, eta: 17:10:11, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4684, decode.loss_mask: 0.6355, decode.loss_dice: 0.9092, decode.d0.loss_cls: 1.4642, decode.d0.loss_mask: 0.6805, decode.d0.loss_dice: 1.0240, decode.d1.loss_cls: 0.5545, decode.d1.loss_mask: 0.6594, decode.d1.loss_dice: 0.9684, decode.d2.loss_cls: 0.5206, decode.d2.loss_mask: 0.6456, decode.d2.loss_dice: 0.9340, decode.d3.loss_cls: 0.4948, decode.d3.loss_mask: 0.6361, decode.d3.loss_dice: 0.9191, decode.d4.loss_cls: 0.4853, decode.d4.loss_mask: 0.6369, decode.d4.loss_dice: 0.9155, decode.d5.loss_cls: 0.4718, decode.d5.loss_mask: 0.6366, decode.d5.loss_dice: 0.9125, decode.d6.loss_cls: 0.4788, decode.d6.loss_mask: 0.6327, decode.d6.loss_dice: 0.9071, decode.d7.loss_cls: 0.4702, decode.d7.loss_mask: 0.6333, decode.d7.loss_dice: 0.9063, decode.d8.loss_cls: 0.4671, decode.d8.loss_mask: 0.6327, decode.d8.loss_dice: 0.9112, loss: 21.6125, grad_norm: 62.8520 2023-12-25 22:51:33,835 - mmseg - INFO - Iter [40200/160000] lr: 7.488e-05, eta: 17:09:40, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4594, decode.loss_mask: 0.6059, decode.loss_dice: 0.8911, decode.d0.loss_cls: 1.4585, decode.d0.loss_mask: 0.6521, decode.d0.loss_dice: 1.0158, decode.d1.loss_cls: 0.5537, decode.d1.loss_mask: 0.6363, decode.d1.loss_dice: 0.9593, decode.d2.loss_cls: 0.4990, decode.d2.loss_mask: 0.6189, decode.d2.loss_dice: 0.9223, decode.d3.loss_cls: 0.4848, decode.d3.loss_mask: 0.6132, decode.d3.loss_dice: 0.9032, decode.d4.loss_cls: 0.4764, decode.d4.loss_mask: 0.6106, decode.d4.loss_dice: 0.9042, decode.d5.loss_cls: 0.4703, decode.d5.loss_mask: 0.6040, decode.d5.loss_dice: 0.8993, decode.d6.loss_cls: 0.4673, decode.d6.loss_mask: 0.6040, decode.d6.loss_dice: 0.8921, decode.d7.loss_cls: 0.4651, decode.d7.loss_mask: 0.6067, decode.d7.loss_dice: 0.8951, decode.d8.loss_cls: 0.4566, decode.d8.loss_mask: 0.6074, decode.d8.loss_dice: 0.8957, loss: 21.1281, grad_norm: 66.3312 2023-12-25 22:51:58,205 - mmseg - INFO - Iter [40250/160000] lr: 7.484e-05, eta: 17:09:08, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4423, decode.loss_mask: 0.5859, decode.loss_dice: 0.8693, decode.d0.loss_cls: 1.4536, decode.d0.loss_mask: 0.6322, decode.d0.loss_dice: 0.9866, decode.d1.loss_cls: 0.5344, decode.d1.loss_mask: 0.6127, decode.d1.loss_dice: 0.9375, decode.d2.loss_cls: 0.4773, decode.d2.loss_mask: 0.6001, decode.d2.loss_dice: 0.9022, decode.d3.loss_cls: 0.4670, decode.d3.loss_mask: 0.5920, decode.d3.loss_dice: 0.8803, decode.d4.loss_cls: 0.4509, decode.d4.loss_mask: 0.5931, decode.d4.loss_dice: 0.8821, decode.d5.loss_cls: 0.4441, decode.d5.loss_mask: 0.5885, decode.d5.loss_dice: 0.8792, decode.d6.loss_cls: 0.4401, decode.d6.loss_mask: 0.5823, decode.d6.loss_dice: 0.8739, decode.d7.loss_cls: 0.4429, decode.d7.loss_mask: 0.5858, decode.d7.loss_dice: 0.8648, decode.d8.loss_cls: 0.4429, decode.d8.loss_mask: 0.5842, decode.d8.loss_dice: 0.8696, loss: 20.4979, grad_norm: 63.4968 2023-12-25 22:52:23,370 - mmseg - INFO - Iter [40300/160000] lr: 7.481e-05, eta: 17:08:40, time: 0.503, data_time: 0.011, memory: 40245, decode.loss_cls: 0.4532, decode.loss_mask: 0.6222, decode.loss_dice: 0.9214, decode.d0.loss_cls: 1.4430, decode.d0.loss_mask: 0.6600, decode.d0.loss_dice: 1.0272, decode.d1.loss_cls: 0.5491, decode.d1.loss_mask: 0.6429, decode.d1.loss_dice: 0.9900, decode.d2.loss_cls: 0.5069, decode.d2.loss_mask: 0.6282, decode.d2.loss_dice: 0.9510, decode.d3.loss_cls: 0.4818, decode.d3.loss_mask: 0.6250, decode.d3.loss_dice: 0.9334, decode.d4.loss_cls: 0.4786, decode.d4.loss_mask: 0.6242, decode.d4.loss_dice: 0.9358, decode.d5.loss_cls: 0.4684, decode.d5.loss_mask: 0.6215, decode.d5.loss_dice: 0.9277, decode.d6.loss_cls: 0.4630, decode.d6.loss_mask: 0.6211, decode.d6.loss_dice: 0.9207, decode.d7.loss_cls: 0.4594, decode.d7.loss_mask: 0.6207, decode.d7.loss_dice: 0.9219, decode.d8.loss_cls: 0.4556, decode.d8.loss_mask: 0.6222, decode.d8.loss_dice: 0.9210, loss: 21.4971, grad_norm: 55.5815 2023-12-25 22:52:50,227 - mmseg - INFO - Iter [40350/160000] lr: 7.478e-05, eta: 17:08:18, time: 0.537, data_time: 0.059, memory: 40245, decode.loss_cls: 0.4493, decode.loss_mask: 0.6220, decode.loss_dice: 0.8713, decode.d0.loss_cls: 1.4268, decode.d0.loss_mask: 0.6675, decode.d0.loss_dice: 0.9869, decode.d1.loss_cls: 0.5378, decode.d1.loss_mask: 0.6489, decode.d1.loss_dice: 0.9344, decode.d2.loss_cls: 0.4965, decode.d2.loss_mask: 0.6350, decode.d2.loss_dice: 0.8977, decode.d3.loss_cls: 0.4770, decode.d3.loss_mask: 0.6289, decode.d3.loss_dice: 0.8805, decode.d4.loss_cls: 0.4674, decode.d4.loss_mask: 0.6304, decode.d4.loss_dice: 0.8808, decode.d5.loss_cls: 0.4510, decode.d5.loss_mask: 0.6284, decode.d5.loss_dice: 0.8805, decode.d6.loss_cls: 0.4599, decode.d6.loss_mask: 0.6226, decode.d6.loss_dice: 0.8676, decode.d7.loss_cls: 0.4421, decode.d7.loss_mask: 0.6225, decode.d7.loss_dice: 0.8748, decode.d8.loss_cls: 0.4468, decode.d8.loss_mask: 0.6211, decode.d8.loss_dice: 0.8711, loss: 20.9281, grad_norm: 57.4644 2023-12-25 22:53:14,784 - mmseg - INFO - Iter [40400/160000] lr: 7.475e-05, eta: 17:07:48, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4461, decode.loss_mask: 0.6105, decode.loss_dice: 0.8727, decode.d0.loss_cls: 1.4507, decode.d0.loss_mask: 0.6636, decode.d0.loss_dice: 0.9791, decode.d1.loss_cls: 0.5397, decode.d1.loss_mask: 0.6376, decode.d1.loss_dice: 0.9340, decode.d2.loss_cls: 0.4898, decode.d2.loss_mask: 0.6215, decode.d2.loss_dice: 0.8999, decode.d3.loss_cls: 0.4754, decode.d3.loss_mask: 0.6173, decode.d3.loss_dice: 0.8857, decode.d4.loss_cls: 0.4681, decode.d4.loss_mask: 0.6167, decode.d4.loss_dice: 0.8853, decode.d5.loss_cls: 0.4664, decode.d5.loss_mask: 0.6134, decode.d5.loss_dice: 0.8791, decode.d6.loss_cls: 0.4579, decode.d6.loss_mask: 0.6107, decode.d6.loss_dice: 0.8721, decode.d7.loss_cls: 0.4511, decode.d7.loss_mask: 0.6126, decode.d7.loss_dice: 0.8791, decode.d8.loss_cls: 0.4525, decode.d8.loss_mask: 0.6146, decode.d8.loss_dice: 0.8730, loss: 20.8763, grad_norm: 63.6106 2023-12-25 22:53:39,319 - mmseg - INFO - Iter [40450/160000] lr: 7.472e-05, eta: 17:07:17, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4499, decode.loss_mask: 0.6151, decode.loss_dice: 0.9020, decode.d0.loss_cls: 1.4457, decode.d0.loss_mask: 0.6571, decode.d0.loss_dice: 1.0000, decode.d1.loss_cls: 0.5536, decode.d1.loss_mask: 0.6366, decode.d1.loss_dice: 0.9593, decode.d2.loss_cls: 0.5018, decode.d2.loss_mask: 0.6256, decode.d2.loss_dice: 0.9183, decode.d3.loss_cls: 0.4788, decode.d3.loss_mask: 0.6184, decode.d3.loss_dice: 0.9146, decode.d4.loss_cls: 0.4710, decode.d4.loss_mask: 0.6200, decode.d4.loss_dice: 0.9154, decode.d5.loss_cls: 0.4599, decode.d5.loss_mask: 0.6207, decode.d5.loss_dice: 0.9130, decode.d6.loss_cls: 0.4525, decode.d6.loss_mask: 0.6198, decode.d6.loss_dice: 0.9039, decode.d7.loss_cls: 0.4539, decode.d7.loss_mask: 0.6165, decode.d7.loss_dice: 0.8998, decode.d8.loss_cls: 0.4502, decode.d8.loss_mask: 0.6137, decode.d8.loss_dice: 0.9015, loss: 21.1886, grad_norm: 60.7810 2023-12-25 22:54:03,978 - mmseg - INFO - Iter [40500/160000] lr: 7.469e-05, eta: 17:06:47, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4560, decode.loss_mask: 0.5939, decode.loss_dice: 0.8989, decode.d0.loss_cls: 1.4576, decode.d0.loss_mask: 0.6341, decode.d0.loss_dice: 1.0127, decode.d1.loss_cls: 0.5413, decode.d1.loss_mask: 0.6176, decode.d1.loss_dice: 0.9622, decode.d2.loss_cls: 0.4922, decode.d2.loss_mask: 0.6061, decode.d2.loss_dice: 0.9317, decode.d3.loss_cls: 0.4772, decode.d3.loss_mask: 0.6035, decode.d3.loss_dice: 0.9144, decode.d4.loss_cls: 0.4702, decode.d4.loss_mask: 0.5999, decode.d4.loss_dice: 0.9177, decode.d5.loss_cls: 0.4605, decode.d5.loss_mask: 0.5975, decode.d5.loss_dice: 0.9093, decode.d6.loss_cls: 0.4581, decode.d6.loss_mask: 0.5952, decode.d6.loss_dice: 0.8985, decode.d7.loss_cls: 0.4569, decode.d7.loss_mask: 0.5948, decode.d7.loss_dice: 0.9050, decode.d8.loss_cls: 0.4538, decode.d8.loss_mask: 0.5965, decode.d8.loss_dice: 0.9028, loss: 21.0160, grad_norm: 59.8175 2023-12-25 22:54:28,323 - mmseg - INFO - Iter [40550/160000] lr: 7.466e-05, eta: 17:06:16, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4561, decode.loss_mask: 0.6036, decode.loss_dice: 0.9025, decode.d0.loss_cls: 1.4769, decode.d0.loss_mask: 0.6388, decode.d0.loss_dice: 0.9962, decode.d1.loss_cls: 0.5619, decode.d1.loss_mask: 0.6238, decode.d1.loss_dice: 0.9563, decode.d2.loss_cls: 0.5082, decode.d2.loss_mask: 0.6144, decode.d2.loss_dice: 0.9248, decode.d3.loss_cls: 0.4768, decode.d3.loss_mask: 0.6118, decode.d3.loss_dice: 0.9030, decode.d4.loss_cls: 0.4671, decode.d4.loss_mask: 0.6104, decode.d4.loss_dice: 0.9093, decode.d5.loss_cls: 0.4599, decode.d5.loss_mask: 0.6100, decode.d5.loss_dice: 0.9062, decode.d6.loss_cls: 0.4563, decode.d6.loss_mask: 0.6047, decode.d6.loss_dice: 0.9013, decode.d7.loss_cls: 0.4572, decode.d7.loss_mask: 0.6043, decode.d7.loss_dice: 0.9020, decode.d8.loss_cls: 0.4533, decode.d8.loss_mask: 0.6055, decode.d8.loss_dice: 0.8993, loss: 21.1019, grad_norm: 62.1618 2023-12-25 22:54:52,676 - mmseg - INFO - Iter [40600/160000] lr: 7.463e-05, eta: 17:05:44, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4667, decode.loss_mask: 0.6135, decode.loss_dice: 0.8896, decode.d0.loss_cls: 1.4920, decode.d0.loss_mask: 0.6568, decode.d0.loss_dice: 1.0031, decode.d1.loss_cls: 0.5611, decode.d1.loss_mask: 0.6434, decode.d1.loss_dice: 0.9675, decode.d2.loss_cls: 0.5090, decode.d2.loss_mask: 0.6266, decode.d2.loss_dice: 0.9248, decode.d3.loss_cls: 0.4995, decode.d3.loss_mask: 0.6180, decode.d3.loss_dice: 0.9030, decode.d4.loss_cls: 0.4833, decode.d4.loss_mask: 0.6161, decode.d4.loss_dice: 0.9047, decode.d5.loss_cls: 0.4724, decode.d5.loss_mask: 0.6142, decode.d5.loss_dice: 0.9080, decode.d6.loss_cls: 0.4658, decode.d6.loss_mask: 0.6169, decode.d6.loss_dice: 0.8933, decode.d7.loss_cls: 0.4644, decode.d7.loss_mask: 0.6134, decode.d7.loss_dice: 0.8942, decode.d8.loss_cls: 0.4628, decode.d8.loss_mask: 0.6145, decode.d8.loss_dice: 0.8971, loss: 21.2955, grad_norm: 59.9201 2023-12-25 22:55:16,983 - mmseg - INFO - Iter [40650/160000] lr: 7.459e-05, eta: 17:05:13, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4355, decode.loss_mask: 0.5899, decode.loss_dice: 0.8561, decode.d0.loss_cls: 1.4464, decode.d0.loss_mask: 0.6312, decode.d0.loss_dice: 0.9582, decode.d1.loss_cls: 0.5174, decode.d1.loss_mask: 0.6132, decode.d1.loss_dice: 0.9194, decode.d2.loss_cls: 0.4806, decode.d2.loss_mask: 0.5983, decode.d2.loss_dice: 0.8868, decode.d3.loss_cls: 0.4623, decode.d3.loss_mask: 0.5942, decode.d3.loss_dice: 0.8775, decode.d4.loss_cls: 0.4513, decode.d4.loss_mask: 0.5924, decode.d4.loss_dice: 0.8740, decode.d5.loss_cls: 0.4400, decode.d5.loss_mask: 0.5938, decode.d5.loss_dice: 0.8687, decode.d6.loss_cls: 0.4398, decode.d6.loss_mask: 0.5874, decode.d6.loss_dice: 0.8601, decode.d7.loss_cls: 0.4377, decode.d7.loss_mask: 0.5883, decode.d7.loss_dice: 0.8575, decode.d8.loss_cls: 0.4350, decode.d8.loss_mask: 0.5900, decode.d8.loss_dice: 0.8584, loss: 20.3416, grad_norm: 57.7013 2023-12-25 22:55:41,158 - mmseg - INFO - Iter [40700/160000] lr: 7.456e-05, eta: 17:04:41, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4300, decode.loss_mask: 0.6054, decode.loss_dice: 0.8896, decode.d0.loss_cls: 1.4289, decode.d0.loss_mask: 0.6471, decode.d0.loss_dice: 0.9860, decode.d1.loss_cls: 0.5292, decode.d1.loss_mask: 0.6220, decode.d1.loss_dice: 0.9438, decode.d2.loss_cls: 0.4813, decode.d2.loss_mask: 0.6086, decode.d2.loss_dice: 0.9079, decode.d3.loss_cls: 0.4620, decode.d3.loss_mask: 0.6083, decode.d3.loss_dice: 0.8952, decode.d4.loss_cls: 0.4556, decode.d4.loss_mask: 0.6081, decode.d4.loss_dice: 0.8972, decode.d5.loss_cls: 0.4442, decode.d5.loss_mask: 0.6043, decode.d5.loss_dice: 0.8935, decode.d6.loss_cls: 0.4455, decode.d6.loss_mask: 0.6015, decode.d6.loss_dice: 0.8903, decode.d7.loss_cls: 0.4349, decode.d7.loss_mask: 0.6055, decode.d7.loss_dice: 0.8872, decode.d8.loss_cls: 0.4303, decode.d8.loss_mask: 0.6070, decode.d8.loss_dice: 0.8892, loss: 20.7398, grad_norm: 60.8897 2023-12-25 22:56:05,463 - mmseg - INFO - Iter [40750/160000] lr: 7.453e-05, eta: 17:04:09, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4422, decode.loss_mask: 0.6466, decode.loss_dice: 0.9102, decode.d0.loss_cls: 1.4752, decode.d0.loss_mask: 0.6914, decode.d0.loss_dice: 1.0127, decode.d1.loss_cls: 0.5358, decode.d1.loss_mask: 0.6756, decode.d1.loss_dice: 0.9800, decode.d2.loss_cls: 0.4916, decode.d2.loss_mask: 0.6609, decode.d2.loss_dice: 0.9416, decode.d3.loss_cls: 0.4740, decode.d3.loss_mask: 0.6478, decode.d3.loss_dice: 0.9205, decode.d4.loss_cls: 0.4585, decode.d4.loss_mask: 0.6514, decode.d4.loss_dice: 0.9221, decode.d5.loss_cls: 0.4570, decode.d5.loss_mask: 0.6491, decode.d5.loss_dice: 0.9204, decode.d6.loss_cls: 0.4487, decode.d6.loss_mask: 0.6448, decode.d6.loss_dice: 0.9121, decode.d7.loss_cls: 0.4451, decode.d7.loss_mask: 0.6476, decode.d7.loss_dice: 0.9152, decode.d8.loss_cls: 0.4383, decode.d8.loss_mask: 0.6453, decode.d8.loss_dice: 0.9153, loss: 21.5770, grad_norm: 58.2296 2023-12-25 22:56:29,705 - mmseg - INFO - Iter [40800/160000] lr: 7.450e-05, eta: 17:03:38, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4574, decode.loss_mask: 0.6058, decode.loss_dice: 0.8804, decode.d0.loss_cls: 1.4499, decode.d0.loss_mask: 0.6549, decode.d0.loss_dice: 0.9879, decode.d1.loss_cls: 0.5449, decode.d1.loss_mask: 0.6384, decode.d1.loss_dice: 0.9394, decode.d2.loss_cls: 0.4995, decode.d2.loss_mask: 0.6199, decode.d2.loss_dice: 0.9186, decode.d3.loss_cls: 0.4725, decode.d3.loss_mask: 0.6138, decode.d3.loss_dice: 0.9013, decode.d4.loss_cls: 0.4612, decode.d4.loss_mask: 0.6142, decode.d4.loss_dice: 0.8989, decode.d5.loss_cls: 0.4602, decode.d5.loss_mask: 0.6108, decode.d5.loss_dice: 0.8925, decode.d6.loss_cls: 0.4560, decode.d6.loss_mask: 0.6089, decode.d6.loss_dice: 0.8810, decode.d7.loss_cls: 0.4507, decode.d7.loss_mask: 0.6105, decode.d7.loss_dice: 0.8845, decode.d8.loss_cls: 0.4503, decode.d8.loss_mask: 0.6089, decode.d8.loss_dice: 0.8831, loss: 20.9563, grad_norm: 58.3083 2023-12-25 22:56:54,107 - mmseg - INFO - Iter [40850/160000] lr: 7.447e-05, eta: 17:03:07, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4380, decode.loss_mask: 0.6130, decode.loss_dice: 0.9001, decode.d0.loss_cls: 1.4285, decode.d0.loss_mask: 0.6578, decode.d0.loss_dice: 0.9994, decode.d1.loss_cls: 0.5261, decode.d1.loss_mask: 0.6343, decode.d1.loss_dice: 0.9474, decode.d2.loss_cls: 0.4793, decode.d2.loss_mask: 0.6214, decode.d2.loss_dice: 0.9216, decode.d3.loss_cls: 0.4640, decode.d3.loss_mask: 0.6168, decode.d3.loss_dice: 0.9091, decode.d4.loss_cls: 0.4529, decode.d4.loss_mask: 0.6182, decode.d4.loss_dice: 0.9026, decode.d5.loss_cls: 0.4469, decode.d5.loss_mask: 0.6176, decode.d5.loss_dice: 0.9097, decode.d6.loss_cls: 0.4467, decode.d6.loss_mask: 0.6141, decode.d6.loss_dice: 0.8969, decode.d7.loss_cls: 0.4405, decode.d7.loss_mask: 0.6112, decode.d7.loss_dice: 0.8989, decode.d8.loss_cls: 0.4420, decode.d8.loss_mask: 0.6107, decode.d8.loss_dice: 0.8962, loss: 20.9618, grad_norm: 59.4593 2023-12-25 22:57:18,786 - mmseg - INFO - Iter [40900/160000] lr: 7.444e-05, eta: 17:02:37, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4427, decode.loss_mask: 0.6227, decode.loss_dice: 0.8912, decode.d0.loss_cls: 1.4104, decode.d0.loss_mask: 0.6695, decode.d0.loss_dice: 0.9943, decode.d1.loss_cls: 0.5281, decode.d1.loss_mask: 0.6464, decode.d1.loss_dice: 0.9559, decode.d2.loss_cls: 0.4850, decode.d2.loss_mask: 0.6303, decode.d2.loss_dice: 0.9184, decode.d3.loss_cls: 0.4664, decode.d3.loss_mask: 0.6270, decode.d3.loss_dice: 0.9024, decode.d4.loss_cls: 0.4508, decode.d4.loss_mask: 0.6282, decode.d4.loss_dice: 0.9015, decode.d5.loss_cls: 0.4511, decode.d5.loss_mask: 0.6279, decode.d5.loss_dice: 0.8986, decode.d6.loss_cls: 0.4476, decode.d6.loss_mask: 0.6246, decode.d6.loss_dice: 0.8877, decode.d7.loss_cls: 0.4452, decode.d7.loss_mask: 0.6235, decode.d7.loss_dice: 0.8885, decode.d8.loss_cls: 0.4424, decode.d8.loss_mask: 0.6256, decode.d8.loss_dice: 0.8933, loss: 21.0275, grad_norm: 60.8885 2023-12-25 22:57:43,430 - mmseg - INFO - Iter [40950/160000] lr: 7.441e-05, eta: 17:02:06, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4406, decode.loss_mask: 0.6111, decode.loss_dice: 0.9003, decode.d0.loss_cls: 1.4578, decode.d0.loss_mask: 0.6492, decode.d0.loss_dice: 1.0133, decode.d1.loss_cls: 0.5346, decode.d1.loss_mask: 0.6336, decode.d1.loss_dice: 0.9612, decode.d2.loss_cls: 0.4885, decode.d2.loss_mask: 0.6179, decode.d2.loss_dice: 0.9272, decode.d3.loss_cls: 0.4710, decode.d3.loss_mask: 0.6057, decode.d3.loss_dice: 0.9100, decode.d4.loss_cls: 0.4619, decode.d4.loss_mask: 0.6094, decode.d4.loss_dice: 0.9096, decode.d5.loss_cls: 0.4525, decode.d5.loss_mask: 0.6108, decode.d5.loss_dice: 0.9058, decode.d6.loss_cls: 0.4434, decode.d6.loss_mask: 0.6132, decode.d6.loss_dice: 0.8996, decode.d7.loss_cls: 0.4436, decode.d7.loss_mask: 0.6109, decode.d7.loss_dice: 0.9029, decode.d8.loss_cls: 0.4414, decode.d8.loss_mask: 0.6113, decode.d8.loss_dice: 0.9017, loss: 21.0399, grad_norm: 55.4956 2023-12-25 22:58:08,051 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 22:58:08,052 - mmseg - INFO - Iter [41000/160000] lr: 7.438e-05, eta: 17:01:37, time: 0.495, data_time: 0.015, memory: 40245, decode.loss_cls: 0.4357, decode.loss_mask: 0.6135, decode.loss_dice: 0.8675, decode.d0.loss_cls: 1.4203, decode.d0.loss_mask: 0.6587, decode.d0.loss_dice: 0.9810, decode.d1.loss_cls: 0.5213, decode.d1.loss_mask: 0.6397, decode.d1.loss_dice: 0.9281, decode.d2.loss_cls: 0.4746, decode.d2.loss_mask: 0.6260, decode.d2.loss_dice: 0.9040, decode.d3.loss_cls: 0.4608, decode.d3.loss_mask: 0.6201, decode.d3.loss_dice: 0.8892, decode.d4.loss_cls: 0.4540, decode.d4.loss_mask: 0.6176, decode.d4.loss_dice: 0.8818, decode.d5.loss_cls: 0.4459, decode.d5.loss_mask: 0.6138, decode.d5.loss_dice: 0.8764, decode.d6.loss_cls: 0.4423, decode.d6.loss_mask: 0.6109, decode.d6.loss_dice: 0.8697, decode.d7.loss_cls: 0.4413, decode.d7.loss_mask: 0.6104, decode.d7.loss_dice: 0.8743, decode.d8.loss_cls: 0.4385, decode.d8.loss_mask: 0.6118, decode.d8.loss_dice: 0.8738, loss: 20.7030, grad_norm: 62.2234 2023-12-25 22:58:32,773 - mmseg - INFO - Iter [41050/160000] lr: 7.434e-05, eta: 17:01:07, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4529, decode.loss_mask: 0.6188, decode.loss_dice: 0.9125, decode.d0.loss_cls: 1.4497, decode.d0.loss_mask: 0.6686, decode.d0.loss_dice: 1.0219, decode.d1.loss_cls: 0.5486, decode.d1.loss_mask: 0.6441, decode.d1.loss_dice: 0.9678, decode.d2.loss_cls: 0.5042, decode.d2.loss_mask: 0.6262, decode.d2.loss_dice: 0.9353, decode.d3.loss_cls: 0.4854, decode.d3.loss_mask: 0.6249, decode.d3.loss_dice: 0.9165, decode.d4.loss_cls: 0.4755, decode.d4.loss_mask: 0.6183, decode.d4.loss_dice: 0.9138, decode.d5.loss_cls: 0.4686, decode.d5.loss_mask: 0.6184, decode.d5.loss_dice: 0.9164, decode.d6.loss_cls: 0.4649, decode.d6.loss_mask: 0.6181, decode.d6.loss_dice: 0.9072, decode.d7.loss_cls: 0.4580, decode.d7.loss_mask: 0.6174, decode.d7.loss_dice: 0.9075, decode.d8.loss_cls: 0.4546, decode.d8.loss_mask: 0.6173, decode.d8.loss_dice: 0.9137, loss: 21.3471, grad_norm: 57.7768 2023-12-25 22:58:57,144 - mmseg - INFO - Iter [41100/160000] lr: 7.431e-05, eta: 17:00:36, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4332, decode.loss_mask: 0.6072, decode.loss_dice: 0.8837, decode.d0.loss_cls: 1.4443, decode.d0.loss_mask: 0.6575, decode.d0.loss_dice: 1.0109, decode.d1.loss_cls: 0.5394, decode.d1.loss_mask: 0.6392, decode.d1.loss_dice: 0.9527, decode.d2.loss_cls: 0.4845, decode.d2.loss_mask: 0.6200, decode.d2.loss_dice: 0.9190, decode.d3.loss_cls: 0.4668, decode.d3.loss_mask: 0.6129, decode.d3.loss_dice: 0.8970, decode.d4.loss_cls: 0.4564, decode.d4.loss_mask: 0.6129, decode.d4.loss_dice: 0.9009, decode.d5.loss_cls: 0.4493, decode.d5.loss_mask: 0.6120, decode.d5.loss_dice: 0.8963, decode.d6.loss_cls: 0.4430, decode.d6.loss_mask: 0.6059, decode.d6.loss_dice: 0.8897, decode.d7.loss_cls: 0.4413, decode.d7.loss_mask: 0.6084, decode.d7.loss_dice: 0.8843, decode.d8.loss_cls: 0.4318, decode.d8.loss_mask: 0.6117, decode.d8.loss_dice: 0.8869, loss: 20.8991, grad_norm: 57.3410 2023-12-25 22:59:21,502 - mmseg - INFO - Iter [41150/160000] lr: 7.428e-05, eta: 17:00:05, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4412, decode.loss_mask: 0.6209, decode.loss_dice: 0.8777, decode.d0.loss_cls: 1.4351, decode.d0.loss_mask: 0.6681, decode.d0.loss_dice: 0.9832, decode.d1.loss_cls: 0.5297, decode.d1.loss_mask: 0.6464, decode.d1.loss_dice: 0.9357, decode.d2.loss_cls: 0.4866, decode.d2.loss_mask: 0.6339, decode.d2.loss_dice: 0.9079, decode.d3.loss_cls: 0.4713, decode.d3.loss_mask: 0.6253, decode.d3.loss_dice: 0.8802, decode.d4.loss_cls: 0.4617, decode.d4.loss_mask: 0.6249, decode.d4.loss_dice: 0.8783, decode.d5.loss_cls: 0.4545, decode.d5.loss_mask: 0.6260, decode.d5.loss_dice: 0.8804, decode.d6.loss_cls: 0.4493, decode.d6.loss_mask: 0.6222, decode.d6.loss_dice: 0.8740, decode.d7.loss_cls: 0.4442, decode.d7.loss_mask: 0.6213, decode.d7.loss_dice: 0.8715, decode.d8.loss_cls: 0.4426, decode.d8.loss_mask: 0.6207, decode.d8.loss_dice: 0.8726, loss: 20.8876, grad_norm: 58.6561 2023-12-25 22:59:45,900 - mmseg - INFO - Iter [41200/160000] lr: 7.425e-05, eta: 16:59:34, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4473, decode.loss_mask: 0.6179, decode.loss_dice: 0.9005, decode.d0.loss_cls: 1.4676, decode.d0.loss_mask: 0.6600, decode.d0.loss_dice: 1.0138, decode.d1.loss_cls: 0.5479, decode.d1.loss_mask: 0.6424, decode.d1.loss_dice: 0.9627, decode.d2.loss_cls: 0.4971, decode.d2.loss_mask: 0.6271, decode.d2.loss_dice: 0.9298, decode.d3.loss_cls: 0.4797, decode.d3.loss_mask: 0.6213, decode.d3.loss_dice: 0.9092, decode.d4.loss_cls: 0.4679, decode.d4.loss_mask: 0.6219, decode.d4.loss_dice: 0.9098, decode.d5.loss_cls: 0.4604, decode.d5.loss_mask: 0.6204, decode.d5.loss_dice: 0.9113, decode.d6.loss_cls: 0.4555, decode.d6.loss_mask: 0.6172, decode.d6.loss_dice: 0.9027, decode.d7.loss_cls: 0.4485, decode.d7.loss_mask: 0.6172, decode.d7.loss_dice: 0.9034, decode.d8.loss_cls: 0.4452, decode.d8.loss_mask: 0.6187, decode.d8.loss_dice: 0.9040, loss: 21.2285, grad_norm: 59.0236 2023-12-25 23:00:10,349 - mmseg - INFO - Iter [41250/160000] lr: 7.422e-05, eta: 16:59:03, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4677, decode.loss_mask: 0.6107, decode.loss_dice: 0.8815, decode.d0.loss_cls: 1.4445, decode.d0.loss_mask: 0.6557, decode.d0.loss_dice: 1.0088, decode.d1.loss_cls: 0.5476, decode.d1.loss_mask: 0.6378, decode.d1.loss_dice: 0.9583, decode.d2.loss_cls: 0.5073, decode.d2.loss_mask: 0.6181, decode.d2.loss_dice: 0.9166, decode.d3.loss_cls: 0.4923, decode.d3.loss_mask: 0.6143, decode.d3.loss_dice: 0.8945, decode.d4.loss_cls: 0.4798, decode.d4.loss_mask: 0.6117, decode.d4.loss_dice: 0.8955, decode.d5.loss_cls: 0.4785, decode.d5.loss_mask: 0.6104, decode.d5.loss_dice: 0.8877, decode.d6.loss_cls: 0.4773, decode.d6.loss_mask: 0.6093, decode.d6.loss_dice: 0.8816, decode.d7.loss_cls: 0.4678, decode.d7.loss_mask: 0.6112, decode.d7.loss_dice: 0.8837, decode.d8.loss_cls: 0.4647, decode.d8.loss_mask: 0.6098, decode.d8.loss_dice: 0.8845, loss: 21.1091, grad_norm: 60.5354 2023-12-25 23:00:34,595 - mmseg - INFO - Iter [41300/160000] lr: 7.419e-05, eta: 16:58:32, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4358, decode.loss_mask: 0.6287, decode.loss_dice: 0.9014, decode.d0.loss_cls: 1.4455, decode.d0.loss_mask: 0.6680, decode.d0.loss_dice: 0.9997, decode.d1.loss_cls: 0.5251, decode.d1.loss_mask: 0.6542, decode.d1.loss_dice: 0.9607, decode.d2.loss_cls: 0.4747, decode.d2.loss_mask: 0.6381, decode.d2.loss_dice: 0.9263, decode.d3.loss_cls: 0.4604, decode.d3.loss_mask: 0.6339, decode.d3.loss_dice: 0.9130, decode.d4.loss_cls: 0.4438, decode.d4.loss_mask: 0.6331, decode.d4.loss_dice: 0.9200, decode.d5.loss_cls: 0.4406, decode.d5.loss_mask: 0.6324, decode.d5.loss_dice: 0.9109, decode.d6.loss_cls: 0.4390, decode.d6.loss_mask: 0.6300, decode.d6.loss_dice: 0.8994, decode.d7.loss_cls: 0.4358, decode.d7.loss_mask: 0.6306, decode.d7.loss_dice: 0.9011, decode.d8.loss_cls: 0.4390, decode.d8.loss_mask: 0.6319, decode.d8.loss_dice: 0.9024, loss: 21.1554, grad_norm: 54.7026 2023-12-25 23:00:59,095 - mmseg - INFO - Iter [41350/160000] lr: 7.416e-05, eta: 16:58:01, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4638, decode.loss_mask: 0.6101, decode.loss_dice: 0.9215, decode.d0.loss_cls: 1.4724, decode.d0.loss_mask: 0.6480, decode.d0.loss_dice: 1.0327, decode.d1.loss_cls: 0.5586, decode.d1.loss_mask: 0.6337, decode.d1.loss_dice: 0.9852, decode.d2.loss_cls: 0.5103, decode.d2.loss_mask: 0.6102, decode.d2.loss_dice: 0.9444, decode.d3.loss_cls: 0.4831, decode.d3.loss_mask: 0.6112, decode.d3.loss_dice: 0.9295, decode.d4.loss_cls: 0.4737, decode.d4.loss_mask: 0.6137, decode.d4.loss_dice: 0.9245, decode.d5.loss_cls: 0.4706, decode.d5.loss_mask: 0.6142, decode.d5.loss_dice: 0.9246, decode.d6.loss_cls: 0.4689, decode.d6.loss_mask: 0.6086, decode.d6.loss_dice: 0.9158, decode.d7.loss_cls: 0.4615, decode.d7.loss_mask: 0.6118, decode.d7.loss_dice: 0.9206, decode.d8.loss_cls: 0.4577, decode.d8.loss_mask: 0.6100, decode.d8.loss_dice: 0.9189, loss: 21.4098, grad_norm: 58.8014 2023-12-25 23:01:23,604 - mmseg - INFO - Iter [41400/160000] lr: 7.413e-05, eta: 16:57:31, time: 0.490, data_time: 0.011, memory: 40245, decode.loss_cls: 0.4417, decode.loss_mask: 0.6407, decode.loss_dice: 0.9319, decode.d0.loss_cls: 1.4493, decode.d0.loss_mask: 0.6742, decode.d0.loss_dice: 1.0249, decode.d1.loss_cls: 0.5511, decode.d1.loss_mask: 0.6602, decode.d1.loss_dice: 0.9967, decode.d2.loss_cls: 0.4959, decode.d2.loss_mask: 0.6431, decode.d2.loss_dice: 0.9559, decode.d3.loss_cls: 0.4759, decode.d3.loss_mask: 0.6431, decode.d3.loss_dice: 0.9311, decode.d4.loss_cls: 0.4661, decode.d4.loss_mask: 0.6386, decode.d4.loss_dice: 0.9352, decode.d5.loss_cls: 0.4584, decode.d5.loss_mask: 0.6380, decode.d5.loss_dice: 0.9326, decode.d6.loss_cls: 0.4640, decode.d6.loss_mask: 0.6355, decode.d6.loss_dice: 0.9231, decode.d7.loss_cls: 0.4475, decode.d7.loss_mask: 0.6391, decode.d7.loss_dice: 0.9305, decode.d8.loss_cls: 0.4517, decode.d8.loss_mask: 0.6381, decode.d8.loss_dice: 0.9264, loss: 21.6407, grad_norm: 59.7631 2023-12-25 23:01:48,291 - mmseg - INFO - Iter [41450/160000] lr: 7.409e-05, eta: 16:57:01, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4474, decode.loss_mask: 0.6149, decode.loss_dice: 0.8871, decode.d0.loss_cls: 1.5062, decode.d0.loss_mask: 0.6539, decode.d0.loss_dice: 1.0021, decode.d1.loss_cls: 0.5548, decode.d1.loss_mask: 0.6305, decode.d1.loss_dice: 0.9504, decode.d2.loss_cls: 0.4972, decode.d2.loss_mask: 0.6220, decode.d2.loss_dice: 0.9203, decode.d3.loss_cls: 0.4817, decode.d3.loss_mask: 0.6170, decode.d3.loss_dice: 0.9003, decode.d4.loss_cls: 0.4724, decode.d4.loss_mask: 0.6144, decode.d4.loss_dice: 0.8975, decode.d5.loss_cls: 0.4654, decode.d5.loss_mask: 0.6131, decode.d5.loss_dice: 0.9024, decode.d6.loss_cls: 0.4575, decode.d6.loss_mask: 0.6129, decode.d6.loss_dice: 0.8867, decode.d7.loss_cls: 0.4527, decode.d7.loss_mask: 0.6138, decode.d7.loss_dice: 0.8846, decode.d8.loss_cls: 0.4495, decode.d8.loss_mask: 0.6163, decode.d8.loss_dice: 0.8896, loss: 21.1147, grad_norm: 58.9631 2023-12-25 23:02:12,953 - mmseg - INFO - Iter [41500/160000] lr: 7.406e-05, eta: 16:56:32, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4426, decode.loss_mask: 0.5850, decode.loss_dice: 0.8922, decode.d0.loss_cls: 1.4575, decode.d0.loss_mask: 0.6288, decode.d0.loss_dice: 1.0022, decode.d1.loss_cls: 0.5421, decode.d1.loss_mask: 0.6089, decode.d1.loss_dice: 0.9470, decode.d2.loss_cls: 0.4928, decode.d2.loss_mask: 0.5979, decode.d2.loss_dice: 0.9163, decode.d3.loss_cls: 0.4702, decode.d3.loss_mask: 0.5876, decode.d3.loss_dice: 0.8967, decode.d4.loss_cls: 0.4637, decode.d4.loss_mask: 0.5866, decode.d4.loss_dice: 0.8990, decode.d5.loss_cls: 0.4553, decode.d5.loss_mask: 0.5889, decode.d5.loss_dice: 0.9003, decode.d6.loss_cls: 0.4556, decode.d6.loss_mask: 0.5814, decode.d6.loss_dice: 0.8886, decode.d7.loss_cls: 0.4462, decode.d7.loss_mask: 0.5839, decode.d7.loss_dice: 0.8887, decode.d8.loss_cls: 0.4503, decode.d8.loss_mask: 0.5826, decode.d8.loss_dice: 0.8910, loss: 20.7300, grad_norm: 55.7492 2023-12-25 23:02:37,222 - mmseg - INFO - Iter [41550/160000] lr: 7.403e-05, eta: 16:56:00, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4602, decode.loss_mask: 0.6249, decode.loss_dice: 0.9047, decode.d0.loss_cls: 1.4461, decode.d0.loss_mask: 0.6674, decode.d0.loss_dice: 1.0155, decode.d1.loss_cls: 0.5452, decode.d1.loss_mask: 0.6479, decode.d1.loss_dice: 0.9673, decode.d2.loss_cls: 0.5071, decode.d2.loss_mask: 0.6343, decode.d2.loss_dice: 0.9299, decode.d3.loss_cls: 0.4883, decode.d3.loss_mask: 0.6270, decode.d3.loss_dice: 0.9109, decode.d4.loss_cls: 0.4826, decode.d4.loss_mask: 0.6259, decode.d4.loss_dice: 0.9068, decode.d5.loss_cls: 0.4680, decode.d5.loss_mask: 0.6262, decode.d5.loss_dice: 0.9155, decode.d6.loss_cls: 0.4632, decode.d6.loss_mask: 0.6245, decode.d6.loss_dice: 0.9043, decode.d7.loss_cls: 0.4645, decode.d7.loss_mask: 0.6234, decode.d7.loss_dice: 0.9013, decode.d8.loss_cls: 0.4585, decode.d8.loss_mask: 0.6259, decode.d8.loss_dice: 0.9085, loss: 21.3759, grad_norm: 60.9360 2023-12-25 23:03:03,889 - mmseg - INFO - Iter [41600/160000] lr: 7.400e-05, eta: 16:55:38, time: 0.533, data_time: 0.058, memory: 40245, decode.loss_cls: 0.4529, decode.loss_mask: 0.6280, decode.loss_dice: 0.9142, decode.d0.loss_cls: 1.4646, decode.d0.loss_mask: 0.6705, decode.d0.loss_dice: 1.0286, decode.d1.loss_cls: 0.5406, decode.d1.loss_mask: 0.6524, decode.d1.loss_dice: 0.9761, decode.d2.loss_cls: 0.4847, decode.d2.loss_mask: 0.6345, decode.d2.loss_dice: 0.9383, decode.d3.loss_cls: 0.4753, decode.d3.loss_mask: 0.6292, decode.d3.loss_dice: 0.9181, decode.d4.loss_cls: 0.4702, decode.d4.loss_mask: 0.6275, decode.d4.loss_dice: 0.9192, decode.d5.loss_cls: 0.4639, decode.d5.loss_mask: 0.6276, decode.d5.loss_dice: 0.9190, decode.d6.loss_cls: 0.4604, decode.d6.loss_mask: 0.6276, decode.d6.loss_dice: 0.9105, decode.d7.loss_cls: 0.4590, decode.d7.loss_mask: 0.6282, decode.d7.loss_dice: 0.9143, decode.d8.loss_cls: 0.4594, decode.d8.loss_mask: 0.6282, decode.d8.loss_dice: 0.9121, loss: 21.4349, grad_norm: 63.2147 2023-12-25 23:03:28,296 - mmseg - INFO - Iter [41650/160000] lr: 7.397e-05, eta: 16:55:07, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4470, decode.loss_mask: 0.5929, decode.loss_dice: 0.8782, decode.d0.loss_cls: 1.4511, decode.d0.loss_mask: 0.6384, decode.d0.loss_dice: 0.9924, decode.d1.loss_cls: 0.5290, decode.d1.loss_mask: 0.6193, decode.d1.loss_dice: 0.9441, decode.d2.loss_cls: 0.4839, decode.d2.loss_mask: 0.6056, decode.d2.loss_dice: 0.9089, decode.d3.loss_cls: 0.4655, decode.d3.loss_mask: 0.5998, decode.d3.loss_dice: 0.8911, decode.d4.loss_cls: 0.4495, decode.d4.loss_mask: 0.5986, decode.d4.loss_dice: 0.8920, decode.d5.loss_cls: 0.4496, decode.d5.loss_mask: 0.5986, decode.d5.loss_dice: 0.8856, decode.d6.loss_cls: 0.4430, decode.d6.loss_mask: 0.5955, decode.d6.loss_dice: 0.8852, decode.d7.loss_cls: 0.4455, decode.d7.loss_mask: 0.5951, decode.d7.loss_dice: 0.8830, decode.d8.loss_cls: 0.4457, decode.d8.loss_mask: 0.5945, decode.d8.loss_dice: 0.8777, loss: 20.6862, grad_norm: 55.8067 2023-12-25 23:03:52,700 - mmseg - INFO - Iter [41700/160000] lr: 7.394e-05, eta: 16:54:37, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4107, decode.loss_mask: 0.6142, decode.loss_dice: 0.8957, decode.d0.loss_cls: 1.4060, decode.d0.loss_mask: 0.6546, decode.d0.loss_dice: 0.9990, decode.d1.loss_cls: 0.5187, decode.d1.loss_mask: 0.6320, decode.d1.loss_dice: 0.9382, decode.d2.loss_cls: 0.4529, decode.d2.loss_mask: 0.6246, decode.d2.loss_dice: 0.9108, decode.d3.loss_cls: 0.4377, decode.d3.loss_mask: 0.6212, decode.d3.loss_dice: 0.8973, decode.d4.loss_cls: 0.4314, decode.d4.loss_mask: 0.6172, decode.d4.loss_dice: 0.8981, decode.d5.loss_cls: 0.4226, decode.d5.loss_mask: 0.6155, decode.d5.loss_dice: 0.9009, decode.d6.loss_cls: 0.4167, decode.d6.loss_mask: 0.6085, decode.d6.loss_dice: 0.8932, decode.d7.loss_cls: 0.4139, decode.d7.loss_mask: 0.6098, decode.d7.loss_dice: 0.8917, decode.d8.loss_cls: 0.4142, decode.d8.loss_mask: 0.6121, decode.d8.loss_dice: 0.8945, loss: 20.6539, grad_norm: 57.0457 2023-12-25 23:04:17,130 - mmseg - INFO - Iter [41750/160000] lr: 7.391e-05, eta: 16:54:06, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4563, decode.loss_mask: 0.6112, decode.loss_dice: 0.8807, decode.d0.loss_cls: 1.4639, decode.d0.loss_mask: 0.6542, decode.d0.loss_dice: 0.9848, decode.d1.loss_cls: 0.5436, decode.d1.loss_mask: 0.6378, decode.d1.loss_dice: 0.9375, decode.d2.loss_cls: 0.5008, decode.d2.loss_mask: 0.6203, decode.d2.loss_dice: 0.9039, decode.d3.loss_cls: 0.4808, decode.d3.loss_mask: 0.6176, decode.d3.loss_dice: 0.8852, decode.d4.loss_cls: 0.4699, decode.d4.loss_mask: 0.6178, decode.d4.loss_dice: 0.8916, decode.d5.loss_cls: 0.4634, decode.d5.loss_mask: 0.6158, decode.d5.loss_dice: 0.8902, decode.d6.loss_cls: 0.4645, decode.d6.loss_mask: 0.6125, decode.d6.loss_dice: 0.8780, decode.d7.loss_cls: 0.4586, decode.d7.loss_mask: 0.6143, decode.d7.loss_dice: 0.8835, decode.d8.loss_cls: 0.4562, decode.d8.loss_mask: 0.6151, decode.d8.loss_dice: 0.8814, loss: 20.9915, grad_norm: 60.8269 2023-12-25 23:04:41,972 - mmseg - INFO - Iter [41800/160000] lr: 7.388e-05, eta: 16:53:37, time: 0.497, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4650, decode.loss_mask: 0.6282, decode.loss_dice: 0.8977, decode.d0.loss_cls: 1.4886, decode.d0.loss_mask: 0.6738, decode.d0.loss_dice: 1.0119, decode.d1.loss_cls: 0.5528, decode.d1.loss_mask: 0.6538, decode.d1.loss_dice: 0.9652, decode.d2.loss_cls: 0.5131, decode.d2.loss_mask: 0.6385, decode.d2.loss_dice: 0.9300, decode.d3.loss_cls: 0.5028, decode.d3.loss_mask: 0.6319, decode.d3.loss_dice: 0.9160, decode.d4.loss_cls: 0.4846, decode.d4.loss_mask: 0.6300, decode.d4.loss_dice: 0.9120, decode.d5.loss_cls: 0.4804, decode.d5.loss_mask: 0.6340, decode.d5.loss_dice: 0.9051, decode.d6.loss_cls: 0.4755, decode.d6.loss_mask: 0.6290, decode.d6.loss_dice: 0.8967, decode.d7.loss_cls: 0.4768, decode.d7.loss_mask: 0.6293, decode.d7.loss_dice: 0.9007, decode.d8.loss_cls: 0.4680, decode.d8.loss_mask: 0.6308, decode.d8.loss_dice: 0.8978, loss: 21.5200, grad_norm: 61.9254 2023-12-25 23:05:06,879 - mmseg - INFO - Iter [41850/160000] lr: 7.384e-05, eta: 16:53:08, time: 0.498, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4662, decode.loss_mask: 0.5792, decode.loss_dice: 0.9033, decode.d0.loss_cls: 1.4691, decode.d0.loss_mask: 0.6207, decode.d0.loss_dice: 1.0169, decode.d1.loss_cls: 0.5676, decode.d1.loss_mask: 0.6006, decode.d1.loss_dice: 0.9647, decode.d2.loss_cls: 0.5084, decode.d2.loss_mask: 0.5882, decode.d2.loss_dice: 0.9288, decode.d3.loss_cls: 0.4926, decode.d3.loss_mask: 0.5815, decode.d3.loss_dice: 0.9130, decode.d4.loss_cls: 0.4793, decode.d4.loss_mask: 0.5830, decode.d4.loss_dice: 0.9167, decode.d5.loss_cls: 0.4784, decode.d5.loss_mask: 0.5812, decode.d5.loss_dice: 0.9158, decode.d6.loss_cls: 0.4754, decode.d6.loss_mask: 0.5792, decode.d6.loss_dice: 0.9034, decode.d7.loss_cls: 0.4686, decode.d7.loss_mask: 0.5790, decode.d7.loss_dice: 0.9025, decode.d8.loss_cls: 0.4683, decode.d8.loss_mask: 0.5790, decode.d8.loss_dice: 0.9072, loss: 21.0179, grad_norm: 59.5655 2023-12-25 23:05:31,401 - mmseg - INFO - Iter [41900/160000] lr: 7.381e-05, eta: 16:52:38, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4294, decode.loss_mask: 0.5961, decode.loss_dice: 0.8659, decode.d0.loss_cls: 1.4436, decode.d0.loss_mask: 0.6394, decode.d0.loss_dice: 0.9761, decode.d1.loss_cls: 0.5289, decode.d1.loss_mask: 0.6150, decode.d1.loss_dice: 0.9230, decode.d2.loss_cls: 0.4745, decode.d2.loss_mask: 0.6038, decode.d2.loss_dice: 0.8967, decode.d3.loss_cls: 0.4585, decode.d3.loss_mask: 0.5991, decode.d3.loss_dice: 0.8753, decode.d4.loss_cls: 0.4495, decode.d4.loss_mask: 0.6014, decode.d4.loss_dice: 0.8744, decode.d5.loss_cls: 0.4433, decode.d5.loss_mask: 0.5970, decode.d5.loss_dice: 0.8729, decode.d6.loss_cls: 0.4442, decode.d6.loss_mask: 0.5949, decode.d6.loss_dice: 0.8608, decode.d7.loss_cls: 0.4364, decode.d7.loss_mask: 0.5962, decode.d7.loss_dice: 0.8660, decode.d8.loss_cls: 0.4334, decode.d8.loss_mask: 0.5968, decode.d8.loss_dice: 0.8662, loss: 20.4587, grad_norm: 58.8509 2023-12-25 23:05:55,780 - mmseg - INFO - Iter [41950/160000] lr: 7.378e-05, eta: 16:52:07, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4203, decode.loss_mask: 0.5902, decode.loss_dice: 0.8661, decode.d0.loss_cls: 1.4370, decode.d0.loss_mask: 0.6287, decode.d0.loss_dice: 0.9644, decode.d1.loss_cls: 0.5107, decode.d1.loss_mask: 0.6186, decode.d1.loss_dice: 0.9187, decode.d2.loss_cls: 0.4575, decode.d2.loss_mask: 0.6057, decode.d2.loss_dice: 0.8963, decode.d3.loss_cls: 0.4508, decode.d3.loss_mask: 0.5985, decode.d3.loss_dice: 0.8814, decode.d4.loss_cls: 0.4361, decode.d4.loss_mask: 0.5988, decode.d4.loss_dice: 0.8752, decode.d5.loss_cls: 0.4310, decode.d5.loss_mask: 0.5964, decode.d5.loss_dice: 0.8758, decode.d6.loss_cls: 0.4314, decode.d6.loss_mask: 0.5907, decode.d6.loss_dice: 0.8655, decode.d7.loss_cls: 0.4278, decode.d7.loss_mask: 0.5917, decode.d7.loss_dice: 0.8678, decode.d8.loss_cls: 0.4221, decode.d8.loss_mask: 0.5911, decode.d8.loss_dice: 0.8649, loss: 20.3114, grad_norm: 56.3830 2023-12-25 23:06:19,956 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 23:06:19,956 - mmseg - INFO - Iter [42000/160000] lr: 7.375e-05, eta: 16:51:36, time: 0.483, data_time: 0.014, memory: 40245, decode.loss_cls: 0.4418, decode.loss_mask: 0.6029, decode.loss_dice: 0.8779, decode.d0.loss_cls: 1.4496, decode.d0.loss_mask: 0.6445, decode.d0.loss_dice: 0.9850, decode.d1.loss_cls: 0.5421, decode.d1.loss_mask: 0.6221, decode.d1.loss_dice: 0.9348, decode.d2.loss_cls: 0.4944, decode.d2.loss_mask: 0.6096, decode.d2.loss_dice: 0.9030, decode.d3.loss_cls: 0.4793, decode.d3.loss_mask: 0.6069, decode.d3.loss_dice: 0.8836, decode.d4.loss_cls: 0.4620, decode.d4.loss_mask: 0.6014, decode.d4.loss_dice: 0.8855, decode.d5.loss_cls: 0.4518, decode.d5.loss_mask: 0.6027, decode.d5.loss_dice: 0.8857, decode.d6.loss_cls: 0.4552, decode.d6.loss_mask: 0.5992, decode.d6.loss_dice: 0.8748, decode.d7.loss_cls: 0.4428, decode.d7.loss_mask: 0.6012, decode.d7.loss_dice: 0.8787, decode.d8.loss_cls: 0.4407, decode.d8.loss_mask: 0.6038, decode.d8.loss_dice: 0.8748, loss: 20.7376, grad_norm: 60.6876 2023-12-25 23:06:44,510 - mmseg - INFO - Iter [42050/160000] lr: 7.372e-05, eta: 16:51:06, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4359, decode.loss_mask: 0.5900, decode.loss_dice: 0.8747, decode.d0.loss_cls: 1.4284, decode.d0.loss_mask: 0.6403, decode.d0.loss_dice: 0.9902, decode.d1.loss_cls: 0.5376, decode.d1.loss_mask: 0.6109, decode.d1.loss_dice: 0.9390, decode.d2.loss_cls: 0.4816, decode.d2.loss_mask: 0.6036, decode.d2.loss_dice: 0.9051, decode.d3.loss_cls: 0.4695, decode.d3.loss_mask: 0.5948, decode.d3.loss_dice: 0.8900, decode.d4.loss_cls: 0.4586, decode.d4.loss_mask: 0.5957, decode.d4.loss_dice: 0.8898, decode.d5.loss_cls: 0.4437, decode.d5.loss_mask: 0.5964, decode.d5.loss_dice: 0.8794, decode.d6.loss_cls: 0.4422, decode.d6.loss_mask: 0.5897, decode.d6.loss_dice: 0.8773, decode.d7.loss_cls: 0.4345, decode.d7.loss_mask: 0.5911, decode.d7.loss_dice: 0.8815, decode.d8.loss_cls: 0.4352, decode.d8.loss_mask: 0.5924, decode.d8.loss_dice: 0.8791, loss: 20.5782, grad_norm: 59.1941 2023-12-25 23:07:08,875 - mmseg - INFO - Iter [42100/160000] lr: 7.369e-05, eta: 16:50:35, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4344, decode.loss_mask: 0.6327, decode.loss_dice: 0.9015, decode.d0.loss_cls: 1.4011, decode.d0.loss_mask: 0.6703, decode.d0.loss_dice: 0.9991, decode.d1.loss_cls: 0.5209, decode.d1.loss_mask: 0.6572, decode.d1.loss_dice: 0.9545, decode.d2.loss_cls: 0.4698, decode.d2.loss_mask: 0.6450, decode.d2.loss_dice: 0.9274, decode.d3.loss_cls: 0.4564, decode.d3.loss_mask: 0.6406, decode.d3.loss_dice: 0.9114, decode.d4.loss_cls: 0.4406, decode.d4.loss_mask: 0.6393, decode.d4.loss_dice: 0.9111, decode.d5.loss_cls: 0.4420, decode.d5.loss_mask: 0.6357, decode.d5.loss_dice: 0.9082, decode.d6.loss_cls: 0.4373, decode.d6.loss_mask: 0.6349, decode.d6.loss_dice: 0.8980, decode.d7.loss_cls: 0.4339, decode.d7.loss_mask: 0.6322, decode.d7.loss_dice: 0.9075, decode.d8.loss_cls: 0.4347, decode.d8.loss_mask: 0.6322, decode.d8.loss_dice: 0.9023, loss: 21.1123, grad_norm: 55.3515 2023-12-25 23:07:33,617 - mmseg - INFO - Iter [42150/160000] lr: 7.366e-05, eta: 16:50:06, time: 0.495, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4635, decode.loss_mask: 0.6149, decode.loss_dice: 0.9289, decode.d0.loss_cls: 1.4635, decode.d0.loss_mask: 0.6620, decode.d0.loss_dice: 1.0240, decode.d1.loss_cls: 0.5446, decode.d1.loss_mask: 0.6385, decode.d1.loss_dice: 0.9810, decode.d2.loss_cls: 0.5014, decode.d2.loss_mask: 0.6189, decode.d2.loss_dice: 0.9510, decode.d3.loss_cls: 0.4914, decode.d3.loss_mask: 0.6199, decode.d3.loss_dice: 0.9270, decode.d4.loss_cls: 0.4826, decode.d4.loss_mask: 0.6120, decode.d4.loss_dice: 0.9246, decode.d5.loss_cls: 0.4748, decode.d5.loss_mask: 0.6165, decode.d5.loss_dice: 0.9272, decode.d6.loss_cls: 0.4729, decode.d6.loss_mask: 0.6148, decode.d6.loss_dice: 0.9192, decode.d7.loss_cls: 0.4655, decode.d7.loss_mask: 0.6134, decode.d7.loss_dice: 0.9243, decode.d8.loss_cls: 0.4661, decode.d8.loss_mask: 0.6124, decode.d8.loss_dice: 0.9272, loss: 21.4838, grad_norm: 61.8921 2023-12-25 23:07:58,302 - mmseg - INFO - Iter [42200/160000] lr: 7.363e-05, eta: 16:49:37, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4608, decode.loss_mask: 0.5953, decode.loss_dice: 0.8871, decode.d0.loss_cls: 1.4798, decode.d0.loss_mask: 0.6461, decode.d0.loss_dice: 0.9864, decode.d1.loss_cls: 0.5492, decode.d1.loss_mask: 0.6272, decode.d1.loss_dice: 0.9391, decode.d2.loss_cls: 0.4980, decode.d2.loss_mask: 0.6070, decode.d2.loss_dice: 0.9131, decode.d3.loss_cls: 0.4816, decode.d3.loss_mask: 0.6000, decode.d3.loss_dice: 0.8960, decode.d4.loss_cls: 0.4701, decode.d4.loss_mask: 0.5991, decode.d4.loss_dice: 0.8946, decode.d5.loss_cls: 0.4655, decode.d5.loss_mask: 0.5999, decode.d5.loss_dice: 0.8949, decode.d6.loss_cls: 0.4644, decode.d6.loss_mask: 0.5989, decode.d6.loss_dice: 0.8807, decode.d7.loss_cls: 0.4602, decode.d7.loss_mask: 0.5980, decode.d7.loss_dice: 0.8841, decode.d8.loss_cls: 0.4612, decode.d8.loss_mask: 0.5966, decode.d8.loss_dice: 0.8882, loss: 20.9230, grad_norm: 57.4676 2023-12-25 23:08:23,226 - mmseg - INFO - Iter [42250/160000] lr: 7.359e-05, eta: 16:49:08, time: 0.498, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4249, decode.loss_mask: 0.5988, decode.loss_dice: 0.8790, decode.d0.loss_cls: 1.4576, decode.d0.loss_mask: 0.6411, decode.d0.loss_dice: 0.9771, decode.d1.loss_cls: 0.5284, decode.d1.loss_mask: 0.6170, decode.d1.loss_dice: 0.9372, decode.d2.loss_cls: 0.4743, decode.d2.loss_mask: 0.6084, decode.d2.loss_dice: 0.9031, decode.d3.loss_cls: 0.4536, decode.d3.loss_mask: 0.6006, decode.d3.loss_dice: 0.8837, decode.d4.loss_cls: 0.4437, decode.d4.loss_mask: 0.6005, decode.d4.loss_dice: 0.8830, decode.d5.loss_cls: 0.4312, decode.d5.loss_mask: 0.6006, decode.d5.loss_dice: 0.8866, decode.d6.loss_cls: 0.4267, decode.d6.loss_mask: 0.5971, decode.d6.loss_dice: 0.8805, decode.d7.loss_cls: 0.4268, decode.d7.loss_mask: 0.5967, decode.d7.loss_dice: 0.8815, decode.d8.loss_cls: 0.4236, decode.d8.loss_mask: 0.5987, decode.d8.loss_dice: 0.8824, loss: 20.5444, grad_norm: 65.3088 2023-12-25 23:08:47,712 - mmseg - INFO - Iter [42300/160000] lr: 7.356e-05, eta: 16:48:38, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4401, decode.loss_mask: 0.6230, decode.loss_dice: 0.8720, decode.d0.loss_cls: 1.4514, decode.d0.loss_mask: 0.6640, decode.d0.loss_dice: 0.9806, decode.d1.loss_cls: 0.5374, decode.d1.loss_mask: 0.6506, decode.d1.loss_dice: 0.9343, decode.d2.loss_cls: 0.4889, decode.d2.loss_mask: 0.6348, decode.d2.loss_dice: 0.8959, decode.d3.loss_cls: 0.4693, decode.d3.loss_mask: 0.6231, decode.d3.loss_dice: 0.8796, decode.d4.loss_cls: 0.4570, decode.d4.loss_mask: 0.6250, decode.d4.loss_dice: 0.8807, decode.d5.loss_cls: 0.4533, decode.d5.loss_mask: 0.6196, decode.d5.loss_dice: 0.8822, decode.d6.loss_cls: 0.4458, decode.d6.loss_mask: 0.6182, decode.d6.loss_dice: 0.8729, decode.d7.loss_cls: 0.4441, decode.d7.loss_mask: 0.6211, decode.d7.loss_dice: 0.8777, decode.d8.loss_cls: 0.4441, decode.d8.loss_mask: 0.6225, decode.d8.loss_dice: 0.8783, loss: 20.8872, grad_norm: 59.0247 2023-12-25 23:09:12,417 - mmseg - INFO - Iter [42350/160000] lr: 7.353e-05, eta: 16:48:08, time: 0.494, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4262, decode.loss_mask: 0.5979, decode.loss_dice: 0.8817, decode.d0.loss_cls: 1.4517, decode.d0.loss_mask: 0.6412, decode.d0.loss_dice: 0.9865, decode.d1.loss_cls: 0.5212, decode.d1.loss_mask: 0.6182, decode.d1.loss_dice: 0.9343, decode.d2.loss_cls: 0.4722, decode.d2.loss_mask: 0.6051, decode.d2.loss_dice: 0.9037, decode.d3.loss_cls: 0.4567, decode.d3.loss_mask: 0.6001, decode.d3.loss_dice: 0.8857, decode.d4.loss_cls: 0.4413, decode.d4.loss_mask: 0.6011, decode.d4.loss_dice: 0.8880, decode.d5.loss_cls: 0.4368, decode.d5.loss_mask: 0.6007, decode.d5.loss_dice: 0.8869, decode.d6.loss_cls: 0.4299, decode.d6.loss_mask: 0.6001, decode.d6.loss_dice: 0.8842, decode.d7.loss_cls: 0.4285, decode.d7.loss_mask: 0.5989, decode.d7.loss_dice: 0.8835, decode.d8.loss_cls: 0.4315, decode.d8.loss_mask: 0.5966, decode.d8.loss_dice: 0.8790, loss: 20.5693, grad_norm: 54.8910 2023-12-25 23:09:36,920 - mmseg - INFO - Iter [42400/160000] lr: 7.350e-05, eta: 16:47:38, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4399, decode.loss_mask: 0.6199, decode.loss_dice: 0.8958, decode.d0.loss_cls: 1.4296, decode.d0.loss_mask: 0.6590, decode.d0.loss_dice: 0.9942, decode.d1.loss_cls: 0.5273, decode.d1.loss_mask: 0.6434, decode.d1.loss_dice: 0.9521, decode.d2.loss_cls: 0.4855, decode.d2.loss_mask: 0.6264, decode.d2.loss_dice: 0.9133, decode.d3.loss_cls: 0.4725, decode.d3.loss_mask: 0.6205, decode.d3.loss_dice: 0.8962, decode.d4.loss_cls: 0.4567, decode.d4.loss_mask: 0.6177, decode.d4.loss_dice: 0.8951, decode.d5.loss_cls: 0.4463, decode.d5.loss_mask: 0.6202, decode.d5.loss_dice: 0.8912, decode.d6.loss_cls: 0.4483, decode.d6.loss_mask: 0.6166, decode.d6.loss_dice: 0.8882, decode.d7.loss_cls: 0.4380, decode.d7.loss_mask: 0.6195, decode.d7.loss_dice: 0.8939, decode.d8.loss_cls: 0.4433, decode.d8.loss_mask: 0.6174, decode.d8.loss_dice: 0.8853, loss: 20.9536, grad_norm: 61.8878 2023-12-25 23:10:01,402 - mmseg - INFO - Iter [42450/160000] lr: 7.347e-05, eta: 16:47:08, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4228, decode.loss_mask: 0.6165, decode.loss_dice: 0.8694, decode.d0.loss_cls: 1.4176, decode.d0.loss_mask: 0.6491, decode.d0.loss_dice: 0.9695, decode.d1.loss_cls: 0.5051, decode.d1.loss_mask: 0.6325, decode.d1.loss_dice: 0.9374, decode.d2.loss_cls: 0.4607, decode.d2.loss_mask: 0.6212, decode.d2.loss_dice: 0.9046, decode.d3.loss_cls: 0.4497, decode.d3.loss_mask: 0.6156, decode.d3.loss_dice: 0.8841, decode.d4.loss_cls: 0.4347, decode.d4.loss_mask: 0.6152, decode.d4.loss_dice: 0.8880, decode.d5.loss_cls: 0.4299, decode.d5.loss_mask: 0.6155, decode.d5.loss_dice: 0.8895, decode.d6.loss_cls: 0.4340, decode.d6.loss_mask: 0.6114, decode.d6.loss_dice: 0.8700, decode.d7.loss_cls: 0.4220, decode.d7.loss_mask: 0.6115, decode.d7.loss_dice: 0.8790, decode.d8.loss_cls: 0.4217, decode.d8.loss_mask: 0.6140, decode.d8.loss_dice: 0.8766, loss: 20.5687, grad_norm: 60.5913 2023-12-25 23:10:25,597 - mmseg - INFO - Iter [42500/160000] lr: 7.344e-05, eta: 16:46:37, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4630, decode.loss_mask: 0.6177, decode.loss_dice: 0.8992, decode.d0.loss_cls: 1.4821, decode.d0.loss_mask: 0.6598, decode.d0.loss_dice: 1.0027, decode.d1.loss_cls: 0.5548, decode.d1.loss_mask: 0.6399, decode.d1.loss_dice: 0.9519, decode.d2.loss_cls: 0.5118, decode.d2.loss_mask: 0.6284, decode.d2.loss_dice: 0.9200, decode.d3.loss_cls: 0.4899, decode.d3.loss_mask: 0.6195, decode.d3.loss_dice: 0.9040, decode.d4.loss_cls: 0.4758, decode.d4.loss_mask: 0.6226, decode.d4.loss_dice: 0.9043, decode.d5.loss_cls: 0.4806, decode.d5.loss_mask: 0.6210, decode.d5.loss_dice: 0.8961, decode.d6.loss_cls: 0.4722, decode.d6.loss_mask: 0.6163, decode.d6.loss_dice: 0.8989, decode.d7.loss_cls: 0.4659, decode.d7.loss_mask: 0.6197, decode.d7.loss_dice: 0.9017, decode.d8.loss_cls: 0.4702, decode.d8.loss_mask: 0.6198, decode.d8.loss_dice: 0.8980, loss: 21.3079, grad_norm: 56.7326 2023-12-25 23:10:50,114 - mmseg - INFO - Iter [42550/160000] lr: 7.341e-05, eta: 16:46:07, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4525, decode.loss_mask: 0.6143, decode.loss_dice: 0.8951, decode.d0.loss_cls: 1.4672, decode.d0.loss_mask: 0.6550, decode.d0.loss_dice: 1.0082, decode.d1.loss_cls: 0.5445, decode.d1.loss_mask: 0.6360, decode.d1.loss_dice: 0.9605, decode.d2.loss_cls: 0.4977, decode.d2.loss_mask: 0.6232, decode.d2.loss_dice: 0.9295, decode.d3.loss_cls: 0.4828, decode.d3.loss_mask: 0.6197, decode.d3.loss_dice: 0.9050, decode.d4.loss_cls: 0.4729, decode.d4.loss_mask: 0.6184, decode.d4.loss_dice: 0.9020, decode.d5.loss_cls: 0.4610, decode.d5.loss_mask: 0.6168, decode.d5.loss_dice: 0.9046, decode.d6.loss_cls: 0.4594, decode.d6.loss_mask: 0.6166, decode.d6.loss_dice: 0.8948, decode.d7.loss_cls: 0.4576, decode.d7.loss_mask: 0.6159, decode.d7.loss_dice: 0.8947, decode.d8.loss_cls: 0.4591, decode.d8.loss_mask: 0.6158, decode.d8.loss_dice: 0.8990, loss: 21.1794, grad_norm: 60.7379 2023-12-25 23:11:14,479 - mmseg - INFO - Iter [42600/160000] lr: 7.338e-05, eta: 16:45:37, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4499, decode.loss_mask: 0.5924, decode.loss_dice: 0.9036, decode.d0.loss_cls: 1.4409, decode.d0.loss_mask: 0.6353, decode.d0.loss_dice: 1.0126, decode.d1.loss_cls: 0.5521, decode.d1.loss_mask: 0.6181, decode.d1.loss_dice: 0.9670, decode.d2.loss_cls: 0.4881, decode.d2.loss_mask: 0.6057, decode.d2.loss_dice: 0.9345, decode.d3.loss_cls: 0.4753, decode.d3.loss_mask: 0.5978, decode.d3.loss_dice: 0.9157, decode.d4.loss_cls: 0.4610, decode.d4.loss_mask: 0.5977, decode.d4.loss_dice: 0.9076, decode.d5.loss_cls: 0.4550, decode.d5.loss_mask: 0.5961, decode.d5.loss_dice: 0.9134, decode.d6.loss_cls: 0.4588, decode.d6.loss_mask: 0.5968, decode.d6.loss_dice: 0.9019, decode.d7.loss_cls: 0.4448, decode.d7.loss_mask: 0.5952, decode.d7.loss_dice: 0.9050, decode.d8.loss_cls: 0.4478, decode.d8.loss_mask: 0.5956, decode.d8.loss_dice: 0.9058, loss: 20.9714, grad_norm: 57.8798 2023-12-25 23:11:38,820 - mmseg - INFO - Iter [42650/160000] lr: 7.334e-05, eta: 16:45:06, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4466, decode.loss_mask: 0.5892, decode.loss_dice: 0.8598, decode.d0.loss_cls: 1.4558, decode.d0.loss_mask: 0.6345, decode.d0.loss_dice: 0.9745, decode.d1.loss_cls: 0.5473, decode.d1.loss_mask: 0.6177, decode.d1.loss_dice: 0.9195, decode.d2.loss_cls: 0.4890, decode.d2.loss_mask: 0.6082, decode.d2.loss_dice: 0.8952, decode.d3.loss_cls: 0.4754, decode.d3.loss_mask: 0.6018, decode.d3.loss_dice: 0.8740, decode.d4.loss_cls: 0.4671, decode.d4.loss_mask: 0.5971, decode.d4.loss_dice: 0.8739, decode.d5.loss_cls: 0.4613, decode.d5.loss_mask: 0.5948, decode.d5.loss_dice: 0.8694, decode.d6.loss_cls: 0.4543, decode.d6.loss_mask: 0.5927, decode.d6.loss_dice: 0.8626, decode.d7.loss_cls: 0.4507, decode.d7.loss_mask: 0.5891, decode.d7.loss_dice: 0.8666, decode.d8.loss_cls: 0.4522, decode.d8.loss_mask: 0.5902, decode.d8.loss_dice: 0.8589, loss: 20.5694, grad_norm: 58.6228 2023-12-25 23:12:03,243 - mmseg - INFO - Iter [42700/160000] lr: 7.331e-05, eta: 16:44:36, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4396, decode.loss_mask: 0.6342, decode.loss_dice: 0.9015, decode.d0.loss_cls: 1.4246, decode.d0.loss_mask: 0.6824, decode.d0.loss_dice: 1.0090, decode.d1.loss_cls: 0.5332, decode.d1.loss_mask: 0.6518, decode.d1.loss_dice: 0.9585, decode.d2.loss_cls: 0.4829, decode.d2.loss_mask: 0.6415, decode.d2.loss_dice: 0.9404, decode.d3.loss_cls: 0.4671, decode.d3.loss_mask: 0.6344, decode.d3.loss_dice: 0.9215, decode.d4.loss_cls: 0.4605, decode.d4.loss_mask: 0.6340, decode.d4.loss_dice: 0.9102, decode.d5.loss_cls: 0.4436, decode.d5.loss_mask: 0.6375, decode.d5.loss_dice: 0.9145, decode.d6.loss_cls: 0.4371, decode.d6.loss_mask: 0.6334, decode.d6.loss_dice: 0.9016, decode.d7.loss_cls: 0.4374, decode.d7.loss_mask: 0.6318, decode.d7.loss_dice: 0.9103, decode.d8.loss_cls: 0.4431, decode.d8.loss_mask: 0.6329, decode.d8.loss_dice: 0.9079, loss: 21.2585, grad_norm: 58.4244 2023-12-25 23:12:27,746 - mmseg - INFO - Iter [42750/160000] lr: 7.328e-05, eta: 16:44:06, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4534, decode.loss_mask: 0.6145, decode.loss_dice: 0.8824, decode.d0.loss_cls: 1.4509, decode.d0.loss_mask: 0.6590, decode.d0.loss_dice: 0.9904, decode.d1.loss_cls: 0.5419, decode.d1.loss_mask: 0.6365, decode.d1.loss_dice: 0.9379, decode.d2.loss_cls: 0.4902, decode.d2.loss_mask: 0.6256, decode.d2.loss_dice: 0.9146, decode.d3.loss_cls: 0.4819, decode.d3.loss_mask: 0.6191, decode.d3.loss_dice: 0.8964, decode.d4.loss_cls: 0.4710, decode.d4.loss_mask: 0.6210, decode.d4.loss_dice: 0.8893, decode.d5.loss_cls: 0.4606, decode.d5.loss_mask: 0.6174, decode.d5.loss_dice: 0.8891, decode.d6.loss_cls: 0.4644, decode.d6.loss_mask: 0.6144, decode.d6.loss_dice: 0.8816, decode.d7.loss_cls: 0.4572, decode.d7.loss_mask: 0.6122, decode.d7.loss_dice: 0.8830, decode.d8.loss_cls: 0.4524, decode.d8.loss_mask: 0.6166, decode.d8.loss_dice: 0.8825, loss: 21.0074, grad_norm: 56.2219 2023-12-25 23:12:52,106 - mmseg - INFO - Iter [42800/160000] lr: 7.325e-05, eta: 16:43:35, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4378, decode.loss_mask: 0.6395, decode.loss_dice: 0.9176, decode.d0.loss_cls: 1.4153, decode.d0.loss_mask: 0.6766, decode.d0.loss_dice: 1.0163, decode.d1.loss_cls: 0.5337, decode.d1.loss_mask: 0.6592, decode.d1.loss_dice: 0.9834, decode.d2.loss_cls: 0.4870, decode.d2.loss_mask: 0.6495, decode.d2.loss_dice: 0.9522, decode.d3.loss_cls: 0.4754, decode.d3.loss_mask: 0.6412, decode.d3.loss_dice: 0.9273, decode.d4.loss_cls: 0.4598, decode.d4.loss_mask: 0.6468, decode.d4.loss_dice: 0.9287, decode.d5.loss_cls: 0.4515, decode.d5.loss_mask: 0.6381, decode.d5.loss_dice: 0.9227, decode.d6.loss_cls: 0.4581, decode.d6.loss_mask: 0.6360, decode.d6.loss_dice: 0.9097, decode.d7.loss_cls: 0.4469, decode.d7.loss_mask: 0.6408, decode.d7.loss_dice: 0.9192, decode.d8.loss_cls: 0.4380, decode.d8.loss_mask: 0.6405, decode.d8.loss_dice: 0.9204, loss: 21.4689, grad_norm: 61.4785 2023-12-25 23:13:19,191 - mmseg - INFO - Iter [42850/160000] lr: 7.322e-05, eta: 16:43:15, time: 0.542, data_time: 0.060, memory: 40245, decode.loss_cls: 0.4409, decode.loss_mask: 0.6039, decode.loss_dice: 0.8905, decode.d0.loss_cls: 1.4491, decode.d0.loss_mask: 0.6503, decode.d0.loss_dice: 1.0123, decode.d1.loss_cls: 0.5427, decode.d1.loss_mask: 0.6294, decode.d1.loss_dice: 0.9515, decode.d2.loss_cls: 0.4858, decode.d2.loss_mask: 0.6167, decode.d2.loss_dice: 0.9212, decode.d3.loss_cls: 0.4712, decode.d3.loss_mask: 0.6084, decode.d3.loss_dice: 0.9083, decode.d4.loss_cls: 0.4619, decode.d4.loss_mask: 0.6090, decode.d4.loss_dice: 0.9038, decode.d5.loss_cls: 0.4518, decode.d5.loss_mask: 0.6059, decode.d5.loss_dice: 0.9009, decode.d6.loss_cls: 0.4433, decode.d6.loss_mask: 0.6064, decode.d6.loss_dice: 0.8914, decode.d7.loss_cls: 0.4392, decode.d7.loss_mask: 0.6060, decode.d7.loss_dice: 0.8966, decode.d8.loss_cls: 0.4418, decode.d8.loss_mask: 0.6057, decode.d8.loss_dice: 0.8964, loss: 20.9424, grad_norm: 55.1976 2023-12-25 23:13:43,983 - mmseg - INFO - Iter [42900/160000] lr: 7.319e-05, eta: 16:42:46, time: 0.496, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4167, decode.loss_mask: 0.5955, decode.loss_dice: 0.8902, decode.d0.loss_cls: 1.4183, decode.d0.loss_mask: 0.6338, decode.d0.loss_dice: 0.9977, decode.d1.loss_cls: 0.5065, decode.d1.loss_mask: 0.6143, decode.d1.loss_dice: 0.9462, decode.d2.loss_cls: 0.4656, decode.d2.loss_mask: 0.6066, decode.d2.loss_dice: 0.9119, decode.d3.loss_cls: 0.4479, decode.d3.loss_mask: 0.6005, decode.d3.loss_dice: 0.9011, decode.d4.loss_cls: 0.4319, decode.d4.loss_mask: 0.6003, decode.d4.loss_dice: 0.9008, decode.d5.loss_cls: 0.4358, decode.d5.loss_mask: 0.5973, decode.d5.loss_dice: 0.8945, decode.d6.loss_cls: 0.4272, decode.d6.loss_mask: 0.5935, decode.d6.loss_dice: 0.8890, decode.d7.loss_cls: 0.4285, decode.d7.loss_mask: 0.5945, decode.d7.loss_dice: 0.8886, decode.d8.loss_cls: 0.4184, decode.d8.loss_mask: 0.5962, decode.d8.loss_dice: 0.8960, loss: 20.5453, grad_norm: 59.1452 2023-12-25 23:14:08,327 - mmseg - INFO - Iter [42950/160000] lr: 7.316e-05, eta: 16:42:15, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4210, decode.loss_mask: 0.5970, decode.loss_dice: 0.8646, decode.d0.loss_cls: 1.4035, decode.d0.loss_mask: 0.6424, decode.d0.loss_dice: 0.9682, decode.d1.loss_cls: 0.5134, decode.d1.loss_mask: 0.6245, decode.d1.loss_dice: 0.9238, decode.d2.loss_cls: 0.4603, decode.d2.loss_mask: 0.6135, decode.d2.loss_dice: 0.9000, decode.d3.loss_cls: 0.4376, decode.d3.loss_mask: 0.6070, decode.d3.loss_dice: 0.8774, decode.d4.loss_cls: 0.4298, decode.d4.loss_mask: 0.6074, decode.d4.loss_dice: 0.8742, decode.d5.loss_cls: 0.4249, decode.d5.loss_mask: 0.6025, decode.d5.loss_dice: 0.8709, decode.d6.loss_cls: 0.4228, decode.d6.loss_mask: 0.6001, decode.d6.loss_dice: 0.8659, decode.d7.loss_cls: 0.4237, decode.d7.loss_mask: 0.5990, decode.d7.loss_dice: 0.8639, decode.d8.loss_cls: 0.4177, decode.d8.loss_mask: 0.5989, decode.d8.loss_dice: 0.8652, loss: 20.3208, grad_norm: 57.1723 2023-12-25 23:14:32,628 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 23:14:32,628 - mmseg - INFO - Iter [43000/160000] lr: 7.313e-05, eta: 16:41:45, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4511, decode.loss_mask: 0.6238, decode.loss_dice: 0.9050, decode.d0.loss_cls: 1.4533, decode.d0.loss_mask: 0.6666, decode.d0.loss_dice: 1.0075, decode.d1.loss_cls: 0.5490, decode.d1.loss_mask: 0.6491, decode.d1.loss_dice: 0.9717, decode.d2.loss_cls: 0.4982, decode.d2.loss_mask: 0.6380, decode.d2.loss_dice: 0.9301, decode.d3.loss_cls: 0.4878, decode.d3.loss_mask: 0.6271, decode.d3.loss_dice: 0.9079, decode.d4.loss_cls: 0.4686, decode.d4.loss_mask: 0.6247, decode.d4.loss_dice: 0.9061, decode.d5.loss_cls: 0.4659, decode.d5.loss_mask: 0.6244, decode.d5.loss_dice: 0.9097, decode.d6.loss_cls: 0.4564, decode.d6.loss_mask: 0.6260, decode.d6.loss_dice: 0.9043, decode.d7.loss_cls: 0.4491, decode.d7.loss_mask: 0.6267, decode.d7.loss_dice: 0.9033, decode.d8.loss_cls: 0.4469, decode.d8.loss_mask: 0.6259, decode.d8.loss_dice: 0.9103, loss: 21.3145, grad_norm: 60.1888 2023-12-25 23:14:57,132 - mmseg - INFO - Iter [43050/160000] lr: 7.309e-05, eta: 16:41:15, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4114, decode.loss_mask: 0.5896, decode.loss_dice: 0.8749, decode.d0.loss_cls: 1.3997, decode.d0.loss_mask: 0.6272, decode.d0.loss_dice: 0.9788, decode.d1.loss_cls: 0.5112, decode.d1.loss_mask: 0.6119, decode.d1.loss_dice: 0.9363, decode.d2.loss_cls: 0.4666, decode.d2.loss_mask: 0.5984, decode.d2.loss_dice: 0.9068, decode.d3.loss_cls: 0.4448, decode.d3.loss_mask: 0.5931, decode.d3.loss_dice: 0.8840, decode.d4.loss_cls: 0.4280, decode.d4.loss_mask: 0.5936, decode.d4.loss_dice: 0.8866, decode.d5.loss_cls: 0.4192, decode.d5.loss_mask: 0.5912, decode.d5.loss_dice: 0.8834, decode.d6.loss_cls: 0.4223, decode.d6.loss_mask: 0.5867, decode.d6.loss_dice: 0.8795, decode.d7.loss_cls: 0.4122, decode.d7.loss_mask: 0.5891, decode.d7.loss_dice: 0.8763, decode.d8.loss_cls: 0.4123, decode.d8.loss_mask: 0.5904, decode.d8.loss_dice: 0.8804, loss: 20.2860, grad_norm: 56.4585 2023-12-25 23:15:21,443 - mmseg - INFO - Iter [43100/160000] lr: 7.306e-05, eta: 16:40:44, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4151, decode.loss_mask: 0.6008, decode.loss_dice: 0.8871, decode.d0.loss_cls: 1.4306, decode.d0.loss_mask: 0.6412, decode.d0.loss_dice: 0.9809, decode.d1.loss_cls: 0.5029, decode.d1.loss_mask: 0.6220, decode.d1.loss_dice: 0.9413, decode.d2.loss_cls: 0.4519, decode.d2.loss_mask: 0.6133, decode.d2.loss_dice: 0.9149, decode.d3.loss_cls: 0.4373, decode.d3.loss_mask: 0.6061, decode.d3.loss_dice: 0.8966, decode.d4.loss_cls: 0.4283, decode.d4.loss_mask: 0.6062, decode.d4.loss_dice: 0.8909, decode.d5.loss_cls: 0.4299, decode.d5.loss_mask: 0.5992, decode.d5.loss_dice: 0.8842, decode.d6.loss_cls: 0.4228, decode.d6.loss_mask: 0.5972, decode.d6.loss_dice: 0.8815, decode.d7.loss_cls: 0.4159, decode.d7.loss_mask: 0.6006, decode.d7.loss_dice: 0.8833, decode.d8.loss_cls: 0.4181, decode.d8.loss_mask: 0.6005, decode.d8.loss_dice: 0.8848, loss: 20.4854, grad_norm: 57.0338 2023-12-25 23:15:46,163 - mmseg - INFO - Iter [43150/160000] lr: 7.303e-05, eta: 16:40:15, time: 0.494, data_time: 0.011, memory: 40245, decode.loss_cls: 0.4376, decode.loss_mask: 0.5855, decode.loss_dice: 0.8844, decode.d0.loss_cls: 1.4479, decode.d0.loss_mask: 0.6350, decode.d0.loss_dice: 0.9950, decode.d1.loss_cls: 0.5404, decode.d1.loss_mask: 0.6090, decode.d1.loss_dice: 0.9454, decode.d2.loss_cls: 0.4883, decode.d2.loss_mask: 0.5963, decode.d2.loss_dice: 0.9223, decode.d3.loss_cls: 0.4751, decode.d3.loss_mask: 0.5924, decode.d3.loss_dice: 0.9012, decode.d4.loss_cls: 0.4614, decode.d4.loss_mask: 0.5876, decode.d4.loss_dice: 0.8998, decode.d5.loss_cls: 0.4479, decode.d5.loss_mask: 0.5876, decode.d5.loss_dice: 0.8928, decode.d6.loss_cls: 0.4464, decode.d6.loss_mask: 0.5836, decode.d6.loss_dice: 0.8835, decode.d7.loss_cls: 0.4428, decode.d7.loss_mask: 0.5851, decode.d7.loss_dice: 0.8848, decode.d8.loss_cls: 0.4401, decode.d8.loss_mask: 0.5869, decode.d8.loss_dice: 0.8840, loss: 20.6700, grad_norm: 55.0264 2023-12-25 23:16:11,132 - mmseg - INFO - Iter [43200/160000] lr: 7.300e-05, eta: 16:39:47, time: 0.499, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4475, decode.loss_mask: 0.5941, decode.loss_dice: 0.8854, decode.d0.loss_cls: 1.4515, decode.d0.loss_mask: 0.6466, decode.d0.loss_dice: 1.0054, decode.d1.loss_cls: 0.5349, decode.d1.loss_mask: 0.6188, decode.d1.loss_dice: 0.9435, decode.d2.loss_cls: 0.4865, decode.d2.loss_mask: 0.6047, decode.d2.loss_dice: 0.9142, decode.d3.loss_cls: 0.4717, decode.d3.loss_mask: 0.6039, decode.d3.loss_dice: 0.8967, decode.d4.loss_cls: 0.4577, decode.d4.loss_mask: 0.6017, decode.d4.loss_dice: 0.8921, decode.d5.loss_cls: 0.4554, decode.d5.loss_mask: 0.5982, decode.d5.loss_dice: 0.8904, decode.d6.loss_cls: 0.4572, decode.d6.loss_mask: 0.5945, decode.d6.loss_dice: 0.8782, decode.d7.loss_cls: 0.4483, decode.d7.loss_mask: 0.5939, decode.d7.loss_dice: 0.8794, decode.d8.loss_cls: 0.4481, decode.d8.loss_mask: 0.5950, decode.d8.loss_dice: 0.8842, loss: 20.7798, grad_norm: 59.4630 2023-12-25 23:16:36,284 - mmseg - INFO - Iter [43250/160000] lr: 7.297e-05, eta: 16:39:19, time: 0.503, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4339, decode.loss_mask: 0.6004, decode.loss_dice: 0.8819, decode.d0.loss_cls: 1.4412, decode.d0.loss_mask: 0.6449, decode.d0.loss_dice: 0.9959, decode.d1.loss_cls: 0.5308, decode.d1.loss_mask: 0.6236, decode.d1.loss_dice: 0.9443, decode.d2.loss_cls: 0.4862, decode.d2.loss_mask: 0.6095, decode.d2.loss_dice: 0.9113, decode.d3.loss_cls: 0.4703, decode.d3.loss_mask: 0.6050, decode.d3.loss_dice: 0.8922, decode.d4.loss_cls: 0.4613, decode.d4.loss_mask: 0.6047, decode.d4.loss_dice: 0.8927, decode.d5.loss_cls: 0.4521, decode.d5.loss_mask: 0.6055, decode.d5.loss_dice: 0.8864, decode.d6.loss_cls: 0.4516, decode.d6.loss_mask: 0.5986, decode.d6.loss_dice: 0.8757, decode.d7.loss_cls: 0.4457, decode.d7.loss_mask: 0.5988, decode.d7.loss_dice: 0.8820, decode.d8.loss_cls: 0.4403, decode.d8.loss_mask: 0.6002, decode.d8.loss_dice: 0.8796, loss: 20.7467, grad_norm: 59.8556 2023-12-25 23:17:01,223 - mmseg - INFO - Iter [43300/160000] lr: 7.294e-05, eta: 16:38:51, time: 0.499, data_time: 0.011, memory: 40245, decode.loss_cls: 0.4263, decode.loss_mask: 0.6254, decode.loss_dice: 0.8811, decode.d0.loss_cls: 1.4215, decode.d0.loss_mask: 0.6638, decode.d0.loss_dice: 0.9957, decode.d1.loss_cls: 0.5224, decode.d1.loss_mask: 0.6498, decode.d1.loss_dice: 0.9449, decode.d2.loss_cls: 0.4773, decode.d2.loss_mask: 0.6361, decode.d2.loss_dice: 0.9144, decode.d3.loss_cls: 0.4642, decode.d3.loss_mask: 0.6286, decode.d3.loss_dice: 0.8879, decode.d4.loss_cls: 0.4464, decode.d4.loss_mask: 0.6308, decode.d4.loss_dice: 0.8943, decode.d5.loss_cls: 0.4424, decode.d5.loss_mask: 0.6294, decode.d5.loss_dice: 0.8900, decode.d6.loss_cls: 0.4333, decode.d6.loss_mask: 0.6312, decode.d6.loss_dice: 0.8798, decode.d7.loss_cls: 0.4299, decode.d7.loss_mask: 0.6298, decode.d7.loss_dice: 0.8873, decode.d8.loss_cls: 0.4299, decode.d8.loss_mask: 0.6262, decode.d8.loss_dice: 0.8854, loss: 20.9055, grad_norm: 56.8875 2023-12-25 23:17:25,890 - mmseg - INFO - Iter [43350/160000] lr: 7.291e-05, eta: 16:38:22, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4311, decode.loss_mask: 0.5812, decode.loss_dice: 0.8514, decode.d0.loss_cls: 1.4438, decode.d0.loss_mask: 0.6275, decode.d0.loss_dice: 0.9609, decode.d1.loss_cls: 0.5346, decode.d1.loss_mask: 0.6095, decode.d1.loss_dice: 0.9175, decode.d2.loss_cls: 0.4779, decode.d2.loss_mask: 0.5921, decode.d2.loss_dice: 0.8848, decode.d3.loss_cls: 0.4589, decode.d3.loss_mask: 0.5886, decode.d3.loss_dice: 0.8639, decode.d4.loss_cls: 0.4415, decode.d4.loss_mask: 0.5832, decode.d4.loss_dice: 0.8646, decode.d5.loss_cls: 0.4384, decode.d5.loss_mask: 0.5843, decode.d5.loss_dice: 0.8647, decode.d6.loss_cls: 0.4347, decode.d6.loss_mask: 0.5830, decode.d6.loss_dice: 0.8538, decode.d7.loss_cls: 0.4295, decode.d7.loss_mask: 0.5847, decode.d7.loss_dice: 0.8568, decode.d8.loss_cls: 0.4311, decode.d8.loss_mask: 0.5851, decode.d8.loss_dice: 0.8555, loss: 20.2146, grad_norm: 54.4096 2023-12-25 23:17:50,294 - mmseg - INFO - Iter [43400/160000] lr: 7.288e-05, eta: 16:37:52, time: 0.490, data_time: 0.014, memory: 40245, decode.loss_cls: 0.4208, decode.loss_mask: 0.6251, decode.loss_dice: 0.8897, decode.d0.loss_cls: 1.4096, decode.d0.loss_mask: 0.6697, decode.d0.loss_dice: 0.9867, decode.d1.loss_cls: 0.5098, decode.d1.loss_mask: 0.6486, decode.d1.loss_dice: 0.9444, decode.d2.loss_cls: 0.4644, decode.d2.loss_mask: 0.6365, decode.d2.loss_dice: 0.9178, decode.d3.loss_cls: 0.4503, decode.d3.loss_mask: 0.6314, decode.d3.loss_dice: 0.9020, decode.d4.loss_cls: 0.4363, decode.d4.loss_mask: 0.6292, decode.d4.loss_dice: 0.8981, decode.d5.loss_cls: 0.4313, decode.d5.loss_mask: 0.6249, decode.d5.loss_dice: 0.8897, decode.d6.loss_cls: 0.4359, decode.d6.loss_mask: 0.6287, decode.d6.loss_dice: 0.8845, decode.d7.loss_cls: 0.4301, decode.d7.loss_mask: 0.6262, decode.d7.loss_dice: 0.8877, decode.d8.loss_cls: 0.4219, decode.d8.loss_mask: 0.6254, decode.d8.loss_dice: 0.8885, loss: 20.8452, grad_norm: 61.3409 2023-12-25 23:18:14,567 - mmseg - INFO - Iter [43450/160000] lr: 7.284e-05, eta: 16:37:21, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4363, decode.loss_mask: 0.6135, decode.loss_dice: 0.8831, decode.d0.loss_cls: 1.4288, decode.d0.loss_mask: 0.6533, decode.d0.loss_dice: 0.9929, decode.d1.loss_cls: 0.5295, decode.d1.loss_mask: 0.6374, decode.d1.loss_dice: 0.9385, decode.d2.loss_cls: 0.4764, decode.d2.loss_mask: 0.6268, decode.d2.loss_dice: 0.9087, decode.d3.loss_cls: 0.4535, decode.d3.loss_mask: 0.6256, decode.d3.loss_dice: 0.8989, decode.d4.loss_cls: 0.4462, decode.d4.loss_mask: 0.6209, decode.d4.loss_dice: 0.8927, decode.d5.loss_cls: 0.4455, decode.d5.loss_mask: 0.6193, decode.d5.loss_dice: 0.8931, decode.d6.loss_cls: 0.4393, decode.d6.loss_mask: 0.6127, decode.d6.loss_dice: 0.8833, decode.d7.loss_cls: 0.4364, decode.d7.loss_mask: 0.6135, decode.d7.loss_dice: 0.8869, decode.d8.loss_cls: 0.4357, decode.d8.loss_mask: 0.6124, decode.d8.loss_dice: 0.8884, loss: 20.8297, grad_norm: 64.2675 2023-12-25 23:18:38,721 - mmseg - INFO - Iter [43500/160000] lr: 7.281e-05, eta: 16:36:50, time: 0.483, data_time: 0.011, memory: 40245, decode.loss_cls: 0.4312, decode.loss_mask: 0.6209, decode.loss_dice: 0.8693, decode.d0.loss_cls: 1.4334, decode.d0.loss_mask: 0.6569, decode.d0.loss_dice: 0.9668, decode.d1.loss_cls: 0.5071, decode.d1.loss_mask: 0.6493, decode.d1.loss_dice: 0.9224, decode.d2.loss_cls: 0.4620, decode.d2.loss_mask: 0.6361, decode.d2.loss_dice: 0.8921, decode.d3.loss_cls: 0.4493, decode.d3.loss_mask: 0.6277, decode.d3.loss_dice: 0.8717, decode.d4.loss_cls: 0.4392, decode.d4.loss_mask: 0.6264, decode.d4.loss_dice: 0.8754, decode.d5.loss_cls: 0.4353, decode.d5.loss_mask: 0.6235, decode.d5.loss_dice: 0.8752, decode.d6.loss_cls: 0.4321, decode.d6.loss_mask: 0.6207, decode.d6.loss_dice: 0.8680, decode.d7.loss_cls: 0.4307, decode.d7.loss_mask: 0.6221, decode.d7.loss_dice: 0.8674, decode.d8.loss_cls: 0.4291, decode.d8.loss_mask: 0.6220, decode.d8.loss_dice: 0.8709, loss: 20.6343, grad_norm: 67.3147 2023-12-25 23:19:03,256 - mmseg - INFO - Iter [43550/160000] lr: 7.278e-05, eta: 16:36:21, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4422, decode.loss_mask: 0.6295, decode.loss_dice: 0.8990, decode.d0.loss_cls: 1.4451, decode.d0.loss_mask: 0.6781, decode.d0.loss_dice: 1.0220, decode.d1.loss_cls: 0.5398, decode.d1.loss_mask: 0.6546, decode.d1.loss_dice: 0.9650, decode.d2.loss_cls: 0.4764, decode.d2.loss_mask: 0.6448, decode.d2.loss_dice: 0.9302, decode.d3.loss_cls: 0.4667, decode.d3.loss_mask: 0.6364, decode.d3.loss_dice: 0.9107, decode.d4.loss_cls: 0.4510, decode.d4.loss_mask: 0.6387, decode.d4.loss_dice: 0.9166, decode.d5.loss_cls: 0.4475, decode.d5.loss_mask: 0.6372, decode.d5.loss_dice: 0.9107, decode.d6.loss_cls: 0.4446, decode.d6.loss_mask: 0.6329, decode.d6.loss_dice: 0.9030, decode.d7.loss_cls: 0.4462, decode.d7.loss_mask: 0.6302, decode.d7.loss_dice: 0.9037, decode.d8.loss_cls: 0.4380, decode.d8.loss_mask: 0.6312, decode.d8.loss_dice: 0.9045, loss: 21.2763, grad_norm: 64.2057 2023-12-25 23:19:27,601 - mmseg - INFO - Iter [43600/160000] lr: 7.275e-05, eta: 16:35:50, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4431, decode.loss_mask: 0.6095, decode.loss_dice: 0.8887, decode.d0.loss_cls: 1.4301, decode.d0.loss_mask: 0.6464, decode.d0.loss_dice: 1.0026, decode.d1.loss_cls: 0.5232, decode.d1.loss_mask: 0.6381, decode.d1.loss_dice: 0.9544, decode.d2.loss_cls: 0.4873, decode.d2.loss_mask: 0.6221, decode.d2.loss_dice: 0.9213, decode.d3.loss_cls: 0.4658, decode.d3.loss_mask: 0.6127, decode.d3.loss_dice: 0.9013, decode.d4.loss_cls: 0.4573, decode.d4.loss_mask: 0.6132, decode.d4.loss_dice: 0.9064, decode.d5.loss_cls: 0.4527, decode.d5.loss_mask: 0.6087, decode.d5.loss_dice: 0.8980, decode.d6.loss_cls: 0.4516, decode.d6.loss_mask: 0.6069, decode.d6.loss_dice: 0.8884, decode.d7.loss_cls: 0.4449, decode.d7.loss_mask: 0.6063, decode.d7.loss_dice: 0.8948, decode.d8.loss_cls: 0.4426, decode.d8.loss_mask: 0.6097, decode.d8.loss_dice: 0.8952, loss: 20.9234, grad_norm: 59.8706 2023-12-25 23:19:52,078 - mmseg - INFO - Iter [43650/160000] lr: 7.272e-05, eta: 16:35:21, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4338, decode.loss_mask: 0.5869, decode.loss_dice: 0.8589, decode.d0.loss_cls: 1.4421, decode.d0.loss_mask: 0.6294, decode.d0.loss_dice: 0.9590, decode.d1.loss_cls: 0.5181, decode.d1.loss_mask: 0.6073, decode.d1.loss_dice: 0.9153, decode.d2.loss_cls: 0.4677, decode.d2.loss_mask: 0.5972, decode.d2.loss_dice: 0.8900, decode.d3.loss_cls: 0.4502, decode.d3.loss_mask: 0.5938, decode.d3.loss_dice: 0.8734, decode.d4.loss_cls: 0.4402, decode.d4.loss_mask: 0.5904, decode.d4.loss_dice: 0.8671, decode.d5.loss_cls: 0.4335, decode.d5.loss_mask: 0.5919, decode.d5.loss_dice: 0.8685, decode.d6.loss_cls: 0.4319, decode.d6.loss_mask: 0.5909, decode.d6.loss_dice: 0.8604, decode.d7.loss_cls: 0.4376, decode.d7.loss_mask: 0.5875, decode.d7.loss_dice: 0.8601, decode.d8.loss_cls: 0.4319, decode.d8.loss_mask: 0.5855, decode.d8.loss_dice: 0.8615, loss: 20.2619, grad_norm: 58.3996 2023-12-25 23:20:16,354 - mmseg - INFO - Iter [43700/160000] lr: 7.269e-05, eta: 16:34:50, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4431, decode.loss_mask: 0.5995, decode.loss_dice: 0.8678, decode.d0.loss_cls: 1.4587, decode.d0.loss_mask: 0.6403, decode.d0.loss_dice: 0.9764, decode.d1.loss_cls: 0.5314, decode.d1.loss_mask: 0.6222, decode.d1.loss_dice: 0.9182, decode.d2.loss_cls: 0.4856, decode.d2.loss_mask: 0.6059, decode.d2.loss_dice: 0.8949, decode.d3.loss_cls: 0.4737, decode.d3.loss_mask: 0.6032, decode.d3.loss_dice: 0.8801, decode.d4.loss_cls: 0.4600, decode.d4.loss_mask: 0.5981, decode.d4.loss_dice: 0.8747, decode.d5.loss_cls: 0.4563, decode.d5.loss_mask: 0.5969, decode.d5.loss_dice: 0.8742, decode.d6.loss_cls: 0.4494, decode.d6.loss_mask: 0.5972, decode.d6.loss_dice: 0.8731, decode.d7.loss_cls: 0.4466, decode.d7.loss_mask: 0.5970, decode.d7.loss_dice: 0.8712, decode.d8.loss_cls: 0.4413, decode.d8.loss_mask: 0.5978, decode.d8.loss_dice: 0.8712, loss: 20.6059, grad_norm: 57.6430 2023-12-25 23:20:40,783 - mmseg - INFO - Iter [43750/160000] lr: 7.266e-05, eta: 16:34:20, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4488, decode.loss_mask: 0.5886, decode.loss_dice: 0.8629, decode.d0.loss_cls: 1.4709, decode.d0.loss_mask: 0.6352, decode.d0.loss_dice: 0.9666, decode.d1.loss_cls: 0.5471, decode.d1.loss_mask: 0.6116, decode.d1.loss_dice: 0.9259, decode.d2.loss_cls: 0.5043, decode.d2.loss_mask: 0.5968, decode.d2.loss_dice: 0.8960, decode.d3.loss_cls: 0.4834, decode.d3.loss_mask: 0.5947, decode.d3.loss_dice: 0.8711, decode.d4.loss_cls: 0.4689, decode.d4.loss_mask: 0.5925, decode.d4.loss_dice: 0.8731, decode.d5.loss_cls: 0.4607, decode.d5.loss_mask: 0.5921, decode.d5.loss_dice: 0.8687, decode.d6.loss_cls: 0.4580, decode.d6.loss_mask: 0.5919, decode.d6.loss_dice: 0.8593, decode.d7.loss_cls: 0.4546, decode.d7.loss_mask: 0.5925, decode.d7.loss_dice: 0.8615, decode.d8.loss_cls: 0.4538, decode.d8.loss_mask: 0.5887, decode.d8.loss_dice: 0.8585, loss: 20.5788, grad_norm: 62.8996 2023-12-25 23:21:05,205 - mmseg - INFO - Iter [43800/160000] lr: 7.263e-05, eta: 16:33:50, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4602, decode.loss_mask: 0.6228, decode.loss_dice: 0.9055, decode.d0.loss_cls: 1.4763, decode.d0.loss_mask: 0.6637, decode.d0.loss_dice: 1.0223, decode.d1.loss_cls: 0.5505, decode.d1.loss_mask: 0.6542, decode.d1.loss_dice: 0.9701, decode.d2.loss_cls: 0.4989, decode.d2.loss_mask: 0.6294, decode.d2.loss_dice: 0.9368, decode.d3.loss_cls: 0.4820, decode.d3.loss_mask: 0.6301, decode.d3.loss_dice: 0.9192, decode.d4.loss_cls: 0.4678, decode.d4.loss_mask: 0.6293, decode.d4.loss_dice: 0.9210, decode.d5.loss_cls: 0.4749, decode.d5.loss_mask: 0.6236, decode.d5.loss_dice: 0.9140, decode.d6.loss_cls: 0.4640, decode.d6.loss_mask: 0.6264, decode.d6.loss_dice: 0.9086, decode.d7.loss_cls: 0.4610, decode.d7.loss_mask: 0.6256, decode.d7.loss_dice: 0.9084, decode.d8.loss_cls: 0.4677, decode.d8.loss_mask: 0.6223, decode.d8.loss_dice: 0.9051, loss: 21.4416, grad_norm: 63.6482 2023-12-25 23:21:29,761 - mmseg - INFO - Iter [43850/160000] lr: 7.259e-05, eta: 16:33:21, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4407, decode.loss_mask: 0.6081, decode.loss_dice: 0.8818, decode.d0.loss_cls: 1.4324, decode.d0.loss_mask: 0.6518, decode.d0.loss_dice: 0.9815, decode.d1.loss_cls: 0.5280, decode.d1.loss_mask: 0.6314, decode.d1.loss_dice: 0.9430, decode.d2.loss_cls: 0.4740, decode.d2.loss_mask: 0.6190, decode.d2.loss_dice: 0.9038, decode.d3.loss_cls: 0.4691, decode.d3.loss_mask: 0.6108, decode.d3.loss_dice: 0.8838, decode.d4.loss_cls: 0.4608, decode.d4.loss_mask: 0.6104, decode.d4.loss_dice: 0.8872, decode.d5.loss_cls: 0.4506, decode.d5.loss_mask: 0.6088, decode.d5.loss_dice: 0.8814, decode.d6.loss_cls: 0.4420, decode.d6.loss_mask: 0.6077, decode.d6.loss_dice: 0.8832, decode.d7.loss_cls: 0.4460, decode.d7.loss_mask: 0.6107, decode.d7.loss_dice: 0.8777, decode.d8.loss_cls: 0.4389, decode.d8.loss_mask: 0.6092, decode.d8.loss_dice: 0.8825, loss: 20.7559, grad_norm: 60.1210 2023-12-25 23:21:54,151 - mmseg - INFO - Iter [43900/160000] lr: 7.256e-05, eta: 16:32:51, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4270, decode.loss_mask: 0.6247, decode.loss_dice: 0.9058, decode.d0.loss_cls: 1.4632, decode.d0.loss_mask: 0.6622, decode.d0.loss_dice: 1.0117, decode.d1.loss_cls: 0.5199, decode.d1.loss_mask: 0.6418, decode.d1.loss_dice: 0.9556, decode.d2.loss_cls: 0.4778, decode.d2.loss_mask: 0.6277, decode.d2.loss_dice: 0.9288, decode.d3.loss_cls: 0.4547, decode.d3.loss_mask: 0.6297, decode.d3.loss_dice: 0.9118, decode.d4.loss_cls: 0.4444, decode.d4.loss_mask: 0.6278, decode.d4.loss_dice: 0.9181, decode.d5.loss_cls: 0.4434, decode.d5.loss_mask: 0.6248, decode.d5.loss_dice: 0.9125, decode.d6.loss_cls: 0.4331, decode.d6.loss_mask: 0.6240, decode.d6.loss_dice: 0.9089, decode.d7.loss_cls: 0.4276, decode.d7.loss_mask: 0.6237, decode.d7.loss_dice: 0.9071, decode.d8.loss_cls: 0.4293, decode.d8.loss_mask: 0.6243, decode.d8.loss_dice: 0.9099, loss: 21.1013, grad_norm: 60.0147 2023-12-25 23:22:18,428 - mmseg - INFO - Iter [43950/160000] lr: 7.253e-05, eta: 16:32:21, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4446, decode.loss_mask: 0.6061, decode.loss_dice: 0.9000, decode.d0.loss_cls: 1.4381, decode.d0.loss_mask: 0.6497, decode.d0.loss_dice: 1.0017, decode.d1.loss_cls: 0.5342, decode.d1.loss_mask: 0.6260, decode.d1.loss_dice: 0.9584, decode.d2.loss_cls: 0.4826, decode.d2.loss_mask: 0.6132, decode.d2.loss_dice: 0.9291, decode.d3.loss_cls: 0.4675, decode.d3.loss_mask: 0.6067, decode.d3.loss_dice: 0.9123, decode.d4.loss_cls: 0.4546, decode.d4.loss_mask: 0.6096, decode.d4.loss_dice: 0.9157, decode.d5.loss_cls: 0.4519, decode.d5.loss_mask: 0.6073, decode.d5.loss_dice: 0.9023, decode.d6.loss_cls: 0.4461, decode.d6.loss_mask: 0.6061, decode.d6.loss_dice: 0.8957, decode.d7.loss_cls: 0.4399, decode.d7.loss_mask: 0.6094, decode.d7.loss_dice: 0.8960, decode.d8.loss_cls: 0.4450, decode.d8.loss_mask: 0.6081, decode.d8.loss_dice: 0.8997, loss: 20.9579, grad_norm: 60.8273 2023-12-25 23:22:42,592 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 23:22:42,592 - mmseg - INFO - Iter [44000/160000] lr: 7.250e-05, eta: 16:31:50, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4268, decode.loss_mask: 0.6086, decode.loss_dice: 0.8843, decode.d0.loss_cls: 1.4306, decode.d0.loss_mask: 0.6600, decode.d0.loss_dice: 0.9981, decode.d1.loss_cls: 0.5191, decode.d1.loss_mask: 0.6345, decode.d1.loss_dice: 0.9393, decode.d2.loss_cls: 0.4664, decode.d2.loss_mask: 0.6227, decode.d2.loss_dice: 0.9074, decode.d3.loss_cls: 0.4588, decode.d3.loss_mask: 0.6151, decode.d3.loss_dice: 0.8936, decode.d4.loss_cls: 0.4395, decode.d4.loss_mask: 0.6146, decode.d4.loss_dice: 0.8979, decode.d5.loss_cls: 0.4356, decode.d5.loss_mask: 0.6132, decode.d5.loss_dice: 0.8968, decode.d6.loss_cls: 0.4280, decode.d6.loss_mask: 0.6125, decode.d6.loss_dice: 0.8903, decode.d7.loss_cls: 0.4224, decode.d7.loss_mask: 0.6138, decode.d7.loss_dice: 0.8890, decode.d8.loss_cls: 0.4265, decode.d8.loss_mask: 0.6067, decode.d8.loss_dice: 0.8837, loss: 20.7357, grad_norm: 58.4114 2023-12-25 23:23:07,013 - mmseg - INFO - Iter [44050/160000] lr: 7.247e-05, eta: 16:31:20, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4418, decode.loss_mask: 0.5987, decode.loss_dice: 0.8911, decode.d0.loss_cls: 1.3957, decode.d0.loss_mask: 0.6381, decode.d0.loss_dice: 1.0041, decode.d1.loss_cls: 0.5284, decode.d1.loss_mask: 0.6259, decode.d1.loss_dice: 0.9515, decode.d2.loss_cls: 0.4841, decode.d2.loss_mask: 0.6111, decode.d2.loss_dice: 0.9180, decode.d3.loss_cls: 0.4707, decode.d3.loss_mask: 0.6046, decode.d3.loss_dice: 0.9003, decode.d4.loss_cls: 0.4648, decode.d4.loss_mask: 0.6006, decode.d4.loss_dice: 0.8969, decode.d5.loss_cls: 0.4500, decode.d5.loss_mask: 0.6020, decode.d5.loss_dice: 0.9002, decode.d6.loss_cls: 0.4488, decode.d6.loss_mask: 0.5996, decode.d6.loss_dice: 0.8887, decode.d7.loss_cls: 0.4443, decode.d7.loss_mask: 0.5981, decode.d7.loss_dice: 0.8909, decode.d8.loss_cls: 0.4380, decode.d8.loss_mask: 0.5993, decode.d8.loss_dice: 0.8907, loss: 20.7769, grad_norm: 56.4140 2023-12-25 23:23:31,345 - mmseg - INFO - Iter [44100/160000] lr: 7.244e-05, eta: 16:30:50, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4263, decode.loss_mask: 0.5914, decode.loss_dice: 0.8787, decode.d0.loss_cls: 1.4465, decode.d0.loss_mask: 0.6311, decode.d0.loss_dice: 0.9839, decode.d1.loss_cls: 0.5120, decode.d1.loss_mask: 0.6138, decode.d1.loss_dice: 0.9316, decode.d2.loss_cls: 0.4640, decode.d2.loss_mask: 0.5935, decode.d2.loss_dice: 0.9129, decode.d3.loss_cls: 0.4540, decode.d3.loss_mask: 0.5971, decode.d3.loss_dice: 0.8897, decode.d4.loss_cls: 0.4397, decode.d4.loss_mask: 0.5963, decode.d4.loss_dice: 0.8942, decode.d5.loss_cls: 0.4342, decode.d5.loss_mask: 0.5929, decode.d5.loss_dice: 0.8891, decode.d6.loss_cls: 0.4393, decode.d6.loss_mask: 0.5916, decode.d6.loss_dice: 0.8785, decode.d7.loss_cls: 0.4283, decode.d7.loss_mask: 0.5913, decode.d7.loss_dice: 0.8834, decode.d8.loss_cls: 0.4281, decode.d8.loss_mask: 0.5899, decode.d8.loss_dice: 0.8816, loss: 20.4850, grad_norm: 57.2442 2023-12-25 23:23:58,074 - mmseg - INFO - Iter [44150/160000] lr: 7.241e-05, eta: 16:30:28, time: 0.535, data_time: 0.058, memory: 40245, decode.loss_cls: 0.4301, decode.loss_mask: 0.6088, decode.loss_dice: 0.8876, decode.d0.loss_cls: 1.4381, decode.d0.loss_mask: 0.6581, decode.d0.loss_dice: 0.9952, decode.d1.loss_cls: 0.5129, decode.d1.loss_mask: 0.6366, decode.d1.loss_dice: 0.9507, decode.d2.loss_cls: 0.4718, decode.d2.loss_mask: 0.6212, decode.d2.loss_dice: 0.9178, decode.d3.loss_cls: 0.4560, decode.d3.loss_mask: 0.6150, decode.d3.loss_dice: 0.8953, decode.d4.loss_cls: 0.4471, decode.d4.loss_mask: 0.6134, decode.d4.loss_dice: 0.8960, decode.d5.loss_cls: 0.4400, decode.d5.loss_mask: 0.6158, decode.d5.loss_dice: 0.8930, decode.d6.loss_cls: 0.4299, decode.d6.loss_mask: 0.6132, decode.d6.loss_dice: 0.8898, decode.d7.loss_cls: 0.4317, decode.d7.loss_mask: 0.6121, decode.d7.loss_dice: 0.8912, decode.d8.loss_cls: 0.4260, decode.d8.loss_mask: 0.6109, decode.d8.loss_dice: 0.8937, loss: 20.7990, grad_norm: 58.7256 2023-12-25 23:24:22,298 - mmseg - INFO - Iter [44200/160000] lr: 7.238e-05, eta: 16:29:57, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4195, decode.loss_mask: 0.5921, decode.loss_dice: 0.8593, decode.d0.loss_cls: 1.4186, decode.d0.loss_mask: 0.6219, decode.d0.loss_dice: 0.9701, decode.d1.loss_cls: 0.5229, decode.d1.loss_mask: 0.6089, decode.d1.loss_dice: 0.9212, decode.d2.loss_cls: 0.4743, decode.d2.loss_mask: 0.6025, decode.d2.loss_dice: 0.8921, decode.d3.loss_cls: 0.4547, decode.d3.loss_mask: 0.5950, decode.d3.loss_dice: 0.8698, decode.d4.loss_cls: 0.4432, decode.d4.loss_mask: 0.5971, decode.d4.loss_dice: 0.8725, decode.d5.loss_cls: 0.4326, decode.d5.loss_mask: 0.5906, decode.d5.loss_dice: 0.8657, decode.d6.loss_cls: 0.4276, decode.d6.loss_mask: 0.5905, decode.d6.loss_dice: 0.8591, decode.d7.loss_cls: 0.4205, decode.d7.loss_mask: 0.5917, decode.d7.loss_dice: 0.8596, decode.d8.loss_cls: 0.4187, decode.d8.loss_mask: 0.5917, decode.d8.loss_dice: 0.8615, loss: 20.2457, grad_norm: 58.3617 2023-12-25 23:24:46,571 - mmseg - INFO - Iter [44250/160000] lr: 7.234e-05, eta: 16:29:27, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4048, decode.loss_mask: 0.5873, decode.loss_dice: 0.8790, decode.d0.loss_cls: 1.4256, decode.d0.loss_mask: 0.6357, decode.d0.loss_dice: 0.9837, decode.d1.loss_cls: 0.5054, decode.d1.loss_mask: 0.6070, decode.d1.loss_dice: 0.9354, decode.d2.loss_cls: 0.4589, decode.d2.loss_mask: 0.5919, decode.d2.loss_dice: 0.9001, decode.d3.loss_cls: 0.4349, decode.d3.loss_mask: 0.5905, decode.d3.loss_dice: 0.8879, decode.d4.loss_cls: 0.4252, decode.d4.loss_mask: 0.5887, decode.d4.loss_dice: 0.8866, decode.d5.loss_cls: 0.4177, decode.d5.loss_mask: 0.5866, decode.d5.loss_dice: 0.8807, decode.d6.loss_cls: 0.4084, decode.d6.loss_mask: 0.5865, decode.d6.loss_dice: 0.8825, decode.d7.loss_cls: 0.4141, decode.d7.loss_mask: 0.5859, decode.d7.loss_dice: 0.8816, decode.d8.loss_cls: 0.4114, decode.d8.loss_mask: 0.5873, decode.d8.loss_dice: 0.8774, loss: 20.2487, grad_norm: 60.4863 2023-12-25 23:25:10,978 - mmseg - INFO - Iter [44300/160000] lr: 7.231e-05, eta: 16:28:57, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4137, decode.loss_mask: 0.5925, decode.loss_dice: 0.8571, decode.d0.loss_cls: 1.4035, decode.d0.loss_mask: 0.6361, decode.d0.loss_dice: 0.9602, decode.d1.loss_cls: 0.5073, decode.d1.loss_mask: 0.6229, decode.d1.loss_dice: 0.9104, decode.d2.loss_cls: 0.4630, decode.d2.loss_mask: 0.6031, decode.d2.loss_dice: 0.8792, decode.d3.loss_cls: 0.4336, decode.d3.loss_mask: 0.6008, decode.d3.loss_dice: 0.8751, decode.d4.loss_cls: 0.4288, decode.d4.loss_mask: 0.5968, decode.d4.loss_dice: 0.8724, decode.d5.loss_cls: 0.4146, decode.d5.loss_mask: 0.5989, decode.d5.loss_dice: 0.8700, decode.d6.loss_cls: 0.4160, decode.d6.loss_mask: 0.5962, decode.d6.loss_dice: 0.8595, decode.d7.loss_cls: 0.4166, decode.d7.loss_mask: 0.5976, decode.d7.loss_dice: 0.8623, decode.d8.loss_cls: 0.4134, decode.d8.loss_mask: 0.5955, decode.d8.loss_dice: 0.8607, loss: 20.1579, grad_norm: 56.3794 2023-12-25 23:25:35,326 - mmseg - INFO - Iter [44350/160000] lr: 7.228e-05, eta: 16:28:27, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3989, decode.loss_mask: 0.6081, decode.loss_dice: 0.8647, decode.d0.loss_cls: 1.4062, decode.d0.loss_mask: 0.6502, decode.d0.loss_dice: 0.9569, decode.d1.loss_cls: 0.4871, decode.d1.loss_mask: 0.6362, decode.d1.loss_dice: 0.9174, decode.d2.loss_cls: 0.4398, decode.d2.loss_mask: 0.6197, decode.d2.loss_dice: 0.8872, decode.d3.loss_cls: 0.4198, decode.d3.loss_mask: 0.6142, decode.d3.loss_dice: 0.8721, decode.d4.loss_cls: 0.4083, decode.d4.loss_mask: 0.6129, decode.d4.loss_dice: 0.8752, decode.d5.loss_cls: 0.4073, decode.d5.loss_mask: 0.6080, decode.d5.loss_dice: 0.8679, decode.d6.loss_cls: 0.4050, decode.d6.loss_mask: 0.6063, decode.d6.loss_dice: 0.8643, decode.d7.loss_cls: 0.3992, decode.d7.loss_mask: 0.6106, decode.d7.loss_dice: 0.8618, decode.d8.loss_cls: 0.4028, decode.d8.loss_mask: 0.6088, decode.d8.loss_dice: 0.8640, loss: 20.1807, grad_norm: 59.6494 2023-12-25 23:26:00,008 - mmseg - INFO - Iter [44400/160000] lr: 7.225e-05, eta: 16:27:58, time: 0.494, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4292, decode.loss_mask: 0.6228, decode.loss_dice: 0.8835, decode.d0.loss_cls: 1.4274, decode.d0.loss_mask: 0.6597, decode.d0.loss_dice: 0.9917, decode.d1.loss_cls: 0.5391, decode.d1.loss_mask: 0.6396, decode.d1.loss_dice: 0.9424, decode.d2.loss_cls: 0.4895, decode.d2.loss_mask: 0.6282, decode.d2.loss_dice: 0.9053, decode.d3.loss_cls: 0.4628, decode.d3.loss_mask: 0.6253, decode.d3.loss_dice: 0.8908, decode.d4.loss_cls: 0.4462, decode.d4.loss_mask: 0.6283, decode.d4.loss_dice: 0.8968, decode.d5.loss_cls: 0.4442, decode.d5.loss_mask: 0.6275, decode.d5.loss_dice: 0.8898, decode.d6.loss_cls: 0.4417, decode.d6.loss_mask: 0.6257, decode.d6.loss_dice: 0.8857, decode.d7.loss_cls: 0.4383, decode.d7.loss_mask: 0.6213, decode.d7.loss_dice: 0.8857, decode.d8.loss_cls: 0.4392, decode.d8.loss_mask: 0.6233, decode.d8.loss_dice: 0.8846, loss: 20.9156, grad_norm: 58.2695 2023-12-25 23:26:24,255 - mmseg - INFO - Iter [44450/160000] lr: 7.222e-05, eta: 16:27:28, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4267, decode.loss_mask: 0.5883, decode.loss_dice: 0.8626, decode.d0.loss_cls: 1.4390, decode.d0.loss_mask: 0.6256, decode.d0.loss_dice: 0.9630, decode.d1.loss_cls: 0.5140, decode.d1.loss_mask: 0.6108, decode.d1.loss_dice: 0.9192, decode.d2.loss_cls: 0.4633, decode.d2.loss_mask: 0.5947, decode.d2.loss_dice: 0.8903, decode.d3.loss_cls: 0.4511, decode.d3.loss_mask: 0.5905, decode.d3.loss_dice: 0.8671, decode.d4.loss_cls: 0.4416, decode.d4.loss_mask: 0.5907, decode.d4.loss_dice: 0.8704, decode.d5.loss_cls: 0.4329, decode.d5.loss_mask: 0.5877, decode.d5.loss_dice: 0.8683, decode.d6.loss_cls: 0.4314, decode.d6.loss_mask: 0.5879, decode.d6.loss_dice: 0.8624, decode.d7.loss_cls: 0.4266, decode.d7.loss_mask: 0.5879, decode.d7.loss_dice: 0.8644, decode.d8.loss_cls: 0.4261, decode.d8.loss_mask: 0.5855, decode.d8.loss_dice: 0.8671, loss: 20.2371, grad_norm: 55.2365 2023-12-25 23:26:48,533 - mmseg - INFO - Iter [44500/160000] lr: 7.219e-05, eta: 16:26:58, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4081, decode.loss_mask: 0.6279, decode.loss_dice: 0.8774, decode.d0.loss_cls: 1.4275, decode.d0.loss_mask: 0.6709, decode.d0.loss_dice: 0.9808, decode.d1.loss_cls: 0.5006, decode.d1.loss_mask: 0.6512, decode.d1.loss_dice: 0.9231, decode.d2.loss_cls: 0.4516, decode.d2.loss_mask: 0.6428, decode.d2.loss_dice: 0.8935, decode.d3.loss_cls: 0.4332, decode.d3.loss_mask: 0.6345, decode.d3.loss_dice: 0.8782, decode.d4.loss_cls: 0.4257, decode.d4.loss_mask: 0.6319, decode.d4.loss_dice: 0.8818, decode.d5.loss_cls: 0.4163, decode.d5.loss_mask: 0.6300, decode.d5.loss_dice: 0.8845, decode.d6.loss_cls: 0.4133, decode.d6.loss_mask: 0.6307, decode.d6.loss_dice: 0.8775, decode.d7.loss_cls: 0.4092, decode.d7.loss_mask: 0.6288, decode.d7.loss_dice: 0.8789, decode.d8.loss_cls: 0.4178, decode.d8.loss_mask: 0.6262, decode.d8.loss_dice: 0.8732, loss: 20.6272, grad_norm: 60.4683 2023-12-25 23:27:12,819 - mmseg - INFO - Iter [44550/160000] lr: 7.216e-05, eta: 16:26:28, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4337, decode.loss_mask: 0.6100, decode.loss_dice: 0.8668, decode.d0.loss_cls: 1.4305, decode.d0.loss_mask: 0.6526, decode.d0.loss_dice: 0.9658, decode.d1.loss_cls: 0.5229, decode.d1.loss_mask: 0.6369, decode.d1.loss_dice: 0.9262, decode.d2.loss_cls: 0.4681, decode.d2.loss_mask: 0.6234, decode.d2.loss_dice: 0.8958, decode.d3.loss_cls: 0.4598, decode.d3.loss_mask: 0.6130, decode.d3.loss_dice: 0.8756, decode.d4.loss_cls: 0.4400, decode.d4.loss_mask: 0.6163, decode.d4.loss_dice: 0.8801, decode.d5.loss_cls: 0.4395, decode.d5.loss_mask: 0.6154, decode.d5.loss_dice: 0.8764, decode.d6.loss_cls: 0.4393, decode.d6.loss_mask: 0.6117, decode.d6.loss_dice: 0.8632, decode.d7.loss_cls: 0.4351, decode.d7.loss_mask: 0.6126, decode.d7.loss_dice: 0.8661, decode.d8.loss_cls: 0.4339, decode.d8.loss_mask: 0.6085, decode.d8.loss_dice: 0.8648, loss: 20.5839, grad_norm: 63.1550 2023-12-25 23:27:37,600 - mmseg - INFO - Iter [44600/160000] lr: 7.213e-05, eta: 16:25:59, time: 0.496, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4416, decode.loss_mask: 0.6026, decode.loss_dice: 0.8864, decode.d0.loss_cls: 1.4066, decode.d0.loss_mask: 0.6472, decode.d0.loss_dice: 0.9973, decode.d1.loss_cls: 0.5324, decode.d1.loss_mask: 0.6285, decode.d1.loss_dice: 0.9487, decode.d2.loss_cls: 0.4850, decode.d2.loss_mask: 0.6108, decode.d2.loss_dice: 0.9205, decode.d3.loss_cls: 0.4739, decode.d3.loss_mask: 0.6063, decode.d3.loss_dice: 0.9025, decode.d4.loss_cls: 0.4595, decode.d4.loss_mask: 0.6097, decode.d4.loss_dice: 0.9050, decode.d5.loss_cls: 0.4522, decode.d5.loss_mask: 0.6075, decode.d5.loss_dice: 0.8978, decode.d6.loss_cls: 0.4497, decode.d6.loss_mask: 0.6063, decode.d6.loss_dice: 0.8931, decode.d7.loss_cls: 0.4446, decode.d7.loss_mask: 0.6080, decode.d7.loss_dice: 0.8954, decode.d8.loss_cls: 0.4433, decode.d8.loss_mask: 0.6065, decode.d8.loss_dice: 0.8898, loss: 20.8587, grad_norm: 61.2930 2023-12-25 23:28:01,845 - mmseg - INFO - Iter [44650/160000] lr: 7.209e-05, eta: 16:25:29, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4364, decode.loss_mask: 0.5895, decode.loss_dice: 0.8931, decode.d0.loss_cls: 1.4232, decode.d0.loss_mask: 0.6295, decode.d0.loss_dice: 1.0091, decode.d1.loss_cls: 0.5426, decode.d1.loss_mask: 0.6157, decode.d1.loss_dice: 0.9512, decode.d2.loss_cls: 0.4813, decode.d2.loss_mask: 0.5980, decode.d2.loss_dice: 0.9302, decode.d3.loss_cls: 0.4604, decode.d3.loss_mask: 0.5936, decode.d3.loss_dice: 0.9129, decode.d4.loss_cls: 0.4472, decode.d4.loss_mask: 0.5916, decode.d4.loss_dice: 0.9104, decode.d5.loss_cls: 0.4429, decode.d5.loss_mask: 0.5902, decode.d5.loss_dice: 0.9048, decode.d6.loss_cls: 0.4464, decode.d6.loss_mask: 0.5874, decode.d6.loss_dice: 0.8932, decode.d7.loss_cls: 0.4355, decode.d7.loss_mask: 0.5869, decode.d7.loss_dice: 0.8983, decode.d8.loss_cls: 0.4362, decode.d8.loss_mask: 0.5882, decode.d8.loss_dice: 0.8948, loss: 20.7207, grad_norm: 53.3630 2023-12-25 23:28:26,098 - mmseg - INFO - Iter [44700/160000] lr: 7.206e-05, eta: 16:24:59, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4406, decode.loss_mask: 0.5915, decode.loss_dice: 0.8958, decode.d0.loss_cls: 1.4723, decode.d0.loss_mask: 0.6399, decode.d0.loss_dice: 1.0098, decode.d1.loss_cls: 0.5374, decode.d1.loss_mask: 0.6190, decode.d1.loss_dice: 0.9518, decode.d2.loss_cls: 0.4868, decode.d2.loss_mask: 0.6080, decode.d2.loss_dice: 0.9241, decode.d3.loss_cls: 0.4726, decode.d3.loss_mask: 0.5995, decode.d3.loss_dice: 0.9074, decode.d4.loss_cls: 0.4613, decode.d4.loss_mask: 0.5951, decode.d4.loss_dice: 0.9043, decode.d5.loss_cls: 0.4472, decode.d5.loss_mask: 0.5950, decode.d5.loss_dice: 0.8993, decode.d6.loss_cls: 0.4454, decode.d6.loss_mask: 0.5944, decode.d6.loss_dice: 0.8959, decode.d7.loss_cls: 0.4474, decode.d7.loss_mask: 0.5931, decode.d7.loss_dice: 0.8940, decode.d8.loss_cls: 0.4391, decode.d8.loss_mask: 0.5935, decode.d8.loss_dice: 0.8943, loss: 20.8557, grad_norm: 57.4612 2023-12-25 23:28:50,378 - mmseg - INFO - Iter [44750/160000] lr: 7.203e-05, eta: 16:24:29, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4342, decode.loss_mask: 0.5973, decode.loss_dice: 0.8902, decode.d0.loss_cls: 1.4394, decode.d0.loss_mask: 0.6329, decode.d0.loss_dice: 1.0042, decode.d1.loss_cls: 0.5218, decode.d1.loss_mask: 0.6183, decode.d1.loss_dice: 0.9594, decode.d2.loss_cls: 0.4838, decode.d2.loss_mask: 0.6077, decode.d2.loss_dice: 0.9179, decode.d3.loss_cls: 0.4612, decode.d3.loss_mask: 0.5987, decode.d3.loss_dice: 0.8995, decode.d4.loss_cls: 0.4498, decode.d4.loss_mask: 0.6011, decode.d4.loss_dice: 0.8973, decode.d5.loss_cls: 0.4427, decode.d5.loss_mask: 0.6000, decode.d5.loss_dice: 0.8960, decode.d6.loss_cls: 0.4396, decode.d6.loss_mask: 0.5948, decode.d6.loss_dice: 0.8881, decode.d7.loss_cls: 0.4395, decode.d7.loss_mask: 0.5977, decode.d7.loss_dice: 0.8891, decode.d8.loss_cls: 0.4363, decode.d8.loss_mask: 0.5941, decode.d8.loss_dice: 0.8925, loss: 20.7250, grad_norm: 62.7730 2023-12-25 23:29:14,806 - mmseg - INFO - Iter [44800/160000] lr: 7.200e-05, eta: 16:23:59, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4409, decode.loss_mask: 0.6147, decode.loss_dice: 0.8837, decode.d0.loss_cls: 1.4381, decode.d0.loss_mask: 0.6561, decode.d0.loss_dice: 0.9995, decode.d1.loss_cls: 0.5229, decode.d1.loss_mask: 0.6435, decode.d1.loss_dice: 0.9507, decode.d2.loss_cls: 0.4827, decode.d2.loss_mask: 0.6325, decode.d2.loss_dice: 0.9180, decode.d3.loss_cls: 0.4706, decode.d3.loss_mask: 0.6258, decode.d3.loss_dice: 0.8970, decode.d4.loss_cls: 0.4501, decode.d4.loss_mask: 0.6238, decode.d4.loss_dice: 0.9001, decode.d5.loss_cls: 0.4506, decode.d5.loss_mask: 0.6185, decode.d5.loss_dice: 0.8995, decode.d6.loss_cls: 0.4488, decode.d6.loss_mask: 0.6115, decode.d6.loss_dice: 0.8858, decode.d7.loss_cls: 0.4483, decode.d7.loss_mask: 0.6143, decode.d7.loss_dice: 0.8873, decode.d8.loss_cls: 0.4408, decode.d8.loss_mask: 0.6138, decode.d8.loss_dice: 0.8873, loss: 20.9573, grad_norm: 58.1626 2023-12-25 23:29:39,056 - mmseg - INFO - Iter [44850/160000] lr: 7.197e-05, eta: 16:23:29, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4197, decode.loss_mask: 0.6198, decode.loss_dice: 0.8730, decode.d0.loss_cls: 1.4149, decode.d0.loss_mask: 0.6654, decode.d0.loss_dice: 0.9831, decode.d1.loss_cls: 0.5128, decode.d1.loss_mask: 0.6415, decode.d1.loss_dice: 0.9391, decode.d2.loss_cls: 0.4587, decode.d2.loss_mask: 0.6232, decode.d2.loss_dice: 0.9051, decode.d3.loss_cls: 0.4452, decode.d3.loss_mask: 0.6192, decode.d3.loss_dice: 0.8851, decode.d4.loss_cls: 0.4357, decode.d4.loss_mask: 0.6201, decode.d4.loss_dice: 0.8833, decode.d5.loss_cls: 0.4338, decode.d5.loss_mask: 0.6153, decode.d5.loss_dice: 0.8805, decode.d6.loss_cls: 0.4336, decode.d6.loss_mask: 0.6166, decode.d6.loss_dice: 0.8703, decode.d7.loss_cls: 0.4207, decode.d7.loss_mask: 0.6178, decode.d7.loss_dice: 0.8762, decode.d8.loss_cls: 0.4231, decode.d8.loss_mask: 0.6155, decode.d8.loss_dice: 0.8769, loss: 20.6253, grad_norm: 60.7274 2023-12-25 23:30:03,663 - mmseg - INFO - Iter [44900/160000] lr: 7.194e-05, eta: 16:23:00, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4319, decode.loss_mask: 0.6076, decode.loss_dice: 0.8849, decode.d0.loss_cls: 1.3882, decode.d0.loss_mask: 0.6515, decode.d0.loss_dice: 0.9941, decode.d1.loss_cls: 0.5080, decode.d1.loss_mask: 0.6292, decode.d1.loss_dice: 0.9477, decode.d2.loss_cls: 0.4687, decode.d2.loss_mask: 0.6141, decode.d2.loss_dice: 0.9108, decode.d3.loss_cls: 0.4549, decode.d3.loss_mask: 0.6068, decode.d3.loss_dice: 0.8953, decode.d4.loss_cls: 0.4408, decode.d4.loss_mask: 0.6088, decode.d4.loss_dice: 0.8928, decode.d5.loss_cls: 0.4456, decode.d5.loss_mask: 0.6079, decode.d5.loss_dice: 0.8907, decode.d6.loss_cls: 0.4359, decode.d6.loss_mask: 0.6075, decode.d6.loss_dice: 0.8829, decode.d7.loss_cls: 0.4307, decode.d7.loss_mask: 0.6084, decode.d7.loss_dice: 0.8849, decode.d8.loss_cls: 0.4286, decode.d8.loss_mask: 0.6068, decode.d8.loss_dice: 0.8887, loss: 20.6547, grad_norm: 55.6816 2023-12-25 23:30:28,015 - mmseg - INFO - Iter [44950/160000] lr: 7.191e-05, eta: 16:22:30, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4489, decode.loss_mask: 0.5926, decode.loss_dice: 0.8777, decode.d0.loss_cls: 1.4519, decode.d0.loss_mask: 0.6376, decode.d0.loss_dice: 0.9967, decode.d1.loss_cls: 0.5387, decode.d1.loss_mask: 0.6285, decode.d1.loss_dice: 0.9445, decode.d2.loss_cls: 0.4939, decode.d2.loss_mask: 0.6079, decode.d2.loss_dice: 0.9122, decode.d3.loss_cls: 0.4807, decode.d3.loss_mask: 0.5984, decode.d3.loss_dice: 0.8949, decode.d4.loss_cls: 0.4669, decode.d4.loss_mask: 0.5963, decode.d4.loss_dice: 0.8940, decode.d5.loss_cls: 0.4567, decode.d5.loss_mask: 0.5947, decode.d5.loss_dice: 0.8950, decode.d6.loss_cls: 0.4498, decode.d6.loss_mask: 0.5952, decode.d6.loss_dice: 0.8775, decode.d7.loss_cls: 0.4464, decode.d7.loss_mask: 0.5938, decode.d7.loss_dice: 0.8819, decode.d8.loss_cls: 0.4456, decode.d8.loss_mask: 0.5934, decode.d8.loss_dice: 0.8822, loss: 20.7746, grad_norm: 57.8713 2023-12-25 23:30:52,615 - mmseg - INFO - Saving checkpoint at 45000 iterations 2023-12-25 23:30:55,156 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 23:30:55,156 - mmseg - INFO - Iter [45000/160000] lr: 7.188e-05, eta: 16:22:10, time: 0.543, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4144, decode.loss_mask: 0.5876, decode.loss_dice: 0.8582, decode.d0.loss_cls: 1.4438, decode.d0.loss_mask: 0.6404, decode.d0.loss_dice: 0.9699, decode.d1.loss_cls: 0.4972, decode.d1.loss_mask: 0.6141, decode.d1.loss_dice: 0.9294, decode.d2.loss_cls: 0.4540, decode.d2.loss_mask: 0.5993, decode.d2.loss_dice: 0.8867, decode.d3.loss_cls: 0.4404, decode.d3.loss_mask: 0.5975, decode.d3.loss_dice: 0.8762, decode.d4.loss_cls: 0.4284, decode.d4.loss_mask: 0.5937, decode.d4.loss_dice: 0.8747, decode.d5.loss_cls: 0.4279, decode.d5.loss_mask: 0.5918, decode.d5.loss_dice: 0.8755, decode.d6.loss_cls: 0.4177, decode.d6.loss_mask: 0.5904, decode.d6.loss_dice: 0.8652, decode.d7.loss_cls: 0.4138, decode.d7.loss_mask: 0.5898, decode.d7.loss_dice: 0.8707, decode.d8.loss_cls: 0.4144, decode.d8.loss_mask: 0.5890, decode.d8.loss_dice: 0.8638, loss: 20.2158, grad_norm: 57.2649 2023-12-25 23:31:17,706 - mmseg - INFO - per class results: 2023-12-25 23:31:17,713 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 78.21 | 86.67 | | building | 81.33 | 91.13 | | sky | 94.6 | 97.08 | | floor | 83.18 | 89.74 | | tree | 74.84 | 87.07 | | ceiling | 83.4 | 88.94 | | road | 84.62 | 88.07 | | bed | 91.24 | 95.84 | | windowpane | 63.08 | 80.93 | | grass | 64.18 | 78.75 | | cabinet | 62.28 | 76.32 | | sidewalk | 68.88 | 85.14 | | person | 84.37 | 92.61 | | earth | 35.06 | 48.77 | | door | 50.57 | 69.57 | | table | 63.41 | 78.91 | | mountain | 60.43 | 80.97 | | plant | 55.04 | 65.6 | | curtain | 77.14 | 87.95 | | chair | 62.22 | 76.51 | | car | 86.19 | 93.06 | | water | 51.53 | 66.58 | | painting | 73.6 | 87.06 | | sofa | 65.21 | 77.9 | | shelf | 34.26 | 45.41 | | house | 45.59 | 70.03 | | sea | 54.25 | 71.33 | | mirror | 66.85 | 82.46 | | rug | 71.21 | 79.35 | | field | 24.92 | 45.96 | | armchair | 43.2 | 67.09 | | seat | 60.96 | 86.75 | | fence | 44.32 | 63.04 | | desk | 49.22 | 73.7 | | rock | 42.08 | 69.74 | | wardrobe | 57.19 | 74.46 | | lamp | 69.98 | 81.24 | | bathtub | 81.32 | 84.31 | | railing | 37.95 | 54.38 | | cushion | 58.26 | 66.94 | | base | 25.45 | 78.75 | | box | 30.57 | 42.68 | | column | 54.48 | 65.96 | | signboard | 40.5 | 57.84 | | chest of drawers | 39.32 | 70.22 | | counter | 9.54 | 10.64 | | sand | 45.61 | 69.89 | | sink | 75.94 | 83.29 | | skyscraper | 33.47 | 42.6 | | fireplace | 71.78 | 87.33 | | refrigerator | 81.29 | 91.26 | | grandstand | 41.56 | 64.14 | | path | 16.43 | 22.07 | | stairs | 23.83 | 27.4 | | runway | 63.14 | 81.07 | | case | 56.14 | 62.56 | | pool table | 94.48 | 96.78 | | pillow | 57.2 | 77.54 | | screen door | 71.24 | 95.43 | | stairway | 25.04 | 49.98 | | river | 9.96 | 25.71 | | bridge | 81.77 | 90.27 | | bookcase | 33.4 | 49.5 | | blind | 51.54 | 53.36 | | coffee table | 64.66 | 86.78 | | toilet | 85.58 | 91.77 | | flower | 45.45 | 60.97 | | book | 51.1 | 70.17 | | hill | 8.88 | 13.63 | | bench | 45.03 | 56.26 | | countertop | 59.54 | 72.44 | | stove | 79.19 | 82.78 | | palm | 53.67 | 77.38 | | kitchen island | 40.32 | 67.02 | | computer | 77.01 | 85.37 | | swivel chair | 45.85 | 65.63 | | boat | 52.92 | 91.29 | | bar | 46.07 | 67.22 | | arcade machine | 24.58 | 25.56 | | hovel | 13.87 | 14.96 | | bus | 90.77 | 96.47 | | towel | 64.89 | 84.88 | | light | 61.81 | 79.82 | | truck | 46.58 | 58.23 | | tower | 20.85 | 37.21 | | chandelier | 67.49 | 82.36 | | awning | 37.97 | 54.68 | | streetlight | 38.23 | 58.87 | | booth | 55.83 | 58.74 | | television receiver | 67.14 | 85.41 | | airplane | 54.84 | 76.8 | | dirt track | 9.68 | 10.05 | | apparel | 39.06 | 73.29 | | pole | 23.46 | 35.44 | | land | 4.05 | 5.34 | | bannister | 16.92 | 35.36 | | escalator | 20.27 | 20.9 | | ottoman | 50.02 | 67.0 | | bottle | 25.29 | 31.85 | | buffet | 32.38 | 46.5 | | poster | 30.49 | 47.13 | | stage | 16.19 | 35.71 | | van | 41.32 | 62.28 | | ship | 18.79 | 19.07 | | fountain | 22.27 | 23.26 | | conveyer belt | 76.62 | 91.48 | | canopy | 22.5 | 46.19 | | washer | 62.16 | 76.26 | | plaything | 29.94 | 43.19 | | swimming pool | 52.56 | 66.48 | | stool | 42.73 | 76.56 | | barrel | 27.21 | 74.68 | | basket | 30.06 | 40.67 | | waterfall | 69.84 | 91.24 | | tent | 70.92 | 98.24 | | bag | 23.07 | 35.25 | | minibike | 68.48 | 90.06 | | cradle | 80.55 | 96.76 | | oven | 26.1 | 70.21 | | ball | 30.88 | 33.95 | | food | 65.52 | 82.32 | | step | 16.06 | 23.53 | | tank | 49.08 | 50.09 | | trade name | 29.09 | 39.82 | | microwave | 45.68 | 52.07 | | pot | 53.32 | 63.76 | | animal | 68.4 | 69.83 | | bicycle | 58.77 | 84.21 | | lake | 0.0 | 0.0 | | dishwasher | 75.59 | 83.19 | | screen | 69.72 | 90.74 | | blanket | 25.57 | 31.8 | | sculpture | 44.05 | 80.41 | | hood | 81.17 | 85.84 | | sconce | 55.21 | 75.27 | | vase | 47.07 | 70.53 | | traffic light | 34.0 | 73.52 | | tray | 19.95 | 33.57 | | ashcan | 46.47 | 69.35 | | fan | 67.81 | 83.64 | | pier | 31.25 | 59.91 | | crt screen | 9.17 | 27.93 | | plate | 62.97 | 79.5 | | monitor | 1.84 | 2.08 | | bulletin board | 47.76 | 71.09 | | shower | 8.07 | 31.21 | | radiator | 60.6 | 69.91 | | glass | 20.61 | 25.98 | | clock | 47.2 | 62.52 | | flag | 46.58 | 59.79 | +---------------------+-------+-------+ 2023-12-25 23:31:17,713 - mmseg - INFO - Summary: 2023-12-25 23:31:17,713 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.06 | 49.48 | 64.43 | +-------+-------+-------+ 2023-12-25 23:31:17,714 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 23:31:17,714 - mmseg - INFO - Iter(val) [250] aAcc: 0.8306, mIoU: 0.4948, mAcc: 0.6443, IoU.wall: 0.7821, IoU.building: 0.8133, IoU.sky: 0.9460, IoU.floor: 0.8318, IoU.tree: 0.7484, IoU.ceiling: 0.8340, IoU.road: 0.8462, IoU.bed : 0.9124, IoU.windowpane: 0.6308, IoU.grass: 0.6418, IoU.cabinet: 0.6228, IoU.sidewalk: 0.6888, IoU.person: 0.8437, IoU.earth: 0.3506, IoU.door: 0.5057, IoU.table: 0.6341, IoU.mountain: 0.6043, IoU.plant: 0.5504, IoU.curtain: 0.7714, IoU.chair: 0.6222, IoU.car: 0.8619, IoU.water: 0.5153, IoU.painting: 0.7360, IoU.sofa: 0.6521, IoU.shelf: 0.3426, IoU.house: 0.4559, IoU.sea: 0.5425, IoU.mirror: 0.6685, IoU.rug: 0.7121, IoU.field: 0.2492, IoU.armchair: 0.4320, IoU.seat: 0.6096, IoU.fence: 0.4432, IoU.desk: 0.4922, IoU.rock: 0.4208, IoU.wardrobe: 0.5719, IoU.lamp: 0.6998, IoU.bathtub: 0.8132, IoU.railing: 0.3795, IoU.cushion: 0.5826, IoU.base: 0.2545, IoU.box: 0.3057, IoU.column: 0.5448, IoU.signboard: 0.4050, IoU.chest of drawers: 0.3932, IoU.counter: 0.0954, IoU.sand: 0.4561, IoU.sink: 0.7594, IoU.skyscraper: 0.3347, IoU.fireplace: 0.7178, IoU.refrigerator: 0.8129, IoU.grandstand: 0.4156, IoU.path: 0.1643, IoU.stairs: 0.2383, IoU.runway: 0.6314, IoU.case: 0.5614, IoU.pool table: 0.9448, IoU.pillow: 0.5720, IoU.screen door: 0.7124, IoU.stairway: 0.2504, IoU.river: 0.0996, IoU.bridge: 0.8177, IoU.bookcase: 0.3340, IoU.blind: 0.5154, IoU.coffee table: 0.6466, IoU.toilet: 0.8558, IoU.flower: 0.4545, IoU.book: 0.5110, IoU.hill: 0.0888, IoU.bench: 0.4503, IoU.countertop: 0.5954, IoU.stove: 0.7919, IoU.palm: 0.5367, IoU.kitchen island: 0.4032, IoU.computer: 0.7701, IoU.swivel chair: 0.4585, IoU.boat: 0.5292, IoU.bar: 0.4607, IoU.arcade machine: 0.2458, IoU.hovel: 0.1387, IoU.bus: 0.9077, IoU.towel: 0.6489, IoU.light: 0.6181, IoU.truck: 0.4658, IoU.tower: 0.2085, IoU.chandelier: 0.6749, IoU.awning: 0.3797, IoU.streetlight: 0.3823, IoU.booth: 0.5583, IoU.television receiver: 0.6714, IoU.airplane: 0.5484, IoU.dirt track: 0.0968, IoU.apparel: 0.3906, IoU.pole: 0.2346, IoU.land: 0.0405, IoU.bannister: 0.1692, IoU.escalator: 0.2027, IoU.ottoman: 0.5002, IoU.bottle: 0.2529, IoU.buffet: 0.3238, IoU.poster: 0.3049, IoU.stage: 0.1619, IoU.van: 0.4132, IoU.ship: 0.1879, IoU.fountain: 0.2227, IoU.conveyer belt: 0.7662, IoU.canopy: 0.2250, IoU.washer: 0.6216, IoU.plaything: 0.2994, IoU.swimming pool: 0.5256, IoU.stool: 0.4273, IoU.barrel: 0.2721, IoU.basket: 0.3006, IoU.waterfall: 0.6984, IoU.tent: 0.7092, IoU.bag: 0.2307, IoU.minibike: 0.6848, IoU.cradle: 0.8055, IoU.oven: 0.2610, IoU.ball: 0.3088, IoU.food: 0.6552, IoU.step: 0.1606, IoU.tank: 0.4908, IoU.trade name: 0.2909, IoU.microwave: 0.4568, IoU.pot: 0.5332, IoU.animal: 0.6840, IoU.bicycle: 0.5877, IoU.lake: 0.0000, IoU.dishwasher: 0.7559, IoU.screen: 0.6972, IoU.blanket: 0.2557, IoU.sculpture: 0.4405, IoU.hood: 0.8117, IoU.sconce: 0.5521, IoU.vase: 0.4707, IoU.traffic light: 0.3400, IoU.tray: 0.1995, IoU.ashcan: 0.4647, IoU.fan: 0.6781, IoU.pier: 0.3125, IoU.crt screen: 0.0917, IoU.plate: 0.6297, IoU.monitor: 0.0184, IoU.bulletin board: 0.4776, IoU.shower: 0.0807, IoU.radiator: 0.6060, IoU.glass: 0.2061, IoU.clock: 0.4720, IoU.flag: 0.4658, Acc.wall: 0.8667, Acc.building: 0.9113, Acc.sky: 0.9708, Acc.floor: 0.8974, Acc.tree: 0.8707, Acc.ceiling: 0.8894, Acc.road: 0.8807, Acc.bed : 0.9584, Acc.windowpane: 0.8093, Acc.grass: 0.7875, Acc.cabinet: 0.7632, Acc.sidewalk: 0.8514, Acc.person: 0.9261, Acc.earth: 0.4877, Acc.door: 0.6957, Acc.table: 0.7891, Acc.mountain: 0.8097, Acc.plant: 0.6560, Acc.curtain: 0.8795, Acc.chair: 0.7651, Acc.car: 0.9306, Acc.water: 0.6658, Acc.painting: 0.8706, Acc.sofa: 0.7790, Acc.shelf: 0.4541, Acc.house: 0.7003, Acc.sea: 0.7133, Acc.mirror: 0.8246, Acc.rug: 0.7935, Acc.field: 0.4596, Acc.armchair: 0.6709, Acc.seat: 0.8675, Acc.fence: 0.6304, Acc.desk: 0.7370, Acc.rock: 0.6974, Acc.wardrobe: 0.7446, Acc.lamp: 0.8124, Acc.bathtub: 0.8431, Acc.railing: 0.5438, Acc.cushion: 0.6694, Acc.base: 0.7875, Acc.box: 0.4268, Acc.column: 0.6596, Acc.signboard: 0.5784, Acc.chest of drawers: 0.7022, Acc.counter: 0.1064, Acc.sand: 0.6989, Acc.sink: 0.8329, Acc.skyscraper: 0.4260, Acc.fireplace: 0.8733, Acc.refrigerator: 0.9126, Acc.grandstand: 0.6414, Acc.path: 0.2207, Acc.stairs: 0.2740, Acc.runway: 0.8107, Acc.case: 0.6256, Acc.pool table: 0.9678, Acc.pillow: 0.7754, Acc.screen door: 0.9543, Acc.stairway: 0.4998, Acc.river: 0.2571, Acc.bridge: 0.9027, Acc.bookcase: 0.4950, Acc.blind: 0.5336, Acc.coffee table: 0.8678, Acc.toilet: 0.9177, Acc.flower: 0.6097, Acc.book: 0.7017, Acc.hill: 0.1363, Acc.bench: 0.5626, Acc.countertop: 0.7244, Acc.stove: 0.8278, Acc.palm: 0.7738, Acc.kitchen island: 0.6702, Acc.computer: 0.8537, Acc.swivel chair: 0.6563, Acc.boat: 0.9129, Acc.bar: 0.6722, Acc.arcade machine: 0.2556, Acc.hovel: 0.1496, Acc.bus: 0.9647, Acc.towel: 0.8488, Acc.light: 0.7982, Acc.truck: 0.5823, Acc.tower: 0.3721, Acc.chandelier: 0.8236, Acc.awning: 0.5468, Acc.streetlight: 0.5887, Acc.booth: 0.5874, Acc.television receiver: 0.8541, Acc.airplane: 0.7680, Acc.dirt track: 0.1005, Acc.apparel: 0.7329, Acc.pole: 0.3544, Acc.land: 0.0534, Acc.bannister: 0.3536, Acc.escalator: 0.2090, Acc.ottoman: 0.6700, Acc.bottle: 0.3185, Acc.buffet: 0.4650, Acc.poster: 0.4713, Acc.stage: 0.3571, Acc.van: 0.6228, Acc.ship: 0.1907, Acc.fountain: 0.2326, Acc.conveyer belt: 0.9148, Acc.canopy: 0.4619, Acc.washer: 0.7626, Acc.plaything: 0.4319, Acc.swimming pool: 0.6648, Acc.stool: 0.7656, Acc.barrel: 0.7468, Acc.basket: 0.4067, Acc.waterfall: 0.9124, Acc.tent: 0.9824, Acc.bag: 0.3525, Acc.minibike: 0.9006, Acc.cradle: 0.9676, Acc.oven: 0.7021, Acc.ball: 0.3395, Acc.food: 0.8232, Acc.step: 0.2353, Acc.tank: 0.5009, Acc.trade name: 0.3982, Acc.microwave: 0.5207, Acc.pot: 0.6376, Acc.animal: 0.6983, Acc.bicycle: 0.8421, Acc.lake: 0.0000, Acc.dishwasher: 0.8319, Acc.screen: 0.9074, Acc.blanket: 0.3180, Acc.sculpture: 0.8041, Acc.hood: 0.8584, Acc.sconce: 0.7527, Acc.vase: 0.7053, Acc.traffic light: 0.7352, Acc.tray: 0.3357, Acc.ashcan: 0.6935, Acc.fan: 0.8364, Acc.pier: 0.5991, Acc.crt screen: 0.2793, Acc.plate: 0.7950, Acc.monitor: 0.0208, Acc.bulletin board: 0.7109, Acc.shower: 0.3121, Acc.radiator: 0.6991, Acc.glass: 0.2598, Acc.clock: 0.6252, Acc.flag: 0.5979 2023-12-25 23:31:42,325 - mmseg - INFO - Iter [45050/160000] lr: 7.184e-05, eta: 16:22:55, time: 0.943, data_time: 0.463, memory: 40245, decode.loss_cls: 0.4359, decode.loss_mask: 0.5980, decode.loss_dice: 0.8701, decode.d0.loss_cls: 1.4400, decode.d0.loss_mask: 0.6483, decode.d0.loss_dice: 0.9795, decode.d1.loss_cls: 0.5318, decode.d1.loss_mask: 0.6235, decode.d1.loss_dice: 0.9302, decode.d2.loss_cls: 0.4755, decode.d2.loss_mask: 0.6069, decode.d2.loss_dice: 0.8969, decode.d3.loss_cls: 0.4607, decode.d3.loss_mask: 0.5993, decode.d3.loss_dice: 0.8762, decode.d4.loss_cls: 0.4347, decode.d4.loss_mask: 0.6013, decode.d4.loss_dice: 0.8767, decode.d5.loss_cls: 0.4335, decode.d5.loss_mask: 0.6012, decode.d5.loss_dice: 0.8727, decode.d6.loss_cls: 0.4346, decode.d6.loss_mask: 0.5972, decode.d6.loss_dice: 0.8663, decode.d7.loss_cls: 0.4309, decode.d7.loss_mask: 0.5978, decode.d7.loss_dice: 0.8696, decode.d8.loss_cls: 0.4267, decode.d8.loss_mask: 0.5989, decode.d8.loss_dice: 0.8689, loss: 20.4839, grad_norm: 63.7309 2023-12-25 23:32:06,775 - mmseg - INFO - Iter [45100/160000] lr: 7.181e-05, eta: 16:22:25, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4257, decode.loss_mask: 0.5972, decode.loss_dice: 0.8697, decode.d0.loss_cls: 1.4197, decode.d0.loss_mask: 0.6494, decode.d0.loss_dice: 0.9845, decode.d1.loss_cls: 0.5187, decode.d1.loss_mask: 0.6197, decode.d1.loss_dice: 0.9426, decode.d2.loss_cls: 0.4682, decode.d2.loss_mask: 0.6065, decode.d2.loss_dice: 0.9041, decode.d3.loss_cls: 0.4596, decode.d3.loss_mask: 0.5997, decode.d3.loss_dice: 0.8842, decode.d4.loss_cls: 0.4414, decode.d4.loss_mask: 0.5989, decode.d4.loss_dice: 0.8889, decode.d5.loss_cls: 0.4410, decode.d5.loss_mask: 0.5933, decode.d5.loss_dice: 0.8758, decode.d6.loss_cls: 0.4310, decode.d6.loss_mask: 0.5969, decode.d6.loss_dice: 0.8696, decode.d7.loss_cls: 0.4255, decode.d7.loss_mask: 0.5982, decode.d7.loss_dice: 0.8732, decode.d8.loss_cls: 0.4212, decode.d8.loss_mask: 0.5987, decode.d8.loss_dice: 0.8801, loss: 20.4832, grad_norm: 64.8363 2023-12-25 23:32:30,978 - mmseg - INFO - Iter [45150/160000] lr: 7.178e-05, eta: 16:21:55, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4467, decode.loss_mask: 0.6040, decode.loss_dice: 0.8875, decode.d0.loss_cls: 1.4533, decode.d0.loss_mask: 0.6487, decode.d0.loss_dice: 1.0093, decode.d1.loss_cls: 0.5352, decode.d1.loss_mask: 0.6269, decode.d1.loss_dice: 0.9499, decode.d2.loss_cls: 0.4889, decode.d2.loss_mask: 0.6105, decode.d2.loss_dice: 0.9184, decode.d3.loss_cls: 0.4705, decode.d3.loss_mask: 0.6076, decode.d3.loss_dice: 0.8944, decode.d4.loss_cls: 0.4611, decode.d4.loss_mask: 0.6107, decode.d4.loss_dice: 0.8961, decode.d5.loss_cls: 0.4540, decode.d5.loss_mask: 0.6086, decode.d5.loss_dice: 0.8958, decode.d6.loss_cls: 0.4458, decode.d6.loss_mask: 0.6052, decode.d6.loss_dice: 0.8860, decode.d7.loss_cls: 0.4406, decode.d7.loss_mask: 0.6071, decode.d7.loss_dice: 0.8869, decode.d8.loss_cls: 0.4384, decode.d8.loss_mask: 0.6056, decode.d8.loss_dice: 0.8894, loss: 20.8830, grad_norm: 56.8237 2023-12-25 23:32:55,666 - mmseg - INFO - Iter [45200/160000] lr: 7.175e-05, eta: 16:21:26, time: 0.494, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4273, decode.loss_mask: 0.5841, decode.loss_dice: 0.8754, decode.d0.loss_cls: 1.4332, decode.d0.loss_mask: 0.6322, decode.d0.loss_dice: 0.9804, decode.d1.loss_cls: 0.5277, decode.d1.loss_mask: 0.6093, decode.d1.loss_dice: 0.9342, decode.d2.loss_cls: 0.4765, decode.d2.loss_mask: 0.5974, decode.d2.loss_dice: 0.9038, decode.d3.loss_cls: 0.4506, decode.d3.loss_mask: 0.5884, decode.d3.loss_dice: 0.8850, decode.d4.loss_cls: 0.4410, decode.d4.loss_mask: 0.5869, decode.d4.loss_dice: 0.8866, decode.d5.loss_cls: 0.4347, decode.d5.loss_mask: 0.5922, decode.d5.loss_dice: 0.8814, decode.d6.loss_cls: 0.4407, decode.d6.loss_mask: 0.5848, decode.d6.loss_dice: 0.8766, decode.d7.loss_cls: 0.4329, decode.d7.loss_mask: 0.5848, decode.d7.loss_dice: 0.8814, decode.d8.loss_cls: 0.4305, decode.d8.loss_mask: 0.5843, decode.d8.loss_dice: 0.8820, loss: 20.4262, grad_norm: 58.0190 2023-12-25 23:33:20,221 - mmseg - INFO - Iter [45250/160000] lr: 7.172e-05, eta: 16:20:57, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4368, decode.loss_mask: 0.6069, decode.loss_dice: 0.8884, decode.d0.loss_cls: 1.4256, decode.d0.loss_mask: 0.6496, decode.d0.loss_dice: 0.9938, decode.d1.loss_cls: 0.5234, decode.d1.loss_mask: 0.6239, decode.d1.loss_dice: 0.9497, decode.d2.loss_cls: 0.4774, decode.d2.loss_mask: 0.6183, decode.d2.loss_dice: 0.9171, decode.d3.loss_cls: 0.4606, decode.d3.loss_mask: 0.6127, decode.d3.loss_dice: 0.9035, decode.d4.loss_cls: 0.4507, decode.d4.loss_mask: 0.6105, decode.d4.loss_dice: 0.9086, decode.d5.loss_cls: 0.4498, decode.d5.loss_mask: 0.6080, decode.d5.loss_dice: 0.8971, decode.d6.loss_cls: 0.4412, decode.d6.loss_mask: 0.6067, decode.d6.loss_dice: 0.8924, decode.d7.loss_cls: 0.4306, decode.d7.loss_mask: 0.6065, decode.d7.loss_dice: 0.8937, decode.d8.loss_cls: 0.4365, decode.d8.loss_mask: 0.6101, decode.d8.loss_dice: 0.8924, loss: 20.8226, grad_norm: 67.9839 2023-12-25 23:33:44,862 - mmseg - INFO - Iter [45300/160000] lr: 7.169e-05, eta: 16:20:28, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4090, decode.loss_mask: 0.6026, decode.loss_dice: 0.8800, decode.d0.loss_cls: 1.4231, decode.d0.loss_mask: 0.6474, decode.d0.loss_dice: 0.9924, decode.d1.loss_cls: 0.5012, decode.d1.loss_mask: 0.6252, decode.d1.loss_dice: 0.9300, decode.d2.loss_cls: 0.4534, decode.d2.loss_mask: 0.6076, decode.d2.loss_dice: 0.9072, decode.d3.loss_cls: 0.4403, decode.d3.loss_mask: 0.6059, decode.d3.loss_dice: 0.8930, decode.d4.loss_cls: 0.4301, decode.d4.loss_mask: 0.6056, decode.d4.loss_dice: 0.8893, decode.d5.loss_cls: 0.4245, decode.d5.loss_mask: 0.6040, decode.d5.loss_dice: 0.8919, decode.d6.loss_cls: 0.4145, decode.d6.loss_mask: 0.6033, decode.d6.loss_dice: 0.8808, decode.d7.loss_cls: 0.4117, decode.d7.loss_mask: 0.6074, decode.d7.loss_dice: 0.8784, decode.d8.loss_cls: 0.4003, decode.d8.loss_mask: 0.6052, decode.d8.loss_dice: 0.8871, loss: 20.4525, grad_norm: 59.3672 2023-12-25 23:34:09,461 - mmseg - INFO - Iter [45350/160000] lr: 7.166e-05, eta: 16:19:59, time: 0.492, data_time: 0.011, memory: 40245, decode.loss_cls: 0.4330, decode.loss_mask: 0.5810, decode.loss_dice: 0.8642, decode.d0.loss_cls: 1.4562, decode.d0.loss_mask: 0.6154, decode.d0.loss_dice: 0.9716, decode.d1.loss_cls: 0.5240, decode.d1.loss_mask: 0.6021, decode.d1.loss_dice: 0.9240, decode.d2.loss_cls: 0.4789, decode.d2.loss_mask: 0.5869, decode.d2.loss_dice: 0.8991, decode.d3.loss_cls: 0.4618, decode.d3.loss_mask: 0.5829, decode.d3.loss_dice: 0.8796, decode.d4.loss_cls: 0.4513, decode.d4.loss_mask: 0.5827, decode.d4.loss_dice: 0.8775, decode.d5.loss_cls: 0.4464, decode.d5.loss_mask: 0.5816, decode.d5.loss_dice: 0.8790, decode.d6.loss_cls: 0.4446, decode.d6.loss_mask: 0.5804, decode.d6.loss_dice: 0.8689, decode.d7.loss_cls: 0.4346, decode.d7.loss_mask: 0.5799, decode.d7.loss_dice: 0.8697, decode.d8.loss_cls: 0.4384, decode.d8.loss_mask: 0.5795, decode.d8.loss_dice: 0.8717, loss: 20.3466, grad_norm: 57.5205 2023-12-25 23:34:36,275 - mmseg - INFO - Iter [45400/160000] lr: 7.163e-05, eta: 16:19:37, time: 0.536, data_time: 0.059, memory: 40245, decode.loss_cls: 0.4190, decode.loss_mask: 0.5962, decode.loss_dice: 0.8601, decode.d0.loss_cls: 1.4153, decode.d0.loss_mask: 0.6454, decode.d0.loss_dice: 0.9704, decode.d1.loss_cls: 0.5086, decode.d1.loss_mask: 0.6238, decode.d1.loss_dice: 0.9282, decode.d2.loss_cls: 0.4614, decode.d2.loss_mask: 0.6067, decode.d2.loss_dice: 0.8943, decode.d3.loss_cls: 0.4474, decode.d3.loss_mask: 0.5984, decode.d3.loss_dice: 0.8704, decode.d4.loss_cls: 0.4368, decode.d4.loss_mask: 0.5984, decode.d4.loss_dice: 0.8734, decode.d5.loss_cls: 0.4334, decode.d5.loss_mask: 0.5975, decode.d5.loss_dice: 0.8642, decode.d6.loss_cls: 0.4314, decode.d6.loss_mask: 0.5933, decode.d6.loss_dice: 0.8572, decode.d7.loss_cls: 0.4218, decode.d7.loss_mask: 0.5964, decode.d7.loss_dice: 0.8673, decode.d8.loss_cls: 0.4195, decode.d8.loss_mask: 0.5970, decode.d8.loss_dice: 0.8673, loss: 20.3003, grad_norm: 60.2019 2023-12-25 23:35:00,489 - mmseg - INFO - Iter [45450/160000] lr: 7.159e-05, eta: 16:19:07, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4249, decode.loss_mask: 0.5961, decode.loss_dice: 0.8857, decode.d0.loss_cls: 1.4534, decode.d0.loss_mask: 0.6393, decode.d0.loss_dice: 0.9968, decode.d1.loss_cls: 0.5176, decode.d1.loss_mask: 0.6206, decode.d1.loss_dice: 0.9506, decode.d2.loss_cls: 0.4721, decode.d2.loss_mask: 0.6034, decode.d2.loss_dice: 0.9159, decode.d3.loss_cls: 0.4659, decode.d3.loss_mask: 0.5996, decode.d3.loss_dice: 0.8915, decode.d4.loss_cls: 0.4430, decode.d4.loss_mask: 0.6016, decode.d4.loss_dice: 0.8894, decode.d5.loss_cls: 0.4299, decode.d5.loss_mask: 0.5997, decode.d5.loss_dice: 0.8992, decode.d6.loss_cls: 0.4256, decode.d6.loss_mask: 0.5979, decode.d6.loss_dice: 0.8880, decode.d7.loss_cls: 0.4284, decode.d7.loss_mask: 0.5967, decode.d7.loss_dice: 0.8906, decode.d8.loss_cls: 0.4272, decode.d8.loss_mask: 0.5969, decode.d8.loss_dice: 0.8855, loss: 20.6330, grad_norm: 61.4173 2023-12-25 23:35:24,840 - mmseg - INFO - Iter [45500/160000] lr: 7.156e-05, eta: 16:18:37, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4029, decode.loss_mask: 0.6054, decode.loss_dice: 0.8699, decode.d0.loss_cls: 1.3896, decode.d0.loss_mask: 0.6420, decode.d0.loss_dice: 0.9668, decode.d1.loss_cls: 0.4979, decode.d1.loss_mask: 0.6310, decode.d1.loss_dice: 0.9251, decode.d2.loss_cls: 0.4463, decode.d2.loss_mask: 0.6155, decode.d2.loss_dice: 0.8968, decode.d3.loss_cls: 0.4347, decode.d3.loss_mask: 0.6057, decode.d3.loss_dice: 0.8772, decode.d4.loss_cls: 0.4207, decode.d4.loss_mask: 0.6077, decode.d4.loss_dice: 0.8831, decode.d5.loss_cls: 0.4186, decode.d5.loss_mask: 0.6070, decode.d5.loss_dice: 0.8792, decode.d6.loss_cls: 0.4139, decode.d6.loss_mask: 0.6014, decode.d6.loss_dice: 0.8724, decode.d7.loss_cls: 0.4100, decode.d7.loss_mask: 0.6027, decode.d7.loss_dice: 0.8689, decode.d8.loss_cls: 0.4055, decode.d8.loss_mask: 0.6036, decode.d8.loss_dice: 0.8754, loss: 20.2769, grad_norm: 52.0027 2023-12-25 23:35:49,484 - mmseg - INFO - Iter [45550/160000] lr: 7.153e-05, eta: 16:18:08, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4158, decode.loss_mask: 0.5892, decode.loss_dice: 0.8651, decode.d0.loss_cls: 1.4502, decode.d0.loss_mask: 0.6302, decode.d0.loss_dice: 0.9847, decode.d1.loss_cls: 0.5056, decode.d1.loss_mask: 0.6100, decode.d1.loss_dice: 0.9379, decode.d2.loss_cls: 0.4489, decode.d2.loss_mask: 0.6000, decode.d2.loss_dice: 0.9008, decode.d3.loss_cls: 0.4387, decode.d3.loss_mask: 0.5955, decode.d3.loss_dice: 0.8821, decode.d4.loss_cls: 0.4217, decode.d4.loss_mask: 0.5934, decode.d4.loss_dice: 0.8819, decode.d5.loss_cls: 0.4197, decode.d5.loss_mask: 0.5940, decode.d5.loss_dice: 0.8762, decode.d6.loss_cls: 0.4211, decode.d6.loss_mask: 0.5885, decode.d6.loss_dice: 0.8687, decode.d7.loss_cls: 0.4119, decode.d7.loss_mask: 0.5892, decode.d7.loss_dice: 0.8699, decode.d8.loss_cls: 0.4144, decode.d8.loss_mask: 0.5886, decode.d8.loss_dice: 0.8701, loss: 20.2639, grad_norm: 57.5401 2023-12-25 23:36:13,745 - mmseg - INFO - Iter [45600/160000] lr: 7.150e-05, eta: 16:17:38, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4303, decode.loss_mask: 0.5740, decode.loss_dice: 0.8626, decode.d0.loss_cls: 1.4305, decode.d0.loss_mask: 0.6134, decode.d0.loss_dice: 0.9684, decode.d1.loss_cls: 0.5139, decode.d1.loss_mask: 0.5966, decode.d1.loss_dice: 0.9241, decode.d2.loss_cls: 0.4805, decode.d2.loss_mask: 0.5822, decode.d2.loss_dice: 0.8897, decode.d3.loss_cls: 0.4553, decode.d3.loss_mask: 0.5778, decode.d3.loss_dice: 0.8697, decode.d4.loss_cls: 0.4404, decode.d4.loss_mask: 0.5796, decode.d4.loss_dice: 0.8757, decode.d5.loss_cls: 0.4376, decode.d5.loss_mask: 0.5790, decode.d5.loss_dice: 0.8703, decode.d6.loss_cls: 0.4375, decode.d6.loss_mask: 0.5735, decode.d6.loss_dice: 0.8585, decode.d7.loss_cls: 0.4276, decode.d7.loss_mask: 0.5746, decode.d7.loss_dice: 0.8651, decode.d8.loss_cls: 0.4315, decode.d8.loss_mask: 0.5732, decode.d8.loss_dice: 0.8616, loss: 20.1549, grad_norm: 62.2944 2023-12-25 23:36:38,043 - mmseg - INFO - Iter [45650/160000] lr: 7.147e-05, eta: 16:17:08, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4274, decode.loss_mask: 0.5982, decode.loss_dice: 0.8565, decode.d0.loss_cls: 1.4215, decode.d0.loss_mask: 0.6424, decode.d0.loss_dice: 0.9607, decode.d1.loss_cls: 0.5283, decode.d1.loss_mask: 0.6215, decode.d1.loss_dice: 0.9125, decode.d2.loss_cls: 0.4743, decode.d2.loss_mask: 0.6079, decode.d2.loss_dice: 0.8917, decode.d3.loss_cls: 0.4523, decode.d3.loss_mask: 0.6032, decode.d3.loss_dice: 0.8671, decode.d4.loss_cls: 0.4437, decode.d4.loss_mask: 0.6024, decode.d4.loss_dice: 0.8703, decode.d5.loss_cls: 0.4464, decode.d5.loss_mask: 0.5959, decode.d5.loss_dice: 0.8607, decode.d6.loss_cls: 0.4343, decode.d6.loss_mask: 0.5958, decode.d6.loss_dice: 0.8548, decode.d7.loss_cls: 0.4292, decode.d7.loss_mask: 0.5980, decode.d7.loss_dice: 0.8588, decode.d8.loss_cls: 0.4286, decode.d8.loss_mask: 0.5951, decode.d8.loss_dice: 0.8573, loss: 20.3367, grad_norm: 57.8767 2023-12-25 23:37:02,307 - mmseg - INFO - Iter [45700/160000] lr: 7.144e-05, eta: 16:16:38, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4103, decode.loss_mask: 0.5879, decode.loss_dice: 0.8782, decode.d0.loss_cls: 1.3806, decode.d0.loss_mask: 0.6288, decode.d0.loss_dice: 0.9776, decode.d1.loss_cls: 0.5029, decode.d1.loss_mask: 0.6073, decode.d1.loss_dice: 0.9230, decode.d2.loss_cls: 0.4579, decode.d2.loss_mask: 0.5970, decode.d2.loss_dice: 0.9007, decode.d3.loss_cls: 0.4506, decode.d3.loss_mask: 0.5903, decode.d3.loss_dice: 0.8895, decode.d4.loss_cls: 0.4288, decode.d4.loss_mask: 0.5936, decode.d4.loss_dice: 0.8965, decode.d5.loss_cls: 0.4210, decode.d5.loss_mask: 0.5890, decode.d5.loss_dice: 0.8908, decode.d6.loss_cls: 0.4188, decode.d6.loss_mask: 0.5908, decode.d6.loss_dice: 0.8789, decode.d7.loss_cls: 0.4128, decode.d7.loss_mask: 0.5867, decode.d7.loss_dice: 0.8781, decode.d8.loss_cls: 0.4074, decode.d8.loss_mask: 0.5869, decode.d8.loss_dice: 0.8802, loss: 20.2427, grad_norm: 58.2552 2023-12-25 23:37:26,522 - mmseg - INFO - Iter [45750/160000] lr: 7.141e-05, eta: 16:16:08, time: 0.484, data_time: 0.011, memory: 40245, decode.loss_cls: 0.4207, decode.loss_mask: 0.6010, decode.loss_dice: 0.8739, decode.d0.loss_cls: 1.4049, decode.d0.loss_mask: 0.6508, decode.d0.loss_dice: 0.9838, decode.d1.loss_cls: 0.5107, decode.d1.loss_mask: 0.6244, decode.d1.loss_dice: 0.9345, decode.d2.loss_cls: 0.4695, decode.d2.loss_mask: 0.6049, decode.d2.loss_dice: 0.8985, decode.d3.loss_cls: 0.4543, decode.d3.loss_mask: 0.6004, decode.d3.loss_dice: 0.8770, decode.d4.loss_cls: 0.4405, decode.d4.loss_mask: 0.5996, decode.d4.loss_dice: 0.8817, decode.d5.loss_cls: 0.4344, decode.d5.loss_mask: 0.5981, decode.d5.loss_dice: 0.8786, decode.d6.loss_cls: 0.4234, decode.d6.loss_mask: 0.5976, decode.d6.loss_dice: 0.8762, decode.d7.loss_cls: 0.4219, decode.d7.loss_mask: 0.5990, decode.d7.loss_dice: 0.8725, decode.d8.loss_cls: 0.4209, decode.d8.loss_mask: 0.5997, decode.d8.loss_dice: 0.8727, loss: 20.4262, grad_norm: 60.8226 2023-12-25 23:37:51,117 - mmseg - INFO - Iter [45800/160000] lr: 7.138e-05, eta: 16:15:39, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4075, decode.loss_mask: 0.5982, decode.loss_dice: 0.8636, decode.d0.loss_cls: 1.3760, decode.d0.loss_mask: 0.6483, decode.d0.loss_dice: 0.9767, decode.d1.loss_cls: 0.4963, decode.d1.loss_mask: 0.6229, decode.d1.loss_dice: 0.9347, decode.d2.loss_cls: 0.4509, decode.d2.loss_mask: 0.6063, decode.d2.loss_dice: 0.8995, decode.d3.loss_cls: 0.4254, decode.d3.loss_mask: 0.6039, decode.d3.loss_dice: 0.8833, decode.d4.loss_cls: 0.4106, decode.d4.loss_mask: 0.6050, decode.d4.loss_dice: 0.8843, decode.d5.loss_cls: 0.4112, decode.d5.loss_mask: 0.6006, decode.d5.loss_dice: 0.8774, decode.d6.loss_cls: 0.4046, decode.d6.loss_mask: 0.6014, decode.d6.loss_dice: 0.8707, decode.d7.loss_cls: 0.4043, decode.d7.loss_mask: 0.5995, decode.d7.loss_dice: 0.8685, decode.d8.loss_cls: 0.4003, decode.d8.loss_mask: 0.5982, decode.d8.loss_dice: 0.8695, loss: 20.1995, grad_norm: 58.1474 2023-12-25 23:38:15,807 - mmseg - INFO - Iter [45850/160000] lr: 7.134e-05, eta: 16:15:10, time: 0.494, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3958, decode.loss_mask: 0.5665, decode.loss_dice: 0.8540, decode.d0.loss_cls: 1.4493, decode.d0.loss_mask: 0.6078, decode.d0.loss_dice: 0.9540, decode.d1.loss_cls: 0.5027, decode.d1.loss_mask: 0.5898, decode.d1.loss_dice: 0.9060, decode.d2.loss_cls: 0.4435, decode.d2.loss_mask: 0.5760, decode.d2.loss_dice: 0.8824, decode.d3.loss_cls: 0.4295, decode.d3.loss_mask: 0.5672, decode.d3.loss_dice: 0.8629, decode.d4.loss_cls: 0.4231, decode.d4.loss_mask: 0.5678, decode.d4.loss_dice: 0.8656, decode.d5.loss_cls: 0.4132, decode.d5.loss_mask: 0.5687, decode.d5.loss_dice: 0.8584, decode.d6.loss_cls: 0.4058, decode.d6.loss_mask: 0.5671, decode.d6.loss_dice: 0.8504, decode.d7.loss_cls: 0.4022, decode.d7.loss_mask: 0.5667, decode.d7.loss_dice: 0.8523, decode.d8.loss_cls: 0.3961, decode.d8.loss_mask: 0.5658, decode.d8.loss_dice: 0.8553, loss: 19.7457, grad_norm: 57.3292 2023-12-25 23:38:40,589 - mmseg - INFO - Iter [45900/160000] lr: 7.131e-05, eta: 16:14:42, time: 0.496, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4234, decode.loss_mask: 0.6097, decode.loss_dice: 0.8794, decode.d0.loss_cls: 1.3906, decode.d0.loss_mask: 0.6492, decode.d0.loss_dice: 0.9723, decode.d1.loss_cls: 0.5161, decode.d1.loss_mask: 0.6290, decode.d1.loss_dice: 0.9267, decode.d2.loss_cls: 0.4641, decode.d2.loss_mask: 0.6193, decode.d2.loss_dice: 0.9118, decode.d3.loss_cls: 0.4549, decode.d3.loss_mask: 0.6091, decode.d3.loss_dice: 0.8866, decode.d4.loss_cls: 0.4411, decode.d4.loss_mask: 0.6118, decode.d4.loss_dice: 0.8851, decode.d5.loss_cls: 0.4348, decode.d5.loss_mask: 0.6102, decode.d5.loss_dice: 0.8812, decode.d6.loss_cls: 0.4346, decode.d6.loss_mask: 0.6080, decode.d6.loss_dice: 0.8752, decode.d7.loss_cls: 0.4225, decode.d7.loss_mask: 0.6096, decode.d7.loss_dice: 0.8810, decode.d8.loss_cls: 0.4231, decode.d8.loss_mask: 0.6100, decode.d8.loss_dice: 0.8816, loss: 20.5519, grad_norm: 56.5985 2023-12-25 23:39:04,728 - mmseg - INFO - Iter [45950/160000] lr: 7.128e-05, eta: 16:14:12, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4118, decode.loss_mask: 0.5745, decode.loss_dice: 0.8487, decode.d0.loss_cls: 1.4165, decode.d0.loss_mask: 0.6166, decode.d0.loss_dice: 0.9582, decode.d1.loss_cls: 0.4959, decode.d1.loss_mask: 0.6002, decode.d1.loss_dice: 0.9146, decode.d2.loss_cls: 0.4466, decode.d2.loss_mask: 0.5879, decode.d2.loss_dice: 0.8784, decode.d3.loss_cls: 0.4387, decode.d3.loss_mask: 0.5815, decode.d3.loss_dice: 0.8598, decode.d4.loss_cls: 0.4329, decode.d4.loss_mask: 0.5798, decode.d4.loss_dice: 0.8542, decode.d5.loss_cls: 0.4201, decode.d5.loss_mask: 0.5775, decode.d5.loss_dice: 0.8557, decode.d6.loss_cls: 0.4118, decode.d6.loss_mask: 0.5772, decode.d6.loss_dice: 0.8511, decode.d7.loss_cls: 0.4084, decode.d7.loss_mask: 0.5769, decode.d7.loss_dice: 0.8497, decode.d8.loss_cls: 0.4093, decode.d8.loss_mask: 0.5738, decode.d8.loss_dice: 0.8450, loss: 19.8533, grad_norm: 59.4463 2023-12-25 23:39:29,283 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 23:39:29,283 - mmseg - INFO - Iter [46000/160000] lr: 7.125e-05, eta: 16:13:43, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4243, decode.loss_mask: 0.5954, decode.loss_dice: 0.8591, decode.d0.loss_cls: 1.4277, decode.d0.loss_mask: 0.6443, decode.d0.loss_dice: 0.9569, decode.d1.loss_cls: 0.5143, decode.d1.loss_mask: 0.6265, decode.d1.loss_dice: 0.9194, decode.d2.loss_cls: 0.4687, decode.d2.loss_mask: 0.6069, decode.d2.loss_dice: 0.8819, decode.d3.loss_cls: 0.4514, decode.d3.loss_mask: 0.5994, decode.d3.loss_dice: 0.8667, decode.d4.loss_cls: 0.4430, decode.d4.loss_mask: 0.5969, decode.d4.loss_dice: 0.8676, decode.d5.loss_cls: 0.4350, decode.d5.loss_mask: 0.5981, decode.d5.loss_dice: 0.8704, decode.d6.loss_cls: 0.4307, decode.d6.loss_mask: 0.5937, decode.d6.loss_dice: 0.8620, decode.d7.loss_cls: 0.4243, decode.d7.loss_mask: 0.5945, decode.d7.loss_dice: 0.8602, decode.d8.loss_cls: 0.4194, decode.d8.loss_mask: 0.5953, decode.d8.loss_dice: 0.8649, loss: 20.2987, grad_norm: 52.6088 2023-12-25 23:39:53,643 - mmseg - INFO - Iter [46050/160000] lr: 7.122e-05, eta: 16:13:13, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4241, decode.loss_mask: 0.6167, decode.loss_dice: 0.8887, decode.d0.loss_cls: 1.4428, decode.d0.loss_mask: 0.6698, decode.d0.loss_dice: 1.0006, decode.d1.loss_cls: 0.5184, decode.d1.loss_mask: 0.6408, decode.d1.loss_dice: 0.9444, decode.d2.loss_cls: 0.4763, decode.d2.loss_mask: 0.6254, decode.d2.loss_dice: 0.9175, decode.d3.loss_cls: 0.4650, decode.d3.loss_mask: 0.6155, decode.d3.loss_dice: 0.8968, decode.d4.loss_cls: 0.4449, decode.d4.loss_mask: 0.6165, decode.d4.loss_dice: 0.8992, decode.d5.loss_cls: 0.4431, decode.d5.loss_mask: 0.6206, decode.d5.loss_dice: 0.8944, decode.d6.loss_cls: 0.4317, decode.d6.loss_mask: 0.6162, decode.d6.loss_dice: 0.8897, decode.d7.loss_cls: 0.4267, decode.d7.loss_mask: 0.6180, decode.d7.loss_dice: 0.8916, decode.d8.loss_cls: 0.4180, decode.d8.loss_mask: 0.6193, decode.d8.loss_dice: 0.8953, loss: 20.8681, grad_norm: 58.8310 2023-12-25 23:40:17,915 - mmseg - INFO - Iter [46100/160000] lr: 7.119e-05, eta: 16:12:43, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4301, decode.loss_mask: 0.5985, decode.loss_dice: 0.8635, decode.d0.loss_cls: 1.4523, decode.d0.loss_mask: 0.6474, decode.d0.loss_dice: 0.9812, decode.d1.loss_cls: 0.5314, decode.d1.loss_mask: 0.6218, decode.d1.loss_dice: 0.9365, decode.d2.loss_cls: 0.4872, decode.d2.loss_mask: 0.6092, decode.d2.loss_dice: 0.8982, decode.d3.loss_cls: 0.4730, decode.d3.loss_mask: 0.6005, decode.d3.loss_dice: 0.8818, decode.d4.loss_cls: 0.4561, decode.d4.loss_mask: 0.6012, decode.d4.loss_dice: 0.8789, decode.d5.loss_cls: 0.4476, decode.d5.loss_mask: 0.6019, decode.d5.loss_dice: 0.8782, decode.d6.loss_cls: 0.4457, decode.d6.loss_mask: 0.5974, decode.d6.loss_dice: 0.8624, decode.d7.loss_cls: 0.4359, decode.d7.loss_mask: 0.6000, decode.d7.loss_dice: 0.8664, decode.d8.loss_cls: 0.4320, decode.d8.loss_mask: 0.5990, decode.d8.loss_dice: 0.8667, loss: 20.5821, grad_norm: 57.3914 2023-12-25 23:40:42,202 - mmseg - INFO - Iter [46150/160000] lr: 7.116e-05, eta: 16:12:13, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4189, decode.loss_mask: 0.6009, decode.loss_dice: 0.8747, decode.d0.loss_cls: 1.4118, decode.d0.loss_mask: 0.6442, decode.d0.loss_dice: 0.9710, decode.d1.loss_cls: 0.5108, decode.d1.loss_mask: 0.6279, decode.d1.loss_dice: 0.9347, decode.d2.loss_cls: 0.4617, decode.d2.loss_mask: 0.6180, decode.d2.loss_dice: 0.9076, decode.d3.loss_cls: 0.4460, decode.d3.loss_mask: 0.6108, decode.d3.loss_dice: 0.8832, decode.d4.loss_cls: 0.4398, decode.d4.loss_mask: 0.6054, decode.d4.loss_dice: 0.8876, decode.d5.loss_cls: 0.4299, decode.d5.loss_mask: 0.6049, decode.d5.loss_dice: 0.8841, decode.d6.loss_cls: 0.4245, decode.d6.loss_mask: 0.6017, decode.d6.loss_dice: 0.8735, decode.d7.loss_cls: 0.4270, decode.d7.loss_mask: 0.6026, decode.d7.loss_dice: 0.8742, decode.d8.loss_cls: 0.4129, decode.d8.loss_mask: 0.6010, decode.d8.loss_dice: 0.8752, loss: 20.4667, grad_norm: 58.9898 2023-12-25 23:41:06,582 - mmseg - INFO - Iter [46200/160000] lr: 7.113e-05, eta: 16:11:44, time: 0.488, data_time: 0.011, memory: 40245, decode.loss_cls: 0.4030, decode.loss_mask: 0.5886, decode.loss_dice: 0.8552, decode.d0.loss_cls: 1.4070, decode.d0.loss_mask: 0.6303, decode.d0.loss_dice: 0.9497, decode.d1.loss_cls: 0.5004, decode.d1.loss_mask: 0.6090, decode.d1.loss_dice: 0.9066, decode.d2.loss_cls: 0.4475, decode.d2.loss_mask: 0.5948, decode.d2.loss_dice: 0.8834, decode.d3.loss_cls: 0.4291, decode.d3.loss_mask: 0.5914, decode.d3.loss_dice: 0.8612, decode.d4.loss_cls: 0.4168, decode.d4.loss_mask: 0.5923, decode.d4.loss_dice: 0.8658, decode.d5.loss_cls: 0.4064, decode.d5.loss_mask: 0.5900, decode.d5.loss_dice: 0.8619, decode.d6.loss_cls: 0.4077, decode.d6.loss_mask: 0.5883, decode.d6.loss_dice: 0.8530, decode.d7.loss_cls: 0.4052, decode.d7.loss_mask: 0.5888, decode.d7.loss_dice: 0.8570, decode.d8.loss_cls: 0.4020, decode.d8.loss_mask: 0.5899, decode.d8.loss_dice: 0.8542, loss: 19.9366, grad_norm: 54.1369 2023-12-25 23:41:31,139 - mmseg - INFO - Iter [46250/160000] lr: 7.109e-05, eta: 16:11:15, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4238, decode.loss_mask: 0.6226, decode.loss_dice: 0.8794, decode.d0.loss_cls: 1.4067, decode.d0.loss_mask: 0.6579, decode.d0.loss_dice: 0.9832, decode.d1.loss_cls: 0.5029, decode.d1.loss_mask: 0.6400, decode.d1.loss_dice: 0.9298, decode.d2.loss_cls: 0.4684, decode.d2.loss_mask: 0.6252, decode.d2.loss_dice: 0.9004, decode.d3.loss_cls: 0.4523, decode.d3.loss_mask: 0.6189, decode.d3.loss_dice: 0.8824, decode.d4.loss_cls: 0.4370, decode.d4.loss_mask: 0.6221, decode.d4.loss_dice: 0.8891, decode.d5.loss_cls: 0.4292, decode.d5.loss_mask: 0.6197, decode.d5.loss_dice: 0.8885, decode.d6.loss_cls: 0.4328, decode.d6.loss_mask: 0.6198, decode.d6.loss_dice: 0.8735, decode.d7.loss_cls: 0.4237, decode.d7.loss_mask: 0.6213, decode.d7.loss_dice: 0.8771, decode.d8.loss_cls: 0.4293, decode.d8.loss_mask: 0.6174, decode.d8.loss_dice: 0.8724, loss: 20.6467, grad_norm: 57.6404 2023-12-25 23:41:56,579 - mmseg - INFO - Iter [46300/160000] lr: 7.106e-05, eta: 16:10:49, time: 0.509, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4143, decode.loss_mask: 0.6162, decode.loss_dice: 0.8885, decode.d0.loss_cls: 1.3969, decode.d0.loss_mask: 0.6644, decode.d0.loss_dice: 0.9814, decode.d1.loss_cls: 0.4936, decode.d1.loss_mask: 0.6399, decode.d1.loss_dice: 0.9371, decode.d2.loss_cls: 0.4552, decode.d2.loss_mask: 0.6263, decode.d2.loss_dice: 0.9139, decode.d3.loss_cls: 0.4482, decode.d3.loss_mask: 0.6207, decode.d3.loss_dice: 0.8908, decode.d4.loss_cls: 0.4255, decode.d4.loss_mask: 0.6229, decode.d4.loss_dice: 0.8921, decode.d5.loss_cls: 0.4296, decode.d5.loss_mask: 0.6190, decode.d5.loss_dice: 0.8909, decode.d6.loss_cls: 0.4218, decode.d6.loss_mask: 0.6199, decode.d6.loss_dice: 0.8856, decode.d7.loss_cls: 0.4140, decode.d7.loss_mask: 0.6206, decode.d7.loss_dice: 0.8871, decode.d8.loss_cls: 0.4164, decode.d8.loss_mask: 0.6200, decode.d8.loss_dice: 0.8820, loss: 20.6348, grad_norm: 57.8336 2023-12-25 23:42:21,216 - mmseg - INFO - Iter [46350/160000] lr: 7.103e-05, eta: 16:10:20, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4146, decode.loss_mask: 0.5882, decode.loss_dice: 0.8749, decode.d0.loss_cls: 1.3931, decode.d0.loss_mask: 0.6288, decode.d0.loss_dice: 0.9774, decode.d1.loss_cls: 0.5012, decode.d1.loss_mask: 0.6156, decode.d1.loss_dice: 0.9300, decode.d2.loss_cls: 0.4531, decode.d2.loss_mask: 0.5997, decode.d2.loss_dice: 0.8974, decode.d3.loss_cls: 0.4390, decode.d3.loss_mask: 0.5911, decode.d3.loss_dice: 0.8797, decode.d4.loss_cls: 0.4330, decode.d4.loss_mask: 0.5881, decode.d4.loss_dice: 0.8818, decode.d5.loss_cls: 0.4247, decode.d5.loss_mask: 0.5896, decode.d5.loss_dice: 0.8765, decode.d6.loss_cls: 0.4287, decode.d6.loss_mask: 0.5877, decode.d6.loss_dice: 0.8643, decode.d7.loss_cls: 0.4214, decode.d7.loss_mask: 0.5875, decode.d7.loss_dice: 0.8730, decode.d8.loss_cls: 0.4202, decode.d8.loss_mask: 0.5868, decode.d8.loss_dice: 0.8725, loss: 20.2198, grad_norm: 56.4570 2023-12-25 23:42:45,735 - mmseg - INFO - Iter [46400/160000] lr: 7.100e-05, eta: 16:09:51, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4314, decode.loss_mask: 0.5759, decode.loss_dice: 0.8622, decode.d0.loss_cls: 1.4633, decode.d0.loss_mask: 0.6221, decode.d0.loss_dice: 0.9679, decode.d1.loss_cls: 0.5187, decode.d1.loss_mask: 0.5984, decode.d1.loss_dice: 0.9239, decode.d2.loss_cls: 0.4671, decode.d2.loss_mask: 0.5869, decode.d2.loss_dice: 0.8958, decode.d3.loss_cls: 0.4498, decode.d3.loss_mask: 0.5840, decode.d3.loss_dice: 0.8765, decode.d4.loss_cls: 0.4407, decode.d4.loss_mask: 0.5804, decode.d4.loss_dice: 0.8753, decode.d5.loss_cls: 0.4372, decode.d5.loss_mask: 0.5805, decode.d5.loss_dice: 0.8720, decode.d6.loss_cls: 0.4355, decode.d6.loss_mask: 0.5794, decode.d6.loss_dice: 0.8637, decode.d7.loss_cls: 0.4290, decode.d7.loss_mask: 0.5769, decode.d7.loss_dice: 0.8681, decode.d8.loss_cls: 0.4224, decode.d8.loss_mask: 0.5783, decode.d8.loss_dice: 0.8678, loss: 20.2310, grad_norm: 54.7727 2023-12-25 23:43:09,974 - mmseg - INFO - Iter [46450/160000] lr: 7.097e-05, eta: 16:09:21, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4211, decode.loss_mask: 0.6018, decode.loss_dice: 0.8903, decode.d0.loss_cls: 1.4429, decode.d0.loss_mask: 0.6418, decode.d0.loss_dice: 0.9944, decode.d1.loss_cls: 0.5215, decode.d1.loss_mask: 0.6228, decode.d1.loss_dice: 0.9564, decode.d2.loss_cls: 0.4693, decode.d2.loss_mask: 0.6089, decode.d2.loss_dice: 0.9219, decode.d3.loss_cls: 0.4561, decode.d3.loss_mask: 0.6042, decode.d3.loss_dice: 0.9016, decode.d4.loss_cls: 0.4397, decode.d4.loss_mask: 0.6024, decode.d4.loss_dice: 0.9015, decode.d5.loss_cls: 0.4360, decode.d5.loss_mask: 0.6017, decode.d5.loss_dice: 0.8941, decode.d6.loss_cls: 0.4396, decode.d6.loss_mask: 0.6008, decode.d6.loss_dice: 0.8862, decode.d7.loss_cls: 0.4287, decode.d7.loss_mask: 0.6028, decode.d7.loss_dice: 0.8901, decode.d8.loss_cls: 0.4311, decode.d8.loss_mask: 0.5993, decode.d8.loss_dice: 0.8930, loss: 20.7020, grad_norm: 60.5654 2023-12-25 23:43:34,242 - mmseg - INFO - Iter [46500/160000] lr: 7.094e-05, eta: 16:08:51, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4433, decode.loss_mask: 0.6222, decode.loss_dice: 0.8853, decode.d0.loss_cls: 1.4479, decode.d0.loss_mask: 0.6592, decode.d0.loss_dice: 0.9948, decode.d1.loss_cls: 0.5322, decode.d1.loss_mask: 0.6479, decode.d1.loss_dice: 0.9368, decode.d2.loss_cls: 0.4731, decode.d2.loss_mask: 0.6326, decode.d2.loss_dice: 0.9099, decode.d3.loss_cls: 0.4620, decode.d3.loss_mask: 0.6280, decode.d3.loss_dice: 0.8949, decode.d4.loss_cls: 0.4514, decode.d4.loss_mask: 0.6271, decode.d4.loss_dice: 0.8957, decode.d5.loss_cls: 0.4476, decode.d5.loss_mask: 0.6255, decode.d5.loss_dice: 0.8969, decode.d6.loss_cls: 0.4466, decode.d6.loss_mask: 0.6240, decode.d6.loss_dice: 0.8812, decode.d7.loss_cls: 0.4409, decode.d7.loss_mask: 0.6243, decode.d7.loss_dice: 0.8850, decode.d8.loss_cls: 0.4452, decode.d8.loss_mask: 0.6242, decode.d8.loss_dice: 0.8818, loss: 20.9675, grad_norm: 62.6848 2023-12-25 23:43:58,942 - mmseg - INFO - Iter [46550/160000] lr: 7.091e-05, eta: 16:08:23, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4441, decode.loss_mask: 0.6008, decode.loss_dice: 0.8858, decode.d0.loss_cls: 1.4608, decode.d0.loss_mask: 0.6436, decode.d0.loss_dice: 0.9979, decode.d1.loss_cls: 0.5280, decode.d1.loss_mask: 0.6240, decode.d1.loss_dice: 0.9447, decode.d2.loss_cls: 0.4837, decode.d2.loss_mask: 0.6083, decode.d2.loss_dice: 0.9165, decode.d3.loss_cls: 0.4741, decode.d3.loss_mask: 0.6056, decode.d3.loss_dice: 0.8937, decode.d4.loss_cls: 0.4634, decode.d4.loss_mask: 0.6030, decode.d4.loss_dice: 0.8944, decode.d5.loss_cls: 0.4581, decode.d5.loss_mask: 0.6010, decode.d5.loss_dice: 0.8900, decode.d6.loss_cls: 0.4530, decode.d6.loss_mask: 0.6012, decode.d6.loss_dice: 0.8835, decode.d7.loss_cls: 0.4446, decode.d7.loss_mask: 0.5998, decode.d7.loss_dice: 0.8883, decode.d8.loss_cls: 0.4471, decode.d8.loss_mask: 0.5991, decode.d8.loss_dice: 0.8868, loss: 20.8245, grad_norm: 59.9133 2023-12-25 23:44:23,052 - mmseg - INFO - Iter [46600/160000] lr: 7.088e-05, eta: 16:07:53, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4338, decode.loss_mask: 0.5913, decode.loss_dice: 0.8732, decode.d0.loss_cls: 1.4359, decode.d0.loss_mask: 0.6357, decode.d0.loss_dice: 0.9869, decode.d1.loss_cls: 0.5332, decode.d1.loss_mask: 0.6208, decode.d1.loss_dice: 0.9439, decode.d2.loss_cls: 0.4812, decode.d2.loss_mask: 0.6103, decode.d2.loss_dice: 0.9124, decode.d3.loss_cls: 0.4593, decode.d3.loss_mask: 0.5959, decode.d3.loss_dice: 0.8830, decode.d4.loss_cls: 0.4545, decode.d4.loss_mask: 0.5947, decode.d4.loss_dice: 0.8852, decode.d5.loss_cls: 0.4464, decode.d5.loss_mask: 0.5960, decode.d5.loss_dice: 0.8821, decode.d6.loss_cls: 0.4466, decode.d6.loss_mask: 0.5919, decode.d6.loss_dice: 0.8758, decode.d7.loss_cls: 0.4386, decode.d7.loss_mask: 0.5929, decode.d7.loss_dice: 0.8786, decode.d8.loss_cls: 0.4379, decode.d8.loss_mask: 0.5926, decode.d8.loss_dice: 0.8780, loss: 20.5888, grad_norm: 58.5401 2023-12-25 23:44:49,609 - mmseg - INFO - Iter [46650/160000] lr: 7.084e-05, eta: 16:07:30, time: 0.531, data_time: 0.058, memory: 40245, decode.loss_cls: 0.4260, decode.loss_mask: 0.6014, decode.loss_dice: 0.8991, decode.d0.loss_cls: 1.4404, decode.d0.loss_mask: 0.6465, decode.d0.loss_dice: 0.9931, decode.d1.loss_cls: 0.5171, decode.d1.loss_mask: 0.6226, decode.d1.loss_dice: 0.9514, decode.d2.loss_cls: 0.4649, decode.d2.loss_mask: 0.6070, decode.d2.loss_dice: 0.9234, decode.d3.loss_cls: 0.4595, decode.d3.loss_mask: 0.6046, decode.d3.loss_dice: 0.9012, decode.d4.loss_cls: 0.4404, decode.d4.loss_mask: 0.6055, decode.d4.loss_dice: 0.9052, decode.d5.loss_cls: 0.4290, decode.d5.loss_mask: 0.6014, decode.d5.loss_dice: 0.9022, decode.d6.loss_cls: 0.4298, decode.d6.loss_mask: 0.6009, decode.d6.loss_dice: 0.9000, decode.d7.loss_cls: 0.4269, decode.d7.loss_mask: 0.5977, decode.d7.loss_dice: 0.8962, decode.d8.loss_cls: 0.4227, decode.d8.loss_mask: 0.5994, decode.d8.loss_dice: 0.9028, loss: 20.7183, grad_norm: 59.0767 2023-12-25 23:45:14,061 - mmseg - INFO - Iter [46700/160000] lr: 7.081e-05, eta: 16:07:01, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4105, decode.loss_mask: 0.5937, decode.loss_dice: 0.8580, decode.d0.loss_cls: 1.4227, decode.d0.loss_mask: 0.6351, decode.d0.loss_dice: 0.9616, decode.d1.loss_cls: 0.4992, decode.d1.loss_mask: 0.6138, decode.d1.loss_dice: 0.9152, decode.d2.loss_cls: 0.4602, decode.d2.loss_mask: 0.6022, decode.d2.loss_dice: 0.8882, decode.d3.loss_cls: 0.4413, decode.d3.loss_mask: 0.5973, decode.d3.loss_dice: 0.8744, decode.d4.loss_cls: 0.4272, decode.d4.loss_mask: 0.5967, decode.d4.loss_dice: 0.8719, decode.d5.loss_cls: 0.4169, decode.d5.loss_mask: 0.5960, decode.d5.loss_dice: 0.8682, decode.d6.loss_cls: 0.4133, decode.d6.loss_mask: 0.5939, decode.d6.loss_dice: 0.8607, decode.d7.loss_cls: 0.4063, decode.d7.loss_mask: 0.5925, decode.d7.loss_dice: 0.8604, decode.d8.loss_cls: 0.4136, decode.d8.loss_mask: 0.5916, decode.d8.loss_dice: 0.8558, loss: 20.1386, grad_norm: 55.2917 2023-12-25 23:45:38,323 - mmseg - INFO - Iter [46750/160000] lr: 7.078e-05, eta: 16:06:31, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3977, decode.loss_mask: 0.5932, decode.loss_dice: 0.8471, decode.d0.loss_cls: 1.3951, decode.d0.loss_mask: 0.6355, decode.d0.loss_dice: 0.9426, decode.d1.loss_cls: 0.4918, decode.d1.loss_mask: 0.6124, decode.d1.loss_dice: 0.9007, decode.d2.loss_cls: 0.4372, decode.d2.loss_mask: 0.6039, decode.d2.loss_dice: 0.8783, decode.d3.loss_cls: 0.4243, decode.d3.loss_mask: 0.5985, decode.d3.loss_dice: 0.8596, decode.d4.loss_cls: 0.4136, decode.d4.loss_mask: 0.5984, decode.d4.loss_dice: 0.8594, decode.d5.loss_cls: 0.4070, decode.d5.loss_mask: 0.5964, decode.d5.loss_dice: 0.8565, decode.d6.loss_cls: 0.4072, decode.d6.loss_mask: 0.5924, decode.d6.loss_dice: 0.8460, decode.d7.loss_cls: 0.4026, decode.d7.loss_mask: 0.5906, decode.d7.loss_dice: 0.8458, decode.d8.loss_cls: 0.4009, decode.d8.loss_mask: 0.5923, decode.d8.loss_dice: 0.8494, loss: 19.8763, grad_norm: 60.2124 2023-12-25 23:46:02,981 - mmseg - INFO - Iter [46800/160000] lr: 7.075e-05, eta: 16:06:02, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4160, decode.loss_mask: 0.5831, decode.loss_dice: 0.8831, decode.d0.loss_cls: 1.4089, decode.d0.loss_mask: 0.6249, decode.d0.loss_dice: 0.9853, decode.d1.loss_cls: 0.4999, decode.d1.loss_mask: 0.6061, decode.d1.loss_dice: 0.9424, decode.d2.loss_cls: 0.4653, decode.d2.loss_mask: 0.5911, decode.d2.loss_dice: 0.9159, decode.d3.loss_cls: 0.4511, decode.d3.loss_mask: 0.5871, decode.d3.loss_dice: 0.8951, decode.d4.loss_cls: 0.4340, decode.d4.loss_mask: 0.5885, decode.d4.loss_dice: 0.8941, decode.d5.loss_cls: 0.4273, decode.d5.loss_mask: 0.5862, decode.d5.loss_dice: 0.8936, decode.d6.loss_cls: 0.4237, decode.d6.loss_mask: 0.5820, decode.d6.loss_dice: 0.8821, decode.d7.loss_cls: 0.4175, decode.d7.loss_mask: 0.5838, decode.d7.loss_dice: 0.8811, decode.d8.loss_cls: 0.4115, decode.d8.loss_mask: 0.5833, decode.d8.loss_dice: 0.8852, loss: 20.3291, grad_norm: 55.8966 2023-12-25 23:46:27,657 - mmseg - INFO - Iter [46850/160000] lr: 7.072e-05, eta: 16:05:34, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4198, decode.loss_mask: 0.5770, decode.loss_dice: 0.8579, decode.d0.loss_cls: 1.3790, decode.d0.loss_mask: 0.6107, decode.d0.loss_dice: 0.9592, decode.d1.loss_cls: 0.5001, decode.d1.loss_mask: 0.6014, decode.d1.loss_dice: 0.9154, decode.d2.loss_cls: 0.4553, decode.d2.loss_mask: 0.5852, decode.d2.loss_dice: 0.8872, decode.d3.loss_cls: 0.4465, decode.d3.loss_mask: 0.5816, decode.d3.loss_dice: 0.8707, decode.d4.loss_cls: 0.4278, decode.d4.loss_mask: 0.5790, decode.d4.loss_dice: 0.8757, decode.d5.loss_cls: 0.4274, decode.d5.loss_mask: 0.5811, decode.d5.loss_dice: 0.8675, decode.d6.loss_cls: 0.4297, decode.d6.loss_mask: 0.5762, decode.d6.loss_dice: 0.8612, decode.d7.loss_cls: 0.4237, decode.d7.loss_mask: 0.5775, decode.d7.loss_dice: 0.8602, decode.d8.loss_cls: 0.4200, decode.d8.loss_mask: 0.5780, decode.d8.loss_dice: 0.8582, loss: 19.9903, grad_norm: 59.8078 2023-12-25 23:46:51,863 - mmseg - INFO - Iter [46900/160000] lr: 7.069e-05, eta: 16:05:04, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4155, decode.loss_mask: 0.6050, decode.loss_dice: 0.8863, decode.d0.loss_cls: 1.3975, decode.d0.loss_mask: 0.6518, decode.d0.loss_dice: 0.9926, decode.d1.loss_cls: 0.4939, decode.d1.loss_mask: 0.6244, decode.d1.loss_dice: 0.9442, decode.d2.loss_cls: 0.4548, decode.d2.loss_mask: 0.6156, decode.d2.loss_dice: 0.9125, decode.d3.loss_cls: 0.4397, decode.d3.loss_mask: 0.6098, decode.d3.loss_dice: 0.9026, decode.d4.loss_cls: 0.4315, decode.d4.loss_mask: 0.6086, decode.d4.loss_dice: 0.9068, decode.d5.loss_cls: 0.4255, decode.d5.loss_mask: 0.6056, decode.d5.loss_dice: 0.8938, decode.d6.loss_cls: 0.4167, decode.d6.loss_mask: 0.6094, decode.d6.loss_dice: 0.8884, decode.d7.loss_cls: 0.4212, decode.d7.loss_mask: 0.6056, decode.d7.loss_dice: 0.8892, decode.d8.loss_cls: 0.4167, decode.d8.loss_mask: 0.6033, decode.d8.loss_dice: 0.8888, loss: 20.5570, grad_norm: 63.7514 2023-12-25 23:47:16,196 - mmseg - INFO - Iter [46950/160000] lr: 7.066e-05, eta: 16:04:35, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3947, decode.loss_mask: 0.5944, decode.loss_dice: 0.8611, decode.d0.loss_cls: 1.3645, decode.d0.loss_mask: 0.6362, decode.d0.loss_dice: 0.9706, decode.d1.loss_cls: 0.4866, decode.d1.loss_mask: 0.6165, decode.d1.loss_dice: 0.9156, decode.d2.loss_cls: 0.4371, decode.d2.loss_mask: 0.6048, decode.d2.loss_dice: 0.8826, decode.d3.loss_cls: 0.4197, decode.d3.loss_mask: 0.6002, decode.d3.loss_dice: 0.8719, decode.d4.loss_cls: 0.4045, decode.d4.loss_mask: 0.6024, decode.d4.loss_dice: 0.8689, decode.d5.loss_cls: 0.4051, decode.d5.loss_mask: 0.6000, decode.d5.loss_dice: 0.8717, decode.d6.loss_cls: 0.3977, decode.d6.loss_mask: 0.5961, decode.d6.loss_dice: 0.8647, decode.d7.loss_cls: 0.3952, decode.d7.loss_mask: 0.5998, decode.d7.loss_dice: 0.8664, decode.d8.loss_cls: 0.3955, decode.d8.loss_mask: 0.5958, decode.d8.loss_dice: 0.8629, loss: 19.9831, grad_norm: 59.8134 2023-12-25 23:47:40,988 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 23:47:40,988 - mmseg - INFO - Iter [47000/160000] lr: 7.063e-05, eta: 16:04:07, time: 0.496, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4069, decode.loss_mask: 0.5889, decode.loss_dice: 0.8627, decode.d0.loss_cls: 1.4196, decode.d0.loss_mask: 0.6364, decode.d0.loss_dice: 0.9677, decode.d1.loss_cls: 0.4909, decode.d1.loss_mask: 0.6153, decode.d1.loss_dice: 0.9163, decode.d2.loss_cls: 0.4491, decode.d2.loss_mask: 0.5946, decode.d2.loss_dice: 0.8868, decode.d3.loss_cls: 0.4349, decode.d3.loss_mask: 0.5922, decode.d3.loss_dice: 0.8688, decode.d4.loss_cls: 0.4205, decode.d4.loss_mask: 0.5928, decode.d4.loss_dice: 0.8664, decode.d5.loss_cls: 0.4159, decode.d5.loss_mask: 0.5933, decode.d5.loss_dice: 0.8645, decode.d6.loss_cls: 0.4107, decode.d6.loss_mask: 0.5928, decode.d6.loss_dice: 0.8614, decode.d7.loss_cls: 0.4061, decode.d7.loss_mask: 0.5949, decode.d7.loss_dice: 0.8613, decode.d8.loss_cls: 0.4075, decode.d8.loss_mask: 0.5907, decode.d8.loss_dice: 0.8581, loss: 20.0678, grad_norm: 61.7148 2023-12-25 23:48:06,069 - mmseg - INFO - Iter [47050/160000] lr: 7.059e-05, eta: 16:03:39, time: 0.502, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4034, decode.loss_mask: 0.5783, decode.loss_dice: 0.8410, decode.d0.loss_cls: 1.3971, decode.d0.loss_mask: 0.6152, decode.d0.loss_dice: 0.9480, decode.d1.loss_cls: 0.5043, decode.d1.loss_mask: 0.5979, decode.d1.loss_dice: 0.9055, decode.d2.loss_cls: 0.4540, decode.d2.loss_mask: 0.5877, decode.d2.loss_dice: 0.8735, decode.d3.loss_cls: 0.4378, decode.d3.loss_mask: 0.5799, decode.d3.loss_dice: 0.8501, decode.d4.loss_cls: 0.4219, decode.d4.loss_mask: 0.5808, decode.d4.loss_dice: 0.8498, decode.d5.loss_cls: 0.4194, decode.d5.loss_mask: 0.5814, decode.d5.loss_dice: 0.8476, decode.d6.loss_cls: 0.4157, decode.d6.loss_mask: 0.5769, decode.d6.loss_dice: 0.8463, decode.d7.loss_cls: 0.4048, decode.d7.loss_mask: 0.5777, decode.d7.loss_dice: 0.8455, decode.d8.loss_cls: 0.4023, decode.d8.loss_mask: 0.5791, decode.d8.loss_dice: 0.8474, loss: 19.7702, grad_norm: 58.9495 2023-12-25 23:48:30,900 - mmseg - INFO - Iter [47100/160000] lr: 7.056e-05, eta: 16:03:11, time: 0.497, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4155, decode.loss_mask: 0.5864, decode.loss_dice: 0.8609, decode.d0.loss_cls: 1.4197, decode.d0.loss_mask: 0.6300, decode.d0.loss_dice: 0.9613, decode.d1.loss_cls: 0.5096, decode.d1.loss_mask: 0.6080, decode.d1.loss_dice: 0.9198, decode.d2.loss_cls: 0.4582, decode.d2.loss_mask: 0.5912, decode.d2.loss_dice: 0.8896, decode.d3.loss_cls: 0.4446, decode.d3.loss_mask: 0.5896, decode.d3.loss_dice: 0.8729, decode.d4.loss_cls: 0.4373, decode.d4.loss_mask: 0.5879, decode.d4.loss_dice: 0.8732, decode.d5.loss_cls: 0.4281, decode.d5.loss_mask: 0.5874, decode.d5.loss_dice: 0.8737, decode.d6.loss_cls: 0.4211, decode.d6.loss_mask: 0.5852, decode.d6.loss_dice: 0.8638, decode.d7.loss_cls: 0.4150, decode.d7.loss_mask: 0.5855, decode.d7.loss_dice: 0.8655, decode.d8.loss_cls: 0.4167, decode.d8.loss_mask: 0.5820, decode.d8.loss_dice: 0.8655, loss: 20.1449, grad_norm: 56.1057 2023-12-25 23:48:55,852 - mmseg - INFO - Iter [47150/160000] lr: 7.053e-05, eta: 16:02:44, time: 0.499, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4159, decode.loss_mask: 0.5983, decode.loss_dice: 0.8734, decode.d0.loss_cls: 1.4017, decode.d0.loss_mask: 0.6460, decode.d0.loss_dice: 0.9724, decode.d1.loss_cls: 0.5028, decode.d1.loss_mask: 0.6209, decode.d1.loss_dice: 0.9265, decode.d2.loss_cls: 0.4567, decode.d2.loss_mask: 0.6071, decode.d2.loss_dice: 0.8975, decode.d3.loss_cls: 0.4424, decode.d3.loss_mask: 0.6041, decode.d3.loss_dice: 0.8767, decode.d4.loss_cls: 0.4317, decode.d4.loss_mask: 0.6006, decode.d4.loss_dice: 0.8797, decode.d5.loss_cls: 0.4325, decode.d5.loss_mask: 0.5986, decode.d5.loss_dice: 0.8800, decode.d6.loss_cls: 0.4216, decode.d6.loss_mask: 0.5968, decode.d6.loss_dice: 0.8672, decode.d7.loss_cls: 0.4186, decode.d7.loss_mask: 0.5963, decode.d7.loss_dice: 0.8707, decode.d8.loss_cls: 0.4160, decode.d8.loss_mask: 0.5996, decode.d8.loss_dice: 0.8731, loss: 20.3253, grad_norm: 57.3020 2023-12-25 23:49:20,192 - mmseg - INFO - Iter [47200/160000] lr: 7.050e-05, eta: 16:02:15, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3803, decode.loss_mask: 0.5590, decode.loss_dice: 0.8266, decode.d0.loss_cls: 1.3921, decode.d0.loss_mask: 0.5970, decode.d0.loss_dice: 0.9310, decode.d1.loss_cls: 0.4821, decode.d1.loss_mask: 0.5818, decode.d1.loss_dice: 0.8784, decode.d2.loss_cls: 0.4263, decode.d2.loss_mask: 0.5697, decode.d2.loss_dice: 0.8505, decode.d3.loss_cls: 0.4096, decode.d3.loss_mask: 0.5611, decode.d3.loss_dice: 0.8398, decode.d4.loss_cls: 0.4047, decode.d4.loss_mask: 0.5593, decode.d4.loss_dice: 0.8357, decode.d5.loss_cls: 0.3907, decode.d5.loss_mask: 0.5572, decode.d5.loss_dice: 0.8346, decode.d6.loss_cls: 0.3833, decode.d6.loss_mask: 0.5591, decode.d6.loss_dice: 0.8284, decode.d7.loss_cls: 0.3837, decode.d7.loss_mask: 0.5573, decode.d7.loss_dice: 0.8260, decode.d8.loss_cls: 0.3816, decode.d8.loss_mask: 0.5547, decode.d8.loss_dice: 0.8285, loss: 19.1703, grad_norm: 59.6347 2023-12-25 23:49:44,470 - mmseg - INFO - Iter [47250/160000] lr: 7.047e-05, eta: 16:01:45, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4147, decode.loss_mask: 0.5803, decode.loss_dice: 0.8620, decode.d0.loss_cls: 1.4362, decode.d0.loss_mask: 0.6220, decode.d0.loss_dice: 0.9795, decode.d1.loss_cls: 0.5069, decode.d1.loss_mask: 0.6009, decode.d1.loss_dice: 0.9218, decode.d2.loss_cls: 0.4620, decode.d2.loss_mask: 0.5915, decode.d2.loss_dice: 0.8917, decode.d3.loss_cls: 0.4418, decode.d3.loss_mask: 0.5834, decode.d3.loss_dice: 0.8736, decode.d4.loss_cls: 0.4440, decode.d4.loss_mask: 0.5821, decode.d4.loss_dice: 0.8665, decode.d5.loss_cls: 0.4285, decode.d5.loss_mask: 0.5827, decode.d5.loss_dice: 0.8648, decode.d6.loss_cls: 0.4270, decode.d6.loss_mask: 0.5807, decode.d6.loss_dice: 0.8569, decode.d7.loss_cls: 0.4274, decode.d7.loss_mask: 0.5815, decode.d7.loss_dice: 0.8548, decode.d8.loss_cls: 0.4249, decode.d8.loss_mask: 0.5782, decode.d8.loss_dice: 0.8502, loss: 20.1184, grad_norm: 60.8323 2023-12-25 23:50:09,162 - mmseg - INFO - Iter [47300/160000] lr: 7.044e-05, eta: 16:01:17, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4238, decode.loss_mask: 0.5847, decode.loss_dice: 0.8626, decode.d0.loss_cls: 1.4310, decode.d0.loss_mask: 0.6287, decode.d0.loss_dice: 0.9643, decode.d1.loss_cls: 0.5082, decode.d1.loss_mask: 0.6107, decode.d1.loss_dice: 0.9217, decode.d2.loss_cls: 0.4617, decode.d2.loss_mask: 0.5968, decode.d2.loss_dice: 0.8852, decode.d3.loss_cls: 0.4464, decode.d3.loss_mask: 0.5910, decode.d3.loss_dice: 0.8655, decode.d4.loss_cls: 0.4383, decode.d4.loss_mask: 0.5916, decode.d4.loss_dice: 0.8707, decode.d5.loss_cls: 0.4304, decode.d5.loss_mask: 0.5868, decode.d5.loss_dice: 0.8706, decode.d6.loss_cls: 0.4303, decode.d6.loss_mask: 0.5833, decode.d6.loss_dice: 0.8605, decode.d7.loss_cls: 0.4253, decode.d7.loss_mask: 0.5846, decode.d7.loss_dice: 0.8617, decode.d8.loss_cls: 0.4223, decode.d8.loss_mask: 0.5845, decode.d8.loss_dice: 0.8636, loss: 20.1869, grad_norm: 56.2035 2023-12-25 23:50:33,714 - mmseg - INFO - Iter [47350/160000] lr: 7.041e-05, eta: 16:00:48, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4158, decode.loss_mask: 0.5917, decode.loss_dice: 0.8639, decode.d0.loss_cls: 1.4108, decode.d0.loss_mask: 0.6340, decode.d0.loss_dice: 0.9578, decode.d1.loss_cls: 0.5028, decode.d1.loss_mask: 0.6128, decode.d1.loss_dice: 0.9163, decode.d2.loss_cls: 0.4573, decode.d2.loss_mask: 0.5981, decode.d2.loss_dice: 0.8836, decode.d3.loss_cls: 0.4471, decode.d3.loss_mask: 0.5949, decode.d3.loss_dice: 0.8649, decode.d4.loss_cls: 0.4329, decode.d4.loss_mask: 0.5926, decode.d4.loss_dice: 0.8673, decode.d5.loss_cls: 0.4241, decode.d5.loss_mask: 0.5932, decode.d5.loss_dice: 0.8689, decode.d6.loss_cls: 0.4227, decode.d6.loss_mask: 0.5925, decode.d6.loss_dice: 0.8545, decode.d7.loss_cls: 0.4218, decode.d7.loss_mask: 0.5909, decode.d7.loss_dice: 0.8540, decode.d8.loss_cls: 0.4160, decode.d8.loss_mask: 0.5910, decode.d8.loss_dice: 0.8590, loss: 20.1333, grad_norm: 67.4157 2023-12-25 23:50:57,962 - mmseg - INFO - Iter [47400/160000] lr: 7.038e-05, eta: 16:00:18, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4191, decode.loss_mask: 0.5897, decode.loss_dice: 0.8482, decode.d0.loss_cls: 1.4159, decode.d0.loss_mask: 0.6351, decode.d0.loss_dice: 0.9549, decode.d1.loss_cls: 0.5104, decode.d1.loss_mask: 0.6096, decode.d1.loss_dice: 0.9062, decode.d2.loss_cls: 0.4651, decode.d2.loss_mask: 0.6041, decode.d2.loss_dice: 0.8706, decode.d3.loss_cls: 0.4496, decode.d3.loss_mask: 0.5981, decode.d3.loss_dice: 0.8614, decode.d4.loss_cls: 0.4323, decode.d4.loss_mask: 0.5965, decode.d4.loss_dice: 0.8605, decode.d5.loss_cls: 0.4256, decode.d5.loss_mask: 0.5937, decode.d5.loss_dice: 0.8599, decode.d6.loss_cls: 0.4269, decode.d6.loss_mask: 0.5917, decode.d6.loss_dice: 0.8521, decode.d7.loss_cls: 0.4227, decode.d7.loss_mask: 0.5924, decode.d7.loss_dice: 0.8520, decode.d8.loss_cls: 0.4233, decode.d8.loss_mask: 0.5896, decode.d8.loss_dice: 0.8475, loss: 20.1048, grad_norm: 60.6459 2023-12-25 23:51:22,560 - mmseg - INFO - Iter [47450/160000] lr: 7.034e-05, eta: 15:59:50, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4137, decode.loss_mask: 0.5877, decode.loss_dice: 0.8436, decode.d0.loss_cls: 1.3892, decode.d0.loss_mask: 0.6315, decode.d0.loss_dice: 0.9541, decode.d1.loss_cls: 0.4938, decode.d1.loss_mask: 0.6123, decode.d1.loss_dice: 0.9025, decode.d2.loss_cls: 0.4406, decode.d2.loss_mask: 0.5980, decode.d2.loss_dice: 0.8808, decode.d3.loss_cls: 0.4402, decode.d3.loss_mask: 0.5921, decode.d3.loss_dice: 0.8597, decode.d4.loss_cls: 0.4233, decode.d4.loss_mask: 0.5911, decode.d4.loss_dice: 0.8581, decode.d5.loss_cls: 0.4202, decode.d5.loss_mask: 0.5904, decode.d5.loss_dice: 0.8570, decode.d6.loss_cls: 0.4203, decode.d6.loss_mask: 0.5876, decode.d6.loss_dice: 0.8447, decode.d7.loss_cls: 0.4146, decode.d7.loss_mask: 0.5879, decode.d7.loss_dice: 0.8466, decode.d8.loss_cls: 0.4101, decode.d8.loss_mask: 0.5863, decode.d8.loss_dice: 0.8468, loss: 19.9253, grad_norm: 55.9096 2023-12-25 23:51:47,618 - mmseg - INFO - Iter [47500/160000] lr: 7.031e-05, eta: 15:59:23, time: 0.501, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3973, decode.loss_mask: 0.5895, decode.loss_dice: 0.8715, decode.d0.loss_cls: 1.4144, decode.d0.loss_mask: 0.6315, decode.d0.loss_dice: 0.9904, decode.d1.loss_cls: 0.4861, decode.d1.loss_mask: 0.6134, decode.d1.loss_dice: 0.9427, decode.d2.loss_cls: 0.4416, decode.d2.loss_mask: 0.6004, decode.d2.loss_dice: 0.9053, decode.d3.loss_cls: 0.4252, decode.d3.loss_mask: 0.5974, decode.d3.loss_dice: 0.8934, decode.d4.loss_cls: 0.4180, decode.d4.loss_mask: 0.5928, decode.d4.loss_dice: 0.8863, decode.d5.loss_cls: 0.4078, decode.d5.loss_mask: 0.5901, decode.d5.loss_dice: 0.8813, decode.d6.loss_cls: 0.4046, decode.d6.loss_mask: 0.5888, decode.d6.loss_dice: 0.8775, decode.d7.loss_cls: 0.4026, decode.d7.loss_mask: 0.5893, decode.d7.loss_dice: 0.8757, decode.d8.loss_cls: 0.4016, decode.d8.loss_mask: 0.5882, decode.d8.loss_dice: 0.8761, loss: 20.1806, grad_norm: 63.2178 2023-12-25 23:52:11,913 - mmseg - INFO - Iter [47550/160000] lr: 7.028e-05, eta: 15:58:53, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4429, decode.loss_mask: 0.5913, decode.loss_dice: 0.8773, decode.d0.loss_cls: 1.4305, decode.d0.loss_mask: 0.6329, decode.d0.loss_dice: 0.9890, decode.d1.loss_cls: 0.5356, decode.d1.loss_mask: 0.6153, decode.d1.loss_dice: 0.9396, decode.d2.loss_cls: 0.4881, decode.d2.loss_mask: 0.6013, decode.d2.loss_dice: 0.9013, decode.d3.loss_cls: 0.4667, decode.d3.loss_mask: 0.5969, decode.d3.loss_dice: 0.8895, decode.d4.loss_cls: 0.4563, decode.d4.loss_mask: 0.5981, decode.d4.loss_dice: 0.8866, decode.d5.loss_cls: 0.4486, decode.d5.loss_mask: 0.5958, decode.d5.loss_dice: 0.8857, decode.d6.loss_cls: 0.4461, decode.d6.loss_mask: 0.5887, decode.d6.loss_dice: 0.8792, decode.d7.loss_cls: 0.4454, decode.d7.loss_mask: 0.5905, decode.d7.loss_dice: 0.8833, decode.d8.loss_cls: 0.4432, decode.d8.loss_mask: 0.5911, decode.d8.loss_dice: 0.8812, loss: 20.6179, grad_norm: 60.4813 2023-12-25 23:52:36,176 - mmseg - INFO - Iter [47600/160000] lr: 7.025e-05, eta: 15:58:24, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4428, decode.loss_mask: 0.5824, decode.loss_dice: 0.8797, decode.d0.loss_cls: 1.4622, decode.d0.loss_mask: 0.6260, decode.d0.loss_dice: 0.9911, decode.d1.loss_cls: 0.5394, decode.d1.loss_mask: 0.6081, decode.d1.loss_dice: 0.9523, decode.d2.loss_cls: 0.4925, decode.d2.loss_mask: 0.5914, decode.d2.loss_dice: 0.9171, decode.d3.loss_cls: 0.4740, decode.d3.loss_mask: 0.5872, decode.d3.loss_dice: 0.8929, decode.d4.loss_cls: 0.4576, decode.d4.loss_mask: 0.5885, decode.d4.loss_dice: 0.8945, decode.d5.loss_cls: 0.4567, decode.d5.loss_mask: 0.5835, decode.d5.loss_dice: 0.8888, decode.d6.loss_cls: 0.4525, decode.d6.loss_mask: 0.5800, decode.d6.loss_dice: 0.8796, decode.d7.loss_cls: 0.4449, decode.d7.loss_mask: 0.5817, decode.d7.loss_dice: 0.8828, decode.d8.loss_cls: 0.4475, decode.d8.loss_mask: 0.5820, decode.d8.loss_dice: 0.8843, loss: 20.6441, grad_norm: 64.8653 2023-12-25 23:53:00,292 - mmseg - INFO - Iter [47650/160000] lr: 7.022e-05, eta: 15:57:54, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4146, decode.loss_mask: 0.6102, decode.loss_dice: 0.8731, decode.d0.loss_cls: 1.3809, decode.d0.loss_mask: 0.6591, decode.d0.loss_dice: 0.9722, decode.d1.loss_cls: 0.5022, decode.d1.loss_mask: 0.6451, decode.d1.loss_dice: 0.9298, decode.d2.loss_cls: 0.4548, decode.d2.loss_mask: 0.6268, decode.d2.loss_dice: 0.9041, decode.d3.loss_cls: 0.4340, decode.d3.loss_mask: 0.6205, decode.d3.loss_dice: 0.8827, decode.d4.loss_cls: 0.4218, decode.d4.loss_mask: 0.6200, decode.d4.loss_dice: 0.8845, decode.d5.loss_cls: 0.4226, decode.d5.loss_mask: 0.6150, decode.d5.loss_dice: 0.8788, decode.d6.loss_cls: 0.4203, decode.d6.loss_mask: 0.6153, decode.d6.loss_dice: 0.8718, decode.d7.loss_cls: 0.4129, decode.d7.loss_mask: 0.6145, decode.d7.loss_dice: 0.8787, decode.d8.loss_cls: 0.4157, decode.d8.loss_mask: 0.6112, decode.d8.loss_dice: 0.8768, loss: 20.4698, grad_norm: 58.1889 2023-12-25 23:53:24,551 - mmseg - INFO - Iter [47700/160000] lr: 7.019e-05, eta: 15:57:24, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4422, decode.loss_mask: 0.6263, decode.loss_dice: 0.9042, decode.d0.loss_cls: 1.4344, decode.d0.loss_mask: 0.6676, decode.d0.loss_dice: 1.0074, decode.d1.loss_cls: 0.5284, decode.d1.loss_mask: 0.6556, decode.d1.loss_dice: 0.9661, decode.d2.loss_cls: 0.4898, decode.d2.loss_mask: 0.6394, decode.d2.loss_dice: 0.9484, decode.d3.loss_cls: 0.4742, decode.d3.loss_mask: 0.6312, decode.d3.loss_dice: 0.9251, decode.d4.loss_cls: 0.4617, decode.d4.loss_mask: 0.6275, decode.d4.loss_dice: 0.9195, decode.d5.loss_cls: 0.4554, decode.d5.loss_mask: 0.6311, decode.d5.loss_dice: 0.9181, decode.d6.loss_cls: 0.4488, decode.d6.loss_mask: 0.6286, decode.d6.loss_dice: 0.9054, decode.d7.loss_cls: 0.4430, decode.d7.loss_mask: 0.6282, decode.d7.loss_dice: 0.9068, decode.d8.loss_cls: 0.4368, decode.d8.loss_mask: 0.6287, decode.d8.loss_dice: 0.9097, loss: 21.2897, grad_norm: 63.4028 2023-12-25 23:53:48,912 - mmseg - INFO - Iter [47750/160000] lr: 7.016e-05, eta: 15:56:55, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4354, decode.loss_mask: 0.5962, decode.loss_dice: 0.8835, decode.d0.loss_cls: 1.4318, decode.d0.loss_mask: 0.6496, decode.d0.loss_dice: 0.9904, decode.d1.loss_cls: 0.5208, decode.d1.loss_mask: 0.6282, decode.d1.loss_dice: 0.9424, decode.d2.loss_cls: 0.4834, decode.d2.loss_mask: 0.6091, decode.d2.loss_dice: 0.9096, decode.d3.loss_cls: 0.4621, decode.d3.loss_mask: 0.6033, decode.d3.loss_dice: 0.8948, decode.d4.loss_cls: 0.4493, decode.d4.loss_mask: 0.6015, decode.d4.loss_dice: 0.8893, decode.d5.loss_cls: 0.4439, decode.d5.loss_mask: 0.5985, decode.d5.loss_dice: 0.8846, decode.d6.loss_cls: 0.4441, decode.d6.loss_mask: 0.5972, decode.d6.loss_dice: 0.8786, decode.d7.loss_cls: 0.4378, decode.d7.loss_mask: 0.5957, decode.d7.loss_dice: 0.8798, decode.d8.loss_cls: 0.4380, decode.d8.loss_mask: 0.5950, decode.d8.loss_dice: 0.8819, loss: 20.6557, grad_norm: 61.8036 2023-12-25 23:54:13,682 - mmseg - INFO - Iter [47800/160000] lr: 7.013e-05, eta: 15:56:27, time: 0.495, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4482, decode.loss_mask: 0.6000, decode.loss_dice: 0.8798, decode.d0.loss_cls: 1.4524, decode.d0.loss_mask: 0.6460, decode.d0.loss_dice: 0.9905, decode.d1.loss_cls: 0.5265, decode.d1.loss_mask: 0.6208, decode.d1.loss_dice: 0.9470, decode.d2.loss_cls: 0.4809, decode.d2.loss_mask: 0.6058, decode.d2.loss_dice: 0.9093, decode.d3.loss_cls: 0.4747, decode.d3.loss_mask: 0.5991, decode.d3.loss_dice: 0.8835, decode.d4.loss_cls: 0.4682, decode.d4.loss_mask: 0.5994, decode.d4.loss_dice: 0.8901, decode.d5.loss_cls: 0.4595, decode.d5.loss_mask: 0.6063, decode.d5.loss_dice: 0.8850, decode.d6.loss_cls: 0.4569, decode.d6.loss_mask: 0.6014, decode.d6.loss_dice: 0.8750, decode.d7.loss_cls: 0.4484, decode.d7.loss_mask: 0.6009, decode.d7.loss_dice: 0.8821, decode.d8.loss_cls: 0.4426, decode.d8.loss_mask: 0.6002, decode.d8.loss_dice: 0.8830, loss: 20.7636, grad_norm: 59.6098 2023-12-25 23:54:37,881 - mmseg - INFO - Iter [47850/160000] lr: 7.009e-05, eta: 15:55:57, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4004, decode.loss_mask: 0.6005, decode.loss_dice: 0.8774, decode.d0.loss_cls: 1.4045, decode.d0.loss_mask: 0.6446, decode.d0.loss_dice: 0.9800, decode.d1.loss_cls: 0.4854, decode.d1.loss_mask: 0.6257, decode.d1.loss_dice: 0.9378, decode.d2.loss_cls: 0.4433, decode.d2.loss_mask: 0.6086, decode.d2.loss_dice: 0.8992, decode.d3.loss_cls: 0.4321, decode.d3.loss_mask: 0.6023, decode.d3.loss_dice: 0.8865, decode.d4.loss_cls: 0.4141, decode.d4.loss_mask: 0.6039, decode.d4.loss_dice: 0.8894, decode.d5.loss_cls: 0.4154, decode.d5.loss_mask: 0.5984, decode.d5.loss_dice: 0.8768, decode.d6.loss_cls: 0.4044, decode.d6.loss_mask: 0.6008, decode.d6.loss_dice: 0.8804, decode.d7.loss_cls: 0.3954, decode.d7.loss_mask: 0.6019, decode.d7.loss_dice: 0.8821, decode.d8.loss_cls: 0.3999, decode.d8.loss_mask: 0.5985, decode.d8.loss_dice: 0.8777, loss: 20.2670, grad_norm: 61.7671 2023-12-25 23:55:04,730 - mmseg - INFO - Iter [47900/160000] lr: 7.006e-05, eta: 15:55:36, time: 0.537, data_time: 0.057, memory: 40245, decode.loss_cls: 0.4311, decode.loss_mask: 0.5833, decode.loss_dice: 0.8539, decode.d0.loss_cls: 1.4146, decode.d0.loss_mask: 0.6232, decode.d0.loss_dice: 0.9589, decode.d1.loss_cls: 0.5110, decode.d1.loss_mask: 0.6067, decode.d1.loss_dice: 0.9073, decode.d2.loss_cls: 0.4692, decode.d2.loss_mask: 0.5963, decode.d2.loss_dice: 0.8891, decode.d3.loss_cls: 0.4621, decode.d3.loss_mask: 0.5881, decode.d3.loss_dice: 0.8684, decode.d4.loss_cls: 0.4450, decode.d4.loss_mask: 0.5868, decode.d4.loss_dice: 0.8706, decode.d5.loss_cls: 0.4371, decode.d5.loss_mask: 0.5893, decode.d5.loss_dice: 0.8611, decode.d6.loss_cls: 0.4318, decode.d6.loss_mask: 0.5855, decode.d6.loss_dice: 0.8572, decode.d7.loss_cls: 0.4340, decode.d7.loss_mask: 0.5856, decode.d7.loss_dice: 0.8540, decode.d8.loss_cls: 0.4314, decode.d8.loss_mask: 0.5828, decode.d8.loss_dice: 0.8525, loss: 20.1681, grad_norm: 55.5095 2023-12-25 23:55:29,102 - mmseg - INFO - Iter [47950/160000] lr: 7.003e-05, eta: 15:55:06, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3991, decode.loss_mask: 0.5670, decode.loss_dice: 0.8578, decode.d0.loss_cls: 1.4114, decode.d0.loss_mask: 0.6100, decode.d0.loss_dice: 0.9593, decode.d1.loss_cls: 0.4813, decode.d1.loss_mask: 0.5897, decode.d1.loss_dice: 0.9152, decode.d2.loss_cls: 0.4384, decode.d2.loss_mask: 0.5730, decode.d2.loss_dice: 0.8819, decode.d3.loss_cls: 0.4252, decode.d3.loss_mask: 0.5758, decode.d3.loss_dice: 0.8680, decode.d4.loss_cls: 0.4154, decode.d4.loss_mask: 0.5694, decode.d4.loss_dice: 0.8730, decode.d5.loss_cls: 0.4107, decode.d5.loss_mask: 0.5700, decode.d5.loss_dice: 0.8656, decode.d6.loss_cls: 0.4067, decode.d6.loss_mask: 0.5684, decode.d6.loss_dice: 0.8611, decode.d7.loss_cls: 0.3984, decode.d7.loss_mask: 0.5722, decode.d7.loss_dice: 0.8588, decode.d8.loss_cls: 0.3965, decode.d8.loss_mask: 0.5716, decode.d8.loss_dice: 0.8613, loss: 19.7522, grad_norm: 58.1178 2023-12-25 23:55:53,461 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-25 23:55:53,461 - mmseg - INFO - Iter [48000/160000] lr: 7.000e-05, eta: 15:54:37, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4303, decode.loss_mask: 0.6036, decode.loss_dice: 0.8674, decode.d0.loss_cls: 1.4363, decode.d0.loss_mask: 0.6491, decode.d0.loss_dice: 0.9772, decode.d1.loss_cls: 0.5215, decode.d1.loss_mask: 0.6291, decode.d1.loss_dice: 0.9270, decode.d2.loss_cls: 0.4711, decode.d2.loss_mask: 0.6170, decode.d2.loss_dice: 0.9028, decode.d3.loss_cls: 0.4491, decode.d3.loss_mask: 0.6114, decode.d3.loss_dice: 0.8782, decode.d4.loss_cls: 0.4410, decode.d4.loss_mask: 0.6071, decode.d4.loss_dice: 0.8835, decode.d5.loss_cls: 0.4379, decode.d5.loss_mask: 0.6100, decode.d5.loss_dice: 0.8765, decode.d6.loss_cls: 0.4382, decode.d6.loss_mask: 0.6046, decode.d6.loss_dice: 0.8700, decode.d7.loss_cls: 0.4278, decode.d7.loss_mask: 0.6040, decode.d7.loss_dice: 0.8753, decode.d8.loss_cls: 0.4320, decode.d8.loss_mask: 0.6029, decode.d8.loss_dice: 0.8737, loss: 20.5558, grad_norm: 57.2094 2023-12-25 23:56:17,883 - mmseg - INFO - Iter [48050/160000] lr: 6.997e-05, eta: 15:54:08, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3998, decode.loss_mask: 0.5695, decode.loss_dice: 0.8525, decode.d0.loss_cls: 1.4155, decode.d0.loss_mask: 0.6079, decode.d0.loss_dice: 0.9592, decode.d1.loss_cls: 0.4931, decode.d1.loss_mask: 0.5876, decode.d1.loss_dice: 0.9073, decode.d2.loss_cls: 0.4426, decode.d2.loss_mask: 0.5790, decode.d2.loss_dice: 0.8785, decode.d3.loss_cls: 0.4318, decode.d3.loss_mask: 0.5733, decode.d3.loss_dice: 0.8600, decode.d4.loss_cls: 0.4144, decode.d4.loss_mask: 0.5721, decode.d4.loss_dice: 0.8613, decode.d5.loss_cls: 0.4088, decode.d5.loss_mask: 0.5721, decode.d5.loss_dice: 0.8582, decode.d6.loss_cls: 0.4050, decode.d6.loss_mask: 0.5712, decode.d6.loss_dice: 0.8550, decode.d7.loss_cls: 0.3963, decode.d7.loss_mask: 0.5700, decode.d7.loss_dice: 0.8569, decode.d8.loss_cls: 0.3996, decode.d8.loss_mask: 0.5697, decode.d8.loss_dice: 0.8570, loss: 19.7254, grad_norm: 57.9442 2023-12-25 23:56:42,339 - mmseg - INFO - Iter [48100/160000] lr: 6.994e-05, eta: 15:53:40, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4259, decode.loss_mask: 0.5758, decode.loss_dice: 0.8710, decode.d0.loss_cls: 1.4570, decode.d0.loss_mask: 0.6115, decode.d0.loss_dice: 0.9895, decode.d1.loss_cls: 0.5246, decode.d1.loss_mask: 0.5950, decode.d1.loss_dice: 0.9296, decode.d2.loss_cls: 0.4705, decode.d2.loss_mask: 0.5859, decode.d2.loss_dice: 0.8942, decode.d3.loss_cls: 0.4588, decode.d3.loss_mask: 0.5744, decode.d3.loss_dice: 0.8753, decode.d4.loss_cls: 0.4421, decode.d4.loss_mask: 0.5759, decode.d4.loss_dice: 0.8784, decode.d5.loss_cls: 0.4359, decode.d5.loss_mask: 0.5770, decode.d5.loss_dice: 0.8721, decode.d6.loss_cls: 0.4386, decode.d6.loss_mask: 0.5729, decode.d6.loss_dice: 0.8652, decode.d7.loss_cls: 0.4248, decode.d7.loss_mask: 0.5736, decode.d7.loss_dice: 0.8729, decode.d8.loss_cls: 0.4246, decode.d8.loss_mask: 0.5745, decode.d8.loss_dice: 0.8699, loss: 20.2374, grad_norm: 63.6846 2023-12-25 23:57:06,623 - mmseg - INFO - Iter [48150/160000] lr: 6.991e-05, eta: 15:53:10, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3871, decode.loss_mask: 0.5871, decode.loss_dice: 0.8375, decode.d0.loss_cls: 1.3921, decode.d0.loss_mask: 0.6281, decode.d0.loss_dice: 0.9423, decode.d1.loss_cls: 0.4807, decode.d1.loss_mask: 0.6172, decode.d1.loss_dice: 0.8913, decode.d2.loss_cls: 0.4337, decode.d2.loss_mask: 0.5988, decode.d2.loss_dice: 0.8643, decode.d3.loss_cls: 0.4199, decode.d3.loss_mask: 0.5927, decode.d3.loss_dice: 0.8527, decode.d4.loss_cls: 0.4051, decode.d4.loss_mask: 0.5925, decode.d4.loss_dice: 0.8518, decode.d5.loss_cls: 0.3968, decode.d5.loss_mask: 0.5916, decode.d5.loss_dice: 0.8475, decode.d6.loss_cls: 0.3917, decode.d6.loss_mask: 0.5905, decode.d6.loss_dice: 0.8338, decode.d7.loss_cls: 0.3948, decode.d7.loss_mask: 0.5869, decode.d7.loss_dice: 0.8359, decode.d8.loss_cls: 0.3919, decode.d8.loss_mask: 0.5879, decode.d8.loss_dice: 0.8326, loss: 19.6568, grad_norm: 62.0729 2023-12-25 23:57:30,775 - mmseg - INFO - Iter [48200/160000] lr: 6.988e-05, eta: 15:52:40, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4106, decode.loss_mask: 0.5973, decode.loss_dice: 0.8813, decode.d0.loss_cls: 1.3997, decode.d0.loss_mask: 0.6357, decode.d0.loss_dice: 0.9793, decode.d1.loss_cls: 0.5085, decode.d1.loss_mask: 0.6175, decode.d1.loss_dice: 0.9371, decode.d2.loss_cls: 0.4617, decode.d2.loss_mask: 0.6048, decode.d2.loss_dice: 0.9040, decode.d3.loss_cls: 0.4424, decode.d3.loss_mask: 0.5970, decode.d3.loss_dice: 0.8953, decode.d4.loss_cls: 0.4314, decode.d4.loss_mask: 0.5976, decode.d4.loss_dice: 0.8914, decode.d5.loss_cls: 0.4225, decode.d5.loss_mask: 0.5987, decode.d5.loss_dice: 0.8886, decode.d6.loss_cls: 0.4208, decode.d6.loss_mask: 0.5977, decode.d6.loss_dice: 0.8813, decode.d7.loss_cls: 0.4192, decode.d7.loss_mask: 0.5979, decode.d7.loss_dice: 0.8850, decode.d8.loss_cls: 0.4168, decode.d8.loss_mask: 0.5966, decode.d8.loss_dice: 0.8783, loss: 20.3960, grad_norm: 64.3582 2023-12-25 23:57:55,143 - mmseg - INFO - Iter [48250/160000] lr: 6.984e-05, eta: 15:52:11, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3949, decode.loss_mask: 0.5926, decode.loss_dice: 0.8524, decode.d0.loss_cls: 1.3977, decode.d0.loss_mask: 0.6329, decode.d0.loss_dice: 0.9381, decode.d1.loss_cls: 0.4993, decode.d1.loss_mask: 0.6153, decode.d1.loss_dice: 0.8985, decode.d2.loss_cls: 0.4493, decode.d2.loss_mask: 0.6052, decode.d2.loss_dice: 0.8773, decode.d3.loss_cls: 0.4324, decode.d3.loss_mask: 0.5996, decode.d3.loss_dice: 0.8565, decode.d4.loss_cls: 0.4180, decode.d4.loss_mask: 0.5966, decode.d4.loss_dice: 0.8548, decode.d5.loss_cls: 0.4067, decode.d5.loss_mask: 0.5947, decode.d5.loss_dice: 0.8599, decode.d6.loss_cls: 0.4053, decode.d6.loss_mask: 0.5946, decode.d6.loss_dice: 0.8545, decode.d7.loss_cls: 0.3995, decode.d7.loss_mask: 0.5964, decode.d7.loss_dice: 0.8543, decode.d8.loss_cls: 0.3944, decode.d8.loss_mask: 0.5979, decode.d8.loss_dice: 0.8546, loss: 19.9242, grad_norm: 64.2163 2023-12-25 23:58:19,928 - mmseg - INFO - Iter [48300/160000] lr: 6.981e-05, eta: 15:51:44, time: 0.496, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3964, decode.loss_mask: 0.5773, decode.loss_dice: 0.8550, decode.d0.loss_cls: 1.3794, decode.d0.loss_mask: 0.6148, decode.d0.loss_dice: 0.9517, decode.d1.loss_cls: 0.4909, decode.d1.loss_mask: 0.5959, decode.d1.loss_dice: 0.8989, decode.d2.loss_cls: 0.4441, decode.d2.loss_mask: 0.5883, decode.d2.loss_dice: 0.8796, decode.d3.loss_cls: 0.4273, decode.d3.loss_mask: 0.5806, decode.d3.loss_dice: 0.8623, decode.d4.loss_cls: 0.4172, decode.d4.loss_mask: 0.5796, decode.d4.loss_dice: 0.8661, decode.d5.loss_cls: 0.4079, decode.d5.loss_mask: 0.5795, decode.d5.loss_dice: 0.8610, decode.d6.loss_cls: 0.4056, decode.d6.loss_mask: 0.5792, decode.d6.loss_dice: 0.8507, decode.d7.loss_cls: 0.4007, decode.d7.loss_mask: 0.5794, decode.d7.loss_dice: 0.8520, decode.d8.loss_cls: 0.3956, decode.d8.loss_mask: 0.5797, decode.d8.loss_dice: 0.8548, loss: 19.7512, grad_norm: 59.5244 2023-12-25 23:58:44,409 - mmseg - INFO - Iter [48350/160000] lr: 6.978e-05, eta: 15:51:15, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4075, decode.loss_mask: 0.6150, decode.loss_dice: 0.8688, decode.d0.loss_cls: 1.4149, decode.d0.loss_mask: 0.6567, decode.d0.loss_dice: 0.9725, decode.d1.loss_cls: 0.4999, decode.d1.loss_mask: 0.6292, decode.d1.loss_dice: 0.9284, decode.d2.loss_cls: 0.4531, decode.d2.loss_mask: 0.6178, decode.d2.loss_dice: 0.8978, decode.d3.loss_cls: 0.4400, decode.d3.loss_mask: 0.6154, decode.d3.loss_dice: 0.8755, decode.d4.loss_cls: 0.4237, decode.d4.loss_mask: 0.6132, decode.d4.loss_dice: 0.8795, decode.d5.loss_cls: 0.4228, decode.d5.loss_mask: 0.6136, decode.d5.loss_dice: 0.8727, decode.d6.loss_cls: 0.4197, decode.d6.loss_mask: 0.6113, decode.d6.loss_dice: 0.8650, decode.d7.loss_cls: 0.4101, decode.d7.loss_mask: 0.6123, decode.d7.loss_dice: 0.8692, decode.d8.loss_cls: 0.4102, decode.d8.loss_mask: 0.6116, decode.d8.loss_dice: 0.8761, loss: 20.4035, grad_norm: 63.2380 2023-12-25 23:59:08,757 - mmseg - INFO - Iter [48400/160000] lr: 6.975e-05, eta: 15:50:46, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3944, decode.loss_mask: 0.5956, decode.loss_dice: 0.8673, decode.d0.loss_cls: 1.3821, decode.d0.loss_mask: 0.6413, decode.d0.loss_dice: 0.9665, decode.d1.loss_cls: 0.4910, decode.d1.loss_mask: 0.6155, decode.d1.loss_dice: 0.9274, decode.d2.loss_cls: 0.4436, decode.d2.loss_mask: 0.6039, decode.d2.loss_dice: 0.8882, decode.d3.loss_cls: 0.4217, decode.d3.loss_mask: 0.6001, decode.d3.loss_dice: 0.8766, decode.d4.loss_cls: 0.4061, decode.d4.loss_mask: 0.5984, decode.d4.loss_dice: 0.8755, decode.d5.loss_cls: 0.4049, decode.d5.loss_mask: 0.5958, decode.d5.loss_dice: 0.8711, decode.d6.loss_cls: 0.4109, decode.d6.loss_mask: 0.5963, decode.d6.loss_dice: 0.8661, decode.d7.loss_cls: 0.4040, decode.d7.loss_mask: 0.5944, decode.d7.loss_dice: 0.8639, decode.d8.loss_cls: 0.4004, decode.d8.loss_mask: 0.5929, decode.d8.loss_dice: 0.8661, loss: 20.0620, grad_norm: 60.6617 2023-12-25 23:59:33,001 - mmseg - INFO - Iter [48450/160000] lr: 6.972e-05, eta: 15:50:16, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4085, decode.loss_mask: 0.6074, decode.loss_dice: 0.8877, decode.d0.loss_cls: 1.3850, decode.d0.loss_mask: 0.6521, decode.d0.loss_dice: 0.9827, decode.d1.loss_cls: 0.4944, decode.d1.loss_mask: 0.6301, decode.d1.loss_dice: 0.9331, decode.d2.loss_cls: 0.4542, decode.d2.loss_mask: 0.6210, decode.d2.loss_dice: 0.9138, decode.d3.loss_cls: 0.4325, decode.d3.loss_mask: 0.6130, decode.d3.loss_dice: 0.8945, decode.d4.loss_cls: 0.4252, decode.d4.loss_mask: 0.6143, decode.d4.loss_dice: 0.8915, decode.d5.loss_cls: 0.4144, decode.d5.loss_mask: 0.6117, decode.d5.loss_dice: 0.8882, decode.d6.loss_cls: 0.4121, decode.d6.loss_mask: 0.6073, decode.d6.loss_dice: 0.8791, decode.d7.loss_cls: 0.4131, decode.d7.loss_mask: 0.6095, decode.d7.loss_dice: 0.8881, decode.d8.loss_cls: 0.4094, decode.d8.loss_mask: 0.6098, decode.d8.loss_dice: 0.8861, loss: 20.4695, grad_norm: 62.5275 2023-12-25 23:59:57,541 - mmseg - INFO - Iter [48500/160000] lr: 6.969e-05, eta: 15:49:48, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4457, decode.loss_mask: 0.5681, decode.loss_dice: 0.8712, decode.d0.loss_cls: 1.4581, decode.d0.loss_mask: 0.6164, decode.d0.loss_dice: 0.9894, decode.d1.loss_cls: 0.5320, decode.d1.loss_mask: 0.5951, decode.d1.loss_dice: 0.9386, decode.d2.loss_cls: 0.4845, decode.d2.loss_mask: 0.5828, decode.d2.loss_dice: 0.9087, decode.d3.loss_cls: 0.4728, decode.d3.loss_mask: 0.5759, decode.d3.loss_dice: 0.8803, decode.d4.loss_cls: 0.4593, decode.d4.loss_mask: 0.5758, decode.d4.loss_dice: 0.8789, decode.d5.loss_cls: 0.4545, decode.d5.loss_mask: 0.5711, decode.d5.loss_dice: 0.8812, decode.d6.loss_cls: 0.4551, decode.d6.loss_mask: 0.5709, decode.d6.loss_dice: 0.8720, decode.d7.loss_cls: 0.4514, decode.d7.loss_mask: 0.5705, decode.d7.loss_dice: 0.8715, decode.d8.loss_cls: 0.4471, decode.d8.loss_mask: 0.5668, decode.d8.loss_dice: 0.8694, loss: 20.4151, grad_norm: 62.5696 2023-12-26 00:00:21,699 - mmseg - INFO - Iter [48550/160000] lr: 6.966e-05, eta: 15:49:18, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3903, decode.loss_mask: 0.5800, decode.loss_dice: 0.8423, decode.d0.loss_cls: 1.3752, decode.d0.loss_mask: 0.6172, decode.d0.loss_dice: 0.9431, decode.d1.loss_cls: 0.4793, decode.d1.loss_mask: 0.6014, decode.d1.loss_dice: 0.9047, decode.d2.loss_cls: 0.4349, decode.d2.loss_mask: 0.5859, decode.d2.loss_dice: 0.8693, decode.d3.loss_cls: 0.4200, decode.d3.loss_mask: 0.5804, decode.d3.loss_dice: 0.8499, decode.d4.loss_cls: 0.4047, decode.d4.loss_mask: 0.5839, decode.d4.loss_dice: 0.8553, decode.d5.loss_cls: 0.3958, decode.d5.loss_mask: 0.5806, decode.d5.loss_dice: 0.8584, decode.d6.loss_cls: 0.3937, decode.d6.loss_mask: 0.5795, decode.d6.loss_dice: 0.8487, decode.d7.loss_cls: 0.3913, decode.d7.loss_mask: 0.5803, decode.d7.loss_dice: 0.8477, decode.d8.loss_cls: 0.3933, decode.d8.loss_mask: 0.5803, decode.d8.loss_dice: 0.8465, loss: 19.6140, grad_norm: 58.4639 2023-12-26 00:00:45,998 - mmseg - INFO - Iter [48600/160000] lr: 6.963e-05, eta: 15:48:49, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4037, decode.loss_mask: 0.5681, decode.loss_dice: 0.8558, decode.d0.loss_cls: 1.3915, decode.d0.loss_mask: 0.6233, decode.d0.loss_dice: 0.9777, decode.d1.loss_cls: 0.5013, decode.d1.loss_mask: 0.5959, decode.d1.loss_dice: 0.9263, decode.d2.loss_cls: 0.4501, decode.d2.loss_mask: 0.5848, decode.d2.loss_dice: 0.8923, decode.d3.loss_cls: 0.4380, decode.d3.loss_mask: 0.5764, decode.d3.loss_dice: 0.8708, decode.d4.loss_cls: 0.4239, decode.d4.loss_mask: 0.5709, decode.d4.loss_dice: 0.8698, decode.d5.loss_cls: 0.4136, decode.d5.loss_mask: 0.5700, decode.d5.loss_dice: 0.8679, decode.d6.loss_cls: 0.4114, decode.d6.loss_mask: 0.5702, decode.d6.loss_dice: 0.8547, decode.d7.loss_cls: 0.4043, decode.d7.loss_mask: 0.5695, decode.d7.loss_dice: 0.8608, decode.d8.loss_cls: 0.4047, decode.d8.loss_mask: 0.5679, decode.d8.loss_dice: 0.8561, loss: 19.8716, grad_norm: 57.0592 2023-12-26 00:01:10,194 - mmseg - INFO - Iter [48650/160000] lr: 6.959e-05, eta: 15:48:20, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4157, decode.loss_mask: 0.6153, decode.loss_dice: 0.8840, decode.d0.loss_cls: 1.4129, decode.d0.loss_mask: 0.6627, decode.d0.loss_dice: 0.9830, decode.d1.loss_cls: 0.5114, decode.d1.loss_mask: 0.6427, decode.d1.loss_dice: 0.9275, decode.d2.loss_cls: 0.4602, decode.d2.loss_mask: 0.6306, decode.d2.loss_dice: 0.9090, decode.d3.loss_cls: 0.4374, decode.d3.loss_mask: 0.6230, decode.d3.loss_dice: 0.8965, decode.d4.loss_cls: 0.4252, decode.d4.loss_mask: 0.6207, decode.d4.loss_dice: 0.8945, decode.d5.loss_cls: 0.4213, decode.d5.loss_mask: 0.6190, decode.d5.loss_dice: 0.8916, decode.d6.loss_cls: 0.4226, decode.d6.loss_mask: 0.6177, decode.d6.loss_dice: 0.8836, decode.d7.loss_cls: 0.4187, decode.d7.loss_mask: 0.6152, decode.d7.loss_dice: 0.8917, decode.d8.loss_cls: 0.4122, decode.d8.loss_mask: 0.6181, decode.d8.loss_dice: 0.8877, loss: 20.6518, grad_norm: 62.0085 2023-12-26 00:01:34,460 - mmseg - INFO - Iter [48700/160000] lr: 6.956e-05, eta: 15:47:50, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3976, decode.loss_mask: 0.5959, decode.loss_dice: 0.8473, decode.d0.loss_cls: 1.4082, decode.d0.loss_mask: 0.6326, decode.d0.loss_dice: 0.9487, decode.d1.loss_cls: 0.4857, decode.d1.loss_mask: 0.6125, decode.d1.loss_dice: 0.8947, decode.d2.loss_cls: 0.4323, decode.d2.loss_mask: 0.6055, decode.d2.loss_dice: 0.8736, decode.d3.loss_cls: 0.4238, decode.d3.loss_mask: 0.5931, decode.d3.loss_dice: 0.8566, decode.d4.loss_cls: 0.4160, decode.d4.loss_mask: 0.5930, decode.d4.loss_dice: 0.8531, decode.d5.loss_cls: 0.4110, decode.d5.loss_mask: 0.5953, decode.d5.loss_dice: 0.8532, decode.d6.loss_cls: 0.4067, decode.d6.loss_mask: 0.5923, decode.d6.loss_dice: 0.8445, decode.d7.loss_cls: 0.4035, decode.d7.loss_mask: 0.5894, decode.d7.loss_dice: 0.8477, decode.d8.loss_cls: 0.4025, decode.d8.loss_mask: 0.5921, decode.d8.loss_dice: 0.8456, loss: 19.8540, grad_norm: 60.5869 2023-12-26 00:01:58,858 - mmseg - INFO - Iter [48750/160000] lr: 6.953e-05, eta: 15:47:21, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4067, decode.loss_mask: 0.5734, decode.loss_dice: 0.8437, decode.d0.loss_cls: 1.4373, decode.d0.loss_mask: 0.6210, decode.d0.loss_dice: 0.9405, decode.d1.loss_cls: 0.5055, decode.d1.loss_mask: 0.6029, decode.d1.loss_dice: 0.9005, decode.d2.loss_cls: 0.4606, decode.d2.loss_mask: 0.5891, decode.d2.loss_dice: 0.8723, decode.d3.loss_cls: 0.4450, decode.d3.loss_mask: 0.5787, decode.d3.loss_dice: 0.8496, decode.d4.loss_cls: 0.4312, decode.d4.loss_mask: 0.5795, decode.d4.loss_dice: 0.8492, decode.d5.loss_cls: 0.4230, decode.d5.loss_mask: 0.5770, decode.d5.loss_dice: 0.8525, decode.d6.loss_cls: 0.4086, decode.d6.loss_mask: 0.5750, decode.d6.loss_dice: 0.8461, decode.d7.loss_cls: 0.4064, decode.d7.loss_mask: 0.5745, decode.d7.loss_dice: 0.8446, decode.d8.loss_cls: 0.4089, decode.d8.loss_mask: 0.5727, decode.d8.loss_dice: 0.8404, loss: 19.8162, grad_norm: 56.4804 2023-12-26 00:02:23,326 - mmseg - INFO - Iter [48800/160000] lr: 6.950e-05, eta: 15:46:53, time: 0.492, data_time: 0.014, memory: 40245, decode.loss_cls: 0.4020, decode.loss_mask: 0.5721, decode.loss_dice: 0.8532, decode.d0.loss_cls: 1.4233, decode.d0.loss_mask: 0.6119, decode.d0.loss_dice: 0.9532, decode.d1.loss_cls: 0.4992, decode.d1.loss_mask: 0.5925, decode.d1.loss_dice: 0.9090, decode.d2.loss_cls: 0.4482, decode.d2.loss_mask: 0.5764, decode.d2.loss_dice: 0.8783, decode.d3.loss_cls: 0.4313, decode.d3.loss_mask: 0.5741, decode.d3.loss_dice: 0.8563, decode.d4.loss_cls: 0.4187, decode.d4.loss_mask: 0.5750, decode.d4.loss_dice: 0.8562, decode.d5.loss_cls: 0.4123, decode.d5.loss_mask: 0.5750, decode.d5.loss_dice: 0.8584, decode.d6.loss_cls: 0.4186, decode.d6.loss_mask: 0.5740, decode.d6.loss_dice: 0.8522, decode.d7.loss_cls: 0.4102, decode.d7.loss_mask: 0.5733, decode.d7.loss_dice: 0.8504, decode.d8.loss_cls: 0.4041, decode.d8.loss_mask: 0.5729, decode.d8.loss_dice: 0.8579, loss: 19.7904, grad_norm: 56.0194 2023-12-26 00:02:47,580 - mmseg - INFO - Iter [48850/160000] lr: 6.947e-05, eta: 15:46:24, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4195, decode.loss_mask: 0.6150, decode.loss_dice: 0.8900, decode.d0.loss_cls: 1.4110, decode.d0.loss_mask: 0.6548, decode.d0.loss_dice: 0.9897, decode.d1.loss_cls: 0.4983, decode.d1.loss_mask: 0.6365, decode.d1.loss_dice: 0.9429, decode.d2.loss_cls: 0.4609, decode.d2.loss_mask: 0.6224, decode.d2.loss_dice: 0.9116, decode.d3.loss_cls: 0.4476, decode.d3.loss_mask: 0.6180, decode.d3.loss_dice: 0.8946, decode.d4.loss_cls: 0.4324, decode.d4.loss_mask: 0.6143, decode.d4.loss_dice: 0.8949, decode.d5.loss_cls: 0.4253, decode.d5.loss_mask: 0.6159, decode.d5.loss_dice: 0.8949, decode.d6.loss_cls: 0.4238, decode.d6.loss_mask: 0.6153, decode.d6.loss_dice: 0.8822, decode.d7.loss_cls: 0.4206, decode.d7.loss_mask: 0.6159, decode.d7.loss_dice: 0.8888, decode.d8.loss_cls: 0.4238, decode.d8.loss_mask: 0.6172, decode.d8.loss_dice: 0.8835, loss: 20.6614, grad_norm: 59.0440 2023-12-26 00:03:12,131 - mmseg - INFO - Iter [48900/160000] lr: 6.944e-05, eta: 15:45:55, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3844, decode.loss_mask: 0.5857, decode.loss_dice: 0.8306, decode.d0.loss_cls: 1.3827, decode.d0.loss_mask: 0.6304, decode.d0.loss_dice: 0.9266, decode.d1.loss_cls: 0.4621, decode.d1.loss_mask: 0.6035, decode.d1.loss_dice: 0.8926, decode.d2.loss_cls: 0.4262, decode.d2.loss_mask: 0.5926, decode.d2.loss_dice: 0.8538, decode.d3.loss_cls: 0.4116, decode.d3.loss_mask: 0.5885, decode.d3.loss_dice: 0.8374, decode.d4.loss_cls: 0.3964, decode.d4.loss_mask: 0.5872, decode.d4.loss_dice: 0.8372, decode.d5.loss_cls: 0.3960, decode.d5.loss_mask: 0.5885, decode.d5.loss_dice: 0.8362, decode.d6.loss_cls: 0.3927, decode.d6.loss_mask: 0.5841, decode.d6.loss_dice: 0.8325, decode.d7.loss_cls: 0.3847, decode.d7.loss_mask: 0.5849, decode.d7.loss_dice: 0.8337, decode.d8.loss_cls: 0.3888, decode.d8.loss_mask: 0.5844, decode.d8.loss_dice: 0.8307, loss: 19.4665, grad_norm: 60.6006 2023-12-26 00:03:36,840 - mmseg - INFO - Iter [48950/160000] lr: 6.941e-05, eta: 15:45:27, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3964, decode.loss_mask: 0.5860, decode.loss_dice: 0.8567, decode.d0.loss_cls: 1.4217, decode.d0.loss_mask: 0.6239, decode.d0.loss_dice: 0.9475, decode.d1.loss_cls: 0.4844, decode.d1.loss_mask: 0.6049, decode.d1.loss_dice: 0.9159, decode.d2.loss_cls: 0.4417, decode.d2.loss_mask: 0.5945, decode.d2.loss_dice: 0.8822, decode.d3.loss_cls: 0.4244, decode.d3.loss_mask: 0.5890, decode.d3.loss_dice: 0.8640, decode.d4.loss_cls: 0.4117, decode.d4.loss_mask: 0.5891, decode.d4.loss_dice: 0.8607, decode.d5.loss_cls: 0.4074, decode.d5.loss_mask: 0.5892, decode.d5.loss_dice: 0.8616, decode.d6.loss_cls: 0.4021, decode.d6.loss_mask: 0.5850, decode.d6.loss_dice: 0.8586, decode.d7.loss_cls: 0.3937, decode.d7.loss_mask: 0.5852, decode.d7.loss_dice: 0.8603, decode.d8.loss_cls: 0.3902, decode.d8.loss_mask: 0.5859, decode.d8.loss_dice: 0.8624, loss: 19.8762, grad_norm: 57.2985 2023-12-26 00:04:01,422 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 00:04:01,423 - mmseg - INFO - Iter [49000/160000] lr: 6.938e-05, eta: 15:44:59, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4010, decode.loss_mask: 0.5833, decode.loss_dice: 0.8624, decode.d0.loss_cls: 1.3958, decode.d0.loss_mask: 0.6214, decode.d0.loss_dice: 0.9674, decode.d1.loss_cls: 0.4951, decode.d1.loss_mask: 0.6052, decode.d1.loss_dice: 0.9243, decode.d2.loss_cls: 0.4406, decode.d2.loss_mask: 0.5888, decode.d2.loss_dice: 0.8947, decode.d3.loss_cls: 0.4293, decode.d3.loss_mask: 0.5830, decode.d3.loss_dice: 0.8766, decode.d4.loss_cls: 0.4205, decode.d4.loss_mask: 0.5818, decode.d4.loss_dice: 0.8781, decode.d5.loss_cls: 0.4134, decode.d5.loss_mask: 0.5789, decode.d5.loss_dice: 0.8742, decode.d6.loss_cls: 0.4069, decode.d6.loss_mask: 0.5818, decode.d6.loss_dice: 0.8709, decode.d7.loss_cls: 0.4069, decode.d7.loss_mask: 0.5775, decode.d7.loss_dice: 0.8697, decode.d8.loss_cls: 0.4024, decode.d8.loss_mask: 0.5804, decode.d8.loss_dice: 0.8673, loss: 19.9797, grad_norm: 62.3530 2023-12-26 00:04:25,444 - mmseg - INFO - Iter [49050/160000] lr: 6.934e-05, eta: 15:44:29, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4134, decode.loss_mask: 0.6280, decode.loss_dice: 0.8840, decode.d0.loss_cls: 1.3885, decode.d0.loss_mask: 0.6817, decode.d0.loss_dice: 0.9886, decode.d1.loss_cls: 0.4995, decode.d1.loss_mask: 0.6603, decode.d1.loss_dice: 0.9441, decode.d2.loss_cls: 0.4505, decode.d2.loss_mask: 0.6453, decode.d2.loss_dice: 0.9131, decode.d3.loss_cls: 0.4367, decode.d3.loss_mask: 0.6372, decode.d3.loss_dice: 0.8924, decode.d4.loss_cls: 0.4340, decode.d4.loss_mask: 0.6327, decode.d4.loss_dice: 0.8955, decode.d5.loss_cls: 0.4253, decode.d5.loss_mask: 0.6330, decode.d5.loss_dice: 0.8870, decode.d6.loss_cls: 0.4206, decode.d6.loss_mask: 0.6339, decode.d6.loss_dice: 0.8830, decode.d7.loss_cls: 0.4136, decode.d7.loss_mask: 0.6317, decode.d7.loss_dice: 0.8854, decode.d8.loss_cls: 0.4124, decode.d8.loss_mask: 0.6318, decode.d8.loss_dice: 0.8852, loss: 20.7686, grad_norm: 68.7226 2023-12-26 00:04:49,673 - mmseg - INFO - Iter [49100/160000] lr: 6.931e-05, eta: 15:44:00, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4296, decode.loss_mask: 0.5784, decode.loss_dice: 0.8791, decode.d0.loss_cls: 1.4276, decode.d0.loss_mask: 0.6251, decode.d0.loss_dice: 0.9788, decode.d1.loss_cls: 0.5262, decode.d1.loss_mask: 0.5983, decode.d1.loss_dice: 0.9449, decode.d2.loss_cls: 0.4661, decode.d2.loss_mask: 0.5874, decode.d2.loss_dice: 0.9083, decode.d3.loss_cls: 0.4557, decode.d3.loss_mask: 0.5848, decode.d3.loss_dice: 0.8864, decode.d4.loss_cls: 0.4488, decode.d4.loss_mask: 0.5801, decode.d4.loss_dice: 0.8856, decode.d5.loss_cls: 0.4351, decode.d5.loss_mask: 0.5807, decode.d5.loss_dice: 0.8844, decode.d6.loss_cls: 0.4349, decode.d6.loss_mask: 0.5782, decode.d6.loss_dice: 0.8759, decode.d7.loss_cls: 0.4334, decode.d7.loss_mask: 0.5759, decode.d7.loss_dice: 0.8781, decode.d8.loss_cls: 0.4267, decode.d8.loss_mask: 0.5762, decode.d8.loss_dice: 0.8816, loss: 20.3521, grad_norm: 56.8229 2023-12-26 00:05:13,779 - mmseg - INFO - Iter [49150/160000] lr: 6.928e-05, eta: 15:43:30, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4214, decode.loss_mask: 0.6129, decode.loss_dice: 0.8944, decode.d0.loss_cls: 1.3975, decode.d0.loss_mask: 0.6658, decode.d0.loss_dice: 0.9986, decode.d1.loss_cls: 0.5099, decode.d1.loss_mask: 0.6370, decode.d1.loss_dice: 0.9520, decode.d2.loss_cls: 0.4620, decode.d2.loss_mask: 0.6242, decode.d2.loss_dice: 0.9240, decode.d3.loss_cls: 0.4542, decode.d3.loss_mask: 0.6183, decode.d3.loss_dice: 0.9060, decode.d4.loss_cls: 0.4414, decode.d4.loss_mask: 0.6153, decode.d4.loss_dice: 0.9050, decode.d5.loss_cls: 0.4331, decode.d5.loss_mask: 0.6153, decode.d5.loss_dice: 0.9000, decode.d6.loss_cls: 0.4263, decode.d6.loss_mask: 0.6159, decode.d6.loss_dice: 0.8932, decode.d7.loss_cls: 0.4238, decode.d7.loss_mask: 0.6141, decode.d7.loss_dice: 0.8954, decode.d8.loss_cls: 0.4242, decode.d8.loss_mask: 0.6120, decode.d8.loss_dice: 0.8953, loss: 20.7883, grad_norm: 63.6303 2023-12-26 00:05:40,731 - mmseg - INFO - Iter [49200/160000] lr: 6.925e-05, eta: 15:43:09, time: 0.539, data_time: 0.060, memory: 40245, decode.loss_cls: 0.3804, decode.loss_mask: 0.5843, decode.loss_dice: 0.8364, decode.d0.loss_cls: 1.4001, decode.d0.loss_mask: 0.6221, decode.d0.loss_dice: 0.9239, decode.d1.loss_cls: 0.4769, decode.d1.loss_mask: 0.6038, decode.d1.loss_dice: 0.8877, decode.d2.loss_cls: 0.4373, decode.d2.loss_mask: 0.5938, decode.d2.loss_dice: 0.8584, decode.d3.loss_cls: 0.4082, decode.d3.loss_mask: 0.5898, decode.d3.loss_dice: 0.8465, decode.d4.loss_cls: 0.3942, decode.d4.loss_mask: 0.5916, decode.d4.loss_dice: 0.8471, decode.d5.loss_cls: 0.3950, decode.d5.loss_mask: 0.5893, decode.d5.loss_dice: 0.8408, decode.d6.loss_cls: 0.3885, decode.d6.loss_mask: 0.5865, decode.d6.loss_dice: 0.8369, decode.d7.loss_cls: 0.3821, decode.d7.loss_mask: 0.5859, decode.d7.loss_dice: 0.8386, decode.d8.loss_cls: 0.3820, decode.d8.loss_mask: 0.5874, decode.d8.loss_dice: 0.8378, loss: 19.5334, grad_norm: 58.8517 2023-12-26 00:06:05,188 - mmseg - INFO - Iter [49250/160000] lr: 6.922e-05, eta: 15:42:40, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3963, decode.loss_mask: 0.5936, decode.loss_dice: 0.8562, decode.d0.loss_cls: 1.3916, decode.d0.loss_mask: 0.6288, decode.d0.loss_dice: 0.9529, decode.d1.loss_cls: 0.4886, decode.d1.loss_mask: 0.6118, decode.d1.loss_dice: 0.9080, decode.d2.loss_cls: 0.4448, decode.d2.loss_mask: 0.5928, decode.d2.loss_dice: 0.8803, decode.d3.loss_cls: 0.4226, decode.d3.loss_mask: 0.5946, decode.d3.loss_dice: 0.8662, decode.d4.loss_cls: 0.4115, decode.d4.loss_mask: 0.5907, decode.d4.loss_dice: 0.8665, decode.d5.loss_cls: 0.4030, decode.d5.loss_mask: 0.5920, decode.d5.loss_dice: 0.8579, decode.d6.loss_cls: 0.3993, decode.d6.loss_mask: 0.5888, decode.d6.loss_dice: 0.8563, decode.d7.loss_cls: 0.3981, decode.d7.loss_mask: 0.5911, decode.d7.loss_dice: 0.8580, decode.d8.loss_cls: 0.3989, decode.d8.loss_mask: 0.5892, decode.d8.loss_dice: 0.8540, loss: 19.8844, grad_norm: 56.6247 2023-12-26 00:06:29,627 - mmseg - INFO - Iter [49300/160000] lr: 6.919e-05, eta: 15:42:12, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3847, decode.loss_mask: 0.5818, decode.loss_dice: 0.8525, decode.d0.loss_cls: 1.3520, decode.d0.loss_mask: 0.6235, decode.d0.loss_dice: 0.9569, decode.d1.loss_cls: 0.4717, decode.d1.loss_mask: 0.6076, decode.d1.loss_dice: 0.9013, decode.d2.loss_cls: 0.4140, decode.d2.loss_mask: 0.5934, decode.d2.loss_dice: 0.8803, decode.d3.loss_cls: 0.4069, decode.d3.loss_mask: 0.5880, decode.d3.loss_dice: 0.8613, decode.d4.loss_cls: 0.3966, decode.d4.loss_mask: 0.5895, decode.d4.loss_dice: 0.8561, decode.d5.loss_cls: 0.3949, decode.d5.loss_mask: 0.5867, decode.d5.loss_dice: 0.8627, decode.d6.loss_cls: 0.3920, decode.d6.loss_mask: 0.5840, decode.d6.loss_dice: 0.8491, decode.d7.loss_cls: 0.3833, decode.d7.loss_mask: 0.5850, decode.d7.loss_dice: 0.8499, decode.d8.loss_cls: 0.3859, decode.d8.loss_mask: 0.5843, decode.d8.loss_dice: 0.8538, loss: 19.6296, grad_norm: 58.3785 2023-12-26 00:06:53,749 - mmseg - INFO - Iter [49350/160000] lr: 6.916e-05, eta: 15:41:42, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3919, decode.loss_mask: 0.5961, decode.loss_dice: 0.8717, decode.d0.loss_cls: 1.3763, decode.d0.loss_mask: 0.6424, decode.d0.loss_dice: 0.9783, decode.d1.loss_cls: 0.4927, decode.d1.loss_mask: 0.6101, decode.d1.loss_dice: 0.9216, decode.d2.loss_cls: 0.4436, decode.d2.loss_mask: 0.6005, decode.d2.loss_dice: 0.9009, decode.d3.loss_cls: 0.4240, decode.d3.loss_mask: 0.5988, decode.d3.loss_dice: 0.8840, decode.d4.loss_cls: 0.4091, decode.d4.loss_mask: 0.5988, decode.d4.loss_dice: 0.8782, decode.d5.loss_cls: 0.4044, decode.d5.loss_mask: 0.5978, decode.d5.loss_dice: 0.8784, decode.d6.loss_cls: 0.3965, decode.d6.loss_mask: 0.5970, decode.d6.loss_dice: 0.8730, decode.d7.loss_cls: 0.3920, decode.d7.loss_mask: 0.5994, decode.d7.loss_dice: 0.8752, decode.d8.loss_cls: 0.3934, decode.d8.loss_mask: 0.5944, decode.d8.loss_dice: 0.8748, loss: 20.0954, grad_norm: 59.6156 2023-12-26 00:07:17,943 - mmseg - INFO - Iter [49400/160000] lr: 6.913e-05, eta: 15:41:13, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4023, decode.loss_mask: 0.5798, decode.loss_dice: 0.8505, decode.d0.loss_cls: 1.4215, decode.d0.loss_mask: 0.6184, decode.d0.loss_dice: 0.9653, decode.d1.loss_cls: 0.4780, decode.d1.loss_mask: 0.6024, decode.d1.loss_dice: 0.9151, decode.d2.loss_cls: 0.4412, decode.d2.loss_mask: 0.5904, decode.d2.loss_dice: 0.8838, decode.d3.loss_cls: 0.4272, decode.d3.loss_mask: 0.5803, decode.d3.loss_dice: 0.8620, decode.d4.loss_cls: 0.4175, decode.d4.loss_mask: 0.5819, decode.d4.loss_dice: 0.8615, decode.d5.loss_cls: 0.4071, decode.d5.loss_mask: 0.5784, decode.d5.loss_dice: 0.8566, decode.d6.loss_cls: 0.4091, decode.d6.loss_mask: 0.5770, decode.d6.loss_dice: 0.8474, decode.d7.loss_cls: 0.4028, decode.d7.loss_mask: 0.5774, decode.d7.loss_dice: 0.8540, decode.d8.loss_cls: 0.4023, decode.d8.loss_mask: 0.5774, decode.d8.loss_dice: 0.8507, loss: 19.8193, grad_norm: 62.2738 2023-12-26 00:07:42,288 - mmseg - INFO - Iter [49450/160000] lr: 6.909e-05, eta: 15:40:44, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3934, decode.loss_mask: 0.5749, decode.loss_dice: 0.8580, decode.d0.loss_cls: 1.4144, decode.d0.loss_mask: 0.6123, decode.d0.loss_dice: 0.9524, decode.d1.loss_cls: 0.4877, decode.d1.loss_mask: 0.5937, decode.d1.loss_dice: 0.9057, decode.d2.loss_cls: 0.4412, decode.d2.loss_mask: 0.5866, decode.d2.loss_dice: 0.8777, decode.d3.loss_cls: 0.4210, decode.d3.loss_mask: 0.5827, decode.d3.loss_dice: 0.8657, decode.d4.loss_cls: 0.4141, decode.d4.loss_mask: 0.5797, decode.d4.loss_dice: 0.8607, decode.d5.loss_cls: 0.3997, decode.d5.loss_mask: 0.5805, decode.d5.loss_dice: 0.8669, decode.d6.loss_cls: 0.3966, decode.d6.loss_mask: 0.5769, decode.d6.loss_dice: 0.8563, decode.d7.loss_cls: 0.3953, decode.d7.loss_mask: 0.5755, decode.d7.loss_dice: 0.8602, decode.d8.loss_cls: 0.3971, decode.d8.loss_mask: 0.5751, decode.d8.loss_dice: 0.8539, loss: 19.7558, grad_norm: 55.1248 2023-12-26 00:08:06,796 - mmseg - INFO - Iter [49500/160000] lr: 6.906e-05, eta: 15:40:16, time: 0.490, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3928, decode.loss_mask: 0.5658, decode.loss_dice: 0.8338, decode.d0.loss_cls: 1.4146, decode.d0.loss_mask: 0.6024, decode.d0.loss_dice: 0.9362, decode.d1.loss_cls: 0.4864, decode.d1.loss_mask: 0.5866, decode.d1.loss_dice: 0.8902, decode.d2.loss_cls: 0.4333, decode.d2.loss_mask: 0.5729, decode.d2.loss_dice: 0.8612, decode.d3.loss_cls: 0.4175, decode.d3.loss_mask: 0.5681, decode.d3.loss_dice: 0.8486, decode.d4.loss_cls: 0.4063, decode.d4.loss_mask: 0.5698, decode.d4.loss_dice: 0.8522, decode.d5.loss_cls: 0.3998, decode.d5.loss_mask: 0.5657, decode.d5.loss_dice: 0.8451, decode.d6.loss_cls: 0.3986, decode.d6.loss_mask: 0.5648, decode.d6.loss_dice: 0.8363, decode.d7.loss_cls: 0.3941, decode.d7.loss_mask: 0.5646, decode.d7.loss_dice: 0.8367, decode.d8.loss_cls: 0.3955, decode.d8.loss_mask: 0.5656, decode.d8.loss_dice: 0.8340, loss: 19.4398, grad_norm: 58.4606 2023-12-26 00:08:31,309 - mmseg - INFO - Iter [49550/160000] lr: 6.903e-05, eta: 15:39:47, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4019, decode.loss_mask: 0.5676, decode.loss_dice: 0.8554, decode.d0.loss_cls: 1.4212, decode.d0.loss_mask: 0.6109, decode.d0.loss_dice: 0.9600, decode.d1.loss_cls: 0.5088, decode.d1.loss_mask: 0.5853, decode.d1.loss_dice: 0.9145, decode.d2.loss_cls: 0.4536, decode.d2.loss_mask: 0.5733, decode.d2.loss_dice: 0.8809, decode.d3.loss_cls: 0.4392, decode.d3.loss_mask: 0.5692, decode.d3.loss_dice: 0.8616, decode.d4.loss_cls: 0.4311, decode.d4.loss_mask: 0.5690, decode.d4.loss_dice: 0.8586, decode.d5.loss_cls: 0.4184, decode.d5.loss_mask: 0.5672, decode.d5.loss_dice: 0.8528, decode.d6.loss_cls: 0.4151, decode.d6.loss_mask: 0.5644, decode.d6.loss_dice: 0.8519, decode.d7.loss_cls: 0.4080, decode.d7.loss_mask: 0.5667, decode.d7.loss_dice: 0.8572, decode.d8.loss_cls: 0.4091, decode.d8.loss_mask: 0.5678, decode.d8.loss_dice: 0.8574, loss: 19.7981, grad_norm: 54.2478 2023-12-26 00:08:55,617 - mmseg - INFO - Iter [49600/160000] lr: 6.900e-05, eta: 15:39:18, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4193, decode.loss_mask: 0.5715, decode.loss_dice: 0.8620, decode.d0.loss_cls: 1.4590, decode.d0.loss_mask: 0.6173, decode.d0.loss_dice: 0.9759, decode.d1.loss_cls: 0.5061, decode.d1.loss_mask: 0.5951, decode.d1.loss_dice: 0.9218, decode.d2.loss_cls: 0.4638, decode.d2.loss_mask: 0.5806, decode.d2.loss_dice: 0.8849, decode.d3.loss_cls: 0.4508, decode.d3.loss_mask: 0.5758, decode.d3.loss_dice: 0.8641, decode.d4.loss_cls: 0.4354, decode.d4.loss_mask: 0.5726, decode.d4.loss_dice: 0.8694, decode.d5.loss_cls: 0.4268, decode.d5.loss_mask: 0.5705, decode.d5.loss_dice: 0.8662, decode.d6.loss_cls: 0.4236, decode.d6.loss_mask: 0.5711, decode.d6.loss_dice: 0.8590, decode.d7.loss_cls: 0.4234, decode.d7.loss_mask: 0.5728, decode.d7.loss_dice: 0.8613, decode.d8.loss_cls: 0.4139, decode.d8.loss_mask: 0.5737, decode.d8.loss_dice: 0.8680, loss: 20.0555, grad_norm: 61.8232 2023-12-26 00:09:19,857 - mmseg - INFO - Iter [49650/160000] lr: 6.897e-05, eta: 15:38:49, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3903, decode.loss_mask: 0.5903, decode.loss_dice: 0.8724, decode.d0.loss_cls: 1.3727, decode.d0.loss_mask: 0.6339, decode.d0.loss_dice: 0.9715, decode.d1.loss_cls: 0.4802, decode.d1.loss_mask: 0.6137, decode.d1.loss_dice: 0.9368, decode.d2.loss_cls: 0.4330, decode.d2.loss_mask: 0.6000, decode.d2.loss_dice: 0.9054, decode.d3.loss_cls: 0.4092, decode.d3.loss_mask: 0.5929, decode.d3.loss_dice: 0.8846, decode.d4.loss_cls: 0.4007, decode.d4.loss_mask: 0.5898, decode.d4.loss_dice: 0.8848, decode.d5.loss_cls: 0.3957, decode.d5.loss_mask: 0.5929, decode.d5.loss_dice: 0.8775, decode.d6.loss_cls: 0.3976, decode.d6.loss_mask: 0.5868, decode.d6.loss_dice: 0.8735, decode.d7.loss_cls: 0.3925, decode.d7.loss_mask: 0.5905, decode.d7.loss_dice: 0.8768, decode.d8.loss_cls: 0.3874, decode.d8.loss_mask: 0.5880, decode.d8.loss_dice: 0.8785, loss: 20.0000, grad_norm: 59.6799 2023-12-26 00:09:43,910 - mmseg - INFO - Iter [49700/160000] lr: 6.894e-05, eta: 15:38:20, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3969, decode.loss_mask: 0.5967, decode.loss_dice: 0.8591, decode.d0.loss_cls: 1.3807, decode.d0.loss_mask: 0.6441, decode.d0.loss_dice: 0.9605, decode.d1.loss_cls: 0.4956, decode.d1.loss_mask: 0.6185, decode.d1.loss_dice: 0.9051, decode.d2.loss_cls: 0.4408, decode.d2.loss_mask: 0.6042, decode.d2.loss_dice: 0.8810, decode.d3.loss_cls: 0.4278, decode.d3.loss_mask: 0.6000, decode.d3.loss_dice: 0.8608, decode.d4.loss_cls: 0.4149, decode.d4.loss_mask: 0.5951, decode.d4.loss_dice: 0.8650, decode.d5.loss_cls: 0.4112, decode.d5.loss_mask: 0.5960, decode.d5.loss_dice: 0.8628, decode.d6.loss_cls: 0.4008, decode.d6.loss_mask: 0.5968, decode.d6.loss_dice: 0.8557, decode.d7.loss_cls: 0.4027, decode.d7.loss_mask: 0.5967, decode.d7.loss_dice: 0.8577, decode.d8.loss_cls: 0.3997, decode.d8.loss_mask: 0.5940, decode.d8.loss_dice: 0.8588, loss: 19.9798, grad_norm: 56.3976 2023-12-26 00:10:08,467 - mmseg - INFO - Iter [49750/160000] lr: 6.891e-05, eta: 15:37:51, time: 0.491, data_time: 0.011, memory: 40245, decode.loss_cls: 0.4031, decode.loss_mask: 0.5979, decode.loss_dice: 0.8382, decode.d0.loss_cls: 1.3893, decode.d0.loss_mask: 0.6465, decode.d0.loss_dice: 0.9502, decode.d1.loss_cls: 0.4814, decode.d1.loss_mask: 0.6239, decode.d1.loss_dice: 0.9122, decode.d2.loss_cls: 0.4407, decode.d2.loss_mask: 0.6140, decode.d2.loss_dice: 0.8766, decode.d3.loss_cls: 0.4326, decode.d3.loss_mask: 0.6056, decode.d3.loss_dice: 0.8504, decode.d4.loss_cls: 0.4156, decode.d4.loss_mask: 0.6044, decode.d4.loss_dice: 0.8498, decode.d5.loss_cls: 0.4105, decode.d5.loss_mask: 0.6051, decode.d5.loss_dice: 0.8519, decode.d6.loss_cls: 0.4141, decode.d6.loss_mask: 0.5999, decode.d6.loss_dice: 0.8405, decode.d7.loss_cls: 0.4079, decode.d7.loss_mask: 0.6027, decode.d7.loss_dice: 0.8403, decode.d8.loss_cls: 0.4042, decode.d8.loss_mask: 0.5990, decode.d8.loss_dice: 0.8453, loss: 19.9539, grad_norm: 59.3859 2023-12-26 00:10:33,018 - mmseg - INFO - Iter [49800/160000] lr: 6.888e-05, eta: 15:37:23, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4088, decode.loss_mask: 0.5917, decode.loss_dice: 0.8585, decode.d0.loss_cls: 1.4044, decode.d0.loss_mask: 0.6340, decode.d0.loss_dice: 0.9565, decode.d1.loss_cls: 0.5125, decode.d1.loss_mask: 0.6108, decode.d1.loss_dice: 0.9115, decode.d2.loss_cls: 0.4574, decode.d2.loss_mask: 0.6014, decode.d2.loss_dice: 0.8837, decode.d3.loss_cls: 0.4379, decode.d3.loss_mask: 0.5913, decode.d3.loss_dice: 0.8649, decode.d4.loss_cls: 0.4292, decode.d4.loss_mask: 0.5929, decode.d4.loss_dice: 0.8669, decode.d5.loss_cls: 0.4267, decode.d5.loss_mask: 0.5917, decode.d5.loss_dice: 0.8676, decode.d6.loss_cls: 0.4213, decode.d6.loss_mask: 0.5943, decode.d6.loss_dice: 0.8586, decode.d7.loss_cls: 0.4138, decode.d7.loss_mask: 0.5922, decode.d7.loss_dice: 0.8595, decode.d8.loss_cls: 0.4133, decode.d8.loss_mask: 0.5925, decode.d8.loss_dice: 0.8605, loss: 20.1062, grad_norm: 59.4152 2023-12-26 00:10:57,316 - mmseg - INFO - Iter [49850/160000] lr: 6.884e-05, eta: 15:36:54, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3860, decode.loss_mask: 0.5834, decode.loss_dice: 0.8383, decode.d0.loss_cls: 1.3786, decode.d0.loss_mask: 0.6270, decode.d0.loss_dice: 0.9432, decode.d1.loss_cls: 0.4700, decode.d1.loss_mask: 0.6034, decode.d1.loss_dice: 0.8975, decode.d2.loss_cls: 0.4280, decode.d2.loss_mask: 0.5927, decode.d2.loss_dice: 0.8610, decode.d3.loss_cls: 0.4178, decode.d3.loss_mask: 0.5860, decode.d3.loss_dice: 0.8462, decode.d4.loss_cls: 0.4058, decode.d4.loss_mask: 0.5836, decode.d4.loss_dice: 0.8475, decode.d5.loss_cls: 0.4002, decode.d5.loss_mask: 0.5824, decode.d5.loss_dice: 0.8454, decode.d6.loss_cls: 0.3962, decode.d6.loss_mask: 0.5799, decode.d6.loss_dice: 0.8408, decode.d7.loss_cls: 0.3879, decode.d7.loss_mask: 0.5817, decode.d7.loss_dice: 0.8442, decode.d8.loss_cls: 0.3847, decode.d8.loss_mask: 0.5801, decode.d8.loss_dice: 0.8431, loss: 19.5626, grad_norm: 62.7667 2023-12-26 00:11:21,483 - mmseg - INFO - Iter [49900/160000] lr: 6.881e-05, eta: 15:36:25, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4016, decode.loss_mask: 0.6000, decode.loss_dice: 0.8602, decode.d0.loss_cls: 1.4017, decode.d0.loss_mask: 0.6519, decode.d0.loss_dice: 0.9710, decode.d1.loss_cls: 0.4849, decode.d1.loss_mask: 0.6267, decode.d1.loss_dice: 0.9307, decode.d2.loss_cls: 0.4494, decode.d2.loss_mask: 0.6097, decode.d2.loss_dice: 0.8854, decode.d3.loss_cls: 0.4329, decode.d3.loss_mask: 0.6033, decode.d3.loss_dice: 0.8653, decode.d4.loss_cls: 0.4108, decode.d4.loss_mask: 0.6029, decode.d4.loss_dice: 0.8691, decode.d5.loss_cls: 0.4057, decode.d5.loss_mask: 0.6049, decode.d5.loss_dice: 0.8682, decode.d6.loss_cls: 0.4085, decode.d6.loss_mask: 0.6008, decode.d6.loss_dice: 0.8575, decode.d7.loss_cls: 0.4027, decode.d7.loss_mask: 0.6036, decode.d7.loss_dice: 0.8607, decode.d8.loss_cls: 0.3996, decode.d8.loss_mask: 0.6028, decode.d8.loss_dice: 0.8650, loss: 20.1374, grad_norm: 60.0832 2023-12-26 00:11:46,097 - mmseg - INFO - Iter [49950/160000] lr: 6.878e-05, eta: 15:35:57, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4227, decode.loss_mask: 0.5804, decode.loss_dice: 0.8830, decode.d0.loss_cls: 1.4383, decode.d0.loss_mask: 0.6161, decode.d0.loss_dice: 0.9890, decode.d1.loss_cls: 0.5069, decode.d1.loss_mask: 0.5978, decode.d1.loss_dice: 0.9377, decode.d2.loss_cls: 0.4653, decode.d2.loss_mask: 0.5876, decode.d2.loss_dice: 0.9133, decode.d3.loss_cls: 0.4499, decode.d3.loss_mask: 0.5861, decode.d3.loss_dice: 0.8839, decode.d4.loss_cls: 0.4404, decode.d4.loss_mask: 0.5827, decode.d4.loss_dice: 0.8870, decode.d5.loss_cls: 0.4381, decode.d5.loss_mask: 0.5813, decode.d5.loss_dice: 0.8879, decode.d6.loss_cls: 0.4317, decode.d6.loss_mask: 0.5781, decode.d6.loss_dice: 0.8795, decode.d7.loss_cls: 0.4279, decode.d7.loss_mask: 0.5767, decode.d7.loss_dice: 0.8824, decode.d8.loss_cls: 0.4223, decode.d8.loss_mask: 0.5805, decode.d8.loss_dice: 0.8825, loss: 20.3370, grad_norm: 65.7726 2023-12-26 00:12:10,524 - mmseg - INFO - Saving checkpoint at 50000 iterations 2023-12-26 00:12:13,003 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 00:12:13,003 - mmseg - INFO - Iter [50000/160000] lr: 6.875e-05, eta: 15:35:35, time: 0.538, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3857, decode.loss_mask: 0.5921, decode.loss_dice: 0.8314, decode.d0.loss_cls: 1.3672, decode.d0.loss_mask: 0.6250, decode.d0.loss_dice: 0.9262, decode.d1.loss_cls: 0.4697, decode.d1.loss_mask: 0.6076, decode.d1.loss_dice: 0.8813, decode.d2.loss_cls: 0.4279, decode.d2.loss_mask: 0.5924, decode.d2.loss_dice: 0.8602, decode.d3.loss_cls: 0.4170, decode.d3.loss_mask: 0.5875, decode.d3.loss_dice: 0.8405, decode.d4.loss_cls: 0.4057, decode.d4.loss_mask: 0.5905, decode.d4.loss_dice: 0.8387, decode.d5.loss_cls: 0.4030, decode.d5.loss_mask: 0.5906, decode.d5.loss_dice: 0.8355, decode.d6.loss_cls: 0.3962, decode.d6.loss_mask: 0.5891, decode.d6.loss_dice: 0.8306, decode.d7.loss_cls: 0.3892, decode.d7.loss_mask: 0.5903, decode.d7.loss_dice: 0.8336, decode.d8.loss_cls: 0.3860, decode.d8.loss_mask: 0.5911, decode.d8.loss_dice: 0.8361, loss: 19.5178, grad_norm: 68.0954 2023-12-26 00:12:34,598 - mmseg - INFO - per class results: 2023-12-26 00:12:34,604 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.19 | 87.78 | | building | 84.0 | 91.67 | | sky | 94.89 | 97.58 | | floor | 82.3 | 89.67 | | tree | 74.72 | 87.95 | | ceiling | 85.23 | 90.53 | | road | 85.43 | 90.49 | | bed | 92.01 | 96.15 | | windowpane | 63.46 | 82.53 | | grass | 69.89 | 80.83 | | cabinet | 59.27 | 77.21 | | sidewalk | 68.38 | 83.74 | | person | 84.47 | 91.47 | | earth | 39.78 | 52.92 | | door | 53.83 | 75.57 | | table | 63.06 | 81.05 | | mountain | 58.98 | 77.09 | | plant | 53.04 | 67.04 | | curtain | 75.27 | 85.48 | | chair | 62.98 | 73.96 | | car | 87.4 | 93.98 | | water | 49.14 | 63.37 | | painting | 69.77 | 87.35 | | sofa | 72.55 | 87.78 | | shelf | 37.49 | 48.59 | | house | 53.7 | 82.03 | | sea | 59.11 | 90.6 | | mirror | 71.61 | 84.72 | | rug | 65.48 | 82.03 | | field | 25.07 | 39.87 | | armchair | 45.5 | 64.98 | | seat | 62.6 | 82.63 | | fence | 47.82 | 63.89 | | desk | 49.43 | 70.74 | | rock | 50.93 | 77.42 | | wardrobe | 51.25 | 74.24 | | lamp | 69.66 | 79.67 | | bathtub | 86.35 | 90.93 | | railing | 36.26 | 50.11 | | cushion | 58.94 | 67.97 | | base | 27.55 | 57.17 | | box | 31.92 | 41.77 | | column | 53.81 | 63.67 | | signboard | 41.5 | 59.31 | | chest of drawers | 37.74 | 53.44 | | counter | 29.93 | 42.65 | | sand | 37.79 | 59.43 | | sink | 75.21 | 81.44 | | skyscraper | 35.01 | 40.43 | | fireplace | 68.66 | 75.97 | | refrigerator | 80.12 | 85.9 | | grandstand | 60.07 | 68.89 | | path | 24.03 | 37.83 | | stairs | 12.19 | 14.55 | | runway | 69.0 | 91.77 | | case | 45.8 | 56.54 | | pool table | 92.62 | 96.55 | | pillow | 57.59 | 74.11 | | screen door | 64.06 | 86.13 | | stairway | 20.97 | 50.83 | | river | 4.43 | 8.23 | | bridge | 49.64 | 56.34 | | bookcase | 34.62 | 47.22 | | blind | 35.81 | 37.95 | | coffee table | 66.43 | 83.68 | | toilet | 88.1 | 92.13 | | flower | 35.64 | 49.97 | | book | 50.17 | 67.75 | | hill | 6.02 | 6.44 | | bench | 57.49 | 71.29 | | countertop | 55.02 | 81.7 | | stove | 78.33 | 89.47 | | palm | 45.31 | 66.59 | | kitchen island | 44.34 | 80.64 | | computer | 78.18 | 85.18 | | swivel chair | 45.66 | 70.5 | | boat | 65.37 | 90.36 | | bar | 19.01 | 21.57 | | arcade machine | 79.14 | 84.1 | | hovel | 6.12 | 6.53 | | bus | 91.94 | 96.74 | | towel | 68.71 | 82.88 | | light | 63.85 | 78.72 | | truck | 41.47 | 51.71 | | tower | 28.81 | 51.11 | | chandelier | 68.53 | 87.66 | | awning | 36.21 | 46.04 | | streetlight | 39.6 | 54.8 | | booth | 43.54 | 44.57 | | television receiver | 74.24 | 79.95 | | airplane | 61.46 | 71.27 | | dirt track | 16.88 | 44.67 | | apparel | 38.22 | 70.73 | | pole | 29.81 | 50.33 | | land | 2.53 | 5.91 | | bannister | 14.73 | 30.36 | | escalator | 27.81 | 28.98 | | ottoman | 49.69 | 66.42 | | bottle | 27.13 | 34.58 | | buffet | 30.82 | 31.0 | | poster | 19.25 | 24.09 | | stage | 19.0 | 33.38 | | van | 50.54 | 74.25 | | ship | 7.3 | 7.49 | | fountain | 20.58 | 21.74 | | conveyer belt | 71.17 | 91.81 | | canopy | 19.02 | 37.94 | | washer | 74.06 | 75.04 | | plaything | 29.62 | 51.75 | | swimming pool | 61.13 | 82.01 | | stool | 41.23 | 73.51 | | barrel | 17.58 | 74.68 | | basket | 35.45 | 53.83 | | waterfall | 55.44 | 90.76 | | tent | 96.28 | 97.81 | | bag | 23.26 | 34.79 | | minibike | 75.98 | 89.32 | | cradle | 82.3 | 95.51 | | oven | 49.94 | 57.86 | | ball | 35.44 | 41.57 | | food | 69.64 | 82.28 | | step | 26.89 | 46.01 | | tank | 49.83 | 53.45 | | trade name | 24.19 | 29.27 | | microwave | 84.77 | 95.08 | | pot | 50.78 | 65.41 | | animal | 69.41 | 71.85 | | bicycle | 51.75 | 83.61 | | lake | 0.0 | 0.0 | | dishwasher | 73.0 | 78.91 | | screen | 57.67 | 74.96 | | blanket | 39.75 | 49.97 | | sculpture | 56.62 | 84.66 | | hood | 75.41 | 78.65 | | sconce | 55.49 | 75.17 | | vase | 47.18 | 69.3 | | traffic light | 39.3 | 68.02 | | tray | 22.65 | 39.03 | | ashcan | 42.97 | 64.16 | | fan | 67.35 | 87.14 | | pier | 3.44 | 5.02 | | crt screen | 9.84 | 32.8 | | plate | 61.53 | 79.18 | | monitor | 1.76 | 2.15 | | bulletin board | 42.85 | 68.21 | | shower | 9.21 | 24.94 | | radiator | 64.82 | 85.37 | | glass | 22.02 | 27.44 | | clock | 49.9 | 66.8 | | flag | 47.19 | 58.63 | +---------------------+-------+-------+ 2023-12-26 00:12:34,604 - mmseg - INFO - Summary: 2023-12-26 00:12:34,604 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 83.78 | 50.32 | 64.3 | +-------+-------+------+ 2023-12-26 00:12:34,605 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 00:12:34,605 - mmseg - INFO - Iter(val) [250] aAcc: 0.8378, mIoU: 0.5032, mAcc: 0.6430, IoU.wall: 0.7919, IoU.building: 0.8400, IoU.sky: 0.9489, IoU.floor: 0.8230, IoU.tree: 0.7472, IoU.ceiling: 0.8523, IoU.road: 0.8543, IoU.bed : 0.9201, IoU.windowpane: 0.6346, IoU.grass: 0.6989, IoU.cabinet: 0.5927, IoU.sidewalk: 0.6838, IoU.person: 0.8447, IoU.earth: 0.3978, IoU.door: 0.5383, IoU.table: 0.6306, IoU.mountain: 0.5898, IoU.plant: 0.5304, IoU.curtain: 0.7527, IoU.chair: 0.6298, IoU.car: 0.8740, IoU.water: 0.4914, IoU.painting: 0.6977, IoU.sofa: 0.7255, IoU.shelf: 0.3749, IoU.house: 0.5370, IoU.sea: 0.5911, IoU.mirror: 0.7161, IoU.rug: 0.6548, IoU.field: 0.2507, IoU.armchair: 0.4550, IoU.seat: 0.6260, IoU.fence: 0.4782, IoU.desk: 0.4943, IoU.rock: 0.5093, IoU.wardrobe: 0.5125, IoU.lamp: 0.6966, IoU.bathtub: 0.8635, IoU.railing: 0.3626, IoU.cushion: 0.5894, IoU.base: 0.2755, IoU.box: 0.3192, IoU.column: 0.5381, IoU.signboard: 0.4150, IoU.chest of drawers: 0.3774, IoU.counter: 0.2993, IoU.sand: 0.3779, IoU.sink: 0.7521, IoU.skyscraper: 0.3501, IoU.fireplace: 0.6866, IoU.refrigerator: 0.8012, IoU.grandstand: 0.6007, IoU.path: 0.2403, IoU.stairs: 0.1219, IoU.runway: 0.6900, IoU.case: 0.4580, IoU.pool table: 0.9262, IoU.pillow: 0.5759, IoU.screen door: 0.6406, IoU.stairway: 0.2097, IoU.river: 0.0443, IoU.bridge: 0.4964, IoU.bookcase: 0.3462, IoU.blind: 0.3581, IoU.coffee table: 0.6643, IoU.toilet: 0.8810, IoU.flower: 0.3564, IoU.book: 0.5017, IoU.hill: 0.0602, IoU.bench: 0.5749, IoU.countertop: 0.5502, IoU.stove: 0.7833, IoU.palm: 0.4531, IoU.kitchen island: 0.4434, IoU.computer: 0.7818, IoU.swivel chair: 0.4566, IoU.boat: 0.6537, IoU.bar: 0.1901, IoU.arcade machine: 0.7914, IoU.hovel: 0.0612, IoU.bus: 0.9194, IoU.towel: 0.6871, IoU.light: 0.6385, IoU.truck: 0.4147, IoU.tower: 0.2881, IoU.chandelier: 0.6853, IoU.awning: 0.3621, IoU.streetlight: 0.3960, IoU.booth: 0.4354, IoU.television receiver: 0.7424, IoU.airplane: 0.6146, IoU.dirt track: 0.1688, IoU.apparel: 0.3822, IoU.pole: 0.2981, IoU.land: 0.0253, IoU.bannister: 0.1473, IoU.escalator: 0.2781, IoU.ottoman: 0.4969, IoU.bottle: 0.2713, IoU.buffet: 0.3082, IoU.poster: 0.1925, IoU.stage: 0.1900, IoU.van: 0.5054, IoU.ship: 0.0730, IoU.fountain: 0.2058, IoU.conveyer belt: 0.7117, IoU.canopy: 0.1902, IoU.washer: 0.7406, IoU.plaything: 0.2962, IoU.swimming pool: 0.6113, IoU.stool: 0.4123, IoU.barrel: 0.1758, IoU.basket: 0.3545, IoU.waterfall: 0.5544, IoU.tent: 0.9628, IoU.bag: 0.2326, IoU.minibike: 0.7598, IoU.cradle: 0.8230, IoU.oven: 0.4994, IoU.ball: 0.3544, IoU.food: 0.6964, IoU.step: 0.2689, IoU.tank: 0.4983, IoU.trade name: 0.2419, IoU.microwave: 0.8477, IoU.pot: 0.5078, IoU.animal: 0.6941, IoU.bicycle: 0.5175, IoU.lake: 0.0000, IoU.dishwasher: 0.7300, IoU.screen: 0.5767, IoU.blanket: 0.3975, IoU.sculpture: 0.5662, IoU.hood: 0.7541, IoU.sconce: 0.5549, IoU.vase: 0.4718, IoU.traffic light: 0.3930, IoU.tray: 0.2265, IoU.ashcan: 0.4297, IoU.fan: 0.6735, IoU.pier: 0.0344, IoU.crt screen: 0.0984, IoU.plate: 0.6153, IoU.monitor: 0.0176, IoU.bulletin board: 0.4285, IoU.shower: 0.0921, IoU.radiator: 0.6482, IoU.glass: 0.2202, IoU.clock: 0.4990, IoU.flag: 0.4719, Acc.wall: 0.8778, Acc.building: 0.9167, Acc.sky: 0.9758, Acc.floor: 0.8967, Acc.tree: 0.8795, Acc.ceiling: 0.9053, Acc.road: 0.9049, Acc.bed : 0.9615, Acc.windowpane: 0.8253, Acc.grass: 0.8083, Acc.cabinet: 0.7721, Acc.sidewalk: 0.8374, Acc.person: 0.9147, Acc.earth: 0.5292, Acc.door: 0.7557, Acc.table: 0.8105, Acc.mountain: 0.7709, Acc.plant: 0.6704, Acc.curtain: 0.8548, Acc.chair: 0.7396, Acc.car: 0.9398, Acc.water: 0.6337, Acc.painting: 0.8735, Acc.sofa: 0.8778, Acc.shelf: 0.4859, Acc.house: 0.8203, Acc.sea: 0.9060, Acc.mirror: 0.8472, Acc.rug: 0.8203, Acc.field: 0.3987, Acc.armchair: 0.6498, Acc.seat: 0.8263, Acc.fence: 0.6389, Acc.desk: 0.7074, Acc.rock: 0.7742, Acc.wardrobe: 0.7424, Acc.lamp: 0.7967, Acc.bathtub: 0.9093, Acc.railing: 0.5011, Acc.cushion: 0.6797, Acc.base: 0.5717, Acc.box: 0.4177, Acc.column: 0.6367, Acc.signboard: 0.5931, Acc.chest of drawers: 0.5344, Acc.counter: 0.4265, Acc.sand: 0.5943, Acc.sink: 0.8144, Acc.skyscraper: 0.4043, Acc.fireplace: 0.7597, Acc.refrigerator: 0.8590, Acc.grandstand: 0.6889, Acc.path: 0.3783, Acc.stairs: 0.1455, Acc.runway: 0.9177, Acc.case: 0.5654, Acc.pool table: 0.9655, Acc.pillow: 0.7411, Acc.screen door: 0.8613, Acc.stairway: 0.5083, Acc.river: 0.0823, Acc.bridge: 0.5634, Acc.bookcase: 0.4722, Acc.blind: 0.3795, Acc.coffee table: 0.8368, Acc.toilet: 0.9213, Acc.flower: 0.4997, Acc.book: 0.6775, Acc.hill: 0.0644, Acc.bench: 0.7129, Acc.countertop: 0.8170, Acc.stove: 0.8947, Acc.palm: 0.6659, Acc.kitchen island: 0.8064, Acc.computer: 0.8518, Acc.swivel chair: 0.7050, Acc.boat: 0.9036, Acc.bar: 0.2157, Acc.arcade machine: 0.8410, Acc.hovel: 0.0653, Acc.bus: 0.9674, Acc.towel: 0.8288, Acc.light: 0.7872, Acc.truck: 0.5171, Acc.tower: 0.5111, Acc.chandelier: 0.8766, Acc.awning: 0.4604, Acc.streetlight: 0.5480, Acc.booth: 0.4457, Acc.television receiver: 0.7995, Acc.airplane: 0.7127, Acc.dirt track: 0.4467, Acc.apparel: 0.7073, Acc.pole: 0.5033, Acc.land: 0.0591, Acc.bannister: 0.3036, Acc.escalator: 0.2898, Acc.ottoman: 0.6642, Acc.bottle: 0.3458, Acc.buffet: 0.3100, Acc.poster: 0.2409, Acc.stage: 0.3338, Acc.van: 0.7425, Acc.ship: 0.0749, Acc.fountain: 0.2174, Acc.conveyer belt: 0.9181, Acc.canopy: 0.3794, Acc.washer: 0.7504, Acc.plaything: 0.5175, Acc.swimming pool: 0.8201, Acc.stool: 0.7351, Acc.barrel: 0.7468, Acc.basket: 0.5383, Acc.waterfall: 0.9076, Acc.tent: 0.9781, Acc.bag: 0.3479, Acc.minibike: 0.8932, Acc.cradle: 0.9551, Acc.oven: 0.5786, Acc.ball: 0.4157, Acc.food: 0.8228, Acc.step: 0.4601, Acc.tank: 0.5345, Acc.trade name: 0.2927, Acc.microwave: 0.9508, Acc.pot: 0.6541, Acc.animal: 0.7185, Acc.bicycle: 0.8361, Acc.lake: 0.0000, Acc.dishwasher: 0.7891, Acc.screen: 0.7496, Acc.blanket: 0.4997, Acc.sculpture: 0.8466, Acc.hood: 0.7865, Acc.sconce: 0.7517, Acc.vase: 0.6930, Acc.traffic light: 0.6802, Acc.tray: 0.3903, Acc.ashcan: 0.6416, Acc.fan: 0.8714, Acc.pier: 0.0502, Acc.crt screen: 0.3280, Acc.plate: 0.7918, Acc.monitor: 0.0215, Acc.bulletin board: 0.6821, Acc.shower: 0.2494, Acc.radiator: 0.8537, Acc.glass: 0.2744, Acc.clock: 0.6680, Acc.flag: 0.5863 2023-12-26 00:12:59,784 - mmseg - INFO - Iter [50050/160000] lr: 6.872e-05, eta: 15:36:08, time: 0.935, data_time: 0.444, memory: 40245, decode.loss_cls: 0.3876, decode.loss_mask: 0.5702, decode.loss_dice: 0.8461, decode.d0.loss_cls: 1.3938, decode.d0.loss_mask: 0.6056, decode.d0.loss_dice: 0.9383, decode.d1.loss_cls: 0.4746, decode.d1.loss_mask: 0.5911, decode.d1.loss_dice: 0.9101, decode.d2.loss_cls: 0.4283, decode.d2.loss_mask: 0.5758, decode.d2.loss_dice: 0.8771, decode.d3.loss_cls: 0.4121, decode.d3.loss_mask: 0.5745, decode.d3.loss_dice: 0.8588, decode.d4.loss_cls: 0.4023, decode.d4.loss_mask: 0.5747, decode.d4.loss_dice: 0.8512, decode.d5.loss_cls: 0.4009, decode.d5.loss_mask: 0.5743, decode.d5.loss_dice: 0.8521, decode.d6.loss_cls: 0.3948, decode.d6.loss_mask: 0.5721, decode.d6.loss_dice: 0.8417, decode.d7.loss_cls: 0.3862, decode.d7.loss_mask: 0.5731, decode.d7.loss_dice: 0.8445, decode.d8.loss_cls: 0.3863, decode.d8.loss_mask: 0.5708, decode.d8.loss_dice: 0.8438, loss: 19.5125, grad_norm: 56.5941 2023-12-26 00:13:24,288 - mmseg - INFO - Iter [50100/160000] lr: 6.869e-05, eta: 15:35:40, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4126, decode.loss_mask: 0.5953, decode.loss_dice: 0.8760, decode.d0.loss_cls: 1.4245, decode.d0.loss_mask: 0.6424, decode.d0.loss_dice: 0.9845, decode.d1.loss_cls: 0.5079, decode.d1.loss_mask: 0.6194, decode.d1.loss_dice: 0.9325, decode.d2.loss_cls: 0.4638, decode.d2.loss_mask: 0.6088, decode.d2.loss_dice: 0.9020, decode.d3.loss_cls: 0.4477, decode.d3.loss_mask: 0.5999, decode.d3.loss_dice: 0.8791, decode.d4.loss_cls: 0.4365, decode.d4.loss_mask: 0.5973, decode.d4.loss_dice: 0.8893, decode.d5.loss_cls: 0.4254, decode.d5.loss_mask: 0.5962, decode.d5.loss_dice: 0.8845, decode.d6.loss_cls: 0.4240, decode.d6.loss_mask: 0.5950, decode.d6.loss_dice: 0.8736, decode.d7.loss_cls: 0.4199, decode.d7.loss_mask: 0.5948, decode.d7.loss_dice: 0.8728, decode.d8.loss_cls: 0.4192, decode.d8.loss_mask: 0.5933, decode.d8.loss_dice: 0.8753, loss: 20.3936, grad_norm: 62.0883 2023-12-26 00:13:48,668 - mmseg - INFO - Iter [50150/160000] lr: 6.866e-05, eta: 15:35:11, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4009, decode.loss_mask: 0.5798, decode.loss_dice: 0.8346, decode.d0.loss_cls: 1.3793, decode.d0.loss_mask: 0.6203, decode.d0.loss_dice: 0.9408, decode.d1.loss_cls: 0.4880, decode.d1.loss_mask: 0.6010, decode.d1.loss_dice: 0.8924, decode.d2.loss_cls: 0.4468, decode.d2.loss_mask: 0.5876, decode.d2.loss_dice: 0.8635, decode.d3.loss_cls: 0.4359, decode.d3.loss_mask: 0.5815, decode.d3.loss_dice: 0.8388, decode.d4.loss_cls: 0.4248, decode.d4.loss_mask: 0.5814, decode.d4.loss_dice: 0.8388, decode.d5.loss_cls: 0.4132, decode.d5.loss_mask: 0.5819, decode.d5.loss_dice: 0.8380, decode.d6.loss_cls: 0.4095, decode.d6.loss_mask: 0.5762, decode.d6.loss_dice: 0.8278, decode.d7.loss_cls: 0.4062, decode.d7.loss_mask: 0.5779, decode.d7.loss_dice: 0.8358, decode.d8.loss_cls: 0.4029, decode.d8.loss_mask: 0.5785, decode.d8.loss_dice: 0.8361, loss: 19.6200, grad_norm: 59.9375 2023-12-26 00:14:12,911 - mmseg - INFO - Iter [50200/160000] lr: 6.863e-05, eta: 15:34:42, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3850, decode.loss_mask: 0.5877, decode.loss_dice: 0.8640, decode.d0.loss_cls: 1.3659, decode.d0.loss_mask: 0.6335, decode.d0.loss_dice: 0.9584, decode.d1.loss_cls: 0.4576, decode.d1.loss_mask: 0.6136, decode.d1.loss_dice: 0.9244, decode.d2.loss_cls: 0.4182, decode.d2.loss_mask: 0.5989, decode.d2.loss_dice: 0.8907, decode.d3.loss_cls: 0.4106, decode.d3.loss_mask: 0.5920, decode.d3.loss_dice: 0.8679, decode.d4.loss_cls: 0.3999, decode.d4.loss_mask: 0.5911, decode.d4.loss_dice: 0.8672, decode.d5.loss_cls: 0.3949, decode.d5.loss_mask: 0.5939, decode.d5.loss_dice: 0.8694, decode.d6.loss_cls: 0.3945, decode.d6.loss_mask: 0.5893, decode.d6.loss_dice: 0.8577, decode.d7.loss_cls: 0.3834, decode.d7.loss_mask: 0.5904, decode.d7.loss_dice: 0.8627, decode.d8.loss_cls: 0.3871, decode.d8.loss_mask: 0.5906, decode.d8.loss_dice: 0.8630, loss: 19.8035, grad_norm: 58.9614 2023-12-26 00:14:37,633 - mmseg - INFO - Iter [50250/160000] lr: 6.859e-05, eta: 15:34:14, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4255, decode.loss_mask: 0.6053, decode.loss_dice: 0.8826, decode.d0.loss_cls: 1.4276, decode.d0.loss_mask: 0.6536, decode.d0.loss_dice: 0.9865, decode.d1.loss_cls: 0.5127, decode.d1.loss_mask: 0.6296, decode.d1.loss_dice: 0.9374, decode.d2.loss_cls: 0.4591, decode.d2.loss_mask: 0.6163, decode.d2.loss_dice: 0.9128, decode.d3.loss_cls: 0.4509, decode.d3.loss_mask: 0.6103, decode.d3.loss_dice: 0.8856, decode.d4.loss_cls: 0.4402, decode.d4.loss_mask: 0.6082, decode.d4.loss_dice: 0.8860, decode.d5.loss_cls: 0.4347, decode.d5.loss_mask: 0.6090, decode.d5.loss_dice: 0.8894, decode.d6.loss_cls: 0.4324, decode.d6.loss_mask: 0.6052, decode.d6.loss_dice: 0.8833, decode.d7.loss_cls: 0.4233, decode.d7.loss_mask: 0.6052, decode.d7.loss_dice: 0.8842, decode.d8.loss_cls: 0.4220, decode.d8.loss_mask: 0.6056, decode.d8.loss_dice: 0.8842, loss: 20.6089, grad_norm: 59.1945 2023-12-26 00:15:02,140 - mmseg - INFO - Iter [50300/160000] lr: 6.856e-05, eta: 15:33:46, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4036, decode.loss_mask: 0.6037, decode.loss_dice: 0.8701, decode.d0.loss_cls: 1.3757, decode.d0.loss_mask: 0.6570, decode.d0.loss_dice: 0.9669, decode.d1.loss_cls: 0.4825, decode.d1.loss_mask: 0.6280, decode.d1.loss_dice: 0.9322, decode.d2.loss_cls: 0.4352, decode.d2.loss_mask: 0.6206, decode.d2.loss_dice: 0.9052, decode.d3.loss_cls: 0.4289, decode.d3.loss_mask: 0.6125, decode.d3.loss_dice: 0.8825, decode.d4.loss_cls: 0.4182, decode.d4.loss_mask: 0.6092, decode.d4.loss_dice: 0.8833, decode.d5.loss_cls: 0.4090, decode.d5.loss_mask: 0.6073, decode.d5.loss_dice: 0.8783, decode.d6.loss_cls: 0.4105, decode.d6.loss_mask: 0.6036, decode.d6.loss_dice: 0.8758, decode.d7.loss_cls: 0.4052, decode.d7.loss_mask: 0.6043, decode.d7.loss_dice: 0.8743, decode.d8.loss_cls: 0.4037, decode.d8.loss_mask: 0.6041, decode.d8.loss_dice: 0.8703, loss: 20.2616, grad_norm: 64.8988 2023-12-26 00:15:26,812 - mmseg - INFO - Iter [50350/160000] lr: 6.853e-05, eta: 15:33:18, time: 0.493, data_time: 0.011, memory: 40245, decode.loss_cls: 0.4298, decode.loss_mask: 0.5868, decode.loss_dice: 0.8334, decode.d0.loss_cls: 1.4080, decode.d0.loss_mask: 0.6364, decode.d0.loss_dice: 0.9468, decode.d1.loss_cls: 0.5007, decode.d1.loss_mask: 0.6098, decode.d1.loss_dice: 0.9008, decode.d2.loss_cls: 0.4623, decode.d2.loss_mask: 0.5984, decode.d2.loss_dice: 0.8688, decode.d3.loss_cls: 0.4523, decode.d3.loss_mask: 0.5911, decode.d3.loss_dice: 0.8535, decode.d4.loss_cls: 0.4377, decode.d4.loss_mask: 0.5916, decode.d4.loss_dice: 0.8539, decode.d5.loss_cls: 0.4338, decode.d5.loss_mask: 0.5900, decode.d5.loss_dice: 0.8473, decode.d6.loss_cls: 0.4293, decode.d6.loss_mask: 0.5915, decode.d6.loss_dice: 0.8412, decode.d7.loss_cls: 0.4280, decode.d7.loss_mask: 0.5865, decode.d7.loss_dice: 0.8392, decode.d8.loss_cls: 0.4259, decode.d8.loss_mask: 0.5883, decode.d8.loss_dice: 0.8412, loss: 20.0043, grad_norm: 58.4728 2023-12-26 00:15:51,426 - mmseg - INFO - Iter [50400/160000] lr: 6.850e-05, eta: 15:32:50, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3903, decode.loss_mask: 0.6114, decode.loss_dice: 0.8806, decode.d0.loss_cls: 1.3759, decode.d0.loss_mask: 0.6563, decode.d0.loss_dice: 0.9797, decode.d1.loss_cls: 0.4743, decode.d1.loss_mask: 0.6359, decode.d1.loss_dice: 0.9411, decode.d2.loss_cls: 0.4338, decode.d2.loss_mask: 0.6241, decode.d2.loss_dice: 0.9104, decode.d3.loss_cls: 0.4225, decode.d3.loss_mask: 0.6184, decode.d3.loss_dice: 0.8878, decode.d4.loss_cls: 0.4062, decode.d4.loss_mask: 0.6180, decode.d4.loss_dice: 0.8866, decode.d5.loss_cls: 0.4046, decode.d5.loss_mask: 0.6167, decode.d5.loss_dice: 0.8861, decode.d6.loss_cls: 0.4038, decode.d6.loss_mask: 0.6122, decode.d6.loss_dice: 0.8775, decode.d7.loss_cls: 0.3964, decode.d7.loss_mask: 0.6136, decode.d7.loss_dice: 0.8792, decode.d8.loss_cls: 0.3901, decode.d8.loss_mask: 0.6130, decode.d8.loss_dice: 0.8747, loss: 20.3212, grad_norm: 65.8032 2023-12-26 00:16:18,106 - mmseg - INFO - Iter [50450/160000] lr: 6.847e-05, eta: 15:32:28, time: 0.534, data_time: 0.057, memory: 40245, decode.loss_cls: 0.3867, decode.loss_mask: 0.5876, decode.loss_dice: 0.8877, decode.d0.loss_cls: 1.3961, decode.d0.loss_mask: 0.6291, decode.d0.loss_dice: 0.9942, decode.d1.loss_cls: 0.4832, decode.d1.loss_mask: 0.6048, decode.d1.loss_dice: 0.9428, decode.d2.loss_cls: 0.4329, decode.d2.loss_mask: 0.5956, decode.d2.loss_dice: 0.9123, decode.d3.loss_cls: 0.4136, decode.d3.loss_mask: 0.5913, decode.d3.loss_dice: 0.8979, decode.d4.loss_cls: 0.4031, decode.d4.loss_mask: 0.5885, decode.d4.loss_dice: 0.8978, decode.d5.loss_cls: 0.3972, decode.d5.loss_mask: 0.5891, decode.d5.loss_dice: 0.8945, decode.d6.loss_cls: 0.3959, decode.d6.loss_mask: 0.5875, decode.d6.loss_dice: 0.8880, decode.d7.loss_cls: 0.3852, decode.d7.loss_mask: 0.5882, decode.d7.loss_dice: 0.8907, decode.d8.loss_cls: 0.3839, decode.d8.loss_mask: 0.5891, decode.d8.loss_dice: 0.8864, loss: 20.1211, grad_norm: 57.2306 2023-12-26 00:16:42,641 - mmseg - INFO - Iter [50500/160000] lr: 6.844e-05, eta: 15:31:59, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3844, decode.loss_mask: 0.5485, decode.loss_dice: 0.8142, decode.d0.loss_cls: 1.3591, decode.d0.loss_mask: 0.5953, decode.d0.loss_dice: 0.9208, decode.d1.loss_cls: 0.4732, decode.d1.loss_mask: 0.5713, decode.d1.loss_dice: 0.8650, decode.d2.loss_cls: 0.4217, decode.d2.loss_mask: 0.5589, decode.d2.loss_dice: 0.8408, decode.d3.loss_cls: 0.4081, decode.d3.loss_mask: 0.5559, decode.d3.loss_dice: 0.8267, decode.d4.loss_cls: 0.3954, decode.d4.loss_mask: 0.5539, decode.d4.loss_dice: 0.8265, decode.d5.loss_cls: 0.3900, decode.d5.loss_mask: 0.5545, decode.d5.loss_dice: 0.8261, decode.d6.loss_cls: 0.3873, decode.d6.loss_mask: 0.5516, decode.d6.loss_dice: 0.8167, decode.d7.loss_cls: 0.3855, decode.d7.loss_mask: 0.5504, decode.d7.loss_dice: 0.8215, decode.d8.loss_cls: 0.3827, decode.d8.loss_mask: 0.5492, decode.d8.loss_dice: 0.8182, loss: 18.9536, grad_norm: 61.2261 2023-12-26 00:17:06,995 - mmseg - INFO - Iter [50550/160000] lr: 6.841e-05, eta: 15:31:31, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3792, decode.loss_mask: 0.5948, decode.loss_dice: 0.8564, decode.d0.loss_cls: 1.3800, decode.d0.loss_mask: 0.6423, decode.d0.loss_dice: 0.9484, decode.d1.loss_cls: 0.4702, decode.d1.loss_mask: 0.6185, decode.d1.loss_dice: 0.9099, decode.d2.loss_cls: 0.4179, decode.d2.loss_mask: 0.6068, decode.d2.loss_dice: 0.8781, decode.d3.loss_cls: 0.4014, decode.d3.loss_mask: 0.5961, decode.d3.loss_dice: 0.8597, decode.d4.loss_cls: 0.3859, decode.d4.loss_mask: 0.5977, decode.d4.loss_dice: 0.8630, decode.d5.loss_cls: 0.3816, decode.d5.loss_mask: 0.5979, decode.d5.loss_dice: 0.8588, decode.d6.loss_cls: 0.3813, decode.d6.loss_mask: 0.5981, decode.d6.loss_dice: 0.8536, decode.d7.loss_cls: 0.3858, decode.d7.loss_mask: 0.5947, decode.d7.loss_dice: 0.8564, decode.d8.loss_cls: 0.3777, decode.d8.loss_mask: 0.5933, decode.d8.loss_dice: 0.8561, loss: 19.7416, grad_norm: 59.0894 2023-12-26 00:17:31,301 - mmseg - INFO - Iter [50600/160000] lr: 6.838e-05, eta: 15:31:02, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3568, decode.loss_mask: 0.5900, decode.loss_dice: 0.8284, decode.d0.loss_cls: 1.3759, decode.d0.loss_mask: 0.6291, decode.d0.loss_dice: 0.9192, decode.d1.loss_cls: 0.4449, decode.d1.loss_mask: 0.6063, decode.d1.loss_dice: 0.8836, decode.d2.loss_cls: 0.4099, decode.d2.loss_mask: 0.5977, decode.d2.loss_dice: 0.8529, decode.d3.loss_cls: 0.3874, decode.d3.loss_mask: 0.5947, decode.d3.loss_dice: 0.8390, decode.d4.loss_cls: 0.3708, decode.d4.loss_mask: 0.5916, decode.d4.loss_dice: 0.8363, decode.d5.loss_cls: 0.3638, decode.d5.loss_mask: 0.5880, decode.d5.loss_dice: 0.8361, decode.d6.loss_cls: 0.3647, decode.d6.loss_mask: 0.5895, decode.d6.loss_dice: 0.8299, decode.d7.loss_cls: 0.3594, decode.d7.loss_mask: 0.5898, decode.d7.loss_dice: 0.8298, decode.d8.loss_cls: 0.3615, decode.d8.loss_mask: 0.5894, decode.d8.loss_dice: 0.8288, loss: 19.2451, grad_norm: 58.7772 2023-12-26 00:17:55,671 - mmseg - INFO - Iter [50650/160000] lr: 6.834e-05, eta: 15:30:33, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3895, decode.loss_mask: 0.5725, decode.loss_dice: 0.8248, decode.d0.loss_cls: 1.3800, decode.d0.loss_mask: 0.6199, decode.d0.loss_dice: 0.9246, decode.d1.loss_cls: 0.4603, decode.d1.loss_mask: 0.5919, decode.d1.loss_dice: 0.8841, decode.d2.loss_cls: 0.4288, decode.d2.loss_mask: 0.5769, decode.d2.loss_dice: 0.8500, decode.d3.loss_cls: 0.4173, decode.d3.loss_mask: 0.5743, decode.d3.loss_dice: 0.8366, decode.d4.loss_cls: 0.4053, decode.d4.loss_mask: 0.5762, decode.d4.loss_dice: 0.8338, decode.d5.loss_cls: 0.3988, decode.d5.loss_mask: 0.5780, decode.d5.loss_dice: 0.8316, decode.d6.loss_cls: 0.3953, decode.d6.loss_mask: 0.5740, decode.d6.loss_dice: 0.8247, decode.d7.loss_cls: 0.3923, decode.d7.loss_mask: 0.5790, decode.d7.loss_dice: 0.8208, decode.d8.loss_cls: 0.3862, decode.d8.loss_mask: 0.5769, decode.d8.loss_dice: 0.8255, loss: 19.3297, grad_norm: 58.3026 2023-12-26 00:18:20,223 - mmseg - INFO - Iter [50700/160000] lr: 6.831e-05, eta: 15:30:05, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3942, decode.loss_mask: 0.5757, decode.loss_dice: 0.8427, decode.d0.loss_cls: 1.4062, decode.d0.loss_mask: 0.6222, decode.d0.loss_dice: 0.9396, decode.d1.loss_cls: 0.4768, decode.d1.loss_mask: 0.6062, decode.d1.loss_dice: 0.8949, decode.d2.loss_cls: 0.4314, decode.d2.loss_mask: 0.5952, decode.d2.loss_dice: 0.8723, decode.d3.loss_cls: 0.4245, decode.d3.loss_mask: 0.5846, decode.d3.loss_dice: 0.8484, decode.d4.loss_cls: 0.4144, decode.d4.loss_mask: 0.5837, decode.d4.loss_dice: 0.8516, decode.d5.loss_cls: 0.4059, decode.d5.loss_mask: 0.5802, decode.d5.loss_dice: 0.8510, decode.d6.loss_cls: 0.4080, decode.d6.loss_mask: 0.5760, decode.d6.loss_dice: 0.8383, decode.d7.loss_cls: 0.4022, decode.d7.loss_mask: 0.5783, decode.d7.loss_dice: 0.8455, decode.d8.loss_cls: 0.4011, decode.d8.loss_mask: 0.5794, decode.d8.loss_dice: 0.8451, loss: 19.6756, grad_norm: 54.9982 2023-12-26 00:18:44,768 - mmseg - INFO - Iter [50750/160000] lr: 6.828e-05, eta: 15:29:37, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3822, decode.loss_mask: 0.5799, decode.loss_dice: 0.8351, decode.d0.loss_cls: 1.3742, decode.d0.loss_mask: 0.6173, decode.d0.loss_dice: 0.9352, decode.d1.loss_cls: 0.4672, decode.d1.loss_mask: 0.6042, decode.d1.loss_dice: 0.8914, decode.d2.loss_cls: 0.4268, decode.d2.loss_mask: 0.5897, decode.d2.loss_dice: 0.8576, decode.d3.loss_cls: 0.4107, decode.d3.loss_mask: 0.5837, decode.d3.loss_dice: 0.8417, decode.d4.loss_cls: 0.3946, decode.d4.loss_mask: 0.5846, decode.d4.loss_dice: 0.8451, decode.d5.loss_cls: 0.3935, decode.d5.loss_mask: 0.5814, decode.d5.loss_dice: 0.8423, decode.d6.loss_cls: 0.3922, decode.d6.loss_mask: 0.5790, decode.d6.loss_dice: 0.8313, decode.d7.loss_cls: 0.3835, decode.d7.loss_mask: 0.5790, decode.d7.loss_dice: 0.8400, decode.d8.loss_cls: 0.3820, decode.d8.loss_mask: 0.5778, decode.d8.loss_dice: 0.8347, loss: 19.4380, grad_norm: 63.7522 2023-12-26 00:19:09,105 - mmseg - INFO - Iter [50800/160000] lr: 6.825e-05, eta: 15:29:08, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3956, decode.loss_mask: 0.5738, decode.loss_dice: 0.8597, decode.d0.loss_cls: 1.3771, decode.d0.loss_mask: 0.6163, decode.d0.loss_dice: 0.9653, decode.d1.loss_cls: 0.4776, decode.d1.loss_mask: 0.5934, decode.d1.loss_dice: 0.9189, decode.d2.loss_cls: 0.4345, decode.d2.loss_mask: 0.5845, decode.d2.loss_dice: 0.8886, decode.d3.loss_cls: 0.4215, decode.d3.loss_mask: 0.5780, decode.d3.loss_dice: 0.8706, decode.d4.loss_cls: 0.4118, decode.d4.loss_mask: 0.5766, decode.d4.loss_dice: 0.8675, decode.d5.loss_cls: 0.4040, decode.d5.loss_mask: 0.5761, decode.d5.loss_dice: 0.8704, decode.d6.loss_cls: 0.4010, decode.d6.loss_mask: 0.5731, decode.d6.loss_dice: 0.8587, decode.d7.loss_cls: 0.3993, decode.d7.loss_mask: 0.5734, decode.d7.loss_dice: 0.8617, decode.d8.loss_cls: 0.3952, decode.d8.loss_mask: 0.5739, decode.d8.loss_dice: 0.8635, loss: 19.7617, grad_norm: 57.1133 2023-12-26 00:19:33,592 - mmseg - INFO - Iter [50850/160000] lr: 6.822e-05, eta: 15:28:40, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3981, decode.loss_mask: 0.5695, decode.loss_dice: 0.8303, decode.d0.loss_cls: 1.4226, decode.d0.loss_mask: 0.6094, decode.d0.loss_dice: 0.9276, decode.d1.loss_cls: 0.4790, decode.d1.loss_mask: 0.5901, decode.d1.loss_dice: 0.8922, decode.d2.loss_cls: 0.4253, decode.d2.loss_mask: 0.5801, decode.d2.loss_dice: 0.8630, decode.d3.loss_cls: 0.4156, decode.d3.loss_mask: 0.5738, decode.d3.loss_dice: 0.8397, decode.d4.loss_cls: 0.4087, decode.d4.loss_mask: 0.5711, decode.d4.loss_dice: 0.8368, decode.d5.loss_cls: 0.4051, decode.d5.loss_mask: 0.5749, decode.d5.loss_dice: 0.8323, decode.d6.loss_cls: 0.4046, decode.d6.loss_mask: 0.5693, decode.d6.loss_dice: 0.8283, decode.d7.loss_cls: 0.3995, decode.d7.loss_mask: 0.5680, decode.d7.loss_dice: 0.8286, decode.d8.loss_cls: 0.3985, decode.d8.loss_mask: 0.5697, decode.d8.loss_dice: 0.8378, loss: 19.4495, grad_norm: 56.8658 2023-12-26 00:19:58,044 - mmseg - INFO - Iter [50900/160000] lr: 6.819e-05, eta: 15:28:11, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3969, decode.loss_mask: 0.5785, decode.loss_dice: 0.8786, decode.d0.loss_cls: 1.3875, decode.d0.loss_mask: 0.6125, decode.d0.loss_dice: 0.9827, decode.d1.loss_cls: 0.4922, decode.d1.loss_mask: 0.5929, decode.d1.loss_dice: 0.9369, decode.d2.loss_cls: 0.4428, decode.d2.loss_mask: 0.5870, decode.d2.loss_dice: 0.9143, decode.d3.loss_cls: 0.4284, decode.d3.loss_mask: 0.5866, decode.d3.loss_dice: 0.8908, decode.d4.loss_cls: 0.4169, decode.d4.loss_mask: 0.5845, decode.d4.loss_dice: 0.8907, decode.d5.loss_cls: 0.4092, decode.d5.loss_mask: 0.5834, decode.d5.loss_dice: 0.8890, decode.d6.loss_cls: 0.4064, decode.d6.loss_mask: 0.5823, decode.d6.loss_dice: 0.8819, decode.d7.loss_cls: 0.4056, decode.d7.loss_mask: 0.5845, decode.d7.loss_dice: 0.8825, decode.d8.loss_cls: 0.3976, decode.d8.loss_mask: 0.5801, decode.d8.loss_dice: 0.8832, loss: 20.0863, grad_norm: 61.5683 2023-12-26 00:20:22,324 - mmseg - INFO - Iter [50950/160000] lr: 6.816e-05, eta: 15:27:43, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3670, decode.loss_mask: 0.5722, decode.loss_dice: 0.8298, decode.d0.loss_cls: 1.3448, decode.d0.loss_mask: 0.6148, decode.d0.loss_dice: 0.9262, decode.d1.loss_cls: 0.4560, decode.d1.loss_mask: 0.5868, decode.d1.loss_dice: 0.8884, decode.d2.loss_cls: 0.4146, decode.d2.loss_mask: 0.5775, decode.d2.loss_dice: 0.8525, decode.d3.loss_cls: 0.3962, decode.d3.loss_mask: 0.5714, decode.d3.loss_dice: 0.8399, decode.d4.loss_cls: 0.3756, decode.d4.loss_mask: 0.5732, decode.d4.loss_dice: 0.8424, decode.d5.loss_cls: 0.3776, decode.d5.loss_mask: 0.5702, decode.d5.loss_dice: 0.8391, decode.d6.loss_cls: 0.3758, decode.d6.loss_mask: 0.5683, decode.d6.loss_dice: 0.8252, decode.d7.loss_cls: 0.3757, decode.d7.loss_mask: 0.5693, decode.d7.loss_dice: 0.8233, decode.d8.loss_cls: 0.3713, decode.d8.loss_mask: 0.5698, decode.d8.loss_dice: 0.8286, loss: 19.1235, grad_norm: 64.9650 2023-12-26 00:20:46,452 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 00:20:46,453 - mmseg - INFO - Iter [51000/160000] lr: 6.813e-05, eta: 15:27:13, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3883, decode.loss_mask: 0.5891, decode.loss_dice: 0.8540, decode.d0.loss_cls: 1.4026, decode.d0.loss_mask: 0.6264, decode.d0.loss_dice: 0.9574, decode.d1.loss_cls: 0.4852, decode.d1.loss_mask: 0.6164, decode.d1.loss_dice: 0.9113, decode.d2.loss_cls: 0.4327, decode.d2.loss_mask: 0.5937, decode.d2.loss_dice: 0.8800, decode.d3.loss_cls: 0.4127, decode.d3.loss_mask: 0.5913, decode.d3.loss_dice: 0.8645, decode.d4.loss_cls: 0.4023, decode.d4.loss_mask: 0.5926, decode.d4.loss_dice: 0.8653, decode.d5.loss_cls: 0.4012, decode.d5.loss_mask: 0.5890, decode.d5.loss_dice: 0.8595, decode.d6.loss_cls: 0.3963, decode.d6.loss_mask: 0.5887, decode.d6.loss_dice: 0.8488, decode.d7.loss_cls: 0.3922, decode.d7.loss_mask: 0.5865, decode.d7.loss_dice: 0.8578, decode.d8.loss_cls: 0.3874, decode.d8.loss_mask: 0.5880, decode.d8.loss_dice: 0.8583, loss: 19.8196, grad_norm: 62.5645 2023-12-26 00:21:10,656 - mmseg - INFO - Iter [51050/160000] lr: 6.809e-05, eta: 15:26:44, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4203, decode.loss_mask: 0.5999, decode.loss_dice: 0.8668, decode.d0.loss_cls: 1.4180, decode.d0.loss_mask: 0.6453, decode.d0.loss_dice: 0.9706, decode.d1.loss_cls: 0.5120, decode.d1.loss_mask: 0.6219, decode.d1.loss_dice: 0.9267, decode.d2.loss_cls: 0.4739, decode.d2.loss_mask: 0.6066, decode.d2.loss_dice: 0.8971, decode.d3.loss_cls: 0.4533, decode.d3.loss_mask: 0.6028, decode.d3.loss_dice: 0.8748, decode.d4.loss_cls: 0.4368, decode.d4.loss_mask: 0.5997, decode.d4.loss_dice: 0.8741, decode.d5.loss_cls: 0.4293, decode.d5.loss_mask: 0.5985, decode.d5.loss_dice: 0.8668, decode.d6.loss_cls: 0.4324, decode.d6.loss_mask: 0.5948, decode.d6.loss_dice: 0.8625, decode.d7.loss_cls: 0.4254, decode.d7.loss_mask: 0.5958, decode.d7.loss_dice: 0.8643, decode.d8.loss_cls: 0.4179, decode.d8.loss_mask: 0.5966, decode.d8.loss_dice: 0.8630, loss: 20.3480, grad_norm: 60.6952 2023-12-26 00:21:34,802 - mmseg - INFO - Iter [51100/160000] lr: 6.806e-05, eta: 15:26:15, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3844, decode.loss_mask: 0.5748, decode.loss_dice: 0.8483, decode.d0.loss_cls: 1.3799, decode.d0.loss_mask: 0.6176, decode.d0.loss_dice: 0.9560, decode.d1.loss_cls: 0.4697, decode.d1.loss_mask: 0.5971, decode.d1.loss_dice: 0.9085, decode.d2.loss_cls: 0.4224, decode.d2.loss_mask: 0.5828, decode.d2.loss_dice: 0.8798, decode.d3.loss_cls: 0.4077, decode.d3.loss_mask: 0.5796, decode.d3.loss_dice: 0.8586, decode.d4.loss_cls: 0.3990, decode.d4.loss_mask: 0.5757, decode.d4.loss_dice: 0.8583, decode.d5.loss_cls: 0.3931, decode.d5.loss_mask: 0.5743, decode.d5.loss_dice: 0.8570, decode.d6.loss_cls: 0.3920, decode.d6.loss_mask: 0.5725, decode.d6.loss_dice: 0.8540, decode.d7.loss_cls: 0.3828, decode.d7.loss_mask: 0.5754, decode.d7.loss_dice: 0.8510, decode.d8.loss_cls: 0.3821, decode.d8.loss_mask: 0.5768, decode.d8.loss_dice: 0.8514, loss: 19.5625, grad_norm: 58.2210 2023-12-26 00:21:59,190 - mmseg - INFO - Iter [51150/160000] lr: 6.803e-05, eta: 15:25:47, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4141, decode.loss_mask: 0.5758, decode.loss_dice: 0.8409, decode.d0.loss_cls: 1.4147, decode.d0.loss_mask: 0.6173, decode.d0.loss_dice: 0.9510, decode.d1.loss_cls: 0.4955, decode.d1.loss_mask: 0.5922, decode.d1.loss_dice: 0.8971, decode.d2.loss_cls: 0.4545, decode.d2.loss_mask: 0.5836, decode.d2.loss_dice: 0.8713, decode.d3.loss_cls: 0.4428, decode.d3.loss_mask: 0.5783, decode.d3.loss_dice: 0.8517, decode.d4.loss_cls: 0.4295, decode.d4.loss_mask: 0.5755, decode.d4.loss_dice: 0.8525, decode.d5.loss_cls: 0.4222, decode.d5.loss_mask: 0.5731, decode.d5.loss_dice: 0.8516, decode.d6.loss_cls: 0.4193, decode.d6.loss_mask: 0.5743, decode.d6.loss_dice: 0.8430, decode.d7.loss_cls: 0.4142, decode.d7.loss_mask: 0.5754, decode.d7.loss_dice: 0.8456, decode.d8.loss_cls: 0.4135, decode.d8.loss_mask: 0.5780, decode.d8.loss_dice: 0.8435, loss: 19.7920, grad_norm: 59.5381 2023-12-26 00:22:23,662 - mmseg - INFO - Iter [51200/160000] lr: 6.800e-05, eta: 15:25:18, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4028, decode.loss_mask: 0.6071, decode.loss_dice: 0.8725, decode.d0.loss_cls: 1.4449, decode.d0.loss_mask: 0.6500, decode.d0.loss_dice: 0.9807, decode.d1.loss_cls: 0.5042, decode.d1.loss_mask: 0.6275, decode.d1.loss_dice: 0.9330, decode.d2.loss_cls: 0.4534, decode.d2.loss_mask: 0.6170, decode.d2.loss_dice: 0.9076, decode.d3.loss_cls: 0.4406, decode.d3.loss_mask: 0.6104, decode.d3.loss_dice: 0.8826, decode.d4.loss_cls: 0.4233, decode.d4.loss_mask: 0.6085, decode.d4.loss_dice: 0.8838, decode.d5.loss_cls: 0.4176, decode.d5.loss_mask: 0.6091, decode.d5.loss_dice: 0.8843, decode.d6.loss_cls: 0.4111, decode.d6.loss_mask: 0.6049, decode.d6.loss_dice: 0.8719, decode.d7.loss_cls: 0.4025, decode.d7.loss_mask: 0.6054, decode.d7.loss_dice: 0.8715, decode.d8.loss_cls: 0.4019, decode.d8.loss_mask: 0.6063, decode.d8.loss_dice: 0.8725, loss: 20.4088, grad_norm: 64.2756 2023-12-26 00:22:48,203 - mmseg - INFO - Iter [51250/160000] lr: 6.797e-05, eta: 15:24:50, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3812, decode.loss_mask: 0.5821, decode.loss_dice: 0.8508, decode.d0.loss_cls: 1.3945, decode.d0.loss_mask: 0.6222, decode.d0.loss_dice: 0.9436, decode.d1.loss_cls: 0.4793, decode.d1.loss_mask: 0.6025, decode.d1.loss_dice: 0.8889, decode.d2.loss_cls: 0.4296, decode.d2.loss_mask: 0.5907, decode.d2.loss_dice: 0.8704, decode.d3.loss_cls: 0.4123, decode.d3.loss_mask: 0.5883, decode.d3.loss_dice: 0.8545, decode.d4.loss_cls: 0.4007, decode.d4.loss_mask: 0.5844, decode.d4.loss_dice: 0.8543, decode.d5.loss_cls: 0.3977, decode.d5.loss_mask: 0.5808, decode.d5.loss_dice: 0.8458, decode.d6.loss_cls: 0.3898, decode.d6.loss_mask: 0.5795, decode.d6.loss_dice: 0.8447, decode.d7.loss_cls: 0.3862, decode.d7.loss_mask: 0.5812, decode.d7.loss_dice: 0.8469, decode.d8.loss_cls: 0.3852, decode.d8.loss_mask: 0.5824, decode.d8.loss_dice: 0.8465, loss: 19.5972, grad_norm: 58.8885 2023-12-26 00:23:12,437 - mmseg - INFO - Iter [51300/160000] lr: 6.794e-05, eta: 15:24:21, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4047, decode.loss_mask: 0.6081, decode.loss_dice: 0.8513, decode.d0.loss_cls: 1.4075, decode.d0.loss_mask: 0.6559, decode.d0.loss_dice: 0.9535, decode.d1.loss_cls: 0.4903, decode.d1.loss_mask: 0.6306, decode.d1.loss_dice: 0.9085, decode.d2.loss_cls: 0.4445, decode.d2.loss_mask: 0.6224, decode.d2.loss_dice: 0.8804, decode.d3.loss_cls: 0.4343, decode.d3.loss_mask: 0.6142, decode.d3.loss_dice: 0.8625, decode.d4.loss_cls: 0.4200, decode.d4.loss_mask: 0.6114, decode.d4.loss_dice: 0.8591, decode.d5.loss_cls: 0.4158, decode.d5.loss_mask: 0.6134, decode.d5.loss_dice: 0.8562, decode.d6.loss_cls: 0.4206, decode.d6.loss_mask: 0.6060, decode.d6.loss_dice: 0.8527, decode.d7.loss_cls: 0.4113, decode.d7.loss_mask: 0.6100, decode.d7.loss_dice: 0.8532, decode.d8.loss_cls: 0.4072, decode.d8.loss_mask: 0.6084, decode.d8.loss_dice: 0.8567, loss: 20.1706, grad_norm: 62.0471 2023-12-26 00:23:36,794 - mmseg - INFO - Iter [51350/160000] lr: 6.791e-05, eta: 15:23:53, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4037, decode.loss_mask: 0.5896, decode.loss_dice: 0.8646, decode.d0.loss_cls: 1.4100, decode.d0.loss_mask: 0.6324, decode.d0.loss_dice: 0.9680, decode.d1.loss_cls: 0.4952, decode.d1.loss_mask: 0.6124, decode.d1.loss_dice: 0.9228, decode.d2.loss_cls: 0.4551, decode.d2.loss_mask: 0.6008, decode.d2.loss_dice: 0.8871, decode.d3.loss_cls: 0.4319, decode.d3.loss_mask: 0.5950, decode.d3.loss_dice: 0.8760, decode.d4.loss_cls: 0.4232, decode.d4.loss_mask: 0.5938, decode.d4.loss_dice: 0.8717, decode.d5.loss_cls: 0.4166, decode.d5.loss_mask: 0.5929, decode.d5.loss_dice: 0.8709, decode.d6.loss_cls: 0.4091, decode.d6.loss_mask: 0.5918, decode.d6.loss_dice: 0.8599, decode.d7.loss_cls: 0.4081, decode.d7.loss_mask: 0.5904, decode.d7.loss_dice: 0.8646, decode.d8.loss_cls: 0.4028, decode.d8.loss_mask: 0.5900, decode.d8.loss_dice: 0.8666, loss: 20.0970, grad_norm: 56.2674 2023-12-26 00:24:00,983 - mmseg - INFO - Iter [51400/160000] lr: 6.788e-05, eta: 15:23:24, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4041, decode.loss_mask: 0.5776, decode.loss_dice: 0.8646, decode.d0.loss_cls: 1.3855, decode.d0.loss_mask: 0.6249, decode.d0.loss_dice: 0.9642, decode.d1.loss_cls: 0.4975, decode.d1.loss_mask: 0.6004, decode.d1.loss_dice: 0.9131, decode.d2.loss_cls: 0.4543, decode.d2.loss_mask: 0.5896, decode.d2.loss_dice: 0.8848, decode.d3.loss_cls: 0.4328, decode.d3.loss_mask: 0.5836, decode.d3.loss_dice: 0.8648, decode.d4.loss_cls: 0.4224, decode.d4.loss_mask: 0.5802, decode.d4.loss_dice: 0.8723, decode.d5.loss_cls: 0.4194, decode.d5.loss_mask: 0.5777, decode.d5.loss_dice: 0.8726, decode.d6.loss_cls: 0.4117, decode.d6.loss_mask: 0.5800, decode.d6.loss_dice: 0.8615, decode.d7.loss_cls: 0.4080, decode.d7.loss_mask: 0.5780, decode.d7.loss_dice: 0.8595, decode.d8.loss_cls: 0.4031, decode.d8.loss_mask: 0.5784, decode.d8.loss_dice: 0.8636, loss: 19.9299, grad_norm: 55.1224 2023-12-26 00:24:25,393 - mmseg - INFO - Iter [51450/160000] lr: 6.784e-05, eta: 15:22:56, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3958, decode.loss_mask: 0.5751, decode.loss_dice: 0.8598, decode.d0.loss_cls: 1.4209, decode.d0.loss_mask: 0.6257, decode.d0.loss_dice: 0.9729, decode.d1.loss_cls: 0.4814, decode.d1.loss_mask: 0.6026, decode.d1.loss_dice: 0.9192, decode.d2.loss_cls: 0.4469, decode.d2.loss_mask: 0.5858, decode.d2.loss_dice: 0.8873, decode.d3.loss_cls: 0.4256, decode.d3.loss_mask: 0.5791, decode.d3.loss_dice: 0.8675, decode.d4.loss_cls: 0.4130, decode.d4.loss_mask: 0.5781, decode.d4.loss_dice: 0.8685, decode.d5.loss_cls: 0.4064, decode.d5.loss_mask: 0.5793, decode.d5.loss_dice: 0.8625, decode.d6.loss_cls: 0.4038, decode.d6.loss_mask: 0.5748, decode.d6.loss_dice: 0.8597, decode.d7.loss_cls: 0.4019, decode.d7.loss_mask: 0.5728, decode.d7.loss_dice: 0.8552, decode.d8.loss_cls: 0.3983, decode.d8.loss_mask: 0.5746, decode.d8.loss_dice: 0.8632, loss: 19.8577, grad_norm: 64.0443 2023-12-26 00:24:49,627 - mmseg - INFO - Iter [51500/160000] lr: 6.781e-05, eta: 15:22:27, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3982, decode.loss_mask: 0.5860, decode.loss_dice: 0.8650, decode.d0.loss_cls: 1.3888, decode.d0.loss_mask: 0.6286, decode.d0.loss_dice: 0.9622, decode.d1.loss_cls: 0.4946, decode.d1.loss_mask: 0.6078, decode.d1.loss_dice: 0.9177, decode.d2.loss_cls: 0.4545, decode.d2.loss_mask: 0.5914, decode.d2.loss_dice: 0.8921, decode.d3.loss_cls: 0.4344, decode.d3.loss_mask: 0.5920, decode.d3.loss_dice: 0.8706, decode.d4.loss_cls: 0.4229, decode.d4.loss_mask: 0.5883, decode.d4.loss_dice: 0.8743, decode.d5.loss_cls: 0.4134, decode.d5.loss_mask: 0.5849, decode.d5.loss_dice: 0.8706, decode.d6.loss_cls: 0.4051, decode.d6.loss_mask: 0.5859, decode.d6.loss_dice: 0.8620, decode.d7.loss_cls: 0.4010, decode.d7.loss_mask: 0.5868, decode.d7.loss_dice: 0.8685, decode.d8.loss_cls: 0.4003, decode.d8.loss_mask: 0.5865, decode.d8.loss_dice: 0.8667, loss: 20.0011, grad_norm: 61.5172 2023-12-26 00:25:13,730 - mmseg - INFO - Iter [51550/160000] lr: 6.778e-05, eta: 15:21:58, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4077, decode.loss_mask: 0.5851, decode.loss_dice: 0.8666, decode.d0.loss_cls: 1.4066, decode.d0.loss_mask: 0.6275, decode.d0.loss_dice: 0.9569, decode.d1.loss_cls: 0.4905, decode.d1.loss_mask: 0.6060, decode.d1.loss_dice: 0.9097, decode.d2.loss_cls: 0.4524, decode.d2.loss_mask: 0.5945, decode.d2.loss_dice: 0.8880, decode.d3.loss_cls: 0.4404, decode.d3.loss_mask: 0.5898, decode.d3.loss_dice: 0.8708, decode.d4.loss_cls: 0.4207, decode.d4.loss_mask: 0.5893, decode.d4.loss_dice: 0.8666, decode.d5.loss_cls: 0.4111, decode.d5.loss_mask: 0.5944, decode.d5.loss_dice: 0.8732, decode.d6.loss_cls: 0.4078, decode.d6.loss_mask: 0.5874, decode.d6.loss_dice: 0.8622, decode.d7.loss_cls: 0.4020, decode.d7.loss_mask: 0.5873, decode.d7.loss_dice: 0.8675, decode.d8.loss_cls: 0.4053, decode.d8.loss_mask: 0.5869, decode.d8.loss_dice: 0.8638, loss: 20.0179, grad_norm: 57.1309 2023-12-26 00:25:37,939 - mmseg - INFO - Iter [51600/160000] lr: 6.775e-05, eta: 15:21:29, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4168, decode.loss_mask: 0.5970, decode.loss_dice: 0.8719, decode.d0.loss_cls: 1.4265, decode.d0.loss_mask: 0.6442, decode.d0.loss_dice: 0.9782, decode.d1.loss_cls: 0.5223, decode.d1.loss_mask: 0.6173, decode.d1.loss_dice: 0.9285, decode.d2.loss_cls: 0.4691, decode.d2.loss_mask: 0.6032, decode.d2.loss_dice: 0.8953, decode.d3.loss_cls: 0.4449, decode.d3.loss_mask: 0.5983, decode.d3.loss_dice: 0.8829, decode.d4.loss_cls: 0.4359, decode.d4.loss_mask: 0.5985, decode.d4.loss_dice: 0.8813, decode.d5.loss_cls: 0.4287, decode.d5.loss_mask: 0.5943, decode.d5.loss_dice: 0.8774, decode.d6.loss_cls: 0.4209, decode.d6.loss_mask: 0.5917, decode.d6.loss_dice: 0.8714, decode.d7.loss_cls: 0.4191, decode.d7.loss_mask: 0.5967, decode.d7.loss_dice: 0.8711, decode.d8.loss_cls: 0.4165, decode.d8.loss_mask: 0.5961, decode.d8.loss_dice: 0.8739, loss: 20.3699, grad_norm: 61.7094 2023-12-26 00:26:02,104 - mmseg - INFO - Iter [51650/160000] lr: 6.772e-05, eta: 15:21:00, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3866, decode.loss_mask: 0.5953, decode.loss_dice: 0.8815, decode.d0.loss_cls: 1.4006, decode.d0.loss_mask: 0.6412, decode.d0.loss_dice: 0.9828, decode.d1.loss_cls: 0.4871, decode.d1.loss_mask: 0.6181, decode.d1.loss_dice: 0.9399, decode.d2.loss_cls: 0.4319, decode.d2.loss_mask: 0.6077, decode.d2.loss_dice: 0.9069, decode.d3.loss_cls: 0.4147, decode.d3.loss_mask: 0.6027, decode.d3.loss_dice: 0.8871, decode.d4.loss_cls: 0.3977, decode.d4.loss_mask: 0.6016, decode.d4.loss_dice: 0.8883, decode.d5.loss_cls: 0.3948, decode.d5.loss_mask: 0.6002, decode.d5.loss_dice: 0.8858, decode.d6.loss_cls: 0.3841, decode.d6.loss_mask: 0.6018, decode.d6.loss_dice: 0.8849, decode.d7.loss_cls: 0.3814, decode.d7.loss_mask: 0.5994, decode.d7.loss_dice: 0.8845, decode.d8.loss_cls: 0.3823, decode.d8.loss_mask: 0.5992, decode.d8.loss_dice: 0.8794, loss: 20.1497, grad_norm: 62.6391 2023-12-26 00:26:28,922 - mmseg - INFO - Iter [51700/160000] lr: 6.769e-05, eta: 15:20:38, time: 0.536, data_time: 0.058, memory: 40245, decode.loss_cls: 0.3831, decode.loss_mask: 0.5960, decode.loss_dice: 0.8607, decode.d0.loss_cls: 1.3698, decode.d0.loss_mask: 0.6368, decode.d0.loss_dice: 0.9579, decode.d1.loss_cls: 0.4655, decode.d1.loss_mask: 0.6257, decode.d1.loss_dice: 0.9237, decode.d2.loss_cls: 0.4196, decode.d2.loss_mask: 0.6089, decode.d2.loss_dice: 0.8829, decode.d3.loss_cls: 0.4097, decode.d3.loss_mask: 0.5954, decode.d3.loss_dice: 0.8662, decode.d4.loss_cls: 0.3988, decode.d4.loss_mask: 0.5985, decode.d4.loss_dice: 0.8660, decode.d5.loss_cls: 0.3927, decode.d5.loss_mask: 0.5988, decode.d5.loss_dice: 0.8659, decode.d6.loss_cls: 0.3954, decode.d6.loss_mask: 0.5971, decode.d6.loss_dice: 0.8544, decode.d7.loss_cls: 0.3863, decode.d7.loss_mask: 0.5968, decode.d7.loss_dice: 0.8590, decode.d8.loss_cls: 0.3849, decode.d8.loss_mask: 0.5956, decode.d8.loss_dice: 0.8595, loss: 19.8516, grad_norm: 58.1718 2023-12-26 00:26:53,308 - mmseg - INFO - Iter [51750/160000] lr: 6.766e-05, eta: 15:20:09, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3758, decode.loss_mask: 0.5785, decode.loss_dice: 0.8611, decode.d0.loss_cls: 1.4095, decode.d0.loss_mask: 0.6212, decode.d0.loss_dice: 0.9606, decode.d1.loss_cls: 0.4630, decode.d1.loss_mask: 0.5997, decode.d1.loss_dice: 0.9079, decode.d2.loss_cls: 0.4143, decode.d2.loss_mask: 0.5914, decode.d2.loss_dice: 0.8847, decode.d3.loss_cls: 0.4068, decode.d3.loss_mask: 0.5835, decode.d3.loss_dice: 0.8650, decode.d4.loss_cls: 0.3963, decode.d4.loss_mask: 0.5822, decode.d4.loss_dice: 0.8677, decode.d5.loss_cls: 0.3881, decode.d5.loss_mask: 0.5816, decode.d5.loss_dice: 0.8584, decode.d6.loss_cls: 0.3846, decode.d6.loss_mask: 0.5788, decode.d6.loss_dice: 0.8537, decode.d7.loss_cls: 0.3827, decode.d7.loss_mask: 0.5782, decode.d7.loss_dice: 0.8589, decode.d8.loss_cls: 0.3770, decode.d8.loss_mask: 0.5791, decode.d8.loss_dice: 0.8567, loss: 19.6467, grad_norm: 61.0248 2023-12-26 00:27:17,636 - mmseg - INFO - Iter [51800/160000] lr: 6.763e-05, eta: 15:19:41, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3679, decode.loss_mask: 0.5611, decode.loss_dice: 0.8317, decode.d0.loss_cls: 1.3794, decode.d0.loss_mask: 0.6025, decode.d0.loss_dice: 0.9266, decode.d1.loss_cls: 0.4546, decode.d1.loss_mask: 0.5819, decode.d1.loss_dice: 0.8815, decode.d2.loss_cls: 0.4084, decode.d2.loss_mask: 0.5721, decode.d2.loss_dice: 0.8578, decode.d3.loss_cls: 0.3883, decode.d3.loss_mask: 0.5683, decode.d3.loss_dice: 0.8371, decode.d4.loss_cls: 0.3791, decode.d4.loss_mask: 0.5626, decode.d4.loss_dice: 0.8419, decode.d5.loss_cls: 0.3731, decode.d5.loss_mask: 0.5649, decode.d5.loss_dice: 0.8407, decode.d6.loss_cls: 0.3802, decode.d6.loss_mask: 0.5611, decode.d6.loss_dice: 0.8334, decode.d7.loss_cls: 0.3667, decode.d7.loss_mask: 0.5607, decode.d7.loss_dice: 0.8344, decode.d8.loss_cls: 0.3727, decode.d8.loss_mask: 0.5623, decode.d8.loss_dice: 0.8332, loss: 19.0864, grad_norm: 60.0618 2023-12-26 00:27:41,820 - mmseg - INFO - Iter [51850/160000] lr: 6.759e-05, eta: 15:19:12, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4093, decode.loss_mask: 0.5746, decode.loss_dice: 0.8653, decode.d0.loss_cls: 1.4232, decode.d0.loss_mask: 0.6170, decode.d0.loss_dice: 0.9799, decode.d1.loss_cls: 0.5050, decode.d1.loss_mask: 0.5992, decode.d1.loss_dice: 0.9236, decode.d2.loss_cls: 0.4543, decode.d2.loss_mask: 0.5846, decode.d2.loss_dice: 0.8919, decode.d3.loss_cls: 0.4421, decode.d3.loss_mask: 0.5778, decode.d3.loss_dice: 0.8666, decode.d4.loss_cls: 0.4295, decode.d4.loss_mask: 0.5775, decode.d4.loss_dice: 0.8705, decode.d5.loss_cls: 0.4255, decode.d5.loss_mask: 0.5765, decode.d5.loss_dice: 0.8704, decode.d6.loss_cls: 0.4227, decode.d6.loss_mask: 0.5740, decode.d6.loss_dice: 0.8591, decode.d7.loss_cls: 0.4105, decode.d7.loss_mask: 0.5760, decode.d7.loss_dice: 0.8649, decode.d8.loss_cls: 0.4042, decode.d8.loss_mask: 0.5765, decode.d8.loss_dice: 0.8681, loss: 20.0203, grad_norm: 58.6654 2023-12-26 00:28:05,970 - mmseg - INFO - Iter [51900/160000] lr: 6.756e-05, eta: 15:18:43, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3606, decode.loss_mask: 0.5756, decode.loss_dice: 0.8203, decode.d0.loss_cls: 1.3785, decode.d0.loss_mask: 0.6135, decode.d0.loss_dice: 0.9178, decode.d1.loss_cls: 0.4536, decode.d1.loss_mask: 0.5915, decode.d1.loss_dice: 0.8737, decode.d2.loss_cls: 0.4041, decode.d2.loss_mask: 0.5787, decode.d2.loss_dice: 0.8382, decode.d3.loss_cls: 0.3916, decode.d3.loss_mask: 0.5795, decode.d3.loss_dice: 0.8237, decode.d4.loss_cls: 0.3748, decode.d4.loss_mask: 0.5786, decode.d4.loss_dice: 0.8315, decode.d5.loss_cls: 0.3699, decode.d5.loss_mask: 0.5749, decode.d5.loss_dice: 0.8346, decode.d6.loss_cls: 0.3659, decode.d6.loss_mask: 0.5757, decode.d6.loss_dice: 0.8205, decode.d7.loss_cls: 0.3627, decode.d7.loss_mask: 0.5737, decode.d7.loss_dice: 0.8217, decode.d8.loss_cls: 0.3592, decode.d8.loss_mask: 0.5736, decode.d8.loss_dice: 0.8217, loss: 19.0398, grad_norm: 60.7609 2023-12-26 00:28:30,268 - mmseg - INFO - Iter [51950/160000] lr: 6.753e-05, eta: 15:18:14, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3931, decode.loss_mask: 0.5860, decode.loss_dice: 0.8571, decode.d0.loss_cls: 1.3815, decode.d0.loss_mask: 0.6308, decode.d0.loss_dice: 0.9550, decode.d1.loss_cls: 0.4851, decode.d1.loss_mask: 0.6064, decode.d1.loss_dice: 0.9088, decode.d2.loss_cls: 0.4297, decode.d2.loss_mask: 0.5976, decode.d2.loss_dice: 0.8813, decode.d3.loss_cls: 0.4162, decode.d3.loss_mask: 0.5906, decode.d3.loss_dice: 0.8641, decode.d4.loss_cls: 0.4071, decode.d4.loss_mask: 0.5852, decode.d4.loss_dice: 0.8648, decode.d5.loss_cls: 0.3939, decode.d5.loss_mask: 0.5882, decode.d5.loss_dice: 0.8659, decode.d6.loss_cls: 0.3932, decode.d6.loss_mask: 0.5834, decode.d6.loss_dice: 0.8516, decode.d7.loss_cls: 0.3921, decode.d7.loss_mask: 0.5853, decode.d7.loss_dice: 0.8543, decode.d8.loss_cls: 0.3906, decode.d8.loss_mask: 0.5824, decode.d8.loss_dice: 0.8547, loss: 19.7762, grad_norm: 59.6750 2023-12-26 00:28:54,467 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 00:28:54,468 - mmseg - INFO - Iter [52000/160000] lr: 6.750e-05, eta: 15:17:45, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3962, decode.loss_mask: 0.5747, decode.loss_dice: 0.8507, decode.d0.loss_cls: 1.3856, decode.d0.loss_mask: 0.6156, decode.d0.loss_dice: 0.9591, decode.d1.loss_cls: 0.4809, decode.d1.loss_mask: 0.5970, decode.d1.loss_dice: 0.9088, decode.d2.loss_cls: 0.4351, decode.d2.loss_mask: 0.5836, decode.d2.loss_dice: 0.8848, decode.d3.loss_cls: 0.4201, decode.d3.loss_mask: 0.5805, decode.d3.loss_dice: 0.8699, decode.d4.loss_cls: 0.4053, decode.d4.loss_mask: 0.5800, decode.d4.loss_dice: 0.8687, decode.d5.loss_cls: 0.3990, decode.d5.loss_mask: 0.5784, decode.d5.loss_dice: 0.8617, decode.d6.loss_cls: 0.3978, decode.d6.loss_mask: 0.5747, decode.d6.loss_dice: 0.8532, decode.d7.loss_cls: 0.3941, decode.d7.loss_mask: 0.5748, decode.d7.loss_dice: 0.8575, decode.d8.loss_cls: 0.3939, decode.d8.loss_mask: 0.5754, decode.d8.loss_dice: 0.8556, loss: 19.7126, grad_norm: 61.2214 2023-12-26 00:29:18,707 - mmseg - INFO - Iter [52050/160000] lr: 6.747e-05, eta: 15:17:17, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3909, decode.loss_mask: 0.5702, decode.loss_dice: 0.8539, decode.d0.loss_cls: 1.4377, decode.d0.loss_mask: 0.6099, decode.d0.loss_dice: 0.9405, decode.d1.loss_cls: 0.4965, decode.d1.loss_mask: 0.5937, decode.d1.loss_dice: 0.9051, decode.d2.loss_cls: 0.4447, decode.d2.loss_mask: 0.5773, decode.d2.loss_dice: 0.8736, decode.d3.loss_cls: 0.4220, decode.d3.loss_mask: 0.5725, decode.d3.loss_dice: 0.8582, decode.d4.loss_cls: 0.4092, decode.d4.loss_mask: 0.5725, decode.d4.loss_dice: 0.8590, decode.d5.loss_cls: 0.4059, decode.d5.loss_mask: 0.5729, decode.d5.loss_dice: 0.8611, decode.d6.loss_cls: 0.4035, decode.d6.loss_mask: 0.5694, decode.d6.loss_dice: 0.8487, decode.d7.loss_cls: 0.3954, decode.d7.loss_mask: 0.5707, decode.d7.loss_dice: 0.8538, decode.d8.loss_cls: 0.3949, decode.d8.loss_mask: 0.5720, decode.d8.loss_dice: 0.8507, loss: 19.6860, grad_norm: 62.0521 2023-12-26 00:29:43,089 - mmseg - INFO - Iter [52100/160000] lr: 6.744e-05, eta: 15:16:48, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3901, decode.loss_mask: 0.5844, decode.loss_dice: 0.8552, decode.d0.loss_cls: 1.3645, decode.d0.loss_mask: 0.6308, decode.d0.loss_dice: 0.9589, decode.d1.loss_cls: 0.4790, decode.d1.loss_mask: 0.6073, decode.d1.loss_dice: 0.9107, decode.d2.loss_cls: 0.4284, decode.d2.loss_mask: 0.5937, decode.d2.loss_dice: 0.8775, decode.d3.loss_cls: 0.4174, decode.d3.loss_mask: 0.5916, decode.d3.loss_dice: 0.8641, decode.d4.loss_cls: 0.4051, decode.d4.loss_mask: 0.5869, decode.d4.loss_dice: 0.8661, decode.d5.loss_cls: 0.4005, decode.d5.loss_mask: 0.5861, decode.d5.loss_dice: 0.8629, decode.d6.loss_cls: 0.3959, decode.d6.loss_mask: 0.5847, decode.d6.loss_dice: 0.8548, decode.d7.loss_cls: 0.3968, decode.d7.loss_mask: 0.5841, decode.d7.loss_dice: 0.8549, decode.d8.loss_cls: 0.3864, decode.d8.loss_mask: 0.5848, decode.d8.loss_dice: 0.8570, loss: 19.7606, grad_norm: 63.3933 2023-12-26 00:30:07,575 - mmseg - INFO - Iter [52150/160000] lr: 6.741e-05, eta: 15:16:20, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3848, decode.loss_mask: 0.5606, decode.loss_dice: 0.8378, decode.d0.loss_cls: 1.3735, decode.d0.loss_mask: 0.6026, decode.d0.loss_dice: 0.9320, decode.d1.loss_cls: 0.4816, decode.d1.loss_mask: 0.5792, decode.d1.loss_dice: 0.8880, decode.d2.loss_cls: 0.4377, decode.d2.loss_mask: 0.5642, decode.d2.loss_dice: 0.8566, decode.d3.loss_cls: 0.4138, decode.d3.loss_mask: 0.5638, decode.d3.loss_dice: 0.8470, decode.d4.loss_cls: 0.4088, decode.d4.loss_mask: 0.5589, decode.d4.loss_dice: 0.8431, decode.d5.loss_cls: 0.4002, decode.d5.loss_mask: 0.5574, decode.d5.loss_dice: 0.8467, decode.d6.loss_cls: 0.3969, decode.d6.loss_mask: 0.5592, decode.d6.loss_dice: 0.8367, decode.d7.loss_cls: 0.3909, decode.d7.loss_mask: 0.5594, decode.d7.loss_dice: 0.8429, decode.d8.loss_cls: 0.3937, decode.d8.loss_mask: 0.5589, decode.d8.loss_dice: 0.8394, loss: 19.3165, grad_norm: 56.2514 2023-12-26 00:30:32,237 - mmseg - INFO - Iter [52200/160000] lr: 6.738e-05, eta: 15:15:53, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3887, decode.loss_mask: 0.5725, decode.loss_dice: 0.8506, decode.d0.loss_cls: 1.4243, decode.d0.loss_mask: 0.6151, decode.d0.loss_dice: 0.9558, decode.d1.loss_cls: 0.4786, decode.d1.loss_mask: 0.5986, decode.d1.loss_dice: 0.9057, decode.d2.loss_cls: 0.4334, decode.d2.loss_mask: 0.5779, decode.d2.loss_dice: 0.8735, decode.d3.loss_cls: 0.4136, decode.d3.loss_mask: 0.5738, decode.d3.loss_dice: 0.8591, decode.d4.loss_cls: 0.4014, decode.d4.loss_mask: 0.5751, decode.d4.loss_dice: 0.8524, decode.d5.loss_cls: 0.3963, decode.d5.loss_mask: 0.5733, decode.d5.loss_dice: 0.8569, decode.d6.loss_cls: 0.3868, decode.d6.loss_mask: 0.5741, decode.d6.loss_dice: 0.8549, decode.d7.loss_cls: 0.3910, decode.d7.loss_mask: 0.5721, decode.d7.loss_dice: 0.8528, decode.d8.loss_cls: 0.3863, decode.d8.loss_mask: 0.5747, decode.d8.loss_dice: 0.8546, loss: 19.6236, grad_norm: 56.9354 2023-12-26 00:30:56,849 - mmseg - INFO - Iter [52250/160000] lr: 6.734e-05, eta: 15:15:25, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3937, decode.loss_mask: 0.5779, decode.loss_dice: 0.8560, decode.d0.loss_cls: 1.3839, decode.d0.loss_mask: 0.6182, decode.d0.loss_dice: 0.9563, decode.d1.loss_cls: 0.4831, decode.d1.loss_mask: 0.5971, decode.d1.loss_dice: 0.9111, decode.d2.loss_cls: 0.4349, decode.d2.loss_mask: 0.5874, decode.d2.loss_dice: 0.8778, decode.d3.loss_cls: 0.4177, decode.d3.loss_mask: 0.5844, decode.d3.loss_dice: 0.8674, decode.d4.loss_cls: 0.4080, decode.d4.loss_mask: 0.5801, decode.d4.loss_dice: 0.8649, decode.d5.loss_cls: 0.4057, decode.d5.loss_mask: 0.5777, decode.d5.loss_dice: 0.8615, decode.d6.loss_cls: 0.3989, decode.d6.loss_mask: 0.5779, decode.d6.loss_dice: 0.8533, decode.d7.loss_cls: 0.3961, decode.d7.loss_mask: 0.5775, decode.d7.loss_dice: 0.8560, decode.d8.loss_cls: 0.3922, decode.d8.loss_mask: 0.5753, decode.d8.loss_dice: 0.8532, loss: 19.7251, grad_norm: 56.1747 2023-12-26 00:31:21,122 - mmseg - INFO - Iter [52300/160000] lr: 6.731e-05, eta: 15:14:56, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4027, decode.loss_mask: 0.5946, decode.loss_dice: 0.8720, decode.d0.loss_cls: 1.4076, decode.d0.loss_mask: 0.6316, decode.d0.loss_dice: 0.9786, decode.d1.loss_cls: 0.4973, decode.d1.loss_mask: 0.6104, decode.d1.loss_dice: 0.9285, decode.d2.loss_cls: 0.4478, decode.d2.loss_mask: 0.6065, decode.d2.loss_dice: 0.9005, decode.d3.loss_cls: 0.4268, decode.d3.loss_mask: 0.6001, decode.d3.loss_dice: 0.8799, decode.d4.loss_cls: 0.4160, decode.d4.loss_mask: 0.5985, decode.d4.loss_dice: 0.8801, decode.d5.loss_cls: 0.4151, decode.d5.loss_mask: 0.5940, decode.d5.loss_dice: 0.8799, decode.d6.loss_cls: 0.4109, decode.d6.loss_mask: 0.5957, decode.d6.loss_dice: 0.8673, decode.d7.loss_cls: 0.4073, decode.d7.loss_mask: 0.5943, decode.d7.loss_dice: 0.8711, decode.d8.loss_cls: 0.4062, decode.d8.loss_mask: 0.5947, decode.d8.loss_dice: 0.8756, loss: 20.1916, grad_norm: 67.1854 2023-12-26 00:31:45,294 - mmseg - INFO - Iter [52350/160000] lr: 6.728e-05, eta: 15:14:28, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3688, decode.loss_mask: 0.5635, decode.loss_dice: 0.8115, decode.d0.loss_cls: 1.3947, decode.d0.loss_mask: 0.6034, decode.d0.loss_dice: 0.9052, decode.d1.loss_cls: 0.4608, decode.d1.loss_mask: 0.5819, decode.d1.loss_dice: 0.8698, decode.d2.loss_cls: 0.4192, decode.d2.loss_mask: 0.5715, decode.d2.loss_dice: 0.8405, decode.d3.loss_cls: 0.3970, decode.d3.loss_mask: 0.5672, decode.d3.loss_dice: 0.8223, decode.d4.loss_cls: 0.3942, decode.d4.loss_mask: 0.5637, decode.d4.loss_dice: 0.8222, decode.d5.loss_cls: 0.3903, decode.d5.loss_mask: 0.5615, decode.d5.loss_dice: 0.8111, decode.d6.loss_cls: 0.3831, decode.d6.loss_mask: 0.5618, decode.d6.loss_dice: 0.8050, decode.d7.loss_cls: 0.3714, decode.d7.loss_mask: 0.5613, decode.d7.loss_dice: 0.8102, decode.d8.loss_cls: 0.3684, decode.d8.loss_mask: 0.5614, decode.d8.loss_dice: 0.8115, loss: 18.9545, grad_norm: 57.4230 2023-12-26 00:32:09,616 - mmseg - INFO - Iter [52400/160000] lr: 6.725e-05, eta: 15:13:59, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3640, decode.loss_mask: 0.5705, decode.loss_dice: 0.8283, decode.d0.loss_cls: 1.3613, decode.d0.loss_mask: 0.6096, decode.d0.loss_dice: 0.9199, decode.d1.loss_cls: 0.4515, decode.d1.loss_mask: 0.5900, decode.d1.loss_dice: 0.8858, decode.d2.loss_cls: 0.4131, decode.d2.loss_mask: 0.5803, decode.d2.loss_dice: 0.8590, decode.d3.loss_cls: 0.3960, decode.d3.loss_mask: 0.5755, decode.d3.loss_dice: 0.8345, decode.d4.loss_cls: 0.3817, decode.d4.loss_mask: 0.5742, decode.d4.loss_dice: 0.8348, decode.d5.loss_cls: 0.3745, decode.d5.loss_mask: 0.5717, decode.d5.loss_dice: 0.8344, decode.d6.loss_cls: 0.3732, decode.d6.loss_mask: 0.5722, decode.d6.loss_dice: 0.8245, decode.d7.loss_cls: 0.3693, decode.d7.loss_mask: 0.5698, decode.d7.loss_dice: 0.8306, decode.d8.loss_cls: 0.3642, decode.d8.loss_mask: 0.5714, decode.d8.loss_dice: 0.8312, loss: 19.1169, grad_norm: 59.1002 2023-12-26 00:32:34,110 - mmseg - INFO - Iter [52450/160000] lr: 6.722e-05, eta: 15:13:31, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3891, decode.loss_mask: 0.6025, decode.loss_dice: 0.8543, decode.d0.loss_cls: 1.3762, decode.d0.loss_mask: 0.6341, decode.d0.loss_dice: 0.9463, decode.d1.loss_cls: 0.4743, decode.d1.loss_mask: 0.6229, decode.d1.loss_dice: 0.9118, decode.d2.loss_cls: 0.4318, decode.d2.loss_mask: 0.6094, decode.d2.loss_dice: 0.8860, decode.d3.loss_cls: 0.4224, decode.d3.loss_mask: 0.6022, decode.d3.loss_dice: 0.8667, decode.d4.loss_cls: 0.4072, decode.d4.loss_mask: 0.6049, decode.d4.loss_dice: 0.8673, decode.d5.loss_cls: 0.3953, decode.d5.loss_mask: 0.6022, decode.d5.loss_dice: 0.8666, decode.d6.loss_cls: 0.3919, decode.d6.loss_mask: 0.6022, decode.d6.loss_dice: 0.8600, decode.d7.loss_cls: 0.3940, decode.d7.loss_mask: 0.6018, decode.d7.loss_dice: 0.8617, decode.d8.loss_cls: 0.3913, decode.d8.loss_mask: 0.6010, decode.d8.loss_dice: 0.8587, loss: 19.9362, grad_norm: 62.0441 2023-12-26 00:32:58,281 - mmseg - INFO - Iter [52500/160000] lr: 6.719e-05, eta: 15:13:02, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3930, decode.loss_mask: 0.5944, decode.loss_dice: 0.8658, decode.d0.loss_cls: 1.4000, decode.d0.loss_mask: 0.6357, decode.d0.loss_dice: 0.9634, decode.d1.loss_cls: 0.4773, decode.d1.loss_mask: 0.6170, decode.d1.loss_dice: 0.9248, decode.d2.loss_cls: 0.4387, decode.d2.loss_mask: 0.6054, decode.d2.loss_dice: 0.8898, decode.d3.loss_cls: 0.4196, decode.d3.loss_mask: 0.5999, decode.d3.loss_dice: 0.8727, decode.d4.loss_cls: 0.4038, decode.d4.loss_mask: 0.5990, decode.d4.loss_dice: 0.8706, decode.d5.loss_cls: 0.4010, decode.d5.loss_mask: 0.5995, decode.d5.loss_dice: 0.8690, decode.d6.loss_cls: 0.3967, decode.d6.loss_mask: 0.5975, decode.d6.loss_dice: 0.8663, decode.d7.loss_cls: 0.3928, decode.d7.loss_mask: 0.5965, decode.d7.loss_dice: 0.8702, decode.d8.loss_cls: 0.3935, decode.d8.loss_mask: 0.5969, decode.d8.loss_dice: 0.8716, loss: 20.0223, grad_norm: 61.8641 2023-12-26 00:33:22,672 - mmseg - INFO - Iter [52550/160000] lr: 6.716e-05, eta: 15:12:34, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4087, decode.loss_mask: 0.5765, decode.loss_dice: 0.8472, decode.d0.loss_cls: 1.4147, decode.d0.loss_mask: 0.6201, decode.d0.loss_dice: 0.9550, decode.d1.loss_cls: 0.4989, decode.d1.loss_mask: 0.6002, decode.d1.loss_dice: 0.9062, decode.d2.loss_cls: 0.4535, decode.d2.loss_mask: 0.5873, decode.d2.loss_dice: 0.8781, decode.d3.loss_cls: 0.4359, decode.d3.loss_mask: 0.5826, decode.d3.loss_dice: 0.8602, decode.d4.loss_cls: 0.4210, decode.d4.loss_mask: 0.5787, decode.d4.loss_dice: 0.8665, decode.d5.loss_cls: 0.4231, decode.d5.loss_mask: 0.5760, decode.d5.loss_dice: 0.8583, decode.d6.loss_cls: 0.4192, decode.d6.loss_mask: 0.5733, decode.d6.loss_dice: 0.8445, decode.d7.loss_cls: 0.4151, decode.d7.loss_mask: 0.5732, decode.d7.loss_dice: 0.8473, decode.d8.loss_cls: 0.4073, decode.d8.loss_mask: 0.5778, decode.d8.loss_dice: 0.8522, loss: 19.8587, grad_norm: 60.5736 2023-12-26 00:33:46,891 - mmseg - INFO - Iter [52600/160000] lr: 6.713e-05, eta: 15:12:05, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3929, decode.loss_mask: 0.5585, decode.loss_dice: 0.8270, decode.d0.loss_cls: 1.3961, decode.d0.loss_mask: 0.6031, decode.d0.loss_dice: 0.9355, decode.d1.loss_cls: 0.4739, decode.d1.loss_mask: 0.5860, decode.d1.loss_dice: 0.8866, decode.d2.loss_cls: 0.4375, decode.d2.loss_mask: 0.5657, decode.d2.loss_dice: 0.8471, decode.d3.loss_cls: 0.4196, decode.d3.loss_mask: 0.5651, decode.d3.loss_dice: 0.8366, decode.d4.loss_cls: 0.4086, decode.d4.loss_mask: 0.5591, decode.d4.loss_dice: 0.8351, decode.d5.loss_cls: 0.4020, decode.d5.loss_mask: 0.5603, decode.d5.loss_dice: 0.8306, decode.d6.loss_cls: 0.4103, decode.d6.loss_mask: 0.5600, decode.d6.loss_dice: 0.8206, decode.d7.loss_cls: 0.3947, decode.d7.loss_mask: 0.5608, decode.d7.loss_dice: 0.8245, decode.d8.loss_cls: 0.3977, decode.d8.loss_mask: 0.5600, decode.d8.loss_dice: 0.8273, loss: 19.2828, grad_norm: 61.2763 2023-12-26 00:34:11,048 - mmseg - INFO - Iter [52650/160000] lr: 6.709e-05, eta: 15:11:37, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3722, decode.loss_mask: 0.5724, decode.loss_dice: 0.8140, decode.d0.loss_cls: 1.3633, decode.d0.loss_mask: 0.6116, decode.d0.loss_dice: 0.9182, decode.d1.loss_cls: 0.4680, decode.d1.loss_mask: 0.5939, decode.d1.loss_dice: 0.8712, decode.d2.loss_cls: 0.4142, decode.d2.loss_mask: 0.5826, decode.d2.loss_dice: 0.8466, decode.d3.loss_cls: 0.3956, decode.d3.loss_mask: 0.5739, decode.d3.loss_dice: 0.8233, decode.d4.loss_cls: 0.3833, decode.d4.loss_mask: 0.5741, decode.d4.loss_dice: 0.8252, decode.d5.loss_cls: 0.3832, decode.d5.loss_mask: 0.5713, decode.d5.loss_dice: 0.8229, decode.d6.loss_cls: 0.3724, decode.d6.loss_mask: 0.5710, decode.d6.loss_dice: 0.8169, decode.d7.loss_cls: 0.3696, decode.d7.loss_mask: 0.5732, decode.d7.loss_dice: 0.8172, decode.d8.loss_cls: 0.3687, decode.d8.loss_mask: 0.5749, decode.d8.loss_dice: 0.8198, loss: 19.0646, grad_norm: 55.8998 2023-12-26 00:34:35,567 - mmseg - INFO - Iter [52700/160000] lr: 6.706e-05, eta: 15:11:09, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3992, decode.loss_mask: 0.5666, decode.loss_dice: 0.8633, decode.d0.loss_cls: 1.4102, decode.d0.loss_mask: 0.6095, decode.d0.loss_dice: 0.9620, decode.d1.loss_cls: 0.4985, decode.d1.loss_mask: 0.5890, decode.d1.loss_dice: 0.9186, decode.d2.loss_cls: 0.4465, decode.d2.loss_mask: 0.5746, decode.d2.loss_dice: 0.8818, decode.d3.loss_cls: 0.4304, decode.d3.loss_mask: 0.5708, decode.d3.loss_dice: 0.8642, decode.d4.loss_cls: 0.4099, decode.d4.loss_mask: 0.5720, decode.d4.loss_dice: 0.8685, decode.d5.loss_cls: 0.4076, decode.d5.loss_mask: 0.5709, decode.d5.loss_dice: 0.8690, decode.d6.loss_cls: 0.4063, decode.d6.loss_mask: 0.5667, decode.d6.loss_dice: 0.8586, decode.d7.loss_cls: 0.4038, decode.d7.loss_mask: 0.5657, decode.d7.loss_dice: 0.8550, decode.d8.loss_cls: 0.4031, decode.d8.loss_mask: 0.5665, decode.d8.loss_dice: 0.8619, loss: 19.7707, grad_norm: 58.1126 2023-12-26 00:35:00,197 - mmseg - INFO - Iter [52750/160000] lr: 6.703e-05, eta: 15:10:41, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4065, decode.loss_mask: 0.5844, decode.loss_dice: 0.8739, decode.d0.loss_cls: 1.4104, decode.d0.loss_mask: 0.6223, decode.d0.loss_dice: 0.9777, decode.d1.loss_cls: 0.4868, decode.d1.loss_mask: 0.6036, decode.d1.loss_dice: 0.9278, decode.d2.loss_cls: 0.4480, decode.d2.loss_mask: 0.5913, decode.d2.loss_dice: 0.8972, decode.d3.loss_cls: 0.4320, decode.d3.loss_mask: 0.5887, decode.d3.loss_dice: 0.8843, decode.d4.loss_cls: 0.4193, decode.d4.loss_mask: 0.5852, decode.d4.loss_dice: 0.8819, decode.d5.loss_cls: 0.4107, decode.d5.loss_mask: 0.5855, decode.d5.loss_dice: 0.8794, decode.d6.loss_cls: 0.4146, decode.d6.loss_mask: 0.5832, decode.d6.loss_dice: 0.8755, decode.d7.loss_cls: 0.4032, decode.d7.loss_mask: 0.5849, decode.d7.loss_dice: 0.8691, decode.d8.loss_cls: 0.3971, decode.d8.loss_mask: 0.5850, decode.d8.loss_dice: 0.8772, loss: 20.0866, grad_norm: 58.0428 2023-12-26 00:35:24,354 - mmseg - INFO - Iter [52800/160000] lr: 6.700e-05, eta: 15:10:12, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3891, decode.loss_mask: 0.5736, decode.loss_dice: 0.8328, decode.d0.loss_cls: 1.3906, decode.d0.loss_mask: 0.6176, decode.d0.loss_dice: 0.9229, decode.d1.loss_cls: 0.4770, decode.d1.loss_mask: 0.5956, decode.d1.loss_dice: 0.8841, decode.d2.loss_cls: 0.4320, decode.d2.loss_mask: 0.5851, decode.d2.loss_dice: 0.8532, decode.d3.loss_cls: 0.4122, decode.d3.loss_mask: 0.5805, decode.d3.loss_dice: 0.8459, decode.d4.loss_cls: 0.4005, decode.d4.loss_mask: 0.5776, decode.d4.loss_dice: 0.8437, decode.d5.loss_cls: 0.3925, decode.d5.loss_mask: 0.5784, decode.d5.loss_dice: 0.8378, decode.d6.loss_cls: 0.3963, decode.d6.loss_mask: 0.5752, decode.d6.loss_dice: 0.8253, decode.d7.loss_cls: 0.3918, decode.d7.loss_mask: 0.5756, decode.d7.loss_dice: 0.8302, decode.d8.loss_cls: 0.3873, decode.d8.loss_mask: 0.5750, decode.d8.loss_dice: 0.8349, loss: 19.4144, grad_norm: 61.7792 2023-12-26 00:35:49,415 - mmseg - INFO - Iter [52850/160000] lr: 6.697e-05, eta: 15:09:46, time: 0.501, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3814, decode.loss_mask: 0.6047, decode.loss_dice: 0.8660, decode.d0.loss_cls: 1.3884, decode.d0.loss_mask: 0.6467, decode.d0.loss_dice: 0.9610, decode.d1.loss_cls: 0.4880, decode.d1.loss_mask: 0.6163, decode.d1.loss_dice: 0.9149, decode.d2.loss_cls: 0.4319, decode.d2.loss_mask: 0.6113, decode.d2.loss_dice: 0.8853, decode.d3.loss_cls: 0.4110, decode.d3.loss_mask: 0.6077, decode.d3.loss_dice: 0.8669, decode.d4.loss_cls: 0.3994, decode.d4.loss_mask: 0.6035, decode.d4.loss_dice: 0.8743, decode.d5.loss_cls: 0.3943, decode.d5.loss_mask: 0.6026, decode.d5.loss_dice: 0.8671, decode.d6.loss_cls: 0.3863, decode.d6.loss_mask: 0.6038, decode.d6.loss_dice: 0.8644, decode.d7.loss_cls: 0.3846, decode.d7.loss_mask: 0.6027, decode.d7.loss_dice: 0.8660, decode.d8.loss_cls: 0.3797, decode.d8.loss_mask: 0.6047, decode.d8.loss_dice: 0.8681, loss: 19.9830, grad_norm: 61.4341 2023-12-26 00:36:13,790 - mmseg - INFO - Iter [52900/160000] lr: 6.694e-05, eta: 15:09:18, time: 0.488, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3831, decode.loss_mask: 0.5857, decode.loss_dice: 0.8532, decode.d0.loss_cls: 1.3814, decode.d0.loss_mask: 0.6288, decode.d0.loss_dice: 0.9390, decode.d1.loss_cls: 0.4594, decode.d1.loss_mask: 0.6102, decode.d1.loss_dice: 0.9052, decode.d2.loss_cls: 0.4235, decode.d2.loss_mask: 0.5955, decode.d2.loss_dice: 0.8816, decode.d3.loss_cls: 0.4043, decode.d3.loss_mask: 0.5886, decode.d3.loss_dice: 0.8664, decode.d4.loss_cls: 0.3934, decode.d4.loss_mask: 0.5869, decode.d4.loss_dice: 0.8645, decode.d5.loss_cls: 0.3827, decode.d5.loss_mask: 0.5901, decode.d5.loss_dice: 0.8608, decode.d6.loss_cls: 0.3825, decode.d6.loss_mask: 0.5866, decode.d6.loss_dice: 0.8594, decode.d7.loss_cls: 0.3771, decode.d7.loss_mask: 0.5848, decode.d7.loss_dice: 0.8579, decode.d8.loss_cls: 0.3826, decode.d8.loss_mask: 0.5844, decode.d8.loss_dice: 0.8535, loss: 19.6532, grad_norm: 63.6819 2023-12-26 00:36:40,274 - mmseg - INFO - Iter [52950/160000] lr: 6.691e-05, eta: 15:08:55, time: 0.530, data_time: 0.058, memory: 40245, decode.loss_cls: 0.3758, decode.loss_mask: 0.5796, decode.loss_dice: 0.8394, decode.d0.loss_cls: 1.4001, decode.d0.loss_mask: 0.6217, decode.d0.loss_dice: 0.9381, decode.d1.loss_cls: 0.4623, decode.d1.loss_mask: 0.6004, decode.d1.loss_dice: 0.8917, decode.d2.loss_cls: 0.4158, decode.d2.loss_mask: 0.5876, decode.d2.loss_dice: 0.8651, decode.d3.loss_cls: 0.3979, decode.d3.loss_mask: 0.5824, decode.d3.loss_dice: 0.8522, decode.d4.loss_cls: 0.3825, decode.d4.loss_mask: 0.5830, decode.d4.loss_dice: 0.8522, decode.d5.loss_cls: 0.3788, decode.d5.loss_mask: 0.5810, decode.d5.loss_dice: 0.8455, decode.d6.loss_cls: 0.3782, decode.d6.loss_mask: 0.5775, decode.d6.loss_dice: 0.8387, decode.d7.loss_cls: 0.3750, decode.d7.loss_mask: 0.5791, decode.d7.loss_dice: 0.8395, decode.d8.loss_cls: 0.3689, decode.d8.loss_mask: 0.5802, decode.d8.loss_dice: 0.8429, loss: 19.4132, grad_norm: 66.0227 2023-12-26 00:37:04,486 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 00:37:04,487 - mmseg - INFO - Iter [53000/160000] lr: 6.688e-05, eta: 15:08:26, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3724, decode.loss_mask: 0.5828, decode.loss_dice: 0.8555, decode.d0.loss_cls: 1.3645, decode.d0.loss_mask: 0.6281, decode.d0.loss_dice: 0.9415, decode.d1.loss_cls: 0.4595, decode.d1.loss_mask: 0.6067, decode.d1.loss_dice: 0.9026, decode.d2.loss_cls: 0.4139, decode.d2.loss_mask: 0.5943, decode.d2.loss_dice: 0.8773, decode.d3.loss_cls: 0.3937, decode.d3.loss_mask: 0.5881, decode.d3.loss_dice: 0.8631, decode.d4.loss_cls: 0.3828, decode.d4.loss_mask: 0.5848, decode.d4.loss_dice: 0.8611, decode.d5.loss_cls: 0.3861, decode.d5.loss_mask: 0.5834, decode.d5.loss_dice: 0.8608, decode.d6.loss_cls: 0.3799, decode.d6.loss_mask: 0.5844, decode.d6.loss_dice: 0.8494, decode.d7.loss_cls: 0.3709, decode.d7.loss_mask: 0.5845, decode.d7.loss_dice: 0.8585, decode.d8.loss_cls: 0.3707, decode.d8.loss_mask: 0.5831, decode.d8.loss_dice: 0.8566, loss: 19.5411, grad_norm: 58.1870 2023-12-26 00:37:28,844 - mmseg - INFO - Iter [53050/160000] lr: 6.684e-05, eta: 15:07:58, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3635, decode.loss_mask: 0.5720, decode.loss_dice: 0.8518, decode.d0.loss_cls: 1.3707, decode.d0.loss_mask: 0.6159, decode.d0.loss_dice: 0.9435, decode.d1.loss_cls: 0.4602, decode.d1.loss_mask: 0.5931, decode.d1.loss_dice: 0.9032, decode.d2.loss_cls: 0.4130, decode.d2.loss_mask: 0.5800, decode.d2.loss_dice: 0.8740, decode.d3.loss_cls: 0.3956, decode.d3.loss_mask: 0.5757, decode.d3.loss_dice: 0.8595, decode.d4.loss_cls: 0.3837, decode.d4.loss_mask: 0.5736, decode.d4.loss_dice: 0.8618, decode.d5.loss_cls: 0.3807, decode.d5.loss_mask: 0.5746, decode.d5.loss_dice: 0.8563, decode.d6.loss_cls: 0.3788, decode.d6.loss_mask: 0.5740, decode.d6.loss_dice: 0.8476, decode.d7.loss_cls: 0.3695, decode.d7.loss_mask: 0.5729, decode.d7.loss_dice: 0.8515, decode.d8.loss_cls: 0.3629, decode.d8.loss_mask: 0.5721, decode.d8.loss_dice: 0.8538, loss: 19.3856, grad_norm: 57.7539 2023-12-26 00:37:53,137 - mmseg - INFO - Iter [53100/160000] lr: 6.681e-05, eta: 15:07:30, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3661, decode.loss_mask: 0.5663, decode.loss_dice: 0.8303, decode.d0.loss_cls: 1.3705, decode.d0.loss_mask: 0.6064, decode.d0.loss_dice: 0.9235, decode.d1.loss_cls: 0.4497, decode.d1.loss_mask: 0.5863, decode.d1.loss_dice: 0.8789, decode.d2.loss_cls: 0.4030, decode.d2.loss_mask: 0.5733, decode.d2.loss_dice: 0.8600, decode.d3.loss_cls: 0.3939, decode.d3.loss_mask: 0.5708, decode.d3.loss_dice: 0.8395, decode.d4.loss_cls: 0.3843, decode.d4.loss_mask: 0.5670, decode.d4.loss_dice: 0.8358, decode.d5.loss_cls: 0.3767, decode.d5.loss_mask: 0.5696, decode.d5.loss_dice: 0.8356, decode.d6.loss_cls: 0.3732, decode.d6.loss_mask: 0.5658, decode.d6.loss_dice: 0.8308, decode.d7.loss_cls: 0.3664, decode.d7.loss_mask: 0.5665, decode.d7.loss_dice: 0.8317, decode.d8.loss_cls: 0.3655, decode.d8.loss_mask: 0.5664, decode.d8.loss_dice: 0.8317, loss: 19.0855, grad_norm: 60.1273 2023-12-26 00:38:17,379 - mmseg - INFO - Iter [53150/160000] lr: 6.678e-05, eta: 15:07:01, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3938, decode.loss_mask: 0.5776, decode.loss_dice: 0.8659, decode.d0.loss_cls: 1.4089, decode.d0.loss_mask: 0.6201, decode.d0.loss_dice: 0.9621, decode.d1.loss_cls: 0.4759, decode.d1.loss_mask: 0.6004, decode.d1.loss_dice: 0.9205, decode.d2.loss_cls: 0.4307, decode.d2.loss_mask: 0.5865, decode.d2.loss_dice: 0.8886, decode.d3.loss_cls: 0.4168, decode.d3.loss_mask: 0.5805, decode.d3.loss_dice: 0.8752, decode.d4.loss_cls: 0.4028, decode.d4.loss_mask: 0.5827, decode.d4.loss_dice: 0.8716, decode.d5.loss_cls: 0.3984, decode.d5.loss_mask: 0.5823, decode.d5.loss_dice: 0.8658, decode.d6.loss_cls: 0.3997, decode.d6.loss_mask: 0.5773, decode.d6.loss_dice: 0.8574, decode.d7.loss_cls: 0.3989, decode.d7.loss_mask: 0.5783, decode.d7.loss_dice: 0.8583, decode.d8.loss_cls: 0.3931, decode.d8.loss_mask: 0.5789, decode.d8.loss_dice: 0.8617, loss: 19.8106, grad_norm: 65.2679 2023-12-26 00:38:41,808 - mmseg - INFO - Iter [53200/160000] lr: 6.675e-05, eta: 15:06:33, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3816, decode.loss_mask: 0.5949, decode.loss_dice: 0.8551, decode.d0.loss_cls: 1.3733, decode.d0.loss_mask: 0.6373, decode.d0.loss_dice: 0.9566, decode.d1.loss_cls: 0.4840, decode.d1.loss_mask: 0.6195, decode.d1.loss_dice: 0.9096, decode.d2.loss_cls: 0.4378, decode.d2.loss_mask: 0.6072, decode.d2.loss_dice: 0.8765, decode.d3.loss_cls: 0.4127, decode.d3.loss_mask: 0.6028, decode.d3.loss_dice: 0.8624, decode.d4.loss_cls: 0.4077, decode.d4.loss_mask: 0.5963, decode.d4.loss_dice: 0.8582, decode.d5.loss_cls: 0.3945, decode.d5.loss_mask: 0.5977, decode.d5.loss_dice: 0.8592, decode.d6.loss_cls: 0.3909, decode.d6.loss_mask: 0.5970, decode.d6.loss_dice: 0.8500, decode.d7.loss_cls: 0.3874, decode.d7.loss_mask: 0.5950, decode.d7.loss_dice: 0.8505, decode.d8.loss_cls: 0.3858, decode.d8.loss_mask: 0.5993, decode.d8.loss_dice: 0.8526, loss: 19.8334, grad_norm: 58.0331 2023-12-26 00:39:06,359 - mmseg - INFO - Iter [53250/160000] lr: 6.672e-05, eta: 15:06:05, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3748, decode.loss_mask: 0.5601, decode.loss_dice: 0.8308, decode.d0.loss_cls: 1.3391, decode.d0.loss_mask: 0.6004, decode.d0.loss_dice: 0.9226, decode.d1.loss_cls: 0.4671, decode.d1.loss_mask: 0.5773, decode.d1.loss_dice: 0.8797, decode.d2.loss_cls: 0.4174, decode.d2.loss_mask: 0.5667, decode.d2.loss_dice: 0.8548, decode.d3.loss_cls: 0.3992, decode.d3.loss_mask: 0.5642, decode.d3.loss_dice: 0.8355, decode.d4.loss_cls: 0.3862, decode.d4.loss_mask: 0.5622, decode.d4.loss_dice: 0.8359, decode.d5.loss_cls: 0.3780, decode.d5.loss_mask: 0.5652, decode.d5.loss_dice: 0.8388, decode.d6.loss_cls: 0.3713, decode.d6.loss_mask: 0.5595, decode.d6.loss_dice: 0.8321, decode.d7.loss_cls: 0.3685, decode.d7.loss_mask: 0.5629, decode.d7.loss_dice: 0.8313, decode.d8.loss_cls: 0.3703, decode.d8.loss_mask: 0.5598, decode.d8.loss_dice: 0.8283, loss: 19.0400, grad_norm: 61.2423 2023-12-26 00:39:30,587 - mmseg - INFO - Iter [53300/160000] lr: 6.669e-05, eta: 15:05:37, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3826, decode.loss_mask: 0.5804, decode.loss_dice: 0.8408, decode.d0.loss_cls: 1.3656, decode.d0.loss_mask: 0.6202, decode.d0.loss_dice: 0.9447, decode.d1.loss_cls: 0.4801, decode.d1.loss_mask: 0.6032, decode.d1.loss_dice: 0.8987, decode.d2.loss_cls: 0.4330, decode.d2.loss_mask: 0.5908, decode.d2.loss_dice: 0.8671, decode.d3.loss_cls: 0.4137, decode.d3.loss_mask: 0.5860, decode.d3.loss_dice: 0.8543, decode.d4.loss_cls: 0.4043, decode.d4.loss_mask: 0.5833, decode.d4.loss_dice: 0.8548, decode.d5.loss_cls: 0.3928, decode.d5.loss_mask: 0.5820, decode.d5.loss_dice: 0.8552, decode.d6.loss_cls: 0.3901, decode.d6.loss_mask: 0.5799, decode.d6.loss_dice: 0.8386, decode.d7.loss_cls: 0.3882, decode.d7.loss_mask: 0.5810, decode.d7.loss_dice: 0.8411, decode.d8.loss_cls: 0.3829, decode.d8.loss_mask: 0.5823, decode.d8.loss_dice: 0.8437, loss: 19.5613, grad_norm: 66.3751 2023-12-26 00:39:54,880 - mmseg - INFO - Iter [53350/160000] lr: 6.666e-05, eta: 15:05:08, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3822, decode.loss_mask: 0.5668, decode.loss_dice: 0.8381, decode.d0.loss_cls: 1.4232, decode.d0.loss_mask: 0.6100, decode.d0.loss_dice: 0.9528, decode.d1.loss_cls: 0.4748, decode.d1.loss_mask: 0.5933, decode.d1.loss_dice: 0.9037, decode.d2.loss_cls: 0.4308, decode.d2.loss_mask: 0.5787, decode.d2.loss_dice: 0.8633, decode.d3.loss_cls: 0.4120, decode.d3.loss_mask: 0.5741, decode.d3.loss_dice: 0.8463, decode.d4.loss_cls: 0.3990, decode.d4.loss_mask: 0.5724, decode.d4.loss_dice: 0.8462, decode.d5.loss_cls: 0.3896, decode.d5.loss_mask: 0.5703, decode.d5.loss_dice: 0.8423, decode.d6.loss_cls: 0.3914, decode.d6.loss_mask: 0.5682, decode.d6.loss_dice: 0.8395, decode.d7.loss_cls: 0.3815, decode.d7.loss_mask: 0.5673, decode.d7.loss_dice: 0.8378, decode.d8.loss_cls: 0.3858, decode.d8.loss_mask: 0.5675, decode.d8.loss_dice: 0.8385, loss: 19.4471, grad_norm: 58.8167 2023-12-26 00:40:19,109 - mmseg - INFO - Iter [53400/160000] lr: 6.663e-05, eta: 15:04:40, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3607, decode.loss_mask: 0.5823, decode.loss_dice: 0.8328, decode.d0.loss_cls: 1.3550, decode.d0.loss_mask: 0.6258, decode.d0.loss_dice: 0.9207, decode.d1.loss_cls: 0.4475, decode.d1.loss_mask: 0.6019, decode.d1.loss_dice: 0.8794, decode.d2.loss_cls: 0.4050, decode.d2.loss_mask: 0.5898, decode.d2.loss_dice: 0.8589, decode.d3.loss_cls: 0.3925, decode.d3.loss_mask: 0.5834, decode.d3.loss_dice: 0.8429, decode.d4.loss_cls: 0.3746, decode.d4.loss_mask: 0.5847, decode.d4.loss_dice: 0.8414, decode.d5.loss_cls: 0.3703, decode.d5.loss_mask: 0.5832, decode.d5.loss_dice: 0.8339, decode.d6.loss_cls: 0.3679, decode.d6.loss_mask: 0.5808, decode.d6.loss_dice: 0.8351, decode.d7.loss_cls: 0.3578, decode.d7.loss_mask: 0.5828, decode.d7.loss_dice: 0.8378, decode.d8.loss_cls: 0.3549, decode.d8.loss_mask: 0.5833, decode.d8.loss_dice: 0.8336, loss: 19.2008, grad_norm: 62.0598 2023-12-26 00:40:43,325 - mmseg - INFO - Iter [53450/160000] lr: 6.659e-05, eta: 15:04:11, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3933, decode.loss_mask: 0.5621, decode.loss_dice: 0.8415, decode.d0.loss_cls: 1.3834, decode.d0.loss_mask: 0.6038, decode.d0.loss_dice: 0.9424, decode.d1.loss_cls: 0.4907, decode.d1.loss_mask: 0.5832, decode.d1.loss_dice: 0.9006, decode.d2.loss_cls: 0.4449, decode.d2.loss_mask: 0.5719, decode.d2.loss_dice: 0.8630, decode.d3.loss_cls: 0.4161, decode.d3.loss_mask: 0.5669, decode.d3.loss_dice: 0.8501, decode.d4.loss_cls: 0.4065, decode.d4.loss_mask: 0.5665, decode.d4.loss_dice: 0.8483, decode.d5.loss_cls: 0.4046, decode.d5.loss_mask: 0.5663, decode.d5.loss_dice: 0.8463, decode.d6.loss_cls: 0.3977, decode.d6.loss_mask: 0.5657, decode.d6.loss_dice: 0.8437, decode.d7.loss_cls: 0.3907, decode.d7.loss_mask: 0.5672, decode.d7.loss_dice: 0.8447, decode.d8.loss_cls: 0.3907, decode.d8.loss_mask: 0.5653, decode.d8.loss_dice: 0.8438, loss: 19.4619, grad_norm: 66.5349 2023-12-26 00:41:07,726 - mmseg - INFO - Iter [53500/160000] lr: 6.656e-05, eta: 15:03:43, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3681, decode.loss_mask: 0.5764, decode.loss_dice: 0.8236, decode.d0.loss_cls: 1.3534, decode.d0.loss_mask: 0.6200, decode.d0.loss_dice: 0.9313, decode.d1.loss_cls: 0.4433, decode.d1.loss_mask: 0.5964, decode.d1.loss_dice: 0.8858, decode.d2.loss_cls: 0.4038, decode.d2.loss_mask: 0.5817, decode.d2.loss_dice: 0.8554, decode.d3.loss_cls: 0.3887, decode.d3.loss_mask: 0.5828, decode.d3.loss_dice: 0.8416, decode.d4.loss_cls: 0.3850, decode.d4.loss_mask: 0.5802, decode.d4.loss_dice: 0.8358, decode.d5.loss_cls: 0.3704, decode.d5.loss_mask: 0.5791, decode.d5.loss_dice: 0.8357, decode.d6.loss_cls: 0.3712, decode.d6.loss_mask: 0.5798, decode.d6.loss_dice: 0.8254, decode.d7.loss_cls: 0.3666, decode.d7.loss_mask: 0.5789, decode.d7.loss_dice: 0.8277, decode.d8.loss_cls: 0.3657, decode.d8.loss_mask: 0.5775, decode.d8.loss_dice: 0.8308, loss: 19.1622, grad_norm: 62.2627 2023-12-26 00:41:32,058 - mmseg - INFO - Iter [53550/160000] lr: 6.653e-05, eta: 15:03:15, time: 0.487, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3788, decode.loss_mask: 0.5632, decode.loss_dice: 0.8331, decode.d0.loss_cls: 1.3692, decode.d0.loss_mask: 0.6019, decode.d0.loss_dice: 0.9358, decode.d1.loss_cls: 0.4727, decode.d1.loss_mask: 0.5805, decode.d1.loss_dice: 0.8943, decode.d2.loss_cls: 0.4287, decode.d2.loss_mask: 0.5702, decode.d2.loss_dice: 0.8638, decode.d3.loss_cls: 0.4069, decode.d3.loss_mask: 0.5658, decode.d3.loss_dice: 0.8472, decode.d4.loss_cls: 0.3981, decode.d4.loss_mask: 0.5653, decode.d4.loss_dice: 0.8450, decode.d5.loss_cls: 0.3946, decode.d5.loss_mask: 0.5655, decode.d5.loss_dice: 0.8475, decode.d6.loss_cls: 0.3875, decode.d6.loss_mask: 0.5618, decode.d6.loss_dice: 0.8366, decode.d7.loss_cls: 0.3793, decode.d7.loss_mask: 0.5597, decode.d7.loss_dice: 0.8375, decode.d8.loss_cls: 0.3805, decode.d8.loss_mask: 0.5615, decode.d8.loss_dice: 0.8387, loss: 19.2711, grad_norm: 59.5657 2023-12-26 00:41:56,439 - mmseg - INFO - Iter [53600/160000] lr: 6.650e-05, eta: 15:02:47, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3965, decode.loss_mask: 0.5653, decode.loss_dice: 0.8577, decode.d0.loss_cls: 1.4088, decode.d0.loss_mask: 0.6065, decode.d0.loss_dice: 0.9628, decode.d1.loss_cls: 0.5015, decode.d1.loss_mask: 0.5843, decode.d1.loss_dice: 0.9091, decode.d2.loss_cls: 0.4418, decode.d2.loss_mask: 0.5709, decode.d2.loss_dice: 0.8841, decode.d3.loss_cls: 0.4231, decode.d3.loss_mask: 0.5704, decode.d3.loss_dice: 0.8646, decode.d4.loss_cls: 0.4159, decode.d4.loss_mask: 0.5693, decode.d4.loss_dice: 0.8653, decode.d5.loss_cls: 0.4058, decode.d5.loss_mask: 0.5675, decode.d5.loss_dice: 0.8655, decode.d6.loss_cls: 0.4047, decode.d6.loss_mask: 0.5638, decode.d6.loss_dice: 0.8586, decode.d7.loss_cls: 0.4030, decode.d7.loss_mask: 0.5644, decode.d7.loss_dice: 0.8581, decode.d8.loss_cls: 0.4011, decode.d8.loss_mask: 0.5662, decode.d8.loss_dice: 0.8554, loss: 19.7116, grad_norm: 60.2971 2023-12-26 00:42:20,715 - mmseg - INFO - Iter [53650/160000] lr: 6.647e-05, eta: 15:02:19, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4048, decode.loss_mask: 0.5616, decode.loss_dice: 0.8166, decode.d0.loss_cls: 1.4046, decode.d0.loss_mask: 0.6047, decode.d0.loss_dice: 0.9256, decode.d1.loss_cls: 0.4792, decode.d1.loss_mask: 0.5862, decode.d1.loss_dice: 0.8824, decode.d2.loss_cls: 0.4375, decode.d2.loss_mask: 0.5733, decode.d2.loss_dice: 0.8512, decode.d3.loss_cls: 0.4181, decode.d3.loss_mask: 0.5701, decode.d3.loss_dice: 0.8352, decode.d4.loss_cls: 0.4129, decode.d4.loss_mask: 0.5653, decode.d4.loss_dice: 0.8292, decode.d5.loss_cls: 0.4119, decode.d5.loss_mask: 0.5651, decode.d5.loss_dice: 0.8277, decode.d6.loss_cls: 0.4080, decode.d6.loss_mask: 0.5640, decode.d6.loss_dice: 0.8178, decode.d7.loss_cls: 0.4017, decode.d7.loss_mask: 0.5630, decode.d7.loss_dice: 0.8210, decode.d8.loss_cls: 0.4022, decode.d8.loss_mask: 0.5659, decode.d8.loss_dice: 0.8200, loss: 19.3266, grad_norm: 61.8622 2023-12-26 00:42:45,320 - mmseg - INFO - Iter [53700/160000] lr: 6.644e-05, eta: 15:01:51, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3869, decode.loss_mask: 0.5916, decode.loss_dice: 0.8474, decode.d0.loss_cls: 1.3741, decode.d0.loss_mask: 0.6298, decode.d0.loss_dice: 0.9572, decode.d1.loss_cls: 0.4822, decode.d1.loss_mask: 0.6036, decode.d1.loss_dice: 0.9088, decode.d2.loss_cls: 0.4402, decode.d2.loss_mask: 0.5929, decode.d2.loss_dice: 0.8720, decode.d3.loss_cls: 0.4210, decode.d3.loss_mask: 0.5911, decode.d3.loss_dice: 0.8617, decode.d4.loss_cls: 0.4061, decode.d4.loss_mask: 0.5928, decode.d4.loss_dice: 0.8600, decode.d5.loss_cls: 0.4022, decode.d5.loss_mask: 0.5876, decode.d5.loss_dice: 0.8527, decode.d6.loss_cls: 0.3967, decode.d6.loss_mask: 0.5881, decode.d6.loss_dice: 0.8493, decode.d7.loss_cls: 0.3841, decode.d7.loss_mask: 0.5899, decode.d7.loss_dice: 0.8534, decode.d8.loss_cls: 0.3921, decode.d8.loss_mask: 0.5877, decode.d8.loss_dice: 0.8478, loss: 19.7510, grad_norm: 61.8987 2023-12-26 00:43:09,797 - mmseg - INFO - Iter [53750/160000] lr: 6.641e-05, eta: 15:01:23, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3784, decode.loss_mask: 0.5904, decode.loss_dice: 0.8665, decode.d0.loss_cls: 1.3779, decode.d0.loss_mask: 0.6305, decode.d0.loss_dice: 0.9645, decode.d1.loss_cls: 0.4635, decode.d1.loss_mask: 0.6116, decode.d1.loss_dice: 0.9236, decode.d2.loss_cls: 0.4174, decode.d2.loss_mask: 0.5960, decode.d2.loss_dice: 0.8964, decode.d3.loss_cls: 0.4063, decode.d3.loss_mask: 0.5934, decode.d3.loss_dice: 0.8816, decode.d4.loss_cls: 0.3944, decode.d4.loss_mask: 0.5931, decode.d4.loss_dice: 0.8804, decode.d5.loss_cls: 0.3901, decode.d5.loss_mask: 0.5931, decode.d5.loss_dice: 0.8732, decode.d6.loss_cls: 0.3801, decode.d6.loss_mask: 0.5907, decode.d6.loss_dice: 0.8713, decode.d7.loss_cls: 0.3775, decode.d7.loss_mask: 0.5897, decode.d7.loss_dice: 0.8721, decode.d8.loss_cls: 0.3760, decode.d8.loss_mask: 0.5878, decode.d8.loss_dice: 0.8680, loss: 19.8356, grad_norm: 57.1827 2023-12-26 00:43:34,051 - mmseg - INFO - Iter [53800/160000] lr: 6.638e-05, eta: 15:00:55, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3775, decode.loss_mask: 0.5664, decode.loss_dice: 0.8308, decode.d0.loss_cls: 1.3825, decode.d0.loss_mask: 0.6079, decode.d0.loss_dice: 0.9300, decode.d1.loss_cls: 0.4623, decode.d1.loss_mask: 0.5913, decode.d1.loss_dice: 0.8832, decode.d2.loss_cls: 0.4307, decode.d2.loss_mask: 0.5777, decode.d2.loss_dice: 0.8636, decode.d3.loss_cls: 0.4120, decode.d3.loss_mask: 0.5723, decode.d3.loss_dice: 0.8430, decode.d4.loss_cls: 0.4013, decode.d4.loss_mask: 0.5680, decode.d4.loss_dice: 0.8453, decode.d5.loss_cls: 0.3936, decode.d5.loss_mask: 0.5690, decode.d5.loss_dice: 0.8412, decode.d6.loss_cls: 0.3858, decode.d6.loss_mask: 0.5669, decode.d6.loss_dice: 0.8375, decode.d7.loss_cls: 0.3789, decode.d7.loss_mask: 0.5673, decode.d7.loss_dice: 0.8365, decode.d8.loss_cls: 0.3779, decode.d8.loss_mask: 0.5678, decode.d8.loss_dice: 0.8363, loss: 19.3045, grad_norm: 60.7360 2023-12-26 00:43:58,127 - mmseg - INFO - Iter [53850/160000] lr: 6.634e-05, eta: 15:00:26, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3691, decode.loss_mask: 0.5844, decode.loss_dice: 0.8368, decode.d0.loss_cls: 1.3680, decode.d0.loss_mask: 0.6247, decode.d0.loss_dice: 0.9463, decode.d1.loss_cls: 0.4634, decode.d1.loss_mask: 0.6044, decode.d1.loss_dice: 0.8993, decode.d2.loss_cls: 0.4082, decode.d2.loss_mask: 0.5921, decode.d2.loss_dice: 0.8656, decode.d3.loss_cls: 0.3963, decode.d3.loss_mask: 0.5854, decode.d3.loss_dice: 0.8488, decode.d4.loss_cls: 0.3873, decode.d4.loss_mask: 0.5820, decode.d4.loss_dice: 0.8469, decode.d5.loss_cls: 0.3846, decode.d5.loss_mask: 0.5825, decode.d5.loss_dice: 0.8432, decode.d6.loss_cls: 0.3751, decode.d6.loss_mask: 0.5845, decode.d6.loss_dice: 0.8369, decode.d7.loss_cls: 0.3686, decode.d7.loss_mask: 0.5865, decode.d7.loss_dice: 0.8393, decode.d8.loss_cls: 0.3688, decode.d8.loss_mask: 0.5845, decode.d8.loss_dice: 0.8383, loss: 19.4015, grad_norm: 63.8128 2023-12-26 00:44:23,234 - mmseg - INFO - Iter [53900/160000] lr: 6.631e-05, eta: 15:00:00, time: 0.502, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3936, decode.loss_mask: 0.5771, decode.loss_dice: 0.8407, decode.d0.loss_cls: 1.4128, decode.d0.loss_mask: 0.6226, decode.d0.loss_dice: 0.9433, decode.d1.loss_cls: 0.4738, decode.d1.loss_mask: 0.6047, decode.d1.loss_dice: 0.8966, decode.d2.loss_cls: 0.4259, decode.d2.loss_mask: 0.5897, decode.d2.loss_dice: 0.8657, decode.d3.loss_cls: 0.4109, decode.d3.loss_mask: 0.5829, decode.d3.loss_dice: 0.8513, decode.d4.loss_cls: 0.4012, decode.d4.loss_mask: 0.5842, decode.d4.loss_dice: 0.8464, decode.d5.loss_cls: 0.4041, decode.d5.loss_mask: 0.5795, decode.d5.loss_dice: 0.8451, decode.d6.loss_cls: 0.3966, decode.d6.loss_mask: 0.5762, decode.d6.loss_dice: 0.8403, decode.d7.loss_cls: 0.3900, decode.d7.loss_mask: 0.5779, decode.d7.loss_dice: 0.8415, decode.d8.loss_cls: 0.3887, decode.d8.loss_mask: 0.5776, decode.d8.loss_dice: 0.8405, loss: 19.5816, grad_norm: 60.1686 2023-12-26 00:44:47,469 - mmseg - INFO - Iter [53950/160000] lr: 6.628e-05, eta: 14:59:32, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.4205, decode.loss_mask: 0.5928, decode.loss_dice: 0.8733, decode.d0.loss_cls: 1.4740, decode.d0.loss_mask: 0.6389, decode.d0.loss_dice: 0.9967, decode.d1.loss_cls: 0.5263, decode.d1.loss_mask: 0.6163, decode.d1.loss_dice: 0.9396, decode.d2.loss_cls: 0.4597, decode.d2.loss_mask: 0.6044, decode.d2.loss_dice: 0.9119, decode.d3.loss_cls: 0.4482, decode.d3.loss_mask: 0.5991, decode.d3.loss_dice: 0.8883, decode.d4.loss_cls: 0.4374, decode.d4.loss_mask: 0.5960, decode.d4.loss_dice: 0.8897, decode.d5.loss_cls: 0.4283, decode.d5.loss_mask: 0.5969, decode.d5.loss_dice: 0.8877, decode.d6.loss_cls: 0.4194, decode.d6.loss_mask: 0.5945, decode.d6.loss_dice: 0.8780, decode.d7.loss_cls: 0.4171, decode.d7.loss_mask: 0.5947, decode.d7.loss_dice: 0.8788, decode.d8.loss_cls: 0.4189, decode.d8.loss_mask: 0.5941, decode.d8.loss_dice: 0.8815, loss: 20.5032, grad_norm: 59.5251 2023-12-26 00:45:12,428 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 00:45:12,428 - mmseg - INFO - Iter [54000/160000] lr: 6.625e-05, eta: 14:59:05, time: 0.499, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3715, decode.loss_mask: 0.5968, decode.loss_dice: 0.8564, decode.d0.loss_cls: 1.3822, decode.d0.loss_mask: 0.6430, decode.d0.loss_dice: 0.9627, decode.d1.loss_cls: 0.4567, decode.d1.loss_mask: 0.6235, decode.d1.loss_dice: 0.9144, decode.d2.loss_cls: 0.4154, decode.d2.loss_mask: 0.6088, decode.d2.loss_dice: 0.8803, decode.d3.loss_cls: 0.3990, decode.d3.loss_mask: 0.6018, decode.d3.loss_dice: 0.8693, decode.d4.loss_cls: 0.3924, decode.d4.loss_mask: 0.6008, decode.d4.loss_dice: 0.8656, decode.d5.loss_cls: 0.3847, decode.d5.loss_mask: 0.6000, decode.d5.loss_dice: 0.8646, decode.d6.loss_cls: 0.3761, decode.d6.loss_mask: 0.5974, decode.d6.loss_dice: 0.8501, decode.d7.loss_cls: 0.3757, decode.d7.loss_mask: 0.5968, decode.d7.loss_dice: 0.8592, decode.d8.loss_cls: 0.3734, decode.d8.loss_mask: 0.5963, decode.d8.loss_dice: 0.8570, loss: 19.7720, grad_norm: 60.9013 2023-12-26 00:45:36,724 - mmseg - INFO - Iter [54050/160000] lr: 6.622e-05, eta: 14:58:37, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3636, decode.loss_mask: 0.5579, decode.loss_dice: 0.8173, decode.d0.loss_cls: 1.3497, decode.d0.loss_mask: 0.6023, decode.d0.loss_dice: 0.9136, decode.d1.loss_cls: 0.4548, decode.d1.loss_mask: 0.5819, decode.d1.loss_dice: 0.8742, decode.d2.loss_cls: 0.4063, decode.d2.loss_mask: 0.5657, decode.d2.loss_dice: 0.8453, decode.d3.loss_cls: 0.3915, decode.d3.loss_mask: 0.5642, decode.d3.loss_dice: 0.8231, decode.d4.loss_cls: 0.3799, decode.d4.loss_mask: 0.5628, decode.d4.loss_dice: 0.8265, decode.d5.loss_cls: 0.3720, decode.d5.loss_mask: 0.5602, decode.d5.loss_dice: 0.8240, decode.d6.loss_cls: 0.3714, decode.d6.loss_mask: 0.5598, decode.d6.loss_dice: 0.8166, decode.d7.loss_cls: 0.3656, decode.d7.loss_mask: 0.5579, decode.d7.loss_dice: 0.8216, decode.d8.loss_cls: 0.3653, decode.d8.loss_mask: 0.5571, decode.d8.loss_dice: 0.8184, loss: 18.8706, grad_norm: 60.3286 2023-12-26 00:46:00,980 - mmseg - INFO - Iter [54100/160000] lr: 6.619e-05, eta: 14:58:08, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4050, decode.loss_mask: 0.5860, decode.loss_dice: 0.8582, decode.d0.loss_cls: 1.3895, decode.d0.loss_mask: 0.6284, decode.d0.loss_dice: 0.9678, decode.d1.loss_cls: 0.4910, decode.d1.loss_mask: 0.6092, decode.d1.loss_dice: 0.9248, decode.d2.loss_cls: 0.4487, decode.d2.loss_mask: 0.5937, decode.d2.loss_dice: 0.8870, decode.d3.loss_cls: 0.4302, decode.d3.loss_mask: 0.5889, decode.d3.loss_dice: 0.8700, decode.d4.loss_cls: 0.4199, decode.d4.loss_mask: 0.5863, decode.d4.loss_dice: 0.8685, decode.d5.loss_cls: 0.4123, decode.d5.loss_mask: 0.5879, decode.d5.loss_dice: 0.8703, decode.d6.loss_cls: 0.4124, decode.d6.loss_mask: 0.5854, decode.d6.loss_dice: 0.8619, decode.d7.loss_cls: 0.4110, decode.d7.loss_mask: 0.5852, decode.d7.loss_dice: 0.8617, decode.d8.loss_cls: 0.4049, decode.d8.loss_mask: 0.5862, decode.d8.loss_dice: 0.8622, loss: 19.9947, grad_norm: 64.5840 2023-12-26 00:46:25,621 - mmseg - INFO - Iter [54150/160000] lr: 6.616e-05, eta: 14:57:41, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3566, decode.loss_mask: 0.5678, decode.loss_dice: 0.8187, decode.d0.loss_cls: 1.3791, decode.d0.loss_mask: 0.6104, decode.d0.loss_dice: 0.9137, decode.d1.loss_cls: 0.4414, decode.d1.loss_mask: 0.5878, decode.d1.loss_dice: 0.8645, decode.d2.loss_cls: 0.4009, decode.d2.loss_mask: 0.5747, decode.d2.loss_dice: 0.8374, decode.d3.loss_cls: 0.3832, decode.d3.loss_mask: 0.5699, decode.d3.loss_dice: 0.8195, decode.d4.loss_cls: 0.3705, decode.d4.loss_mask: 0.5684, decode.d4.loss_dice: 0.8210, decode.d5.loss_cls: 0.3684, decode.d5.loss_mask: 0.5674, decode.d5.loss_dice: 0.8176, decode.d6.loss_cls: 0.3629, decode.d6.loss_mask: 0.5681, decode.d6.loss_dice: 0.8147, decode.d7.loss_cls: 0.3630, decode.d7.loss_mask: 0.5683, decode.d7.loss_dice: 0.8186, decode.d8.loss_cls: 0.3576, decode.d8.loss_mask: 0.5703, decode.d8.loss_dice: 0.8162, loss: 18.8785, grad_norm: 55.7683 2023-12-26 00:46:50,511 - mmseg - INFO - Iter [54200/160000] lr: 6.613e-05, eta: 14:57:14, time: 0.498, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4038, decode.loss_mask: 0.5771, decode.loss_dice: 0.8340, decode.d0.loss_cls: 1.3847, decode.d0.loss_mask: 0.6137, decode.d0.loss_dice: 0.9461, decode.d1.loss_cls: 0.4883, decode.d1.loss_mask: 0.5951, decode.d1.loss_dice: 0.8960, decode.d2.loss_cls: 0.4495, decode.d2.loss_mask: 0.5817, decode.d2.loss_dice: 0.8649, decode.d3.loss_cls: 0.4341, decode.d3.loss_mask: 0.5736, decode.d3.loss_dice: 0.8488, decode.d4.loss_cls: 0.4232, decode.d4.loss_mask: 0.5769, decode.d4.loss_dice: 0.8507, decode.d5.loss_cls: 0.4130, decode.d5.loss_mask: 0.5716, decode.d5.loss_dice: 0.8431, decode.d6.loss_cls: 0.4116, decode.d6.loss_mask: 0.5761, decode.d6.loss_dice: 0.8394, decode.d7.loss_cls: 0.4039, decode.d7.loss_mask: 0.5746, decode.d7.loss_dice: 0.8433, decode.d8.loss_cls: 0.4054, decode.d8.loss_mask: 0.5757, decode.d8.loss_dice: 0.8435, loss: 19.6436, grad_norm: 67.3349 2023-12-26 00:47:18,067 - mmseg - INFO - Iter [54250/160000] lr: 6.609e-05, eta: 14:56:54, time: 0.551, data_time: 0.060, memory: 40245, decode.loss_cls: 0.3684, decode.loss_mask: 0.5502, decode.loss_dice: 0.8195, decode.d0.loss_cls: 1.3827, decode.d0.loss_mask: 0.5916, decode.d0.loss_dice: 0.9138, decode.d1.loss_cls: 0.4493, decode.d1.loss_mask: 0.5722, decode.d1.loss_dice: 0.8756, decode.d2.loss_cls: 0.4105, decode.d2.loss_mask: 0.5579, decode.d2.loss_dice: 0.8439, decode.d3.loss_cls: 0.3967, decode.d3.loss_mask: 0.5541, decode.d3.loss_dice: 0.8291, decode.d4.loss_cls: 0.3846, decode.d4.loss_mask: 0.5528, decode.d4.loss_dice: 0.8248, decode.d5.loss_cls: 0.3765, decode.d5.loss_mask: 0.5542, decode.d5.loss_dice: 0.8262, decode.d6.loss_cls: 0.3746, decode.d6.loss_mask: 0.5514, decode.d6.loss_dice: 0.8142, decode.d7.loss_cls: 0.3675, decode.d7.loss_mask: 0.5522, decode.d7.loss_dice: 0.8214, decode.d8.loss_cls: 0.3656, decode.d8.loss_mask: 0.5515, decode.d8.loss_dice: 0.8187, loss: 18.8517, grad_norm: 55.9187 2023-12-26 00:47:42,771 - mmseg - INFO - Iter [54300/160000] lr: 6.606e-05, eta: 14:56:27, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.4030, decode.loss_mask: 0.5613, decode.loss_dice: 0.8597, decode.d0.loss_cls: 1.4130, decode.d0.loss_mask: 0.6027, decode.d0.loss_dice: 0.9621, decode.d1.loss_cls: 0.4933, decode.d1.loss_mask: 0.5832, decode.d1.loss_dice: 0.9073, decode.d2.loss_cls: 0.4397, decode.d2.loss_mask: 0.5707, decode.d2.loss_dice: 0.8868, decode.d3.loss_cls: 0.4271, decode.d3.loss_mask: 0.5650, decode.d3.loss_dice: 0.8722, decode.d4.loss_cls: 0.4079, decode.d4.loss_mask: 0.5648, decode.d4.loss_dice: 0.8702, decode.d5.loss_cls: 0.4083, decode.d5.loss_mask: 0.5613, decode.d5.loss_dice: 0.8616, decode.d6.loss_cls: 0.3967, decode.d6.loss_mask: 0.5611, decode.d6.loss_dice: 0.8634, decode.d7.loss_cls: 0.3995, decode.d7.loss_mask: 0.5606, decode.d7.loss_dice: 0.8619, decode.d8.loss_cls: 0.3988, decode.d8.loss_mask: 0.5627, decode.d8.loss_dice: 0.8595, loss: 19.6853, grad_norm: 59.9127 2023-12-26 00:48:07,105 - mmseg - INFO - Iter [54350/160000] lr: 6.603e-05, eta: 14:55:59, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3981, decode.loss_mask: 0.5580, decode.loss_dice: 0.8511, decode.d0.loss_cls: 1.3702, decode.d0.loss_mask: 0.6035, decode.d0.loss_dice: 0.9533, decode.d1.loss_cls: 0.4789, decode.d1.loss_mask: 0.5770, decode.d1.loss_dice: 0.9040, decode.d2.loss_cls: 0.4306, decode.d2.loss_mask: 0.5638, decode.d2.loss_dice: 0.8843, decode.d3.loss_cls: 0.4116, decode.d3.loss_mask: 0.5664, decode.d3.loss_dice: 0.8615, decode.d4.loss_cls: 0.3988, decode.d4.loss_mask: 0.5647, decode.d4.loss_dice: 0.8625, decode.d5.loss_cls: 0.4021, decode.d5.loss_mask: 0.5649, decode.d5.loss_dice: 0.8587, decode.d6.loss_cls: 0.3937, decode.d6.loss_mask: 0.5608, decode.d6.loss_dice: 0.8533, decode.d7.loss_cls: 0.3923, decode.d7.loss_mask: 0.5597, decode.d7.loss_dice: 0.8528, decode.d8.loss_cls: 0.3927, decode.d8.loss_mask: 0.5579, decode.d8.loss_dice: 0.8527, loss: 19.4798, grad_norm: 67.9436 2023-12-26 00:48:31,411 - mmseg - INFO - Iter [54400/160000] lr: 6.600e-05, eta: 14:55:31, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3624, decode.loss_mask: 0.5785, decode.loss_dice: 0.8512, decode.d0.loss_cls: 1.3594, decode.d0.loss_mask: 0.6211, decode.d0.loss_dice: 0.9596, decode.d1.loss_cls: 0.4437, decode.d1.loss_mask: 0.6024, decode.d1.loss_dice: 0.9084, decode.d2.loss_cls: 0.4044, decode.d2.loss_mask: 0.5887, decode.d2.loss_dice: 0.8794, decode.d3.loss_cls: 0.3938, decode.d3.loss_mask: 0.5805, decode.d3.loss_dice: 0.8645, decode.d4.loss_cls: 0.3803, decode.d4.loss_mask: 0.5794, decode.d4.loss_dice: 0.8630, decode.d5.loss_cls: 0.3787, decode.d5.loss_mask: 0.5774, decode.d5.loss_dice: 0.8614, decode.d6.loss_cls: 0.3695, decode.d6.loss_mask: 0.5755, decode.d6.loss_dice: 0.8502, decode.d7.loss_cls: 0.3644, decode.d7.loss_mask: 0.5766, decode.d7.loss_dice: 0.8553, decode.d8.loss_cls: 0.3583, decode.d8.loss_mask: 0.5761, decode.d8.loss_dice: 0.8559, loss: 19.4203, grad_norm: 62.4370 2023-12-26 00:48:55,886 - mmseg - INFO - Iter [54450/160000] lr: 6.597e-05, eta: 14:55:03, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3798, decode.loss_mask: 0.5785, decode.loss_dice: 0.8379, decode.d0.loss_cls: 1.4045, decode.d0.loss_mask: 0.6187, decode.d0.loss_dice: 0.9414, decode.d1.loss_cls: 0.4689, decode.d1.loss_mask: 0.6025, decode.d1.loss_dice: 0.9004, decode.d2.loss_cls: 0.4280, decode.d2.loss_mask: 0.5885, decode.d2.loss_dice: 0.8640, decode.d3.loss_cls: 0.4175, decode.d3.loss_mask: 0.5822, decode.d3.loss_dice: 0.8447, decode.d4.loss_cls: 0.4033, decode.d4.loss_mask: 0.5834, decode.d4.loss_dice: 0.8403, decode.d5.loss_cls: 0.3962, decode.d5.loss_mask: 0.5811, decode.d5.loss_dice: 0.8419, decode.d6.loss_cls: 0.3945, decode.d6.loss_mask: 0.5765, decode.d6.loss_dice: 0.8327, decode.d7.loss_cls: 0.3864, decode.d7.loss_mask: 0.5782, decode.d7.loss_dice: 0.8370, decode.d8.loss_cls: 0.3841, decode.d8.loss_mask: 0.5784, decode.d8.loss_dice: 0.8395, loss: 19.5109, grad_norm: 57.7772 2023-12-26 00:49:20,765 - mmseg - INFO - Iter [54500/160000] lr: 6.594e-05, eta: 14:54:36, time: 0.498, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3798, decode.loss_mask: 0.5475, decode.loss_dice: 0.8277, decode.d0.loss_cls: 1.4080, decode.d0.loss_mask: 0.5896, decode.d0.loss_dice: 0.9254, decode.d1.loss_cls: 0.4676, decode.d1.loss_mask: 0.5703, decode.d1.loss_dice: 0.8770, decode.d2.loss_cls: 0.4272, decode.d2.loss_mask: 0.5541, decode.d2.loss_dice: 0.8504, decode.d3.loss_cls: 0.4102, decode.d3.loss_mask: 0.5528, decode.d3.loss_dice: 0.8386, decode.d4.loss_cls: 0.3985, decode.d4.loss_mask: 0.5479, decode.d4.loss_dice: 0.8372, decode.d5.loss_cls: 0.3863, decode.d5.loss_mask: 0.5498, decode.d5.loss_dice: 0.8407, decode.d6.loss_cls: 0.3847, decode.d6.loss_mask: 0.5493, decode.d6.loss_dice: 0.8314, decode.d7.loss_cls: 0.3833, decode.d7.loss_mask: 0.5479, decode.d7.loss_dice: 0.8322, decode.d8.loss_cls: 0.3800, decode.d8.loss_mask: 0.5475, decode.d8.loss_dice: 0.8300, loss: 19.0729, grad_norm: 59.8688 2023-12-26 00:49:45,815 - mmseg - INFO - Iter [54550/160000] lr: 6.591e-05, eta: 14:54:10, time: 0.501, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3881, decode.loss_mask: 0.5702, decode.loss_dice: 0.8414, decode.d0.loss_cls: 1.4314, decode.d0.loss_mask: 0.6163, decode.d0.loss_dice: 0.9444, decode.d1.loss_cls: 0.4798, decode.d1.loss_mask: 0.5862, decode.d1.loss_dice: 0.8980, decode.d2.loss_cls: 0.4328, decode.d2.loss_mask: 0.5823, decode.d2.loss_dice: 0.8691, decode.d3.loss_cls: 0.4096, decode.d3.loss_mask: 0.5800, decode.d3.loss_dice: 0.8533, decode.d4.loss_cls: 0.4054, decode.d4.loss_mask: 0.5778, decode.d4.loss_dice: 0.8506, decode.d5.loss_cls: 0.4052, decode.d5.loss_mask: 0.5753, decode.d5.loss_dice: 0.8459, decode.d6.loss_cls: 0.3950, decode.d6.loss_mask: 0.5733, decode.d6.loss_dice: 0.8430, decode.d7.loss_cls: 0.3902, decode.d7.loss_mask: 0.5725, decode.d7.loss_dice: 0.8447, decode.d8.loss_cls: 0.3884, decode.d8.loss_mask: 0.5708, decode.d8.loss_dice: 0.8421, loss: 19.5629, grad_norm: 59.3777 2023-12-26 00:50:10,617 - mmseg - INFO - Iter [54600/160000] lr: 6.588e-05, eta: 14:53:43, time: 0.496, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3938, decode.loss_mask: 0.5646, decode.loss_dice: 0.8534, decode.d0.loss_cls: 1.3897, decode.d0.loss_mask: 0.6083, decode.d0.loss_dice: 0.9643, decode.d1.loss_cls: 0.4761, decode.d1.loss_mask: 0.5846, decode.d1.loss_dice: 0.9106, decode.d2.loss_cls: 0.4389, decode.d2.loss_mask: 0.5747, decode.d2.loss_dice: 0.8801, decode.d3.loss_cls: 0.4236, decode.d3.loss_mask: 0.5657, decode.d3.loss_dice: 0.8627, decode.d4.loss_cls: 0.4144, decode.d4.loss_mask: 0.5641, decode.d4.loss_dice: 0.8634, decode.d5.loss_cls: 0.4043, decode.d5.loss_mask: 0.5636, decode.d5.loss_dice: 0.8598, decode.d6.loss_cls: 0.3945, decode.d6.loss_mask: 0.5647, decode.d6.loss_dice: 0.8605, decode.d7.loss_cls: 0.3927, decode.d7.loss_mask: 0.5648, decode.d7.loss_dice: 0.8621, decode.d8.loss_cls: 0.3937, decode.d8.loss_mask: 0.5656, decode.d8.loss_dice: 0.8554, loss: 19.6150, grad_norm: 59.1450 2023-12-26 00:50:35,141 - mmseg - INFO - Iter [54650/160000] lr: 6.584e-05, eta: 14:53:15, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3831, decode.loss_mask: 0.5682, decode.loss_dice: 0.8424, decode.d0.loss_cls: 1.3755, decode.d0.loss_mask: 0.6187, decode.d0.loss_dice: 0.9495, decode.d1.loss_cls: 0.4787, decode.d1.loss_mask: 0.5917, decode.d1.loss_dice: 0.8981, decode.d2.loss_cls: 0.4271, decode.d2.loss_mask: 0.5790, decode.d2.loss_dice: 0.8760, decode.d3.loss_cls: 0.4115, decode.d3.loss_mask: 0.5717, decode.d3.loss_dice: 0.8471, decode.d4.loss_cls: 0.3934, decode.d4.loss_mask: 0.5720, decode.d4.loss_dice: 0.8539, decode.d5.loss_cls: 0.3940, decode.d5.loss_mask: 0.5700, decode.d5.loss_dice: 0.8451, decode.d6.loss_cls: 0.3951, decode.d6.loss_mask: 0.5680, decode.d6.loss_dice: 0.8359, decode.d7.loss_cls: 0.3877, decode.d7.loss_mask: 0.5696, decode.d7.loss_dice: 0.8426, decode.d8.loss_cls: 0.3842, decode.d8.loss_mask: 0.5679, decode.d8.loss_dice: 0.8437, loss: 19.4411, grad_norm: 58.8478 2023-12-26 00:50:59,609 - mmseg - INFO - Iter [54700/160000] lr: 6.581e-05, eta: 14:52:47, time: 0.491, data_time: 0.014, memory: 40245, decode.loss_cls: 0.3823, decode.loss_mask: 0.5875, decode.loss_dice: 0.8500, decode.d0.loss_cls: 1.3825, decode.d0.loss_mask: 0.6361, decode.d0.loss_dice: 0.9504, decode.d1.loss_cls: 0.4737, decode.d1.loss_mask: 0.6124, decode.d1.loss_dice: 0.9089, decode.d2.loss_cls: 0.4287, decode.d2.loss_mask: 0.5964, decode.d2.loss_dice: 0.8807, decode.d3.loss_cls: 0.4093, decode.d3.loss_mask: 0.5923, decode.d3.loss_dice: 0.8611, decode.d4.loss_cls: 0.3979, decode.d4.loss_mask: 0.5910, decode.d4.loss_dice: 0.8634, decode.d5.loss_cls: 0.3905, decode.d5.loss_mask: 0.5889, decode.d5.loss_dice: 0.8604, decode.d6.loss_cls: 0.3881, decode.d6.loss_mask: 0.5887, decode.d6.loss_dice: 0.8501, decode.d7.loss_cls: 0.3911, decode.d7.loss_mask: 0.5850, decode.d7.loss_dice: 0.8527, decode.d8.loss_cls: 0.3841, decode.d8.loss_mask: 0.5861, decode.d8.loss_dice: 0.8556, loss: 19.7259, grad_norm: 56.9242 2023-12-26 00:51:24,114 - mmseg - INFO - Iter [54750/160000] lr: 6.578e-05, eta: 14:52:20, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3762, decode.loss_mask: 0.5824, decode.loss_dice: 0.8492, decode.d0.loss_cls: 1.3766, decode.d0.loss_mask: 0.6206, decode.d0.loss_dice: 0.9437, decode.d1.loss_cls: 0.4657, decode.d1.loss_mask: 0.5999, decode.d1.loss_dice: 0.8959, decode.d2.loss_cls: 0.4281, decode.d2.loss_mask: 0.5874, decode.d2.loss_dice: 0.8631, decode.d3.loss_cls: 0.4080, decode.d3.loss_mask: 0.5843, decode.d3.loss_dice: 0.8520, decode.d4.loss_cls: 0.3997, decode.d4.loss_mask: 0.5855, decode.d4.loss_dice: 0.8532, decode.d5.loss_cls: 0.3887, decode.d5.loss_mask: 0.5844, decode.d5.loss_dice: 0.8460, decode.d6.loss_cls: 0.3924, decode.d6.loss_mask: 0.5814, decode.d6.loss_dice: 0.8405, decode.d7.loss_cls: 0.3805, decode.d7.loss_mask: 0.5815, decode.d7.loss_dice: 0.8464, decode.d8.loss_cls: 0.3795, decode.d8.loss_mask: 0.5809, decode.d8.loss_dice: 0.8455, loss: 19.5192, grad_norm: 59.3648 2023-12-26 00:51:48,666 - mmseg - INFO - Iter [54800/160000] lr: 6.575e-05, eta: 14:51:52, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3627, decode.loss_mask: 0.5967, decode.loss_dice: 0.8501, decode.d0.loss_cls: 1.3439, decode.d0.loss_mask: 0.6381, decode.d0.loss_dice: 0.9400, decode.d1.loss_cls: 0.4502, decode.d1.loss_mask: 0.6104, decode.d1.loss_dice: 0.8917, decode.d2.loss_cls: 0.4074, decode.d2.loss_mask: 0.6023, decode.d2.loss_dice: 0.8658, decode.d3.loss_cls: 0.3894, decode.d3.loss_mask: 0.6011, decode.d3.loss_dice: 0.8512, decode.d4.loss_cls: 0.3737, decode.d4.loss_mask: 0.5997, decode.d4.loss_dice: 0.8625, decode.d5.loss_cls: 0.3674, decode.d5.loss_mask: 0.6007, decode.d5.loss_dice: 0.8532, decode.d6.loss_cls: 0.3724, decode.d6.loss_mask: 0.5975, decode.d6.loss_dice: 0.8513, decode.d7.loss_cls: 0.3666, decode.d7.loss_mask: 0.5964, decode.d7.loss_dice: 0.8504, decode.d8.loss_cls: 0.3573, decode.d8.loss_mask: 0.5982, decode.d8.loss_dice: 0.8505, loss: 19.4987, grad_norm: 61.8605 2023-12-26 00:52:12,675 - mmseg - INFO - Iter [54850/160000] lr: 6.572e-05, eta: 14:51:23, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3709, decode.loss_mask: 0.5745, decode.loss_dice: 0.8355, decode.d0.loss_cls: 1.3523, decode.d0.loss_mask: 0.6167, decode.d0.loss_dice: 0.9212, decode.d1.loss_cls: 0.4680, decode.d1.loss_mask: 0.5953, decode.d1.loss_dice: 0.8821, decode.d2.loss_cls: 0.4176, decode.d2.loss_mask: 0.5823, decode.d2.loss_dice: 0.8549, decode.d3.loss_cls: 0.3976, decode.d3.loss_mask: 0.5771, decode.d3.loss_dice: 0.8423, decode.d4.loss_cls: 0.3842, decode.d4.loss_mask: 0.5746, decode.d4.loss_dice: 0.8404, decode.d5.loss_cls: 0.3780, decode.d5.loss_mask: 0.5763, decode.d5.loss_dice: 0.8374, decode.d6.loss_cls: 0.3742, decode.d6.loss_mask: 0.5748, decode.d6.loss_dice: 0.8350, decode.d7.loss_cls: 0.3728, decode.d7.loss_mask: 0.5774, decode.d7.loss_dice: 0.8346, decode.d8.loss_cls: 0.3710, decode.d8.loss_mask: 0.5768, decode.d8.loss_dice: 0.8357, loss: 19.2319, grad_norm: 63.5042 2023-12-26 00:52:36,774 - mmseg - INFO - Iter [54900/160000] lr: 6.569e-05, eta: 14:50:55, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3727, decode.loss_mask: 0.5829, decode.loss_dice: 0.8552, decode.d0.loss_cls: 1.3431, decode.d0.loss_mask: 0.6229, decode.d0.loss_dice: 0.9470, decode.d1.loss_cls: 0.4556, decode.d1.loss_mask: 0.6008, decode.d1.loss_dice: 0.9078, decode.d2.loss_cls: 0.4147, decode.d2.loss_mask: 0.5850, decode.d2.loss_dice: 0.8777, decode.d3.loss_cls: 0.3988, decode.d3.loss_mask: 0.5842, decode.d3.loss_dice: 0.8583, decode.d4.loss_cls: 0.3891, decode.d4.loss_mask: 0.5794, decode.d4.loss_dice: 0.8585, decode.d5.loss_cls: 0.3863, decode.d5.loss_mask: 0.5795, decode.d5.loss_dice: 0.8572, decode.d6.loss_cls: 0.3814, decode.d6.loss_mask: 0.5797, decode.d6.loss_dice: 0.8570, decode.d7.loss_cls: 0.3733, decode.d7.loss_mask: 0.5807, decode.d7.loss_dice: 0.8548, decode.d8.loss_cls: 0.3774, decode.d8.loss_mask: 0.5805, decode.d8.loss_dice: 0.8562, loss: 19.4980, grad_norm: 60.7944 2023-12-26 00:53:00,942 - mmseg - INFO - Iter [54950/160000] lr: 6.566e-05, eta: 14:50:27, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3857, decode.loss_mask: 0.5652, decode.loss_dice: 0.8460, decode.d0.loss_cls: 1.3895, decode.d0.loss_mask: 0.6097, decode.d0.loss_dice: 0.9403, decode.d1.loss_cls: 0.4832, decode.d1.loss_mask: 0.5848, decode.d1.loss_dice: 0.8953, decode.d2.loss_cls: 0.4389, decode.d2.loss_mask: 0.5742, decode.d2.loss_dice: 0.8676, decode.d3.loss_cls: 0.4104, decode.d3.loss_mask: 0.5725, decode.d3.loss_dice: 0.8522, decode.d4.loss_cls: 0.4055, decode.d4.loss_mask: 0.5713, decode.d4.loss_dice: 0.8471, decode.d5.loss_cls: 0.3951, decode.d5.loss_mask: 0.5697, decode.d5.loss_dice: 0.8510, decode.d6.loss_cls: 0.3967, decode.d6.loss_mask: 0.5665, decode.d6.loss_dice: 0.8456, decode.d7.loss_cls: 0.3928, decode.d7.loss_mask: 0.5648, decode.d7.loss_dice: 0.8459, decode.d8.loss_cls: 0.3878, decode.d8.loss_mask: 0.5639, decode.d8.loss_dice: 0.8513, loss: 19.4705, grad_norm: 62.0571 2023-12-26 00:53:25,343 - mmseg - INFO - Saving checkpoint at 55000 iterations 2023-12-26 00:53:27,650 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 00:53:27,650 - mmseg - INFO - Iter [55000/160000] lr: 6.563e-05, eta: 14:50:04, time: 0.534, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3593, decode.loss_mask: 0.5783, decode.loss_dice: 0.8464, decode.d0.loss_cls: 1.3690, decode.d0.loss_mask: 0.6253, decode.d0.loss_dice: 0.9336, decode.d1.loss_cls: 0.4542, decode.d1.loss_mask: 0.6057, decode.d1.loss_dice: 0.9080, decode.d2.loss_cls: 0.4013, decode.d2.loss_mask: 0.5927, decode.d2.loss_dice: 0.8768, decode.d3.loss_cls: 0.3892, decode.d3.loss_mask: 0.5856, decode.d3.loss_dice: 0.8609, decode.d4.loss_cls: 0.3741, decode.d4.loss_mask: 0.5875, decode.d4.loss_dice: 0.8575, decode.d5.loss_cls: 0.3679, decode.d5.loss_mask: 0.5843, decode.d5.loss_dice: 0.8543, decode.d6.loss_cls: 0.3576, decode.d6.loss_mask: 0.5811, decode.d6.loss_dice: 0.8446, decode.d7.loss_cls: 0.3584, decode.d7.loss_mask: 0.5819, decode.d7.loss_dice: 0.8441, decode.d8.loss_cls: 0.3525, decode.d8.loss_mask: 0.5791, decode.d8.loss_dice: 0.8533, loss: 19.3643, grad_norm: 62.1507 2023-12-26 00:53:49,889 - mmseg - INFO - per class results: 2023-12-26 00:53:49,894 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.57 | 88.44 | | building | 84.16 | 91.71 | | sky | 94.71 | 96.63 | | floor | 81.76 | 90.93 | | tree | 74.92 | 88.99 | | ceiling | 85.36 | 92.51 | | road | 84.61 | 88.56 | | bed | 91.17 | 95.86 | | windowpane | 61.29 | 81.67 | | grass | 70.47 | 83.23 | | cabinet | 63.62 | 75.84 | | sidewalk | 68.67 | 83.67 | | person | 84.5 | 92.6 | | earth | 37.4 | 52.78 | | door | 54.46 | 74.45 | | table | 65.07 | 81.08 | | mountain | 60.77 | 77.01 | | plant | 52.7 | 69.44 | | curtain | 74.04 | 82.13 | | chair | 62.94 | 75.14 | | car | 86.74 | 92.66 | | water | 47.52 | 60.47 | | painting | 70.51 | 86.1 | | sofa | 70.77 | 81.35 | | shelf | 35.72 | 47.29 | | house | 50.29 | 55.97 | | sea | 58.4 | 89.56 | | mirror | 71.53 | 82.27 | | rug | 57.89 | 62.96 | | field | 30.58 | 46.65 | | armchair | 44.81 | 69.46 | | seat | 59.32 | 81.24 | | fence | 48.28 | 65.04 | | desk | 55.93 | 71.32 | | rock | 53.4 | 80.1 | | wardrobe | 48.1 | 61.47 | | lamp | 69.63 | 80.26 | | bathtub | 85.83 | 89.15 | | railing | 38.39 | 54.18 | | cushion | 60.84 | 75.29 | | base | 35.34 | 63.28 | | box | 30.42 | 40.53 | | column | 53.25 | 65.52 | | signboard | 41.61 | 58.85 | | chest of drawers | 40.87 | 69.94 | | counter | 36.1 | 42.43 | | sand | 34.47 | 47.98 | | sink | 76.3 | 86.25 | | skyscraper | 45.76 | 60.7 | | fireplace | 71.82 | 90.3 | | refrigerator | 83.3 | 90.02 | | grandstand | 47.63 | 71.39 | | path | 22.21 | 37.01 | | stairs | 40.6 | 52.61 | | runway | 70.28 | 92.26 | | case | 44.34 | 61.94 | | pool table | 94.38 | 96.82 | | pillow | 56.45 | 75.96 | | screen door | 47.06 | 61.23 | | stairway | 31.55 | 50.54 | | river | 12.9 | 20.05 | | bridge | 55.37 | 92.75 | | bookcase | 25.48 | 50.53 | | blind | 27.85 | 28.4 | | coffee table | 66.13 | 81.66 | | toilet | 86.86 | 92.34 | | flower | 46.69 | 63.27 | | book | 48.44 | 71.84 | | hill | 6.4 | 8.41 | | bench | 46.0 | 55.1 | | countertop | 63.19 | 76.0 | | stove | 81.86 | 87.34 | | palm | 54.7 | 70.67 | | kitchen island | 47.41 | 67.96 | | computer | 75.14 | 80.77 | | swivel chair | 47.08 | 66.53 | | boat | 56.42 | 92.64 | | bar | 40.69 | 50.88 | | arcade machine | 73.84 | 79.44 | | hovel | 33.56 | 53.41 | | bus | 90.77 | 95.04 | | towel | 62.77 | 84.74 | | light | 61.94 | 77.47 | | truck | 39.28 | 56.28 | | tower | 22.02 | 38.01 | | chandelier | 68.3 | 86.59 | | awning | 38.98 | 52.98 | | streetlight | 37.24 | 55.8 | | booth | 43.44 | 49.06 | | television receiver | 73.83 | 79.03 | | airplane | 62.92 | 76.23 | | dirt track | 7.67 | 7.96 | | apparel | 36.4 | 75.19 | | pole | 19.87 | 28.58 | | land | 0.27 | 1.1 | | bannister | 20.25 | 35.02 | | escalator | 19.9 | 20.55 | | ottoman | 44.67 | 59.05 | | bottle | 42.92 | 66.04 | | buffet | 43.05 | 59.61 | | poster | 19.19 | 26.1 | | stage | 24.84 | 35.05 | | van | 51.39 | 70.99 | | ship | 6.66 | 6.71 | | fountain | 29.3 | 38.11 | | conveyer belt | 63.31 | 67.61 | | canopy | 16.82 | 32.3 | | washer | 72.53 | 75.29 | | plaything | 38.0 | 75.86 | | swimming pool | 75.8 | 84.77 | | stool | 44.95 | 72.22 | | barrel | 85.63 | 97.08 | | basket | 32.85 | 39.57 | | waterfall | 25.7 | 26.95 | | tent | 94.72 | 98.16 | | bag | 18.67 | 25.67 | | minibike | 71.74 | 88.03 | | cradle | 84.56 | 97.52 | | oven | 58.2 | 70.73 | | ball | 45.38 | 52.09 | | food | 67.58 | 83.61 | | step | 15.45 | 25.08 | | tank | 44.24 | 52.08 | | trade name | 31.35 | 39.11 | | microwave | 82.37 | 93.47 | | pot | 55.11 | 68.53 | | animal | 62.85 | 64.57 | | bicycle | 63.77 | 82.48 | | lake | 2.81 | 5.58 | | dishwasher | 73.94 | 83.4 | | screen | 57.55 | 71.46 | | blanket | 23.86 | 28.32 | | sculpture | 49.79 | 85.45 | | hood | 86.91 | 91.19 | | sconce | 54.47 | 74.57 | | vase | 45.62 | 69.03 | | traffic light | 38.17 | 74.49 | | tray | 17.61 | 28.89 | | ashcan | 50.39 | 69.04 | | fan | 63.97 | 83.91 | | pier | 30.05 | 34.87 | | crt screen | 9.91 | 30.5 | | plate | 58.85 | 76.87 | | monitor | 2.03 | 2.77 | | bulletin board | 45.28 | 62.18 | | shower | 2.74 | 30.06 | | radiator | 62.46 | 70.05 | | glass | 22.23 | 25.01 | | clock | 46.1 | 64.27 | | flag | 49.76 | 57.13 | +---------------------+-------+-------+ 2023-12-26 00:53:49,894 - mmseg - INFO - Summary: 2023-12-26 00:53:49,895 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.83 | 51.27 | 64.76 | +-------+-------+-------+ 2023-12-26 00:53:49,905 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/FlashInternImage/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_40000.pth was removed 2023-12-26 00:53:52,016 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_55000.pth. 2023-12-26 00:53:52,017 - mmseg - INFO - Best mIoU is 0.5127 at 55000 iter. 2023-12-26 00:53:52,017 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 00:53:52,017 - mmseg - INFO - Iter(val) [250] aAcc: 0.8383, mIoU: 0.5127, mAcc: 0.6476, IoU.wall: 0.7957, IoU.building: 0.8416, IoU.sky: 0.9471, IoU.floor: 0.8176, IoU.tree: 0.7492, IoU.ceiling: 0.8536, IoU.road: 0.8461, IoU.bed : 0.9117, IoU.windowpane: 0.6129, IoU.grass: 0.7047, IoU.cabinet: 0.6362, IoU.sidewalk: 0.6867, IoU.person: 0.8450, IoU.earth: 0.3740, IoU.door: 0.5446, IoU.table: 0.6507, IoU.mountain: 0.6077, IoU.plant: 0.5270, IoU.curtain: 0.7404, IoU.chair: 0.6294, IoU.car: 0.8674, IoU.water: 0.4752, IoU.painting: 0.7051, IoU.sofa: 0.7077, IoU.shelf: 0.3572, IoU.house: 0.5029, IoU.sea: 0.5840, IoU.mirror: 0.7153, IoU.rug: 0.5789, IoU.field: 0.3058, IoU.armchair: 0.4481, IoU.seat: 0.5932, IoU.fence: 0.4828, IoU.desk: 0.5593, IoU.rock: 0.5340, IoU.wardrobe: 0.4810, IoU.lamp: 0.6963, IoU.bathtub: 0.8583, IoU.railing: 0.3839, IoU.cushion: 0.6084, IoU.base: 0.3534, IoU.box: 0.3042, IoU.column: 0.5325, IoU.signboard: 0.4161, IoU.chest of drawers: 0.4087, IoU.counter: 0.3610, IoU.sand: 0.3447, IoU.sink: 0.7630, IoU.skyscraper: 0.4576, IoU.fireplace: 0.7182, IoU.refrigerator: 0.8330, IoU.grandstand: 0.4763, IoU.path: 0.2221, IoU.stairs: 0.4060, IoU.runway: 0.7028, IoU.case: 0.4434, IoU.pool table: 0.9438, IoU.pillow: 0.5645, IoU.screen door: 0.4706, IoU.stairway: 0.3155, IoU.river: 0.1290, IoU.bridge: 0.5537, IoU.bookcase: 0.2548, IoU.blind: 0.2785, IoU.coffee table: 0.6613, IoU.toilet: 0.8686, IoU.flower: 0.4669, IoU.book: 0.4844, IoU.hill: 0.0640, IoU.bench: 0.4600, IoU.countertop: 0.6319, IoU.stove: 0.8186, IoU.palm: 0.5470, IoU.kitchen island: 0.4741, IoU.computer: 0.7514, IoU.swivel chair: 0.4708, IoU.boat: 0.5642, IoU.bar: 0.4069, IoU.arcade machine: 0.7384, IoU.hovel: 0.3356, IoU.bus: 0.9077, IoU.towel: 0.6277, IoU.light: 0.6194, IoU.truck: 0.3928, IoU.tower: 0.2202, IoU.chandelier: 0.6830, IoU.awning: 0.3898, IoU.streetlight: 0.3724, IoU.booth: 0.4344, IoU.television receiver: 0.7383, IoU.airplane: 0.6292, IoU.dirt track: 0.0767, IoU.apparel: 0.3640, IoU.pole: 0.1987, IoU.land: 0.0027, IoU.bannister: 0.2025, IoU.escalator: 0.1990, IoU.ottoman: 0.4467, IoU.bottle: 0.4292, IoU.buffet: 0.4305, IoU.poster: 0.1919, IoU.stage: 0.2484, IoU.van: 0.5139, IoU.ship: 0.0666, IoU.fountain: 0.2930, IoU.conveyer belt: 0.6331, IoU.canopy: 0.1682, IoU.washer: 0.7253, IoU.plaything: 0.3800, IoU.swimming pool: 0.7580, IoU.stool: 0.4495, IoU.barrel: 0.8563, IoU.basket: 0.3285, IoU.waterfall: 0.2570, IoU.tent: 0.9472, IoU.bag: 0.1867, IoU.minibike: 0.7174, IoU.cradle: 0.8456, IoU.oven: 0.5820, IoU.ball: 0.4538, IoU.food: 0.6758, IoU.step: 0.1545, IoU.tank: 0.4424, IoU.trade name: 0.3135, IoU.microwave: 0.8237, IoU.pot: 0.5511, IoU.animal: 0.6285, IoU.bicycle: 0.6377, IoU.lake: 0.0281, IoU.dishwasher: 0.7394, IoU.screen: 0.5755, IoU.blanket: 0.2386, IoU.sculpture: 0.4979, IoU.hood: 0.8691, IoU.sconce: 0.5447, IoU.vase: 0.4562, IoU.traffic light: 0.3817, IoU.tray: 0.1761, IoU.ashcan: 0.5039, IoU.fan: 0.6397, IoU.pier: 0.3005, IoU.crt screen: 0.0991, IoU.plate: 0.5885, IoU.monitor: 0.0203, IoU.bulletin board: 0.4528, IoU.shower: 0.0274, IoU.radiator: 0.6246, IoU.glass: 0.2223, IoU.clock: 0.4610, IoU.flag: 0.4976, Acc.wall: 0.8844, Acc.building: 0.9171, Acc.sky: 0.9663, Acc.floor: 0.9093, Acc.tree: 0.8899, Acc.ceiling: 0.9251, Acc.road: 0.8856, Acc.bed : 0.9586, Acc.windowpane: 0.8167, Acc.grass: 0.8323, Acc.cabinet: 0.7584, Acc.sidewalk: 0.8367, Acc.person: 0.9260, Acc.earth: 0.5278, Acc.door: 0.7445, Acc.table: 0.8108, Acc.mountain: 0.7701, Acc.plant: 0.6944, Acc.curtain: 0.8213, Acc.chair: 0.7514, Acc.car: 0.9266, Acc.water: 0.6047, Acc.painting: 0.8610, Acc.sofa: 0.8135, Acc.shelf: 0.4729, Acc.house: 0.5597, Acc.sea: 0.8956, Acc.mirror: 0.8227, Acc.rug: 0.6296, Acc.field: 0.4665, Acc.armchair: 0.6946, Acc.seat: 0.8124, Acc.fence: 0.6504, Acc.desk: 0.7132, Acc.rock: 0.8010, Acc.wardrobe: 0.6147, Acc.lamp: 0.8026, Acc.bathtub: 0.8915, Acc.railing: 0.5418, Acc.cushion: 0.7529, Acc.base: 0.6328, Acc.box: 0.4053, Acc.column: 0.6552, Acc.signboard: 0.5885, Acc.chest of drawers: 0.6994, Acc.counter: 0.4243, Acc.sand: 0.4798, Acc.sink: 0.8625, Acc.skyscraper: 0.6070, Acc.fireplace: 0.9030, Acc.refrigerator: 0.9002, Acc.grandstand: 0.7139, Acc.path: 0.3701, Acc.stairs: 0.5261, Acc.runway: 0.9226, Acc.case: 0.6194, Acc.pool table: 0.9682, Acc.pillow: 0.7596, Acc.screen door: 0.6123, Acc.stairway: 0.5054, Acc.river: 0.2005, Acc.bridge: 0.9275, Acc.bookcase: 0.5053, Acc.blind: 0.2840, Acc.coffee table: 0.8166, Acc.toilet: 0.9234, Acc.flower: 0.6327, Acc.book: 0.7184, Acc.hill: 0.0841, Acc.bench: 0.5510, Acc.countertop: 0.7600, Acc.stove: 0.8734, Acc.palm: 0.7067, Acc.kitchen island: 0.6796, Acc.computer: 0.8077, Acc.swivel chair: 0.6653, Acc.boat: 0.9264, Acc.bar: 0.5088, Acc.arcade machine: 0.7944, Acc.hovel: 0.5341, Acc.bus: 0.9504, Acc.towel: 0.8474, Acc.light: 0.7747, Acc.truck: 0.5628, Acc.tower: 0.3801, Acc.chandelier: 0.8659, Acc.awning: 0.5298, Acc.streetlight: 0.5580, Acc.booth: 0.4906, Acc.television receiver: 0.7903, Acc.airplane: 0.7623, Acc.dirt track: 0.0796, Acc.apparel: 0.7519, Acc.pole: 0.2858, Acc.land: 0.0110, Acc.bannister: 0.3502, Acc.escalator: 0.2055, Acc.ottoman: 0.5905, Acc.bottle: 0.6604, Acc.buffet: 0.5961, Acc.poster: 0.2610, Acc.stage: 0.3505, Acc.van: 0.7099, Acc.ship: 0.0671, Acc.fountain: 0.3811, Acc.conveyer belt: 0.6761, Acc.canopy: 0.3230, Acc.washer: 0.7529, Acc.plaything: 0.7586, Acc.swimming pool: 0.8477, Acc.stool: 0.7222, Acc.barrel: 0.9708, Acc.basket: 0.3957, Acc.waterfall: 0.2695, Acc.tent: 0.9816, Acc.bag: 0.2567, Acc.minibike: 0.8803, Acc.cradle: 0.9752, Acc.oven: 0.7073, Acc.ball: 0.5209, Acc.food: 0.8361, Acc.step: 0.2508, Acc.tank: 0.5208, Acc.trade name: 0.3911, Acc.microwave: 0.9347, Acc.pot: 0.6853, Acc.animal: 0.6457, Acc.bicycle: 0.8248, Acc.lake: 0.0558, Acc.dishwasher: 0.8340, Acc.screen: 0.7146, Acc.blanket: 0.2832, Acc.sculpture: 0.8545, Acc.hood: 0.9119, Acc.sconce: 0.7457, Acc.vase: 0.6903, Acc.traffic light: 0.7449, Acc.tray: 0.2889, Acc.ashcan: 0.6904, Acc.fan: 0.8391, Acc.pier: 0.3487, Acc.crt screen: 0.3050, Acc.plate: 0.7687, Acc.monitor: 0.0277, Acc.bulletin board: 0.6218, Acc.shower: 0.3006, Acc.radiator: 0.7005, Acc.glass: 0.2501, Acc.clock: 0.6427, Acc.flag: 0.5713 2023-12-26 00:54:16,300 - mmseg - INFO - Iter [55050/160000] lr: 6.559e-05, eta: 14:50:33, time: 0.973, data_time: 0.499, memory: 40245, decode.loss_cls: 0.3957, decode.loss_mask: 0.5787, decode.loss_dice: 0.8468, decode.d0.loss_cls: 1.3639, decode.d0.loss_mask: 0.6256, decode.d0.loss_dice: 0.9535, decode.d1.loss_cls: 0.4791, decode.d1.loss_mask: 0.6035, decode.d1.loss_dice: 0.9157, decode.d2.loss_cls: 0.4374, decode.d2.loss_mask: 0.5926, decode.d2.loss_dice: 0.8763, decode.d3.loss_cls: 0.4212, decode.d3.loss_mask: 0.5843, decode.d3.loss_dice: 0.8586, decode.d4.loss_cls: 0.4155, decode.d4.loss_mask: 0.5786, decode.d4.loss_dice: 0.8579, decode.d5.loss_cls: 0.4060, decode.d5.loss_mask: 0.5801, decode.d5.loss_dice: 0.8580, decode.d6.loss_cls: 0.4091, decode.d6.loss_mask: 0.5784, decode.d6.loss_dice: 0.8444, decode.d7.loss_cls: 0.3973, decode.d7.loss_mask: 0.5810, decode.d7.loss_dice: 0.8489, decode.d8.loss_cls: 0.3935, decode.d8.loss_mask: 0.5795, decode.d8.loss_dice: 0.8487, loss: 19.7097, grad_norm: 60.8487 2023-12-26 00:54:40,739 - mmseg - INFO - Iter [55100/160000] lr: 6.556e-05, eta: 14:50:05, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3802, decode.loss_mask: 0.5805, decode.loss_dice: 0.8576, decode.d0.loss_cls: 1.4222, decode.d0.loss_mask: 0.6296, decode.d0.loss_dice: 0.9590, decode.d1.loss_cls: 0.4814, decode.d1.loss_mask: 0.6089, decode.d1.loss_dice: 0.9238, decode.d2.loss_cls: 0.4316, decode.d2.loss_mask: 0.5913, decode.d2.loss_dice: 0.8876, decode.d3.loss_cls: 0.4069, decode.d3.loss_mask: 0.5874, decode.d3.loss_dice: 0.8696, decode.d4.loss_cls: 0.4001, decode.d4.loss_mask: 0.5893, decode.d4.loss_dice: 0.8645, decode.d5.loss_cls: 0.3923, decode.d5.loss_mask: 0.5855, decode.d5.loss_dice: 0.8644, decode.d6.loss_cls: 0.3863, decode.d6.loss_mask: 0.5818, decode.d6.loss_dice: 0.8585, decode.d7.loss_cls: 0.3818, decode.d7.loss_mask: 0.5807, decode.d7.loss_dice: 0.8575, decode.d8.loss_cls: 0.3817, decode.d8.loss_mask: 0.5815, decode.d8.loss_dice: 0.8542, loss: 19.7776, grad_norm: 59.0566 2023-12-26 00:55:05,216 - mmseg - INFO - Iter [55150/160000] lr: 6.553e-05, eta: 14:49:37, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3688, decode.loss_mask: 0.5763, decode.loss_dice: 0.8314, decode.d0.loss_cls: 1.3682, decode.d0.loss_mask: 0.6162, decode.d0.loss_dice: 0.9296, decode.d1.loss_cls: 0.4552, decode.d1.loss_mask: 0.6027, decode.d1.loss_dice: 0.8957, decode.d2.loss_cls: 0.4116, decode.d2.loss_mask: 0.5876, decode.d2.loss_dice: 0.8654, decode.d3.loss_cls: 0.4057, decode.d3.loss_mask: 0.5818, decode.d3.loss_dice: 0.8530, decode.d4.loss_cls: 0.3848, decode.d4.loss_mask: 0.5804, decode.d4.loss_dice: 0.8506, decode.d5.loss_cls: 0.3796, decode.d5.loss_mask: 0.5758, decode.d5.loss_dice: 0.8454, decode.d6.loss_cls: 0.3774, decode.d6.loss_mask: 0.5767, decode.d6.loss_dice: 0.8371, decode.d7.loss_cls: 0.3750, decode.d7.loss_mask: 0.5772, decode.d7.loss_dice: 0.8316, decode.d8.loss_cls: 0.3695, decode.d8.loss_mask: 0.5759, decode.d8.loss_dice: 0.8288, loss: 19.3152, grad_norm: 60.2921 2023-12-26 00:55:29,815 - mmseg - INFO - Iter [55200/160000] lr: 6.550e-05, eta: 14:49:10, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3730, decode.loss_mask: 0.5803, decode.loss_dice: 0.8453, decode.d0.loss_cls: 1.3555, decode.d0.loss_mask: 0.6216, decode.d0.loss_dice: 0.9409, decode.d1.loss_cls: 0.4530, decode.d1.loss_mask: 0.6028, decode.d1.loss_dice: 0.9017, decode.d2.loss_cls: 0.4112, decode.d2.loss_mask: 0.5951, decode.d2.loss_dice: 0.8714, decode.d3.loss_cls: 0.3989, decode.d3.loss_mask: 0.5835, decode.d3.loss_dice: 0.8514, decode.d4.loss_cls: 0.3915, decode.d4.loss_mask: 0.5826, decode.d4.loss_dice: 0.8463, decode.d5.loss_cls: 0.3831, decode.d5.loss_mask: 0.5835, decode.d5.loss_dice: 0.8475, decode.d6.loss_cls: 0.3775, decode.d6.loss_mask: 0.5784, decode.d6.loss_dice: 0.8429, decode.d7.loss_cls: 0.3755, decode.d7.loss_mask: 0.5765, decode.d7.loss_dice: 0.8497, decode.d8.loss_cls: 0.3761, decode.d8.loss_mask: 0.5816, decode.d8.loss_dice: 0.8463, loss: 19.4247, grad_norm: 59.0855 2023-12-26 00:55:54,028 - mmseg - INFO - Iter [55250/160000] lr: 6.547e-05, eta: 14:48:41, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3800, decode.loss_mask: 0.5776, decode.loss_dice: 0.8521, decode.d0.loss_cls: 1.3974, decode.d0.loss_mask: 0.6161, decode.d0.loss_dice: 0.9469, decode.d1.loss_cls: 0.4720, decode.d1.loss_mask: 0.6026, decode.d1.loss_dice: 0.9027, decode.d2.loss_cls: 0.4199, decode.d2.loss_mask: 0.5855, decode.d2.loss_dice: 0.8703, decode.d3.loss_cls: 0.3951, decode.d3.loss_mask: 0.5829, decode.d3.loss_dice: 0.8578, decode.d4.loss_cls: 0.3862, decode.d4.loss_mask: 0.5805, decode.d4.loss_dice: 0.8615, decode.d5.loss_cls: 0.3817, decode.d5.loss_mask: 0.5785, decode.d5.loss_dice: 0.8536, decode.d6.loss_cls: 0.3780, decode.d6.loss_mask: 0.5781, decode.d6.loss_dice: 0.8492, decode.d7.loss_cls: 0.3788, decode.d7.loss_mask: 0.5768, decode.d7.loss_dice: 0.8538, decode.d8.loss_cls: 0.3780, decode.d8.loss_mask: 0.5788, decode.d8.loss_dice: 0.8483, loss: 19.5210, grad_norm: 62.2380 2023-12-26 00:56:18,436 - mmseg - INFO - Iter [55300/160000] lr: 6.544e-05, eta: 14:48:14, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3439, decode.loss_mask: 0.5665, decode.loss_dice: 0.8125, decode.d0.loss_cls: 1.3371, decode.d0.loss_mask: 0.6079, decode.d0.loss_dice: 0.9139, decode.d1.loss_cls: 0.4259, decode.d1.loss_mask: 0.5860, decode.d1.loss_dice: 0.8671, decode.d2.loss_cls: 0.3873, decode.d2.loss_mask: 0.5737, decode.d2.loss_dice: 0.8358, decode.d3.loss_cls: 0.3731, decode.d3.loss_mask: 0.5678, decode.d3.loss_dice: 0.8214, decode.d4.loss_cls: 0.3604, decode.d4.loss_mask: 0.5667, decode.d4.loss_dice: 0.8236, decode.d5.loss_cls: 0.3493, decode.d5.loss_mask: 0.5645, decode.d5.loss_dice: 0.8198, decode.d6.loss_cls: 0.3484, decode.d6.loss_mask: 0.5610, decode.d6.loss_dice: 0.8153, decode.d7.loss_cls: 0.3472, decode.d7.loss_mask: 0.5638, decode.d7.loss_dice: 0.8130, decode.d8.loss_cls: 0.3444, decode.d8.loss_mask: 0.5637, decode.d8.loss_dice: 0.8169, loss: 18.6778, grad_norm: 61.2123 2023-12-26 00:56:43,044 - mmseg - INFO - Iter [55350/160000] lr: 6.541e-05, eta: 14:47:46, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3709, decode.loss_mask: 0.5754, decode.loss_dice: 0.8266, decode.d0.loss_cls: 1.3616, decode.d0.loss_mask: 0.6193, decode.d0.loss_dice: 0.9148, decode.d1.loss_cls: 0.4597, decode.d1.loss_mask: 0.5934, decode.d1.loss_dice: 0.8776, decode.d2.loss_cls: 0.4135, decode.d2.loss_mask: 0.5831, decode.d2.loss_dice: 0.8486, decode.d3.loss_cls: 0.3949, decode.d3.loss_mask: 0.5779, decode.d3.loss_dice: 0.8382, decode.d4.loss_cls: 0.3839, decode.d4.loss_mask: 0.5785, decode.d4.loss_dice: 0.8358, decode.d5.loss_cls: 0.3832, decode.d5.loss_mask: 0.5766, decode.d5.loss_dice: 0.8290, decode.d6.loss_cls: 0.3756, decode.d6.loss_mask: 0.5746, decode.d6.loss_dice: 0.8271, decode.d7.loss_cls: 0.3711, decode.d7.loss_mask: 0.5764, decode.d7.loss_dice: 0.8256, decode.d8.loss_cls: 0.3715, decode.d8.loss_mask: 0.5758, decode.d8.loss_dice: 0.8275, loss: 19.1678, grad_norm: 64.8355 2023-12-26 00:57:07,840 - mmseg - INFO - Iter [55400/160000] lr: 6.538e-05, eta: 14:47:19, time: 0.496, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3699, decode.loss_mask: 0.5794, decode.loss_dice: 0.8527, decode.d0.loss_cls: 1.3705, decode.d0.loss_mask: 0.6170, decode.d0.loss_dice: 0.9414, decode.d1.loss_cls: 0.4502, decode.d1.loss_mask: 0.6007, decode.d1.loss_dice: 0.9059, decode.d2.loss_cls: 0.4060, decode.d2.loss_mask: 0.5918, decode.d2.loss_dice: 0.8758, decode.d3.loss_cls: 0.3990, decode.d3.loss_mask: 0.5857, decode.d3.loss_dice: 0.8610, decode.d4.loss_cls: 0.3857, decode.d4.loss_mask: 0.5853, decode.d4.loss_dice: 0.8624, decode.d5.loss_cls: 0.3846, decode.d5.loss_mask: 0.5838, decode.d5.loss_dice: 0.8558, decode.d6.loss_cls: 0.3758, decode.d6.loss_mask: 0.5833, decode.d6.loss_dice: 0.8492, decode.d7.loss_cls: 0.3714, decode.d7.loss_mask: 0.5838, decode.d7.loss_dice: 0.8536, decode.d8.loss_cls: 0.3673, decode.d8.loss_mask: 0.5821, decode.d8.loss_dice: 0.8520, loss: 19.4832, grad_norm: 64.0691 2023-12-26 00:57:33,214 - mmseg - INFO - Iter [55450/160000] lr: 6.534e-05, eta: 14:46:54, time: 0.507, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3810, decode.loss_mask: 0.5514, decode.loss_dice: 0.8373, decode.d0.loss_cls: 1.3908, decode.d0.loss_mask: 0.5901, decode.d0.loss_dice: 0.9223, decode.d1.loss_cls: 0.4662, decode.d1.loss_mask: 0.5712, decode.d1.loss_dice: 0.8932, decode.d2.loss_cls: 0.4257, decode.d2.loss_mask: 0.5596, decode.d2.loss_dice: 0.8573, decode.d3.loss_cls: 0.4133, decode.d3.loss_mask: 0.5577, decode.d3.loss_dice: 0.8431, decode.d4.loss_cls: 0.3982, decode.d4.loss_mask: 0.5542, decode.d4.loss_dice: 0.8418, decode.d5.loss_cls: 0.3903, decode.d5.loss_mask: 0.5534, decode.d5.loss_dice: 0.8383, decode.d6.loss_cls: 0.3911, decode.d6.loss_mask: 0.5507, decode.d6.loss_dice: 0.8318, decode.d7.loss_cls: 0.3862, decode.d7.loss_mask: 0.5532, decode.d7.loss_dice: 0.8350, decode.d8.loss_cls: 0.3791, decode.d8.loss_mask: 0.5502, decode.d8.loss_dice: 0.8344, loss: 19.1480, grad_norm: 58.9740 2023-12-26 00:57:59,826 - mmseg - INFO - Iter [55500/160000] lr: 6.531e-05, eta: 14:46:31, time: 0.532, data_time: 0.059, memory: 40245, decode.loss_cls: 0.3677, decode.loss_mask: 0.5635, decode.loss_dice: 0.8252, decode.d0.loss_cls: 1.3572, decode.d0.loss_mask: 0.5985, decode.d0.loss_dice: 0.9188, decode.d1.loss_cls: 0.4569, decode.d1.loss_mask: 0.5851, decode.d1.loss_dice: 0.8802, decode.d2.loss_cls: 0.4083, decode.d2.loss_mask: 0.5714, decode.d2.loss_dice: 0.8507, decode.d3.loss_cls: 0.3909, decode.d3.loss_mask: 0.5701, decode.d3.loss_dice: 0.8397, decode.d4.loss_cls: 0.3854, decode.d4.loss_mask: 0.5685, decode.d4.loss_dice: 0.8358, decode.d5.loss_cls: 0.3799, decode.d5.loss_mask: 0.5669, decode.d5.loss_dice: 0.8327, decode.d6.loss_cls: 0.3750, decode.d6.loss_mask: 0.5635, decode.d6.loss_dice: 0.8271, decode.d7.loss_cls: 0.3718, decode.d7.loss_mask: 0.5636, decode.d7.loss_dice: 0.8238, decode.d8.loss_cls: 0.3670, decode.d8.loss_mask: 0.5654, decode.d8.loss_dice: 0.8266, loss: 19.0372, grad_norm: 60.2221 2023-12-26 00:58:24,041 - mmseg - INFO - Iter [55550/160000] lr: 6.528e-05, eta: 14:46:03, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3633, decode.loss_mask: 0.5880, decode.loss_dice: 0.8470, decode.d0.loss_cls: 1.3651, decode.d0.loss_mask: 0.6333, decode.d0.loss_dice: 0.9518, decode.d1.loss_cls: 0.4437, decode.d1.loss_mask: 0.6109, decode.d1.loss_dice: 0.8976, decode.d2.loss_cls: 0.4119, decode.d2.loss_mask: 0.5959, decode.d2.loss_dice: 0.8664, decode.d3.loss_cls: 0.3880, decode.d3.loss_mask: 0.5905, decode.d3.loss_dice: 0.8587, decode.d4.loss_cls: 0.3727, decode.d4.loss_mask: 0.5900, decode.d4.loss_dice: 0.8566, decode.d5.loss_cls: 0.3708, decode.d5.loss_mask: 0.5882, decode.d5.loss_dice: 0.8575, decode.d6.loss_cls: 0.3672, decode.d6.loss_mask: 0.5876, decode.d6.loss_dice: 0.8487, decode.d7.loss_cls: 0.3595, decode.d7.loss_mask: 0.5890, decode.d7.loss_dice: 0.8468, decode.d8.loss_cls: 0.3594, decode.d8.loss_mask: 0.5908, decode.d8.loss_dice: 0.8492, loss: 19.4462, grad_norm: 60.0867 2023-12-26 00:58:49,332 - mmseg - INFO - Iter [55600/160000] lr: 6.525e-05, eta: 14:45:37, time: 0.506, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3773, decode.loss_mask: 0.5454, decode.loss_dice: 0.8280, decode.d0.loss_cls: 1.3857, decode.d0.loss_mask: 0.5908, decode.d0.loss_dice: 0.9500, decode.d1.loss_cls: 0.4622, decode.d1.loss_mask: 0.5666, decode.d1.loss_dice: 0.8973, decode.d2.loss_cls: 0.4124, decode.d2.loss_mask: 0.5553, decode.d2.loss_dice: 0.8666, decode.d3.loss_cls: 0.4033, decode.d3.loss_mask: 0.5478, decode.d3.loss_dice: 0.8430, decode.d4.loss_cls: 0.3907, decode.d4.loss_mask: 0.5477, decode.d4.loss_dice: 0.8464, decode.d5.loss_cls: 0.3828, decode.d5.loss_mask: 0.5485, decode.d5.loss_dice: 0.8416, decode.d6.loss_cls: 0.3742, decode.d6.loss_mask: 0.5467, decode.d6.loss_dice: 0.8344, decode.d7.loss_cls: 0.3761, decode.d7.loss_mask: 0.5477, decode.d7.loss_dice: 0.8333, decode.d8.loss_cls: 0.3798, decode.d8.loss_mask: 0.5458, decode.d8.loss_dice: 0.8328, loss: 19.0602, grad_norm: 57.4589 2023-12-26 00:59:14,427 - mmseg - INFO - Iter [55650/160000] lr: 6.522e-05, eta: 14:45:10, time: 0.502, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3660, decode.loss_mask: 0.5648, decode.loss_dice: 0.8156, decode.d0.loss_cls: 1.3951, decode.d0.loss_mask: 0.6116, decode.d0.loss_dice: 0.9150, decode.d1.loss_cls: 0.4480, decode.d1.loss_mask: 0.5885, decode.d1.loss_dice: 0.8704, decode.d2.loss_cls: 0.4099, decode.d2.loss_mask: 0.5743, decode.d2.loss_dice: 0.8352, decode.d3.loss_cls: 0.3948, decode.d3.loss_mask: 0.5708, decode.d3.loss_dice: 0.8295, decode.d4.loss_cls: 0.3819, decode.d4.loss_mask: 0.5691, decode.d4.loss_dice: 0.8226, decode.d5.loss_cls: 0.3796, decode.d5.loss_mask: 0.5659, decode.d5.loss_dice: 0.8177, decode.d6.loss_cls: 0.3754, decode.d6.loss_mask: 0.5628, decode.d6.loss_dice: 0.8117, decode.d7.loss_cls: 0.3661, decode.d7.loss_mask: 0.5651, decode.d7.loss_dice: 0.8158, decode.d8.loss_cls: 0.3663, decode.d8.loss_mask: 0.5651, decode.d8.loss_dice: 0.8162, loss: 18.9709, grad_norm: 58.7947 2023-12-26 00:59:39,917 - mmseg - INFO - Iter [55700/160000] lr: 6.519e-05, eta: 14:44:45, time: 0.510, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3845, decode.loss_mask: 0.5798, decode.loss_dice: 0.8450, decode.d0.loss_cls: 1.3688, decode.d0.loss_mask: 0.6352, decode.d0.loss_dice: 0.9475, decode.d1.loss_cls: 0.4803, decode.d1.loss_mask: 0.6060, decode.d1.loss_dice: 0.9074, decode.d2.loss_cls: 0.4248, decode.d2.loss_mask: 0.5913, decode.d2.loss_dice: 0.8709, decode.d3.loss_cls: 0.4140, decode.d3.loss_mask: 0.5871, decode.d3.loss_dice: 0.8527, decode.d4.loss_cls: 0.4012, decode.d4.loss_mask: 0.5831, decode.d4.loss_dice: 0.8551, decode.d5.loss_cls: 0.3979, decode.d5.loss_mask: 0.5831, decode.d5.loss_dice: 0.8496, decode.d6.loss_cls: 0.3942, decode.d6.loss_mask: 0.5830, decode.d6.loss_dice: 0.8436, decode.d7.loss_cls: 0.3836, decode.d7.loss_mask: 0.5819, decode.d7.loss_dice: 0.8469, decode.d8.loss_cls: 0.3857, decode.d8.loss_mask: 0.5793, decode.d8.loss_dice: 0.8457, loss: 19.6092, grad_norm: 59.4047 2023-12-26 01:00:04,875 - mmseg - INFO - Iter [55750/160000] lr: 6.516e-05, eta: 14:44:19, time: 0.499, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3291, decode.loss_mask: 0.5677, decode.loss_dice: 0.8202, decode.d0.loss_cls: 1.3282, decode.d0.loss_mask: 0.6145, decode.d0.loss_dice: 0.9221, decode.d1.loss_cls: 0.4224, decode.d1.loss_mask: 0.5897, decode.d1.loss_dice: 0.8754, decode.d2.loss_cls: 0.3801, decode.d2.loss_mask: 0.5809, decode.d2.loss_dice: 0.8462, decode.d3.loss_cls: 0.3656, decode.d3.loss_mask: 0.5769, decode.d3.loss_dice: 0.8285, decode.d4.loss_cls: 0.3569, decode.d4.loss_mask: 0.5715, decode.d4.loss_dice: 0.8288, decode.d5.loss_cls: 0.3482, decode.d5.loss_mask: 0.5715, decode.d5.loss_dice: 0.8301, decode.d6.loss_cls: 0.3435, decode.d6.loss_mask: 0.5713, decode.d6.loss_dice: 0.8173, decode.d7.loss_cls: 0.3375, decode.d7.loss_mask: 0.5723, decode.d7.loss_dice: 0.8227, decode.d8.loss_cls: 0.3302, decode.d8.loss_mask: 0.5704, decode.d8.loss_dice: 0.8243, loss: 18.7441, grad_norm: 63.8033 2023-12-26 01:00:29,451 - mmseg - INFO - Iter [55800/160000] lr: 6.513e-05, eta: 14:43:51, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3474, decode.loss_mask: 0.5629, decode.loss_dice: 0.8211, decode.d0.loss_cls: 1.3601, decode.d0.loss_mask: 0.6041, decode.d0.loss_dice: 0.9172, decode.d1.loss_cls: 0.4377, decode.d1.loss_mask: 0.5830, decode.d1.loss_dice: 0.8744, decode.d2.loss_cls: 0.3961, decode.d2.loss_mask: 0.5733, decode.d2.loss_dice: 0.8412, decode.d3.loss_cls: 0.3781, decode.d3.loss_mask: 0.5669, decode.d3.loss_dice: 0.8297, decode.d4.loss_cls: 0.3699, decode.d4.loss_mask: 0.5647, decode.d4.loss_dice: 0.8237, decode.d5.loss_cls: 0.3568, decode.d5.loss_mask: 0.5638, decode.d5.loss_dice: 0.8282, decode.d6.loss_cls: 0.3555, decode.d6.loss_mask: 0.5659, decode.d6.loss_dice: 0.8209, decode.d7.loss_cls: 0.3491, decode.d7.loss_mask: 0.5657, decode.d7.loss_dice: 0.8201, decode.d8.loss_cls: 0.3451, decode.d8.loss_mask: 0.5645, decode.d8.loss_dice: 0.8244, loss: 18.8118, grad_norm: 66.0430 2023-12-26 01:00:53,646 - mmseg - INFO - Iter [55850/160000] lr: 6.509e-05, eta: 14:43:23, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3629, decode.loss_mask: 0.5564, decode.loss_dice: 0.8147, decode.d0.loss_cls: 1.3711, decode.d0.loss_mask: 0.6054, decode.d0.loss_dice: 0.9130, decode.d1.loss_cls: 0.4594, decode.d1.loss_mask: 0.5767, decode.d1.loss_dice: 0.8660, decode.d2.loss_cls: 0.4087, decode.d2.loss_mask: 0.5681, decode.d2.loss_dice: 0.8386, decode.d3.loss_cls: 0.3892, decode.d3.loss_mask: 0.5617, decode.d3.loss_dice: 0.8198, decode.d4.loss_cls: 0.3815, decode.d4.loss_mask: 0.5598, decode.d4.loss_dice: 0.8171, decode.d5.loss_cls: 0.3735, decode.d5.loss_mask: 0.5611, decode.d5.loss_dice: 0.8212, decode.d6.loss_cls: 0.3728, decode.d6.loss_mask: 0.5556, decode.d6.loss_dice: 0.8118, decode.d7.loss_cls: 0.3652, decode.d7.loss_mask: 0.5572, decode.d7.loss_dice: 0.8169, decode.d8.loss_cls: 0.3632, decode.d8.loss_mask: 0.5570, decode.d8.loss_dice: 0.8143, loss: 18.8401, grad_norm: 59.7808 2023-12-26 01:01:18,017 - mmseg - INFO - Iter [55900/160000] lr: 6.506e-05, eta: 14:42:55, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3723, decode.loss_mask: 0.5816, decode.loss_dice: 0.8293, decode.d0.loss_cls: 1.3750, decode.d0.loss_mask: 0.6266, decode.d0.loss_dice: 0.9312, decode.d1.loss_cls: 0.4542, decode.d1.loss_mask: 0.6005, decode.d1.loss_dice: 0.8830, decode.d2.loss_cls: 0.4148, decode.d2.loss_mask: 0.5876, decode.d2.loss_dice: 0.8585, decode.d3.loss_cls: 0.3929, decode.d3.loss_mask: 0.5863, decode.d3.loss_dice: 0.8394, decode.d4.loss_cls: 0.3810, decode.d4.loss_mask: 0.5837, decode.d4.loss_dice: 0.8367, decode.d5.loss_cls: 0.3832, decode.d5.loss_mask: 0.5829, decode.d5.loss_dice: 0.8351, decode.d6.loss_cls: 0.3740, decode.d6.loss_mask: 0.5858, decode.d6.loss_dice: 0.8325, decode.d7.loss_cls: 0.3756, decode.d7.loss_mask: 0.5856, decode.d7.loss_dice: 0.8328, decode.d8.loss_cls: 0.3732, decode.d8.loss_mask: 0.5825, decode.d8.loss_dice: 0.8315, loss: 19.3090, grad_norm: 65.8173 2023-12-26 01:01:42,233 - mmseg - INFO - Iter [55950/160000] lr: 6.503e-05, eta: 14:42:27, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3683, decode.loss_mask: 0.5516, decode.loss_dice: 0.8386, decode.d0.loss_cls: 1.3838, decode.d0.loss_mask: 0.5944, decode.d0.loss_dice: 0.9372, decode.d1.loss_cls: 0.4566, decode.d1.loss_mask: 0.5758, decode.d1.loss_dice: 0.8874, decode.d2.loss_cls: 0.4186, decode.d2.loss_mask: 0.5630, decode.d2.loss_dice: 0.8651, decode.d3.loss_cls: 0.4016, decode.d3.loss_mask: 0.5551, decode.d3.loss_dice: 0.8462, decode.d4.loss_cls: 0.3876, decode.d4.loss_mask: 0.5526, decode.d4.loss_dice: 0.8451, decode.d5.loss_cls: 0.3899, decode.d5.loss_mask: 0.5533, decode.d5.loss_dice: 0.8354, decode.d6.loss_cls: 0.3803, decode.d6.loss_mask: 0.5504, decode.d6.loss_dice: 0.8311, decode.d7.loss_cls: 0.3720, decode.d7.loss_mask: 0.5508, decode.d7.loss_dice: 0.8341, decode.d8.loss_cls: 0.3776, decode.d8.loss_mask: 0.5517, decode.d8.loss_dice: 0.8368, loss: 19.0922, grad_norm: 59.9246 2023-12-26 01:02:06,539 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 01:02:06,539 - mmseg - INFO - Iter [56000/160000] lr: 6.500e-05, eta: 14:41:59, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3572, decode.loss_mask: 0.5763, decode.loss_dice: 0.8263, decode.d0.loss_cls: 1.3640, decode.d0.loss_mask: 0.6160, decode.d0.loss_dice: 0.9261, decode.d1.loss_cls: 0.4485, decode.d1.loss_mask: 0.5961, decode.d1.loss_dice: 0.8922, decode.d2.loss_cls: 0.4087, decode.d2.loss_mask: 0.5859, decode.d2.loss_dice: 0.8582, decode.d3.loss_cls: 0.3925, decode.d3.loss_mask: 0.5827, decode.d3.loss_dice: 0.8391, decode.d4.loss_cls: 0.3763, decode.d4.loss_mask: 0.5793, decode.d4.loss_dice: 0.8368, decode.d5.loss_cls: 0.3734, decode.d5.loss_mask: 0.5775, decode.d5.loss_dice: 0.8376, decode.d6.loss_cls: 0.3670, decode.d6.loss_mask: 0.5774, decode.d6.loss_dice: 0.8258, decode.d7.loss_cls: 0.3670, decode.d7.loss_mask: 0.5764, decode.d7.loss_dice: 0.8262, decode.d8.loss_cls: 0.3619, decode.d8.loss_mask: 0.5777, decode.d8.loss_dice: 0.8285, loss: 19.1584, grad_norm: 65.6078 2023-12-26 01:02:30,892 - mmseg - INFO - Iter [56050/160000] lr: 6.497e-05, eta: 14:41:31, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3749, decode.loss_mask: 0.5838, decode.loss_dice: 0.8600, decode.d0.loss_cls: 1.3738, decode.d0.loss_mask: 0.6267, decode.d0.loss_dice: 0.9800, decode.d1.loss_cls: 0.4611, decode.d1.loss_mask: 0.6042, decode.d1.loss_dice: 0.9253, decode.d2.loss_cls: 0.4176, decode.d2.loss_mask: 0.5942, decode.d2.loss_dice: 0.8914, decode.d3.loss_cls: 0.4053, decode.d3.loss_mask: 0.5882, decode.d3.loss_dice: 0.8769, decode.d4.loss_cls: 0.3940, decode.d4.loss_mask: 0.5863, decode.d4.loss_dice: 0.8744, decode.d5.loss_cls: 0.3837, decode.d5.loss_mask: 0.5855, decode.d5.loss_dice: 0.8732, decode.d6.loss_cls: 0.3818, decode.d6.loss_mask: 0.5834, decode.d6.loss_dice: 0.8634, decode.d7.loss_cls: 0.3763, decode.d7.loss_mask: 0.5843, decode.d7.loss_dice: 0.8608, decode.d8.loss_cls: 0.3756, decode.d8.loss_mask: 0.5834, decode.d8.loss_dice: 0.8616, loss: 19.7311, grad_norm: 60.5633 2023-12-26 01:02:55,114 - mmseg - INFO - Iter [56100/160000] lr: 6.494e-05, eta: 14:41:03, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3825, decode.loss_mask: 0.5917, decode.loss_dice: 0.8556, decode.d0.loss_cls: 1.3819, decode.d0.loss_mask: 0.6304, decode.d0.loss_dice: 0.9556, decode.d1.loss_cls: 0.4670, decode.d1.loss_mask: 0.6078, decode.d1.loss_dice: 0.9126, decode.d2.loss_cls: 0.4174, decode.d2.loss_mask: 0.5994, decode.d2.loss_dice: 0.8810, decode.d3.loss_cls: 0.4144, decode.d3.loss_mask: 0.5927, decode.d3.loss_dice: 0.8659, decode.d4.loss_cls: 0.4012, decode.d4.loss_mask: 0.5902, decode.d4.loss_dice: 0.8640, decode.d5.loss_cls: 0.3901, decode.d5.loss_mask: 0.5917, decode.d5.loss_dice: 0.8639, decode.d6.loss_cls: 0.3889, decode.d6.loss_mask: 0.5920, decode.d6.loss_dice: 0.8539, decode.d7.loss_cls: 0.3815, decode.d7.loss_mask: 0.5915, decode.d7.loss_dice: 0.8607, decode.d8.loss_cls: 0.3774, decode.d8.loss_mask: 0.5893, decode.d8.loss_dice: 0.8568, loss: 19.7489, grad_norm: 64.9438 2023-12-26 01:03:19,560 - mmseg - INFO - Iter [56150/160000] lr: 6.491e-05, eta: 14:40:35, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3727, decode.loss_mask: 0.5633, decode.loss_dice: 0.8258, decode.d0.loss_cls: 1.3563, decode.d0.loss_mask: 0.6065, decode.d0.loss_dice: 0.9232, decode.d1.loss_cls: 0.4484, decode.d1.loss_mask: 0.5879, decode.d1.loss_dice: 0.8882, decode.d2.loss_cls: 0.4066, decode.d2.loss_mask: 0.5739, decode.d2.loss_dice: 0.8563, decode.d3.loss_cls: 0.3965, decode.d3.loss_mask: 0.5691, decode.d3.loss_dice: 0.8372, decode.d4.loss_cls: 0.3816, decode.d4.loss_mask: 0.5700, decode.d4.loss_dice: 0.8406, decode.d5.loss_cls: 0.3713, decode.d5.loss_mask: 0.5676, decode.d5.loss_dice: 0.8322, decode.d6.loss_cls: 0.3774, decode.d6.loss_mask: 0.5633, decode.d6.loss_dice: 0.8265, decode.d7.loss_cls: 0.3701, decode.d7.loss_mask: 0.5636, decode.d7.loss_dice: 0.8281, decode.d8.loss_cls: 0.3640, decode.d8.loss_mask: 0.5658, decode.d8.loss_dice: 0.8310, loss: 19.0651, grad_norm: 60.2084 2023-12-26 01:03:44,153 - mmseg - INFO - Iter [56200/160000] lr: 6.488e-05, eta: 14:40:08, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3674, decode.loss_mask: 0.5874, decode.loss_dice: 0.8585, decode.d0.loss_cls: 1.3500, decode.d0.loss_mask: 0.6254, decode.d0.loss_dice: 0.9556, decode.d1.loss_cls: 0.4533, decode.d1.loss_mask: 0.6066, decode.d1.loss_dice: 0.9151, decode.d2.loss_cls: 0.4075, decode.d2.loss_mask: 0.5968, decode.d2.loss_dice: 0.8877, decode.d3.loss_cls: 0.3948, decode.d3.loss_mask: 0.5902, decode.d3.loss_dice: 0.8769, decode.d4.loss_cls: 0.3884, decode.d4.loss_mask: 0.5941, decode.d4.loss_dice: 0.8703, decode.d5.loss_cls: 0.3807, decode.d5.loss_mask: 0.5898, decode.d5.loss_dice: 0.8703, decode.d6.loss_cls: 0.3825, decode.d6.loss_mask: 0.5866, decode.d6.loss_dice: 0.8557, decode.d7.loss_cls: 0.3692, decode.d7.loss_mask: 0.5886, decode.d7.loss_dice: 0.8638, decode.d8.loss_cls: 0.3722, decode.d8.loss_mask: 0.5845, decode.d8.loss_dice: 0.8622, loss: 19.6320, grad_norm: 56.7530 2023-12-26 01:04:08,548 - mmseg - INFO - Iter [56250/160000] lr: 6.484e-05, eta: 14:39:40, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3750, decode.loss_mask: 0.5708, decode.loss_dice: 0.8474, decode.d0.loss_cls: 1.3623, decode.d0.loss_mask: 0.6166, decode.d0.loss_dice: 0.9496, decode.d1.loss_cls: 0.4604, decode.d1.loss_mask: 0.5913, decode.d1.loss_dice: 0.9071, decode.d2.loss_cls: 0.4171, decode.d2.loss_mask: 0.5760, decode.d2.loss_dice: 0.8681, decode.d3.loss_cls: 0.4004, decode.d3.loss_mask: 0.5736, decode.d3.loss_dice: 0.8547, decode.d4.loss_cls: 0.3887, decode.d4.loss_mask: 0.5765, decode.d4.loss_dice: 0.8547, decode.d5.loss_cls: 0.3874, decode.d5.loss_mask: 0.5694, decode.d5.loss_dice: 0.8537, decode.d6.loss_cls: 0.3832, decode.d6.loss_mask: 0.5703, decode.d6.loss_dice: 0.8436, decode.d7.loss_cls: 0.3794, decode.d7.loss_mask: 0.5701, decode.d7.loss_dice: 0.8538, decode.d8.loss_cls: 0.3756, decode.d8.loss_mask: 0.5705, decode.d8.loss_dice: 0.8517, loss: 19.3989, grad_norm: 60.5282 2023-12-26 01:04:33,040 - mmseg - INFO - Iter [56300/160000] lr: 6.481e-05, eta: 14:39:12, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3575, decode.loss_mask: 0.5615, decode.loss_dice: 0.8275, decode.d0.loss_cls: 1.3802, decode.d0.loss_mask: 0.6026, decode.d0.loss_dice: 0.9205, decode.d1.loss_cls: 0.4528, decode.d1.loss_mask: 0.5830, decode.d1.loss_dice: 0.8836, decode.d2.loss_cls: 0.4019, decode.d2.loss_mask: 0.5708, decode.d2.loss_dice: 0.8494, decode.d3.loss_cls: 0.3846, decode.d3.loss_mask: 0.5640, decode.d3.loss_dice: 0.8335, decode.d4.loss_cls: 0.3675, decode.d4.loss_mask: 0.5634, decode.d4.loss_dice: 0.8368, decode.d5.loss_cls: 0.3657, decode.d5.loss_mask: 0.5615, decode.d5.loss_dice: 0.8332, decode.d6.loss_cls: 0.3644, decode.d6.loss_mask: 0.5598, decode.d6.loss_dice: 0.8235, decode.d7.loss_cls: 0.3647, decode.d7.loss_mask: 0.5596, decode.d7.loss_dice: 0.8278, decode.d8.loss_cls: 0.3585, decode.d8.loss_mask: 0.5598, decode.d8.loss_dice: 0.8267, loss: 18.9463, grad_norm: 60.0925 2023-12-26 01:04:57,319 - mmseg - INFO - Iter [56350/160000] lr: 6.478e-05, eta: 14:38:44, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3611, decode.loss_mask: 0.5554, decode.loss_dice: 0.8360, decode.d0.loss_cls: 1.3604, decode.d0.loss_mask: 0.5993, decode.d0.loss_dice: 0.9288, decode.d1.loss_cls: 0.4551, decode.d1.loss_mask: 0.5805, decode.d1.loss_dice: 0.8888, decode.d2.loss_cls: 0.4139, decode.d2.loss_mask: 0.5685, decode.d2.loss_dice: 0.8589, decode.d3.loss_cls: 0.4019, decode.d3.loss_mask: 0.5608, decode.d3.loss_dice: 0.8384, decode.d4.loss_cls: 0.3829, decode.d4.loss_mask: 0.5620, decode.d4.loss_dice: 0.8401, decode.d5.loss_cls: 0.3726, decode.d5.loss_mask: 0.5579, decode.d5.loss_dice: 0.8407, decode.d6.loss_cls: 0.3668, decode.d6.loss_mask: 0.5579, decode.d6.loss_dice: 0.8295, decode.d7.loss_cls: 0.3629, decode.d7.loss_mask: 0.5590, decode.d7.loss_dice: 0.8323, decode.d8.loss_cls: 0.3671, decode.d8.loss_mask: 0.5570, decode.d8.loss_dice: 0.8352, loss: 19.0316, grad_norm: 62.0010 2023-12-26 01:05:21,792 - mmseg - INFO - Iter [56400/160000] lr: 6.475e-05, eta: 14:38:17, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3708, decode.loss_mask: 0.5605, decode.loss_dice: 0.8335, decode.d0.loss_cls: 1.3813, decode.d0.loss_mask: 0.6031, decode.d0.loss_dice: 0.9296, decode.d1.loss_cls: 0.4591, decode.d1.loss_mask: 0.5804, decode.d1.loss_dice: 0.8781, decode.d2.loss_cls: 0.4169, decode.d2.loss_mask: 0.5725, decode.d2.loss_dice: 0.8538, decode.d3.loss_cls: 0.4054, decode.d3.loss_mask: 0.5671, decode.d3.loss_dice: 0.8455, decode.d4.loss_cls: 0.3856, decode.d4.loss_mask: 0.5667, decode.d4.loss_dice: 0.8415, decode.d5.loss_cls: 0.3772, decode.d5.loss_mask: 0.5655, decode.d5.loss_dice: 0.8386, decode.d6.loss_cls: 0.3865, decode.d6.loss_mask: 0.5627, decode.d6.loss_dice: 0.8353, decode.d7.loss_cls: 0.3783, decode.d7.loss_mask: 0.5652, decode.d7.loss_dice: 0.8309, decode.d8.loss_cls: 0.3791, decode.d8.loss_mask: 0.5614, decode.d8.loss_dice: 0.8261, loss: 19.1582, grad_norm: 54.6999 2023-12-26 01:05:46,253 - mmseg - INFO - Iter [56450/160000] lr: 6.472e-05, eta: 14:37:49, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3736, decode.loss_mask: 0.5617, decode.loss_dice: 0.8451, decode.d0.loss_cls: 1.3735, decode.d0.loss_mask: 0.5976, decode.d0.loss_dice: 0.9458, decode.d1.loss_cls: 0.4654, decode.d1.loss_mask: 0.5770, decode.d1.loss_dice: 0.9013, decode.d2.loss_cls: 0.4147, decode.d2.loss_mask: 0.5668, decode.d2.loss_dice: 0.8727, decode.d3.loss_cls: 0.4082, decode.d3.loss_mask: 0.5625, decode.d3.loss_dice: 0.8498, decode.d4.loss_cls: 0.3933, decode.d4.loss_mask: 0.5643, decode.d4.loss_dice: 0.8502, decode.d5.loss_cls: 0.3834, decode.d5.loss_mask: 0.5635, decode.d5.loss_dice: 0.8502, decode.d6.loss_cls: 0.3772, decode.d6.loss_mask: 0.5625, decode.d6.loss_dice: 0.8412, decode.d7.loss_cls: 0.3732, decode.d7.loss_mask: 0.5621, decode.d7.loss_dice: 0.8466, decode.d8.loss_cls: 0.3735, decode.d8.loss_mask: 0.5640, decode.d8.loss_dice: 0.8444, loss: 19.2653, grad_norm: 57.7824 2023-12-26 01:06:10,712 - mmseg - INFO - Iter [56500/160000] lr: 6.469e-05, eta: 14:37:21, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3833, decode.loss_mask: 0.5665, decode.loss_dice: 0.8393, decode.d0.loss_cls: 1.3813, decode.d0.loss_mask: 0.6108, decode.d0.loss_dice: 0.9325, decode.d1.loss_cls: 0.4772, decode.d1.loss_mask: 0.5897, decode.d1.loss_dice: 0.8832, decode.d2.loss_cls: 0.4293, decode.d2.loss_mask: 0.5728, decode.d2.loss_dice: 0.8603, decode.d3.loss_cls: 0.4138, decode.d3.loss_mask: 0.5718, decode.d3.loss_dice: 0.8457, decode.d4.loss_cls: 0.3991, decode.d4.loss_mask: 0.5726, decode.d4.loss_dice: 0.8438, decode.d5.loss_cls: 0.3932, decode.d5.loss_mask: 0.5686, decode.d5.loss_dice: 0.8499, decode.d6.loss_cls: 0.3956, decode.d6.loss_mask: 0.5663, decode.d6.loss_dice: 0.8367, decode.d7.loss_cls: 0.3821, decode.d7.loss_mask: 0.5720, decode.d7.loss_dice: 0.8393, decode.d8.loss_cls: 0.3829, decode.d8.loss_mask: 0.5666, decode.d8.loss_dice: 0.8393, loss: 19.3656, grad_norm: 56.6833 2023-12-26 01:06:34,983 - mmseg - INFO - Iter [56550/160000] lr: 6.466e-05, eta: 14:36:53, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3659, decode.loss_mask: 0.5735, decode.loss_dice: 0.8457, decode.d0.loss_cls: 1.3669, decode.d0.loss_mask: 0.6222, decode.d0.loss_dice: 0.9466, decode.d1.loss_cls: 0.4591, decode.d1.loss_mask: 0.5927, decode.d1.loss_dice: 0.9039, decode.d2.loss_cls: 0.4157, decode.d2.loss_mask: 0.5844, decode.d2.loss_dice: 0.8672, decode.d3.loss_cls: 0.3918, decode.d3.loss_mask: 0.5791, decode.d3.loss_dice: 0.8511, decode.d4.loss_cls: 0.3833, decode.d4.loss_mask: 0.5802, decode.d4.loss_dice: 0.8559, decode.d5.loss_cls: 0.3750, decode.d5.loss_mask: 0.5761, decode.d5.loss_dice: 0.8540, decode.d6.loss_cls: 0.3759, decode.d6.loss_mask: 0.5737, decode.d6.loss_dice: 0.8467, decode.d7.loss_cls: 0.3658, decode.d7.loss_mask: 0.5735, decode.d7.loss_dice: 0.8489, decode.d8.loss_cls: 0.3629, decode.d8.loss_mask: 0.5757, decode.d8.loss_dice: 0.8489, loss: 19.3626, grad_norm: 64.5958 2023-12-26 01:06:59,150 - mmseg - INFO - Iter [56600/160000] lr: 6.463e-05, eta: 14:36:25, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3500, decode.loss_mask: 0.5714, decode.loss_dice: 0.8397, decode.d0.loss_cls: 1.3521, decode.d0.loss_mask: 0.6036, decode.d0.loss_dice: 0.9469, decode.d1.loss_cls: 0.4276, decode.d1.loss_mask: 0.5914, decode.d1.loss_dice: 0.9111, decode.d2.loss_cls: 0.3997, decode.d2.loss_mask: 0.5787, decode.d2.loss_dice: 0.8656, decode.d3.loss_cls: 0.3744, decode.d3.loss_mask: 0.5756, decode.d3.loss_dice: 0.8489, decode.d4.loss_cls: 0.3603, decode.d4.loss_mask: 0.5764, decode.d4.loss_dice: 0.8510, decode.d5.loss_cls: 0.3576, decode.d5.loss_mask: 0.5758, decode.d5.loss_dice: 0.8495, decode.d6.loss_cls: 0.3592, decode.d6.loss_mask: 0.5733, decode.d6.loss_dice: 0.8317, decode.d7.loss_cls: 0.3493, decode.d7.loss_mask: 0.5748, decode.d7.loss_dice: 0.8412, decode.d8.loss_cls: 0.3498, decode.d8.loss_mask: 0.5722, decode.d8.loss_dice: 0.8422, loss: 19.1012, grad_norm: 62.8539 2023-12-26 01:07:23,445 - mmseg - INFO - Iter [56650/160000] lr: 6.459e-05, eta: 14:35:57, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3726, decode.loss_mask: 0.5980, decode.loss_dice: 0.8375, decode.d0.loss_cls: 1.3688, decode.d0.loss_mask: 0.6446, decode.d0.loss_dice: 0.9425, decode.d1.loss_cls: 0.4593, decode.d1.loss_mask: 0.6134, decode.d1.loss_dice: 0.9015, decode.d2.loss_cls: 0.4117, decode.d2.loss_mask: 0.6057, decode.d2.loss_dice: 0.8681, decode.d3.loss_cls: 0.4027, decode.d3.loss_mask: 0.6019, decode.d3.loss_dice: 0.8451, decode.d4.loss_cls: 0.3909, decode.d4.loss_mask: 0.5977, decode.d4.loss_dice: 0.8494, decode.d5.loss_cls: 0.3845, decode.d5.loss_mask: 0.6014, decode.d5.loss_dice: 0.8510, decode.d6.loss_cls: 0.3806, decode.d6.loss_mask: 0.5984, decode.d6.loss_dice: 0.8351, decode.d7.loss_cls: 0.3720, decode.d7.loss_mask: 0.5981, decode.d7.loss_dice: 0.8431, decode.d8.loss_cls: 0.3694, decode.d8.loss_mask: 0.6010, decode.d8.loss_dice: 0.8403, loss: 19.5863, grad_norm: 61.6822 2023-12-26 01:07:47,868 - mmseg - INFO - Iter [56700/160000] lr: 6.456e-05, eta: 14:35:30, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3926, decode.loss_mask: 0.5822, decode.loss_dice: 0.8349, decode.d0.loss_cls: 1.3674, decode.d0.loss_mask: 0.6317, decode.d0.loss_dice: 0.9353, decode.d1.loss_cls: 0.4653, decode.d1.loss_mask: 0.6072, decode.d1.loss_dice: 0.8916, decode.d2.loss_cls: 0.4259, decode.d2.loss_mask: 0.5948, decode.d2.loss_dice: 0.8662, decode.d3.loss_cls: 0.4165, decode.d3.loss_mask: 0.5886, decode.d3.loss_dice: 0.8459, decode.d4.loss_cls: 0.4062, decode.d4.loss_mask: 0.5895, decode.d4.loss_dice: 0.8492, decode.d5.loss_cls: 0.3998, decode.d5.loss_mask: 0.5889, decode.d5.loss_dice: 0.8474, decode.d6.loss_cls: 0.3969, decode.d6.loss_mask: 0.5875, decode.d6.loss_dice: 0.8352, decode.d7.loss_cls: 0.3908, decode.d7.loss_mask: 0.5848, decode.d7.loss_dice: 0.8372, decode.d8.loss_cls: 0.3891, decode.d8.loss_mask: 0.5850, decode.d8.loss_dice: 0.8414, loss: 19.5749, grad_norm: 62.6213 2023-12-26 01:08:14,843 - mmseg - INFO - Iter [56750/160000] lr: 6.453e-05, eta: 14:35:08, time: 0.539, data_time: 0.057, memory: 40245, decode.loss_cls: 0.3556, decode.loss_mask: 0.5496, decode.loss_dice: 0.8239, decode.d0.loss_cls: 1.3814, decode.d0.loss_mask: 0.5920, decode.d0.loss_dice: 0.9241, decode.d1.loss_cls: 0.4455, decode.d1.loss_mask: 0.5710, decode.d1.loss_dice: 0.8807, decode.d2.loss_cls: 0.4052, decode.d2.loss_mask: 0.5543, decode.d2.loss_dice: 0.8495, decode.d3.loss_cls: 0.3865, decode.d3.loss_mask: 0.5525, decode.d3.loss_dice: 0.8319, decode.d4.loss_cls: 0.3717, decode.d4.loss_mask: 0.5542, decode.d4.loss_dice: 0.8308, decode.d5.loss_cls: 0.3696, decode.d5.loss_mask: 0.5481, decode.d5.loss_dice: 0.8330, decode.d6.loss_cls: 0.3672, decode.d6.loss_mask: 0.5467, decode.d6.loss_dice: 0.8196, decode.d7.loss_cls: 0.3590, decode.d7.loss_mask: 0.5495, decode.d7.loss_dice: 0.8247, decode.d8.loss_cls: 0.3561, decode.d8.loss_mask: 0.5485, decode.d8.loss_dice: 0.8271, loss: 18.8093, grad_norm: 59.4013 2023-12-26 01:08:39,599 - mmseg - INFO - Iter [56800/160000] lr: 6.450e-05, eta: 14:34:41, time: 0.495, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3751, decode.loss_mask: 0.5691, decode.loss_dice: 0.8407, decode.d0.loss_cls: 1.3927, decode.d0.loss_mask: 0.6141, decode.d0.loss_dice: 0.9401, decode.d1.loss_cls: 0.4749, decode.d1.loss_mask: 0.5926, decode.d1.loss_dice: 0.8921, decode.d2.loss_cls: 0.4274, decode.d2.loss_mask: 0.5780, decode.d2.loss_dice: 0.8736, decode.d3.loss_cls: 0.4108, decode.d3.loss_mask: 0.5751, decode.d3.loss_dice: 0.8524, decode.d4.loss_cls: 0.4046, decode.d4.loss_mask: 0.5732, decode.d4.loss_dice: 0.8559, decode.d5.loss_cls: 0.3962, decode.d5.loss_mask: 0.5712, decode.d5.loss_dice: 0.8510, decode.d6.loss_cls: 0.3905, decode.d6.loss_mask: 0.5699, decode.d6.loss_dice: 0.8407, decode.d7.loss_cls: 0.3824, decode.d7.loss_mask: 0.5694, decode.d7.loss_dice: 0.8412, decode.d8.loss_cls: 0.3756, decode.d8.loss_mask: 0.5683, decode.d8.loss_dice: 0.8440, loss: 19.4428, grad_norm: 65.8768 2023-12-26 01:09:04,336 - mmseg - INFO - Iter [56850/160000] lr: 6.447e-05, eta: 14:34:14, time: 0.495, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3564, decode.loss_mask: 0.5722, decode.loss_dice: 0.8386, decode.d0.loss_cls: 1.3661, decode.d0.loss_mask: 0.6109, decode.d0.loss_dice: 0.9444, decode.d1.loss_cls: 0.4444, decode.d1.loss_mask: 0.5931, decode.d1.loss_dice: 0.8931, decode.d2.loss_cls: 0.3942, decode.d2.loss_mask: 0.5768, decode.d2.loss_dice: 0.8692, decode.d3.loss_cls: 0.3903, decode.d3.loss_mask: 0.5776, decode.d3.loss_dice: 0.8497, decode.d4.loss_cls: 0.3754, decode.d4.loss_mask: 0.5737, decode.d4.loss_dice: 0.8510, decode.d5.loss_cls: 0.3744, decode.d5.loss_mask: 0.5712, decode.d5.loss_dice: 0.8437, decode.d6.loss_cls: 0.3615, decode.d6.loss_mask: 0.5720, decode.d6.loss_dice: 0.8390, decode.d7.loss_cls: 0.3560, decode.d7.loss_mask: 0.5732, decode.d7.loss_dice: 0.8398, decode.d8.loss_cls: 0.3541, decode.d8.loss_mask: 0.5707, decode.d8.loss_dice: 0.8394, loss: 19.1721, grad_norm: 61.6508 2023-12-26 01:09:28,942 - mmseg - INFO - Iter [56900/160000] lr: 6.444e-05, eta: 14:33:47, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3468, decode.loss_mask: 0.5596, decode.loss_dice: 0.8127, decode.d0.loss_cls: 1.3540, decode.d0.loss_mask: 0.6022, decode.d0.loss_dice: 0.8970, decode.d1.loss_cls: 0.4383, decode.d1.loss_mask: 0.5775, decode.d1.loss_dice: 0.8582, decode.d2.loss_cls: 0.3928, decode.d2.loss_mask: 0.5660, decode.d2.loss_dice: 0.8320, decode.d3.loss_cls: 0.3798, decode.d3.loss_mask: 0.5577, decode.d3.loss_dice: 0.8174, decode.d4.loss_cls: 0.3639, decode.d4.loss_mask: 0.5611, decode.d4.loss_dice: 0.8191, decode.d5.loss_cls: 0.3535, decode.d5.loss_mask: 0.5610, decode.d5.loss_dice: 0.8168, decode.d6.loss_cls: 0.3482, decode.d6.loss_mask: 0.5600, decode.d6.loss_dice: 0.8131, decode.d7.loss_cls: 0.3468, decode.d7.loss_mask: 0.5579, decode.d7.loss_dice: 0.8158, decode.d8.loss_cls: 0.3465, decode.d8.loss_mask: 0.5595, decode.d8.loss_dice: 0.8106, loss: 18.6259, grad_norm: 56.3040 2023-12-26 01:09:53,879 - mmseg - INFO - Iter [56950/160000] lr: 6.441e-05, eta: 14:33:20, time: 0.499, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3663, decode.loss_mask: 0.5670, decode.loss_dice: 0.8430, decode.d0.loss_cls: 1.3974, decode.d0.loss_mask: 0.6088, decode.d0.loss_dice: 0.9292, decode.d1.loss_cls: 0.4573, decode.d1.loss_mask: 0.5880, decode.d1.loss_dice: 0.8972, decode.d2.loss_cls: 0.4110, decode.d2.loss_mask: 0.5760, decode.d2.loss_dice: 0.8685, decode.d3.loss_cls: 0.3994, decode.d3.loss_mask: 0.5682, decode.d3.loss_dice: 0.8479, decode.d4.loss_cls: 0.3797, decode.d4.loss_mask: 0.5697, decode.d4.loss_dice: 0.8524, decode.d5.loss_cls: 0.3770, decode.d5.loss_mask: 0.5699, decode.d5.loss_dice: 0.8495, decode.d6.loss_cls: 0.3698, decode.d6.loss_mask: 0.5686, decode.d6.loss_dice: 0.8410, decode.d7.loss_cls: 0.3665, decode.d7.loss_mask: 0.5686, decode.d7.loss_dice: 0.8454, decode.d8.loss_cls: 0.3673, decode.d8.loss_mask: 0.5653, decode.d8.loss_dice: 0.8452, loss: 19.2611, grad_norm: 65.4849 2023-12-26 01:10:18,035 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 01:10:18,035 - mmseg - INFO - Iter [57000/160000] lr: 6.438e-05, eta: 14:32:52, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3641, decode.loss_mask: 0.5774, decode.loss_dice: 0.8541, decode.d0.loss_cls: 1.3604, decode.d0.loss_mask: 0.6221, decode.d0.loss_dice: 0.9468, decode.d1.loss_cls: 0.4572, decode.d1.loss_mask: 0.6034, decode.d1.loss_dice: 0.9127, decode.d2.loss_cls: 0.4054, decode.d2.loss_mask: 0.5870, decode.d2.loss_dice: 0.8808, decode.d3.loss_cls: 0.3964, decode.d3.loss_mask: 0.5827, decode.d3.loss_dice: 0.8606, decode.d4.loss_cls: 0.3821, decode.d4.loss_mask: 0.5827, decode.d4.loss_dice: 0.8648, decode.d5.loss_cls: 0.3806, decode.d5.loss_mask: 0.5824, decode.d5.loss_dice: 0.8649, decode.d6.loss_cls: 0.3768, decode.d6.loss_mask: 0.5751, decode.d6.loss_dice: 0.8598, decode.d7.loss_cls: 0.3694, decode.d7.loss_mask: 0.5771, decode.d7.loss_dice: 0.8600, decode.d8.loss_cls: 0.3722, decode.d8.loss_mask: 0.5764, decode.d8.loss_dice: 0.8528, loss: 19.4882, grad_norm: 63.0264 2023-12-26 01:10:42,119 - mmseg - INFO - Iter [57050/160000] lr: 6.434e-05, eta: 14:32:24, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3538, decode.loss_mask: 0.5686, decode.loss_dice: 0.8283, decode.d0.loss_cls: 1.3355, decode.d0.loss_mask: 0.6096, decode.d0.loss_dice: 0.9108, decode.d1.loss_cls: 0.4352, decode.d1.loss_mask: 0.5905, decode.d1.loss_dice: 0.8789, decode.d2.loss_cls: 0.3924, decode.d2.loss_mask: 0.5766, decode.d2.loss_dice: 0.8555, decode.d3.loss_cls: 0.3845, decode.d3.loss_mask: 0.5740, decode.d3.loss_dice: 0.8316, decode.d4.loss_cls: 0.3777, decode.d4.loss_mask: 0.5710, decode.d4.loss_dice: 0.8344, decode.d5.loss_cls: 0.3613, decode.d5.loss_mask: 0.5716, decode.d5.loss_dice: 0.8317, decode.d6.loss_cls: 0.3639, decode.d6.loss_mask: 0.5709, decode.d6.loss_dice: 0.8213, decode.d7.loss_cls: 0.3511, decode.d7.loss_mask: 0.5731, decode.d7.loss_dice: 0.8308, decode.d8.loss_cls: 0.3537, decode.d8.loss_mask: 0.5693, decode.d8.loss_dice: 0.8308, loss: 18.9381, grad_norm: 64.2538 2023-12-26 01:11:06,360 - mmseg - INFO - Iter [57100/160000] lr: 6.431e-05, eta: 14:31:55, time: 0.485, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3598, decode.loss_mask: 0.5442, decode.loss_dice: 0.8227, decode.d0.loss_cls: 1.3543, decode.d0.loss_mask: 0.5843, decode.d0.loss_dice: 0.9111, decode.d1.loss_cls: 0.4492, decode.d1.loss_mask: 0.5655, decode.d1.loss_dice: 0.8727, decode.d2.loss_cls: 0.3996, decode.d2.loss_mask: 0.5534, decode.d2.loss_dice: 0.8486, decode.d3.loss_cls: 0.3902, decode.d3.loss_mask: 0.5470, decode.d3.loss_dice: 0.8279, decode.d4.loss_cls: 0.3756, decode.d4.loss_mask: 0.5484, decode.d4.loss_dice: 0.8347, decode.d5.loss_cls: 0.3693, decode.d5.loss_mask: 0.5468, decode.d5.loss_dice: 0.8294, decode.d6.loss_cls: 0.3674, decode.d6.loss_mask: 0.5457, decode.d6.loss_dice: 0.8197, decode.d7.loss_cls: 0.3569, decode.d7.loss_mask: 0.5466, decode.d7.loss_dice: 0.8249, decode.d8.loss_cls: 0.3608, decode.d8.loss_mask: 0.5433, decode.d8.loss_dice: 0.8207, loss: 18.7206, grad_norm: 58.1493 2023-12-26 01:11:30,737 - mmseg - INFO - Iter [57150/160000] lr: 6.428e-05, eta: 14:31:28, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3936, decode.loss_mask: 0.5549, decode.loss_dice: 0.8381, decode.d0.loss_cls: 1.4118, decode.d0.loss_mask: 0.6000, decode.d0.loss_dice: 0.9349, decode.d1.loss_cls: 0.4937, decode.d1.loss_mask: 0.5774, decode.d1.loss_dice: 0.8980, decode.d2.loss_cls: 0.4396, decode.d2.loss_mask: 0.5661, decode.d2.loss_dice: 0.8635, decode.d3.loss_cls: 0.4225, decode.d3.loss_mask: 0.5627, decode.d3.loss_dice: 0.8476, decode.d4.loss_cls: 0.4095, decode.d4.loss_mask: 0.5595, decode.d4.loss_dice: 0.8449, decode.d5.loss_cls: 0.3997, decode.d5.loss_mask: 0.5581, decode.d5.loss_dice: 0.8474, decode.d6.loss_cls: 0.3967, decode.d6.loss_mask: 0.5597, decode.d6.loss_dice: 0.8352, decode.d7.loss_cls: 0.3898, decode.d7.loss_mask: 0.5565, decode.d7.loss_dice: 0.8373, decode.d8.loss_cls: 0.3864, decode.d8.loss_mask: 0.5568, decode.d8.loss_dice: 0.8358, loss: 19.3779, grad_norm: 59.8748 2023-12-26 01:11:55,181 - mmseg - INFO - Iter [57200/160000] lr: 6.425e-05, eta: 14:31:00, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3378, decode.loss_mask: 0.5670, decode.loss_dice: 0.8212, decode.d0.loss_cls: 1.3285, decode.d0.loss_mask: 0.6042, decode.d0.loss_dice: 0.9130, decode.d1.loss_cls: 0.4239, decode.d1.loss_mask: 0.5816, decode.d1.loss_dice: 0.8773, decode.d2.loss_cls: 0.3794, decode.d2.loss_mask: 0.5675, decode.d2.loss_dice: 0.8499, decode.d3.loss_cls: 0.3708, decode.d3.loss_mask: 0.5669, decode.d3.loss_dice: 0.8273, decode.d4.loss_cls: 0.3559, decode.d4.loss_mask: 0.5674, decode.d4.loss_dice: 0.8315, decode.d5.loss_cls: 0.3499, decode.d5.loss_mask: 0.5643, decode.d5.loss_dice: 0.8295, decode.d6.loss_cls: 0.3464, decode.d6.loss_mask: 0.5668, decode.d6.loss_dice: 0.8245, decode.d7.loss_cls: 0.3422, decode.d7.loss_mask: 0.5681, decode.d7.loss_dice: 0.8234, decode.d8.loss_cls: 0.3362, decode.d8.loss_mask: 0.5690, decode.d8.loss_dice: 0.8274, loss: 18.7188, grad_norm: 61.8461 2023-12-26 01:12:19,466 - mmseg - INFO - Iter [57250/160000] lr: 6.422e-05, eta: 14:30:32, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3821, decode.loss_mask: 0.5613, decode.loss_dice: 0.8322, decode.d0.loss_cls: 1.3649, decode.d0.loss_mask: 0.6062, decode.d0.loss_dice: 0.9270, decode.d1.loss_cls: 0.4743, decode.d1.loss_mask: 0.5863, decode.d1.loss_dice: 0.8777, decode.d2.loss_cls: 0.4266, decode.d2.loss_mask: 0.5725, decode.d2.loss_dice: 0.8579, decode.d3.loss_cls: 0.4098, decode.d3.loss_mask: 0.5647, decode.d3.loss_dice: 0.8371, decode.d4.loss_cls: 0.3937, decode.d4.loss_mask: 0.5646, decode.d4.loss_dice: 0.8384, decode.d5.loss_cls: 0.3833, decode.d5.loss_mask: 0.5693, decode.d5.loss_dice: 0.8428, decode.d6.loss_cls: 0.3881, decode.d6.loss_mask: 0.5636, decode.d6.loss_dice: 0.8315, decode.d7.loss_cls: 0.3807, decode.d7.loss_mask: 0.5618, decode.d7.loss_dice: 0.8315, decode.d8.loss_cls: 0.3771, decode.d8.loss_mask: 0.5625, decode.d8.loss_dice: 0.8341, loss: 19.2038, grad_norm: 65.5254 2023-12-26 01:12:43,701 - mmseg - INFO - Iter [57300/160000] lr: 6.419e-05, eta: 14:30:04, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3475, decode.loss_mask: 0.5612, decode.loss_dice: 0.8295, decode.d0.loss_cls: 1.3502, decode.d0.loss_mask: 0.6099, decode.d0.loss_dice: 0.9254, decode.d1.loss_cls: 0.4376, decode.d1.loss_mask: 0.5869, decode.d1.loss_dice: 0.8822, decode.d2.loss_cls: 0.3978, decode.d2.loss_mask: 0.5739, decode.d2.loss_dice: 0.8490, decode.d3.loss_cls: 0.3745, decode.d3.loss_mask: 0.5691, decode.d3.loss_dice: 0.8357, decode.d4.loss_cls: 0.3589, decode.d4.loss_mask: 0.5668, decode.d4.loss_dice: 0.8349, decode.d5.loss_cls: 0.3547, decode.d5.loss_mask: 0.5673, decode.d5.loss_dice: 0.8343, decode.d6.loss_cls: 0.3465, decode.d6.loss_mask: 0.5624, decode.d6.loss_dice: 0.8258, decode.d7.loss_cls: 0.3484, decode.d7.loss_mask: 0.5635, decode.d7.loss_dice: 0.8277, decode.d8.loss_cls: 0.3462, decode.d8.loss_mask: 0.5636, decode.d8.loss_dice: 0.8294, loss: 18.8607, grad_norm: 58.0562 2023-12-26 01:13:07,858 - mmseg - INFO - Iter [57350/160000] lr: 6.416e-05, eta: 14:29:36, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3811, decode.loss_mask: 0.5736, decode.loss_dice: 0.8361, decode.d0.loss_cls: 1.3881, decode.d0.loss_mask: 0.6175, decode.d0.loss_dice: 0.9344, decode.d1.loss_cls: 0.4799, decode.d1.loss_mask: 0.5949, decode.d1.loss_dice: 0.8958, decode.d2.loss_cls: 0.4277, decode.d2.loss_mask: 0.5802, decode.d2.loss_dice: 0.8608, decode.d3.loss_cls: 0.4040, decode.d3.loss_mask: 0.5770, decode.d3.loss_dice: 0.8469, decode.d4.loss_cls: 0.3891, decode.d4.loss_mask: 0.5768, decode.d4.loss_dice: 0.8446, decode.d5.loss_cls: 0.3837, decode.d5.loss_mask: 0.5776, decode.d5.loss_dice: 0.8502, decode.d6.loss_cls: 0.3804, decode.d6.loss_mask: 0.5760, decode.d6.loss_dice: 0.8390, decode.d7.loss_cls: 0.3825, decode.d7.loss_mask: 0.5762, decode.d7.loss_dice: 0.8375, decode.d8.loss_cls: 0.3813, decode.d8.loss_mask: 0.5732, decode.d8.loss_dice: 0.8356, loss: 19.4018, grad_norm: 60.5903 2023-12-26 01:13:31,983 - mmseg - INFO - Iter [57400/160000] lr: 6.413e-05, eta: 14:29:08, time: 0.483, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3477, decode.loss_mask: 0.5737, decode.loss_dice: 0.8170, decode.d0.loss_cls: 1.3495, decode.d0.loss_mask: 0.6109, decode.d0.loss_dice: 0.9108, decode.d1.loss_cls: 0.4475, decode.d1.loss_mask: 0.5955, decode.d1.loss_dice: 0.8725, decode.d2.loss_cls: 0.3926, decode.d2.loss_mask: 0.5820, decode.d2.loss_dice: 0.8475, decode.d3.loss_cls: 0.3734, decode.d3.loss_mask: 0.5805, decode.d3.loss_dice: 0.8320, decode.d4.loss_cls: 0.3592, decode.d4.loss_mask: 0.5780, decode.d4.loss_dice: 0.8335, decode.d5.loss_cls: 0.3555, decode.d5.loss_mask: 0.5779, decode.d5.loss_dice: 0.8300, decode.d6.loss_cls: 0.3488, decode.d6.loss_mask: 0.5776, decode.d6.loss_dice: 0.8251, decode.d7.loss_cls: 0.3458, decode.d7.loss_mask: 0.5787, decode.d7.loss_dice: 0.8235, decode.d8.loss_cls: 0.3459, decode.d8.loss_mask: 0.5782, decode.d8.loss_dice: 0.8215, loss: 18.9124, grad_norm: 59.8975 2023-12-26 01:13:56,334 - mmseg - INFO - Iter [57450/160000] lr: 6.409e-05, eta: 14:28:40, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3672, decode.loss_mask: 0.5570, decode.loss_dice: 0.8220, decode.d0.loss_cls: 1.3785, decode.d0.loss_mask: 0.6074, decode.d0.loss_dice: 0.9247, decode.d1.loss_cls: 0.4620, decode.d1.loss_mask: 0.5784, decode.d1.loss_dice: 0.8835, decode.d2.loss_cls: 0.4167, decode.d2.loss_mask: 0.5664, decode.d2.loss_dice: 0.8518, decode.d3.loss_cls: 0.3942, decode.d3.loss_mask: 0.5610, decode.d3.loss_dice: 0.8335, decode.d4.loss_cls: 0.3853, decode.d4.loss_mask: 0.5587, decode.d4.loss_dice: 0.8333, decode.d5.loss_cls: 0.3773, decode.d5.loss_mask: 0.5626, decode.d5.loss_dice: 0.8301, decode.d6.loss_cls: 0.3716, decode.d6.loss_mask: 0.5582, decode.d6.loss_dice: 0.8234, decode.d7.loss_cls: 0.3685, decode.d7.loss_mask: 0.5574, decode.d7.loss_dice: 0.8234, decode.d8.loss_cls: 0.3665, decode.d8.loss_mask: 0.5570, decode.d8.loss_dice: 0.8258, loss: 19.0037, grad_norm: 70.5094 2023-12-26 01:14:20,712 - mmseg - INFO - Iter [57500/160000] lr: 6.406e-05, eta: 14:28:13, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3633, decode.loss_mask: 0.5574, decode.loss_dice: 0.8465, decode.d0.loss_cls: 1.3616, decode.d0.loss_mask: 0.5986, decode.d0.loss_dice: 0.9322, decode.d1.loss_cls: 0.4440, decode.d1.loss_mask: 0.5817, decode.d1.loss_dice: 0.9006, decode.d2.loss_cls: 0.4036, decode.d2.loss_mask: 0.5654, decode.d2.loss_dice: 0.8724, decode.d3.loss_cls: 0.3885, decode.d3.loss_mask: 0.5592, decode.d3.loss_dice: 0.8576, decode.d4.loss_cls: 0.3757, decode.d4.loss_mask: 0.5604, decode.d4.loss_dice: 0.8571, decode.d5.loss_cls: 0.3802, decode.d5.loss_mask: 0.5554, decode.d5.loss_dice: 0.8517, decode.d6.loss_cls: 0.3713, decode.d6.loss_mask: 0.5554, decode.d6.loss_dice: 0.8483, decode.d7.loss_cls: 0.3651, decode.d7.loss_mask: 0.5597, decode.d7.loss_dice: 0.8519, decode.d8.loss_cls: 0.3710, decode.d8.loss_mask: 0.5566, decode.d8.loss_dice: 0.8460, loss: 19.1383, grad_norm: 55.2604 2023-12-26 01:14:44,899 - mmseg - INFO - Iter [57550/160000] lr: 6.403e-05, eta: 14:27:45, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3515, decode.loss_mask: 0.5737, decode.loss_dice: 0.8531, decode.d0.loss_cls: 1.3476, decode.d0.loss_mask: 0.6178, decode.d0.loss_dice: 0.9489, decode.d1.loss_cls: 0.4440, decode.d1.loss_mask: 0.5915, decode.d1.loss_dice: 0.8977, decode.d2.loss_cls: 0.4013, decode.d2.loss_mask: 0.5807, decode.d2.loss_dice: 0.8693, decode.d3.loss_cls: 0.3854, decode.d3.loss_mask: 0.5735, decode.d3.loss_dice: 0.8505, decode.d4.loss_cls: 0.3671, decode.d4.loss_mask: 0.5743, decode.d4.loss_dice: 0.8501, decode.d5.loss_cls: 0.3631, decode.d5.loss_mask: 0.5722, decode.d5.loss_dice: 0.8541, decode.d6.loss_cls: 0.3640, decode.d6.loss_mask: 0.5683, decode.d6.loss_dice: 0.8442, decode.d7.loss_cls: 0.3537, decode.d7.loss_mask: 0.5708, decode.d7.loss_dice: 0.8486, decode.d8.loss_cls: 0.3529, decode.d8.loss_mask: 0.5711, decode.d8.loss_dice: 0.8497, loss: 19.1906, grad_norm: 59.5956 2023-12-26 01:15:09,104 - mmseg - INFO - Iter [57600/160000] lr: 6.400e-05, eta: 14:27:17, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3660, decode.loss_mask: 0.5752, decode.loss_dice: 0.8427, decode.d0.loss_cls: 1.3780, decode.d0.loss_mask: 0.6154, decode.d0.loss_dice: 0.9341, decode.d1.loss_cls: 0.4591, decode.d1.loss_mask: 0.5921, decode.d1.loss_dice: 0.9054, decode.d2.loss_cls: 0.4039, decode.d2.loss_mask: 0.5798, decode.d2.loss_dice: 0.8807, decode.d3.loss_cls: 0.3859, decode.d3.loss_mask: 0.5777, decode.d3.loss_dice: 0.8532, decode.d4.loss_cls: 0.3761, decode.d4.loss_mask: 0.5799, decode.d4.loss_dice: 0.8560, decode.d5.loss_cls: 0.3674, decode.d5.loss_mask: 0.5798, decode.d5.loss_dice: 0.8533, decode.d6.loss_cls: 0.3715, decode.d6.loss_mask: 0.5771, decode.d6.loss_dice: 0.8401, decode.d7.loss_cls: 0.3650, decode.d7.loss_mask: 0.5774, decode.d7.loss_dice: 0.8415, decode.d8.loss_cls: 0.3634, decode.d8.loss_mask: 0.5789, decode.d8.loss_dice: 0.8481, loss: 19.3247, grad_norm: 60.3363 2023-12-26 01:15:33,530 - mmseg - INFO - Iter [57650/160000] lr: 6.397e-05, eta: 14:26:49, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3540, decode.loss_mask: 0.5313, decode.loss_dice: 0.8002, decode.d0.loss_cls: 1.3774, decode.d0.loss_mask: 0.5689, decode.d0.loss_dice: 0.8959, decode.d1.loss_cls: 0.4415, decode.d1.loss_mask: 0.5566, decode.d1.loss_dice: 0.8600, decode.d2.loss_cls: 0.3940, decode.d2.loss_mask: 0.5396, decode.d2.loss_dice: 0.8266, decode.d3.loss_cls: 0.3810, decode.d3.loss_mask: 0.5360, decode.d3.loss_dice: 0.8065, decode.d4.loss_cls: 0.3704, decode.d4.loss_mask: 0.5345, decode.d4.loss_dice: 0.8092, decode.d5.loss_cls: 0.3609, decode.d5.loss_mask: 0.5361, decode.d5.loss_dice: 0.8073, decode.d6.loss_cls: 0.3583, decode.d6.loss_mask: 0.5342, decode.d6.loss_dice: 0.8008, decode.d7.loss_cls: 0.3497, decode.d7.loss_mask: 0.5359, decode.d7.loss_dice: 0.8059, decode.d8.loss_cls: 0.3520, decode.d8.loss_mask: 0.5325, decode.d8.loss_dice: 0.8010, loss: 18.3582, grad_norm: 58.0486 2023-12-26 01:15:57,906 - mmseg - INFO - Iter [57700/160000] lr: 6.394e-05, eta: 14:26:21, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3760, decode.loss_mask: 0.5577, decode.loss_dice: 0.8460, decode.d0.loss_cls: 1.3883, decode.d0.loss_mask: 0.5982, decode.d0.loss_dice: 0.9492, decode.d1.loss_cls: 0.4734, decode.d1.loss_mask: 0.5801, decode.d1.loss_dice: 0.9047, decode.d2.loss_cls: 0.4225, decode.d2.loss_mask: 0.5692, decode.d2.loss_dice: 0.8679, decode.d3.loss_cls: 0.4070, decode.d3.loss_mask: 0.5659, decode.d3.loss_dice: 0.8589, decode.d4.loss_cls: 0.3913, decode.d4.loss_mask: 0.5609, decode.d4.loss_dice: 0.8608, decode.d5.loss_cls: 0.3895, decode.d5.loss_mask: 0.5604, decode.d5.loss_dice: 0.8562, decode.d6.loss_cls: 0.3848, decode.d6.loss_mask: 0.5590, decode.d6.loss_dice: 0.8486, decode.d7.loss_cls: 0.3854, decode.d7.loss_mask: 0.5591, decode.d7.loss_dice: 0.8491, decode.d8.loss_cls: 0.3774, decode.d8.loss_mask: 0.5584, decode.d8.loss_dice: 0.8489, loss: 19.3547, grad_norm: 57.6980 2023-12-26 01:16:22,412 - mmseg - INFO - Iter [57750/160000] lr: 6.391e-05, eta: 14:25:54, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3607, decode.loss_mask: 0.5514, decode.loss_dice: 0.8187, decode.d0.loss_cls: 1.3627, decode.d0.loss_mask: 0.5918, decode.d0.loss_dice: 0.9134, decode.d1.loss_cls: 0.4295, decode.d1.loss_mask: 0.5694, decode.d1.loss_dice: 0.8840, decode.d2.loss_cls: 0.4061, decode.d2.loss_mask: 0.5598, decode.d2.loss_dice: 0.8507, decode.d3.loss_cls: 0.3910, decode.d3.loss_mask: 0.5561, decode.d3.loss_dice: 0.8307, decode.d4.loss_cls: 0.3748, decode.d4.loss_mask: 0.5530, decode.d4.loss_dice: 0.8299, decode.d5.loss_cls: 0.3731, decode.d5.loss_mask: 0.5538, decode.d5.loss_dice: 0.8251, decode.d6.loss_cls: 0.3628, decode.d6.loss_mask: 0.5523, decode.d6.loss_dice: 0.8244, decode.d7.loss_cls: 0.3543, decode.d7.loss_mask: 0.5529, decode.d7.loss_dice: 0.8283, decode.d8.loss_cls: 0.3592, decode.d8.loss_mask: 0.5533, decode.d8.loss_dice: 0.8229, loss: 18.7959, grad_norm: 58.6201 2023-12-26 01:16:46,607 - mmseg - INFO - Iter [57800/160000] lr: 6.388e-05, eta: 14:25:26, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3699, decode.loss_mask: 0.5682, decode.loss_dice: 0.8392, decode.d0.loss_cls: 1.3783, decode.d0.loss_mask: 0.6126, decode.d0.loss_dice: 0.9399, decode.d1.loss_cls: 0.4605, decode.d1.loss_mask: 0.5955, decode.d1.loss_dice: 0.8959, decode.d2.loss_cls: 0.4197, decode.d2.loss_mask: 0.5801, decode.d2.loss_dice: 0.8682, decode.d3.loss_cls: 0.3995, decode.d3.loss_mask: 0.5730, decode.d3.loss_dice: 0.8437, decode.d4.loss_cls: 0.3883, decode.d4.loss_mask: 0.5745, decode.d4.loss_dice: 0.8483, decode.d5.loss_cls: 0.3787, decode.d5.loss_mask: 0.5697, decode.d5.loss_dice: 0.8434, decode.d6.loss_cls: 0.3730, decode.d6.loss_mask: 0.5707, decode.d6.loss_dice: 0.8385, decode.d7.loss_cls: 0.3697, decode.d7.loss_mask: 0.5689, decode.d7.loss_dice: 0.8363, decode.d8.loss_cls: 0.3645, decode.d8.loss_mask: 0.5695, decode.d8.loss_dice: 0.8410, loss: 19.2793, grad_norm: 58.8144 2023-12-26 01:17:10,876 - mmseg - INFO - Iter [57850/160000] lr: 6.384e-05, eta: 14:24:58, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3626, decode.loss_mask: 0.5653, decode.loss_dice: 0.8198, decode.d0.loss_cls: 1.3426, decode.d0.loss_mask: 0.6141, decode.d0.loss_dice: 0.9025, decode.d1.loss_cls: 0.4330, decode.d1.loss_mask: 0.5938, decode.d1.loss_dice: 0.8738, decode.d2.loss_cls: 0.4106, decode.d2.loss_mask: 0.5738, decode.d2.loss_dice: 0.8392, decode.d3.loss_cls: 0.3980, decode.d3.loss_mask: 0.5670, decode.d3.loss_dice: 0.8224, decode.d4.loss_cls: 0.3836, decode.d4.loss_mask: 0.5655, decode.d4.loss_dice: 0.8169, decode.d5.loss_cls: 0.3733, decode.d5.loss_mask: 0.5679, decode.d5.loss_dice: 0.8225, decode.d6.loss_cls: 0.3772, decode.d6.loss_mask: 0.5668, decode.d6.loss_dice: 0.8140, decode.d7.loss_cls: 0.3627, decode.d7.loss_mask: 0.5670, decode.d7.loss_dice: 0.8200, decode.d8.loss_cls: 0.3581, decode.d8.loss_mask: 0.5661, decode.d8.loss_dice: 0.8208, loss: 18.9009, grad_norm: 57.9158 2023-12-26 01:17:35,113 - mmseg - INFO - Iter [57900/160000] lr: 6.381e-05, eta: 14:24:30, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3736, decode.loss_mask: 0.5521, decode.loss_dice: 0.8211, decode.d0.loss_cls: 1.3224, decode.d0.loss_mask: 0.6031, decode.d0.loss_dice: 0.9223, decode.d1.loss_cls: 0.4343, decode.d1.loss_mask: 0.5790, decode.d1.loss_dice: 0.8796, decode.d2.loss_cls: 0.4001, decode.d2.loss_mask: 0.5662, decode.d2.loss_dice: 0.8517, decode.d3.loss_cls: 0.3890, decode.d3.loss_mask: 0.5609, decode.d3.loss_dice: 0.8361, decode.d4.loss_cls: 0.3759, decode.d4.loss_mask: 0.5604, decode.d4.loss_dice: 0.8411, decode.d5.loss_cls: 0.3716, decode.d5.loss_mask: 0.5572, decode.d5.loss_dice: 0.8361, decode.d6.loss_cls: 0.3738, decode.d6.loss_mask: 0.5566, decode.d6.loss_dice: 0.8244, decode.d7.loss_cls: 0.3710, decode.d7.loss_mask: 0.5556, decode.d7.loss_dice: 0.8259, decode.d8.loss_cls: 0.3692, decode.d8.loss_mask: 0.5553, decode.d8.loss_dice: 0.8249, loss: 18.8907, grad_norm: 63.9967 2023-12-26 01:17:59,384 - mmseg - INFO - Iter [57950/160000] lr: 6.378e-05, eta: 14:24:03, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3687, decode.loss_mask: 0.5978, decode.loss_dice: 0.8487, decode.d0.loss_cls: 1.3843, decode.d0.loss_mask: 0.6453, decode.d0.loss_dice: 0.9572, decode.d1.loss_cls: 0.4686, decode.d1.loss_mask: 0.6186, decode.d1.loss_dice: 0.9075, decode.d2.loss_cls: 0.4180, decode.d2.loss_mask: 0.6055, decode.d2.loss_dice: 0.8789, decode.d3.loss_cls: 0.3922, decode.d3.loss_mask: 0.6041, decode.d3.loss_dice: 0.8617, decode.d4.loss_cls: 0.3831, decode.d4.loss_mask: 0.6042, decode.d4.loss_dice: 0.8645, decode.d5.loss_cls: 0.3823, decode.d5.loss_mask: 0.5999, decode.d5.loss_dice: 0.8618, decode.d6.loss_cls: 0.3774, decode.d6.loss_mask: 0.5964, decode.d6.loss_dice: 0.8528, decode.d7.loss_cls: 0.3711, decode.d7.loss_mask: 0.5978, decode.d7.loss_dice: 0.8563, decode.d8.loss_cls: 0.3742, decode.d8.loss_mask: 0.5995, decode.d8.loss_dice: 0.8485, loss: 19.7271, grad_norm: 58.5822 2023-12-26 01:18:26,061 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 01:18:26,061 - mmseg - INFO - Iter [58000/160000] lr: 6.375e-05, eta: 14:23:40, time: 0.534, data_time: 0.058, memory: 40245, decode.loss_cls: 0.3760, decode.loss_mask: 0.5804, decode.loss_dice: 0.8402, decode.d0.loss_cls: 1.3869, decode.d0.loss_mask: 0.6196, decode.d0.loss_dice: 0.9332, decode.d1.loss_cls: 0.4734, decode.d1.loss_mask: 0.5997, decode.d1.loss_dice: 0.8871, decode.d2.loss_cls: 0.4248, decode.d2.loss_mask: 0.5877, decode.d2.loss_dice: 0.8648, decode.d3.loss_cls: 0.4088, decode.d3.loss_mask: 0.5820, decode.d3.loss_dice: 0.8515, decode.d4.loss_cls: 0.3944, decode.d4.loss_mask: 0.5812, decode.d4.loss_dice: 0.8511, decode.d5.loss_cls: 0.3868, decode.d5.loss_mask: 0.5828, decode.d5.loss_dice: 0.8450, decode.d6.loss_cls: 0.3849, decode.d6.loss_mask: 0.5788, decode.d6.loss_dice: 0.8409, decode.d7.loss_cls: 0.3803, decode.d7.loss_mask: 0.5780, decode.d7.loss_dice: 0.8404, decode.d8.loss_cls: 0.3764, decode.d8.loss_mask: 0.5802, decode.d8.loss_dice: 0.8387, loss: 19.4559, grad_norm: 62.3546 2023-12-26 01:18:50,238 - mmseg - INFO - Iter [58050/160000] lr: 6.372e-05, eta: 14:23:12, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3855, decode.loss_mask: 0.5552, decode.loss_dice: 0.8108, decode.d0.loss_cls: 1.3754, decode.d0.loss_mask: 0.6066, decode.d0.loss_dice: 0.9191, decode.d1.loss_cls: 0.4704, decode.d1.loss_mask: 0.5789, decode.d1.loss_dice: 0.8659, decode.d2.loss_cls: 0.4272, decode.d2.loss_mask: 0.5648, decode.d2.loss_dice: 0.8397, decode.d3.loss_cls: 0.4156, decode.d3.loss_mask: 0.5640, decode.d3.loss_dice: 0.8221, decode.d4.loss_cls: 0.4070, decode.d4.loss_mask: 0.5581, decode.d4.loss_dice: 0.8188, decode.d5.loss_cls: 0.3947, decode.d5.loss_mask: 0.5594, decode.d5.loss_dice: 0.8186, decode.d6.loss_cls: 0.3921, decode.d6.loss_mask: 0.5589, decode.d6.loss_dice: 0.8093, decode.d7.loss_cls: 0.3827, decode.d7.loss_mask: 0.5584, decode.d7.loss_dice: 0.8121, decode.d8.loss_cls: 0.3885, decode.d8.loss_mask: 0.5559, decode.d8.loss_dice: 0.8114, loss: 19.0269, grad_norm: 63.3953 2023-12-26 01:19:14,669 - mmseg - INFO - Iter [58100/160000] lr: 6.369e-05, eta: 14:22:44, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3393, decode.loss_mask: 0.5521, decode.loss_dice: 0.8108, decode.d0.loss_cls: 1.3708, decode.d0.loss_mask: 0.5885, decode.d0.loss_dice: 0.9083, decode.d1.loss_cls: 0.4353, decode.d1.loss_mask: 0.5720, decode.d1.loss_dice: 0.8634, decode.d2.loss_cls: 0.3838, decode.d2.loss_mask: 0.5628, decode.d2.loss_dice: 0.8403, decode.d3.loss_cls: 0.3754, decode.d3.loss_mask: 0.5561, decode.d3.loss_dice: 0.8250, decode.d4.loss_cls: 0.3570, decode.d4.loss_mask: 0.5595, decode.d4.loss_dice: 0.8224, decode.d5.loss_cls: 0.3452, decode.d5.loss_mask: 0.5597, decode.d5.loss_dice: 0.8214, decode.d6.loss_cls: 0.3430, decode.d6.loss_mask: 0.5582, decode.d6.loss_dice: 0.8127, decode.d7.loss_cls: 0.3388, decode.d7.loss_mask: 0.5558, decode.d7.loss_dice: 0.8160, decode.d8.loss_cls: 0.3374, decode.d8.loss_mask: 0.5575, decode.d8.loss_dice: 0.8160, loss: 18.5843, grad_norm: 60.4752 2023-12-26 01:19:39,098 - mmseg - INFO - Iter [58150/160000] lr: 6.366e-05, eta: 14:22:17, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3925, decode.loss_mask: 0.5748, decode.loss_dice: 0.8472, decode.d0.loss_cls: 1.4027, decode.d0.loss_mask: 0.6227, decode.d0.loss_dice: 0.9459, decode.d1.loss_cls: 0.4886, decode.d1.loss_mask: 0.5950, decode.d1.loss_dice: 0.8998, decode.d2.loss_cls: 0.4446, decode.d2.loss_mask: 0.5816, decode.d2.loss_dice: 0.8728, decode.d3.loss_cls: 0.4237, decode.d3.loss_mask: 0.5791, decode.d3.loss_dice: 0.8623, decode.d4.loss_cls: 0.4117, decode.d4.loss_mask: 0.5789, decode.d4.loss_dice: 0.8557, decode.d5.loss_cls: 0.4015, decode.d5.loss_mask: 0.5747, decode.d5.loss_dice: 0.8528, decode.d6.loss_cls: 0.4001, decode.d6.loss_mask: 0.5757, decode.d6.loss_dice: 0.8478, decode.d7.loss_cls: 0.3942, decode.d7.loss_mask: 0.5764, decode.d7.loss_dice: 0.8480, decode.d8.loss_cls: 0.3943, decode.d8.loss_mask: 0.5762, decode.d8.loss_dice: 0.8465, loss: 19.6675, grad_norm: 57.0372 2023-12-26 01:20:03,451 - mmseg - INFO - Iter [58200/160000] lr: 6.363e-05, eta: 14:21:49, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3617, decode.loss_mask: 0.5684, decode.loss_dice: 0.8350, decode.d0.loss_cls: 1.3959, decode.d0.loss_mask: 0.6083, decode.d0.loss_dice: 0.9367, decode.d1.loss_cls: 0.4571, decode.d1.loss_mask: 0.5832, decode.d1.loss_dice: 0.8898, decode.d2.loss_cls: 0.4171, decode.d2.loss_mask: 0.5754, decode.d2.loss_dice: 0.8608, decode.d3.loss_cls: 0.3909, decode.d3.loss_mask: 0.5705, decode.d3.loss_dice: 0.8445, decode.d4.loss_cls: 0.3818, decode.d4.loss_mask: 0.5666, decode.d4.loss_dice: 0.8334, decode.d5.loss_cls: 0.3717, decode.d5.loss_mask: 0.5691, decode.d5.loss_dice: 0.8402, decode.d6.loss_cls: 0.3717, decode.d6.loss_mask: 0.5715, decode.d6.loss_dice: 0.8347, decode.d7.loss_cls: 0.3701, decode.d7.loss_mask: 0.5678, decode.d7.loss_dice: 0.8338, decode.d8.loss_cls: 0.3620, decode.d8.loss_mask: 0.5685, decode.d8.loss_dice: 0.8377, loss: 19.1759, grad_norm: 65.9257 2023-12-26 01:20:27,893 - mmseg - INFO - Iter [58250/160000] lr: 6.359e-05, eta: 14:21:22, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3555, decode.loss_mask: 0.5779, decode.loss_dice: 0.8508, decode.d0.loss_cls: 1.3693, decode.d0.loss_mask: 0.6206, decode.d0.loss_dice: 0.9501, decode.d1.loss_cls: 0.4575, decode.d1.loss_mask: 0.5948, decode.d1.loss_dice: 0.9051, decode.d2.loss_cls: 0.4120, decode.d2.loss_mask: 0.5853, decode.d2.loss_dice: 0.8657, decode.d3.loss_cls: 0.4000, decode.d3.loss_mask: 0.5765, decode.d3.loss_dice: 0.8576, decode.d4.loss_cls: 0.3820, decode.d4.loss_mask: 0.5769, decode.d4.loss_dice: 0.8525, decode.d5.loss_cls: 0.3710, decode.d5.loss_mask: 0.5788, decode.d5.loss_dice: 0.8530, decode.d6.loss_cls: 0.3668, decode.d6.loss_mask: 0.5819, decode.d6.loss_dice: 0.8516, decode.d7.loss_cls: 0.3643, decode.d7.loss_mask: 0.5798, decode.d7.loss_dice: 0.8529, decode.d8.loss_cls: 0.3551, decode.d8.loss_mask: 0.5817, decode.d8.loss_dice: 0.8552, loss: 19.3821, grad_norm: 61.0523 2023-12-26 01:20:52,180 - mmseg - INFO - Iter [58300/160000] lr: 6.356e-05, eta: 14:20:54, time: 0.486, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3391, decode.loss_mask: 0.5643, decode.loss_dice: 0.8198, decode.d0.loss_cls: 1.3446, decode.d0.loss_mask: 0.6063, decode.d0.loss_dice: 0.9166, decode.d1.loss_cls: 0.4311, decode.d1.loss_mask: 0.5869, decode.d1.loss_dice: 0.8764, decode.d2.loss_cls: 0.3813, decode.d2.loss_mask: 0.5720, decode.d2.loss_dice: 0.8486, decode.d3.loss_cls: 0.3722, decode.d3.loss_mask: 0.5663, decode.d3.loss_dice: 0.8320, decode.d4.loss_cls: 0.3510, decode.d4.loss_mask: 0.5690, decode.d4.loss_dice: 0.8311, decode.d5.loss_cls: 0.3528, decode.d5.loss_mask: 0.5684, decode.d5.loss_dice: 0.8258, decode.d6.loss_cls: 0.3476, decode.d6.loss_mask: 0.5638, decode.d6.loss_dice: 0.8204, decode.d7.loss_cls: 0.3384, decode.d7.loss_mask: 0.5634, decode.d7.loss_dice: 0.8247, decode.d8.loss_cls: 0.3375, decode.d8.loss_mask: 0.5651, decode.d8.loss_dice: 0.8223, loss: 18.7390, grad_norm: 58.3045 2023-12-26 01:21:16,603 - mmseg - INFO - Iter [58350/160000] lr: 6.353e-05, eta: 14:20:27, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3702, decode.loss_mask: 0.5701, decode.loss_dice: 0.8220, decode.d0.loss_cls: 1.3846, decode.d0.loss_mask: 0.6080, decode.d0.loss_dice: 0.9175, decode.d1.loss_cls: 0.4577, decode.d1.loss_mask: 0.5889, decode.d1.loss_dice: 0.8717, decode.d2.loss_cls: 0.4078, decode.d2.loss_mask: 0.5779, decode.d2.loss_dice: 0.8458, decode.d3.loss_cls: 0.3945, decode.d3.loss_mask: 0.5722, decode.d3.loss_dice: 0.8335, decode.d4.loss_cls: 0.3822, decode.d4.loss_mask: 0.5708, decode.d4.loss_dice: 0.8341, decode.d5.loss_cls: 0.3747, decode.d5.loss_mask: 0.5720, decode.d5.loss_dice: 0.8339, decode.d6.loss_cls: 0.3746, decode.d6.loss_mask: 0.5641, decode.d6.loss_dice: 0.8218, decode.d7.loss_cls: 0.3631, decode.d7.loss_mask: 0.5676, decode.d7.loss_dice: 0.8265, decode.d8.loss_cls: 0.3661, decode.d8.loss_mask: 0.5679, decode.d8.loss_dice: 0.8222, loss: 19.0644, grad_norm: 61.6855 2023-12-26 01:21:40,818 - mmseg - INFO - Iter [58400/160000] lr: 6.350e-05, eta: 14:19:59, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3691, decode.loss_mask: 0.5489, decode.loss_dice: 0.8398, decode.d0.loss_cls: 1.3801, decode.d0.loss_mask: 0.5902, decode.d0.loss_dice: 0.9380, decode.d1.loss_cls: 0.4509, decode.d1.loss_mask: 0.5648, decode.d1.loss_dice: 0.8911, decode.d2.loss_cls: 0.4175, decode.d2.loss_mask: 0.5572, decode.d2.loss_dice: 0.8618, decode.d3.loss_cls: 0.3978, decode.d3.loss_mask: 0.5526, decode.d3.loss_dice: 0.8485, decode.d4.loss_cls: 0.3874, decode.d4.loss_mask: 0.5540, decode.d4.loss_dice: 0.8515, decode.d5.loss_cls: 0.3848, decode.d5.loss_mask: 0.5526, decode.d5.loss_dice: 0.8454, decode.d6.loss_cls: 0.3755, decode.d6.loss_mask: 0.5521, decode.d6.loss_dice: 0.8379, decode.d7.loss_cls: 0.3714, decode.d7.loss_mask: 0.5503, decode.d7.loss_dice: 0.8396, decode.d8.loss_cls: 0.3679, decode.d8.loss_mask: 0.5521, decode.d8.loss_dice: 0.8371, loss: 19.0678, grad_norm: 60.2456 2023-12-26 01:22:05,207 - mmseg - INFO - Iter [58450/160000] lr: 6.347e-05, eta: 14:19:31, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3438, decode.loss_mask: 0.5732, decode.loss_dice: 0.8168, decode.d0.loss_cls: 1.3323, decode.d0.loss_mask: 0.6165, decode.d0.loss_dice: 0.9115, decode.d1.loss_cls: 0.4182, decode.d1.loss_mask: 0.5966, decode.d1.loss_dice: 0.8616, decode.d2.loss_cls: 0.3839, decode.d2.loss_mask: 0.5799, decode.d2.loss_dice: 0.8372, decode.d3.loss_cls: 0.3737, decode.d3.loss_mask: 0.5749, decode.d3.loss_dice: 0.8187, decode.d4.loss_cls: 0.3559, decode.d4.loss_mask: 0.5742, decode.d4.loss_dice: 0.8249, decode.d5.loss_cls: 0.3508, decode.d5.loss_mask: 0.5745, decode.d5.loss_dice: 0.8254, decode.d6.loss_cls: 0.3514, decode.d6.loss_mask: 0.5728, decode.d6.loss_dice: 0.8216, decode.d7.loss_cls: 0.3445, decode.d7.loss_mask: 0.5744, decode.d7.loss_dice: 0.8192, decode.d8.loss_cls: 0.3471, decode.d8.loss_mask: 0.5727, decode.d8.loss_dice: 0.8154, loss: 18.7635, grad_norm: 63.8274 2023-12-26 01:22:29,369 - mmseg - INFO - Iter [58500/160000] lr: 6.344e-05, eta: 14:19:03, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3618, decode.loss_mask: 0.5676, decode.loss_dice: 0.8443, decode.d0.loss_cls: 1.3482, decode.d0.loss_mask: 0.6170, decode.d0.loss_dice: 0.9414, decode.d1.loss_cls: 0.4458, decode.d1.loss_mask: 0.5892, decode.d1.loss_dice: 0.9045, decode.d2.loss_cls: 0.4046, decode.d2.loss_mask: 0.5767, decode.d2.loss_dice: 0.8696, decode.d3.loss_cls: 0.3907, decode.d3.loss_mask: 0.5721, decode.d3.loss_dice: 0.8571, decode.d4.loss_cls: 0.3788, decode.d4.loss_mask: 0.5661, decode.d4.loss_dice: 0.8568, decode.d5.loss_cls: 0.3751, decode.d5.loss_mask: 0.5680, decode.d5.loss_dice: 0.8520, decode.d6.loss_cls: 0.3669, decode.d6.loss_mask: 0.5683, decode.d6.loss_dice: 0.8474, decode.d7.loss_cls: 0.3691, decode.d7.loss_mask: 0.5672, decode.d7.loss_dice: 0.8441, decode.d8.loss_cls: 0.3619, decode.d8.loss_mask: 0.5660, decode.d8.loss_dice: 0.8435, loss: 19.2218, grad_norm: 61.9498 2023-12-26 01:22:53,842 - mmseg - INFO - Iter [58550/160000] lr: 6.341e-05, eta: 14:18:36, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3676, decode.loss_mask: 0.5536, decode.loss_dice: 0.8267, decode.d0.loss_cls: 1.3828, decode.d0.loss_mask: 0.5970, decode.d0.loss_dice: 0.9277, decode.d1.loss_cls: 0.4484, decode.d1.loss_mask: 0.5771, decode.d1.loss_dice: 0.8811, decode.d2.loss_cls: 0.4090, decode.d2.loss_mask: 0.5662, decode.d2.loss_dice: 0.8542, decode.d3.loss_cls: 0.3942, decode.d3.loss_mask: 0.5585, decode.d3.loss_dice: 0.8328, decode.d4.loss_cls: 0.3836, decode.d4.loss_mask: 0.5588, decode.d4.loss_dice: 0.8343, decode.d5.loss_cls: 0.3779, decode.d5.loss_mask: 0.5575, decode.d5.loss_dice: 0.8340, decode.d6.loss_cls: 0.3729, decode.d6.loss_mask: 0.5556, decode.d6.loss_dice: 0.8230, decode.d7.loss_cls: 0.3696, decode.d7.loss_mask: 0.5552, decode.d7.loss_dice: 0.8269, decode.d8.loss_cls: 0.3713, decode.d8.loss_mask: 0.5530, decode.d8.loss_dice: 0.8237, loss: 18.9741, grad_norm: 56.8203 2023-12-26 01:23:18,183 - mmseg - INFO - Iter [58600/160000] lr: 6.338e-05, eta: 14:18:09, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3795, decode.loss_mask: 0.5587, decode.loss_dice: 0.8362, decode.d0.loss_cls: 1.3862, decode.d0.loss_mask: 0.6016, decode.d0.loss_dice: 0.9397, decode.d1.loss_cls: 0.4638, decode.d1.loss_mask: 0.5736, decode.d1.loss_dice: 0.8854, decode.d2.loss_cls: 0.4158, decode.d2.loss_mask: 0.5609, decode.d2.loss_dice: 0.8587, decode.d3.loss_cls: 0.4118, decode.d3.loss_mask: 0.5550, decode.d3.loss_dice: 0.8403, decode.d4.loss_cls: 0.3933, decode.d4.loss_mask: 0.5586, decode.d4.loss_dice: 0.8451, decode.d5.loss_cls: 0.3933, decode.d5.loss_mask: 0.5567, decode.d5.loss_dice: 0.8387, decode.d6.loss_cls: 0.3866, decode.d6.loss_mask: 0.5563, decode.d6.loss_dice: 0.8380, decode.d7.loss_cls: 0.3785, decode.d7.loss_mask: 0.5582, decode.d7.loss_dice: 0.8381, decode.d8.loss_cls: 0.3788, decode.d8.loss_mask: 0.5569, decode.d8.loss_dice: 0.8385, loss: 19.1829, grad_norm: 61.2984 2023-12-26 01:23:42,864 - mmseg - INFO - Iter [58650/160000] lr: 6.334e-05, eta: 14:17:42, time: 0.494, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3441, decode.loss_mask: 0.5499, decode.loss_dice: 0.8198, decode.d0.loss_cls: 1.3424, decode.d0.loss_mask: 0.5880, decode.d0.loss_dice: 0.9065, decode.d1.loss_cls: 0.4261, decode.d1.loss_mask: 0.5738, decode.d1.loss_dice: 0.8665, decode.d2.loss_cls: 0.3809, decode.d2.loss_mask: 0.5589, decode.d2.loss_dice: 0.8317, decode.d3.loss_cls: 0.3671, decode.d3.loss_mask: 0.5539, decode.d3.loss_dice: 0.8184, decode.d4.loss_cls: 0.3537, decode.d4.loss_mask: 0.5522, decode.d4.loss_dice: 0.8241, decode.d5.loss_cls: 0.3492, decode.d5.loss_mask: 0.5491, decode.d5.loss_dice: 0.8179, decode.d6.loss_cls: 0.3429, decode.d6.loss_mask: 0.5502, decode.d6.loss_dice: 0.8093, decode.d7.loss_cls: 0.3460, decode.d7.loss_mask: 0.5499, decode.d7.loss_dice: 0.8178, decode.d8.loss_cls: 0.3470, decode.d8.loss_mask: 0.5472, decode.d8.loss_dice: 0.8208, loss: 18.5054, grad_norm: 58.0101 2023-12-26 01:24:07,233 - mmseg - INFO - Iter [58700/160000] lr: 6.331e-05, eta: 14:17:14, time: 0.487, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3655, decode.loss_mask: 0.5528, decode.loss_dice: 0.8232, decode.d0.loss_cls: 1.3384, decode.d0.loss_mask: 0.5928, decode.d0.loss_dice: 0.9297, decode.d1.loss_cls: 0.4542, decode.d1.loss_mask: 0.5761, decode.d1.loss_dice: 0.8848, decode.d2.loss_cls: 0.4062, decode.d2.loss_mask: 0.5605, decode.d2.loss_dice: 0.8460, decode.d3.loss_cls: 0.3906, decode.d3.loss_mask: 0.5559, decode.d3.loss_dice: 0.8377, decode.d4.loss_cls: 0.3844, decode.d4.loss_mask: 0.5562, decode.d4.loss_dice: 0.8368, decode.d5.loss_cls: 0.3743, decode.d5.loss_mask: 0.5557, decode.d5.loss_dice: 0.8291, decode.d6.loss_cls: 0.3808, decode.d6.loss_mask: 0.5532, decode.d6.loss_dice: 0.8212, decode.d7.loss_cls: 0.3690, decode.d7.loss_mask: 0.5545, decode.d7.loss_dice: 0.8286, decode.d8.loss_cls: 0.3656, decode.d8.loss_mask: 0.5543, decode.d8.loss_dice: 0.8245, loss: 18.9023, grad_norm: 58.5218 2023-12-26 01:24:31,760 - mmseg - INFO - Iter [58750/160000] lr: 6.328e-05, eta: 14:16:47, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3526, decode.loss_mask: 0.5529, decode.loss_dice: 0.8094, decode.d0.loss_cls: 1.3535, decode.d0.loss_mask: 0.5941, decode.d0.loss_dice: 0.9054, decode.d1.loss_cls: 0.4306, decode.d1.loss_mask: 0.5754, decode.d1.loss_dice: 0.8685, decode.d2.loss_cls: 0.3949, decode.d2.loss_mask: 0.5587, decode.d2.loss_dice: 0.8297, decode.d3.loss_cls: 0.3831, decode.d3.loss_mask: 0.5567, decode.d3.loss_dice: 0.8144, decode.d4.loss_cls: 0.3748, decode.d4.loss_mask: 0.5532, decode.d4.loss_dice: 0.8154, decode.d5.loss_cls: 0.3691, decode.d5.loss_mask: 0.5537, decode.d5.loss_dice: 0.8117, decode.d6.loss_cls: 0.3664, decode.d6.loss_mask: 0.5539, decode.d6.loss_dice: 0.8064, decode.d7.loss_cls: 0.3555, decode.d7.loss_mask: 0.5520, decode.d7.loss_dice: 0.8096, decode.d8.loss_cls: 0.3527, decode.d8.loss_mask: 0.5549, decode.d8.loss_dice: 0.8111, loss: 18.6203, grad_norm: 62.8343 2023-12-26 01:24:55,857 - mmseg - INFO - Iter [58800/160000] lr: 6.325e-05, eta: 14:16:19, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3466, decode.loss_mask: 0.5735, decode.loss_dice: 0.8251, decode.d0.loss_cls: 1.3317, decode.d0.loss_mask: 0.6182, decode.d0.loss_dice: 0.9190, decode.d1.loss_cls: 0.4168, decode.d1.loss_mask: 0.6027, decode.d1.loss_dice: 0.8847, decode.d2.loss_cls: 0.3846, decode.d2.loss_mask: 0.5846, decode.d2.loss_dice: 0.8536, decode.d3.loss_cls: 0.3716, decode.d3.loss_mask: 0.5777, decode.d3.loss_dice: 0.8270, decode.d4.loss_cls: 0.3562, decode.d4.loss_mask: 0.5768, decode.d4.loss_dice: 0.8306, decode.d5.loss_cls: 0.3521, decode.d5.loss_mask: 0.5775, decode.d5.loss_dice: 0.8293, decode.d6.loss_cls: 0.3472, decode.d6.loss_mask: 0.5758, decode.d6.loss_dice: 0.8266, decode.d7.loss_cls: 0.3455, decode.d7.loss_mask: 0.5736, decode.d7.loss_dice: 0.8218, decode.d8.loss_cls: 0.3455, decode.d8.loss_mask: 0.5739, decode.d8.loss_dice: 0.8242, loss: 18.8741, grad_norm: 62.1048 2023-12-26 01:25:20,210 - mmseg - INFO - Iter [58850/160000] lr: 6.322e-05, eta: 14:15:51, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3642, decode.loss_mask: 0.5595, decode.loss_dice: 0.8195, decode.d0.loss_cls: 1.3445, decode.d0.loss_mask: 0.6015, decode.d0.loss_dice: 0.9261, decode.d1.loss_cls: 0.4490, decode.d1.loss_mask: 0.5846, decode.d1.loss_dice: 0.8749, decode.d2.loss_cls: 0.4018, decode.d2.loss_mask: 0.5742, decode.d2.loss_dice: 0.8451, decode.d3.loss_cls: 0.3978, decode.d3.loss_mask: 0.5661, decode.d3.loss_dice: 0.8265, decode.d4.loss_cls: 0.3815, decode.d4.loss_mask: 0.5646, decode.d4.loss_dice: 0.8320, decode.d5.loss_cls: 0.3702, decode.d5.loss_mask: 0.5617, decode.d5.loss_dice: 0.8293, decode.d6.loss_cls: 0.3660, decode.d6.loss_mask: 0.5585, decode.d6.loss_dice: 0.8228, decode.d7.loss_cls: 0.3645, decode.d7.loss_mask: 0.5594, decode.d7.loss_dice: 0.8257, decode.d8.loss_cls: 0.3608, decode.d8.loss_mask: 0.5593, decode.d8.loss_dice: 0.8255, loss: 18.9168, grad_norm: 62.3066 2023-12-26 01:25:44,592 - mmseg - INFO - Iter [58900/160000] lr: 6.319e-05, eta: 14:15:24, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3540, decode.loss_mask: 0.5484, decode.loss_dice: 0.8099, decode.d0.loss_cls: 1.3883, decode.d0.loss_mask: 0.5911, decode.d0.loss_dice: 0.9123, decode.d1.loss_cls: 0.4410, decode.d1.loss_mask: 0.5672, decode.d1.loss_dice: 0.8650, decode.d2.loss_cls: 0.3998, decode.d2.loss_mask: 0.5538, decode.d2.loss_dice: 0.8367, decode.d3.loss_cls: 0.3855, decode.d3.loss_mask: 0.5508, decode.d3.loss_dice: 0.8110, decode.d4.loss_cls: 0.3774, decode.d4.loss_mask: 0.5474, decode.d4.loss_dice: 0.8123, decode.d5.loss_cls: 0.3706, decode.d5.loss_mask: 0.5477, decode.d5.loss_dice: 0.8121, decode.d6.loss_cls: 0.3581, decode.d6.loss_mask: 0.5480, decode.d6.loss_dice: 0.8083, decode.d7.loss_cls: 0.3578, decode.d7.loss_mask: 0.5453, decode.d7.loss_dice: 0.8062, decode.d8.loss_cls: 0.3565, decode.d8.loss_mask: 0.5457, decode.d8.loss_dice: 0.8088, loss: 18.6167, grad_norm: 59.1573 2023-12-26 01:26:08,898 - mmseg - INFO - Iter [58950/160000] lr: 6.316e-05, eta: 14:14:56, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3819, decode.loss_mask: 0.5808, decode.loss_dice: 0.8315, decode.d0.loss_cls: 1.3871, decode.d0.loss_mask: 0.6328, decode.d0.loss_dice: 0.9404, decode.d1.loss_cls: 0.4694, decode.d1.loss_mask: 0.6051, decode.d1.loss_dice: 0.8857, decode.d2.loss_cls: 0.4239, decode.d2.loss_mask: 0.5907, decode.d2.loss_dice: 0.8586, decode.d3.loss_cls: 0.4131, decode.d3.loss_mask: 0.5826, decode.d3.loss_dice: 0.8327, decode.d4.loss_cls: 0.4052, decode.d4.loss_mask: 0.5838, decode.d4.loss_dice: 0.8315, decode.d5.loss_cls: 0.3955, decode.d5.loss_mask: 0.5834, decode.d5.loss_dice: 0.8373, decode.d6.loss_cls: 0.3894, decode.d6.loss_mask: 0.5829, decode.d6.loss_dice: 0.8281, decode.d7.loss_cls: 0.3815, decode.d7.loss_mask: 0.5841, decode.d7.loss_dice: 0.8355, decode.d8.loss_cls: 0.3793, decode.d8.loss_mask: 0.5833, decode.d8.loss_dice: 0.8340, loss: 19.4511, grad_norm: 59.8982 2023-12-26 01:26:33,188 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 01:26:33,188 - mmseg - INFO - Iter [59000/160000] lr: 6.313e-05, eta: 14:14:29, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3434, decode.loss_mask: 0.5820, decode.loss_dice: 0.8210, decode.d0.loss_cls: 1.3408, decode.d0.loss_mask: 0.6303, decode.d0.loss_dice: 0.9154, decode.d1.loss_cls: 0.4208, decode.d1.loss_mask: 0.6040, decode.d1.loss_dice: 0.8739, decode.d2.loss_cls: 0.3778, decode.d2.loss_mask: 0.5936, decode.d2.loss_dice: 0.8519, decode.d3.loss_cls: 0.3696, decode.d3.loss_mask: 0.5877, decode.d3.loss_dice: 0.8337, decode.d4.loss_cls: 0.3548, decode.d4.loss_mask: 0.5882, decode.d4.loss_dice: 0.8305, decode.d5.loss_cls: 0.3514, decode.d5.loss_mask: 0.5878, decode.d5.loss_dice: 0.8293, decode.d6.loss_cls: 0.3521, decode.d6.loss_mask: 0.5828, decode.d6.loss_dice: 0.8245, decode.d7.loss_cls: 0.3454, decode.d7.loss_mask: 0.5830, decode.d7.loss_dice: 0.8250, decode.d8.loss_cls: 0.3387, decode.d8.loss_mask: 0.5855, decode.d8.loss_dice: 0.8257, loss: 18.9506, grad_norm: 61.5326 2023-12-26 01:26:57,777 - mmseg - INFO - Iter [59050/160000] lr: 6.309e-05, eta: 14:14:02, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3602, decode.loss_mask: 0.5738, decode.loss_dice: 0.8265, decode.d0.loss_cls: 1.3401, decode.d0.loss_mask: 0.6162, decode.d0.loss_dice: 0.9208, decode.d1.loss_cls: 0.4398, decode.d1.loss_mask: 0.5924, decode.d1.loss_dice: 0.8845, decode.d2.loss_cls: 0.4015, decode.d2.loss_mask: 0.5829, decode.d2.loss_dice: 0.8572, decode.d3.loss_cls: 0.3880, decode.d3.loss_mask: 0.5768, decode.d3.loss_dice: 0.8371, decode.d4.loss_cls: 0.3746, decode.d4.loss_mask: 0.5749, decode.d4.loss_dice: 0.8350, decode.d5.loss_cls: 0.3679, decode.d5.loss_mask: 0.5728, decode.d5.loss_dice: 0.8362, decode.d6.loss_cls: 0.3631, decode.d6.loss_mask: 0.5735, decode.d6.loss_dice: 0.8292, decode.d7.loss_cls: 0.3557, decode.d7.loss_mask: 0.5737, decode.d7.loss_dice: 0.8295, decode.d8.loss_cls: 0.3597, decode.d8.loss_mask: 0.5730, decode.d8.loss_dice: 0.8295, loss: 19.0463, grad_norm: 57.2059 2023-12-26 01:27:22,907 - mmseg - INFO - Iter [59100/160000] lr: 6.306e-05, eta: 14:13:36, time: 0.503, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3653, decode.loss_mask: 0.5410, decode.loss_dice: 0.8295, decode.d0.loss_cls: 1.3982, decode.d0.loss_mask: 0.5785, decode.d0.loss_dice: 0.9313, decode.d1.loss_cls: 0.4456, decode.d1.loss_mask: 0.5633, decode.d1.loss_dice: 0.8903, decode.d2.loss_cls: 0.3985, decode.d2.loss_mask: 0.5523, decode.d2.loss_dice: 0.8535, decode.d3.loss_cls: 0.3938, decode.d3.loss_mask: 0.5470, decode.d3.loss_dice: 0.8350, decode.d4.loss_cls: 0.3762, decode.d4.loss_mask: 0.5436, decode.d4.loss_dice: 0.8413, decode.d5.loss_cls: 0.3700, decode.d5.loss_mask: 0.5450, decode.d5.loss_dice: 0.8381, decode.d6.loss_cls: 0.3721, decode.d6.loss_mask: 0.5437, decode.d6.loss_dice: 0.8297, decode.d7.loss_cls: 0.3597, decode.d7.loss_mask: 0.5441, decode.d7.loss_dice: 0.8295, decode.d8.loss_cls: 0.3654, decode.d8.loss_mask: 0.5450, decode.d8.loss_dice: 0.8317, loss: 18.8584, grad_norm: 58.9256 2023-12-26 01:27:47,653 - mmseg - INFO - Iter [59150/160000] lr: 6.303e-05, eta: 14:13:09, time: 0.495, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3721, decode.loss_mask: 0.5674, decode.loss_dice: 0.8310, decode.d0.loss_cls: 1.3753, decode.d0.loss_mask: 0.6079, decode.d0.loss_dice: 0.9355, decode.d1.loss_cls: 0.4645, decode.d1.loss_mask: 0.5858, decode.d1.loss_dice: 0.8867, decode.d2.loss_cls: 0.4206, decode.d2.loss_mask: 0.5738, decode.d2.loss_dice: 0.8535, decode.d3.loss_cls: 0.4062, decode.d3.loss_mask: 0.5676, decode.d3.loss_dice: 0.8417, decode.d4.loss_cls: 0.3932, decode.d4.loss_mask: 0.5672, decode.d4.loss_dice: 0.8395, decode.d5.loss_cls: 0.3855, decode.d5.loss_mask: 0.5675, decode.d5.loss_dice: 0.8334, decode.d6.loss_cls: 0.3814, decode.d6.loss_mask: 0.5657, decode.d6.loss_dice: 0.8302, decode.d7.loss_cls: 0.3793, decode.d7.loss_mask: 0.5651, decode.d7.loss_dice: 0.8268, decode.d8.loss_cls: 0.3748, decode.d8.loss_mask: 0.5677, decode.d8.loss_dice: 0.8286, loss: 19.1956, grad_norm: 59.5941 2023-12-26 01:28:12,169 - mmseg - INFO - Iter [59200/160000] lr: 6.300e-05, eta: 14:12:42, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3378, decode.loss_mask: 0.5625, decode.loss_dice: 0.8079, decode.d0.loss_cls: 1.2848, decode.d0.loss_mask: 0.6028, decode.d0.loss_dice: 0.9038, decode.d1.loss_cls: 0.4183, decode.d1.loss_mask: 0.5865, decode.d1.loss_dice: 0.8592, decode.d2.loss_cls: 0.3738, decode.d2.loss_mask: 0.5733, decode.d2.loss_dice: 0.8301, decode.d3.loss_cls: 0.3624, decode.d3.loss_mask: 0.5693, decode.d3.loss_dice: 0.8138, decode.d4.loss_cls: 0.3547, decode.d4.loss_mask: 0.5647, decode.d4.loss_dice: 0.8111, decode.d5.loss_cls: 0.3476, decode.d5.loss_mask: 0.5650, decode.d5.loss_dice: 0.8081, decode.d6.loss_cls: 0.3460, decode.d6.loss_mask: 0.5617, decode.d6.loss_dice: 0.8033, decode.d7.loss_cls: 0.3396, decode.d7.loss_mask: 0.5620, decode.d7.loss_dice: 0.8060, decode.d8.loss_cls: 0.3317, decode.d8.loss_mask: 0.5638, decode.d8.loss_dice: 0.8070, loss: 18.4588, grad_norm: 61.1838 2023-12-26 01:28:36,550 - mmseg - INFO - Iter [59250/160000] lr: 6.297e-05, eta: 14:12:15, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3577, decode.loss_mask: 0.5580, decode.loss_dice: 0.8123, decode.d0.loss_cls: 1.3585, decode.d0.loss_mask: 0.5965, decode.d0.loss_dice: 0.9130, decode.d1.loss_cls: 0.4393, decode.d1.loss_mask: 0.5771, decode.d1.loss_dice: 0.8766, decode.d2.loss_cls: 0.4014, decode.d2.loss_mask: 0.5633, decode.d2.loss_dice: 0.8444, decode.d3.loss_cls: 0.3880, decode.d3.loss_mask: 0.5608, decode.d3.loss_dice: 0.8233, decode.d4.loss_cls: 0.3769, decode.d4.loss_mask: 0.5603, decode.d4.loss_dice: 0.8172, decode.d5.loss_cls: 0.3711, decode.d5.loss_mask: 0.5597, decode.d5.loss_dice: 0.8127, decode.d6.loss_cls: 0.3628, decode.d6.loss_mask: 0.5619, decode.d6.loss_dice: 0.8116, decode.d7.loss_cls: 0.3634, decode.d7.loss_mask: 0.5561, decode.d7.loss_dice: 0.8108, decode.d8.loss_cls: 0.3594, decode.d8.loss_mask: 0.5548, decode.d8.loss_dice: 0.8153, loss: 18.7643, grad_norm: 62.0141 2023-12-26 01:29:03,214 - mmseg - INFO - Iter [59300/160000] lr: 6.294e-05, eta: 14:11:52, time: 0.533, data_time: 0.059, memory: 40245, decode.loss_cls: 0.3737, decode.loss_mask: 0.5755, decode.loss_dice: 0.8304, decode.d0.loss_cls: 1.4005, decode.d0.loss_mask: 0.6195, decode.d0.loss_dice: 0.9254, decode.d1.loss_cls: 0.4620, decode.d1.loss_mask: 0.6014, decode.d1.loss_dice: 0.8836, decode.d2.loss_cls: 0.4122, decode.d2.loss_mask: 0.5898, decode.d2.loss_dice: 0.8578, decode.d3.loss_cls: 0.3987, decode.d3.loss_mask: 0.5814, decode.d3.loss_dice: 0.8444, decode.d4.loss_cls: 0.3868, decode.d4.loss_mask: 0.5784, decode.d4.loss_dice: 0.8425, decode.d5.loss_cls: 0.3776, decode.d5.loss_mask: 0.5763, decode.d5.loss_dice: 0.8435, decode.d6.loss_cls: 0.3784, decode.d6.loss_mask: 0.5724, decode.d6.loss_dice: 0.8330, decode.d7.loss_cls: 0.3695, decode.d7.loss_mask: 0.5754, decode.d7.loss_dice: 0.8356, decode.d8.loss_cls: 0.3723, decode.d8.loss_mask: 0.5746, decode.d8.loss_dice: 0.8352, loss: 19.3079, grad_norm: 65.3744 2023-12-26 01:29:27,430 - mmseg - INFO - Iter [59350/160000] lr: 6.291e-05, eta: 14:11:24, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3431, decode.loss_mask: 0.5725, decode.loss_dice: 0.8130, decode.d0.loss_cls: 1.3205, decode.d0.loss_mask: 0.6172, decode.d0.loss_dice: 0.9129, decode.d1.loss_cls: 0.4336, decode.d1.loss_mask: 0.5916, decode.d1.loss_dice: 0.8636, decode.d2.loss_cls: 0.3801, decode.d2.loss_mask: 0.5815, decode.d2.loss_dice: 0.8320, decode.d3.loss_cls: 0.3707, decode.d3.loss_mask: 0.5757, decode.d3.loss_dice: 0.8181, decode.d4.loss_cls: 0.3612, decode.d4.loss_mask: 0.5789, decode.d4.loss_dice: 0.8258, decode.d5.loss_cls: 0.3580, decode.d5.loss_mask: 0.5768, decode.d5.loss_dice: 0.8232, decode.d6.loss_cls: 0.3492, decode.d6.loss_mask: 0.5731, decode.d6.loss_dice: 0.8153, decode.d7.loss_cls: 0.3467, decode.d7.loss_mask: 0.5743, decode.d7.loss_dice: 0.8145, decode.d8.loss_cls: 0.3435, decode.d8.loss_mask: 0.5746, decode.d8.loss_dice: 0.8168, loss: 18.7581, grad_norm: 62.4964 2023-12-26 01:29:51,837 - mmseg - INFO - Iter [59400/160000] lr: 6.288e-05, eta: 14:10:57, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3261, decode.loss_mask: 0.5784, decode.loss_dice: 0.8234, decode.d0.loss_cls: 1.3565, decode.d0.loss_mask: 0.6199, decode.d0.loss_dice: 0.9162, decode.d1.loss_cls: 0.4206, decode.d1.loss_mask: 0.5966, decode.d1.loss_dice: 0.8821, decode.d2.loss_cls: 0.3798, decode.d2.loss_mask: 0.5807, decode.d2.loss_dice: 0.8498, decode.d3.loss_cls: 0.3627, decode.d3.loss_mask: 0.5801, decode.d3.loss_dice: 0.8358, decode.d4.loss_cls: 0.3516, decode.d4.loss_mask: 0.5803, decode.d4.loss_dice: 0.8383, decode.d5.loss_cls: 0.3500, decode.d5.loss_mask: 0.5776, decode.d5.loss_dice: 0.8334, decode.d6.loss_cls: 0.3353, decode.d6.loss_mask: 0.5802, decode.d6.loss_dice: 0.8304, decode.d7.loss_cls: 0.3320, decode.d7.loss_mask: 0.5798, decode.d7.loss_dice: 0.8311, decode.d8.loss_cls: 0.3298, decode.d8.loss_mask: 0.5773, decode.d8.loss_dice: 0.8266, loss: 18.8621, grad_norm: 61.5136 2023-12-26 01:30:16,264 - mmseg - INFO - Iter [59450/160000] lr: 6.284e-05, eta: 14:10:29, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3621, decode.loss_mask: 0.5396, decode.loss_dice: 0.8103, decode.d0.loss_cls: 1.3556, decode.d0.loss_mask: 0.5779, decode.d0.loss_dice: 0.8954, decode.d1.loss_cls: 0.4400, decode.d1.loss_mask: 0.5601, decode.d1.loss_dice: 0.8555, decode.d2.loss_cls: 0.4006, decode.d2.loss_mask: 0.5486, decode.d2.loss_dice: 0.8270, decode.d3.loss_cls: 0.3860, decode.d3.loss_mask: 0.5448, decode.d3.loss_dice: 0.8190, decode.d4.loss_cls: 0.3788, decode.d4.loss_mask: 0.5424, decode.d4.loss_dice: 0.8164, decode.d5.loss_cls: 0.3757, decode.d5.loss_mask: 0.5400, decode.d5.loss_dice: 0.8150, decode.d6.loss_cls: 0.3691, decode.d6.loss_mask: 0.5407, decode.d6.loss_dice: 0.8054, decode.d7.loss_cls: 0.3676, decode.d7.loss_mask: 0.5404, decode.d7.loss_dice: 0.8054, decode.d8.loss_cls: 0.3623, decode.d8.loss_mask: 0.5420, decode.d8.loss_dice: 0.8080, loss: 18.5318, grad_norm: 60.4273 2023-12-26 01:30:40,480 - mmseg - INFO - Iter [59500/160000] lr: 6.281e-05, eta: 14:10:02, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3381, decode.loss_mask: 0.5737, decode.loss_dice: 0.8253, decode.d0.loss_cls: 1.3435, decode.d0.loss_mask: 0.6209, decode.d0.loss_dice: 0.9240, decode.d1.loss_cls: 0.4156, decode.d1.loss_mask: 0.5901, decode.d1.loss_dice: 0.8833, decode.d2.loss_cls: 0.3798, decode.d2.loss_mask: 0.5827, decode.d2.loss_dice: 0.8520, decode.d3.loss_cls: 0.3650, decode.d3.loss_mask: 0.5749, decode.d3.loss_dice: 0.8317, decode.d4.loss_cls: 0.3587, decode.d4.loss_mask: 0.5734, decode.d4.loss_dice: 0.8316, decode.d5.loss_cls: 0.3497, decode.d5.loss_mask: 0.5743, decode.d5.loss_dice: 0.8347, decode.d6.loss_cls: 0.3495, decode.d6.loss_mask: 0.5718, decode.d6.loss_dice: 0.8209, decode.d7.loss_cls: 0.3403, decode.d7.loss_mask: 0.5736, decode.d7.loss_dice: 0.8251, decode.d8.loss_cls: 0.3383, decode.d8.loss_mask: 0.5750, decode.d8.loss_dice: 0.8256, loss: 18.8429, grad_norm: 60.8150 2023-12-26 01:31:04,919 - mmseg - INFO - Iter [59550/160000] lr: 6.278e-05, eta: 14:09:34, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3384, decode.loss_mask: 0.5593, decode.loss_dice: 0.8267, decode.d0.loss_cls: 1.3290, decode.d0.loss_mask: 0.6025, decode.d0.loss_dice: 0.9165, decode.d1.loss_cls: 0.4214, decode.d1.loss_mask: 0.5798, decode.d1.loss_dice: 0.8793, decode.d2.loss_cls: 0.3728, decode.d2.loss_mask: 0.5677, decode.d2.loss_dice: 0.8495, decode.d3.loss_cls: 0.3549, decode.d3.loss_mask: 0.5620, decode.d3.loss_dice: 0.8354, decode.d4.loss_cls: 0.3541, decode.d4.loss_mask: 0.5627, decode.d4.loss_dice: 0.8313, decode.d5.loss_cls: 0.3399, decode.d5.loss_mask: 0.5589, decode.d5.loss_dice: 0.8323, decode.d6.loss_cls: 0.3428, decode.d6.loss_mask: 0.5614, decode.d6.loss_dice: 0.8256, decode.d7.loss_cls: 0.3383, decode.d7.loss_mask: 0.5608, decode.d7.loss_dice: 0.8287, decode.d8.loss_cls: 0.3386, decode.d8.loss_mask: 0.5583, decode.d8.loss_dice: 0.8286, loss: 18.6577, grad_norm: 61.5701 2023-12-26 01:31:29,265 - mmseg - INFO - Iter [59600/160000] lr: 6.275e-05, eta: 14:09:07, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3700, decode.loss_mask: 0.5623, decode.loss_dice: 0.8342, decode.d0.loss_cls: 1.3785, decode.d0.loss_mask: 0.6074, decode.d0.loss_dice: 0.9395, decode.d1.loss_cls: 0.4595, decode.d1.loss_mask: 0.5771, decode.d1.loss_dice: 0.8875, decode.d2.loss_cls: 0.4148, decode.d2.loss_mask: 0.5737, decode.d2.loss_dice: 0.8682, decode.d3.loss_cls: 0.4081, decode.d3.loss_mask: 0.5654, decode.d3.loss_dice: 0.8405, decode.d4.loss_cls: 0.3913, decode.d4.loss_mask: 0.5681, decode.d4.loss_dice: 0.8417, decode.d5.loss_cls: 0.3840, decode.d5.loss_mask: 0.5651, decode.d5.loss_dice: 0.8413, decode.d6.loss_cls: 0.3748, decode.d6.loss_mask: 0.5633, decode.d6.loss_dice: 0.8345, decode.d7.loss_cls: 0.3669, decode.d7.loss_mask: 0.5638, decode.d7.loss_dice: 0.8356, decode.d8.loss_cls: 0.3682, decode.d8.loss_mask: 0.5637, decode.d8.loss_dice: 0.8310, loss: 19.1799, grad_norm: 54.4423 2023-12-26 01:31:53,805 - mmseg - INFO - Iter [59650/160000] lr: 6.272e-05, eta: 14:08:40, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3708, decode.loss_mask: 0.5597, decode.loss_dice: 0.8301, decode.d0.loss_cls: 1.3469, decode.d0.loss_mask: 0.5917, decode.d0.loss_dice: 0.9105, decode.d1.loss_cls: 0.4612, decode.d1.loss_mask: 0.5734, decode.d1.loss_dice: 0.8685, decode.d2.loss_cls: 0.4091, decode.d2.loss_mask: 0.5682, decode.d2.loss_dice: 0.8496, decode.d3.loss_cls: 0.3977, decode.d3.loss_mask: 0.5623, decode.d3.loss_dice: 0.8333, decode.d4.loss_cls: 0.3845, decode.d4.loss_mask: 0.5619, decode.d4.loss_dice: 0.8340, decode.d5.loss_cls: 0.3775, decode.d5.loss_mask: 0.5614, decode.d5.loss_dice: 0.8287, decode.d6.loss_cls: 0.3699, decode.d6.loss_mask: 0.5627, decode.d6.loss_dice: 0.8262, decode.d7.loss_cls: 0.3705, decode.d7.loss_mask: 0.5602, decode.d7.loss_dice: 0.8283, decode.d8.loss_cls: 0.3703, decode.d8.loss_mask: 0.5595, decode.d8.loss_dice: 0.8295, loss: 18.9584, grad_norm: 61.2627 2023-12-26 01:32:18,157 - mmseg - INFO - Iter [59700/160000] lr: 6.269e-05, eta: 14:08:13, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3712, decode.loss_mask: 0.5653, decode.loss_dice: 0.8151, decode.d0.loss_cls: 1.3536, decode.d0.loss_mask: 0.6191, decode.d0.loss_dice: 0.9282, decode.d1.loss_cls: 0.4549, decode.d1.loss_mask: 0.5896, decode.d1.loss_dice: 0.8753, decode.d2.loss_cls: 0.4029, decode.d2.loss_mask: 0.5741, decode.d2.loss_dice: 0.8425, decode.d3.loss_cls: 0.3864, decode.d3.loss_mask: 0.5676, decode.d3.loss_dice: 0.8255, decode.d4.loss_cls: 0.3798, decode.d4.loss_mask: 0.5664, decode.d4.loss_dice: 0.8236, decode.d5.loss_cls: 0.3721, decode.d5.loss_mask: 0.5677, decode.d5.loss_dice: 0.8260, decode.d6.loss_cls: 0.3667, decode.d6.loss_mask: 0.5656, decode.d6.loss_dice: 0.8187, decode.d7.loss_cls: 0.3656, decode.d7.loss_mask: 0.5643, decode.d7.loss_dice: 0.8213, decode.d8.loss_cls: 0.3698, decode.d8.loss_mask: 0.5643, decode.d8.loss_dice: 0.8191, loss: 18.9623, grad_norm: 59.1569 2023-12-26 01:32:42,679 - mmseg - INFO - Iter [59750/160000] lr: 6.266e-05, eta: 14:07:45, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3439, decode.loss_mask: 0.5489, decode.loss_dice: 0.8204, decode.d0.loss_cls: 1.3400, decode.d0.loss_mask: 0.5996, decode.d0.loss_dice: 0.9163, decode.d1.loss_cls: 0.4369, decode.d1.loss_mask: 0.5692, decode.d1.loss_dice: 0.8690, decode.d2.loss_cls: 0.3866, decode.d2.loss_mask: 0.5593, decode.d2.loss_dice: 0.8369, decode.d3.loss_cls: 0.3735, decode.d3.loss_mask: 0.5547, decode.d3.loss_dice: 0.8249, decode.d4.loss_cls: 0.3600, decode.d4.loss_mask: 0.5541, decode.d4.loss_dice: 0.8237, decode.d5.loss_cls: 0.3560, decode.d5.loss_mask: 0.5525, decode.d5.loss_dice: 0.8246, decode.d6.loss_cls: 0.3519, decode.d6.loss_mask: 0.5524, decode.d6.loss_dice: 0.8186, decode.d7.loss_cls: 0.3430, decode.d7.loss_mask: 0.5495, decode.d7.loss_dice: 0.8210, decode.d8.loss_cls: 0.3428, decode.d8.loss_mask: 0.5503, decode.d8.loss_dice: 0.8194, loss: 18.6001, grad_norm: 60.6024 2023-12-26 01:33:06,985 - mmseg - INFO - Iter [59800/160000] lr: 6.263e-05, eta: 14:07:18, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3567, decode.loss_mask: 0.5330, decode.loss_dice: 0.8236, decode.d0.loss_cls: 1.3583, decode.d0.loss_mask: 0.5761, decode.d0.loss_dice: 0.9171, decode.d1.loss_cls: 0.4379, decode.d1.loss_mask: 0.5549, decode.d1.loss_dice: 0.8685, decode.d2.loss_cls: 0.3884, decode.d2.loss_mask: 0.5420, decode.d2.loss_dice: 0.8485, decode.d3.loss_cls: 0.3745, decode.d3.loss_mask: 0.5372, decode.d3.loss_dice: 0.8317, decode.d4.loss_cls: 0.3646, decode.d4.loss_mask: 0.5378, decode.d4.loss_dice: 0.8318, decode.d5.loss_cls: 0.3597, decode.d5.loss_mask: 0.5395, decode.d5.loss_dice: 0.8240, decode.d6.loss_cls: 0.3618, decode.d6.loss_mask: 0.5363, decode.d6.loss_dice: 0.8216, decode.d7.loss_cls: 0.3532, decode.d7.loss_mask: 0.5364, decode.d7.loss_dice: 0.8208, decode.d8.loss_cls: 0.3520, decode.d8.loss_mask: 0.5344, decode.d8.loss_dice: 0.8243, loss: 18.5464, grad_norm: 54.4160 2023-12-26 01:33:31,227 - mmseg - INFO - Iter [59850/160000] lr: 6.259e-05, eta: 14:06:50, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3573, decode.loss_mask: 0.5754, decode.loss_dice: 0.8499, decode.d0.loss_cls: 1.3521, decode.d0.loss_mask: 0.6097, decode.d0.loss_dice: 0.9438, decode.d1.loss_cls: 0.4379, decode.d1.loss_mask: 0.5898, decode.d1.loss_dice: 0.9054, decode.d2.loss_cls: 0.3964, decode.d2.loss_mask: 0.5779, decode.d2.loss_dice: 0.8721, decode.d3.loss_cls: 0.3881, decode.d3.loss_mask: 0.5728, decode.d3.loss_dice: 0.8594, decode.d4.loss_cls: 0.3741, decode.d4.loss_mask: 0.5731, decode.d4.loss_dice: 0.8561, decode.d5.loss_cls: 0.3765, decode.d5.loss_mask: 0.5762, decode.d5.loss_dice: 0.8529, decode.d6.loss_cls: 0.3703, decode.d6.loss_mask: 0.5737, decode.d6.loss_dice: 0.8476, decode.d7.loss_cls: 0.3610, decode.d7.loss_mask: 0.5729, decode.d7.loss_dice: 0.8534, decode.d8.loss_cls: 0.3562, decode.d8.loss_mask: 0.5764, decode.d8.loss_dice: 0.8552, loss: 19.2636, grad_norm: 65.5271 2023-12-26 01:33:55,591 - mmseg - INFO - Iter [59900/160000] lr: 6.256e-05, eta: 14:06:23, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3492, decode.loss_mask: 0.5545, decode.loss_dice: 0.8054, decode.d0.loss_cls: 1.3353, decode.d0.loss_mask: 0.5924, decode.d0.loss_dice: 0.9071, decode.d1.loss_cls: 0.4332, decode.d1.loss_mask: 0.5744, decode.d1.loss_dice: 0.8602, decode.d2.loss_cls: 0.3977, decode.d2.loss_mask: 0.5614, decode.d2.loss_dice: 0.8274, decode.d3.loss_cls: 0.3767, decode.d3.loss_mask: 0.5579, decode.d3.loss_dice: 0.8182, decode.d4.loss_cls: 0.3686, decode.d4.loss_mask: 0.5544, decode.d4.loss_dice: 0.8168, decode.d5.loss_cls: 0.3602, decode.d5.loss_mask: 0.5580, decode.d5.loss_dice: 0.8118, decode.d6.loss_cls: 0.3533, decode.d6.loss_mask: 0.5563, decode.d6.loss_dice: 0.8087, decode.d7.loss_cls: 0.3550, decode.d7.loss_mask: 0.5551, decode.d7.loss_dice: 0.8095, decode.d8.loss_cls: 0.3526, decode.d8.loss_mask: 0.5536, decode.d8.loss_dice: 0.8093, loss: 18.5742, grad_norm: 60.1578 2023-12-26 01:34:19,793 - mmseg - INFO - Iter [59950/160000] lr: 6.253e-05, eta: 14:05:55, time: 0.486, data_time: 0.014, memory: 40245, decode.loss_cls: 0.3648, decode.loss_mask: 0.5525, decode.loss_dice: 0.8299, decode.d0.loss_cls: 1.3624, decode.d0.loss_mask: 0.5975, decode.d0.loss_dice: 0.9233, decode.d1.loss_cls: 0.4395, decode.d1.loss_mask: 0.5730, decode.d1.loss_dice: 0.8699, decode.d2.loss_cls: 0.4027, decode.d2.loss_mask: 0.5614, decode.d2.loss_dice: 0.8547, decode.d3.loss_cls: 0.3826, decode.d3.loss_mask: 0.5569, decode.d3.loss_dice: 0.8361, decode.d4.loss_cls: 0.3739, decode.d4.loss_mask: 0.5560, decode.d4.loss_dice: 0.8395, decode.d5.loss_cls: 0.3711, decode.d5.loss_mask: 0.5553, decode.d5.loss_dice: 0.8348, decode.d6.loss_cls: 0.3623, decode.d6.loss_mask: 0.5526, decode.d6.loss_dice: 0.8300, decode.d7.loss_cls: 0.3622, decode.d7.loss_mask: 0.5535, decode.d7.loss_dice: 0.8303, decode.d8.loss_cls: 0.3581, decode.d8.loss_mask: 0.5533, decode.d8.loss_dice: 0.8357, loss: 18.8758, grad_norm: 61.0094 2023-12-26 01:34:44,068 - mmseg - INFO - Saving checkpoint at 60000 iterations 2023-12-26 01:34:46,565 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 01:34:46,565 - mmseg - INFO - Iter [60000/160000] lr: 6.250e-05, eta: 14:05:33, time: 0.535, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3563, decode.loss_mask: 0.5494, decode.loss_dice: 0.7955, decode.d0.loss_cls: 1.3530, decode.d0.loss_mask: 0.5949, decode.d0.loss_dice: 0.8959, decode.d1.loss_cls: 0.4354, decode.d1.loss_mask: 0.5703, decode.d1.loss_dice: 0.8508, decode.d2.loss_cls: 0.3981, decode.d2.loss_mask: 0.5567, decode.d2.loss_dice: 0.8164, decode.d3.loss_cls: 0.3772, decode.d3.loss_mask: 0.5511, decode.d3.loss_dice: 0.8058, decode.d4.loss_cls: 0.3643, decode.d4.loss_mask: 0.5506, decode.d4.loss_dice: 0.8057, decode.d5.loss_cls: 0.3653, decode.d5.loss_mask: 0.5490, decode.d5.loss_dice: 0.8057, decode.d6.loss_cls: 0.3617, decode.d6.loss_mask: 0.5493, decode.d6.loss_dice: 0.7936, decode.d7.loss_cls: 0.3565, decode.d7.loss_mask: 0.5459, decode.d7.loss_dice: 0.7953, decode.d8.loss_cls: 0.3579, decode.d8.loss_mask: 0.5479, decode.d8.loss_dice: 0.7954, loss: 18.4508, grad_norm: 56.9968 2023-12-26 01:35:08,020 - mmseg - INFO - per class results: 2023-12-26 01:35:08,025 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.26 | 87.11 | | building | 82.65 | 92.83 | | sky | 94.87 | 96.98 | | floor | 82.67 | 91.31 | | tree | 75.59 | 86.59 | | ceiling | 84.69 | 90.01 | | road | 84.52 | 89.16 | | bed | 91.61 | 96.07 | | windowpane | 62.3 | 78.82 | | grass | 70.23 | 85.55 | | cabinet | 58.78 | 70.39 | | sidewalk | 66.49 | 81.61 | | person | 84.43 | 91.44 | | earth | 35.92 | 51.33 | | door | 49.32 | 69.07 | | table | 64.74 | 78.4 | | mountain | 58.13 | 71.27 | | plant | 51.63 | 63.79 | | curtain | 75.53 | 86.69 | | chair | 60.16 | 75.06 | | car | 86.36 | 94.73 | | water | 51.05 | 62.51 | | painting | 69.14 | 87.51 | | sofa | 67.7 | 83.14 | | shelf | 44.9 | 65.53 | | house | 46.13 | 72.93 | | sea | 62.31 | 90.22 | | mirror | 70.32 | 84.44 | | rug | 68.6 | 74.52 | | field | 32.14 | 43.56 | | armchair | 38.79 | 54.36 | | seat | 63.64 | 82.55 | | fence | 47.01 | 67.23 | | desk | 50.16 | 76.07 | | rock | 44.93 | 76.58 | | wardrobe | 43.93 | 65.58 | | lamp | 71.24 | 79.86 | | bathtub | 81.91 | 84.81 | | railing | 34.28 | 48.08 | | cushion | 60.77 | 80.35 | | base | 32.46 | 69.25 | | box | 28.7 | 45.13 | | column | 53.22 | 69.54 | | signboard | 39.12 | 51.42 | | chest of drawers | 38.61 | 72.96 | | counter | 17.56 | 20.72 | | sand | 39.63 | 63.25 | | sink | 76.73 | 83.49 | | skyscraper | 36.81 | 39.95 | | fireplace | 76.14 | 89.84 | | refrigerator | 82.53 | 90.27 | | grandstand | 47.71 | 76.06 | | path | 24.23 | 39.02 | | stairs | 30.49 | 37.1 | | runway | 71.02 | 97.4 | | case | 45.81 | 64.45 | | pool table | 94.62 | 96.8 | | pillow | 53.0 | 62.63 | | screen door | 54.53 | 68.26 | | stairway | 31.27 | 48.98 | | river | 13.26 | 16.77 | | bridge | 80.57 | 86.38 | | bookcase | 31.95 | 38.77 | | blind | 44.28 | 46.74 | | coffee table | 66.91 | 88.29 | | toilet | 87.5 | 91.28 | | flower | 42.19 | 65.19 | | book | 50.88 | 68.08 | | hill | 9.48 | 13.69 | | bench | 42.93 | 51.5 | | countertop | 61.31 | 81.39 | | stove | 77.65 | 91.6 | | palm | 54.25 | 77.73 | | kitchen island | 48.91 | 93.17 | | computer | 75.0 | 82.52 | | swivel chair | 47.01 | 65.35 | | boat | 73.02 | 91.16 | | bar | 27.01 | 33.89 | | arcade machine | 67.08 | 70.33 | | hovel | 34.66 | 48.87 | | bus | 71.22 | 72.37 | | towel | 60.62 | 84.5 | | light | 62.74 | 77.81 | | truck | 43.7 | 51.12 | | tower | 29.91 | 38.13 | | chandelier | 70.08 | 84.06 | | awning | 24.38 | 39.81 | | streetlight | 39.65 | 57.71 | | booth | 55.43 | 73.56 | | television receiver | 74.16 | 80.72 | | airplane | 69.76 | 79.9 | | dirt track | 30.15 | 34.25 | | apparel | 38.38 | 71.07 | | pole | 25.98 | 42.47 | | land | 3.93 | 15.89 | | bannister | 17.85 | 34.9 | | escalator | 31.19 | 33.64 | | ottoman | 53.03 | 67.69 | | bottle | 28.71 | 35.77 | | buffet | 32.5 | 51.89 | | poster | 15.51 | 23.55 | | stage | 18.5 | 33.54 | | van | 52.25 | 71.35 | | ship | 5.93 | 6.28 | | fountain | 41.58 | 44.07 | | conveyer belt | 76.14 | 91.3 | | canopy | 25.18 | 35.77 | | washer | 67.95 | 75.09 | | plaything | 22.27 | 34.54 | | swimming pool | 69.22 | 70.39 | | stool | 48.06 | 75.68 | | barrel | 36.06 | 97.24 | | basket | 43.24 | 56.77 | | waterfall | 35.0 | 51.41 | | tent | 85.96 | 98.3 | | bag | 22.03 | 34.29 | | minibike | 75.89 | 87.0 | | cradle | 81.04 | 96.48 | | oven | 39.13 | 43.29 | | ball | 50.0 | 61.41 | | food | 64.13 | 79.92 | | step | 23.96 | 56.11 | | tank | 45.18 | 51.33 | | trade name | 30.58 | 39.65 | | microwave | 83.88 | 94.84 | | pot | 55.67 | 66.7 | | animal | 61.55 | 62.53 | | bicycle | 62.43 | 81.03 | | lake | 24.8 | 63.55 | | dishwasher | 63.95 | 73.62 | | screen | 65.7 | 86.93 | | blanket | 32.26 | 38.56 | | sculpture | 53.59 | 83.78 | | hood | 81.02 | 86.68 | | sconce | 51.65 | 74.98 | | vase | 48.9 | 66.33 | | traffic light | 38.67 | 69.53 | | tray | 17.95 | 25.47 | | ashcan | 45.37 | 74.61 | | fan | 69.28 | 83.89 | | pier | 13.86 | 19.41 | | crt screen | 10.59 | 31.59 | | plate | 61.39 | 76.65 | | monitor | 1.68 | 2.05 | | bulletin board | 42.86 | 70.91 | | shower | 2.97 | 22.54 | | radiator | 64.45 | 76.72 | | glass | 22.57 | 25.4 | | clock | 52.52 | 66.64 | | flag | 50.5 | 59.34 | +---------------------+-------+-------+ 2023-12-26 01:35:08,025 - mmseg - INFO - Summary: 2023-12-26 01:35:08,025 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.52 | 51.18 | 65.49 | +-------+-------+-------+ 2023-12-26 01:35:08,026 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 01:35:08,026 - mmseg - INFO - Iter(val) [250] aAcc: 0.8352, mIoU: 0.5118, mAcc: 0.6549, IoU.wall: 0.7926, IoU.building: 0.8265, IoU.sky: 0.9487, IoU.floor: 0.8267, IoU.tree: 0.7559, IoU.ceiling: 0.8469, IoU.road: 0.8452, IoU.bed : 0.9161, IoU.windowpane: 0.6230, IoU.grass: 0.7023, IoU.cabinet: 0.5878, IoU.sidewalk: 0.6649, IoU.person: 0.8443, IoU.earth: 0.3592, IoU.door: 0.4932, IoU.table: 0.6474, IoU.mountain: 0.5813, IoU.plant: 0.5163, IoU.curtain: 0.7553, IoU.chair: 0.6016, IoU.car: 0.8636, IoU.water: 0.5105, IoU.painting: 0.6914, IoU.sofa: 0.6770, IoU.shelf: 0.4490, IoU.house: 0.4613, IoU.sea: 0.6231, IoU.mirror: 0.7032, IoU.rug: 0.6860, IoU.field: 0.3214, IoU.armchair: 0.3879, IoU.seat: 0.6364, IoU.fence: 0.4701, IoU.desk: 0.5016, IoU.rock: 0.4493, IoU.wardrobe: 0.4393, IoU.lamp: 0.7124, IoU.bathtub: 0.8191, IoU.railing: 0.3428, IoU.cushion: 0.6077, IoU.base: 0.3246, IoU.box: 0.2870, IoU.column: 0.5322, IoU.signboard: 0.3912, IoU.chest of drawers: 0.3861, IoU.counter: 0.1756, IoU.sand: 0.3963, IoU.sink: 0.7673, IoU.skyscraper: 0.3681, IoU.fireplace: 0.7614, IoU.refrigerator: 0.8253, IoU.grandstand: 0.4771, IoU.path: 0.2423, IoU.stairs: 0.3049, IoU.runway: 0.7102, IoU.case: 0.4581, IoU.pool table: 0.9462, IoU.pillow: 0.5300, IoU.screen door: 0.5453, IoU.stairway: 0.3127, IoU.river: 0.1326, IoU.bridge: 0.8057, IoU.bookcase: 0.3195, IoU.blind: 0.4428, IoU.coffee table: 0.6691, IoU.toilet: 0.8750, IoU.flower: 0.4219, IoU.book: 0.5088, IoU.hill: 0.0948, IoU.bench: 0.4293, IoU.countertop: 0.6131, IoU.stove: 0.7765, IoU.palm: 0.5425, IoU.kitchen island: 0.4891, IoU.computer: 0.7500, IoU.swivel chair: 0.4701, IoU.boat: 0.7302, IoU.bar: 0.2701, IoU.arcade machine: 0.6708, IoU.hovel: 0.3466, IoU.bus: 0.7122, IoU.towel: 0.6062, IoU.light: 0.6274, IoU.truck: 0.4370, IoU.tower: 0.2991, IoU.chandelier: 0.7008, IoU.awning: 0.2438, IoU.streetlight: 0.3965, IoU.booth: 0.5543, IoU.television receiver: 0.7416, IoU.airplane: 0.6976, IoU.dirt track: 0.3015, IoU.apparel: 0.3838, IoU.pole: 0.2598, IoU.land: 0.0393, IoU.bannister: 0.1785, IoU.escalator: 0.3119, IoU.ottoman: 0.5303, IoU.bottle: 0.2871, IoU.buffet: 0.3250, IoU.poster: 0.1551, IoU.stage: 0.1850, IoU.van: 0.5225, IoU.ship: 0.0593, IoU.fountain: 0.4158, IoU.conveyer belt: 0.7614, IoU.canopy: 0.2518, IoU.washer: 0.6795, IoU.plaything: 0.2227, IoU.swimming pool: 0.6922, IoU.stool: 0.4806, IoU.barrel: 0.3606, IoU.basket: 0.4324, IoU.waterfall: 0.3500, IoU.tent: 0.8596, IoU.bag: 0.2203, IoU.minibike: 0.7589, IoU.cradle: 0.8104, IoU.oven: 0.3913, IoU.ball: 0.5000, IoU.food: 0.6413, IoU.step: 0.2396, IoU.tank: 0.4518, IoU.trade name: 0.3058, IoU.microwave: 0.8388, IoU.pot: 0.5567, IoU.animal: 0.6155, IoU.bicycle: 0.6243, IoU.lake: 0.2480, IoU.dishwasher: 0.6395, IoU.screen: 0.6570, IoU.blanket: 0.3226, IoU.sculpture: 0.5359, IoU.hood: 0.8102, IoU.sconce: 0.5165, IoU.vase: 0.4890, IoU.traffic light: 0.3867, IoU.tray: 0.1795, IoU.ashcan: 0.4537, IoU.fan: 0.6928, IoU.pier: 0.1386, IoU.crt screen: 0.1059, IoU.plate: 0.6139, IoU.monitor: 0.0168, IoU.bulletin board: 0.4286, IoU.shower: 0.0297, IoU.radiator: 0.6445, IoU.glass: 0.2257, IoU.clock: 0.5252, IoU.flag: 0.5050, Acc.wall: 0.8711, Acc.building: 0.9283, Acc.sky: 0.9698, Acc.floor: 0.9131, Acc.tree: 0.8659, Acc.ceiling: 0.9001, Acc.road: 0.8916, Acc.bed : 0.9607, Acc.windowpane: 0.7882, Acc.grass: 0.8555, Acc.cabinet: 0.7039, Acc.sidewalk: 0.8161, Acc.person: 0.9144, Acc.earth: 0.5133, Acc.door: 0.6907, Acc.table: 0.7840, Acc.mountain: 0.7127, Acc.plant: 0.6379, Acc.curtain: 0.8669, Acc.chair: 0.7506, Acc.car: 0.9473, Acc.water: 0.6251, Acc.painting: 0.8751, Acc.sofa: 0.8314, Acc.shelf: 0.6553, Acc.house: 0.7293, Acc.sea: 0.9022, Acc.mirror: 0.8444, Acc.rug: 0.7452, Acc.field: 0.4356, Acc.armchair: 0.5436, Acc.seat: 0.8255, Acc.fence: 0.6723, Acc.desk: 0.7607, Acc.rock: 0.7658, Acc.wardrobe: 0.6558, Acc.lamp: 0.7986, Acc.bathtub: 0.8481, Acc.railing: 0.4808, Acc.cushion: 0.8035, Acc.base: 0.6925, Acc.box: 0.4513, Acc.column: 0.6954, Acc.signboard: 0.5142, Acc.chest of drawers: 0.7296, Acc.counter: 0.2072, Acc.sand: 0.6325, Acc.sink: 0.8349, Acc.skyscraper: 0.3995, Acc.fireplace: 0.8984, Acc.refrigerator: 0.9027, Acc.grandstand: 0.7606, Acc.path: 0.3902, Acc.stairs: 0.3710, Acc.runway: 0.9740, Acc.case: 0.6445, Acc.pool table: 0.9680, Acc.pillow: 0.6263, Acc.screen door: 0.6826, Acc.stairway: 0.4898, Acc.river: 0.1677, Acc.bridge: 0.8638, Acc.bookcase: 0.3877, Acc.blind: 0.4674, Acc.coffee table: 0.8829, Acc.toilet: 0.9128, Acc.flower: 0.6519, Acc.book: 0.6808, Acc.hill: 0.1369, Acc.bench: 0.5150, Acc.countertop: 0.8139, Acc.stove: 0.9160, Acc.palm: 0.7773, Acc.kitchen island: 0.9317, Acc.computer: 0.8252, Acc.swivel chair: 0.6535, Acc.boat: 0.9116, Acc.bar: 0.3389, Acc.arcade machine: 0.7033, Acc.hovel: 0.4887, Acc.bus: 0.7237, Acc.towel: 0.8450, Acc.light: 0.7781, Acc.truck: 0.5112, Acc.tower: 0.3813, Acc.chandelier: 0.8406, Acc.awning: 0.3981, Acc.streetlight: 0.5771, Acc.booth: 0.7356, Acc.television receiver: 0.8072, Acc.airplane: 0.7990, Acc.dirt track: 0.3425, Acc.apparel: 0.7107, Acc.pole: 0.4247, Acc.land: 0.1589, Acc.bannister: 0.3490, Acc.escalator: 0.3364, Acc.ottoman: 0.6769, Acc.bottle: 0.3577, Acc.buffet: 0.5189, Acc.poster: 0.2355, Acc.stage: 0.3354, Acc.van: 0.7135, Acc.ship: 0.0628, Acc.fountain: 0.4407, Acc.conveyer belt: 0.9130, Acc.canopy: 0.3577, Acc.washer: 0.7509, Acc.plaything: 0.3454, Acc.swimming pool: 0.7039, Acc.stool: 0.7568, Acc.barrel: 0.9724, Acc.basket: 0.5677, Acc.waterfall: 0.5141, Acc.tent: 0.9830, Acc.bag: 0.3429, Acc.minibike: 0.8700, Acc.cradle: 0.9648, Acc.oven: 0.4329, Acc.ball: 0.6141, Acc.food: 0.7992, Acc.step: 0.5611, Acc.tank: 0.5133, Acc.trade name: 0.3965, Acc.microwave: 0.9484, Acc.pot: 0.6670, Acc.animal: 0.6253, Acc.bicycle: 0.8103, Acc.lake: 0.6355, Acc.dishwasher: 0.7362, Acc.screen: 0.8693, Acc.blanket: 0.3856, Acc.sculpture: 0.8378, Acc.hood: 0.8668, Acc.sconce: 0.7498, Acc.vase: 0.6633, Acc.traffic light: 0.6953, Acc.tray: 0.2547, Acc.ashcan: 0.7461, Acc.fan: 0.8389, Acc.pier: 0.1941, Acc.crt screen: 0.3159, Acc.plate: 0.7665, Acc.monitor: 0.0205, Acc.bulletin board: 0.7091, Acc.shower: 0.2254, Acc.radiator: 0.7672, Acc.glass: 0.2540, Acc.clock: 0.6664, Acc.flag: 0.5934 2023-12-26 01:35:32,253 - mmseg - INFO - Iter [60050/160000] lr: 6.247e-05, eta: 14:05:48, time: 0.914, data_time: 0.441, memory: 40245, decode.loss_cls: 0.3707, decode.loss_mask: 0.5637, decode.loss_dice: 0.8402, decode.d0.loss_cls: 1.3740, decode.d0.loss_mask: 0.6067, decode.d0.loss_dice: 0.9453, decode.d1.loss_cls: 0.4637, decode.d1.loss_mask: 0.5829, decode.d1.loss_dice: 0.9001, decode.d2.loss_cls: 0.4209, decode.d2.loss_mask: 0.5731, decode.d2.loss_dice: 0.8643, decode.d3.loss_cls: 0.4124, decode.d3.loss_mask: 0.5663, decode.d3.loss_dice: 0.8406, decode.d4.loss_cls: 0.4003, decode.d4.loss_mask: 0.5619, decode.d4.loss_dice: 0.8473, decode.d5.loss_cls: 0.3922, decode.d5.loss_mask: 0.5611, decode.d5.loss_dice: 0.8430, decode.d6.loss_cls: 0.3844, decode.d6.loss_mask: 0.5613, decode.d6.loss_dice: 0.8365, decode.d7.loss_cls: 0.3740, decode.d7.loss_mask: 0.5619, decode.d7.loss_dice: 0.8423, decode.d8.loss_cls: 0.3725, decode.d8.loss_mask: 0.5613, decode.d8.loss_dice: 0.8401, loss: 19.2648, grad_norm: 58.8102 2023-12-26 01:35:56,621 - mmseg - INFO - Iter [60100/160000] lr: 6.244e-05, eta: 14:05:20, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3773, decode.loss_mask: 0.5911, decode.loss_dice: 0.8511, decode.d0.loss_cls: 1.3406, decode.d0.loss_mask: 0.6328, decode.d0.loss_dice: 0.9514, decode.d1.loss_cls: 0.4690, decode.d1.loss_mask: 0.6085, decode.d1.loss_dice: 0.8970, decode.d2.loss_cls: 0.4180, decode.d2.loss_mask: 0.5958, decode.d2.loss_dice: 0.8682, decode.d3.loss_cls: 0.4020, decode.d3.loss_mask: 0.5947, decode.d3.loss_dice: 0.8591, decode.d4.loss_cls: 0.3963, decode.d4.loss_mask: 0.5950, decode.d4.loss_dice: 0.8553, decode.d5.loss_cls: 0.3881, decode.d5.loss_mask: 0.5934, decode.d5.loss_dice: 0.8597, decode.d6.loss_cls: 0.3815, decode.d6.loss_mask: 0.5909, decode.d6.loss_dice: 0.8518, decode.d7.loss_cls: 0.3830, decode.d7.loss_mask: 0.5918, decode.d7.loss_dice: 0.8509, decode.d8.loss_cls: 0.3761, decode.d8.loss_mask: 0.5911, decode.d8.loss_dice: 0.8560, loss: 19.6174, grad_norm: 60.2263 2023-12-26 01:36:21,033 - mmseg - INFO - Iter [60150/160000] lr: 6.241e-05, eta: 14:04:53, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3575, decode.loss_mask: 0.5692, decode.loss_dice: 0.8198, decode.d0.loss_cls: 1.3527, decode.d0.loss_mask: 0.6106, decode.d0.loss_dice: 0.9089, decode.d1.loss_cls: 0.4273, decode.d1.loss_mask: 0.5883, decode.d1.loss_dice: 0.8739, decode.d2.loss_cls: 0.3944, decode.d2.loss_mask: 0.5766, decode.d2.loss_dice: 0.8475, decode.d3.loss_cls: 0.3811, decode.d3.loss_mask: 0.5729, decode.d3.loss_dice: 0.8314, decode.d4.loss_cls: 0.3719, decode.d4.loss_mask: 0.5689, decode.d4.loss_dice: 0.8263, decode.d5.loss_cls: 0.3678, decode.d5.loss_mask: 0.5712, decode.d5.loss_dice: 0.8293, decode.d6.loss_cls: 0.3601, decode.d6.loss_mask: 0.5686, decode.d6.loss_dice: 0.8238, decode.d7.loss_cls: 0.3595, decode.d7.loss_mask: 0.5672, decode.d7.loss_dice: 0.8244, decode.d8.loss_cls: 0.3577, decode.d8.loss_mask: 0.5692, decode.d8.loss_dice: 0.8211, loss: 18.8991, grad_norm: 58.4358 2023-12-26 01:36:45,555 - mmseg - INFO - Iter [60200/160000] lr: 6.238e-05, eta: 14:04:26, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3783, decode.loss_mask: 0.5692, decode.loss_dice: 0.8305, decode.d0.loss_cls: 1.3455, decode.d0.loss_mask: 0.6142, decode.d0.loss_dice: 0.9310, decode.d1.loss_cls: 0.4524, decode.d1.loss_mask: 0.5927, decode.d1.loss_dice: 0.8782, decode.d2.loss_cls: 0.4238, decode.d2.loss_mask: 0.5771, decode.d2.loss_dice: 0.8482, decode.d3.loss_cls: 0.4037, decode.d3.loss_mask: 0.5748, decode.d3.loss_dice: 0.8393, decode.d4.loss_cls: 0.4007, decode.d4.loss_mask: 0.5696, decode.d4.loss_dice: 0.8380, decode.d5.loss_cls: 0.3910, decode.d5.loss_mask: 0.5720, decode.d5.loss_dice: 0.8374, decode.d6.loss_cls: 0.3831, decode.d6.loss_mask: 0.5723, decode.d6.loss_dice: 0.8303, decode.d7.loss_cls: 0.3821, decode.d7.loss_mask: 0.5701, decode.d7.loss_dice: 0.8283, decode.d8.loss_cls: 0.3805, decode.d8.loss_mask: 0.5707, decode.d8.loss_dice: 0.8304, loss: 19.2153, grad_norm: 60.3351 2023-12-26 01:37:09,968 - mmseg - INFO - Iter [60250/160000] lr: 6.234e-05, eta: 14:03:59, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3652, decode.loss_mask: 0.5606, decode.loss_dice: 0.8298, decode.d0.loss_cls: 1.3798, decode.d0.loss_mask: 0.5977, decode.d0.loss_dice: 0.9238, decode.d1.loss_cls: 0.4566, decode.d1.loss_mask: 0.5785, decode.d1.loss_dice: 0.8723, decode.d2.loss_cls: 0.4158, decode.d2.loss_mask: 0.5673, decode.d2.loss_dice: 0.8446, decode.d3.loss_cls: 0.3951, decode.d3.loss_mask: 0.5660, decode.d3.loss_dice: 0.8324, decode.d4.loss_cls: 0.3809, decode.d4.loss_mask: 0.5633, decode.d4.loss_dice: 0.8321, decode.d5.loss_cls: 0.3730, decode.d5.loss_mask: 0.5628, decode.d5.loss_dice: 0.8314, decode.d6.loss_cls: 0.3715, decode.d6.loss_mask: 0.5613, decode.d6.loss_dice: 0.8264, decode.d7.loss_cls: 0.3680, decode.d7.loss_mask: 0.5607, decode.d7.loss_dice: 0.8283, decode.d8.loss_cls: 0.3613, decode.d8.loss_mask: 0.5625, decode.d8.loss_dice: 0.8311, loss: 18.9998, grad_norm: 59.4480 2023-12-26 01:37:34,396 - mmseg - INFO - Iter [60300/160000] lr: 6.231e-05, eta: 14:03:31, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3613, decode.loss_mask: 0.5672, decode.loss_dice: 0.8233, decode.d0.loss_cls: 1.3486, decode.d0.loss_mask: 0.6147, decode.d0.loss_dice: 0.9223, decode.d1.loss_cls: 0.4448, decode.d1.loss_mask: 0.5909, decode.d1.loss_dice: 0.8820, decode.d2.loss_cls: 0.4036, decode.d2.loss_mask: 0.5760, decode.d2.loss_dice: 0.8469, decode.d3.loss_cls: 0.3857, decode.d3.loss_mask: 0.5719, decode.d3.loss_dice: 0.8309, decode.d4.loss_cls: 0.3754, decode.d4.loss_mask: 0.5720, decode.d4.loss_dice: 0.8287, decode.d5.loss_cls: 0.3684, decode.d5.loss_mask: 0.5697, decode.d5.loss_dice: 0.8314, decode.d6.loss_cls: 0.3657, decode.d6.loss_mask: 0.5687, decode.d6.loss_dice: 0.8259, decode.d7.loss_cls: 0.3603, decode.d7.loss_mask: 0.5689, decode.d7.loss_dice: 0.8253, decode.d8.loss_cls: 0.3553, decode.d8.loss_mask: 0.5691, decode.d8.loss_dice: 0.8266, loss: 18.9815, grad_norm: 61.9402 2023-12-26 01:37:58,611 - mmseg - INFO - Iter [60350/160000] lr: 6.228e-05, eta: 14:03:04, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3358, decode.loss_mask: 0.5577, decode.loss_dice: 0.8048, decode.d0.loss_cls: 1.3402, decode.d0.loss_mask: 0.5981, decode.d0.loss_dice: 0.8852, decode.d1.loss_cls: 0.4164, decode.d1.loss_mask: 0.5775, decode.d1.loss_dice: 0.8543, decode.d2.loss_cls: 0.3831, decode.d2.loss_mask: 0.5661, decode.d2.loss_dice: 0.8198, decode.d3.loss_cls: 0.3650, decode.d3.loss_mask: 0.5605, decode.d3.loss_dice: 0.8071, decode.d4.loss_cls: 0.3543, decode.d4.loss_mask: 0.5581, decode.d4.loss_dice: 0.8082, decode.d5.loss_cls: 0.3560, decode.d5.loss_mask: 0.5567, decode.d5.loss_dice: 0.8056, decode.d6.loss_cls: 0.3486, decode.d6.loss_mask: 0.5573, decode.d6.loss_dice: 0.8000, decode.d7.loss_cls: 0.3394, decode.d7.loss_mask: 0.5564, decode.d7.loss_dice: 0.8000, decode.d8.loss_cls: 0.3391, decode.d8.loss_mask: 0.5573, decode.d8.loss_dice: 0.8000, loss: 18.4088, grad_norm: 66.5199 2023-12-26 01:38:22,916 - mmseg - INFO - Iter [60400/160000] lr: 6.225e-05, eta: 14:02:36, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3580, decode.loss_mask: 0.5704, decode.loss_dice: 0.8198, decode.d0.loss_cls: 1.3651, decode.d0.loss_mask: 0.6211, decode.d0.loss_dice: 0.9155, decode.d1.loss_cls: 0.4430, decode.d1.loss_mask: 0.5917, decode.d1.loss_dice: 0.8797, decode.d2.loss_cls: 0.3941, decode.d2.loss_mask: 0.5800, decode.d2.loss_dice: 0.8442, decode.d3.loss_cls: 0.3834, decode.d3.loss_mask: 0.5785, decode.d3.loss_dice: 0.8329, decode.d4.loss_cls: 0.3805, decode.d4.loss_mask: 0.5778, decode.d4.loss_dice: 0.8283, decode.d5.loss_cls: 0.3704, decode.d5.loss_mask: 0.5750, decode.d5.loss_dice: 0.8278, decode.d6.loss_cls: 0.3641, decode.d6.loss_mask: 0.5747, decode.d6.loss_dice: 0.8223, decode.d7.loss_cls: 0.3566, decode.d7.loss_mask: 0.5755, decode.d7.loss_dice: 0.8236, decode.d8.loss_cls: 0.3576, decode.d8.loss_mask: 0.5721, decode.d8.loss_dice: 0.8244, loss: 19.0079, grad_norm: 60.4673 2023-12-26 01:38:47,204 - mmseg - INFO - Iter [60450/160000] lr: 6.222e-05, eta: 14:02:09, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3717, decode.loss_mask: 0.5583, decode.loss_dice: 0.8508, decode.d0.loss_cls: 1.3922, decode.d0.loss_mask: 0.5983, decode.d0.loss_dice: 0.9455, decode.d1.loss_cls: 0.4652, decode.d1.loss_mask: 0.5774, decode.d1.loss_dice: 0.8942, decode.d2.loss_cls: 0.4130, decode.d2.loss_mask: 0.5658, decode.d2.loss_dice: 0.8730, decode.d3.loss_cls: 0.4028, decode.d3.loss_mask: 0.5606, decode.d3.loss_dice: 0.8649, decode.d4.loss_cls: 0.3879, decode.d4.loss_mask: 0.5646, decode.d4.loss_dice: 0.8677, decode.d5.loss_cls: 0.3839, decode.d5.loss_mask: 0.5640, decode.d5.loss_dice: 0.8548, decode.d6.loss_cls: 0.3737, decode.d6.loss_mask: 0.5610, decode.d6.loss_dice: 0.8477, decode.d7.loss_cls: 0.3683, decode.d7.loss_mask: 0.5599, decode.d7.loss_dice: 0.8498, decode.d8.loss_cls: 0.3725, decode.d8.loss_mask: 0.5588, decode.d8.loss_dice: 0.8512, loss: 19.2996, grad_norm: 57.6487 2023-12-26 01:39:11,567 - mmseg - INFO - Iter [60500/160000] lr: 6.219e-05, eta: 14:01:41, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3826, decode.loss_mask: 0.5590, decode.loss_dice: 0.8499, decode.d0.loss_cls: 1.3882, decode.d0.loss_mask: 0.6029, decode.d0.loss_dice: 0.9562, decode.d1.loss_cls: 0.4692, decode.d1.loss_mask: 0.5845, decode.d1.loss_dice: 0.9070, decode.d2.loss_cls: 0.4215, decode.d2.loss_mask: 0.5702, decode.d2.loss_dice: 0.8851, decode.d3.loss_cls: 0.4100, decode.d3.loss_mask: 0.5630, decode.d3.loss_dice: 0.8671, decode.d4.loss_cls: 0.3981, decode.d4.loss_mask: 0.5614, decode.d4.loss_dice: 0.8667, decode.d5.loss_cls: 0.3873, decode.d5.loss_mask: 0.5613, decode.d5.loss_dice: 0.8620, decode.d6.loss_cls: 0.3807, decode.d6.loss_mask: 0.5611, decode.d6.loss_dice: 0.8530, decode.d7.loss_cls: 0.3826, decode.d7.loss_mask: 0.5577, decode.d7.loss_dice: 0.8531, decode.d8.loss_cls: 0.3822, decode.d8.loss_mask: 0.5590, decode.d8.loss_dice: 0.8540, loss: 19.4366, grad_norm: 58.8140 2023-12-26 01:39:38,199 - mmseg - INFO - Iter [60550/160000] lr: 6.216e-05, eta: 14:01:18, time: 0.533, data_time: 0.057, memory: 40245, decode.loss_cls: 0.3293, decode.loss_mask: 0.5569, decode.loss_dice: 0.8069, decode.d0.loss_cls: 1.3107, decode.d0.loss_mask: 0.5934, decode.d0.loss_dice: 0.8993, decode.d1.loss_cls: 0.4071, decode.d1.loss_mask: 0.5762, decode.d1.loss_dice: 0.8614, decode.d2.loss_cls: 0.3805, decode.d2.loss_mask: 0.5612, decode.d2.loss_dice: 0.8235, decode.d3.loss_cls: 0.3623, decode.d3.loss_mask: 0.5548, decode.d3.loss_dice: 0.8123, decode.d4.loss_cls: 0.3456, decode.d4.loss_mask: 0.5573, decode.d4.loss_dice: 0.8126, decode.d5.loss_cls: 0.3376, decode.d5.loss_mask: 0.5558, decode.d5.loss_dice: 0.8124, decode.d6.loss_cls: 0.3444, decode.d6.loss_mask: 0.5532, decode.d6.loss_dice: 0.8044, decode.d7.loss_cls: 0.3419, decode.d7.loss_mask: 0.5528, decode.d7.loss_dice: 0.8044, decode.d8.loss_cls: 0.3374, decode.d8.loss_mask: 0.5536, decode.d8.loss_dice: 0.8084, loss: 18.3576, grad_norm: 59.6048 2023-12-26 01:40:02,666 - mmseg - INFO - Iter [60600/160000] lr: 6.213e-05, eta: 14:00:51, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3622, decode.loss_mask: 0.5670, decode.loss_dice: 0.8250, decode.d0.loss_cls: 1.3458, decode.d0.loss_mask: 0.6132, decode.d0.loss_dice: 0.9247, decode.d1.loss_cls: 0.4525, decode.d1.loss_mask: 0.5896, decode.d1.loss_dice: 0.8787, decode.d2.loss_cls: 0.4035, decode.d2.loss_mask: 0.5784, decode.d2.loss_dice: 0.8542, decode.d3.loss_cls: 0.3935, decode.d3.loss_mask: 0.5711, decode.d3.loss_dice: 0.8339, decode.d4.loss_cls: 0.3789, decode.d4.loss_mask: 0.5720, decode.d4.loss_dice: 0.8344, decode.d5.loss_cls: 0.3743, decode.d5.loss_mask: 0.5682, decode.d5.loss_dice: 0.8289, decode.d6.loss_cls: 0.3711, decode.d6.loss_mask: 0.5688, decode.d6.loss_dice: 0.8230, decode.d7.loss_cls: 0.3605, decode.d7.loss_mask: 0.5678, decode.d7.loss_dice: 0.8235, decode.d8.loss_cls: 0.3608, decode.d8.loss_mask: 0.5674, decode.d8.loss_dice: 0.8251, loss: 19.0178, grad_norm: 62.2790 2023-12-26 01:40:27,086 - mmseg - INFO - Iter [60650/160000] lr: 6.209e-05, eta: 14:00:24, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3450, decode.loss_mask: 0.5504, decode.loss_dice: 0.8463, decode.d0.loss_cls: 1.3347, decode.d0.loss_mask: 0.5848, decode.d0.loss_dice: 0.9418, decode.d1.loss_cls: 0.4280, decode.d1.loss_mask: 0.5709, decode.d1.loss_dice: 0.9016, decode.d2.loss_cls: 0.3917, decode.d2.loss_mask: 0.5555, decode.d2.loss_dice: 0.8637, decode.d3.loss_cls: 0.3847, decode.d3.loss_mask: 0.5506, decode.d3.loss_dice: 0.8519, decode.d4.loss_cls: 0.3657, decode.d4.loss_mask: 0.5541, decode.d4.loss_dice: 0.8514, decode.d5.loss_cls: 0.3606, decode.d5.loss_mask: 0.5502, decode.d5.loss_dice: 0.8482, decode.d6.loss_cls: 0.3581, decode.d6.loss_mask: 0.5459, decode.d6.loss_dice: 0.8431, decode.d7.loss_cls: 0.3484, decode.d7.loss_mask: 0.5514, decode.d7.loss_dice: 0.8496, decode.d8.loss_cls: 0.3430, decode.d8.loss_mask: 0.5513, decode.d8.loss_dice: 0.8511, loss: 18.8738, grad_norm: 60.3053 2023-12-26 01:40:51,509 - mmseg - INFO - Iter [60700/160000] lr: 6.206e-05, eta: 13:59:57, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3461, decode.loss_mask: 0.5522, decode.loss_dice: 0.7907, decode.d0.loss_cls: 1.3370, decode.d0.loss_mask: 0.5929, decode.d0.loss_dice: 0.8956, decode.d1.loss_cls: 0.4310, decode.d1.loss_mask: 0.5664, decode.d1.loss_dice: 0.8482, decode.d2.loss_cls: 0.3901, decode.d2.loss_mask: 0.5567, decode.d2.loss_dice: 0.8207, decode.d3.loss_cls: 0.3717, decode.d3.loss_mask: 0.5579, decode.d3.loss_dice: 0.8048, decode.d4.loss_cls: 0.3581, decode.d4.loss_mask: 0.5530, decode.d4.loss_dice: 0.7985, decode.d5.loss_cls: 0.3547, decode.d5.loss_mask: 0.5525, decode.d5.loss_dice: 0.7946, decode.d6.loss_cls: 0.3488, decode.d6.loss_mask: 0.5521, decode.d6.loss_dice: 0.7917, decode.d7.loss_cls: 0.3540, decode.d7.loss_mask: 0.5504, decode.d7.loss_dice: 0.7945, decode.d8.loss_cls: 0.3472, decode.d8.loss_mask: 0.5498, decode.d8.loss_dice: 0.7934, loss: 18.3552, grad_norm: 56.0080 2023-12-26 01:41:15,654 - mmseg - INFO - Iter [60750/160000] lr: 6.203e-05, eta: 13:59:29, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3273, decode.loss_mask: 0.5638, decode.loss_dice: 0.8197, decode.d0.loss_cls: 1.3029, decode.d0.loss_mask: 0.6002, decode.d0.loss_dice: 0.9030, decode.d1.loss_cls: 0.4167, decode.d1.loss_mask: 0.5819, decode.d1.loss_dice: 0.8639, decode.d2.loss_cls: 0.3678, decode.d2.loss_mask: 0.5723, decode.d2.loss_dice: 0.8444, decode.d3.loss_cls: 0.3519, decode.d3.loss_mask: 0.5714, decode.d3.loss_dice: 0.8303, decode.d4.loss_cls: 0.3450, decode.d4.loss_mask: 0.5691, decode.d4.loss_dice: 0.8275, decode.d5.loss_cls: 0.3393, decode.d5.loss_mask: 0.5668, decode.d5.loss_dice: 0.8245, decode.d6.loss_cls: 0.3411, decode.d6.loss_mask: 0.5640, decode.d6.loss_dice: 0.8173, decode.d7.loss_cls: 0.3294, decode.d7.loss_mask: 0.5662, decode.d7.loss_dice: 0.8233, decode.d8.loss_cls: 0.3295, decode.d8.loss_mask: 0.5650, decode.d8.loss_dice: 0.8200, loss: 18.5457, grad_norm: 58.2011 2023-12-26 01:41:39,917 - mmseg - INFO - Iter [60800/160000] lr: 6.200e-05, eta: 13:59:01, time: 0.485, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3648, decode.loss_mask: 0.5652, decode.loss_dice: 0.8259, decode.d0.loss_cls: 1.3736, decode.d0.loss_mask: 0.6050, decode.d0.loss_dice: 0.9201, decode.d1.loss_cls: 0.4427, decode.d1.loss_mask: 0.5842, decode.d1.loss_dice: 0.8862, decode.d2.loss_cls: 0.4047, decode.d2.loss_mask: 0.5716, decode.d2.loss_dice: 0.8553, decode.d3.loss_cls: 0.3854, decode.d3.loss_mask: 0.5657, decode.d3.loss_dice: 0.8360, decode.d4.loss_cls: 0.3805, decode.d4.loss_mask: 0.5670, decode.d4.loss_dice: 0.8321, decode.d5.loss_cls: 0.3766, decode.d5.loss_mask: 0.5665, decode.d5.loss_dice: 0.8334, decode.d6.loss_cls: 0.3656, decode.d6.loss_mask: 0.5634, decode.d6.loss_dice: 0.8264, decode.d7.loss_cls: 0.3632, decode.d7.loss_mask: 0.5641, decode.d7.loss_dice: 0.8270, decode.d8.loss_cls: 0.3603, decode.d8.loss_mask: 0.5651, decode.d8.loss_dice: 0.8288, loss: 19.0063, grad_norm: 57.7009 2023-12-26 01:42:04,223 - mmseg - INFO - Iter [60850/160000] lr: 6.197e-05, eta: 13:58:34, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3415, decode.loss_mask: 0.5607, decode.loss_dice: 0.8064, decode.d0.loss_cls: 1.3581, decode.d0.loss_mask: 0.6109, decode.d0.loss_dice: 0.9109, decode.d1.loss_cls: 0.4246, decode.d1.loss_mask: 0.5839, decode.d1.loss_dice: 0.8559, decode.d2.loss_cls: 0.3814, decode.d2.loss_mask: 0.5694, decode.d2.loss_dice: 0.8269, decode.d3.loss_cls: 0.3644, decode.d3.loss_mask: 0.5645, decode.d3.loss_dice: 0.8176, decode.d4.loss_cls: 0.3599, decode.d4.loss_mask: 0.5643, decode.d4.loss_dice: 0.8184, decode.d5.loss_cls: 0.3434, decode.d5.loss_mask: 0.5643, decode.d5.loss_dice: 0.8158, decode.d6.loss_cls: 0.3464, decode.d6.loss_mask: 0.5623, decode.d6.loss_dice: 0.8059, decode.d7.loss_cls: 0.3442, decode.d7.loss_mask: 0.5610, decode.d7.loss_dice: 0.8053, decode.d8.loss_cls: 0.3432, decode.d8.loss_mask: 0.5621, decode.d8.loss_dice: 0.8082, loss: 18.5821, grad_norm: 58.7658 2023-12-26 01:42:28,382 - mmseg - INFO - Iter [60900/160000] lr: 6.194e-05, eta: 13:58:06, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3488, decode.loss_mask: 0.5447, decode.loss_dice: 0.8186, decode.d0.loss_cls: 1.3694, decode.d0.loss_mask: 0.5856, decode.d0.loss_dice: 0.9118, decode.d1.loss_cls: 0.4493, decode.d1.loss_mask: 0.5650, decode.d1.loss_dice: 0.8688, decode.d2.loss_cls: 0.3970, decode.d2.loss_mask: 0.5490, decode.d2.loss_dice: 0.8371, decode.d3.loss_cls: 0.3753, decode.d3.loss_mask: 0.5476, decode.d3.loss_dice: 0.8292, decode.d4.loss_cls: 0.3668, decode.d4.loss_mask: 0.5497, decode.d4.loss_dice: 0.8272, decode.d5.loss_cls: 0.3580, decode.d5.loss_mask: 0.5513, decode.d5.loss_dice: 0.8231, decode.d6.loss_cls: 0.3558, decode.d6.loss_mask: 0.5478, decode.d6.loss_dice: 0.8170, decode.d7.loss_cls: 0.3532, decode.d7.loss_mask: 0.5474, decode.d7.loss_dice: 0.8223, decode.d8.loss_cls: 0.3505, decode.d8.loss_mask: 0.5464, decode.d8.loss_dice: 0.8245, loss: 18.6383, grad_norm: 55.0083 2023-12-26 01:42:52,557 - mmseg - INFO - Iter [60950/160000] lr: 6.191e-05, eta: 13:57:39, time: 0.484, data_time: 0.014, memory: 40245, decode.loss_cls: 0.3629, decode.loss_mask: 0.5738, decode.loss_dice: 0.8242, decode.d0.loss_cls: 1.3700, decode.d0.loss_mask: 0.6184, decode.d0.loss_dice: 0.9151, decode.d1.loss_cls: 0.4426, decode.d1.loss_mask: 0.5944, decode.d1.loss_dice: 0.8731, decode.d2.loss_cls: 0.3985, decode.d2.loss_mask: 0.5824, decode.d2.loss_dice: 0.8486, decode.d3.loss_cls: 0.3863, decode.d3.loss_mask: 0.5759, decode.d3.loss_dice: 0.8355, decode.d4.loss_cls: 0.3711, decode.d4.loss_mask: 0.5732, decode.d4.loss_dice: 0.8374, decode.d5.loss_cls: 0.3675, decode.d5.loss_mask: 0.5734, decode.d5.loss_dice: 0.8301, decode.d6.loss_cls: 0.3654, decode.d6.loss_mask: 0.5706, decode.d6.loss_dice: 0.8209, decode.d7.loss_cls: 0.3593, decode.d7.loss_mask: 0.5717, decode.d7.loss_dice: 0.8273, decode.d8.loss_cls: 0.3632, decode.d8.loss_mask: 0.5713, decode.d8.loss_dice: 0.8251, loss: 19.0292, grad_norm: 58.6089 2023-12-26 01:43:16,742 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 01:43:16,742 - mmseg - INFO - Iter [61000/160000] lr: 6.188e-05, eta: 13:57:11, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3402, decode.loss_mask: 0.5591, decode.loss_dice: 0.7903, decode.d0.loss_cls: 1.3473, decode.d0.loss_mask: 0.5989, decode.d0.loss_dice: 0.8759, decode.d1.loss_cls: 0.4185, decode.d1.loss_mask: 0.5763, decode.d1.loss_dice: 0.8368, decode.d2.loss_cls: 0.3795, decode.d2.loss_mask: 0.5692, decode.d2.loss_dice: 0.8096, decode.d3.loss_cls: 0.3712, decode.d3.loss_mask: 0.5644, decode.d3.loss_dice: 0.7970, decode.d4.loss_cls: 0.3551, decode.d4.loss_mask: 0.5646, decode.d4.loss_dice: 0.7971, decode.d5.loss_cls: 0.3505, decode.d5.loss_mask: 0.5622, decode.d5.loss_dice: 0.7982, decode.d6.loss_cls: 0.3484, decode.d6.loss_mask: 0.5590, decode.d6.loss_dice: 0.7872, decode.d7.loss_cls: 0.3395, decode.d7.loss_mask: 0.5617, decode.d7.loss_dice: 0.7900, decode.d8.loss_cls: 0.3400, decode.d8.loss_mask: 0.5587, decode.d8.loss_dice: 0.7929, loss: 18.3393, grad_norm: 62.9370 2023-12-26 01:43:40,949 - mmseg - INFO - Iter [61050/160000] lr: 6.184e-05, eta: 13:56:43, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3549, decode.loss_mask: 0.5616, decode.loss_dice: 0.8245, decode.d0.loss_cls: 1.3508, decode.d0.loss_mask: 0.6045, decode.d0.loss_dice: 0.9169, decode.d1.loss_cls: 0.4413, decode.d1.loss_mask: 0.5823, decode.d1.loss_dice: 0.8734, decode.d2.loss_cls: 0.4031, decode.d2.loss_mask: 0.5699, decode.d2.loss_dice: 0.8394, decode.d3.loss_cls: 0.3858, decode.d3.loss_mask: 0.5660, decode.d3.loss_dice: 0.8325, decode.d4.loss_cls: 0.3754, decode.d4.loss_mask: 0.5650, decode.d4.loss_dice: 0.8339, decode.d5.loss_cls: 0.3721, decode.d5.loss_mask: 0.5632, decode.d5.loss_dice: 0.8267, decode.d6.loss_cls: 0.3670, decode.d6.loss_mask: 0.5621, decode.d6.loss_dice: 0.8210, decode.d7.loss_cls: 0.3601, decode.d7.loss_mask: 0.5612, decode.d7.loss_dice: 0.8229, decode.d8.loss_cls: 0.3601, decode.d8.loss_mask: 0.5627, decode.d8.loss_dice: 0.8218, loss: 18.8821, grad_norm: 57.3653 2023-12-26 01:44:05,314 - mmseg - INFO - Iter [61100/160000] lr: 6.181e-05, eta: 13:56:16, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3462, decode.loss_mask: 0.5708, decode.loss_dice: 0.8528, decode.d0.loss_cls: 1.3796, decode.d0.loss_mask: 0.6192, decode.d0.loss_dice: 0.9436, decode.d1.loss_cls: 0.4337, decode.d1.loss_mask: 0.5945, decode.d1.loss_dice: 0.9087, decode.d2.loss_cls: 0.3956, decode.d2.loss_mask: 0.5817, decode.d2.loss_dice: 0.8764, decode.d3.loss_cls: 0.3838, decode.d3.loss_mask: 0.5731, decode.d3.loss_dice: 0.8569, decode.d4.loss_cls: 0.3649, decode.d4.loss_mask: 0.5758, decode.d4.loss_dice: 0.8594, decode.d5.loss_cls: 0.3658, decode.d5.loss_mask: 0.5737, decode.d5.loss_dice: 0.8587, decode.d6.loss_cls: 0.3604, decode.d6.loss_mask: 0.5712, decode.d6.loss_dice: 0.8498, decode.d7.loss_cls: 0.3591, decode.d7.loss_mask: 0.5694, decode.d7.loss_dice: 0.8506, decode.d8.loss_cls: 0.3562, decode.d8.loss_mask: 0.5700, decode.d8.loss_dice: 0.8493, loss: 19.2511, grad_norm: 60.1884 2023-12-26 01:44:29,694 - mmseg - INFO - Iter [61150/160000] lr: 6.178e-05, eta: 13:55:49, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3471, decode.loss_mask: 0.5614, decode.loss_dice: 0.8144, decode.d0.loss_cls: 1.3291, decode.d0.loss_mask: 0.6112, decode.d0.loss_dice: 0.9099, decode.d1.loss_cls: 0.4212, decode.d1.loss_mask: 0.5828, decode.d1.loss_dice: 0.8731, decode.d2.loss_cls: 0.3959, decode.d2.loss_mask: 0.5696, decode.d2.loss_dice: 0.8375, decode.d3.loss_cls: 0.3713, decode.d3.loss_mask: 0.5636, decode.d3.loss_dice: 0.8250, decode.d4.loss_cls: 0.3638, decode.d4.loss_mask: 0.5606, decode.d4.loss_dice: 0.8238, decode.d5.loss_cls: 0.3603, decode.d5.loss_mask: 0.5629, decode.d5.loss_dice: 0.8214, decode.d6.loss_cls: 0.3564, decode.d6.loss_mask: 0.5617, decode.d6.loss_dice: 0.8133, decode.d7.loss_cls: 0.3512, decode.d7.loss_mask: 0.5601, decode.d7.loss_dice: 0.8140, decode.d8.loss_cls: 0.3481, decode.d8.loss_mask: 0.5608, decode.d8.loss_dice: 0.8175, loss: 18.6890, grad_norm: 58.9592 2023-12-26 01:44:54,277 - mmseg - INFO - Iter [61200/160000] lr: 6.175e-05, eta: 13:55:22, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3486, decode.loss_mask: 0.5629, decode.loss_dice: 0.8182, decode.d0.loss_cls: 1.3475, decode.d0.loss_mask: 0.6100, decode.d0.loss_dice: 0.9136, decode.d1.loss_cls: 0.4291, decode.d1.loss_mask: 0.5840, decode.d1.loss_dice: 0.8768, decode.d2.loss_cls: 0.3837, decode.d2.loss_mask: 0.5757, decode.d2.loss_dice: 0.8441, decode.d3.loss_cls: 0.3699, decode.d3.loss_mask: 0.5717, decode.d3.loss_dice: 0.8297, decode.d4.loss_cls: 0.3641, decode.d4.loss_mask: 0.5682, decode.d4.loss_dice: 0.8274, decode.d5.loss_cls: 0.3579, decode.d5.loss_mask: 0.5649, decode.d5.loss_dice: 0.8251, decode.d6.loss_cls: 0.3515, decode.d6.loss_mask: 0.5642, decode.d6.loss_dice: 0.8194, decode.d7.loss_cls: 0.3431, decode.d7.loss_mask: 0.5624, decode.d7.loss_dice: 0.8197, decode.d8.loss_cls: 0.3460, decode.d8.loss_mask: 0.5645, decode.d8.loss_dice: 0.8206, loss: 18.7644, grad_norm: 60.7047 2023-12-26 01:45:18,559 - mmseg - INFO - Iter [61250/160000] lr: 6.172e-05, eta: 13:54:54, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3502, decode.loss_mask: 0.5749, decode.loss_dice: 0.8429, decode.d0.loss_cls: 1.3564, decode.d0.loss_mask: 0.6139, decode.d0.loss_dice: 0.9348, decode.d1.loss_cls: 0.4400, decode.d1.loss_mask: 0.5927, decode.d1.loss_dice: 0.8964, decode.d2.loss_cls: 0.3966, decode.d2.loss_mask: 0.5790, decode.d2.loss_dice: 0.8656, decode.d3.loss_cls: 0.3784, decode.d3.loss_mask: 0.5768, decode.d3.loss_dice: 0.8482, decode.d4.loss_cls: 0.3712, decode.d4.loss_mask: 0.5796, decode.d4.loss_dice: 0.8465, decode.d5.loss_cls: 0.3599, decode.d5.loss_mask: 0.5792, decode.d5.loss_dice: 0.8482, decode.d6.loss_cls: 0.3496, decode.d6.loss_mask: 0.5768, decode.d6.loss_dice: 0.8469, decode.d7.loss_cls: 0.3490, decode.d7.loss_mask: 0.5765, decode.d7.loss_dice: 0.8443, decode.d8.loss_cls: 0.3482, decode.d8.loss_mask: 0.5774, decode.d8.loss_dice: 0.8436, loss: 19.1438, grad_norm: 60.5908 2023-12-26 01:45:42,956 - mmseg - INFO - Iter [61300/160000] lr: 6.169e-05, eta: 13:54:27, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3325, decode.loss_mask: 0.5480, decode.loss_dice: 0.8023, decode.d0.loss_cls: 1.3538, decode.d0.loss_mask: 0.5826, decode.d0.loss_dice: 0.8911, decode.d1.loss_cls: 0.4082, decode.d1.loss_mask: 0.5639, decode.d1.loss_dice: 0.8500, decode.d2.loss_cls: 0.3666, decode.d2.loss_mask: 0.5570, decode.d2.loss_dice: 0.8269, decode.d3.loss_cls: 0.3596, decode.d3.loss_mask: 0.5486, decode.d3.loss_dice: 0.8053, decode.d4.loss_cls: 0.3419, decode.d4.loss_mask: 0.5495, decode.d4.loss_dice: 0.8088, decode.d5.loss_cls: 0.3443, decode.d5.loss_mask: 0.5480, decode.d5.loss_dice: 0.8023, decode.d6.loss_cls: 0.3374, decode.d6.loss_mask: 0.5487, decode.d6.loss_dice: 0.7951, decode.d7.loss_cls: 0.3316, decode.d7.loss_mask: 0.5471, decode.d7.loss_dice: 0.7961, decode.d8.loss_cls: 0.3331, decode.d8.loss_mask: 0.5492, decode.d8.loss_dice: 0.7995, loss: 18.2291, grad_norm: 60.4960 2023-12-26 01:46:07,345 - mmseg - INFO - Iter [61350/160000] lr: 6.166e-05, eta: 13:54:00, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3494, decode.loss_mask: 0.5497, decode.loss_dice: 0.8223, decode.d0.loss_cls: 1.3508, decode.d0.loss_mask: 0.5950, decode.d0.loss_dice: 0.9144, decode.d1.loss_cls: 0.4337, decode.d1.loss_mask: 0.5699, decode.d1.loss_dice: 0.8736, decode.d2.loss_cls: 0.3908, decode.d2.loss_mask: 0.5586, decode.d2.loss_dice: 0.8475, decode.d3.loss_cls: 0.3734, decode.d3.loss_mask: 0.5507, decode.d3.loss_dice: 0.8312, decode.d4.loss_cls: 0.3628, decode.d4.loss_mask: 0.5525, decode.d4.loss_dice: 0.8304, decode.d5.loss_cls: 0.3529, decode.d5.loss_mask: 0.5525, decode.d5.loss_dice: 0.8269, decode.d6.loss_cls: 0.3497, decode.d6.loss_mask: 0.5496, decode.d6.loss_dice: 0.8255, decode.d7.loss_cls: 0.3448, decode.d7.loss_mask: 0.5496, decode.d7.loss_dice: 0.8255, decode.d8.loss_cls: 0.3462, decode.d8.loss_mask: 0.5488, decode.d8.loss_dice: 0.8251, loss: 18.6539, grad_norm: 61.4520 2023-12-26 01:46:31,936 - mmseg - INFO - Iter [61400/160000] lr: 6.163e-05, eta: 13:53:33, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3306, decode.loss_mask: 0.5306, decode.loss_dice: 0.8052, decode.d0.loss_cls: 1.3538, decode.d0.loss_mask: 0.5718, decode.d0.loss_dice: 0.8989, decode.d1.loss_cls: 0.4253, decode.d1.loss_mask: 0.5511, decode.d1.loss_dice: 0.8538, decode.d2.loss_cls: 0.3857, decode.d2.loss_mask: 0.5394, decode.d2.loss_dice: 0.8258, decode.d3.loss_cls: 0.3618, decode.d3.loss_mask: 0.5329, decode.d3.loss_dice: 0.8087, decode.d4.loss_cls: 0.3517, decode.d4.loss_mask: 0.5328, decode.d4.loss_dice: 0.8071, decode.d5.loss_cls: 0.3466, decode.d5.loss_mask: 0.5315, decode.d5.loss_dice: 0.8088, decode.d6.loss_cls: 0.3388, decode.d6.loss_mask: 0.5289, decode.d6.loss_dice: 0.8027, decode.d7.loss_cls: 0.3365, decode.d7.loss_mask: 0.5291, decode.d7.loss_dice: 0.8034, decode.d8.loss_cls: 0.3315, decode.d8.loss_mask: 0.5302, decode.d8.loss_dice: 0.8045, loss: 18.1594, grad_norm: 60.7276 2023-12-26 01:46:56,264 - mmseg - INFO - Iter [61450/160000] lr: 6.159e-05, eta: 13:53:06, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3478, decode.loss_mask: 0.5491, decode.loss_dice: 0.8229, decode.d0.loss_cls: 1.3511, decode.d0.loss_mask: 0.5885, decode.d0.loss_dice: 0.9170, decode.d1.loss_cls: 0.4348, decode.d1.loss_mask: 0.5721, decode.d1.loss_dice: 0.8807, decode.d2.loss_cls: 0.3987, decode.d2.loss_mask: 0.5562, decode.d2.loss_dice: 0.8479, decode.d3.loss_cls: 0.3839, decode.d3.loss_mask: 0.5514, decode.d3.loss_dice: 0.8343, decode.d4.loss_cls: 0.3684, decode.d4.loss_mask: 0.5529, decode.d4.loss_dice: 0.8340, decode.d5.loss_cls: 0.3586, decode.d5.loss_mask: 0.5480, decode.d5.loss_dice: 0.8325, decode.d6.loss_cls: 0.3561, decode.d6.loss_mask: 0.5499, decode.d6.loss_dice: 0.8238, decode.d7.loss_cls: 0.3492, decode.d7.loss_mask: 0.5509, decode.d7.loss_dice: 0.8247, decode.d8.loss_cls: 0.3503, decode.d8.loss_mask: 0.5487, decode.d8.loss_dice: 0.8206, loss: 18.7052, grad_norm: 58.3551 2023-12-26 01:47:20,470 - mmseg - INFO - Iter [61500/160000] lr: 6.156e-05, eta: 13:52:38, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3756, decode.loss_mask: 0.5599, decode.loss_dice: 0.8483, decode.d0.loss_cls: 1.3651, decode.d0.loss_mask: 0.6080, decode.d0.loss_dice: 0.9496, decode.d1.loss_cls: 0.4591, decode.d1.loss_mask: 0.5845, decode.d1.loss_dice: 0.9046, decode.d2.loss_cls: 0.4179, decode.d2.loss_mask: 0.5708, decode.d2.loss_dice: 0.8723, decode.d3.loss_cls: 0.4032, decode.d3.loss_mask: 0.5662, decode.d3.loss_dice: 0.8528, decode.d4.loss_cls: 0.3939, decode.d4.loss_mask: 0.5660, decode.d4.loss_dice: 0.8534, decode.d5.loss_cls: 0.3857, decode.d5.loss_mask: 0.5623, decode.d5.loss_dice: 0.8562, decode.d6.loss_cls: 0.3848, decode.d6.loss_mask: 0.5605, decode.d6.loss_dice: 0.8500, decode.d7.loss_cls: 0.3746, decode.d7.loss_mask: 0.5578, decode.d7.loss_dice: 0.8482, decode.d8.loss_cls: 0.3774, decode.d8.loss_mask: 0.5599, decode.d8.loss_dice: 0.8508, loss: 19.3193, grad_norm: 56.5894 2023-12-26 01:47:44,859 - mmseg - INFO - Iter [61550/160000] lr: 6.153e-05, eta: 13:52:11, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3751, decode.loss_mask: 0.5507, decode.loss_dice: 0.8454, decode.d0.loss_cls: 1.3868, decode.d0.loss_mask: 0.5899, decode.d0.loss_dice: 0.9407, decode.d1.loss_cls: 0.4541, decode.d1.loss_mask: 0.5741, decode.d1.loss_dice: 0.9025, decode.d2.loss_cls: 0.4180, decode.d2.loss_mask: 0.5617, decode.d2.loss_dice: 0.8692, decode.d3.loss_cls: 0.4015, decode.d3.loss_mask: 0.5586, decode.d3.loss_dice: 0.8577, decode.d4.loss_cls: 0.3926, decode.d4.loss_mask: 0.5560, decode.d4.loss_dice: 0.8543, decode.d5.loss_cls: 0.3859, decode.d5.loss_mask: 0.5528, decode.d5.loss_dice: 0.8546, decode.d6.loss_cls: 0.3897, decode.d6.loss_mask: 0.5498, decode.d6.loss_dice: 0.8451, decode.d7.loss_cls: 0.3766, decode.d7.loss_mask: 0.5499, decode.d7.loss_dice: 0.8493, decode.d8.loss_cls: 0.3766, decode.d8.loss_mask: 0.5522, decode.d8.loss_dice: 0.8554, loss: 19.2269, grad_norm: 61.0824 2023-12-26 01:48:09,103 - mmseg - INFO - Iter [61600/160000] lr: 6.150e-05, eta: 13:51:43, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3542, decode.loss_mask: 0.5525, decode.loss_dice: 0.8106, decode.d0.loss_cls: 1.3651, decode.d0.loss_mask: 0.5875, decode.d0.loss_dice: 0.9075, decode.d1.loss_cls: 0.4426, decode.d1.loss_mask: 0.5712, decode.d1.loss_dice: 0.8654, decode.d2.loss_cls: 0.3995, decode.d2.loss_mask: 0.5581, decode.d2.loss_dice: 0.8296, decode.d3.loss_cls: 0.3748, decode.d3.loss_mask: 0.5522, decode.d3.loss_dice: 0.8163, decode.d4.loss_cls: 0.3688, decode.d4.loss_mask: 0.5535, decode.d4.loss_dice: 0.8213, decode.d5.loss_cls: 0.3658, decode.d5.loss_mask: 0.5512, decode.d5.loss_dice: 0.8150, decode.d6.loss_cls: 0.3665, decode.d6.loss_mask: 0.5524, decode.d6.loss_dice: 0.8106, decode.d7.loss_cls: 0.3583, decode.d7.loss_mask: 0.5510, decode.d7.loss_dice: 0.8053, decode.d8.loss_cls: 0.3558, decode.d8.loss_mask: 0.5513, decode.d8.loss_dice: 0.8051, loss: 18.6189, grad_norm: 58.6214 2023-12-26 01:48:33,988 - mmseg - INFO - Iter [61650/160000] lr: 6.147e-05, eta: 13:51:17, time: 0.498, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3607, decode.loss_mask: 0.5367, decode.loss_dice: 0.8049, decode.d0.loss_cls: 1.3555, decode.d0.loss_mask: 0.5817, decode.d0.loss_dice: 0.9033, decode.d1.loss_cls: 0.4514, decode.d1.loss_mask: 0.5587, decode.d1.loss_dice: 0.8574, decode.d2.loss_cls: 0.4035, decode.d2.loss_mask: 0.5492, decode.d2.loss_dice: 0.8329, decode.d3.loss_cls: 0.3850, decode.d3.loss_mask: 0.5418, decode.d3.loss_dice: 0.8122, decode.d4.loss_cls: 0.3758, decode.d4.loss_mask: 0.5420, decode.d4.loss_dice: 0.8121, decode.d5.loss_cls: 0.3713, decode.d5.loss_mask: 0.5384, decode.d5.loss_dice: 0.8125, decode.d6.loss_cls: 0.3695, decode.d6.loss_mask: 0.5381, decode.d6.loss_dice: 0.8061, decode.d7.loss_cls: 0.3651, decode.d7.loss_mask: 0.5379, decode.d7.loss_dice: 0.8061, decode.d8.loss_cls: 0.3559, decode.d8.loss_mask: 0.5380, decode.d8.loss_dice: 0.8035, loss: 18.5076, grad_norm: 59.0842 2023-12-26 01:48:58,625 - mmseg - INFO - Iter [61700/160000] lr: 6.144e-05, eta: 13:50:50, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3700, decode.loss_mask: 0.5728, decode.loss_dice: 0.8134, decode.d0.loss_cls: 1.3580, decode.d0.loss_mask: 0.6154, decode.d0.loss_dice: 0.9108, decode.d1.loss_cls: 0.4394, decode.d1.loss_mask: 0.5957, decode.d1.loss_dice: 0.8687, decode.d2.loss_cls: 0.3986, decode.d2.loss_mask: 0.5826, decode.d2.loss_dice: 0.8445, decode.d3.loss_cls: 0.3899, decode.d3.loss_mask: 0.5769, decode.d3.loss_dice: 0.8293, decode.d4.loss_cls: 0.3832, decode.d4.loss_mask: 0.5785, decode.d4.loss_dice: 0.8246, decode.d5.loss_cls: 0.3826, decode.d5.loss_mask: 0.5747, decode.d5.loss_dice: 0.8234, decode.d6.loss_cls: 0.3729, decode.d6.loss_mask: 0.5751, decode.d6.loss_dice: 0.8205, decode.d7.loss_cls: 0.3649, decode.d7.loss_mask: 0.5759, decode.d7.loss_dice: 0.8190, decode.d8.loss_cls: 0.3665, decode.d8.loss_mask: 0.5722, decode.d8.loss_dice: 0.8199, loss: 19.0202, grad_norm: 63.8915 2023-12-26 01:49:22,884 - mmseg - INFO - Iter [61750/160000] lr: 6.141e-05, eta: 13:50:23, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3508, decode.loss_mask: 0.5502, decode.loss_dice: 0.8341, decode.d0.loss_cls: 1.3607, decode.d0.loss_mask: 0.5908, decode.d0.loss_dice: 0.9229, decode.d1.loss_cls: 0.4256, decode.d1.loss_mask: 0.5732, decode.d1.loss_dice: 0.8847, decode.d2.loss_cls: 0.3921, decode.d2.loss_mask: 0.5590, decode.d2.loss_dice: 0.8614, decode.d3.loss_cls: 0.3826, decode.d3.loss_mask: 0.5507, decode.d3.loss_dice: 0.8418, decode.d4.loss_cls: 0.3665, decode.d4.loss_mask: 0.5539, decode.d4.loss_dice: 0.8369, decode.d5.loss_cls: 0.3599, decode.d5.loss_mask: 0.5485, decode.d5.loss_dice: 0.8375, decode.d6.loss_cls: 0.3570, decode.d6.loss_mask: 0.5499, decode.d6.loss_dice: 0.8325, decode.d7.loss_cls: 0.3537, decode.d7.loss_mask: 0.5491, decode.d7.loss_dice: 0.8350, decode.d8.loss_cls: 0.3497, decode.d8.loss_mask: 0.5515, decode.d8.loss_dice: 0.8362, loss: 18.7983, grad_norm: 59.5036 2023-12-26 01:49:50,068 - mmseg - INFO - Iter [61800/160000] lr: 6.138e-05, eta: 13:50:01, time: 0.544, data_time: 0.060, memory: 40245, decode.loss_cls: 0.3345, decode.loss_mask: 0.5456, decode.loss_dice: 0.8162, decode.d0.loss_cls: 1.3391, decode.d0.loss_mask: 0.5914, decode.d0.loss_dice: 0.9132, decode.d1.loss_cls: 0.4193, decode.d1.loss_mask: 0.5640, decode.d1.loss_dice: 0.8660, decode.d2.loss_cls: 0.3814, decode.d2.loss_mask: 0.5545, decode.d2.loss_dice: 0.8332, decode.d3.loss_cls: 0.3628, decode.d3.loss_mask: 0.5533, decode.d3.loss_dice: 0.8235, decode.d4.loss_cls: 0.3459, decode.d4.loss_mask: 0.5522, decode.d4.loss_dice: 0.8231, decode.d5.loss_cls: 0.3399, decode.d5.loss_mask: 0.5541, decode.d5.loss_dice: 0.8236, decode.d6.loss_cls: 0.3413, decode.d6.loss_mask: 0.5490, decode.d6.loss_dice: 0.8125, decode.d7.loss_cls: 0.3378, decode.d7.loss_mask: 0.5480, decode.d7.loss_dice: 0.8171, decode.d8.loss_cls: 0.3329, decode.d8.loss_mask: 0.5485, decode.d8.loss_dice: 0.8157, loss: 18.4397, grad_norm: 61.0346 2023-12-26 01:50:14,580 - mmseg - INFO - Iter [61850/160000] lr: 6.134e-05, eta: 13:49:34, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3444, decode.loss_mask: 0.5400, decode.loss_dice: 0.8081, decode.d0.loss_cls: 1.3370, decode.d0.loss_mask: 0.5812, decode.d0.loss_dice: 0.9046, decode.d1.loss_cls: 0.4345, decode.d1.loss_mask: 0.5641, decode.d1.loss_dice: 0.8659, decode.d2.loss_cls: 0.3858, decode.d2.loss_mask: 0.5516, decode.d2.loss_dice: 0.8400, decode.d3.loss_cls: 0.3778, decode.d3.loss_mask: 0.5458, decode.d3.loss_dice: 0.8199, decode.d4.loss_cls: 0.3590, decode.d4.loss_mask: 0.5434, decode.d4.loss_dice: 0.8230, decode.d5.loss_cls: 0.3595, decode.d5.loss_mask: 0.5415, decode.d5.loss_dice: 0.8170, decode.d6.loss_cls: 0.3536, decode.d6.loss_mask: 0.5421, decode.d6.loss_dice: 0.8064, decode.d7.loss_cls: 0.3488, decode.d7.loss_mask: 0.5402, decode.d7.loss_dice: 0.8127, decode.d8.loss_cls: 0.3414, decode.d8.loss_mask: 0.5418, decode.d8.loss_dice: 0.8144, loss: 18.4456, grad_norm: 59.9728 2023-12-26 01:50:39,212 - mmseg - INFO - Iter [61900/160000] lr: 6.131e-05, eta: 13:49:07, time: 0.493, data_time: 0.014, memory: 40245, decode.loss_cls: 0.3470, decode.loss_mask: 0.5253, decode.loss_dice: 0.8158, decode.d0.loss_cls: 1.3808, decode.d0.loss_mask: 0.5633, decode.d0.loss_dice: 0.9064, decode.d1.loss_cls: 0.4365, decode.d1.loss_mask: 0.5462, decode.d1.loss_dice: 0.8676, decode.d2.loss_cls: 0.3902, decode.d2.loss_mask: 0.5362, decode.d2.loss_dice: 0.8413, decode.d3.loss_cls: 0.3746, decode.d3.loss_mask: 0.5292, decode.d3.loss_dice: 0.8183, decode.d4.loss_cls: 0.3640, decode.d4.loss_mask: 0.5285, decode.d4.loss_dice: 0.8221, decode.d5.loss_cls: 0.3568, decode.d5.loss_mask: 0.5272, decode.d5.loss_dice: 0.8188, decode.d6.loss_cls: 0.3566, decode.d6.loss_mask: 0.5249, decode.d6.loss_dice: 0.8093, decode.d7.loss_cls: 0.3484, decode.d7.loss_mask: 0.5263, decode.d7.loss_dice: 0.8151, decode.d8.loss_cls: 0.3479, decode.d8.loss_mask: 0.5260, decode.d8.loss_dice: 0.8100, loss: 18.3605, grad_norm: 55.7380 2023-12-26 01:51:03,481 - mmseg - INFO - Iter [61950/160000] lr: 6.128e-05, eta: 13:48:40, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3596, decode.loss_mask: 0.5649, decode.loss_dice: 0.8238, decode.d0.loss_cls: 1.3806, decode.d0.loss_mask: 0.6074, decode.d0.loss_dice: 0.9224, decode.d1.loss_cls: 0.4436, decode.d1.loss_mask: 0.5865, decode.d1.loss_dice: 0.8877, decode.d2.loss_cls: 0.3959, decode.d2.loss_mask: 0.5743, decode.d2.loss_dice: 0.8586, decode.d3.loss_cls: 0.3791, decode.d3.loss_mask: 0.5684, decode.d3.loss_dice: 0.8352, decode.d4.loss_cls: 0.3697, decode.d4.loss_mask: 0.5652, decode.d4.loss_dice: 0.8369, decode.d5.loss_cls: 0.3679, decode.d5.loss_mask: 0.5664, decode.d5.loss_dice: 0.8323, decode.d6.loss_cls: 0.3648, decode.d6.loss_mask: 0.5658, decode.d6.loss_dice: 0.8205, decode.d7.loss_cls: 0.3602, decode.d7.loss_mask: 0.5672, decode.d7.loss_dice: 0.8290, decode.d8.loss_cls: 0.3618, decode.d8.loss_mask: 0.5667, decode.d8.loss_dice: 0.8276, loss: 18.9901, grad_norm: 59.0018 2023-12-26 01:51:27,701 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 01:51:27,701 - mmseg - INFO - Iter [62000/160000] lr: 6.125e-05, eta: 13:48:12, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3333, decode.loss_mask: 0.5513, decode.loss_dice: 0.8235, decode.d0.loss_cls: 1.3337, decode.d0.loss_mask: 0.5933, decode.d0.loss_dice: 0.9270, decode.d1.loss_cls: 0.4257, decode.d1.loss_mask: 0.5742, decode.d1.loss_dice: 0.8764, decode.d2.loss_cls: 0.3764, decode.d2.loss_mask: 0.5619, decode.d2.loss_dice: 0.8551, decode.d3.loss_cls: 0.3635, decode.d3.loss_mask: 0.5565, decode.d3.loss_dice: 0.8358, decode.d4.loss_cls: 0.3504, decode.d4.loss_mask: 0.5551, decode.d4.loss_dice: 0.8351, decode.d5.loss_cls: 0.3450, decode.d5.loss_mask: 0.5546, decode.d5.loss_dice: 0.8329, decode.d6.loss_cls: 0.3422, decode.d6.loss_mask: 0.5544, decode.d6.loss_dice: 0.8172, decode.d7.loss_cls: 0.3358, decode.d7.loss_mask: 0.5544, decode.d7.loss_dice: 0.8270, decode.d8.loss_cls: 0.3296, decode.d8.loss_mask: 0.5537, decode.d8.loss_dice: 0.8300, loss: 18.6051, grad_norm: 61.0777 2023-12-26 01:51:51,959 - mmseg - INFO - Iter [62050/160000] lr: 6.122e-05, eta: 13:47:45, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3299, decode.loss_mask: 0.5575, decode.loss_dice: 0.7891, decode.d0.loss_cls: 1.3376, decode.d0.loss_mask: 0.6016, decode.d0.loss_dice: 0.8902, decode.d1.loss_cls: 0.4176, decode.d1.loss_mask: 0.5808, decode.d1.loss_dice: 0.8473, decode.d2.loss_cls: 0.3739, decode.d2.loss_mask: 0.5666, decode.d2.loss_dice: 0.8158, decode.d3.loss_cls: 0.3584, decode.d3.loss_mask: 0.5599, decode.d3.loss_dice: 0.8026, decode.d4.loss_cls: 0.3452, decode.d4.loss_mask: 0.5587, decode.d4.loss_dice: 0.8000, decode.d5.loss_cls: 0.3406, decode.d5.loss_mask: 0.5578, decode.d5.loss_dice: 0.7983, decode.d6.loss_cls: 0.3287, decode.d6.loss_mask: 0.5597, decode.d6.loss_dice: 0.7864, decode.d7.loss_cls: 0.3254, decode.d7.loss_mask: 0.5565, decode.d7.loss_dice: 0.7948, decode.d8.loss_cls: 0.3261, decode.d8.loss_mask: 0.5582, decode.d8.loss_dice: 0.7937, loss: 18.2592, grad_norm: 63.0159 2023-12-26 01:52:16,286 - mmseg - INFO - Iter [62100/160000] lr: 6.119e-05, eta: 13:47:18, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3328, decode.loss_mask: 0.5414, decode.loss_dice: 0.7918, decode.d0.loss_cls: 1.3345, decode.d0.loss_mask: 0.5803, decode.d0.loss_dice: 0.8838, decode.d1.loss_cls: 0.4080, decode.d1.loss_mask: 0.5596, decode.d1.loss_dice: 0.8366, decode.d2.loss_cls: 0.3751, decode.d2.loss_mask: 0.5517, decode.d2.loss_dice: 0.8175, decode.d3.loss_cls: 0.3605, decode.d3.loss_mask: 0.5431, decode.d3.loss_dice: 0.8011, decode.d4.loss_cls: 0.3491, decode.d4.loss_mask: 0.5423, decode.d4.loss_dice: 0.8006, decode.d5.loss_cls: 0.3365, decode.d5.loss_mask: 0.5466, decode.d5.loss_dice: 0.7960, decode.d6.loss_cls: 0.3378, decode.d6.loss_mask: 0.5413, decode.d6.loss_dice: 0.7880, decode.d7.loss_cls: 0.3314, decode.d7.loss_mask: 0.5435, decode.d7.loss_dice: 0.7979, decode.d8.loss_cls: 0.3335, decode.d8.loss_mask: 0.5417, decode.d8.loss_dice: 0.7921, loss: 18.0960, grad_norm: 60.7673 2023-12-26 01:52:40,756 - mmseg - INFO - Iter [62150/160000] lr: 6.116e-05, eta: 13:46:51, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3372, decode.loss_mask: 0.5475, decode.loss_dice: 0.8121, decode.d0.loss_cls: 1.3171, decode.d0.loss_mask: 0.5856, decode.d0.loss_dice: 0.9164, decode.d1.loss_cls: 0.4173, decode.d1.loss_mask: 0.5615, decode.d1.loss_dice: 0.8653, decode.d2.loss_cls: 0.3824, decode.d2.loss_mask: 0.5506, decode.d2.loss_dice: 0.8403, decode.d3.loss_cls: 0.3630, decode.d3.loss_mask: 0.5467, decode.d3.loss_dice: 0.8234, decode.d4.loss_cls: 0.3530, decode.d4.loss_mask: 0.5481, decode.d4.loss_dice: 0.8257, decode.d5.loss_cls: 0.3453, decode.d5.loss_mask: 0.5477, decode.d5.loss_dice: 0.8212, decode.d6.loss_cls: 0.3470, decode.d6.loss_mask: 0.5472, decode.d6.loss_dice: 0.8097, decode.d7.loss_cls: 0.3415, decode.d7.loss_mask: 0.5482, decode.d7.loss_dice: 0.8140, decode.d8.loss_cls: 0.3390, decode.d8.loss_mask: 0.5478, decode.d8.loss_dice: 0.8160, loss: 18.4179, grad_norm: 56.5300 2023-12-26 01:53:05,368 - mmseg - INFO - Iter [62200/160000] lr: 6.113e-05, eta: 13:46:24, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3383, decode.loss_mask: 0.5634, decode.loss_dice: 0.8168, decode.d0.loss_cls: 1.3321, decode.d0.loss_mask: 0.6057, decode.d0.loss_dice: 0.9090, decode.d1.loss_cls: 0.4282, decode.d1.loss_mask: 0.5859, decode.d1.loss_dice: 0.8714, decode.d2.loss_cls: 0.3911, decode.d2.loss_mask: 0.5756, decode.d2.loss_dice: 0.8387, decode.d3.loss_cls: 0.3759, decode.d3.loss_mask: 0.5698, decode.d3.loss_dice: 0.8265, decode.d4.loss_cls: 0.3615, decode.d4.loss_mask: 0.5669, decode.d4.loss_dice: 0.8218, decode.d5.loss_cls: 0.3514, decode.d5.loss_mask: 0.5649, decode.d5.loss_dice: 0.8181, decode.d6.loss_cls: 0.3466, decode.d6.loss_mask: 0.5632, decode.d6.loss_dice: 0.8122, decode.d7.loss_cls: 0.3436, decode.d7.loss_mask: 0.5621, decode.d7.loss_dice: 0.8160, decode.d8.loss_cls: 0.3392, decode.d8.loss_mask: 0.5655, decode.d8.loss_dice: 0.8158, loss: 18.6773, grad_norm: 61.5509 2023-12-26 01:53:29,709 - mmseg - INFO - Iter [62250/160000] lr: 6.109e-05, eta: 13:45:57, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3401, decode.loss_mask: 0.5661, decode.loss_dice: 0.8285, decode.d0.loss_cls: 1.3482, decode.d0.loss_mask: 0.6147, decode.d0.loss_dice: 0.9137, decode.d1.loss_cls: 0.4213, decode.d1.loss_mask: 0.5910, decode.d1.loss_dice: 0.8872, decode.d2.loss_cls: 0.3830, decode.d2.loss_mask: 0.5780, decode.d2.loss_dice: 0.8534, decode.d3.loss_cls: 0.3777, decode.d3.loss_mask: 0.5732, decode.d3.loss_dice: 0.8330, decode.d4.loss_cls: 0.3574, decode.d4.loss_mask: 0.5754, decode.d4.loss_dice: 0.8357, decode.d5.loss_cls: 0.3586, decode.d5.loss_mask: 0.5696, decode.d5.loss_dice: 0.8312, decode.d6.loss_cls: 0.3501, decode.d6.loss_mask: 0.5667, decode.d6.loss_dice: 0.8260, decode.d7.loss_cls: 0.3474, decode.d7.loss_mask: 0.5659, decode.d7.loss_dice: 0.8252, decode.d8.loss_cls: 0.3474, decode.d8.loss_mask: 0.5653, decode.d8.loss_dice: 0.8261, loss: 18.8573, grad_norm: 56.0832 2023-12-26 01:53:54,091 - mmseg - INFO - Iter [62300/160000] lr: 6.106e-05, eta: 13:45:30, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3655, decode.loss_mask: 0.5345, decode.loss_dice: 0.8207, decode.d0.loss_cls: 1.3616, decode.d0.loss_mask: 0.5726, decode.d0.loss_dice: 0.9193, decode.d1.loss_cls: 0.4452, decode.d1.loss_mask: 0.5591, decode.d1.loss_dice: 0.8698, decode.d2.loss_cls: 0.4034, decode.d2.loss_mask: 0.5442, decode.d2.loss_dice: 0.8456, decode.d3.loss_cls: 0.3919, decode.d3.loss_mask: 0.5403, decode.d3.loss_dice: 0.8300, decode.d4.loss_cls: 0.3785, decode.d4.loss_mask: 0.5393, decode.d4.loss_dice: 0.8321, decode.d5.loss_cls: 0.3691, decode.d5.loss_mask: 0.5409, decode.d5.loss_dice: 0.8333, decode.d6.loss_cls: 0.3698, decode.d6.loss_mask: 0.5395, decode.d6.loss_dice: 0.8241, decode.d7.loss_cls: 0.3611, decode.d7.loss_mask: 0.5391, decode.d7.loss_dice: 0.8258, decode.d8.loss_cls: 0.3656, decode.d8.loss_mask: 0.5348, decode.d8.loss_dice: 0.8267, loss: 18.6833, grad_norm: 58.3323 2023-12-26 01:54:18,422 - mmseg - INFO - Iter [62350/160000] lr: 6.103e-05, eta: 13:45:02, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3663, decode.loss_mask: 0.5431, decode.loss_dice: 0.8408, decode.d0.loss_cls: 1.3904, decode.d0.loss_mask: 0.5836, decode.d0.loss_dice: 0.9432, decode.d1.loss_cls: 0.4670, decode.d1.loss_mask: 0.5669, decode.d1.loss_dice: 0.8971, decode.d2.loss_cls: 0.4215, decode.d2.loss_mask: 0.5494, decode.d2.loss_dice: 0.8651, decode.d3.loss_cls: 0.4007, decode.d3.loss_mask: 0.5470, decode.d3.loss_dice: 0.8436, decode.d4.loss_cls: 0.3931, decode.d4.loss_mask: 0.5434, decode.d4.loss_dice: 0.8463, decode.d5.loss_cls: 0.3836, decode.d5.loss_mask: 0.5423, decode.d5.loss_dice: 0.8459, decode.d6.loss_cls: 0.3795, decode.d6.loss_mask: 0.5427, decode.d6.loss_dice: 0.8412, decode.d7.loss_cls: 0.3710, decode.d7.loss_mask: 0.5414, decode.d7.loss_dice: 0.8477, decode.d8.loss_cls: 0.3672, decode.d8.loss_mask: 0.5421, decode.d8.loss_dice: 0.8463, loss: 19.0591, grad_norm: 61.1751 2023-12-26 01:54:42,777 - mmseg - INFO - Iter [62400/160000] lr: 6.100e-05, eta: 13:44:35, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3626, decode.loss_mask: 0.5420, decode.loss_dice: 0.8196, decode.d0.loss_cls: 1.3514, decode.d0.loss_mask: 0.5860, decode.d0.loss_dice: 0.9130, decode.d1.loss_cls: 0.4413, decode.d1.loss_mask: 0.5629, decode.d1.loss_dice: 0.8699, decode.d2.loss_cls: 0.3933, decode.d2.loss_mask: 0.5528, decode.d2.loss_dice: 0.8400, decode.d3.loss_cls: 0.3884, decode.d3.loss_mask: 0.5466, decode.d3.loss_dice: 0.8213, decode.d4.loss_cls: 0.3709, decode.d4.loss_mask: 0.5443, decode.d4.loss_dice: 0.8212, decode.d5.loss_cls: 0.3664, decode.d5.loss_mask: 0.5447, decode.d5.loss_dice: 0.8245, decode.d6.loss_cls: 0.3723, decode.d6.loss_mask: 0.5412, decode.d6.loss_dice: 0.8165, decode.d7.loss_cls: 0.3620, decode.d7.loss_mask: 0.5416, decode.d7.loss_dice: 0.8237, decode.d8.loss_cls: 0.3632, decode.d8.loss_mask: 0.5430, decode.d8.loss_dice: 0.8170, loss: 18.6439, grad_norm: 59.3413 2023-12-26 01:55:07,192 - mmseg - INFO - Iter [62450/160000] lr: 6.097e-05, eta: 13:44:08, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3582, decode.loss_mask: 0.5617, decode.loss_dice: 0.8158, decode.d0.loss_cls: 1.3546, decode.d0.loss_mask: 0.6090, decode.d0.loss_dice: 0.9247, decode.d1.loss_cls: 0.4465, decode.d1.loss_mask: 0.5803, decode.d1.loss_dice: 0.8650, decode.d2.loss_cls: 0.4071, decode.d2.loss_mask: 0.5703, decode.d2.loss_dice: 0.8385, decode.d3.loss_cls: 0.3900, decode.d3.loss_mask: 0.5673, decode.d3.loss_dice: 0.8237, decode.d4.loss_cls: 0.3730, decode.d4.loss_mask: 0.5650, decode.d4.loss_dice: 0.8252, decode.d5.loss_cls: 0.3683, decode.d5.loss_mask: 0.5633, decode.d5.loss_dice: 0.8250, decode.d6.loss_cls: 0.3696, decode.d6.loss_mask: 0.5612, decode.d6.loss_dice: 0.8158, decode.d7.loss_cls: 0.3610, decode.d7.loss_mask: 0.5619, decode.d7.loss_dice: 0.8146, decode.d8.loss_cls: 0.3636, decode.d8.loss_mask: 0.5635, decode.d8.loss_dice: 0.8201, loss: 18.8637, grad_norm: 62.7012 2023-12-26 01:55:31,353 - mmseg - INFO - Iter [62500/160000] lr: 6.094e-05, eta: 13:43:41, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3396, decode.loss_mask: 0.5658, decode.loss_dice: 0.8200, decode.d0.loss_cls: 1.3249, decode.d0.loss_mask: 0.6125, decode.d0.loss_dice: 0.9140, decode.d1.loss_cls: 0.4263, decode.d1.loss_mask: 0.5900, decode.d1.loss_dice: 0.8739, decode.d2.loss_cls: 0.3826, decode.d2.loss_mask: 0.5772, decode.d2.loss_dice: 0.8426, decode.d3.loss_cls: 0.3602, decode.d3.loss_mask: 0.5710, decode.d3.loss_dice: 0.8303, decode.d4.loss_cls: 0.3478, decode.d4.loss_mask: 0.5722, decode.d4.loss_dice: 0.8258, decode.d5.loss_cls: 0.3446, decode.d5.loss_mask: 0.5681, decode.d5.loss_dice: 0.8253, decode.d6.loss_cls: 0.3489, decode.d6.loss_mask: 0.5644, decode.d6.loss_dice: 0.8150, decode.d7.loss_cls: 0.3425, decode.d7.loss_mask: 0.5636, decode.d7.loss_dice: 0.8198, decode.d8.loss_cls: 0.3391, decode.d8.loss_mask: 0.5648, decode.d8.loss_dice: 0.8160, loss: 18.6888, grad_norm: 59.2020 2023-12-26 01:55:55,572 - mmseg - INFO - Iter [62550/160000] lr: 6.091e-05, eta: 13:43:13, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3499, decode.loss_mask: 0.5614, decode.loss_dice: 0.8232, decode.d0.loss_cls: 1.3408, decode.d0.loss_mask: 0.5984, decode.d0.loss_dice: 0.9166, decode.d1.loss_cls: 0.4333, decode.d1.loss_mask: 0.5828, decode.d1.loss_dice: 0.8751, decode.d2.loss_cls: 0.3815, decode.d2.loss_mask: 0.5699, decode.d2.loss_dice: 0.8494, decode.d3.loss_cls: 0.3727, decode.d3.loss_mask: 0.5685, decode.d3.loss_dice: 0.8343, decode.d4.loss_cls: 0.3632, decode.d4.loss_mask: 0.5671, decode.d4.loss_dice: 0.8290, decode.d5.loss_cls: 0.3536, decode.d5.loss_mask: 0.5686, decode.d5.loss_dice: 0.8326, decode.d6.loss_cls: 0.3579, decode.d6.loss_mask: 0.5669, decode.d6.loss_dice: 0.8213, decode.d7.loss_cls: 0.3487, decode.d7.loss_mask: 0.5645, decode.d7.loss_dice: 0.8206, decode.d8.loss_cls: 0.3499, decode.d8.loss_mask: 0.5640, decode.d8.loss_dice: 0.8225, loss: 18.7883, grad_norm: 62.7841 2023-12-26 01:56:20,172 - mmseg - INFO - Iter [62600/160000] lr: 6.088e-05, eta: 13:42:46, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3272, decode.loss_mask: 0.5187, decode.loss_dice: 0.7839, decode.d0.loss_cls: 1.3556, decode.d0.loss_mask: 0.5600, decode.d0.loss_dice: 0.8832, decode.d1.loss_cls: 0.4126, decode.d1.loss_mask: 0.5380, decode.d1.loss_dice: 0.8344, decode.d2.loss_cls: 0.3690, decode.d2.loss_mask: 0.5314, decode.d2.loss_dice: 0.8066, decode.d3.loss_cls: 0.3498, decode.d3.loss_mask: 0.5221, decode.d3.loss_dice: 0.7960, decode.d4.loss_cls: 0.3427, decode.d4.loss_mask: 0.5242, decode.d4.loss_dice: 0.7991, decode.d5.loss_cls: 0.3396, decode.d5.loss_mask: 0.5216, decode.d5.loss_dice: 0.7957, decode.d6.loss_cls: 0.3320, decode.d6.loss_mask: 0.5185, decode.d6.loss_dice: 0.7879, decode.d7.loss_cls: 0.3265, decode.d7.loss_mask: 0.5200, decode.d7.loss_dice: 0.7843, decode.d8.loss_cls: 0.3252, decode.d8.loss_mask: 0.5192, decode.d8.loss_dice: 0.7868, loss: 17.8115, grad_norm: 57.8575 2023-12-26 01:56:44,693 - mmseg - INFO - Iter [62650/160000] lr: 6.084e-05, eta: 13:42:20, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3373, decode.loss_mask: 0.5626, decode.loss_dice: 0.8280, decode.d0.loss_cls: 1.3210, decode.d0.loss_mask: 0.6103, decode.d0.loss_dice: 0.9142, decode.d1.loss_cls: 0.4051, decode.d1.loss_mask: 0.5915, decode.d1.loss_dice: 0.8713, decode.d2.loss_cls: 0.3700, decode.d2.loss_mask: 0.5815, decode.d2.loss_dice: 0.8536, decode.d3.loss_cls: 0.3610, decode.d3.loss_mask: 0.5714, decode.d3.loss_dice: 0.8301, decode.d4.loss_cls: 0.3491, decode.d4.loss_mask: 0.5698, decode.d4.loss_dice: 0.8318, decode.d5.loss_cls: 0.3423, decode.d5.loss_mask: 0.5679, decode.d5.loss_dice: 0.8325, decode.d6.loss_cls: 0.3436, decode.d6.loss_mask: 0.5670, decode.d6.loss_dice: 0.8206, decode.d7.loss_cls: 0.3443, decode.d7.loss_mask: 0.5656, decode.d7.loss_dice: 0.8284, decode.d8.loss_cls: 0.3414, decode.d8.loss_mask: 0.5673, decode.d8.loss_dice: 0.8276, loss: 18.7084, grad_norm: 62.7092 2023-12-26 01:57:09,861 - mmseg - INFO - Iter [62700/160000] lr: 6.081e-05, eta: 13:41:54, time: 0.503, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3336, decode.loss_mask: 0.5554, decode.loss_dice: 0.8187, decode.d0.loss_cls: 1.3006, decode.d0.loss_mask: 0.5991, decode.d0.loss_dice: 0.9060, decode.d1.loss_cls: 0.4170, decode.d1.loss_mask: 0.5744, decode.d1.loss_dice: 0.8670, decode.d2.loss_cls: 0.3699, decode.d2.loss_mask: 0.5625, decode.d2.loss_dice: 0.8400, decode.d3.loss_cls: 0.3657, decode.d3.loss_mask: 0.5551, decode.d3.loss_dice: 0.8198, decode.d4.loss_cls: 0.3451, decode.d4.loss_mask: 0.5546, decode.d4.loss_dice: 0.8256, decode.d5.loss_cls: 0.3425, decode.d5.loss_mask: 0.5515, decode.d5.loss_dice: 0.8203, decode.d6.loss_cls: 0.3365, decode.d6.loss_mask: 0.5528, decode.d6.loss_dice: 0.8168, decode.d7.loss_cls: 0.3364, decode.d7.loss_mask: 0.5529, decode.d7.loss_dice: 0.8195, decode.d8.loss_cls: 0.3338, decode.d8.loss_mask: 0.5535, decode.d8.loss_dice: 0.8194, loss: 18.4460, grad_norm: 64.4574 2023-12-26 01:57:34,216 - mmseg - INFO - Iter [62750/160000] lr: 6.078e-05, eta: 13:41:27, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3477, decode.loss_mask: 0.5361, decode.loss_dice: 0.7998, decode.d0.loss_cls: 1.3361, decode.d0.loss_mask: 0.5785, decode.d0.loss_dice: 0.9017, decode.d1.loss_cls: 0.4270, decode.d1.loss_mask: 0.5555, decode.d1.loss_dice: 0.8567, decode.d2.loss_cls: 0.3845, decode.d2.loss_mask: 0.5471, decode.d2.loss_dice: 0.8256, decode.d3.loss_cls: 0.3750, decode.d3.loss_mask: 0.5428, decode.d3.loss_dice: 0.8068, decode.d4.loss_cls: 0.3579, decode.d4.loss_mask: 0.5402, decode.d4.loss_dice: 0.8088, decode.d5.loss_cls: 0.3524, decode.d5.loss_mask: 0.5403, decode.d5.loss_dice: 0.8051, decode.d6.loss_cls: 0.3512, decode.d6.loss_mask: 0.5362, decode.d6.loss_dice: 0.7987, decode.d7.loss_cls: 0.3509, decode.d7.loss_mask: 0.5355, decode.d7.loss_dice: 0.8025, decode.d8.loss_cls: 0.3511, decode.d8.loss_mask: 0.5375, decode.d8.loss_dice: 0.8024, loss: 18.2916, grad_norm: 60.7624 2023-12-26 01:57:58,431 - mmseg - INFO - Iter [62800/160000] lr: 6.075e-05, eta: 13:40:59, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3390, decode.loss_mask: 0.5587, decode.loss_dice: 0.8034, decode.d0.loss_cls: 1.3208, decode.d0.loss_mask: 0.5973, decode.d0.loss_dice: 0.8979, decode.d1.loss_cls: 0.4247, decode.d1.loss_mask: 0.5819, decode.d1.loss_dice: 0.8519, decode.d2.loss_cls: 0.3799, decode.d2.loss_mask: 0.5694, decode.d2.loss_dice: 0.8221, decode.d3.loss_cls: 0.3666, decode.d3.loss_mask: 0.5640, decode.d3.loss_dice: 0.8078, decode.d4.loss_cls: 0.3548, decode.d4.loss_mask: 0.5649, decode.d4.loss_dice: 0.8090, decode.d5.loss_cls: 0.3478, decode.d5.loss_mask: 0.5630, decode.d5.loss_dice: 0.8047, decode.d6.loss_cls: 0.3461, decode.d6.loss_mask: 0.5591, decode.d6.loss_dice: 0.7981, decode.d7.loss_cls: 0.3453, decode.d7.loss_mask: 0.5571, decode.d7.loss_dice: 0.8013, decode.d8.loss_cls: 0.3372, decode.d8.loss_mask: 0.5593, decode.d8.loss_dice: 0.8028, loss: 18.4358, grad_norm: 62.4386 2023-12-26 01:58:22,676 - mmseg - INFO - Iter [62850/160000] lr: 6.072e-05, eta: 13:40:32, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3209, decode.loss_mask: 0.5530, decode.loss_dice: 0.7986, decode.d0.loss_cls: 1.3158, decode.d0.loss_mask: 0.5975, decode.d0.loss_dice: 0.8939, decode.d1.loss_cls: 0.4216, decode.d1.loss_mask: 0.5745, decode.d1.loss_dice: 0.8439, decode.d2.loss_cls: 0.3661, decode.d2.loss_mask: 0.5643, decode.d2.loss_dice: 0.8196, decode.d3.loss_cls: 0.3552, decode.d3.loss_mask: 0.5591, decode.d3.loss_dice: 0.8049, decode.d4.loss_cls: 0.3461, decode.d4.loss_mask: 0.5564, decode.d4.loss_dice: 0.8090, decode.d5.loss_cls: 0.3279, decode.d5.loss_mask: 0.5555, decode.d5.loss_dice: 0.8101, decode.d6.loss_cls: 0.3313, decode.d6.loss_mask: 0.5533, decode.d6.loss_dice: 0.7950, decode.d7.loss_cls: 0.3277, decode.d7.loss_mask: 0.5531, decode.d7.loss_dice: 0.7983, decode.d8.loss_cls: 0.3295, decode.d8.loss_mask: 0.5518, decode.d8.loss_dice: 0.7971, loss: 18.2308, grad_norm: 63.7337 2023-12-26 01:58:47,046 - mmseg - INFO - Iter [62900/160000] lr: 6.069e-05, eta: 13:40:05, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3556, decode.loss_mask: 0.5580, decode.loss_dice: 0.8133, decode.d0.loss_cls: 1.3775, decode.d0.loss_mask: 0.6082, decode.d0.loss_dice: 0.9166, decode.d1.loss_cls: 0.4347, decode.d1.loss_mask: 0.5826, decode.d1.loss_dice: 0.8735, decode.d2.loss_cls: 0.3961, decode.d2.loss_mask: 0.5693, decode.d2.loss_dice: 0.8431, decode.d3.loss_cls: 0.3793, decode.d3.loss_mask: 0.5624, decode.d3.loss_dice: 0.8206, decode.d4.loss_cls: 0.3678, decode.d4.loss_mask: 0.5628, decode.d4.loss_dice: 0.8245, decode.d5.loss_cls: 0.3650, decode.d5.loss_mask: 0.5598, decode.d5.loss_dice: 0.8151, decode.d6.loss_cls: 0.3623, decode.d6.loss_mask: 0.5588, decode.d6.loss_dice: 0.8095, decode.d7.loss_cls: 0.3568, decode.d7.loss_mask: 0.5614, decode.d7.loss_dice: 0.8153, decode.d8.loss_cls: 0.3602, decode.d8.loss_mask: 0.5598, decode.d8.loss_dice: 0.8105, loss: 18.7805, grad_norm: 60.9739 2023-12-26 01:59:11,346 - mmseg - INFO - Iter [62950/160000] lr: 6.066e-05, eta: 13:39:38, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3643, decode.loss_mask: 0.5729, decode.loss_dice: 0.8355, decode.d0.loss_cls: 1.3870, decode.d0.loss_mask: 0.6184, decode.d0.loss_dice: 0.9272, decode.d1.loss_cls: 0.4535, decode.d1.loss_mask: 0.6005, decode.d1.loss_dice: 0.8891, decode.d2.loss_cls: 0.4042, decode.d2.loss_mask: 0.5869, decode.d2.loss_dice: 0.8690, decode.d3.loss_cls: 0.3897, decode.d3.loss_mask: 0.5793, decode.d3.loss_dice: 0.8507, decode.d4.loss_cls: 0.3813, decode.d4.loss_mask: 0.5808, decode.d4.loss_dice: 0.8482, decode.d5.loss_cls: 0.3658, decode.d5.loss_mask: 0.5786, decode.d5.loss_dice: 0.8461, decode.d6.loss_cls: 0.3688, decode.d6.loss_mask: 0.5733, decode.d6.loss_dice: 0.8336, decode.d7.loss_cls: 0.3622, decode.d7.loss_mask: 0.5737, decode.d7.loss_dice: 0.8356, decode.d8.loss_cls: 0.3667, decode.d8.loss_mask: 0.5711, decode.d8.loss_dice: 0.8347, loss: 19.2490, grad_norm: 65.7975 2023-12-26 01:59:36,019 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 01:59:36,019 - mmseg - INFO - Iter [63000/160000] lr: 6.063e-05, eta: 13:39:11, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3241, decode.loss_mask: 0.5467, decode.loss_dice: 0.8195, decode.d0.loss_cls: 1.3528, decode.d0.loss_mask: 0.5862, decode.d0.loss_dice: 0.9167, decode.d1.loss_cls: 0.4065, decode.d1.loss_mask: 0.5663, decode.d1.loss_dice: 0.8791, decode.d2.loss_cls: 0.3725, decode.d2.loss_mask: 0.5526, decode.d2.loss_dice: 0.8449, decode.d3.loss_cls: 0.3576, decode.d3.loss_mask: 0.5525, decode.d3.loss_dice: 0.8288, decode.d4.loss_cls: 0.3433, decode.d4.loss_mask: 0.5505, decode.d4.loss_dice: 0.8285, decode.d5.loss_cls: 0.3368, decode.d5.loss_mask: 0.5525, decode.d5.loss_dice: 0.8225, decode.d6.loss_cls: 0.3340, decode.d6.loss_mask: 0.5478, decode.d6.loss_dice: 0.8203, decode.d7.loss_cls: 0.3274, decode.d7.loss_mask: 0.5478, decode.d7.loss_dice: 0.8207, decode.d8.loss_cls: 0.3257, decode.d8.loss_mask: 0.5483, decode.d8.loss_dice: 0.8206, loss: 18.4336, grad_norm: 56.2285 2023-12-26 02:00:03,281 - mmseg - INFO - Iter [63050/160000] lr: 6.059e-05, eta: 13:38:49, time: 0.545, data_time: 0.060, memory: 40245, decode.loss_cls: 0.3505, decode.loss_mask: 0.5557, decode.loss_dice: 0.8269, decode.d0.loss_cls: 1.3338, decode.d0.loss_mask: 0.5965, decode.d0.loss_dice: 0.9288, decode.d1.loss_cls: 0.4279, decode.d1.loss_mask: 0.5794, decode.d1.loss_dice: 0.8758, decode.d2.loss_cls: 0.3814, decode.d2.loss_mask: 0.5697, decode.d2.loss_dice: 0.8598, decode.d3.loss_cls: 0.3698, decode.d3.loss_mask: 0.5658, decode.d3.loss_dice: 0.8369, decode.d4.loss_cls: 0.3585, decode.d4.loss_mask: 0.5618, decode.d4.loss_dice: 0.8384, decode.d5.loss_cls: 0.3593, decode.d5.loss_mask: 0.5588, decode.d5.loss_dice: 0.8399, decode.d6.loss_cls: 0.3575, decode.d6.loss_mask: 0.5599, decode.d6.loss_dice: 0.8248, decode.d7.loss_cls: 0.3521, decode.d7.loss_mask: 0.5569, decode.d7.loss_dice: 0.8276, decode.d8.loss_cls: 0.3492, decode.d8.loss_mask: 0.5562, decode.d8.loss_dice: 0.8301, loss: 18.7897, grad_norm: 61.0618 2023-12-26 02:00:28,256 - mmseg - INFO - Iter [63100/160000] lr: 6.056e-05, eta: 13:38:23, time: 0.499, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3236, decode.loss_mask: 0.5398, decode.loss_dice: 0.8003, decode.d0.loss_cls: 1.3092, decode.d0.loss_mask: 0.5811, decode.d0.loss_dice: 0.9014, decode.d1.loss_cls: 0.4072, decode.d1.loss_mask: 0.5561, decode.d1.loss_dice: 0.8588, decode.d2.loss_cls: 0.3656, decode.d2.loss_mask: 0.5444, decode.d2.loss_dice: 0.8338, decode.d3.loss_cls: 0.3524, decode.d3.loss_mask: 0.5426, decode.d3.loss_dice: 0.8135, decode.d4.loss_cls: 0.3419, decode.d4.loss_mask: 0.5411, decode.d4.loss_dice: 0.8122, decode.d5.loss_cls: 0.3375, decode.d5.loss_mask: 0.5401, decode.d5.loss_dice: 0.8062, decode.d6.loss_cls: 0.3371, decode.d6.loss_mask: 0.5391, decode.d6.loss_dice: 0.8003, decode.d7.loss_cls: 0.3337, decode.d7.loss_mask: 0.5400, decode.d7.loss_dice: 0.8023, decode.d8.loss_cls: 0.3279, decode.d8.loss_mask: 0.5397, decode.d8.loss_dice: 0.8050, loss: 18.1341, grad_norm: 61.1566 2023-12-26 02:00:52,853 - mmseg - INFO - Iter [63150/160000] lr: 6.053e-05, eta: 13:37:57, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3342, decode.loss_mask: 0.5640, decode.loss_dice: 0.8108, decode.d0.loss_cls: 1.3201, decode.d0.loss_mask: 0.6112, decode.d0.loss_dice: 0.9065, decode.d1.loss_cls: 0.4122, decode.d1.loss_mask: 0.5828, decode.d1.loss_dice: 0.8652, decode.d2.loss_cls: 0.3739, decode.d2.loss_mask: 0.5747, decode.d2.loss_dice: 0.8294, decode.d3.loss_cls: 0.3614, decode.d3.loss_mask: 0.5683, decode.d3.loss_dice: 0.8219, decode.d4.loss_cls: 0.3451, decode.d4.loss_mask: 0.5674, decode.d4.loss_dice: 0.8197, decode.d5.loss_cls: 0.3403, decode.d5.loss_mask: 0.5694, decode.d5.loss_dice: 0.8169, decode.d6.loss_cls: 0.3402, decode.d6.loss_mask: 0.5676, decode.d6.loss_dice: 0.8149, decode.d7.loss_cls: 0.3341, decode.d7.loss_mask: 0.5664, decode.d7.loss_dice: 0.8088, decode.d8.loss_cls: 0.3328, decode.d8.loss_mask: 0.5674, decode.d8.loss_dice: 0.8145, loss: 18.5420, grad_norm: 58.7676 2023-12-26 02:01:17,196 - mmseg - INFO - Iter [63200/160000] lr: 6.050e-05, eta: 13:37:29, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3443, decode.loss_mask: 0.5644, decode.loss_dice: 0.8127, decode.d0.loss_cls: 1.3535, decode.d0.loss_mask: 0.6010, decode.d0.loss_dice: 0.9016, decode.d1.loss_cls: 0.4434, decode.d1.loss_mask: 0.5828, decode.d1.loss_dice: 0.8660, decode.d2.loss_cls: 0.3867, decode.d2.loss_mask: 0.5680, decode.d2.loss_dice: 0.8341, decode.d3.loss_cls: 0.3698, decode.d3.loss_mask: 0.5636, decode.d3.loss_dice: 0.8196, decode.d4.loss_cls: 0.3600, decode.d4.loss_mask: 0.5604, decode.d4.loss_dice: 0.8214, decode.d5.loss_cls: 0.3596, decode.d5.loss_mask: 0.5644, decode.d5.loss_dice: 0.8220, decode.d6.loss_cls: 0.3442, decode.d6.loss_mask: 0.5636, decode.d6.loss_dice: 0.8156, decode.d7.loss_cls: 0.3491, decode.d7.loss_mask: 0.5648, decode.d7.loss_dice: 0.8084, decode.d8.loss_cls: 0.3492, decode.d8.loss_mask: 0.5626, decode.d8.loss_dice: 0.8118, loss: 18.6690, grad_norm: 64.4086 2023-12-26 02:01:41,591 - mmseg - INFO - Iter [63250/160000] lr: 6.047e-05, eta: 13:37:02, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3450, decode.loss_mask: 0.5506, decode.loss_dice: 0.8184, decode.d0.loss_cls: 1.3490, decode.d0.loss_mask: 0.5902, decode.d0.loss_dice: 0.9045, decode.d1.loss_cls: 0.4379, decode.d1.loss_mask: 0.5662, decode.d1.loss_dice: 0.8615, decode.d2.loss_cls: 0.3914, decode.d2.loss_mask: 0.5598, decode.d2.loss_dice: 0.8371, decode.d3.loss_cls: 0.3822, decode.d3.loss_mask: 0.5485, decode.d3.loss_dice: 0.8241, decode.d4.loss_cls: 0.3700, decode.d4.loss_mask: 0.5549, decode.d4.loss_dice: 0.8244, decode.d5.loss_cls: 0.3642, decode.d5.loss_mask: 0.5518, decode.d5.loss_dice: 0.8260, decode.d6.loss_cls: 0.3562, decode.d6.loss_mask: 0.5518, decode.d6.loss_dice: 0.8213, decode.d7.loss_cls: 0.3521, decode.d7.loss_mask: 0.5506, decode.d7.loss_dice: 0.8184, decode.d8.loss_cls: 0.3471, decode.d8.loss_mask: 0.5503, decode.d8.loss_dice: 0.8179, loss: 18.6234, grad_norm: 59.0512 2023-12-26 02:02:05,915 - mmseg - INFO - Iter [63300/160000] lr: 6.044e-05, eta: 13:36:35, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3249, decode.loss_mask: 0.5654, decode.loss_dice: 0.8397, decode.d0.loss_cls: 1.3436, decode.d0.loss_mask: 0.6066, decode.d0.loss_dice: 0.9286, decode.d1.loss_cls: 0.4119, decode.d1.loss_mask: 0.5893, decode.d1.loss_dice: 0.8959, decode.d2.loss_cls: 0.3699, decode.d2.loss_mask: 0.5819, decode.d2.loss_dice: 0.8642, decode.d3.loss_cls: 0.3573, decode.d3.loss_mask: 0.5714, decode.d3.loss_dice: 0.8472, decode.d4.loss_cls: 0.3404, decode.d4.loss_mask: 0.5703, decode.d4.loss_dice: 0.8509, decode.d5.loss_cls: 0.3378, decode.d5.loss_mask: 0.5687, decode.d5.loss_dice: 0.8465, decode.d6.loss_cls: 0.3382, decode.d6.loss_mask: 0.5643, decode.d6.loss_dice: 0.8364, decode.d7.loss_cls: 0.3366, decode.d7.loss_mask: 0.5653, decode.d7.loss_dice: 0.8381, decode.d8.loss_cls: 0.3307, decode.d8.loss_mask: 0.5641, decode.d8.loss_dice: 0.8384, loss: 18.8244, grad_norm: 57.1973 2023-12-26 02:02:30,156 - mmseg - INFO - Iter [63350/160000] lr: 6.041e-05, eta: 13:36:08, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3460, decode.loss_mask: 0.5528, decode.loss_dice: 0.8136, decode.d0.loss_cls: 1.3506, decode.d0.loss_mask: 0.5994, decode.d0.loss_dice: 0.9002, decode.d1.loss_cls: 0.4228, decode.d1.loss_mask: 0.5707, decode.d1.loss_dice: 0.8620, decode.d2.loss_cls: 0.3882, decode.d2.loss_mask: 0.5634, decode.d2.loss_dice: 0.8397, decode.d3.loss_cls: 0.3783, decode.d3.loss_mask: 0.5567, decode.d3.loss_dice: 0.8187, decode.d4.loss_cls: 0.3610, decode.d4.loss_mask: 0.5571, decode.d4.loss_dice: 0.8186, decode.d5.loss_cls: 0.3540, decode.d5.loss_mask: 0.5537, decode.d5.loss_dice: 0.8204, decode.d6.loss_cls: 0.3510, decode.d6.loss_mask: 0.5535, decode.d6.loss_dice: 0.8097, decode.d7.loss_cls: 0.3531, decode.d7.loss_mask: 0.5540, decode.d7.loss_dice: 0.8081, decode.d8.loss_cls: 0.3451, decode.d8.loss_mask: 0.5529, decode.d8.loss_dice: 0.8129, loss: 18.5683, grad_norm: 59.8382 2023-12-26 02:02:54,314 - mmseg - INFO - Iter [63400/160000] lr: 6.038e-05, eta: 13:35:40, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3360, decode.loss_mask: 0.5461, decode.loss_dice: 0.8055, decode.d0.loss_cls: 1.3250, decode.d0.loss_mask: 0.5832, decode.d0.loss_dice: 0.9006, decode.d1.loss_cls: 0.4328, decode.d1.loss_mask: 0.5643, decode.d1.loss_dice: 0.8577, decode.d2.loss_cls: 0.3855, decode.d2.loss_mask: 0.5542, decode.d2.loss_dice: 0.8271, decode.d3.loss_cls: 0.3623, decode.d3.loss_mask: 0.5506, decode.d3.loss_dice: 0.8158, decode.d4.loss_cls: 0.3542, decode.d4.loss_mask: 0.5488, decode.d4.loss_dice: 0.8145, decode.d5.loss_cls: 0.3474, decode.d5.loss_mask: 0.5481, decode.d5.loss_dice: 0.8098, decode.d6.loss_cls: 0.3460, decode.d6.loss_mask: 0.5466, decode.d6.loss_dice: 0.8005, decode.d7.loss_cls: 0.3417, decode.d7.loss_mask: 0.5450, decode.d7.loss_dice: 0.8038, decode.d8.loss_cls: 0.3389, decode.d8.loss_mask: 0.5441, decode.d8.loss_dice: 0.8075, loss: 18.3434, grad_norm: 61.4613 2023-12-26 02:03:18,498 - mmseg - INFO - Iter [63450/160000] lr: 6.034e-05, eta: 13:35:13, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3416, decode.loss_mask: 0.5464, decode.loss_dice: 0.8220, decode.d0.loss_cls: 1.3205, decode.d0.loss_mask: 0.5928, decode.d0.loss_dice: 0.9166, decode.d1.loss_cls: 0.4215, decode.d1.loss_mask: 0.5676, decode.d1.loss_dice: 0.8735, decode.d2.loss_cls: 0.3820, decode.d2.loss_mask: 0.5559, decode.d2.loss_dice: 0.8483, decode.d3.loss_cls: 0.3699, decode.d3.loss_mask: 0.5522, decode.d3.loss_dice: 0.8273, decode.d4.loss_cls: 0.3523, decode.d4.loss_mask: 0.5552, decode.d4.loss_dice: 0.8325, decode.d5.loss_cls: 0.3502, decode.d5.loss_mask: 0.5506, decode.d5.loss_dice: 0.8290, decode.d6.loss_cls: 0.3458, decode.d6.loss_mask: 0.5476, decode.d6.loss_dice: 0.8230, decode.d7.loss_cls: 0.3326, decode.d7.loss_mask: 0.5492, decode.d7.loss_dice: 0.8275, decode.d8.loss_cls: 0.3386, decode.d8.loss_mask: 0.5513, decode.d8.loss_dice: 0.8258, loss: 18.5491, grad_norm: 57.4415 2023-12-26 02:03:42,793 - mmseg - INFO - Iter [63500/160000] lr: 6.031e-05, eta: 13:34:46, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3264, decode.loss_mask: 0.5444, decode.loss_dice: 0.7780, decode.d0.loss_cls: 1.3408, decode.d0.loss_mask: 0.5820, decode.d0.loss_dice: 0.8744, decode.d1.loss_cls: 0.4135, decode.d1.loss_mask: 0.5612, decode.d1.loss_dice: 0.8230, decode.d2.loss_cls: 0.3680, decode.d2.loss_mask: 0.5493, decode.d2.loss_dice: 0.7998, decode.d3.loss_cls: 0.3527, decode.d3.loss_mask: 0.5445, decode.d3.loss_dice: 0.7824, decode.d4.loss_cls: 0.3424, decode.d4.loss_mask: 0.5464, decode.d4.loss_dice: 0.7826, decode.d5.loss_cls: 0.3363, decode.d5.loss_mask: 0.5442, decode.d5.loss_dice: 0.7808, decode.d6.loss_cls: 0.3329, decode.d6.loss_mask: 0.5449, decode.d6.loss_dice: 0.7818, decode.d7.loss_cls: 0.3276, decode.d7.loss_mask: 0.5429, decode.d7.loss_dice: 0.7811, decode.d8.loss_cls: 0.3284, decode.d8.loss_mask: 0.5430, decode.d8.loss_dice: 0.7806, loss: 17.9361, grad_norm: 57.8479 2023-12-26 02:04:07,129 - mmseg - INFO - Iter [63550/160000] lr: 6.028e-05, eta: 13:34:19, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3417, decode.loss_mask: 0.5605, decode.loss_dice: 0.8305, decode.d0.loss_cls: 1.3336, decode.d0.loss_mask: 0.6019, decode.d0.loss_dice: 0.9357, decode.d1.loss_cls: 0.4349, decode.d1.loss_mask: 0.5835, decode.d1.loss_dice: 0.8822, decode.d2.loss_cls: 0.3787, decode.d2.loss_mask: 0.5720, decode.d2.loss_dice: 0.8589, decode.d3.loss_cls: 0.3713, decode.d3.loss_mask: 0.5639, decode.d3.loss_dice: 0.8430, decode.d4.loss_cls: 0.3596, decode.d4.loss_mask: 0.5630, decode.d4.loss_dice: 0.8409, decode.d5.loss_cls: 0.3518, decode.d5.loss_mask: 0.5611, decode.d5.loss_dice: 0.8414, decode.d6.loss_cls: 0.3517, decode.d6.loss_mask: 0.5606, decode.d6.loss_dice: 0.8305, decode.d7.loss_cls: 0.3467, decode.d7.loss_mask: 0.5615, decode.d7.loss_dice: 0.8325, decode.d8.loss_cls: 0.3455, decode.d8.loss_mask: 0.5589, decode.d8.loss_dice: 0.8351, loss: 18.8332, grad_norm: 64.7839 2023-12-26 02:04:32,080 - mmseg - INFO - Iter [63600/160000] lr: 6.025e-05, eta: 13:33:53, time: 0.499, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3328, decode.loss_mask: 0.5338, decode.loss_dice: 0.8083, decode.d0.loss_cls: 1.3317, decode.d0.loss_mask: 0.5698, decode.d0.loss_dice: 0.8935, decode.d1.loss_cls: 0.4175, decode.d1.loss_mask: 0.5549, decode.d1.loss_dice: 0.8463, decode.d2.loss_cls: 0.3774, decode.d2.loss_mask: 0.5387, decode.d2.loss_dice: 0.8296, decode.d3.loss_cls: 0.3614, decode.d3.loss_mask: 0.5369, decode.d3.loss_dice: 0.8102, decode.d4.loss_cls: 0.3517, decode.d4.loss_mask: 0.5375, decode.d4.loss_dice: 0.8117, decode.d5.loss_cls: 0.3454, decode.d5.loss_mask: 0.5336, decode.d5.loss_dice: 0.8137, decode.d6.loss_cls: 0.3426, decode.d6.loss_mask: 0.5338, decode.d6.loss_dice: 0.8065, decode.d7.loss_cls: 0.3380, decode.d7.loss_mask: 0.5345, decode.d7.loss_dice: 0.8061, decode.d8.loss_cls: 0.3319, decode.d8.loss_mask: 0.5329, decode.d8.loss_dice: 0.8113, loss: 18.1740, grad_norm: 61.7792 2023-12-26 02:04:57,758 - mmseg - INFO - Iter [63650/160000] lr: 6.022e-05, eta: 13:33:28, time: 0.514, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3285, decode.loss_mask: 0.5685, decode.loss_dice: 0.7850, decode.d0.loss_cls: 1.3011, decode.d0.loss_mask: 0.6146, decode.d0.loss_dice: 0.8833, decode.d1.loss_cls: 0.4130, decode.d1.loss_mask: 0.5891, decode.d1.loss_dice: 0.8352, decode.d2.loss_cls: 0.3660, decode.d2.loss_mask: 0.5788, decode.d2.loss_dice: 0.8060, decode.d3.loss_cls: 0.3583, decode.d3.loss_mask: 0.5715, decode.d3.loss_dice: 0.7926, decode.d4.loss_cls: 0.3395, decode.d4.loss_mask: 0.5715, decode.d4.loss_dice: 0.7952, decode.d5.loss_cls: 0.3386, decode.d5.loss_mask: 0.5708, decode.d5.loss_dice: 0.7915, decode.d6.loss_cls: 0.3360, decode.d6.loss_mask: 0.5720, decode.d6.loss_dice: 0.7834, decode.d7.loss_cls: 0.3275, decode.d7.loss_mask: 0.5701, decode.d7.loss_dice: 0.7869, decode.d8.loss_cls: 0.3249, decode.d8.loss_mask: 0.5727, decode.d8.loss_dice: 0.7851, loss: 18.2569, grad_norm: 62.6380 2023-12-26 02:05:22,112 - mmseg - INFO - Iter [63700/160000] lr: 6.019e-05, eta: 13:33:01, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3275, decode.loss_mask: 0.5296, decode.loss_dice: 0.8189, decode.d0.loss_cls: 1.3249, decode.d0.loss_mask: 0.5750, decode.d0.loss_dice: 0.9132, decode.d1.loss_cls: 0.4174, decode.d1.loss_mask: 0.5438, decode.d1.loss_dice: 0.8750, decode.d2.loss_cls: 0.3803, decode.d2.loss_mask: 0.5348, decode.d2.loss_dice: 0.8437, decode.d3.loss_cls: 0.3528, decode.d3.loss_mask: 0.5322, decode.d3.loss_dice: 0.8267, decode.d4.loss_cls: 0.3509, decode.d4.loss_mask: 0.5291, decode.d4.loss_dice: 0.8239, decode.d5.loss_cls: 0.3412, decode.d5.loss_mask: 0.5284, decode.d5.loss_dice: 0.8228, decode.d6.loss_cls: 0.3416, decode.d6.loss_mask: 0.5261, decode.d6.loss_dice: 0.8196, decode.d7.loss_cls: 0.3319, decode.d7.loss_mask: 0.5287, decode.d7.loss_dice: 0.8229, decode.d8.loss_cls: 0.3301, decode.d8.loss_mask: 0.5283, decode.d8.loss_dice: 0.8182, loss: 18.2393, grad_norm: 60.6841 2023-12-26 02:05:46,503 - mmseg - INFO - Iter [63750/160000] lr: 6.016e-05, eta: 13:32:34, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3511, decode.loss_mask: 0.5503, decode.loss_dice: 0.8055, decode.d0.loss_cls: 1.3307, decode.d0.loss_mask: 0.5863, decode.d0.loss_dice: 0.9119, decode.d1.loss_cls: 0.4420, decode.d1.loss_mask: 0.5673, decode.d1.loss_dice: 0.8626, decode.d2.loss_cls: 0.3949, decode.d2.loss_mask: 0.5544, decode.d2.loss_dice: 0.8338, decode.d3.loss_cls: 0.3758, decode.d3.loss_mask: 0.5534, decode.d3.loss_dice: 0.8145, decode.d4.loss_cls: 0.3661, decode.d4.loss_mask: 0.5503, decode.d4.loss_dice: 0.8192, decode.d5.loss_cls: 0.3625, decode.d5.loss_mask: 0.5513, decode.d5.loss_dice: 0.8136, decode.d6.loss_cls: 0.3607, decode.d6.loss_mask: 0.5509, decode.d6.loss_dice: 0.8071, decode.d7.loss_cls: 0.3576, decode.d7.loss_mask: 0.5506, decode.d7.loss_dice: 0.8104, decode.d8.loss_cls: 0.3532, decode.d8.loss_mask: 0.5501, decode.d8.loss_dice: 0.8086, loss: 18.5469, grad_norm: 62.0007 2023-12-26 02:06:10,617 - mmseg - INFO - Iter [63800/160000] lr: 6.013e-05, eta: 13:32:06, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3294, decode.loss_mask: 0.5444, decode.loss_dice: 0.7979, decode.d0.loss_cls: 1.3109, decode.d0.loss_mask: 0.5904, decode.d0.loss_dice: 0.8780, decode.d1.loss_cls: 0.3995, decode.d1.loss_mask: 0.5698, decode.d1.loss_dice: 0.8439, decode.d2.loss_cls: 0.3543, decode.d2.loss_mask: 0.5528, decode.d2.loss_dice: 0.8223, decode.d3.loss_cls: 0.3462, decode.d3.loss_mask: 0.5510, decode.d3.loss_dice: 0.8048, decode.d4.loss_cls: 0.3385, decode.d4.loss_mask: 0.5458, decode.d4.loss_dice: 0.8039, decode.d5.loss_cls: 0.3380, decode.d5.loss_mask: 0.5436, decode.d5.loss_dice: 0.7992, decode.d6.loss_cls: 0.3314, decode.d6.loss_mask: 0.5465, decode.d6.loss_dice: 0.7987, decode.d7.loss_cls: 0.3271, decode.d7.loss_mask: 0.5478, decode.d7.loss_dice: 0.7977, decode.d8.loss_cls: 0.3276, decode.d8.loss_mask: 0.5444, decode.d8.loss_dice: 0.8001, loss: 18.0860, grad_norm: 62.2517 2023-12-26 02:06:34,887 - mmseg - INFO - Iter [63850/160000] lr: 6.009e-05, eta: 13:31:39, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3461, decode.loss_mask: 0.5557, decode.loss_dice: 0.8204, decode.d0.loss_cls: 1.3385, decode.d0.loss_mask: 0.5953, decode.d0.loss_dice: 0.9085, decode.d1.loss_cls: 0.4393, decode.d1.loss_mask: 0.5693, decode.d1.loss_dice: 0.8677, decode.d2.loss_cls: 0.3963, decode.d2.loss_mask: 0.5612, decode.d2.loss_dice: 0.8390, decode.d3.loss_cls: 0.3733, decode.d3.loss_mask: 0.5560, decode.d3.loss_dice: 0.8204, decode.d4.loss_cls: 0.3623, decode.d4.loss_mask: 0.5568, decode.d4.loss_dice: 0.8232, decode.d5.loss_cls: 0.3572, decode.d5.loss_mask: 0.5558, decode.d5.loss_dice: 0.8221, decode.d6.loss_cls: 0.3527, decode.d6.loss_mask: 0.5537, decode.d6.loss_dice: 0.8208, decode.d7.loss_cls: 0.3535, decode.d7.loss_mask: 0.5531, decode.d7.loss_dice: 0.8146, decode.d8.loss_cls: 0.3493, decode.d8.loss_mask: 0.5544, decode.d8.loss_dice: 0.8178, loss: 18.6342, grad_norm: 62.7354 2023-12-26 02:06:59,236 - mmseg - INFO - Iter [63900/160000] lr: 6.006e-05, eta: 13:31:12, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3289, decode.loss_mask: 0.5351, decode.loss_dice: 0.8178, decode.d0.loss_cls: 1.3508, decode.d0.loss_mask: 0.5763, decode.d0.loss_dice: 0.9098, decode.d1.loss_cls: 0.4210, decode.d1.loss_mask: 0.5535, decode.d1.loss_dice: 0.8677, decode.d2.loss_cls: 0.3793, decode.d2.loss_mask: 0.5422, decode.d2.loss_dice: 0.8391, decode.d3.loss_cls: 0.3642, decode.d3.loss_mask: 0.5389, decode.d3.loss_dice: 0.8220, decode.d4.loss_cls: 0.3502, decode.d4.loss_mask: 0.5378, decode.d4.loss_dice: 0.8239, decode.d5.loss_cls: 0.3462, decode.d5.loss_mask: 0.5367, decode.d5.loss_dice: 0.8219, decode.d6.loss_cls: 0.3350, decode.d6.loss_mask: 0.5362, decode.d6.loss_dice: 0.8154, decode.d7.loss_cls: 0.3312, decode.d7.loss_mask: 0.5382, decode.d7.loss_dice: 0.8195, decode.d8.loss_cls: 0.3254, decode.d8.loss_mask: 0.5367, decode.d8.loss_dice: 0.8224, loss: 18.3231, grad_norm: 59.6791 2023-12-26 02:07:23,361 - mmseg - INFO - Iter [63950/160000] lr: 6.003e-05, eta: 13:30:45, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3331, decode.loss_mask: 0.5589, decode.loss_dice: 0.8039, decode.d0.loss_cls: 1.3633, decode.d0.loss_mask: 0.5975, decode.d0.loss_dice: 0.8979, decode.d1.loss_cls: 0.4224, decode.d1.loss_mask: 0.5786, decode.d1.loss_dice: 0.8489, decode.d2.loss_cls: 0.3814, decode.d2.loss_mask: 0.5661, decode.d2.loss_dice: 0.8279, decode.d3.loss_cls: 0.3604, decode.d3.loss_mask: 0.5629, decode.d3.loss_dice: 0.8206, decode.d4.loss_cls: 0.3558, decode.d4.loss_mask: 0.5605, decode.d4.loss_dice: 0.8170, decode.d5.loss_cls: 0.3493, decode.d5.loss_mask: 0.5602, decode.d5.loss_dice: 0.8166, decode.d6.loss_cls: 0.3464, decode.d6.loss_mask: 0.5593, decode.d6.loss_dice: 0.8072, decode.d7.loss_cls: 0.3334, decode.d7.loss_mask: 0.5593, decode.d7.loss_dice: 0.8074, decode.d8.loss_cls: 0.3373, decode.d8.loss_mask: 0.5570, decode.d8.loss_dice: 0.8087, loss: 18.4995, grad_norm: 63.4933 2023-12-26 02:07:47,704 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 02:07:47,704 - mmseg - INFO - Iter [64000/160000] lr: 6.000e-05, eta: 13:30:18, time: 0.487, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3395, decode.loss_mask: 0.5615, decode.loss_dice: 0.8205, decode.d0.loss_cls: 1.3419, decode.d0.loss_mask: 0.6122, decode.d0.loss_dice: 0.9094, decode.d1.loss_cls: 0.4225, decode.d1.loss_mask: 0.5850, decode.d1.loss_dice: 0.8733, decode.d2.loss_cls: 0.3830, decode.d2.loss_mask: 0.5717, decode.d2.loss_dice: 0.8457, decode.d3.loss_cls: 0.3663, decode.d3.loss_mask: 0.5689, decode.d3.loss_dice: 0.8313, decode.d4.loss_cls: 0.3566, decode.d4.loss_mask: 0.5657, decode.d4.loss_dice: 0.8273, decode.d5.loss_cls: 0.3534, decode.d5.loss_mask: 0.5647, decode.d5.loss_dice: 0.8259, decode.d6.loss_cls: 0.3445, decode.d6.loss_mask: 0.5650, decode.d6.loss_dice: 0.8188, decode.d7.loss_cls: 0.3386, decode.d7.loss_mask: 0.5649, decode.d7.loss_dice: 0.8210, decode.d8.loss_cls: 0.3387, decode.d8.loss_mask: 0.5624, decode.d8.loss_dice: 0.8224, loss: 18.7027, grad_norm: 58.5434 2023-12-26 02:08:11,860 - mmseg - INFO - Iter [64050/160000] lr: 5.997e-05, eta: 13:29:50, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3191, decode.loss_mask: 0.5474, decode.loss_dice: 0.8134, decode.d0.loss_cls: 1.3353, decode.d0.loss_mask: 0.5848, decode.d0.loss_dice: 0.9092, decode.d1.loss_cls: 0.4255, decode.d1.loss_mask: 0.5637, decode.d1.loss_dice: 0.8604, decode.d2.loss_cls: 0.3728, decode.d2.loss_mask: 0.5533, decode.d2.loss_dice: 0.8357, decode.d3.loss_cls: 0.3537, decode.d3.loss_mask: 0.5466, decode.d3.loss_dice: 0.8195, decode.d4.loss_cls: 0.3387, decode.d4.loss_mask: 0.5464, decode.d4.loss_dice: 0.8201, decode.d5.loss_cls: 0.3309, decode.d5.loss_mask: 0.5491, decode.d5.loss_dice: 0.8208, decode.d6.loss_cls: 0.3327, decode.d6.loss_mask: 0.5477, decode.d6.loss_dice: 0.8102, decode.d7.loss_cls: 0.3240, decode.d7.loss_mask: 0.5451, decode.d7.loss_dice: 0.8142, decode.d8.loss_cls: 0.3226, decode.d8.loss_mask: 0.5475, decode.d8.loss_dice: 0.8168, loss: 18.3072, grad_norm: 62.8528 2023-12-26 02:08:36,270 - mmseg - INFO - Iter [64100/160000] lr: 5.994e-05, eta: 13:29:23, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3592, decode.loss_mask: 0.5504, decode.loss_dice: 0.8153, decode.d0.loss_cls: 1.3543, decode.d0.loss_mask: 0.5953, decode.d0.loss_dice: 0.9120, decode.d1.loss_cls: 0.4434, decode.d1.loss_mask: 0.5686, decode.d1.loss_dice: 0.8591, decode.d2.loss_cls: 0.3982, decode.d2.loss_mask: 0.5559, decode.d2.loss_dice: 0.8386, decode.d3.loss_cls: 0.3915, decode.d3.loss_mask: 0.5565, decode.d3.loss_dice: 0.8228, decode.d4.loss_cls: 0.3779, decode.d4.loss_mask: 0.5546, decode.d4.loss_dice: 0.8187, decode.d5.loss_cls: 0.3670, decode.d5.loss_mask: 0.5535, decode.d5.loss_dice: 0.8180, decode.d6.loss_cls: 0.3667, decode.d6.loss_mask: 0.5554, decode.d6.loss_dice: 0.8095, decode.d7.loss_cls: 0.3623, decode.d7.loss_mask: 0.5521, decode.d7.loss_dice: 0.8125, decode.d8.loss_cls: 0.3632, decode.d8.loss_mask: 0.5497, decode.d8.loss_dice: 0.8107, loss: 18.6929, grad_norm: 62.0288 2023-12-26 02:09:00,930 - mmseg - INFO - Iter [64150/160000] lr: 5.991e-05, eta: 13:28:57, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3435, decode.loss_mask: 0.5469, decode.loss_dice: 0.8238, decode.d0.loss_cls: 1.3587, decode.d0.loss_mask: 0.5885, decode.d0.loss_dice: 0.9103, decode.d1.loss_cls: 0.4305, decode.d1.loss_mask: 0.5615, decode.d1.loss_dice: 0.8709, decode.d2.loss_cls: 0.3889, decode.d2.loss_mask: 0.5496, decode.d2.loss_dice: 0.8457, decode.d3.loss_cls: 0.3759, decode.d3.loss_mask: 0.5475, decode.d3.loss_dice: 0.8302, decode.d4.loss_cls: 0.3613, decode.d4.loss_mask: 0.5499, decode.d4.loss_dice: 0.8325, decode.d5.loss_cls: 0.3536, decode.d5.loss_mask: 0.5490, decode.d5.loss_dice: 0.8305, decode.d6.loss_cls: 0.3549, decode.d6.loss_mask: 0.5471, decode.d6.loss_dice: 0.8228, decode.d7.loss_cls: 0.3492, decode.d7.loss_mask: 0.5480, decode.d7.loss_dice: 0.8249, decode.d8.loss_cls: 0.3429, decode.d8.loss_mask: 0.5487, decode.d8.loss_dice: 0.8256, loss: 18.6133, grad_norm: 60.0206 2023-12-26 02:09:25,255 - mmseg - INFO - Iter [64200/160000] lr: 5.988e-05, eta: 13:28:30, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3628, decode.loss_mask: 0.5544, decode.loss_dice: 0.8148, decode.d0.loss_cls: 1.3434, decode.d0.loss_mask: 0.5943, decode.d0.loss_dice: 0.9118, decode.d1.loss_cls: 0.4391, decode.d1.loss_mask: 0.5747, decode.d1.loss_dice: 0.8648, decode.d2.loss_cls: 0.4019, decode.d2.loss_mask: 0.5643, decode.d2.loss_dice: 0.8470, decode.d3.loss_cls: 0.3830, decode.d3.loss_mask: 0.5588, decode.d3.loss_dice: 0.8285, decode.d4.loss_cls: 0.3719, decode.d4.loss_mask: 0.5581, decode.d4.loss_dice: 0.8247, decode.d5.loss_cls: 0.3692, decode.d5.loss_mask: 0.5577, decode.d5.loss_dice: 0.8201, decode.d6.loss_cls: 0.3609, decode.d6.loss_mask: 0.5528, decode.d6.loss_dice: 0.8147, decode.d7.loss_cls: 0.3650, decode.d7.loss_mask: 0.5544, decode.d7.loss_dice: 0.8152, decode.d8.loss_cls: 0.3610, decode.d8.loss_mask: 0.5536, decode.d8.loss_dice: 0.8155, loss: 18.7383, grad_norm: 65.7909 2023-12-26 02:09:49,617 - mmseg - INFO - Iter [64250/160000] lr: 5.984e-05, eta: 13:28:03, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3522, decode.loss_mask: 0.5461, decode.loss_dice: 0.8050, decode.d0.loss_cls: 1.3701, decode.d0.loss_mask: 0.5885, decode.d0.loss_dice: 0.9038, decode.d1.loss_cls: 0.4525, decode.d1.loss_mask: 0.5698, decode.d1.loss_dice: 0.8561, decode.d2.loss_cls: 0.3983, decode.d2.loss_mask: 0.5582, decode.d2.loss_dice: 0.8322, decode.d3.loss_cls: 0.3825, decode.d3.loss_mask: 0.5511, decode.d3.loss_dice: 0.8175, decode.d4.loss_cls: 0.3724, decode.d4.loss_mask: 0.5477, decode.d4.loss_dice: 0.8162, decode.d5.loss_cls: 0.3667, decode.d5.loss_mask: 0.5460, decode.d5.loss_dice: 0.8137, decode.d6.loss_cls: 0.3580, decode.d6.loss_mask: 0.5457, decode.d6.loss_dice: 0.8064, decode.d7.loss_cls: 0.3544, decode.d7.loss_mask: 0.5465, decode.d7.loss_dice: 0.8048, decode.d8.loss_cls: 0.3562, decode.d8.loss_mask: 0.5476, decode.d8.loss_dice: 0.8068, loss: 18.5731, grad_norm: 62.1599 2023-12-26 02:10:13,859 - mmseg - INFO - Iter [64300/160000] lr: 5.981e-05, eta: 13:27:36, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3251, decode.loss_mask: 0.5525, decode.loss_dice: 0.8180, decode.d0.loss_cls: 1.3348, decode.d0.loss_mask: 0.6018, decode.d0.loss_dice: 0.9197, decode.d1.loss_cls: 0.4215, decode.d1.loss_mask: 0.5795, decode.d1.loss_dice: 0.8813, decode.d2.loss_cls: 0.3727, decode.d2.loss_mask: 0.5675, decode.d2.loss_dice: 0.8515, decode.d3.loss_cls: 0.3550, decode.d3.loss_mask: 0.5589, decode.d3.loss_dice: 0.8294, decode.d4.loss_cls: 0.3411, decode.d4.loss_mask: 0.5600, decode.d4.loss_dice: 0.8278, decode.d5.loss_cls: 0.3392, decode.d5.loss_mask: 0.5573, decode.d5.loss_dice: 0.8273, decode.d6.loss_cls: 0.3339, decode.d6.loss_mask: 0.5543, decode.d6.loss_dice: 0.8168, decode.d7.loss_cls: 0.3255, decode.d7.loss_mask: 0.5544, decode.d7.loss_dice: 0.8194, decode.d8.loss_cls: 0.3269, decode.d8.loss_mask: 0.5532, decode.d8.loss_dice: 0.8197, loss: 18.5261, grad_norm: 62.2182 2023-12-26 02:10:40,587 - mmseg - INFO - Iter [64350/160000] lr: 5.978e-05, eta: 13:27:13, time: 0.535, data_time: 0.060, memory: 40245, decode.loss_cls: 0.3346, decode.loss_mask: 0.5435, decode.loss_dice: 0.8211, decode.d0.loss_cls: 1.3454, decode.d0.loss_mask: 0.5810, decode.d0.loss_dice: 0.9270, decode.d1.loss_cls: 0.4240, decode.d1.loss_mask: 0.5643, decode.d1.loss_dice: 0.8816, decode.d2.loss_cls: 0.3805, decode.d2.loss_mask: 0.5535, decode.d2.loss_dice: 0.8538, decode.d3.loss_cls: 0.3676, decode.d3.loss_mask: 0.5448, decode.d3.loss_dice: 0.8346, decode.d4.loss_cls: 0.3489, decode.d4.loss_mask: 0.5447, decode.d4.loss_dice: 0.8355, decode.d5.loss_cls: 0.3450, decode.d5.loss_mask: 0.5427, decode.d5.loss_dice: 0.8316, decode.d6.loss_cls: 0.3426, decode.d6.loss_mask: 0.5428, decode.d6.loss_dice: 0.8262, decode.d7.loss_cls: 0.3368, decode.d7.loss_mask: 0.5426, decode.d7.loss_dice: 0.8252, decode.d8.loss_cls: 0.3330, decode.d8.loss_mask: 0.5441, decode.d8.loss_dice: 0.8253, loss: 18.5241, grad_norm: 57.6112 2023-12-26 02:11:05,117 - mmseg - INFO - Iter [64400/160000] lr: 5.975e-05, eta: 13:26:46, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3351, decode.loss_mask: 0.5250, decode.loss_dice: 0.8237, decode.d0.loss_cls: 1.3520, decode.d0.loss_mask: 0.5653, decode.d0.loss_dice: 0.9184, decode.d1.loss_cls: 0.4248, decode.d1.loss_mask: 0.5422, decode.d1.loss_dice: 0.8789, decode.d2.loss_cls: 0.3779, decode.d2.loss_mask: 0.5298, decode.d2.loss_dice: 0.8449, decode.d3.loss_cls: 0.3629, decode.d3.loss_mask: 0.5265, decode.d3.loss_dice: 0.8322, decode.d4.loss_cls: 0.3517, decode.d4.loss_mask: 0.5245, decode.d4.loss_dice: 0.8314, decode.d5.loss_cls: 0.3449, decode.d5.loss_mask: 0.5263, decode.d5.loss_dice: 0.8303, decode.d6.loss_cls: 0.3426, decode.d6.loss_mask: 0.5245, decode.d6.loss_dice: 0.8244, decode.d7.loss_cls: 0.3367, decode.d7.loss_mask: 0.5243, decode.d7.loss_dice: 0.8232, decode.d8.loss_cls: 0.3361, decode.d8.loss_mask: 0.5248, decode.d8.loss_dice: 0.8222, loss: 18.3078, grad_norm: 58.5660 2023-12-26 02:11:29,319 - mmseg - INFO - Iter [64450/160000] lr: 5.972e-05, eta: 13:26:19, time: 0.484, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3304, decode.loss_mask: 0.5629, decode.loss_dice: 0.8146, decode.d0.loss_cls: 1.3112, decode.d0.loss_mask: 0.5978, decode.d0.loss_dice: 0.9026, decode.d1.loss_cls: 0.4162, decode.d1.loss_mask: 0.5794, decode.d1.loss_dice: 0.8574, decode.d2.loss_cls: 0.3710, decode.d2.loss_mask: 0.5722, decode.d2.loss_dice: 0.8344, decode.d3.loss_cls: 0.3576, decode.d3.loss_mask: 0.5670, decode.d3.loss_dice: 0.8168, decode.d4.loss_cls: 0.3441, decode.d4.loss_mask: 0.5652, decode.d4.loss_dice: 0.8210, decode.d5.loss_cls: 0.3365, decode.d5.loss_mask: 0.5621, decode.d5.loss_dice: 0.8222, decode.d6.loss_cls: 0.3311, decode.d6.loss_mask: 0.5627, decode.d6.loss_dice: 0.8122, decode.d7.loss_cls: 0.3279, decode.d7.loss_mask: 0.5640, decode.d7.loss_dice: 0.8148, decode.d8.loss_cls: 0.3290, decode.d8.loss_mask: 0.5631, decode.d8.loss_dice: 0.8152, loss: 18.4631, grad_norm: 65.9687 2023-12-26 02:11:53,770 - mmseg - INFO - Iter [64500/160000] lr: 5.969e-05, eta: 13:25:52, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3131, decode.loss_mask: 0.5434, decode.loss_dice: 0.8160, decode.d0.loss_cls: 1.3356, decode.d0.loss_mask: 0.5813, decode.d0.loss_dice: 0.9038, decode.d1.loss_cls: 0.4057, decode.d1.loss_mask: 0.5630, decode.d1.loss_dice: 0.8661, decode.d2.loss_cls: 0.3623, decode.d2.loss_mask: 0.5507, decode.d2.loss_dice: 0.8339, decode.d3.loss_cls: 0.3441, decode.d3.loss_mask: 0.5446, decode.d3.loss_dice: 0.8208, decode.d4.loss_cls: 0.3372, decode.d4.loss_mask: 0.5442, decode.d4.loss_dice: 0.8199, decode.d5.loss_cls: 0.3306, decode.d5.loss_mask: 0.5430, decode.d5.loss_dice: 0.8238, decode.d6.loss_cls: 0.3309, decode.d6.loss_mask: 0.5420, decode.d6.loss_dice: 0.8104, decode.d7.loss_cls: 0.3208, decode.d7.loss_mask: 0.5427, decode.d7.loss_dice: 0.8113, decode.d8.loss_cls: 0.3210, decode.d8.loss_mask: 0.5445, decode.d8.loss_dice: 0.8182, loss: 18.2248, grad_norm: 66.6720 2023-12-26 02:12:18,126 - mmseg - INFO - Iter [64550/160000] lr: 5.966e-05, eta: 13:25:25, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3328, decode.loss_mask: 0.5542, decode.loss_dice: 0.8038, decode.d0.loss_cls: 1.3338, decode.d0.loss_mask: 0.5930, decode.d0.loss_dice: 0.8957, decode.d1.loss_cls: 0.4168, decode.d1.loss_mask: 0.5723, decode.d1.loss_dice: 0.8497, decode.d2.loss_cls: 0.3764, decode.d2.loss_mask: 0.5610, decode.d2.loss_dice: 0.8250, decode.d3.loss_cls: 0.3569, decode.d3.loss_mask: 0.5584, decode.d3.loss_dice: 0.8128, decode.d4.loss_cls: 0.3492, decode.d4.loss_mask: 0.5590, decode.d4.loss_dice: 0.8148, decode.d5.loss_cls: 0.3481, decode.d5.loss_mask: 0.5561, decode.d5.loss_dice: 0.8123, decode.d6.loss_cls: 0.3496, decode.d6.loss_mask: 0.5521, decode.d6.loss_dice: 0.8008, decode.d7.loss_cls: 0.3402, decode.d7.loss_mask: 0.5546, decode.d7.loss_dice: 0.8051, decode.d8.loss_cls: 0.3342, decode.d8.loss_mask: 0.5539, decode.d8.loss_dice: 0.8087, loss: 18.3814, grad_norm: 58.7597 2023-12-26 02:12:42,677 - mmseg - INFO - Iter [64600/160000] lr: 5.963e-05, eta: 13:24:58, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3025, decode.loss_mask: 0.5506, decode.loss_dice: 0.8075, decode.d0.loss_cls: 1.3113, decode.d0.loss_mask: 0.5907, decode.d0.loss_dice: 0.8942, decode.d1.loss_cls: 0.3916, decode.d1.loss_mask: 0.5675, decode.d1.loss_dice: 0.8486, decode.d2.loss_cls: 0.3600, decode.d2.loss_mask: 0.5576, decode.d2.loss_dice: 0.8224, decode.d3.loss_cls: 0.3320, decode.d3.loss_mask: 0.5512, decode.d3.loss_dice: 0.8095, decode.d4.loss_cls: 0.3182, decode.d4.loss_mask: 0.5518, decode.d4.loss_dice: 0.8077, decode.d5.loss_cls: 0.3172, decode.d5.loss_mask: 0.5511, decode.d5.loss_dice: 0.8075, decode.d6.loss_cls: 0.3109, decode.d6.loss_mask: 0.5507, decode.d6.loss_dice: 0.8000, decode.d7.loss_cls: 0.3000, decode.d7.loss_mask: 0.5503, decode.d7.loss_dice: 0.8046, decode.d8.loss_cls: 0.3040, decode.d8.loss_mask: 0.5495, decode.d8.loss_dice: 0.8081, loss: 18.0287, grad_norm: 54.9383 2023-12-26 02:13:07,307 - mmseg - INFO - Iter [64650/160000] lr: 5.959e-05, eta: 13:24:32, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3448, decode.loss_mask: 0.5598, decode.loss_dice: 0.8136, decode.d0.loss_cls: 1.3200, decode.d0.loss_mask: 0.6075, decode.d0.loss_dice: 0.9049, decode.d1.loss_cls: 0.4218, decode.d1.loss_mask: 0.5807, decode.d1.loss_dice: 0.8567, decode.d2.loss_cls: 0.3872, decode.d2.loss_mask: 0.5676, decode.d2.loss_dice: 0.8313, decode.d3.loss_cls: 0.3689, decode.d3.loss_mask: 0.5668, decode.d3.loss_dice: 0.8179, decode.d4.loss_cls: 0.3487, decode.d4.loss_mask: 0.5660, decode.d4.loss_dice: 0.8248, decode.d5.loss_cls: 0.3509, decode.d5.loss_mask: 0.5633, decode.d5.loss_dice: 0.8191, decode.d6.loss_cls: 0.3466, decode.d6.loss_mask: 0.5608, decode.d6.loss_dice: 0.8103, decode.d7.loss_cls: 0.3451, decode.d7.loss_mask: 0.5596, decode.d7.loss_dice: 0.8117, decode.d8.loss_cls: 0.3431, decode.d8.loss_mask: 0.5588, decode.d8.loss_dice: 0.8152, loss: 18.5735, grad_norm: 59.4641 2023-12-26 02:13:31,723 - mmseg - INFO - Iter [64700/160000] lr: 5.956e-05, eta: 13:24:05, time: 0.488, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3368, decode.loss_mask: 0.5594, decode.loss_dice: 0.8167, decode.d0.loss_cls: 1.3413, decode.d0.loss_mask: 0.6092, decode.d0.loss_dice: 0.9103, decode.d1.loss_cls: 0.4301, decode.d1.loss_mask: 0.5839, decode.d1.loss_dice: 0.8768, decode.d2.loss_cls: 0.3910, decode.d2.loss_mask: 0.5701, decode.d2.loss_dice: 0.8472, decode.d3.loss_cls: 0.3709, decode.d3.loss_mask: 0.5654, decode.d3.loss_dice: 0.8270, decode.d4.loss_cls: 0.3526, decode.d4.loss_mask: 0.5626, decode.d4.loss_dice: 0.8301, decode.d5.loss_cls: 0.3556, decode.d5.loss_mask: 0.5650, decode.d5.loss_dice: 0.8181, decode.d6.loss_cls: 0.3434, decode.d6.loss_mask: 0.5622, decode.d6.loss_dice: 0.8155, decode.d7.loss_cls: 0.3382, decode.d7.loss_mask: 0.5638, decode.d7.loss_dice: 0.8189, decode.d8.loss_cls: 0.3408, decode.d8.loss_mask: 0.5620, decode.d8.loss_dice: 0.8200, loss: 18.6847, grad_norm: 61.8650 2023-12-26 02:13:56,147 - mmseg - INFO - Iter [64750/160000] lr: 5.953e-05, eta: 13:23:38, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3214, decode.loss_mask: 0.5397, decode.loss_dice: 0.7882, decode.d0.loss_cls: 1.3352, decode.d0.loss_mask: 0.5790, decode.d0.loss_dice: 0.8755, decode.d1.loss_cls: 0.4121, decode.d1.loss_mask: 0.5586, decode.d1.loss_dice: 0.8393, decode.d2.loss_cls: 0.3688, decode.d2.loss_mask: 0.5506, decode.d2.loss_dice: 0.8119, decode.d3.loss_cls: 0.3537, decode.d3.loss_mask: 0.5437, decode.d3.loss_dice: 0.7954, decode.d4.loss_cls: 0.3393, decode.d4.loss_mask: 0.5444, decode.d4.loss_dice: 0.7993, decode.d5.loss_cls: 0.3339, decode.d5.loss_mask: 0.5439, decode.d5.loss_dice: 0.7986, decode.d6.loss_cls: 0.3312, decode.d6.loss_mask: 0.5395, decode.d6.loss_dice: 0.7877, decode.d7.loss_cls: 0.3282, decode.d7.loss_mask: 0.5407, decode.d7.loss_dice: 0.7889, decode.d8.loss_cls: 0.3223, decode.d8.loss_mask: 0.5422, decode.d8.loss_dice: 0.7890, loss: 18.0025, grad_norm: 63.7421 2023-12-26 02:14:20,470 - mmseg - INFO - Iter [64800/160000] lr: 5.950e-05, eta: 13:23:11, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3362, decode.loss_mask: 0.5475, decode.loss_dice: 0.8336, decode.d0.loss_cls: 1.3603, decode.d0.loss_mask: 0.5923, decode.d0.loss_dice: 0.9254, decode.d1.loss_cls: 0.4387, decode.d1.loss_mask: 0.5645, decode.d1.loss_dice: 0.8813, decode.d2.loss_cls: 0.3965, decode.d2.loss_mask: 0.5524, decode.d2.loss_dice: 0.8482, decode.d3.loss_cls: 0.3722, decode.d3.loss_mask: 0.5504, decode.d3.loss_dice: 0.8360, decode.d4.loss_cls: 0.3610, decode.d4.loss_mask: 0.5481, decode.d4.loss_dice: 0.8381, decode.d5.loss_cls: 0.3531, decode.d5.loss_mask: 0.5494, decode.d5.loss_dice: 0.8298, decode.d6.loss_cls: 0.3435, decode.d6.loss_mask: 0.5476, decode.d6.loss_dice: 0.8270, decode.d7.loss_cls: 0.3388, decode.d7.loss_mask: 0.5461, decode.d7.loss_dice: 0.8303, decode.d8.loss_cls: 0.3388, decode.d8.loss_mask: 0.5478, decode.d8.loss_dice: 0.8296, loss: 18.6645, grad_norm: 61.1693 2023-12-26 02:14:44,821 - mmseg - INFO - Iter [64850/160000] lr: 5.947e-05, eta: 13:22:44, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3222, decode.loss_mask: 0.5459, decode.loss_dice: 0.8138, decode.d0.loss_cls: 1.3228, decode.d0.loss_mask: 0.5920, decode.d0.loss_dice: 0.9029, decode.d1.loss_cls: 0.4156, decode.d1.loss_mask: 0.5606, decode.d1.loss_dice: 0.8562, decode.d2.loss_cls: 0.3652, decode.d2.loss_mask: 0.5544, decode.d2.loss_dice: 0.8344, decode.d3.loss_cls: 0.3577, decode.d3.loss_mask: 0.5475, decode.d3.loss_dice: 0.8191, decode.d4.loss_cls: 0.3470, decode.d4.loss_mask: 0.5465, decode.d4.loss_dice: 0.8195, decode.d5.loss_cls: 0.3421, decode.d5.loss_mask: 0.5461, decode.d5.loss_dice: 0.8111, decode.d6.loss_cls: 0.3325, decode.d6.loss_mask: 0.5456, decode.d6.loss_dice: 0.8026, decode.d7.loss_cls: 0.3283, decode.d7.loss_mask: 0.5454, decode.d7.loss_dice: 0.8103, decode.d8.loss_cls: 0.3256, decode.d8.loss_mask: 0.5454, decode.d8.loss_dice: 0.8140, loss: 18.2725, grad_norm: 59.5249 2023-12-26 02:15:09,196 - mmseg - INFO - Iter [64900/160000] lr: 5.944e-05, eta: 13:22:17, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3514, decode.loss_mask: 0.5267, decode.loss_dice: 0.7959, decode.d0.loss_cls: 1.3329, decode.d0.loss_mask: 0.5769, decode.d0.loss_dice: 0.8892, decode.d1.loss_cls: 0.4280, decode.d1.loss_mask: 0.5481, decode.d1.loss_dice: 0.8529, decode.d2.loss_cls: 0.3772, decode.d2.loss_mask: 0.5364, decode.d2.loss_dice: 0.8269, decode.d3.loss_cls: 0.3595, decode.d3.loss_mask: 0.5310, decode.d3.loss_dice: 0.8105, decode.d4.loss_cls: 0.3579, decode.d4.loss_mask: 0.5317, decode.d4.loss_dice: 0.8126, decode.d5.loss_cls: 0.3527, decode.d5.loss_mask: 0.5317, decode.d5.loss_dice: 0.8108, decode.d6.loss_cls: 0.3539, decode.d6.loss_mask: 0.5282, decode.d6.loss_dice: 0.7961, decode.d7.loss_cls: 0.3466, decode.d7.loss_mask: 0.5291, decode.d7.loss_dice: 0.8050, decode.d8.loss_cls: 0.3475, decode.d8.loss_mask: 0.5269, decode.d8.loss_dice: 0.8025, loss: 18.1766, grad_norm: 56.7610 2023-12-26 02:15:33,386 - mmseg - INFO - Iter [64950/160000] lr: 5.941e-05, eta: 13:21:50, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3395, decode.loss_mask: 0.5578, decode.loss_dice: 0.8032, decode.d0.loss_cls: 1.3511, decode.d0.loss_mask: 0.6031, decode.d0.loss_dice: 0.8895, decode.d1.loss_cls: 0.4212, decode.d1.loss_mask: 0.5840, decode.d1.loss_dice: 0.8521, decode.d2.loss_cls: 0.3834, decode.d2.loss_mask: 0.5702, decode.d2.loss_dice: 0.8236, decode.d3.loss_cls: 0.3619, decode.d3.loss_mask: 0.5633, decode.d3.loss_dice: 0.8073, decode.d4.loss_cls: 0.3535, decode.d4.loss_mask: 0.5614, decode.d4.loss_dice: 0.8052, decode.d5.loss_cls: 0.3471, decode.d5.loss_mask: 0.5588, decode.d5.loss_dice: 0.8083, decode.d6.loss_cls: 0.3471, decode.d6.loss_mask: 0.5562, decode.d6.loss_dice: 0.7942, decode.d7.loss_cls: 0.3401, decode.d7.loss_mask: 0.5574, decode.d7.loss_dice: 0.7994, decode.d8.loss_cls: 0.3386, decode.d8.loss_mask: 0.5586, decode.d8.loss_dice: 0.7997, loss: 18.4369, grad_norm: 61.9870 2023-12-26 02:15:57,487 - mmseg - INFO - Saving checkpoint at 65000 iterations 2023-12-26 02:16:00,085 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 02:16:00,085 - mmseg - INFO - Iter [65000/160000] lr: 5.938e-05, eta: 13:21:27, time: 0.534, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3357, decode.loss_mask: 0.5746, decode.loss_dice: 0.8261, decode.d0.loss_cls: 1.3239, decode.d0.loss_mask: 0.6190, decode.d0.loss_dice: 0.9225, decode.d1.loss_cls: 0.4129, decode.d1.loss_mask: 0.6037, decode.d1.loss_dice: 0.8792, decode.d2.loss_cls: 0.3766, decode.d2.loss_mask: 0.5840, decode.d2.loss_dice: 0.8534, decode.d3.loss_cls: 0.3617, decode.d3.loss_mask: 0.5799, decode.d3.loss_dice: 0.8283, decode.d4.loss_cls: 0.3490, decode.d4.loss_mask: 0.5807, decode.d4.loss_dice: 0.8337, decode.d5.loss_cls: 0.3377, decode.d5.loss_mask: 0.5786, decode.d5.loss_dice: 0.8380, decode.d6.loss_cls: 0.3424, decode.d6.loss_mask: 0.5775, decode.d6.loss_dice: 0.8241, decode.d7.loss_cls: 0.3398, decode.d7.loss_mask: 0.5740, decode.d7.loss_dice: 0.8243, decode.d8.loss_cls: 0.3334, decode.d8.loss_mask: 0.5759, decode.d8.loss_dice: 0.8227, loss: 18.8133, grad_norm: 66.1230 2023-12-26 02:16:21,902 - mmseg - INFO - per class results: 2023-12-26 02:16:21,907 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.25 | 86.94 | | building | 82.08 | 92.0 | | sky | 94.75 | 97.36 | | floor | 82.22 | 89.86 | | tree | 75.25 | 86.81 | | ceiling | 84.22 | 91.84 | | road | 86.01 | 91.35 | | bed | 90.57 | 95.08 | | windowpane | 62.52 | 80.41 | | grass | 66.36 | 76.13 | | cabinet | 57.9 | 76.86 | | sidewalk | 68.14 | 83.37 | | person | 84.22 | 92.69 | | earth | 34.47 | 47.82 | | door | 50.42 | 71.67 | | table | 63.46 | 77.25 | | mountain | 57.64 | 72.52 | | plant | 52.65 | 66.21 | | curtain | 73.14 | 85.5 | | chair | 61.91 | 73.49 | | car | 87.36 | 93.39 | | water | 43.56 | 49.44 | | painting | 71.61 | 86.0 | | sofa | 68.89 | 84.17 | | shelf | 46.59 | 62.16 | | house | 53.96 | 77.97 | | sea | 53.32 | 89.63 | | mirror | 67.46 | 83.86 | | rug | 61.83 | 78.76 | | field | 31.67 | 60.11 | | armchair | 46.93 | 70.15 | | seat | 62.9 | 78.99 | | fence | 48.16 | 68.8 | | desk | 50.62 | 67.29 | | rock | 46.88 | 68.22 | | wardrobe | 47.58 | 62.72 | | lamp | 69.85 | 80.38 | | bathtub | 80.17 | 87.01 | | railing | 38.03 | 52.41 | | cushion | 60.43 | 72.37 | | base | 27.29 | 40.85 | | box | 32.04 | 43.37 | | column | 45.58 | 58.05 | | signboard | 37.96 | 57.73 | | chest of drawers | 30.76 | 45.32 | | counter | 40.82 | 52.94 | | sand | 34.01 | 53.05 | | sink | 74.69 | 81.86 | | skyscraper | 38.63 | 49.79 | | fireplace | 66.65 | 75.98 | | refrigerator | 85.08 | 93.43 | | grandstand | 50.72 | 76.45 | | path | 26.61 | 40.1 | | stairs | 34.15 | 44.2 | | runway | 72.43 | 97.99 | | case | 49.29 | 68.37 | | pool table | 94.76 | 96.78 | | pillow | 59.56 | 70.55 | | screen door | 75.72 | 89.13 | | stairway | 35.2 | 44.07 | | river | 16.24 | 48.02 | | bridge | 78.77 | 87.56 | | bookcase | 35.53 | 48.11 | | blind | 48.28 | 51.67 | | coffee table | 61.41 | 86.71 | | toilet | 86.93 | 91.78 | | flower | 40.56 | 64.79 | | book | 52.03 | 71.03 | | hill | 4.69 | 9.77 | | bench | 39.87 | 43.65 | | countertop | 54.93 | 68.82 | | stove | 81.87 | 86.08 | | palm | 53.59 | 74.89 | | kitchen island | 48.52 | 64.07 | | computer | 72.93 | 80.53 | | swivel chair | 46.34 | 69.12 | | boat | 65.3 | 92.61 | | bar | 36.64 | 43.86 | | arcade machine | 60.68 | 67.22 | | hovel | 37.39 | 41.55 | | bus | 91.93 | 96.41 | | towel | 66.93 | 85.83 | | light | 60.88 | 75.81 | | truck | 43.52 | 55.84 | | tower | 28.47 | 52.6 | | chandelier | 69.23 | 84.87 | | awning | 29.05 | 52.89 | | streetlight | 34.7 | 53.86 | | booth | 52.63 | 75.17 | | television receiver | 70.35 | 88.39 | | airplane | 61.79 | 72.38 | | dirt track | 28.12 | 34.67 | | apparel | 42.97 | 71.35 | | pole | 25.26 | 35.32 | | land | 3.3 | 8.59 | | bannister | 16.17 | 36.64 | | escalator | 24.3 | 25.45 | | ottoman | 54.46 | 70.25 | | bottle | 36.81 | 57.07 | | buffet | 24.45 | 29.45 | | poster | 25.76 | 45.13 | | stage | 16.31 | 24.84 | | van | 46.5 | 62.76 | | ship | 6.76 | 7.16 | | fountain | 21.37 | 21.73 | | conveyer belt | 77.71 | 87.13 | | canopy | 12.74 | 19.23 | | washer | 72.46 | 75.65 | | plaything | 32.28 | 49.09 | | swimming pool | 54.94 | 69.45 | | stool | 47.51 | 70.95 | | barrel | 65.31 | 74.6 | | basket | 38.47 | 46.43 | | waterfall | 43.71 | 58.79 | | tent | 96.21 | 98.06 | | bag | 20.19 | 30.23 | | minibike | 69.09 | 88.12 | | cradle | 84.52 | 97.25 | | oven | 62.9 | 69.25 | | ball | 47.94 | 53.03 | | food | 64.96 | 81.83 | | step | 25.23 | 40.39 | | tank | 49.96 | 65.88 | | trade name | 22.53 | 27.53 | | microwave | 84.86 | 94.82 | | pot | 56.15 | 67.63 | | animal | 63.6 | 66.77 | | bicycle | 61.64 | 78.23 | | lake | 0.0 | 0.0 | | dishwasher | 65.44 | 73.72 | | screen | 66.63 | 93.13 | | blanket | 35.23 | 44.95 | | sculpture | 51.51 | 86.95 | | hood | 82.25 | 90.61 | | sconce | 54.07 | 69.17 | | vase | 47.48 | 69.86 | | traffic light | 38.2 | 69.08 | | tray | 22.89 | 33.78 | | ashcan | 51.54 | 71.15 | | fan | 70.83 | 85.85 | | pier | 65.87 | 85.34 | | crt screen | 0.57 | 1.61 | | plate | 61.62 | 74.8 | | monitor | 8.99 | 14.65 | | bulletin board | 38.03 | 71.68 | | shower | 11.65 | 22.65 | | radiator | 70.11 | 79.0 | | glass | 22.18 | 25.79 | | clock | 34.32 | 66.48 | | flag | 49.01 | 56.76 | +---------------------+-------+-------+ 2023-12-26 02:16:21,907 - mmseg - INFO - Summary: 2023-12-26 02:16:21,907 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.42 | 51.77 | 65.35 | +-------+-------+-------+ 2023-12-26 02:16:21,924 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/FlashInternImage/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_55000.pth was removed 2023-12-26 02:16:24,028 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_65000.pth. 2023-12-26 02:16:24,028 - mmseg - INFO - Best mIoU is 0.5177 at 65000 iter. 2023-12-26 02:16:24,029 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 02:16:24,029 - mmseg - INFO - Iter(val) [250] aAcc: 0.8342, mIoU: 0.5177, mAcc: 0.6535, IoU.wall: 0.7925, IoU.building: 0.8208, IoU.sky: 0.9475, IoU.floor: 0.8222, IoU.tree: 0.7525, IoU.ceiling: 0.8422, IoU.road: 0.8601, IoU.bed : 0.9057, IoU.windowpane: 0.6252, IoU.grass: 0.6636, IoU.cabinet: 0.5790, IoU.sidewalk: 0.6814, IoU.person: 0.8422, IoU.earth: 0.3447, IoU.door: 0.5042, IoU.table: 0.6346, IoU.mountain: 0.5764, IoU.plant: 0.5265, IoU.curtain: 0.7314, IoU.chair: 0.6191, IoU.car: 0.8736, IoU.water: 0.4356, IoU.painting: 0.7161, IoU.sofa: 0.6889, IoU.shelf: 0.4659, IoU.house: 0.5396, IoU.sea: 0.5332, IoU.mirror: 0.6746, IoU.rug: 0.6183, IoU.field: 0.3167, IoU.armchair: 0.4693, IoU.seat: 0.6290, IoU.fence: 0.4816, IoU.desk: 0.5062, IoU.rock: 0.4688, IoU.wardrobe: 0.4758, IoU.lamp: 0.6985, IoU.bathtub: 0.8017, IoU.railing: 0.3803, IoU.cushion: 0.6043, IoU.base: 0.2729, IoU.box: 0.3204, IoU.column: 0.4558, IoU.signboard: 0.3796, IoU.chest of drawers: 0.3076, IoU.counter: 0.4082, IoU.sand: 0.3401, IoU.sink: 0.7469, IoU.skyscraper: 0.3863, IoU.fireplace: 0.6665, IoU.refrigerator: 0.8508, IoU.grandstand: 0.5072, IoU.path: 0.2661, IoU.stairs: 0.3415, IoU.runway: 0.7243, IoU.case: 0.4929, IoU.pool table: 0.9476, IoU.pillow: 0.5956, IoU.screen door: 0.7572, IoU.stairway: 0.3520, IoU.river: 0.1624, IoU.bridge: 0.7877, IoU.bookcase: 0.3553, IoU.blind: 0.4828, IoU.coffee table: 0.6141, IoU.toilet: 0.8693, IoU.flower: 0.4056, IoU.book: 0.5203, IoU.hill: 0.0469, IoU.bench: 0.3987, IoU.countertop: 0.5493, IoU.stove: 0.8187, IoU.palm: 0.5359, IoU.kitchen island: 0.4852, IoU.computer: 0.7293, IoU.swivel chair: 0.4634, IoU.boat: 0.6530, IoU.bar: 0.3664, IoU.arcade machine: 0.6068, IoU.hovel: 0.3739, IoU.bus: 0.9193, IoU.towel: 0.6693, IoU.light: 0.6088, IoU.truck: 0.4352, IoU.tower: 0.2847, IoU.chandelier: 0.6923, IoU.awning: 0.2905, IoU.streetlight: 0.3470, IoU.booth: 0.5263, IoU.television receiver: 0.7035, IoU.airplane: 0.6179, IoU.dirt track: 0.2812, IoU.apparel: 0.4297, IoU.pole: 0.2526, IoU.land: 0.0330, IoU.bannister: 0.1617, IoU.escalator: 0.2430, IoU.ottoman: 0.5446, IoU.bottle: 0.3681, IoU.buffet: 0.2445, IoU.poster: 0.2576, IoU.stage: 0.1631, IoU.van: 0.4650, IoU.ship: 0.0676, IoU.fountain: 0.2137, IoU.conveyer belt: 0.7771, IoU.canopy: 0.1274, IoU.washer: 0.7246, IoU.plaything: 0.3228, IoU.swimming pool: 0.5494, IoU.stool: 0.4751, IoU.barrel: 0.6531, IoU.basket: 0.3847, IoU.waterfall: 0.4371, IoU.tent: 0.9621, IoU.bag: 0.2019, IoU.minibike: 0.6909, IoU.cradle: 0.8452, IoU.oven: 0.6290, IoU.ball: 0.4794, IoU.food: 0.6496, IoU.step: 0.2523, IoU.tank: 0.4996, IoU.trade name: 0.2253, IoU.microwave: 0.8486, IoU.pot: 0.5615, IoU.animal: 0.6360, IoU.bicycle: 0.6164, IoU.lake: 0.0000, IoU.dishwasher: 0.6544, IoU.screen: 0.6663, IoU.blanket: 0.3523, IoU.sculpture: 0.5151, IoU.hood: 0.8225, IoU.sconce: 0.5407, IoU.vase: 0.4748, IoU.traffic light: 0.3820, IoU.tray: 0.2289, IoU.ashcan: 0.5154, IoU.fan: 0.7083, IoU.pier: 0.6587, IoU.crt screen: 0.0057, IoU.plate: 0.6162, IoU.monitor: 0.0899, IoU.bulletin board: 0.3803, IoU.shower: 0.1165, IoU.radiator: 0.7011, IoU.glass: 0.2218, IoU.clock: 0.3432, IoU.flag: 0.4901, Acc.wall: 0.8694, Acc.building: 0.9200, Acc.sky: 0.9736, Acc.floor: 0.8986, Acc.tree: 0.8681, Acc.ceiling: 0.9184, Acc.road: 0.9135, Acc.bed : 0.9508, Acc.windowpane: 0.8041, Acc.grass: 0.7613, Acc.cabinet: 0.7686, Acc.sidewalk: 0.8337, Acc.person: 0.9269, Acc.earth: 0.4782, Acc.door: 0.7167, Acc.table: 0.7725, Acc.mountain: 0.7252, Acc.plant: 0.6621, Acc.curtain: 0.8550, Acc.chair: 0.7349, Acc.car: 0.9339, Acc.water: 0.4944, Acc.painting: 0.8600, Acc.sofa: 0.8417, Acc.shelf: 0.6216, Acc.house: 0.7797, Acc.sea: 0.8963, Acc.mirror: 0.8386, Acc.rug: 0.7876, Acc.field: 0.6011, Acc.armchair: 0.7015, Acc.seat: 0.7899, Acc.fence: 0.6880, Acc.desk: 0.6729, Acc.rock: 0.6822, Acc.wardrobe: 0.6272, Acc.lamp: 0.8038, Acc.bathtub: 0.8701, Acc.railing: 0.5241, Acc.cushion: 0.7237, Acc.base: 0.4085, Acc.box: 0.4337, Acc.column: 0.5805, Acc.signboard: 0.5773, Acc.chest of drawers: 0.4532, Acc.counter: 0.5294, Acc.sand: 0.5305, Acc.sink: 0.8186, Acc.skyscraper: 0.4979, Acc.fireplace: 0.7598, Acc.refrigerator: 0.9343, Acc.grandstand: 0.7645, Acc.path: 0.4010, Acc.stairs: 0.4420, Acc.runway: 0.9799, Acc.case: 0.6837, Acc.pool table: 0.9678, Acc.pillow: 0.7055, Acc.screen door: 0.8913, Acc.stairway: 0.4407, Acc.river: 0.4802, Acc.bridge: 0.8756, Acc.bookcase: 0.4811, Acc.blind: 0.5167, Acc.coffee table: 0.8671, Acc.toilet: 0.9178, Acc.flower: 0.6479, Acc.book: 0.7103, Acc.hill: 0.0977, Acc.bench: 0.4365, Acc.countertop: 0.6882, Acc.stove: 0.8608, Acc.palm: 0.7489, Acc.kitchen island: 0.6407, Acc.computer: 0.8053, Acc.swivel chair: 0.6912, Acc.boat: 0.9261, Acc.bar: 0.4386, Acc.arcade machine: 0.6722, Acc.hovel: 0.4155, Acc.bus: 0.9641, Acc.towel: 0.8583, Acc.light: 0.7581, Acc.truck: 0.5584, Acc.tower: 0.5260, Acc.chandelier: 0.8487, Acc.awning: 0.5289, Acc.streetlight: 0.5386, Acc.booth: 0.7517, Acc.television receiver: 0.8839, Acc.airplane: 0.7238, Acc.dirt track: 0.3467, Acc.apparel: 0.7135, Acc.pole: 0.3532, Acc.land: 0.0859, Acc.bannister: 0.3664, Acc.escalator: 0.2545, Acc.ottoman: 0.7025, Acc.bottle: 0.5707, Acc.buffet: 0.2945, Acc.poster: 0.4513, Acc.stage: 0.2484, Acc.van: 0.6276, Acc.ship: 0.0716, Acc.fountain: 0.2173, Acc.conveyer belt: 0.8713, Acc.canopy: 0.1923, Acc.washer: 0.7565, Acc.plaything: 0.4909, Acc.swimming pool: 0.6945, Acc.stool: 0.7095, Acc.barrel: 0.7460, Acc.basket: 0.4643, Acc.waterfall: 0.5879, Acc.tent: 0.9806, Acc.bag: 0.3023, Acc.minibike: 0.8812, Acc.cradle: 0.9725, Acc.oven: 0.6925, Acc.ball: 0.5303, Acc.food: 0.8183, Acc.step: 0.4039, Acc.tank: 0.6588, Acc.trade name: 0.2753, Acc.microwave: 0.9482, Acc.pot: 0.6763, Acc.animal: 0.6677, Acc.bicycle: 0.7823, Acc.lake: 0.0000, Acc.dishwasher: 0.7372, Acc.screen: 0.9313, Acc.blanket: 0.4495, Acc.sculpture: 0.8695, Acc.hood: 0.9061, Acc.sconce: 0.6917, Acc.vase: 0.6986, Acc.traffic light: 0.6908, Acc.tray: 0.3378, Acc.ashcan: 0.7115, Acc.fan: 0.8585, Acc.pier: 0.8534, Acc.crt screen: 0.0161, Acc.plate: 0.7480, Acc.monitor: 0.1465, Acc.bulletin board: 0.7168, Acc.shower: 0.2265, Acc.radiator: 0.7900, Acc.glass: 0.2579, Acc.clock: 0.6648, Acc.flag: 0.5676 2023-12-26 02:16:48,435 - mmseg - INFO - Iter [65050/160000] lr: 5.934e-05, eta: 13:21:41, time: 0.967, data_time: 0.491, memory: 40245, decode.loss_cls: 0.3212, decode.loss_mask: 0.5612, decode.loss_dice: 0.8279, decode.d0.loss_cls: 1.2981, decode.d0.loss_mask: 0.6020, decode.d0.loss_dice: 0.9258, decode.d1.loss_cls: 0.4026, decode.d1.loss_mask: 0.5815, decode.d1.loss_dice: 0.8839, decode.d2.loss_cls: 0.3721, decode.d2.loss_mask: 0.5645, decode.d2.loss_dice: 0.8493, decode.d3.loss_cls: 0.3553, decode.d3.loss_mask: 0.5634, decode.d3.loss_dice: 0.8337, decode.d4.loss_cls: 0.3417, decode.d4.loss_mask: 0.5656, decode.d4.loss_dice: 0.8353, decode.d5.loss_cls: 0.3332, decode.d5.loss_mask: 0.5639, decode.d5.loss_dice: 0.8368, decode.d6.loss_cls: 0.3392, decode.d6.loss_mask: 0.5605, decode.d6.loss_dice: 0.8280, decode.d7.loss_cls: 0.3256, decode.d7.loss_mask: 0.5640, decode.d7.loss_dice: 0.8316, decode.d8.loss_cls: 0.3281, decode.d8.loss_mask: 0.5622, decode.d8.loss_dice: 0.8341, loss: 18.5926, grad_norm: 57.1282 2023-12-26 02:17:12,763 - mmseg - INFO - Iter [65100/160000] lr: 5.931e-05, eta: 13:21:14, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3413, decode.loss_mask: 0.5369, decode.loss_dice: 0.8168, decode.d0.loss_cls: 1.3414, decode.d0.loss_mask: 0.5743, decode.d0.loss_dice: 0.9035, decode.d1.loss_cls: 0.4308, decode.d1.loss_mask: 0.5566, decode.d1.loss_dice: 0.8615, decode.d2.loss_cls: 0.3868, decode.d2.loss_mask: 0.5436, decode.d2.loss_dice: 0.8424, decode.d3.loss_cls: 0.3776, decode.d3.loss_mask: 0.5406, decode.d3.loss_dice: 0.8217, decode.d4.loss_cls: 0.3588, decode.d4.loss_mask: 0.5431, decode.d4.loss_dice: 0.8186, decode.d5.loss_cls: 0.3562, decode.d5.loss_mask: 0.5382, decode.d5.loss_dice: 0.8168, decode.d6.loss_cls: 0.3498, decode.d6.loss_mask: 0.5376, decode.d6.loss_dice: 0.8117, decode.d7.loss_cls: 0.3454, decode.d7.loss_mask: 0.5371, decode.d7.loss_dice: 0.8158, decode.d8.loss_cls: 0.3431, decode.d8.loss_mask: 0.5354, decode.d8.loss_dice: 0.8158, loss: 18.3991, grad_norm: 58.3229 2023-12-26 02:17:37,371 - mmseg - INFO - Iter [65150/160000] lr: 5.928e-05, eta: 13:20:48, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3339, decode.loss_mask: 0.5449, decode.loss_dice: 0.8077, decode.d0.loss_cls: 1.3363, decode.d0.loss_mask: 0.5860, decode.d0.loss_dice: 0.9149, decode.d1.loss_cls: 0.4254, decode.d1.loss_mask: 0.5631, decode.d1.loss_dice: 0.8620, decode.d2.loss_cls: 0.3851, decode.d2.loss_mask: 0.5522, decode.d2.loss_dice: 0.8422, decode.d3.loss_cls: 0.3583, decode.d3.loss_mask: 0.5501, decode.d3.loss_dice: 0.8256, decode.d4.loss_cls: 0.3550, decode.d4.loss_mask: 0.5497, decode.d4.loss_dice: 0.8252, decode.d5.loss_cls: 0.3438, decode.d5.loss_mask: 0.5480, decode.d5.loss_dice: 0.8203, decode.d6.loss_cls: 0.3443, decode.d6.loss_mask: 0.5453, decode.d6.loss_dice: 0.8155, decode.d7.loss_cls: 0.3356, decode.d7.loss_mask: 0.5469, decode.d7.loss_dice: 0.8153, decode.d8.loss_cls: 0.3330, decode.d8.loss_mask: 0.5444, decode.d8.loss_dice: 0.8141, loss: 18.4240, grad_norm: 58.0442 2023-12-26 02:18:01,686 - mmseg - INFO - Iter [65200/160000] lr: 5.925e-05, eta: 13:20:21, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3449, decode.loss_mask: 0.5367, decode.loss_dice: 0.8250, decode.d0.loss_cls: 1.3512, decode.d0.loss_mask: 0.5823, decode.d0.loss_dice: 0.9203, decode.d1.loss_cls: 0.4255, decode.d1.loss_mask: 0.5570, decode.d1.loss_dice: 0.8778, decode.d2.loss_cls: 0.3863, decode.d2.loss_mask: 0.5478, decode.d2.loss_dice: 0.8419, decode.d3.loss_cls: 0.3717, decode.d3.loss_mask: 0.5408, decode.d3.loss_dice: 0.8315, decode.d4.loss_cls: 0.3611, decode.d4.loss_mask: 0.5406, decode.d4.loss_dice: 0.8255, decode.d5.loss_cls: 0.3522, decode.d5.loss_mask: 0.5394, decode.d5.loss_dice: 0.8244, decode.d6.loss_cls: 0.3435, decode.d6.loss_mask: 0.5402, decode.d6.loss_dice: 0.8232, decode.d7.loss_cls: 0.3412, decode.d7.loss_mask: 0.5390, decode.d7.loss_dice: 0.8252, decode.d8.loss_cls: 0.3453, decode.d8.loss_mask: 0.5379, decode.d8.loss_dice: 0.8207, loss: 18.5003, grad_norm: 55.6393 2023-12-26 02:18:25,992 - mmseg - INFO - Iter [65250/160000] lr: 5.922e-05, eta: 13:19:54, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3532, decode.loss_mask: 0.5250, decode.loss_dice: 0.7949, decode.d0.loss_cls: 1.3421, decode.d0.loss_mask: 0.5629, decode.d0.loss_dice: 0.8859, decode.d1.loss_cls: 0.4380, decode.d1.loss_mask: 0.5412, decode.d1.loss_dice: 0.8415, decode.d2.loss_cls: 0.3985, decode.d2.loss_mask: 0.5348, decode.d2.loss_dice: 0.8167, decode.d3.loss_cls: 0.3843, decode.d3.loss_mask: 0.5300, decode.d3.loss_dice: 0.7980, decode.d4.loss_cls: 0.3781, decode.d4.loss_mask: 0.5282, decode.d4.loss_dice: 0.8016, decode.d5.loss_cls: 0.3627, decode.d5.loss_mask: 0.5302, decode.d5.loss_dice: 0.8008, decode.d6.loss_cls: 0.3624, decode.d6.loss_mask: 0.5251, decode.d6.loss_dice: 0.7938, decode.d7.loss_cls: 0.3517, decode.d7.loss_mask: 0.5266, decode.d7.loss_dice: 0.7962, decode.d8.loss_cls: 0.3544, decode.d8.loss_mask: 0.5248, decode.d8.loss_dice: 0.7940, loss: 18.1775, grad_norm: 58.3437 2023-12-26 02:18:50,101 - mmseg - INFO - Iter [65300/160000] lr: 5.919e-05, eta: 13:19:26, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3470, decode.loss_mask: 0.5519, decode.loss_dice: 0.8142, decode.d0.loss_cls: 1.3527, decode.d0.loss_mask: 0.5907, decode.d0.loss_dice: 0.9078, decode.d1.loss_cls: 0.4481, decode.d1.loss_mask: 0.5739, decode.d1.loss_dice: 0.8731, decode.d2.loss_cls: 0.4035, decode.d2.loss_mask: 0.5583, decode.d2.loss_dice: 0.8393, decode.d3.loss_cls: 0.3735, decode.d3.loss_mask: 0.5574, decode.d3.loss_dice: 0.8225, decode.d4.loss_cls: 0.3590, decode.d4.loss_mask: 0.5571, decode.d4.loss_dice: 0.8247, decode.d5.loss_cls: 0.3610, decode.d5.loss_mask: 0.5543, decode.d5.loss_dice: 0.8227, decode.d6.loss_cls: 0.3525, decode.d6.loss_mask: 0.5516, decode.d6.loss_dice: 0.8175, decode.d7.loss_cls: 0.3445, decode.d7.loss_mask: 0.5543, decode.d7.loss_dice: 0.8212, decode.d8.loss_cls: 0.3421, decode.d8.loss_mask: 0.5547, decode.d8.loss_dice: 0.8207, loss: 18.6518, grad_norm: 63.0224 2023-12-26 02:19:14,387 - mmseg - INFO - Iter [65350/160000] lr: 5.916e-05, eta: 13:18:59, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3521, decode.loss_mask: 0.5395, decode.loss_dice: 0.7963, decode.d0.loss_cls: 1.3301, decode.d0.loss_mask: 0.5899, decode.d0.loss_dice: 0.8876, decode.d1.loss_cls: 0.4341, decode.d1.loss_mask: 0.5634, decode.d1.loss_dice: 0.8544, decode.d2.loss_cls: 0.3936, decode.d2.loss_mask: 0.5493, decode.d2.loss_dice: 0.8306, decode.d3.loss_cls: 0.3679, decode.d3.loss_mask: 0.5486, decode.d3.loss_dice: 0.8151, decode.d4.loss_cls: 0.3604, decode.d4.loss_mask: 0.5457, decode.d4.loss_dice: 0.8109, decode.d5.loss_cls: 0.3572, decode.d5.loss_mask: 0.5453, decode.d5.loss_dice: 0.8063, decode.d6.loss_cls: 0.3567, decode.d6.loss_mask: 0.5423, decode.d6.loss_dice: 0.8017, decode.d7.loss_cls: 0.3526, decode.d7.loss_mask: 0.5452, decode.d7.loss_dice: 0.8044, decode.d8.loss_cls: 0.3492, decode.d8.loss_mask: 0.5427, decode.d8.loss_dice: 0.8011, loss: 18.3743, grad_norm: 65.8065 2023-12-26 02:19:38,599 - mmseg - INFO - Iter [65400/160000] lr: 5.913e-05, eta: 13:18:32, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3474, decode.loss_mask: 0.5457, decode.loss_dice: 0.8164, decode.d0.loss_cls: 1.3317, decode.d0.loss_mask: 0.5905, decode.d0.loss_dice: 0.9097, decode.d1.loss_cls: 0.4420, decode.d1.loss_mask: 0.5727, decode.d1.loss_dice: 0.8619, decode.d2.loss_cls: 0.3928, decode.d2.loss_mask: 0.5581, decode.d2.loss_dice: 0.8420, decode.d3.loss_cls: 0.3751, decode.d3.loss_mask: 0.5506, decode.d3.loss_dice: 0.8280, decode.d4.loss_cls: 0.3612, decode.d4.loss_mask: 0.5503, decode.d4.loss_dice: 0.8216, decode.d5.loss_cls: 0.3619, decode.d5.loss_mask: 0.5468, decode.d5.loss_dice: 0.8238, decode.d6.loss_cls: 0.3525, decode.d6.loss_mask: 0.5459, decode.d6.loss_dice: 0.8173, decode.d7.loss_cls: 0.3501, decode.d7.loss_mask: 0.5471, decode.d7.loss_dice: 0.8155, decode.d8.loss_cls: 0.3443, decode.d8.loss_mask: 0.5471, decode.d8.loss_dice: 0.8165, loss: 18.5667, grad_norm: 57.0853 2023-12-26 02:20:02,916 - mmseg - INFO - Iter [65450/160000] lr: 5.909e-05, eta: 13:18:05, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3331, decode.loss_mask: 0.5761, decode.loss_dice: 0.8318, decode.d0.loss_cls: 1.3153, decode.d0.loss_mask: 0.6241, decode.d0.loss_dice: 0.9158, decode.d1.loss_cls: 0.4157, decode.d1.loss_mask: 0.5996, decode.d1.loss_dice: 0.8778, decode.d2.loss_cls: 0.3778, decode.d2.loss_mask: 0.5816, decode.d2.loss_dice: 0.8545, decode.d3.loss_cls: 0.3615, decode.d3.loss_mask: 0.5759, decode.d3.loss_dice: 0.8388, decode.d4.loss_cls: 0.3589, decode.d4.loss_mask: 0.5772, decode.d4.loss_dice: 0.8308, decode.d5.loss_cls: 0.3499, decode.d5.loss_mask: 0.5781, decode.d5.loss_dice: 0.8284, decode.d6.loss_cls: 0.3388, decode.d6.loss_mask: 0.5766, decode.d6.loss_dice: 0.8307, decode.d7.loss_cls: 0.3373, decode.d7.loss_mask: 0.5751, decode.d7.loss_dice: 0.8279, decode.d8.loss_cls: 0.3402, decode.d8.loss_mask: 0.5739, decode.d8.loss_dice: 0.8268, loss: 18.8301, grad_norm: 74.2592 2023-12-26 02:20:27,235 - mmseg - INFO - Iter [65500/160000] lr: 5.906e-05, eta: 13:17:38, time: 0.486, data_time: 0.014, memory: 40245, decode.loss_cls: 0.3237, decode.loss_mask: 0.5411, decode.loss_dice: 0.8111, decode.d0.loss_cls: 1.3459, decode.d0.loss_mask: 0.5770, decode.d0.loss_dice: 0.9130, decode.d1.loss_cls: 0.4276, decode.d1.loss_mask: 0.5601, decode.d1.loss_dice: 0.8700, decode.d2.loss_cls: 0.3780, decode.d2.loss_mask: 0.5486, decode.d2.loss_dice: 0.8269, decode.d3.loss_cls: 0.3607, decode.d3.loss_mask: 0.5445, decode.d3.loss_dice: 0.8142, decode.d4.loss_cls: 0.3431, decode.d4.loss_mask: 0.5433, decode.d4.loss_dice: 0.8181, decode.d5.loss_cls: 0.3380, decode.d5.loss_mask: 0.5415, decode.d5.loss_dice: 0.8134, decode.d6.loss_cls: 0.3326, decode.d6.loss_mask: 0.5403, decode.d6.loss_dice: 0.8042, decode.d7.loss_cls: 0.3278, decode.d7.loss_mask: 0.5405, decode.d7.loss_dice: 0.8088, decode.d8.loss_cls: 0.3245, decode.d8.loss_mask: 0.5407, decode.d8.loss_dice: 0.8046, loss: 18.2639, grad_norm: 65.3103 2023-12-26 02:20:51,592 - mmseg - INFO - Iter [65550/160000] lr: 5.903e-05, eta: 13:17:11, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3189, decode.loss_mask: 0.5532, decode.loss_dice: 0.8131, decode.d0.loss_cls: 1.3232, decode.d0.loss_mask: 0.6022, decode.d0.loss_dice: 0.9011, decode.d1.loss_cls: 0.4118, decode.d1.loss_mask: 0.5859, decode.d1.loss_dice: 0.8737, decode.d2.loss_cls: 0.3757, decode.d2.loss_mask: 0.5685, decode.d2.loss_dice: 0.8371, decode.d3.loss_cls: 0.3481, decode.d3.loss_mask: 0.5596, decode.d3.loss_dice: 0.8224, decode.d4.loss_cls: 0.3337, decode.d4.loss_mask: 0.5584, decode.d4.loss_dice: 0.8172, decode.d5.loss_cls: 0.3302, decode.d5.loss_mask: 0.5565, decode.d5.loss_dice: 0.8198, decode.d6.loss_cls: 0.3258, decode.d6.loss_mask: 0.5553, decode.d6.loss_dice: 0.8156, decode.d7.loss_cls: 0.3235, decode.d7.loss_mask: 0.5551, decode.d7.loss_dice: 0.8168, decode.d8.loss_cls: 0.3196, decode.d8.loss_mask: 0.5544, decode.d8.loss_dice: 0.8154, loss: 18.3918, grad_norm: 57.4772 2023-12-26 02:21:18,200 - mmseg - INFO - Iter [65600/160000] lr: 5.900e-05, eta: 13:16:48, time: 0.532, data_time: 0.059, memory: 40245, decode.loss_cls: 0.3234, decode.loss_mask: 0.5348, decode.loss_dice: 0.7826, decode.d0.loss_cls: 1.2949, decode.d0.loss_mask: 0.5751, decode.d0.loss_dice: 0.8741, decode.d1.loss_cls: 0.4059, decode.d1.loss_mask: 0.5521, decode.d1.loss_dice: 0.8355, decode.d2.loss_cls: 0.3668, decode.d2.loss_mask: 0.5444, decode.d2.loss_dice: 0.8103, decode.d3.loss_cls: 0.3520, decode.d3.loss_mask: 0.5417, decode.d3.loss_dice: 0.7895, decode.d4.loss_cls: 0.3432, decode.d4.loss_mask: 0.5403, decode.d4.loss_dice: 0.7921, decode.d5.loss_cls: 0.3370, decode.d5.loss_mask: 0.5384, decode.d5.loss_dice: 0.7878, decode.d6.loss_cls: 0.3329, decode.d6.loss_mask: 0.5355, decode.d6.loss_dice: 0.7782, decode.d7.loss_cls: 0.3244, decode.d7.loss_mask: 0.5358, decode.d7.loss_dice: 0.7830, decode.d8.loss_cls: 0.3232, decode.d8.loss_mask: 0.5349, decode.d8.loss_dice: 0.7860, loss: 17.8559, grad_norm: 59.5407 2023-12-26 02:21:42,726 - mmseg - INFO - Iter [65650/160000] lr: 5.897e-05, eta: 13:16:21, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3177, decode.loss_mask: 0.5342, decode.loss_dice: 0.7874, decode.d0.loss_cls: 1.3167, decode.d0.loss_mask: 0.5773, decode.d0.loss_dice: 0.8806, decode.d1.loss_cls: 0.4028, decode.d1.loss_mask: 0.5577, decode.d1.loss_dice: 0.8390, decode.d2.loss_cls: 0.3573, decode.d2.loss_mask: 0.5446, decode.d2.loss_dice: 0.8150, decode.d3.loss_cls: 0.3432, decode.d3.loss_mask: 0.5407, decode.d3.loss_dice: 0.7975, decode.d4.loss_cls: 0.3303, decode.d4.loss_mask: 0.5411, decode.d4.loss_dice: 0.8003, decode.d5.loss_cls: 0.3215, decode.d5.loss_mask: 0.5387, decode.d5.loss_dice: 0.8001, decode.d6.loss_cls: 0.3211, decode.d6.loss_mask: 0.5367, decode.d6.loss_dice: 0.7901, decode.d7.loss_cls: 0.3179, decode.d7.loss_mask: 0.5341, decode.d7.loss_dice: 0.7882, decode.d8.loss_cls: 0.3173, decode.d8.loss_mask: 0.5350, decode.d8.loss_dice: 0.7876, loss: 17.8715, grad_norm: 59.2129 2023-12-26 02:22:07,077 - mmseg - INFO - Iter [65700/160000] lr: 5.894e-05, eta: 13:15:54, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3292, decode.loss_mask: 0.5409, decode.loss_dice: 0.7985, decode.d0.loss_cls: 1.3411, decode.d0.loss_mask: 0.5821, decode.d0.loss_dice: 0.8912, decode.d1.loss_cls: 0.4163, decode.d1.loss_mask: 0.5634, decode.d1.loss_dice: 0.8534, decode.d2.loss_cls: 0.3711, decode.d2.loss_mask: 0.5465, decode.d2.loss_dice: 0.8263, decode.d3.loss_cls: 0.3569, decode.d3.loss_mask: 0.5463, decode.d3.loss_dice: 0.8061, decode.d4.loss_cls: 0.3459, decode.d4.loss_mask: 0.5458, decode.d4.loss_dice: 0.8134, decode.d5.loss_cls: 0.3401, decode.d5.loss_mask: 0.5426, decode.d5.loss_dice: 0.8056, decode.d6.loss_cls: 0.3341, decode.d6.loss_mask: 0.5393, decode.d6.loss_dice: 0.7980, decode.d7.loss_cls: 0.3290, decode.d7.loss_mask: 0.5407, decode.d7.loss_dice: 0.7971, decode.d8.loss_cls: 0.3292, decode.d8.loss_mask: 0.5413, decode.d8.loss_dice: 0.7946, loss: 18.1662, grad_norm: 60.6648 2023-12-26 02:22:31,296 - mmseg - INFO - Iter [65750/160000] lr: 5.891e-05, eta: 13:15:27, time: 0.484, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3474, decode.loss_mask: 0.5777, decode.loss_dice: 0.8222, decode.d0.loss_cls: 1.3193, decode.d0.loss_mask: 0.6319, decode.d0.loss_dice: 0.9191, decode.d1.loss_cls: 0.4330, decode.d1.loss_mask: 0.6036, decode.d1.loss_dice: 0.8751, decode.d2.loss_cls: 0.3845, decode.d2.loss_mask: 0.5898, decode.d2.loss_dice: 0.8457, decode.d3.loss_cls: 0.3726, decode.d3.loss_mask: 0.5858, decode.d3.loss_dice: 0.8313, decode.d4.loss_cls: 0.3648, decode.d4.loss_mask: 0.5858, decode.d4.loss_dice: 0.8285, decode.d5.loss_cls: 0.3519, decode.d5.loss_mask: 0.5792, decode.d5.loss_dice: 0.8258, decode.d6.loss_cls: 0.3507, decode.d6.loss_mask: 0.5790, decode.d6.loss_dice: 0.8242, decode.d7.loss_cls: 0.3505, decode.d7.loss_mask: 0.5794, decode.d7.loss_dice: 0.8213, decode.d8.loss_cls: 0.3475, decode.d8.loss_mask: 0.5796, decode.d8.loss_dice: 0.8238, loss: 18.9309, grad_norm: 63.8243 2023-12-26 02:22:55,585 - mmseg - INFO - Iter [65800/160000] lr: 5.888e-05, eta: 13:15:00, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3411, decode.loss_mask: 0.5251, decode.loss_dice: 0.7932, decode.d0.loss_cls: 1.3546, decode.d0.loss_mask: 0.5684, decode.d0.loss_dice: 0.8955, decode.d1.loss_cls: 0.4194, decode.d1.loss_mask: 0.5447, decode.d1.loss_dice: 0.8475, decode.d2.loss_cls: 0.3843, decode.d2.loss_mask: 0.5286, decode.d2.loss_dice: 0.8091, decode.d3.loss_cls: 0.3662, decode.d3.loss_mask: 0.5262, decode.d3.loss_dice: 0.7984, decode.d4.loss_cls: 0.3615, decode.d4.loss_mask: 0.5250, decode.d4.loss_dice: 0.8002, decode.d5.loss_cls: 0.3533, decode.d5.loss_mask: 0.5276, decode.d5.loss_dice: 0.7958, decode.d6.loss_cls: 0.3557, decode.d6.loss_mask: 0.5245, decode.d6.loss_dice: 0.7883, decode.d7.loss_cls: 0.3481, decode.d7.loss_mask: 0.5240, decode.d7.loss_dice: 0.7917, decode.d8.loss_cls: 0.3447, decode.d8.loss_mask: 0.5251, decode.d8.loss_dice: 0.7907, loss: 18.0583, grad_norm: 57.4532 2023-12-26 02:23:19,915 - mmseg - INFO - Iter [65850/160000] lr: 5.884e-05, eta: 13:14:33, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3136, decode.loss_mask: 0.5405, decode.loss_dice: 0.7711, decode.d0.loss_cls: 1.2528, decode.d0.loss_mask: 0.5855, decode.d0.loss_dice: 0.8649, decode.d1.loss_cls: 0.3912, decode.d1.loss_mask: 0.5600, decode.d1.loss_dice: 0.8225, decode.d2.loss_cls: 0.3461, decode.d2.loss_mask: 0.5532, decode.d2.loss_dice: 0.7932, decode.d3.loss_cls: 0.3330, decode.d3.loss_mask: 0.5497, decode.d3.loss_dice: 0.7792, decode.d4.loss_cls: 0.3158, decode.d4.loss_mask: 0.5455, decode.d4.loss_dice: 0.7808, decode.d5.loss_cls: 0.3138, decode.d5.loss_mask: 0.5439, decode.d5.loss_dice: 0.7801, decode.d6.loss_cls: 0.3095, decode.d6.loss_mask: 0.5430, decode.d6.loss_dice: 0.7722, decode.d7.loss_cls: 0.3131, decode.d7.loss_mask: 0.5395, decode.d7.loss_dice: 0.7715, decode.d8.loss_cls: 0.3125, decode.d8.loss_mask: 0.5400, decode.d8.loss_dice: 0.7725, loss: 17.6102, grad_norm: 58.2615 2023-12-26 02:23:44,258 - mmseg - INFO - Iter [65900/160000] lr: 5.881e-05, eta: 13:14:06, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2955, decode.loss_mask: 0.5329, decode.loss_dice: 0.7832, decode.d0.loss_cls: 1.2945, decode.d0.loss_mask: 0.5702, decode.d0.loss_dice: 0.8684, decode.d1.loss_cls: 0.3792, decode.d1.loss_mask: 0.5522, decode.d1.loss_dice: 0.8197, decode.d2.loss_cls: 0.3409, decode.d2.loss_mask: 0.5356, decode.d2.loss_dice: 0.7953, decode.d3.loss_cls: 0.3234, decode.d3.loss_mask: 0.5341, decode.d3.loss_dice: 0.7882, decode.d4.loss_cls: 0.3114, decode.d4.loss_mask: 0.5345, decode.d4.loss_dice: 0.7838, decode.d5.loss_cls: 0.3117, decode.d5.loss_mask: 0.5299, decode.d5.loss_dice: 0.7808, decode.d6.loss_cls: 0.3063, decode.d6.loss_mask: 0.5310, decode.d6.loss_dice: 0.7802, decode.d7.loss_cls: 0.3046, decode.d7.loss_mask: 0.5324, decode.d7.loss_dice: 0.7817, decode.d8.loss_cls: 0.2983, decode.d8.loss_mask: 0.5321, decode.d8.loss_dice: 0.7805, loss: 17.5129, grad_norm: 61.0869 2023-12-26 02:24:08,835 - mmseg - INFO - Iter [65950/160000] lr: 5.878e-05, eta: 13:13:39, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3470, decode.loss_mask: 0.5651, decode.loss_dice: 0.8178, decode.d0.loss_cls: 1.3426, decode.d0.loss_mask: 0.6067, decode.d0.loss_dice: 0.9085, decode.d1.loss_cls: 0.4265, decode.d1.loss_mask: 0.5895, decode.d1.loss_dice: 0.8638, decode.d2.loss_cls: 0.3856, decode.d2.loss_mask: 0.5775, decode.d2.loss_dice: 0.8395, decode.d3.loss_cls: 0.3728, decode.d3.loss_mask: 0.5735, decode.d3.loss_dice: 0.8315, decode.d4.loss_cls: 0.3575, decode.d4.loss_mask: 0.5736, decode.d4.loss_dice: 0.8237, decode.d5.loss_cls: 0.3539, decode.d5.loss_mask: 0.5694, decode.d5.loss_dice: 0.8260, decode.d6.loss_cls: 0.3508, decode.d6.loss_mask: 0.5702, decode.d6.loss_dice: 0.8175, decode.d7.loss_cls: 0.3476, decode.d7.loss_mask: 0.5663, decode.d7.loss_dice: 0.8206, decode.d8.loss_cls: 0.3459, decode.d8.loss_mask: 0.5672, decode.d8.loss_dice: 0.8199, loss: 18.7581, grad_norm: 61.4410 2023-12-26 02:24:32,996 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 02:24:32,996 - mmseg - INFO - Iter [66000/160000] lr: 5.875e-05, eta: 13:13:12, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3117, decode.loss_mask: 0.5533, decode.loss_dice: 0.7957, decode.d0.loss_cls: 1.2863, decode.d0.loss_mask: 0.5944, decode.d0.loss_dice: 0.8813, decode.d1.loss_cls: 0.3967, decode.d1.loss_mask: 0.5768, decode.d1.loss_dice: 0.8478, decode.d2.loss_cls: 0.3611, decode.d2.loss_mask: 0.5582, decode.d2.loss_dice: 0.8165, decode.d3.loss_cls: 0.3438, decode.d3.loss_mask: 0.5579, decode.d3.loss_dice: 0.8066, decode.d4.loss_cls: 0.3288, decode.d4.loss_mask: 0.5595, decode.d4.loss_dice: 0.8045, decode.d5.loss_cls: 0.3243, decode.d5.loss_mask: 0.5580, decode.d5.loss_dice: 0.8022, decode.d6.loss_cls: 0.3214, decode.d6.loss_mask: 0.5551, decode.d6.loss_dice: 0.7952, decode.d7.loss_cls: 0.3165, decode.d7.loss_mask: 0.5557, decode.d7.loss_dice: 0.7998, decode.d8.loss_cls: 0.3149, decode.d8.loss_mask: 0.5531, decode.d8.loss_dice: 0.7970, loss: 18.0741, grad_norm: 58.4635 2023-12-26 02:24:57,422 - mmseg - INFO - Iter [66050/160000] lr: 5.872e-05, eta: 13:12:45, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3348, decode.loss_mask: 0.5455, decode.loss_dice: 0.7831, decode.d0.loss_cls: 1.3640, decode.d0.loss_mask: 0.5752, decode.d0.loss_dice: 0.8809, decode.d1.loss_cls: 0.4117, decode.d1.loss_mask: 0.5583, decode.d1.loss_dice: 0.8396, decode.d2.loss_cls: 0.3835, decode.d2.loss_mask: 0.5440, decode.d2.loss_dice: 0.8067, decode.d3.loss_cls: 0.3678, decode.d3.loss_mask: 0.5429, decode.d3.loss_dice: 0.7914, decode.d4.loss_cls: 0.3527, decode.d4.loss_mask: 0.5413, decode.d4.loss_dice: 0.7917, decode.d5.loss_cls: 0.3379, decode.d5.loss_mask: 0.5459, decode.d5.loss_dice: 0.7966, decode.d6.loss_cls: 0.3413, decode.d6.loss_mask: 0.5403, decode.d6.loss_dice: 0.7890, decode.d7.loss_cls: 0.3394, decode.d7.loss_mask: 0.5426, decode.d7.loss_dice: 0.7936, decode.d8.loss_cls: 0.3329, decode.d8.loss_mask: 0.5456, decode.d8.loss_dice: 0.7872, loss: 18.1074, grad_norm: 57.3114 2023-12-26 02:25:21,885 - mmseg - INFO - Iter [66100/160000] lr: 5.869e-05, eta: 13:12:18, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3304, decode.loss_mask: 0.5483, decode.loss_dice: 0.8145, decode.d0.loss_cls: 1.3339, decode.d0.loss_mask: 0.5871, decode.d0.loss_dice: 0.9033, decode.d1.loss_cls: 0.4184, decode.d1.loss_mask: 0.5665, decode.d1.loss_dice: 0.8617, decode.d2.loss_cls: 0.3769, decode.d2.loss_mask: 0.5584, decode.d2.loss_dice: 0.8420, decode.d3.loss_cls: 0.3596, decode.d3.loss_mask: 0.5490, decode.d3.loss_dice: 0.8237, decode.d4.loss_cls: 0.3479, decode.d4.loss_mask: 0.5477, decode.d4.loss_dice: 0.8247, decode.d5.loss_cls: 0.3400, decode.d5.loss_mask: 0.5501, decode.d5.loss_dice: 0.8283, decode.d6.loss_cls: 0.3375, decode.d6.loss_mask: 0.5464, decode.d6.loss_dice: 0.8170, decode.d7.loss_cls: 0.3292, decode.d7.loss_mask: 0.5485, decode.d7.loss_dice: 0.8188, decode.d8.loss_cls: 0.3298, decode.d8.loss_mask: 0.5487, decode.d8.loss_dice: 0.8208, loss: 18.4093, grad_norm: 60.5972 2023-12-26 02:25:46,505 - mmseg - INFO - Iter [66150/160000] lr: 5.866e-05, eta: 13:11:52, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3380, decode.loss_mask: 0.5484, decode.loss_dice: 0.8138, decode.d0.loss_cls: 1.3376, decode.d0.loss_mask: 0.5879, decode.d0.loss_dice: 0.9129, decode.d1.loss_cls: 0.4343, decode.d1.loss_mask: 0.5660, decode.d1.loss_dice: 0.8660, decode.d2.loss_cls: 0.3853, decode.d2.loss_mask: 0.5559, decode.d2.loss_dice: 0.8335, decode.d3.loss_cls: 0.3668, decode.d3.loss_mask: 0.5522, decode.d3.loss_dice: 0.8210, decode.d4.loss_cls: 0.3619, decode.d4.loss_mask: 0.5513, decode.d4.loss_dice: 0.8201, decode.d5.loss_cls: 0.3514, decode.d5.loss_mask: 0.5514, decode.d5.loss_dice: 0.8206, decode.d6.loss_cls: 0.3429, decode.d6.loss_mask: 0.5489, decode.d6.loss_dice: 0.8137, decode.d7.loss_cls: 0.3402, decode.d7.loss_mask: 0.5486, decode.d7.loss_dice: 0.8153, decode.d8.loss_cls: 0.3377, decode.d8.loss_mask: 0.5483, decode.d8.loss_dice: 0.8156, loss: 18.4874, grad_norm: 58.0507 2023-12-26 02:26:11,028 - mmseg - INFO - Iter [66200/160000] lr: 5.863e-05, eta: 13:11:25, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3127, decode.loss_mask: 0.5489, decode.loss_dice: 0.8007, decode.d0.loss_cls: 1.3160, decode.d0.loss_mask: 0.5957, decode.d0.loss_dice: 0.8903, decode.d1.loss_cls: 0.3995, decode.d1.loss_mask: 0.5746, decode.d1.loss_dice: 0.8564, decode.d2.loss_cls: 0.3611, decode.d2.loss_mask: 0.5581, decode.d2.loss_dice: 0.8254, decode.d3.loss_cls: 0.3423, decode.d3.loss_mask: 0.5545, decode.d3.loss_dice: 0.8092, decode.d4.loss_cls: 0.3313, decode.d4.loss_mask: 0.5475, decode.d4.loss_dice: 0.8080, decode.d5.loss_cls: 0.3252, decode.d5.loss_mask: 0.5470, decode.d5.loss_dice: 0.8061, decode.d6.loss_cls: 0.3191, decode.d6.loss_mask: 0.5509, decode.d6.loss_dice: 0.7990, decode.d7.loss_cls: 0.3133, decode.d7.loss_mask: 0.5498, decode.d7.loss_dice: 0.8066, decode.d8.loss_cls: 0.3103, decode.d8.loss_mask: 0.5456, decode.d8.loss_dice: 0.8024, loss: 18.1078, grad_norm: 66.8585 2023-12-26 02:26:35,101 - mmseg - INFO - Iter [66250/160000] lr: 5.859e-05, eta: 13:10:58, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3266, decode.loss_mask: 0.5340, decode.loss_dice: 0.8017, decode.d0.loss_cls: 1.3348, decode.d0.loss_mask: 0.5695, decode.d0.loss_dice: 0.8933, decode.d1.loss_cls: 0.4184, decode.d1.loss_mask: 0.5535, decode.d1.loss_dice: 0.8485, decode.d2.loss_cls: 0.3775, decode.d2.loss_mask: 0.5441, decode.d2.loss_dice: 0.8275, decode.d3.loss_cls: 0.3572, decode.d3.loss_mask: 0.5365, decode.d3.loss_dice: 0.8099, decode.d4.loss_cls: 0.3450, decode.d4.loss_mask: 0.5380, decode.d4.loss_dice: 0.8111, decode.d5.loss_cls: 0.3380, decode.d5.loss_mask: 0.5361, decode.d5.loss_dice: 0.8092, decode.d6.loss_cls: 0.3332, decode.d6.loss_mask: 0.5362, decode.d6.loss_dice: 0.8023, decode.d7.loss_cls: 0.3283, decode.d7.loss_mask: 0.5339, decode.d7.loss_dice: 0.8008, decode.d8.loss_cls: 0.3335, decode.d8.loss_mask: 0.5341, decode.d8.loss_dice: 0.8038, loss: 18.1164, grad_norm: 59.3900 2023-12-26 02:26:59,374 - mmseg - INFO - Iter [66300/160000] lr: 5.856e-05, eta: 13:10:31, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3508, decode.loss_mask: 0.5491, decode.loss_dice: 0.8325, decode.d0.loss_cls: 1.3630, decode.d0.loss_mask: 0.5944, decode.d0.loss_dice: 0.9292, decode.d1.loss_cls: 0.4392, decode.d1.loss_mask: 0.5759, decode.d1.loss_dice: 0.8829, decode.d2.loss_cls: 0.3943, decode.d2.loss_mask: 0.5580, decode.d2.loss_dice: 0.8622, decode.d3.loss_cls: 0.3782, decode.d3.loss_mask: 0.5501, decode.d3.loss_dice: 0.8371, decode.d4.loss_cls: 0.3677, decode.d4.loss_mask: 0.5521, decode.d4.loss_dice: 0.8391, decode.d5.loss_cls: 0.3614, decode.d5.loss_mask: 0.5521, decode.d5.loss_dice: 0.8399, decode.d6.loss_cls: 0.3575, decode.d6.loss_mask: 0.5487, decode.d6.loss_dice: 0.8349, decode.d7.loss_cls: 0.3505, decode.d7.loss_mask: 0.5487, decode.d7.loss_dice: 0.8344, decode.d8.loss_cls: 0.3531, decode.d8.loss_mask: 0.5484, decode.d8.loss_dice: 0.8339, loss: 18.8194, grad_norm: 61.7650 2023-12-26 02:27:23,563 - mmseg - INFO - Iter [66350/160000] lr: 5.853e-05, eta: 13:10:04, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3343, decode.loss_mask: 0.5650, decode.loss_dice: 0.8329, decode.d0.loss_cls: 1.3326, decode.d0.loss_mask: 0.6020, decode.d0.loss_dice: 0.9303, decode.d1.loss_cls: 0.4270, decode.d1.loss_mask: 0.5785, decode.d1.loss_dice: 0.8846, decode.d2.loss_cls: 0.3785, decode.d2.loss_mask: 0.5675, decode.d2.loss_dice: 0.8583, decode.d3.loss_cls: 0.3577, decode.d3.loss_mask: 0.5664, decode.d3.loss_dice: 0.8440, decode.d4.loss_cls: 0.3515, decode.d4.loss_mask: 0.5688, decode.d4.loss_dice: 0.8444, decode.d5.loss_cls: 0.3495, decode.d5.loss_mask: 0.5633, decode.d5.loss_dice: 0.8367, decode.d6.loss_cls: 0.3394, decode.d6.loss_mask: 0.5634, decode.d6.loss_dice: 0.8355, decode.d7.loss_cls: 0.3335, decode.d7.loss_mask: 0.5642, decode.d7.loss_dice: 0.8342, decode.d8.loss_cls: 0.3330, decode.d8.loss_mask: 0.5654, decode.d8.loss_dice: 0.8367, loss: 18.7792, grad_norm: 68.9646 2023-12-26 02:27:47,841 - mmseg - INFO - Iter [66400/160000] lr: 5.850e-05, eta: 13:09:37, time: 0.486, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3325, decode.loss_mask: 0.5386, decode.loss_dice: 0.7692, decode.d0.loss_cls: 1.3271, decode.d0.loss_mask: 0.5806, decode.d0.loss_dice: 0.8667, decode.d1.loss_cls: 0.4110, decode.d1.loss_mask: 0.5610, decode.d1.loss_dice: 0.8261, decode.d2.loss_cls: 0.3734, decode.d2.loss_mask: 0.5480, decode.d2.loss_dice: 0.7980, decode.d3.loss_cls: 0.3554, decode.d3.loss_mask: 0.5447, decode.d3.loss_dice: 0.7809, decode.d4.loss_cls: 0.3404, decode.d4.loss_mask: 0.5438, decode.d4.loss_dice: 0.7795, decode.d5.loss_cls: 0.3347, decode.d5.loss_mask: 0.5430, decode.d5.loss_dice: 0.7754, decode.d6.loss_cls: 0.3364, decode.d6.loss_mask: 0.5387, decode.d6.loss_dice: 0.7655, decode.d7.loss_cls: 0.3327, decode.d7.loss_mask: 0.5395, decode.d7.loss_dice: 0.7704, decode.d8.loss_cls: 0.3312, decode.d8.loss_mask: 0.5377, decode.d8.loss_dice: 0.7720, loss: 17.8544, grad_norm: 54.9364 2023-12-26 02:28:12,015 - mmseg - INFO - Iter [66450/160000] lr: 5.847e-05, eta: 13:09:10, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3111, decode.loss_mask: 0.5670, decode.loss_dice: 0.8049, decode.d0.loss_cls: 1.3125, decode.d0.loss_mask: 0.6151, decode.d0.loss_dice: 0.8927, decode.d1.loss_cls: 0.3989, decode.d1.loss_mask: 0.5925, decode.d1.loss_dice: 0.8638, decode.d2.loss_cls: 0.3550, decode.d2.loss_mask: 0.5807, decode.d2.loss_dice: 0.8302, decode.d3.loss_cls: 0.3360, decode.d3.loss_mask: 0.5733, decode.d3.loss_dice: 0.8137, decode.d4.loss_cls: 0.3285, decode.d4.loss_mask: 0.5721, decode.d4.loss_dice: 0.8155, decode.d5.loss_cls: 0.3173, decode.d5.loss_mask: 0.5711, decode.d5.loss_dice: 0.8107, decode.d6.loss_cls: 0.3207, decode.d6.loss_mask: 0.5686, decode.d6.loss_dice: 0.8052, decode.d7.loss_cls: 0.3122, decode.d7.loss_mask: 0.5689, decode.d7.loss_dice: 0.8088, decode.d8.loss_cls: 0.3129, decode.d8.loss_mask: 0.5682, decode.d8.loss_dice: 0.8063, loss: 18.3344, grad_norm: 58.5053 2023-12-26 02:28:36,266 - mmseg - INFO - Iter [66500/160000] lr: 5.844e-05, eta: 13:08:42, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3068, decode.loss_mask: 0.5530, decode.loss_dice: 0.8167, decode.d0.loss_cls: 1.3146, decode.d0.loss_mask: 0.5909, decode.d0.loss_dice: 0.9042, decode.d1.loss_cls: 0.4030, decode.d1.loss_mask: 0.5668, decode.d1.loss_dice: 0.8572, decode.d2.loss_cls: 0.3559, decode.d2.loss_mask: 0.5610, decode.d2.loss_dice: 0.8303, decode.d3.loss_cls: 0.3447, decode.d3.loss_mask: 0.5512, decode.d3.loss_dice: 0.8160, decode.d4.loss_cls: 0.3335, decode.d4.loss_mask: 0.5523, decode.d4.loss_dice: 0.8209, decode.d5.loss_cls: 0.3255, decode.d5.loss_mask: 0.5542, decode.d5.loss_dice: 0.8146, decode.d6.loss_cls: 0.3213, decode.d6.loss_mask: 0.5536, decode.d6.loss_dice: 0.8044, decode.d7.loss_cls: 0.3168, decode.d7.loss_mask: 0.5541, decode.d7.loss_dice: 0.8094, decode.d8.loss_cls: 0.3174, decode.d8.loss_mask: 0.5532, decode.d8.loss_dice: 0.8119, loss: 18.2155, grad_norm: 61.2934 2023-12-26 02:29:00,630 - mmseg - INFO - Iter [66550/160000] lr: 5.841e-05, eta: 13:08:16, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3237, decode.loss_mask: 0.5462, decode.loss_dice: 0.8178, decode.d0.loss_cls: 1.3526, decode.d0.loss_mask: 0.5819, decode.d0.loss_dice: 0.9031, decode.d1.loss_cls: 0.4077, decode.d1.loss_mask: 0.5619, decode.d1.loss_dice: 0.8592, decode.d2.loss_cls: 0.3644, decode.d2.loss_mask: 0.5530, decode.d2.loss_dice: 0.8390, decode.d3.loss_cls: 0.3483, decode.d3.loss_mask: 0.5502, decode.d3.loss_dice: 0.8267, decode.d4.loss_cls: 0.3398, decode.d4.loss_mask: 0.5510, decode.d4.loss_dice: 0.8184, decode.d5.loss_cls: 0.3371, decode.d5.loss_mask: 0.5494, decode.d5.loss_dice: 0.8182, decode.d6.loss_cls: 0.3286, decode.d6.loss_mask: 0.5496, decode.d6.loss_dice: 0.8130, decode.d7.loss_cls: 0.3208, decode.d7.loss_mask: 0.5483, decode.d7.loss_dice: 0.8175, decode.d8.loss_cls: 0.3170, decode.d8.loss_mask: 0.5471, decode.d8.loss_dice: 0.8164, loss: 18.3079, grad_norm: 56.7504 2023-12-26 02:29:25,079 - mmseg - INFO - Iter [66600/160000] lr: 5.838e-05, eta: 13:07:49, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3399, decode.loss_mask: 0.5289, decode.loss_dice: 0.8115, decode.d0.loss_cls: 1.3525, decode.d0.loss_mask: 0.5695, decode.d0.loss_dice: 0.9147, decode.d1.loss_cls: 0.4147, decode.d1.loss_mask: 0.5501, decode.d1.loss_dice: 0.8681, decode.d2.loss_cls: 0.3713, decode.d2.loss_mask: 0.5379, decode.d2.loss_dice: 0.8409, decode.d3.loss_cls: 0.3547, decode.d3.loss_mask: 0.5313, decode.d3.loss_dice: 0.8254, decode.d4.loss_cls: 0.3451, decode.d4.loss_mask: 0.5326, decode.d4.loss_dice: 0.8236, decode.d5.loss_cls: 0.3406, decode.d5.loss_mask: 0.5319, decode.d5.loss_dice: 0.8210, decode.d6.loss_cls: 0.3374, decode.d6.loss_mask: 0.5280, decode.d6.loss_dice: 0.8167, decode.d7.loss_cls: 0.3348, decode.d7.loss_mask: 0.5302, decode.d7.loss_dice: 0.8146, decode.d8.loss_cls: 0.3384, decode.d8.loss_mask: 0.5291, decode.d8.loss_dice: 0.8143, loss: 18.2497, grad_norm: 58.4385 2023-12-26 02:29:49,657 - mmseg - INFO - Iter [66650/160000] lr: 5.834e-05, eta: 13:07:22, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3217, decode.loss_mask: 0.5383, decode.loss_dice: 0.8178, decode.d0.loss_cls: 1.3272, decode.d0.loss_mask: 0.5900, decode.d0.loss_dice: 0.9159, decode.d1.loss_cls: 0.4094, decode.d1.loss_mask: 0.5630, decode.d1.loss_dice: 0.8698, decode.d2.loss_cls: 0.3631, decode.d2.loss_mask: 0.5512, decode.d2.loss_dice: 0.8397, decode.d3.loss_cls: 0.3499, decode.d3.loss_mask: 0.5456, decode.d3.loss_dice: 0.8226, decode.d4.loss_cls: 0.3438, decode.d4.loss_mask: 0.5429, decode.d4.loss_dice: 0.8251, decode.d5.loss_cls: 0.3375, decode.d5.loss_mask: 0.5420, decode.d5.loss_dice: 0.8257, decode.d6.loss_cls: 0.3342, decode.d6.loss_mask: 0.5399, decode.d6.loss_dice: 0.8188, decode.d7.loss_cls: 0.3286, decode.d7.loss_mask: 0.5403, decode.d7.loss_dice: 0.8211, decode.d8.loss_cls: 0.3264, decode.d8.loss_mask: 0.5397, decode.d8.loss_dice: 0.8188, loss: 18.3101, grad_norm: 67.4297 2023-12-26 02:30:13,847 - mmseg - INFO - Iter [66700/160000] lr: 5.831e-05, eta: 13:06:55, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3376, decode.loss_mask: 0.5358, decode.loss_dice: 0.8008, decode.d0.loss_cls: 1.3414, decode.d0.loss_mask: 0.5680, decode.d0.loss_dice: 0.8962, decode.d1.loss_cls: 0.4366, decode.d1.loss_mask: 0.5497, decode.d1.loss_dice: 0.8501, decode.d2.loss_cls: 0.3889, decode.d2.loss_mask: 0.5383, decode.d2.loss_dice: 0.8306, decode.d3.loss_cls: 0.3726, decode.d3.loss_mask: 0.5357, decode.d3.loss_dice: 0.8053, decode.d4.loss_cls: 0.3642, decode.d4.loss_mask: 0.5338, decode.d4.loss_dice: 0.8070, decode.d5.loss_cls: 0.3542, decode.d5.loss_mask: 0.5371, decode.d5.loss_dice: 0.8040, decode.d6.loss_cls: 0.3484, decode.d6.loss_mask: 0.5343, decode.d6.loss_dice: 0.7963, decode.d7.loss_cls: 0.3405, decode.d7.loss_mask: 0.5364, decode.d7.loss_dice: 0.8003, decode.d8.loss_cls: 0.3401, decode.d8.loss_mask: 0.5359, decode.d8.loss_dice: 0.8025, loss: 18.2227, grad_norm: 66.4951 2023-12-26 02:30:38,305 - mmseg - INFO - Iter [66750/160000] lr: 5.828e-05, eta: 13:06:29, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3562, decode.loss_mask: 0.5401, decode.loss_dice: 0.8127, decode.d0.loss_cls: 1.3469, decode.d0.loss_mask: 0.5860, decode.d0.loss_dice: 0.9125, decode.d1.loss_cls: 0.4246, decode.d1.loss_mask: 0.5660, decode.d1.loss_dice: 0.8681, decode.d2.loss_cls: 0.3900, decode.d2.loss_mask: 0.5517, decode.d2.loss_dice: 0.8364, decode.d3.loss_cls: 0.3835, decode.d3.loss_mask: 0.5478, decode.d3.loss_dice: 0.8209, decode.d4.loss_cls: 0.3704, decode.d4.loss_mask: 0.5455, decode.d4.loss_dice: 0.8225, decode.d5.loss_cls: 0.3670, decode.d5.loss_mask: 0.5455, decode.d5.loss_dice: 0.8202, decode.d6.loss_cls: 0.3631, decode.d6.loss_mask: 0.5411, decode.d6.loss_dice: 0.8141, decode.d7.loss_cls: 0.3600, decode.d7.loss_mask: 0.5411, decode.d7.loss_dice: 0.8150, decode.d8.loss_cls: 0.3570, decode.d8.loss_mask: 0.5418, decode.d8.loss_dice: 0.8131, loss: 18.5607, grad_norm: 69.3114 2023-12-26 02:31:02,640 - mmseg - INFO - Iter [66800/160000] lr: 5.825e-05, eta: 13:06:02, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3367, decode.loss_mask: 0.5574, decode.loss_dice: 0.8109, decode.d0.loss_cls: 1.3303, decode.d0.loss_mask: 0.6024, decode.d0.loss_dice: 0.8978, decode.d1.loss_cls: 0.4156, decode.d1.loss_mask: 0.5819, decode.d1.loss_dice: 0.8522, decode.d2.loss_cls: 0.3713, decode.d2.loss_mask: 0.5692, decode.d2.loss_dice: 0.8330, decode.d3.loss_cls: 0.3622, decode.d3.loss_mask: 0.5665, decode.d3.loss_dice: 0.8182, decode.d4.loss_cls: 0.3501, decode.d4.loss_mask: 0.5650, decode.d4.loss_dice: 0.8125, decode.d5.loss_cls: 0.3426, decode.d5.loss_mask: 0.5632, decode.d5.loss_dice: 0.8138, decode.d6.loss_cls: 0.3323, decode.d6.loss_mask: 0.5608, decode.d6.loss_dice: 0.8072, decode.d7.loss_cls: 0.3328, decode.d7.loss_mask: 0.5598, decode.d7.loss_dice: 0.8099, decode.d8.loss_cls: 0.3325, decode.d8.loss_mask: 0.5586, decode.d8.loss_dice: 0.8118, loss: 18.4587, grad_norm: 63.5346 2023-12-26 02:31:29,245 - mmseg - INFO - Iter [66850/160000] lr: 5.822e-05, eta: 13:05:39, time: 0.532, data_time: 0.058, memory: 40245, decode.loss_cls: 0.3464, decode.loss_mask: 0.5399, decode.loss_dice: 0.8070, decode.d0.loss_cls: 1.3267, decode.d0.loss_mask: 0.5861, decode.d0.loss_dice: 0.9011, decode.d1.loss_cls: 0.4285, decode.d1.loss_mask: 0.5597, decode.d1.loss_dice: 0.8588, decode.d2.loss_cls: 0.3858, decode.d2.loss_mask: 0.5459, decode.d2.loss_dice: 0.8257, decode.d3.loss_cls: 0.3708, decode.d3.loss_mask: 0.5434, decode.d3.loss_dice: 0.8160, decode.d4.loss_cls: 0.3589, decode.d4.loss_mask: 0.5388, decode.d4.loss_dice: 0.8145, decode.d5.loss_cls: 0.3497, decode.d5.loss_mask: 0.5388, decode.d5.loss_dice: 0.8131, decode.d6.loss_cls: 0.3480, decode.d6.loss_mask: 0.5402, decode.d6.loss_dice: 0.8094, decode.d7.loss_cls: 0.3404, decode.d7.loss_mask: 0.5418, decode.d7.loss_dice: 0.8106, decode.d8.loss_cls: 0.3435, decode.d8.loss_mask: 0.5405, decode.d8.loss_dice: 0.8123, loss: 18.3425, grad_norm: 61.7551 2023-12-26 02:31:53,661 - mmseg - INFO - Iter [66900/160000] lr: 5.819e-05, eta: 13:05:12, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3389, decode.loss_mask: 0.5499, decode.loss_dice: 0.8048, decode.d0.loss_cls: 1.3590, decode.d0.loss_mask: 0.5936, decode.d0.loss_dice: 0.9099, decode.d1.loss_cls: 0.4351, decode.d1.loss_mask: 0.5655, decode.d1.loss_dice: 0.8617, decode.d2.loss_cls: 0.3871, decode.d2.loss_mask: 0.5558, decode.d2.loss_dice: 0.8328, decode.d3.loss_cls: 0.3674, decode.d3.loss_mask: 0.5550, decode.d3.loss_dice: 0.8125, decode.d4.loss_cls: 0.3531, decode.d4.loss_mask: 0.5531, decode.d4.loss_dice: 0.8163, decode.d5.loss_cls: 0.3476, decode.d5.loss_mask: 0.5538, decode.d5.loss_dice: 0.8112, decode.d6.loss_cls: 0.3441, decode.d6.loss_mask: 0.5522, decode.d6.loss_dice: 0.8102, decode.d7.loss_cls: 0.3381, decode.d7.loss_mask: 0.5508, decode.d7.loss_dice: 0.8097, decode.d8.loss_cls: 0.3370, decode.d8.loss_mask: 0.5526, decode.d8.loss_dice: 0.8087, loss: 18.4674, grad_norm: 60.7585 2023-12-26 02:32:17,857 - mmseg - INFO - Iter [66950/160000] lr: 5.816e-05, eta: 13:04:45, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3108, decode.loss_mask: 0.5552, decode.loss_dice: 0.8166, decode.d0.loss_cls: 1.3280, decode.d0.loss_mask: 0.5969, decode.d0.loss_dice: 0.9082, decode.d1.loss_cls: 0.4058, decode.d1.loss_mask: 0.5707, decode.d1.loss_dice: 0.8678, decode.d2.loss_cls: 0.3609, decode.d2.loss_mask: 0.5607, decode.d2.loss_dice: 0.8389, decode.d3.loss_cls: 0.3373, decode.d3.loss_mask: 0.5584, decode.d3.loss_dice: 0.8241, decode.d4.loss_cls: 0.3281, decode.d4.loss_mask: 0.5556, decode.d4.loss_dice: 0.8269, decode.d5.loss_cls: 0.3167, decode.d5.loss_mask: 0.5561, decode.d5.loss_dice: 0.8241, decode.d6.loss_cls: 0.3144, decode.d6.loss_mask: 0.5551, decode.d6.loss_dice: 0.8193, decode.d7.loss_cls: 0.3143, decode.d7.loss_mask: 0.5547, decode.d7.loss_dice: 0.8166, decode.d8.loss_cls: 0.3043, decode.d8.loss_mask: 0.5562, decode.d8.loss_dice: 0.8192, loss: 18.3019, grad_norm: 61.2471 2023-12-26 02:32:42,019 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 02:32:42,020 - mmseg - INFO - Iter [67000/160000] lr: 5.813e-05, eta: 13:04:17, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3404, decode.loss_mask: 0.5322, decode.loss_dice: 0.8148, decode.d0.loss_cls: 1.3311, decode.d0.loss_mask: 0.5682, decode.d0.loss_dice: 0.9146, decode.d1.loss_cls: 0.4262, decode.d1.loss_mask: 0.5520, decode.d1.loss_dice: 0.8663, decode.d2.loss_cls: 0.3873, decode.d2.loss_mask: 0.5402, decode.d2.loss_dice: 0.8345, decode.d3.loss_cls: 0.3715, decode.d3.loss_mask: 0.5355, decode.d3.loss_dice: 0.8246, decode.d4.loss_cls: 0.3610, decode.d4.loss_mask: 0.5339, decode.d4.loss_dice: 0.8223, decode.d5.loss_cls: 0.3506, decode.d5.loss_mask: 0.5312, decode.d5.loss_dice: 0.8188, decode.d6.loss_cls: 0.3420, decode.d6.loss_mask: 0.5325, decode.d6.loss_dice: 0.8164, decode.d7.loss_cls: 0.3393, decode.d7.loss_mask: 0.5319, decode.d7.loss_dice: 0.8151, decode.d8.loss_cls: 0.3341, decode.d8.loss_mask: 0.5327, decode.d8.loss_dice: 0.8165, loss: 18.3177, grad_norm: 55.5095 2023-12-26 02:33:06,259 - mmseg - INFO - Iter [67050/160000] lr: 5.809e-05, eta: 13:03:50, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3151, decode.loss_mask: 0.5405, decode.loss_dice: 0.8112, decode.d0.loss_cls: 1.3199, decode.d0.loss_mask: 0.5745, decode.d0.loss_dice: 0.8877, decode.d1.loss_cls: 0.4025, decode.d1.loss_mask: 0.5570, decode.d1.loss_dice: 0.8560, decode.d2.loss_cls: 0.3574, decode.d2.loss_mask: 0.5491, decode.d2.loss_dice: 0.8315, decode.d3.loss_cls: 0.3403, decode.d3.loss_mask: 0.5413, decode.d3.loss_dice: 0.8189, decode.d4.loss_cls: 0.3282, decode.d4.loss_mask: 0.5428, decode.d4.loss_dice: 0.8169, decode.d5.loss_cls: 0.3230, decode.d5.loss_mask: 0.5413, decode.d5.loss_dice: 0.8147, decode.d6.loss_cls: 0.3254, decode.d6.loss_mask: 0.5412, decode.d6.loss_dice: 0.8109, decode.d7.loss_cls: 0.3180, decode.d7.loss_mask: 0.5415, decode.d7.loss_dice: 0.8084, decode.d8.loss_cls: 0.3133, decode.d8.loss_mask: 0.5414, decode.d8.loss_dice: 0.8096, loss: 18.0799, grad_norm: 59.9334 2023-12-26 02:33:30,572 - mmseg - INFO - Iter [67100/160000] lr: 5.806e-05, eta: 13:03:24, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3182, decode.loss_mask: 0.5498, decode.loss_dice: 0.7954, decode.d0.loss_cls: 1.3230, decode.d0.loss_mask: 0.5933, decode.d0.loss_dice: 0.8862, decode.d1.loss_cls: 0.4016, decode.d1.loss_mask: 0.5714, decode.d1.loss_dice: 0.8500, decode.d2.loss_cls: 0.3598, decode.d2.loss_mask: 0.5570, decode.d2.loss_dice: 0.8226, decode.d3.loss_cls: 0.3509, decode.d3.loss_mask: 0.5491, decode.d3.loss_dice: 0.8094, decode.d4.loss_cls: 0.3394, decode.d4.loss_mask: 0.5513, decode.d4.loss_dice: 0.8082, decode.d5.loss_cls: 0.3297, decode.d5.loss_mask: 0.5499, decode.d5.loss_dice: 0.8088, decode.d6.loss_cls: 0.3284, decode.d6.loss_mask: 0.5495, decode.d6.loss_dice: 0.7971, decode.d7.loss_cls: 0.3213, decode.d7.loss_mask: 0.5485, decode.d7.loss_dice: 0.8043, decode.d8.loss_cls: 0.3215, decode.d8.loss_mask: 0.5488, decode.d8.loss_dice: 0.7976, loss: 18.1423, grad_norm: 60.5707 2023-12-26 02:33:55,193 - mmseg - INFO - Iter [67150/160000] lr: 5.803e-05, eta: 13:02:57, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3093, decode.loss_mask: 0.5554, decode.loss_dice: 0.8105, decode.d0.loss_cls: 1.2800, decode.d0.loss_mask: 0.5938, decode.d0.loss_dice: 0.8959, decode.d1.loss_cls: 0.3967, decode.d1.loss_mask: 0.5732, decode.d1.loss_dice: 0.8671, decode.d2.loss_cls: 0.3583, decode.d2.loss_mask: 0.5614, decode.d2.loss_dice: 0.8339, decode.d3.loss_cls: 0.3320, decode.d3.loss_mask: 0.5614, decode.d3.loss_dice: 0.8185, decode.d4.loss_cls: 0.3306, decode.d4.loss_mask: 0.5574, decode.d4.loss_dice: 0.8174, decode.d5.loss_cls: 0.3217, decode.d5.loss_mask: 0.5556, decode.d5.loss_dice: 0.8183, decode.d6.loss_cls: 0.3197, decode.d6.loss_mask: 0.5555, decode.d6.loss_dice: 0.8124, decode.d7.loss_cls: 0.3124, decode.d7.loss_mask: 0.5547, decode.d7.loss_dice: 0.8163, decode.d8.loss_cls: 0.3082, decode.d8.loss_mask: 0.5553, decode.d8.loss_dice: 0.8165, loss: 18.1995, grad_norm: 54.9029 2023-12-26 02:34:19,624 - mmseg - INFO - Iter [67200/160000] lr: 5.800e-05, eta: 13:02:30, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3373, decode.loss_mask: 0.5327, decode.loss_dice: 0.8077, decode.d0.loss_cls: 1.3496, decode.d0.loss_mask: 0.5714, decode.d0.loss_dice: 0.8985, decode.d1.loss_cls: 0.4307, decode.d1.loss_mask: 0.5521, decode.d1.loss_dice: 0.8595, decode.d2.loss_cls: 0.3834, decode.d2.loss_mask: 0.5388, decode.d2.loss_dice: 0.8309, decode.d3.loss_cls: 0.3671, decode.d3.loss_mask: 0.5389, decode.d3.loss_dice: 0.8154, decode.d4.loss_cls: 0.3600, decode.d4.loss_mask: 0.5351, decode.d4.loss_dice: 0.8177, decode.d5.loss_cls: 0.3531, decode.d5.loss_mask: 0.5335, decode.d5.loss_dice: 0.8134, decode.d6.loss_cls: 0.3516, decode.d6.loss_mask: 0.5333, decode.d6.loss_dice: 0.8086, decode.d7.loss_cls: 0.3410, decode.d7.loss_mask: 0.5324, decode.d7.loss_dice: 0.8106, decode.d8.loss_cls: 0.3409, decode.d8.loss_mask: 0.5329, decode.d8.loss_dice: 0.8104, loss: 18.2885, grad_norm: 62.6439 2023-12-26 02:34:44,034 - mmseg - INFO - Iter [67250/160000] lr: 5.797e-05, eta: 13:02:04, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3405, decode.loss_mask: 0.5478, decode.loss_dice: 0.8005, decode.d0.loss_cls: 1.3533, decode.d0.loss_mask: 0.5913, decode.d0.loss_dice: 0.8987, decode.d1.loss_cls: 0.4291, decode.d1.loss_mask: 0.5664, decode.d1.loss_dice: 0.8488, decode.d2.loss_cls: 0.3838, decode.d2.loss_mask: 0.5551, decode.d2.loss_dice: 0.8222, decode.d3.loss_cls: 0.3738, decode.d3.loss_mask: 0.5497, decode.d3.loss_dice: 0.8093, decode.d4.loss_cls: 0.3597, decode.d4.loss_mask: 0.5472, decode.d4.loss_dice: 0.8106, decode.d5.loss_cls: 0.3536, decode.d5.loss_mask: 0.5517, decode.d5.loss_dice: 0.8069, decode.d6.loss_cls: 0.3491, decode.d6.loss_mask: 0.5482, decode.d6.loss_dice: 0.7992, decode.d7.loss_cls: 0.3426, decode.d7.loss_mask: 0.5521, decode.d7.loss_dice: 0.8016, decode.d8.loss_cls: 0.3456, decode.d8.loss_mask: 0.5478, decode.d8.loss_dice: 0.7987, loss: 18.3847, grad_norm: 62.4823 2023-12-26 02:35:08,471 - mmseg - INFO - Iter [67300/160000] lr: 5.794e-05, eta: 13:01:37, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3294, decode.loss_mask: 0.5448, decode.loss_dice: 0.7940, decode.d0.loss_cls: 1.3072, decode.d0.loss_mask: 0.5881, decode.d0.loss_dice: 0.8944, decode.d1.loss_cls: 0.4038, decode.d1.loss_mask: 0.5631, decode.d1.loss_dice: 0.8476, decode.d2.loss_cls: 0.3710, decode.d2.loss_mask: 0.5513, decode.d2.loss_dice: 0.8245, decode.d3.loss_cls: 0.3523, decode.d3.loss_mask: 0.5458, decode.d3.loss_dice: 0.8056, decode.d4.loss_cls: 0.3430, decode.d4.loss_mask: 0.5478, decode.d4.loss_dice: 0.8066, decode.d5.loss_cls: 0.3394, decode.d5.loss_mask: 0.5470, decode.d5.loss_dice: 0.8055, decode.d6.loss_cls: 0.3396, decode.d6.loss_mask: 0.5438, decode.d6.loss_dice: 0.7918, decode.d7.loss_cls: 0.3313, decode.d7.loss_mask: 0.5432, decode.d7.loss_dice: 0.7996, decode.d8.loss_cls: 0.3302, decode.d8.loss_mask: 0.5432, decode.d8.loss_dice: 0.7994, loss: 18.1344, grad_norm: 64.9224 2023-12-26 02:35:32,624 - mmseg - INFO - Iter [67350/160000] lr: 5.791e-05, eta: 13:01:10, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3260, decode.loss_mask: 0.5450, decode.loss_dice: 0.8003, decode.d0.loss_cls: 1.3428, decode.d0.loss_mask: 0.5867, decode.d0.loss_dice: 0.8960, decode.d1.loss_cls: 0.4123, decode.d1.loss_mask: 0.5639, decode.d1.loss_dice: 0.8589, decode.d2.loss_cls: 0.3684, decode.d2.loss_mask: 0.5544, decode.d2.loss_dice: 0.8280, decode.d3.loss_cls: 0.3534, decode.d3.loss_mask: 0.5440, decode.d3.loss_dice: 0.8051, decode.d4.loss_cls: 0.3431, decode.d4.loss_mask: 0.5440, decode.d4.loss_dice: 0.8103, decode.d5.loss_cls: 0.3374, decode.d5.loss_mask: 0.5450, decode.d5.loss_dice: 0.8056, decode.d6.loss_cls: 0.3251, decode.d6.loss_mask: 0.5464, decode.d6.loss_dice: 0.7994, decode.d7.loss_cls: 0.3290, decode.d7.loss_mask: 0.5440, decode.d7.loss_dice: 0.8000, decode.d8.loss_cls: 0.3189, decode.d8.loss_mask: 0.5441, decode.d8.loss_dice: 0.8062, loss: 18.1838, grad_norm: 57.7142 2023-12-26 02:35:56,856 - mmseg - INFO - Iter [67400/160000] lr: 5.788e-05, eta: 13:00:43, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3220, decode.loss_mask: 0.5390, decode.loss_dice: 0.7911, decode.d0.loss_cls: 1.3198, decode.d0.loss_mask: 0.5786, decode.d0.loss_dice: 0.8853, decode.d1.loss_cls: 0.4134, decode.d1.loss_mask: 0.5564, decode.d1.loss_dice: 0.8424, decode.d2.loss_cls: 0.3680, decode.d2.loss_mask: 0.5503, decode.d2.loss_dice: 0.8137, decode.d3.loss_cls: 0.3475, decode.d3.loss_mask: 0.5450, decode.d3.loss_dice: 0.8017, decode.d4.loss_cls: 0.3384, decode.d4.loss_mask: 0.5396, decode.d4.loss_dice: 0.8010, decode.d5.loss_cls: 0.3244, decode.d5.loss_mask: 0.5408, decode.d5.loss_dice: 0.8027, decode.d6.loss_cls: 0.3294, decode.d6.loss_mask: 0.5382, decode.d6.loss_dice: 0.7949, decode.d7.loss_cls: 0.3223, decode.d7.loss_mask: 0.5362, decode.d7.loss_dice: 0.7913, decode.d8.loss_cls: 0.3205, decode.d8.loss_mask: 0.5387, decode.d8.loss_dice: 0.7936, loss: 17.9862, grad_norm: 59.9694 2023-12-26 02:36:21,055 - mmseg - INFO - Iter [67450/160000] lr: 5.784e-05, eta: 13:00:16, time: 0.484, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3275, decode.loss_mask: 0.5532, decode.loss_dice: 0.8214, decode.d0.loss_cls: 1.3315, decode.d0.loss_mask: 0.5942, decode.d0.loss_dice: 0.9217, decode.d1.loss_cls: 0.4120, decode.d1.loss_mask: 0.5669, decode.d1.loss_dice: 0.8796, decode.d2.loss_cls: 0.3705, decode.d2.loss_mask: 0.5584, decode.d2.loss_dice: 0.8467, decode.d3.loss_cls: 0.3498, decode.d3.loss_mask: 0.5540, decode.d3.loss_dice: 0.8296, decode.d4.loss_cls: 0.3379, decode.d4.loss_mask: 0.5552, decode.d4.loss_dice: 0.8305, decode.d5.loss_cls: 0.3372, decode.d5.loss_mask: 0.5524, decode.d5.loss_dice: 0.8318, decode.d6.loss_cls: 0.3318, decode.d6.loss_mask: 0.5509, decode.d6.loss_dice: 0.8238, decode.d7.loss_cls: 0.3259, decode.d7.loss_mask: 0.5524, decode.d7.loss_dice: 0.8243, decode.d8.loss_cls: 0.3324, decode.d8.loss_mask: 0.5510, decode.d8.loss_dice: 0.8255, loss: 18.4799, grad_norm: 62.6184 2023-12-26 02:36:45,406 - mmseg - INFO - Iter [67500/160000] lr: 5.781e-05, eta: 12:59:49, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3007, decode.loss_mask: 0.5503, decode.loss_dice: 0.7953, decode.d0.loss_cls: 1.2904, decode.d0.loss_mask: 0.5868, decode.d0.loss_dice: 0.8770, decode.d1.loss_cls: 0.3901, decode.d1.loss_mask: 0.5696, decode.d1.loss_dice: 0.8421, decode.d2.loss_cls: 0.3419, decode.d2.loss_mask: 0.5583, decode.d2.loss_dice: 0.8127, decode.d3.loss_cls: 0.3271, decode.d3.loss_mask: 0.5529, decode.d3.loss_dice: 0.7977, decode.d4.loss_cls: 0.3124, decode.d4.loss_mask: 0.5535, decode.d4.loss_dice: 0.8035, decode.d5.loss_cls: 0.3069, decode.d5.loss_mask: 0.5526, decode.d5.loss_dice: 0.7966, decode.d6.loss_cls: 0.3038, decode.d6.loss_mask: 0.5527, decode.d6.loss_dice: 0.7944, decode.d7.loss_cls: 0.2993, decode.d7.loss_mask: 0.5503, decode.d7.loss_dice: 0.7954, decode.d8.loss_cls: 0.3020, decode.d8.loss_mask: 0.5498, decode.d8.loss_dice: 0.7936, loss: 17.8595, grad_norm: 58.2342 2023-12-26 02:37:09,673 - mmseg - INFO - Iter [67550/160000] lr: 5.778e-05, eta: 12:59:22, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3312, decode.loss_mask: 0.5542, decode.loss_dice: 0.8076, decode.d0.loss_cls: 1.3258, decode.d0.loss_mask: 0.5928, decode.d0.loss_dice: 0.9013, decode.d1.loss_cls: 0.4142, decode.d1.loss_mask: 0.5729, decode.d1.loss_dice: 0.8587, decode.d2.loss_cls: 0.3690, decode.d2.loss_mask: 0.5603, decode.d2.loss_dice: 0.8364, decode.d3.loss_cls: 0.3522, decode.d3.loss_mask: 0.5553, decode.d3.loss_dice: 0.8211, decode.d4.loss_cls: 0.3452, decode.d4.loss_mask: 0.5551, decode.d4.loss_dice: 0.8217, decode.d5.loss_cls: 0.3346, decode.d5.loss_mask: 0.5526, decode.d5.loss_dice: 0.8204, decode.d6.loss_cls: 0.3348, decode.d6.loss_mask: 0.5529, decode.d6.loss_dice: 0.8133, decode.d7.loss_cls: 0.3317, decode.d7.loss_mask: 0.5539, decode.d7.loss_dice: 0.8134, decode.d8.loss_cls: 0.3300, decode.d8.loss_mask: 0.5543, decode.d8.loss_dice: 0.8116, loss: 18.3787, grad_norm: 64.8706 2023-12-26 02:37:34,143 - mmseg - INFO - Iter [67600/160000] lr: 5.775e-05, eta: 12:58:55, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3216, decode.loss_mask: 0.5595, decode.loss_dice: 0.8178, decode.d0.loss_cls: 1.3351, decode.d0.loss_mask: 0.6034, decode.d0.loss_dice: 0.8910, decode.d1.loss_cls: 0.4041, decode.d1.loss_mask: 0.5835, decode.d1.loss_dice: 0.8663, decode.d2.loss_cls: 0.3614, decode.d2.loss_mask: 0.5689, decode.d2.loss_dice: 0.8434, decode.d3.loss_cls: 0.3448, decode.d3.loss_mask: 0.5638, decode.d3.loss_dice: 0.8264, decode.d4.loss_cls: 0.3310, decode.d4.loss_mask: 0.5594, decode.d4.loss_dice: 0.8235, decode.d5.loss_cls: 0.3309, decode.d5.loss_mask: 0.5597, decode.d5.loss_dice: 0.8244, decode.d6.loss_cls: 0.3288, decode.d6.loss_mask: 0.5587, decode.d6.loss_dice: 0.8174, decode.d7.loss_cls: 0.3233, decode.d7.loss_mask: 0.5562, decode.d7.loss_dice: 0.8200, decode.d8.loss_cls: 0.3204, decode.d8.loss_mask: 0.5592, decode.d8.loss_dice: 0.8208, loss: 18.4249, grad_norm: 61.4886 2023-12-26 02:37:58,700 - mmseg - INFO - Iter [67650/160000] lr: 5.772e-05, eta: 12:58:29, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3660, decode.loss_mask: 0.5439, decode.loss_dice: 0.8393, decode.d0.loss_cls: 1.3788, decode.d0.loss_mask: 0.5905, decode.d0.loss_dice: 0.9458, decode.d1.loss_cls: 0.4554, decode.d1.loss_mask: 0.5653, decode.d1.loss_dice: 0.9018, decode.d2.loss_cls: 0.4061, decode.d2.loss_mask: 0.5584, decode.d2.loss_dice: 0.8661, decode.d3.loss_cls: 0.3912, decode.d3.loss_mask: 0.5499, decode.d3.loss_dice: 0.8477, decode.d4.loss_cls: 0.3763, decode.d4.loss_mask: 0.5508, decode.d4.loss_dice: 0.8482, decode.d5.loss_cls: 0.3761, decode.d5.loss_mask: 0.5497, decode.d5.loss_dice: 0.8438, decode.d6.loss_cls: 0.3759, decode.d6.loss_mask: 0.5450, decode.d6.loss_dice: 0.8317, decode.d7.loss_cls: 0.3719, decode.d7.loss_mask: 0.5474, decode.d7.loss_dice: 0.8394, decode.d8.loss_cls: 0.3688, decode.d8.loss_mask: 0.5459, decode.d8.loss_dice: 0.8347, loss: 19.0119, grad_norm: 64.7799 2023-12-26 02:38:23,133 - mmseg - INFO - Iter [67700/160000] lr: 5.769e-05, eta: 12:58:02, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3150, decode.loss_mask: 0.5311, decode.loss_dice: 0.7806, decode.d0.loss_cls: 1.2994, decode.d0.loss_mask: 0.5741, decode.d0.loss_dice: 0.8725, decode.d1.loss_cls: 0.3913, decode.d1.loss_mask: 0.5497, decode.d1.loss_dice: 0.8309, decode.d2.loss_cls: 0.3548, decode.d2.loss_mask: 0.5411, decode.d2.loss_dice: 0.8023, decode.d3.loss_cls: 0.3388, decode.d3.loss_mask: 0.5415, decode.d3.loss_dice: 0.7867, decode.d4.loss_cls: 0.3297, decode.d4.loss_mask: 0.5368, decode.d4.loss_dice: 0.7819, decode.d5.loss_cls: 0.3238, decode.d5.loss_mask: 0.5363, decode.d5.loss_dice: 0.7861, decode.d6.loss_cls: 0.3192, decode.d6.loss_mask: 0.5340, decode.d6.loss_dice: 0.7729, decode.d7.loss_cls: 0.3190, decode.d7.loss_mask: 0.5346, decode.d7.loss_dice: 0.7830, decode.d8.loss_cls: 0.3122, decode.d8.loss_mask: 0.5346, decode.d8.loss_dice: 0.7827, loss: 17.6965, grad_norm: 59.2230 2023-12-26 02:38:47,444 - mmseg - INFO - Iter [67750/160000] lr: 5.766e-05, eta: 12:57:35, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3386, decode.loss_mask: 0.5813, decode.loss_dice: 0.8262, decode.d0.loss_cls: 1.3551, decode.d0.loss_mask: 0.6187, decode.d0.loss_dice: 0.9125, decode.d1.loss_cls: 0.4132, decode.d1.loss_mask: 0.6012, decode.d1.loss_dice: 0.8763, decode.d2.loss_cls: 0.3814, decode.d2.loss_mask: 0.5883, decode.d2.loss_dice: 0.8542, decode.d3.loss_cls: 0.3678, decode.d3.loss_mask: 0.5836, decode.d3.loss_dice: 0.8436, decode.d4.loss_cls: 0.3495, decode.d4.loss_mask: 0.5836, decode.d4.loss_dice: 0.8401, decode.d5.loss_cls: 0.3496, decode.d5.loss_mask: 0.5829, decode.d5.loss_dice: 0.8394, decode.d6.loss_cls: 0.3455, decode.d6.loss_mask: 0.5812, decode.d6.loss_dice: 0.8266, decode.d7.loss_cls: 0.3417, decode.d7.loss_mask: 0.5825, decode.d7.loss_dice: 0.8345, decode.d8.loss_cls: 0.3379, decode.d8.loss_mask: 0.5810, decode.d8.loss_dice: 0.8267, loss: 18.9448, grad_norm: 67.4730 2023-12-26 02:39:11,831 - mmseg - INFO - Iter [67800/160000] lr: 5.763e-05, eta: 12:57:09, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3098, decode.loss_mask: 0.5372, decode.loss_dice: 0.8006, decode.d0.loss_cls: 1.3340, decode.d0.loss_mask: 0.5731, decode.d0.loss_dice: 0.8797, decode.d1.loss_cls: 0.3932, decode.d1.loss_mask: 0.5525, decode.d1.loss_dice: 0.8397, decode.d2.loss_cls: 0.3549, decode.d2.loss_mask: 0.5399, decode.d2.loss_dice: 0.8149, decode.d3.loss_cls: 0.3483, decode.d3.loss_mask: 0.5382, decode.d3.loss_dice: 0.8102, decode.d4.loss_cls: 0.3298, decode.d4.loss_mask: 0.5373, decode.d4.loss_dice: 0.8086, decode.d5.loss_cls: 0.3275, decode.d5.loss_mask: 0.5374, decode.d5.loss_dice: 0.8058, decode.d6.loss_cls: 0.3207, decode.d6.loss_mask: 0.5368, decode.d6.loss_dice: 0.8013, decode.d7.loss_cls: 0.3160, decode.d7.loss_mask: 0.5359, decode.d7.loss_dice: 0.8015, decode.d8.loss_cls: 0.3074, decode.d8.loss_mask: 0.5370, decode.d8.loss_dice: 0.8035, loss: 17.9326, grad_norm: 59.9205 2023-12-26 02:39:35,985 - mmseg - INFO - Iter [67850/160000] lr: 5.759e-05, eta: 12:56:42, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2963, decode.loss_mask: 0.5318, decode.loss_dice: 0.7790, decode.d0.loss_cls: 1.2861, decode.d0.loss_mask: 0.5657, decode.d0.loss_dice: 0.8634, decode.d1.loss_cls: 0.3720, decode.d1.loss_mask: 0.5506, decode.d1.loss_dice: 0.8259, decode.d2.loss_cls: 0.3309, decode.d2.loss_mask: 0.5396, decode.d2.loss_dice: 0.7997, decode.d3.loss_cls: 0.3175, decode.d3.loss_mask: 0.5353, decode.d3.loss_dice: 0.7923, decode.d4.loss_cls: 0.3105, decode.d4.loss_mask: 0.5336, decode.d4.loss_dice: 0.7895, decode.d5.loss_cls: 0.3029, decode.d5.loss_mask: 0.5360, decode.d5.loss_dice: 0.7874, decode.d6.loss_cls: 0.3007, decode.d6.loss_mask: 0.5361, decode.d6.loss_dice: 0.7847, decode.d7.loss_cls: 0.3003, decode.d7.loss_mask: 0.5337, decode.d7.loss_dice: 0.7778, decode.d8.loss_cls: 0.2910, decode.d8.loss_mask: 0.5325, decode.d8.loss_dice: 0.7813, loss: 17.4840, grad_norm: 61.9304 2023-12-26 02:40:00,271 - mmseg - INFO - Iter [67900/160000] lr: 5.756e-05, eta: 12:56:15, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3191, decode.loss_mask: 0.5490, decode.loss_dice: 0.8098, decode.d0.loss_cls: 1.3103, decode.d0.loss_mask: 0.5861, decode.d0.loss_dice: 0.8848, decode.d1.loss_cls: 0.4025, decode.d1.loss_mask: 0.5685, decode.d1.loss_dice: 0.8528, decode.d2.loss_cls: 0.3551, decode.d2.loss_mask: 0.5587, decode.d2.loss_dice: 0.8232, decode.d3.loss_cls: 0.3334, decode.d3.loss_mask: 0.5529, decode.d3.loss_dice: 0.8147, decode.d4.loss_cls: 0.3300, decode.d4.loss_mask: 0.5513, decode.d4.loss_dice: 0.8121, decode.d5.loss_cls: 0.3182, decode.d5.loss_mask: 0.5548, decode.d5.loss_dice: 0.8150, decode.d6.loss_cls: 0.3195, decode.d6.loss_mask: 0.5535, decode.d6.loss_dice: 0.8044, decode.d7.loss_cls: 0.3157, decode.d7.loss_mask: 0.5520, decode.d7.loss_dice: 0.8090, decode.d8.loss_cls: 0.3169, decode.d8.loss_mask: 0.5480, decode.d8.loss_dice: 0.8079, loss: 18.1294, grad_norm: 58.9009 2023-12-26 02:40:24,667 - mmseg - INFO - Iter [67950/160000] lr: 5.753e-05, eta: 12:55:48, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3421, decode.loss_mask: 0.5375, decode.loss_dice: 0.8028, decode.d0.loss_cls: 1.3456, decode.d0.loss_mask: 0.5715, decode.d0.loss_dice: 0.8875, decode.d1.loss_cls: 0.4298, decode.d1.loss_mask: 0.5518, decode.d1.loss_dice: 0.8476, decode.d2.loss_cls: 0.3826, decode.d2.loss_mask: 0.5418, decode.d2.loss_dice: 0.8260, decode.d3.loss_cls: 0.3740, decode.d3.loss_mask: 0.5349, decode.d3.loss_dice: 0.8052, decode.d4.loss_cls: 0.3601, decode.d4.loss_mask: 0.5347, decode.d4.loss_dice: 0.8038, decode.d5.loss_cls: 0.3563, decode.d5.loss_mask: 0.5374, decode.d5.loss_dice: 0.8043, decode.d6.loss_cls: 0.3467, decode.d6.loss_mask: 0.5385, decode.d6.loss_dice: 0.7996, decode.d7.loss_cls: 0.3444, decode.d7.loss_mask: 0.5398, decode.d7.loss_dice: 0.8017, decode.d8.loss_cls: 0.3419, decode.d8.loss_mask: 0.5382, decode.d8.loss_dice: 0.8036, loss: 18.2316, grad_norm: 57.7348 2023-12-26 02:40:48,883 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 02:40:48,883 - mmseg - INFO - Iter [68000/160000] lr: 5.750e-05, eta: 12:55:21, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3106, decode.loss_mask: 0.5409, decode.loss_dice: 0.7739, decode.d0.loss_cls: 1.3055, decode.d0.loss_mask: 0.5889, decode.d0.loss_dice: 0.8556, decode.d1.loss_cls: 0.3985, decode.d1.loss_mask: 0.5597, decode.d1.loss_dice: 0.8145, decode.d2.loss_cls: 0.3554, decode.d2.loss_mask: 0.5522, decode.d2.loss_dice: 0.7894, decode.d3.loss_cls: 0.3403, decode.d3.loss_mask: 0.5444, decode.d3.loss_dice: 0.7722, decode.d4.loss_cls: 0.3320, decode.d4.loss_mask: 0.5417, decode.d4.loss_dice: 0.7741, decode.d5.loss_cls: 0.3220, decode.d5.loss_mask: 0.5448, decode.d5.loss_dice: 0.7762, decode.d6.loss_cls: 0.3228, decode.d6.loss_mask: 0.5430, decode.d6.loss_dice: 0.7707, decode.d7.loss_cls: 0.3155, decode.d7.loss_mask: 0.5435, decode.d7.loss_dice: 0.7700, decode.d8.loss_cls: 0.3126, decode.d8.loss_mask: 0.5415, decode.d8.loss_dice: 0.7717, loss: 17.6839, grad_norm: 61.6064 2023-12-26 02:41:13,256 - mmseg - INFO - Iter [68050/160000] lr: 5.747e-05, eta: 12:54:54, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3344, decode.loss_mask: 0.5667, decode.loss_dice: 0.8249, decode.d0.loss_cls: 1.3316, decode.d0.loss_mask: 0.6091, decode.d0.loss_dice: 0.9149, decode.d1.loss_cls: 0.4167, decode.d1.loss_mask: 0.5878, decode.d1.loss_dice: 0.8815, decode.d2.loss_cls: 0.3786, decode.d2.loss_mask: 0.5742, decode.d2.loss_dice: 0.8538, decode.d3.loss_cls: 0.3585, decode.d3.loss_mask: 0.5735, decode.d3.loss_dice: 0.8341, decode.d4.loss_cls: 0.3462, decode.d4.loss_mask: 0.5708, decode.d4.loss_dice: 0.8354, decode.d5.loss_cls: 0.3420, decode.d5.loss_mask: 0.5707, decode.d5.loss_dice: 0.8365, decode.d6.loss_cls: 0.3374, decode.d6.loss_mask: 0.5670, decode.d6.loss_dice: 0.8320, decode.d7.loss_cls: 0.3344, decode.d7.loss_mask: 0.5664, decode.d7.loss_dice: 0.8282, decode.d8.loss_cls: 0.3325, decode.d8.loss_mask: 0.5664, decode.d8.loss_dice: 0.8300, loss: 18.7362, grad_norm: 65.6811 2023-12-26 02:41:40,136 - mmseg - INFO - Iter [68100/160000] lr: 5.744e-05, eta: 12:54:32, time: 0.538, data_time: 0.057, memory: 40245, decode.loss_cls: 0.3228, decode.loss_mask: 0.5432, decode.loss_dice: 0.7856, decode.d0.loss_cls: 1.3160, decode.d0.loss_mask: 0.5818, decode.d0.loss_dice: 0.8752, decode.d1.loss_cls: 0.4185, decode.d1.loss_mask: 0.5610, decode.d1.loss_dice: 0.8319, decode.d2.loss_cls: 0.3595, decode.d2.loss_mask: 0.5458, decode.d2.loss_dice: 0.8086, decode.d3.loss_cls: 0.3487, decode.d3.loss_mask: 0.5453, decode.d3.loss_dice: 0.7941, decode.d4.loss_cls: 0.3415, decode.d4.loss_mask: 0.5437, decode.d4.loss_dice: 0.7937, decode.d5.loss_cls: 0.3303, decode.d5.loss_mask: 0.5429, decode.d5.loss_dice: 0.7916, decode.d6.loss_cls: 0.3274, decode.d6.loss_mask: 0.5438, decode.d6.loss_dice: 0.7864, decode.d7.loss_cls: 0.3247, decode.d7.loss_mask: 0.5410, decode.d7.loss_dice: 0.7825, decode.d8.loss_cls: 0.3208, decode.d8.loss_mask: 0.5433, decode.d8.loss_dice: 0.7882, loss: 17.9396, grad_norm: 58.8611 2023-12-26 02:42:04,736 - mmseg - INFO - Iter [68150/160000] lr: 5.741e-05, eta: 12:54:05, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3316, decode.loss_mask: 0.5541, decode.loss_dice: 0.8188, decode.d0.loss_cls: 1.3368, decode.d0.loss_mask: 0.5913, decode.d0.loss_dice: 0.9062, decode.d1.loss_cls: 0.4236, decode.d1.loss_mask: 0.5736, decode.d1.loss_dice: 0.8685, decode.d2.loss_cls: 0.3761, decode.d2.loss_mask: 0.5598, decode.d2.loss_dice: 0.8407, decode.d3.loss_cls: 0.3655, decode.d3.loss_mask: 0.5562, decode.d3.loss_dice: 0.8232, decode.d4.loss_cls: 0.3482, decode.d4.loss_mask: 0.5566, decode.d4.loss_dice: 0.8229, decode.d5.loss_cls: 0.3427, decode.d5.loss_mask: 0.5554, decode.d5.loss_dice: 0.8260, decode.d6.loss_cls: 0.3440, decode.d6.loss_mask: 0.5537, decode.d6.loss_dice: 0.8137, decode.d7.loss_cls: 0.3349, decode.d7.loss_mask: 0.5552, decode.d7.loss_dice: 0.8184, decode.d8.loss_cls: 0.3329, decode.d8.loss_mask: 0.5534, decode.d8.loss_dice: 0.8161, loss: 18.5001, grad_norm: 57.5663 2023-12-26 02:42:29,164 - mmseg - INFO - Iter [68200/160000] lr: 5.738e-05, eta: 12:53:39, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3156, decode.loss_mask: 0.5519, decode.loss_dice: 0.8029, decode.d0.loss_cls: 1.3022, decode.d0.loss_mask: 0.5942, decode.d0.loss_dice: 0.9056, decode.d1.loss_cls: 0.4010, decode.d1.loss_mask: 0.5688, decode.d1.loss_dice: 0.8506, decode.d2.loss_cls: 0.3598, decode.d2.loss_mask: 0.5600, decode.d2.loss_dice: 0.8246, decode.d3.loss_cls: 0.3508, decode.d3.loss_mask: 0.5548, decode.d3.loss_dice: 0.8085, decode.d4.loss_cls: 0.3384, decode.d4.loss_mask: 0.5555, decode.d4.loss_dice: 0.8086, decode.d5.loss_cls: 0.3265, decode.d5.loss_mask: 0.5534, decode.d5.loss_dice: 0.8122, decode.d6.loss_cls: 0.3254, decode.d6.loss_mask: 0.5515, decode.d6.loss_dice: 0.8031, decode.d7.loss_cls: 0.3180, decode.d7.loss_mask: 0.5509, decode.d7.loss_dice: 0.8051, decode.d8.loss_cls: 0.3154, decode.d8.loss_mask: 0.5513, decode.d8.loss_dice: 0.8071, loss: 18.1736, grad_norm: 62.7566 2023-12-26 02:42:54,200 - mmseg - INFO - Iter [68250/160000] lr: 5.734e-05, eta: 12:53:13, time: 0.501, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3083, decode.loss_mask: 0.5156, decode.loss_dice: 0.7900, decode.d0.loss_cls: 1.3040, decode.d0.loss_mask: 0.5531, decode.d0.loss_dice: 0.8742, decode.d1.loss_cls: 0.3845, decode.d1.loss_mask: 0.5346, decode.d1.loss_dice: 0.8340, decode.d2.loss_cls: 0.3450, decode.d2.loss_mask: 0.5231, decode.d2.loss_dice: 0.8112, decode.d3.loss_cls: 0.3305, decode.d3.loss_mask: 0.5139, decode.d3.loss_dice: 0.7937, decode.d4.loss_cls: 0.3146, decode.d4.loss_mask: 0.5152, decode.d4.loss_dice: 0.7956, decode.d5.loss_cls: 0.3084, decode.d5.loss_mask: 0.5156, decode.d5.loss_dice: 0.7958, decode.d6.loss_cls: 0.3162, decode.d6.loss_mask: 0.5123, decode.d6.loss_dice: 0.7855, decode.d7.loss_cls: 0.3076, decode.d7.loss_mask: 0.5148, decode.d7.loss_dice: 0.7897, decode.d8.loss_cls: 0.3062, decode.d8.loss_mask: 0.5154, decode.d8.loss_dice: 0.7897, loss: 17.4983, grad_norm: 61.2391 2023-12-26 02:43:19,154 - mmseg - INFO - Iter [68300/160000] lr: 5.731e-05, eta: 12:52:47, time: 0.499, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3182, decode.loss_mask: 0.5568, decode.loss_dice: 0.8035, decode.d0.loss_cls: 1.3003, decode.d0.loss_mask: 0.5986, decode.d0.loss_dice: 0.8820, decode.d1.loss_cls: 0.4067, decode.d1.loss_mask: 0.5743, decode.d1.loss_dice: 0.8587, decode.d2.loss_cls: 0.3583, decode.d2.loss_mask: 0.5645, decode.d2.loss_dice: 0.8262, decode.d3.loss_cls: 0.3483, decode.d3.loss_mask: 0.5568, decode.d3.loss_dice: 0.8076, decode.d4.loss_cls: 0.3344, decode.d4.loss_mask: 0.5594, decode.d4.loss_dice: 0.8139, decode.d5.loss_cls: 0.3285, decode.d5.loss_mask: 0.5577, decode.d5.loss_dice: 0.8080, decode.d6.loss_cls: 0.3274, decode.d6.loss_mask: 0.5553, decode.d6.loss_dice: 0.7987, decode.d7.loss_cls: 0.3207, decode.d7.loss_mask: 0.5558, decode.d7.loss_dice: 0.8009, decode.d8.loss_cls: 0.3249, decode.d8.loss_mask: 0.5539, decode.d8.loss_dice: 0.8028, loss: 18.2030, grad_norm: 61.6096 2023-12-26 02:43:43,432 - mmseg - INFO - Iter [68350/160000] lr: 5.728e-05, eta: 12:52:20, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3372, decode.loss_mask: 0.5239, decode.loss_dice: 0.7878, decode.d0.loss_cls: 1.3393, decode.d0.loss_mask: 0.5659, decode.d0.loss_dice: 0.8900, decode.d1.loss_cls: 0.4150, decode.d1.loss_mask: 0.5493, decode.d1.loss_dice: 0.8461, decode.d2.loss_cls: 0.3802, decode.d2.loss_mask: 0.5329, decode.d2.loss_dice: 0.8193, decode.d3.loss_cls: 0.3626, decode.d3.loss_mask: 0.5273, decode.d3.loss_dice: 0.7970, decode.d4.loss_cls: 0.3461, decode.d4.loss_mask: 0.5273, decode.d4.loss_dice: 0.8010, decode.d5.loss_cls: 0.3383, decode.d5.loss_mask: 0.5286, decode.d5.loss_dice: 0.8004, decode.d6.loss_cls: 0.3383, decode.d6.loss_mask: 0.5262, decode.d6.loss_dice: 0.7889, decode.d7.loss_cls: 0.3375, decode.d7.loss_mask: 0.5237, decode.d7.loss_dice: 0.7878, decode.d8.loss_cls: 0.3390, decode.d8.loss_mask: 0.5231, decode.d8.loss_dice: 0.7925, loss: 17.9726, grad_norm: 62.0950 2023-12-26 02:44:07,787 - mmseg - INFO - Iter [68400/160000] lr: 5.725e-05, eta: 12:51:54, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3286, decode.loss_mask: 0.5609, decode.loss_dice: 0.8175, decode.d0.loss_cls: 1.3121, decode.d0.loss_mask: 0.6081, decode.d0.loss_dice: 0.9148, decode.d1.loss_cls: 0.4244, decode.d1.loss_mask: 0.5861, decode.d1.loss_dice: 0.8701, decode.d2.loss_cls: 0.3795, decode.d2.loss_mask: 0.5740, decode.d2.loss_dice: 0.8388, decode.d3.loss_cls: 0.3592, decode.d3.loss_mask: 0.5675, decode.d3.loss_dice: 0.8244, decode.d4.loss_cls: 0.3517, decode.d4.loss_mask: 0.5632, decode.d4.loss_dice: 0.8246, decode.d5.loss_cls: 0.3421, decode.d5.loss_mask: 0.5640, decode.d5.loss_dice: 0.8239, decode.d6.loss_cls: 0.3386, decode.d6.loss_mask: 0.5598, decode.d6.loss_dice: 0.8152, decode.d7.loss_cls: 0.3407, decode.d7.loss_mask: 0.5612, decode.d7.loss_dice: 0.8141, decode.d8.loss_cls: 0.3351, decode.d8.loss_mask: 0.5630, decode.d8.loss_dice: 0.8187, loss: 18.5817, grad_norm: 64.9022 2023-12-26 02:44:32,391 - mmseg - INFO - Iter [68450/160000] lr: 5.722e-05, eta: 12:51:27, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2981, decode.loss_mask: 0.5333, decode.loss_dice: 0.7878, decode.d0.loss_cls: 1.3017, decode.d0.loss_mask: 0.5725, decode.d0.loss_dice: 0.8808, decode.d1.loss_cls: 0.3842, decode.d1.loss_mask: 0.5535, decode.d1.loss_dice: 0.8384, decode.d2.loss_cls: 0.3369, decode.d2.loss_mask: 0.5410, decode.d2.loss_dice: 0.8091, decode.d3.loss_cls: 0.3236, decode.d3.loss_mask: 0.5350, decode.d3.loss_dice: 0.7981, decode.d4.loss_cls: 0.3100, decode.d4.loss_mask: 0.5330, decode.d4.loss_dice: 0.7958, decode.d5.loss_cls: 0.3046, decode.d5.loss_mask: 0.5331, decode.d5.loss_dice: 0.7960, decode.d6.loss_cls: 0.3042, decode.d6.loss_mask: 0.5329, decode.d6.loss_dice: 0.7904, decode.d7.loss_cls: 0.2960, decode.d7.loss_mask: 0.5350, decode.d7.loss_dice: 0.7920, decode.d8.loss_cls: 0.2962, decode.d8.loss_mask: 0.5334, decode.d8.loss_dice: 0.7882, loss: 17.6348, grad_norm: 57.9918 2023-12-26 02:44:56,995 - mmseg - INFO - Iter [68500/160000] lr: 5.719e-05, eta: 12:51:01, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3134, decode.loss_mask: 0.5279, decode.loss_dice: 0.7782, decode.d0.loss_cls: 1.3043, decode.d0.loss_mask: 0.5710, decode.d0.loss_dice: 0.8736, decode.d1.loss_cls: 0.3876, decode.d1.loss_mask: 0.5482, decode.d1.loss_dice: 0.8265, decode.d2.loss_cls: 0.3504, decode.d2.loss_mask: 0.5366, decode.d2.loss_dice: 0.8071, decode.d3.loss_cls: 0.3302, decode.d3.loss_mask: 0.5325, decode.d3.loss_dice: 0.7920, decode.d4.loss_cls: 0.3273, decode.d4.loss_mask: 0.5335, decode.d4.loss_dice: 0.7917, decode.d5.loss_cls: 0.3165, decode.d5.loss_mask: 0.5329, decode.d5.loss_dice: 0.7893, decode.d6.loss_cls: 0.3140, decode.d6.loss_mask: 0.5314, decode.d6.loss_dice: 0.7845, decode.d7.loss_cls: 0.3098, decode.d7.loss_mask: 0.5307, decode.d7.loss_dice: 0.7847, decode.d8.loss_cls: 0.3137, decode.d8.loss_mask: 0.5306, decode.d8.loss_dice: 0.7862, loss: 17.6564, grad_norm: 59.7319 2023-12-26 02:45:21,168 - mmseg - INFO - Iter [68550/160000] lr: 5.716e-05, eta: 12:50:34, time: 0.486, data_time: 0.015, memory: 40245, decode.loss_cls: 0.3232, decode.loss_mask: 0.5180, decode.loss_dice: 0.8005, decode.d0.loss_cls: 1.3164, decode.d0.loss_mask: 0.5615, decode.d0.loss_dice: 0.8934, decode.d1.loss_cls: 0.4030, decode.d1.loss_mask: 0.5349, decode.d1.loss_dice: 0.8443, decode.d2.loss_cls: 0.3707, decode.d2.loss_mask: 0.5247, decode.d2.loss_dice: 0.8227, decode.d3.loss_cls: 0.3467, decode.d3.loss_mask: 0.5214, decode.d3.loss_dice: 0.8168, decode.d4.loss_cls: 0.3382, decode.d4.loss_mask: 0.5197, decode.d4.loss_dice: 0.8107, decode.d5.loss_cls: 0.3339, decode.d5.loss_mask: 0.5193, decode.d5.loss_dice: 0.8086, decode.d6.loss_cls: 0.3291, decode.d6.loss_mask: 0.5199, decode.d6.loss_dice: 0.8043, decode.d7.loss_cls: 0.3187, decode.d7.loss_mask: 0.5189, decode.d7.loss_dice: 0.8123, decode.d8.loss_cls: 0.3251, decode.d8.loss_mask: 0.5165, decode.d8.loss_dice: 0.8069, loss: 17.8803, grad_norm: 57.5718 2023-12-26 02:45:45,777 - mmseg - INFO - Iter [68600/160000] lr: 5.713e-05, eta: 12:50:08, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3228, decode.loss_mask: 0.5450, decode.loss_dice: 0.8106, decode.d0.loss_cls: 1.3514, decode.d0.loss_mask: 0.5906, decode.d0.loss_dice: 0.9173, decode.d1.loss_cls: 0.4183, decode.d1.loss_mask: 0.5678, decode.d1.loss_dice: 0.8702, decode.d2.loss_cls: 0.3741, decode.d2.loss_mask: 0.5522, decode.d2.loss_dice: 0.8411, decode.d3.loss_cls: 0.3491, decode.d3.loss_mask: 0.5478, decode.d3.loss_dice: 0.8256, decode.d4.loss_cls: 0.3436, decode.d4.loss_mask: 0.5500, decode.d4.loss_dice: 0.8215, decode.d5.loss_cls: 0.3392, decode.d5.loss_mask: 0.5444, decode.d5.loss_dice: 0.8220, decode.d6.loss_cls: 0.3312, decode.d6.loss_mask: 0.5420, decode.d6.loss_dice: 0.8085, decode.d7.loss_cls: 0.3257, decode.d7.loss_mask: 0.5433, decode.d7.loss_dice: 0.8125, decode.d8.loss_cls: 0.3231, decode.d8.loss_mask: 0.5437, decode.d8.loss_dice: 0.8095, loss: 18.3441, grad_norm: 60.0640 2023-12-26 02:46:10,116 - mmseg - INFO - Iter [68650/160000] lr: 5.709e-05, eta: 12:49:41, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3365, decode.loss_mask: 0.5352, decode.loss_dice: 0.7856, decode.d0.loss_cls: 1.3832, decode.d0.loss_mask: 0.5687, decode.d0.loss_dice: 0.8728, decode.d1.loss_cls: 0.4250, decode.d1.loss_mask: 0.5527, decode.d1.loss_dice: 0.8377, decode.d2.loss_cls: 0.3802, decode.d2.loss_mask: 0.5446, decode.d2.loss_dice: 0.8078, decode.d3.loss_cls: 0.3545, decode.d3.loss_mask: 0.5404, decode.d3.loss_dice: 0.7972, decode.d4.loss_cls: 0.3496, decode.d4.loss_mask: 0.5363, decode.d4.loss_dice: 0.7957, decode.d5.loss_cls: 0.3434, decode.d5.loss_mask: 0.5372, decode.d5.loss_dice: 0.7897, decode.d6.loss_cls: 0.3403, decode.d6.loss_mask: 0.5397, decode.d6.loss_dice: 0.7857, decode.d7.loss_cls: 0.3326, decode.d7.loss_mask: 0.5370, decode.d7.loss_dice: 0.7834, decode.d8.loss_cls: 0.3359, decode.d8.loss_mask: 0.5353, decode.d8.loss_dice: 0.7871, loss: 18.0509, grad_norm: 62.0567 2023-12-26 02:46:34,380 - mmseg - INFO - Iter [68700/160000] lr: 5.706e-05, eta: 12:49:14, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3078, decode.loss_mask: 0.5209, decode.loss_dice: 0.7706, decode.d0.loss_cls: 1.3175, decode.d0.loss_mask: 0.5641, decode.d0.loss_dice: 0.8673, decode.d1.loss_cls: 0.3960, decode.d1.loss_mask: 0.5388, decode.d1.loss_dice: 0.8264, decode.d2.loss_cls: 0.3560, decode.d2.loss_mask: 0.5301, decode.d2.loss_dice: 0.8006, decode.d3.loss_cls: 0.3446, decode.d3.loss_mask: 0.5262, decode.d3.loss_dice: 0.7873, decode.d4.loss_cls: 0.3302, decode.d4.loss_mask: 0.5238, decode.d4.loss_dice: 0.7870, decode.d5.loss_cls: 0.3262, decode.d5.loss_mask: 0.5224, decode.d5.loss_dice: 0.7802, decode.d6.loss_cls: 0.3200, decode.d6.loss_mask: 0.5198, decode.d6.loss_dice: 0.7733, decode.d7.loss_cls: 0.3121, decode.d7.loss_mask: 0.5205, decode.d7.loss_dice: 0.7751, decode.d8.loss_cls: 0.3093, decode.d8.loss_mask: 0.5206, decode.d8.loss_dice: 0.7746, loss: 17.5494, grad_norm: 61.3862 2023-12-26 02:46:58,538 - mmseg - INFO - Iter [68750/160000] lr: 5.703e-05, eta: 12:48:47, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2998, decode.loss_mask: 0.5317, decode.loss_dice: 0.7821, decode.d0.loss_cls: 1.3071, decode.d0.loss_mask: 0.5674, decode.d0.loss_dice: 0.8653, decode.d1.loss_cls: 0.3871, decode.d1.loss_mask: 0.5480, decode.d1.loss_dice: 0.8216, decode.d2.loss_cls: 0.3443, decode.d2.loss_mask: 0.5383, decode.d2.loss_dice: 0.8058, decode.d3.loss_cls: 0.3236, decode.d3.loss_mask: 0.5352, decode.d3.loss_dice: 0.7896, decode.d4.loss_cls: 0.3174, decode.d4.loss_mask: 0.5316, decode.d4.loss_dice: 0.7903, decode.d5.loss_cls: 0.3116, decode.d5.loss_mask: 0.5313, decode.d5.loss_dice: 0.7898, decode.d6.loss_cls: 0.3089, decode.d6.loss_mask: 0.5285, decode.d6.loss_dice: 0.7787, decode.d7.loss_cls: 0.3076, decode.d7.loss_mask: 0.5305, decode.d7.loss_dice: 0.7833, decode.d8.loss_cls: 0.3026, decode.d8.loss_mask: 0.5308, decode.d8.loss_dice: 0.7823, loss: 17.5720, grad_norm: 64.6264 2023-12-26 02:47:23,034 - mmseg - INFO - Iter [68800/160000] lr: 5.700e-05, eta: 12:48:20, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3348, decode.loss_mask: 0.5307, decode.loss_dice: 0.8057, decode.d0.loss_cls: 1.3593, decode.d0.loss_mask: 0.5720, decode.d0.loss_dice: 0.9098, decode.d1.loss_cls: 0.4302, decode.d1.loss_mask: 0.5499, decode.d1.loss_dice: 0.8646, decode.d2.loss_cls: 0.3879, decode.d2.loss_mask: 0.5380, decode.d2.loss_dice: 0.8353, decode.d3.loss_cls: 0.3601, decode.d3.loss_mask: 0.5366, decode.d3.loss_dice: 0.8126, decode.d4.loss_cls: 0.3522, decode.d4.loss_mask: 0.5353, decode.d4.loss_dice: 0.8099, decode.d5.loss_cls: 0.3507, decode.d5.loss_mask: 0.5348, decode.d5.loss_dice: 0.8149, decode.d6.loss_cls: 0.3456, decode.d6.loss_mask: 0.5330, decode.d6.loss_dice: 0.8043, decode.d7.loss_cls: 0.3382, decode.d7.loss_mask: 0.5335, decode.d7.loss_dice: 0.8046, decode.d8.loss_cls: 0.3347, decode.d8.loss_mask: 0.5336, decode.d8.loss_dice: 0.8061, loss: 18.2587, grad_norm: 59.4036 2023-12-26 02:47:47,225 - mmseg - INFO - Iter [68850/160000] lr: 5.697e-05, eta: 12:47:54, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3188, decode.loss_mask: 0.5319, decode.loss_dice: 0.7869, decode.d0.loss_cls: 1.3311, decode.d0.loss_mask: 0.5761, decode.d0.loss_dice: 0.8829, decode.d1.loss_cls: 0.4121, decode.d1.loss_mask: 0.5465, decode.d1.loss_dice: 0.8379, decode.d2.loss_cls: 0.3651, decode.d2.loss_mask: 0.5347, decode.d2.loss_dice: 0.8129, decode.d3.loss_cls: 0.3482, decode.d3.loss_mask: 0.5310, decode.d3.loss_dice: 0.7961, decode.d4.loss_cls: 0.3342, decode.d4.loss_mask: 0.5325, decode.d4.loss_dice: 0.7976, decode.d5.loss_cls: 0.3289, decode.d5.loss_mask: 0.5339, decode.d5.loss_dice: 0.7964, decode.d6.loss_cls: 0.3255, decode.d6.loss_mask: 0.5328, decode.d6.loss_dice: 0.7874, decode.d7.loss_cls: 0.3212, decode.d7.loss_mask: 0.5320, decode.d7.loss_dice: 0.7832, decode.d8.loss_cls: 0.3255, decode.d8.loss_mask: 0.5308, decode.d8.loss_dice: 0.7885, loss: 17.8624, grad_norm: 59.2217 2023-12-26 02:48:11,484 - mmseg - INFO - Iter [68900/160000] lr: 5.694e-05, eta: 12:47:27, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3267, decode.loss_mask: 0.5403, decode.loss_dice: 0.7951, decode.d0.loss_cls: 1.3227, decode.d0.loss_mask: 0.5829, decode.d0.loss_dice: 0.8934, decode.d1.loss_cls: 0.4078, decode.d1.loss_mask: 0.5588, decode.d1.loss_dice: 0.8478, decode.d2.loss_cls: 0.3657, decode.d2.loss_mask: 0.5485, decode.d2.loss_dice: 0.8192, decode.d3.loss_cls: 0.3529, decode.d3.loss_mask: 0.5454, decode.d3.loss_dice: 0.8080, decode.d4.loss_cls: 0.3395, decode.d4.loss_mask: 0.5425, decode.d4.loss_dice: 0.8074, decode.d5.loss_cls: 0.3323, decode.d5.loss_mask: 0.5408, decode.d5.loss_dice: 0.8012, decode.d6.loss_cls: 0.3374, decode.d6.loss_mask: 0.5379, decode.d6.loss_dice: 0.7915, decode.d7.loss_cls: 0.3286, decode.d7.loss_mask: 0.5386, decode.d7.loss_dice: 0.7942, decode.d8.loss_cls: 0.3266, decode.d8.loss_mask: 0.5390, decode.d8.loss_dice: 0.7937, loss: 18.0664, grad_norm: 62.1415 2023-12-26 02:48:35,951 - mmseg - INFO - Iter [68950/160000] lr: 5.691e-05, eta: 12:47:00, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3193, decode.loss_mask: 0.5470, decode.loss_dice: 0.7958, decode.d0.loss_cls: 1.2917, decode.d0.loss_mask: 0.5924, decode.d0.loss_dice: 0.8912, decode.d1.loss_cls: 0.4078, decode.d1.loss_mask: 0.5688, decode.d1.loss_dice: 0.8445, decode.d2.loss_cls: 0.3683, decode.d2.loss_mask: 0.5545, decode.d2.loss_dice: 0.8137, decode.d3.loss_cls: 0.3530, decode.d3.loss_mask: 0.5488, decode.d3.loss_dice: 0.8050, decode.d4.loss_cls: 0.3372, decode.d4.loss_mask: 0.5491, decode.d4.loss_dice: 0.8035, decode.d5.loss_cls: 0.3285, decode.d5.loss_mask: 0.5474, decode.d5.loss_dice: 0.8011, decode.d6.loss_cls: 0.3249, decode.d6.loss_mask: 0.5456, decode.d6.loss_dice: 0.7976, decode.d7.loss_cls: 0.3201, decode.d7.loss_mask: 0.5470, decode.d7.loss_dice: 0.8009, decode.d8.loss_cls: 0.3221, decode.d8.loss_mask: 0.5459, decode.d8.loss_dice: 0.7960, loss: 18.0686, grad_norm: 65.2989 2023-12-26 02:49:00,413 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 02:49:00,413 - mmseg - INFO - Iter [69000/160000] lr: 5.688e-05, eta: 12:46:34, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3225, decode.loss_mask: 0.5456, decode.loss_dice: 0.8147, decode.d0.loss_cls: 1.3238, decode.d0.loss_mask: 0.5913, decode.d0.loss_dice: 0.9096, decode.d1.loss_cls: 0.4034, decode.d1.loss_mask: 0.5643, decode.d1.loss_dice: 0.8649, decode.d2.loss_cls: 0.3639, decode.d2.loss_mask: 0.5511, decode.d2.loss_dice: 0.8389, decode.d3.loss_cls: 0.3513, decode.d3.loss_mask: 0.5463, decode.d3.loss_dice: 0.8201, decode.d4.loss_cls: 0.3398, decode.d4.loss_mask: 0.5468, decode.d4.loss_dice: 0.8237, decode.d5.loss_cls: 0.3348, decode.d5.loss_mask: 0.5440, decode.d5.loss_dice: 0.8187, decode.d6.loss_cls: 0.3338, decode.d6.loss_mask: 0.5443, decode.d6.loss_dice: 0.8102, decode.d7.loss_cls: 0.3268, decode.d7.loss_mask: 0.5427, decode.d7.loss_dice: 0.8123, decode.d8.loss_cls: 0.3233, decode.d8.loss_mask: 0.5434, decode.d8.loss_dice: 0.8139, loss: 18.2702, grad_norm: 61.8975 2023-12-26 02:49:24,766 - mmseg - INFO - Iter [69050/160000] lr: 5.684e-05, eta: 12:46:07, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3279, decode.loss_mask: 0.5507, decode.loss_dice: 0.7944, decode.d0.loss_cls: 1.3450, decode.d0.loss_mask: 0.5997, decode.d0.loss_dice: 0.9062, decode.d1.loss_cls: 0.4096, decode.d1.loss_mask: 0.5715, decode.d1.loss_dice: 0.8582, decode.d2.loss_cls: 0.3663, decode.d2.loss_mask: 0.5604, decode.d2.loss_dice: 0.8208, decode.d3.loss_cls: 0.3519, decode.d3.loss_mask: 0.5585, decode.d3.loss_dice: 0.8030, decode.d4.loss_cls: 0.3378, decode.d4.loss_mask: 0.5557, decode.d4.loss_dice: 0.8033, decode.d5.loss_cls: 0.3339, decode.d5.loss_mask: 0.5540, decode.d5.loss_dice: 0.8035, decode.d6.loss_cls: 0.3297, decode.d6.loss_mask: 0.5513, decode.d6.loss_dice: 0.7975, decode.d7.loss_cls: 0.3232, decode.d7.loss_mask: 0.5539, decode.d7.loss_dice: 0.8016, decode.d8.loss_cls: 0.3201, decode.d8.loss_mask: 0.5522, decode.d8.loss_dice: 0.8033, loss: 18.2453, grad_norm: 58.5249 2023-12-26 02:49:49,092 - mmseg - INFO - Iter [69100/160000] lr: 5.681e-05, eta: 12:45:40, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3200, decode.loss_mask: 0.5398, decode.loss_dice: 0.7984, decode.d0.loss_cls: 1.2934, decode.d0.loss_mask: 0.5818, decode.d0.loss_dice: 0.8938, decode.d1.loss_cls: 0.4094, decode.d1.loss_mask: 0.5625, decode.d1.loss_dice: 0.8451, decode.d2.loss_cls: 0.3624, decode.d2.loss_mask: 0.5460, decode.d2.loss_dice: 0.8196, decode.d3.loss_cls: 0.3475, decode.d3.loss_mask: 0.5423, decode.d3.loss_dice: 0.8027, decode.d4.loss_cls: 0.3384, decode.d4.loss_mask: 0.5410, decode.d4.loss_dice: 0.8034, decode.d5.loss_cls: 0.3245, decode.d5.loss_mask: 0.5448, decode.d5.loss_dice: 0.8041, decode.d6.loss_cls: 0.3238, decode.d6.loss_mask: 0.5404, decode.d6.loss_dice: 0.7990, decode.d7.loss_cls: 0.3182, decode.d7.loss_mask: 0.5407, decode.d7.loss_dice: 0.7986, decode.d8.loss_cls: 0.3212, decode.d8.loss_mask: 0.5390, decode.d8.loss_dice: 0.7991, loss: 18.0007, grad_norm: 59.3384 2023-12-26 02:50:13,558 - mmseg - INFO - Iter [69150/160000] lr: 5.678e-05, eta: 12:45:14, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3032, decode.loss_mask: 0.5458, decode.loss_dice: 0.7938, decode.d0.loss_cls: 1.2883, decode.d0.loss_mask: 0.5808, decode.d0.loss_dice: 0.8764, decode.d1.loss_cls: 0.3836, decode.d1.loss_mask: 0.5627, decode.d1.loss_dice: 0.8399, decode.d2.loss_cls: 0.3359, decode.d2.loss_mask: 0.5530, decode.d2.loss_dice: 0.8153, decode.d3.loss_cls: 0.3308, decode.d3.loss_mask: 0.5465, decode.d3.loss_dice: 0.7952, decode.d4.loss_cls: 0.3214, decode.d4.loss_mask: 0.5465, decode.d4.loss_dice: 0.7996, decode.d5.loss_cls: 0.3151, decode.d5.loss_mask: 0.5455, decode.d5.loss_dice: 0.7945, decode.d6.loss_cls: 0.3081, decode.d6.loss_mask: 0.5459, decode.d6.loss_dice: 0.7926, decode.d7.loss_cls: 0.3065, decode.d7.loss_mask: 0.5440, decode.d7.loss_dice: 0.7917, decode.d8.loss_cls: 0.3043, decode.d8.loss_mask: 0.5449, decode.d8.loss_dice: 0.7950, loss: 17.8068, grad_norm: 60.3535 2023-12-26 02:50:37,871 - mmseg - INFO - Iter [69200/160000] lr: 5.675e-05, eta: 12:44:47, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3175, decode.loss_mask: 0.5420, decode.loss_dice: 0.7890, decode.d0.loss_cls: 1.3303, decode.d0.loss_mask: 0.5866, decode.d0.loss_dice: 0.8831, decode.d1.loss_cls: 0.4086, decode.d1.loss_mask: 0.5631, decode.d1.loss_dice: 0.8428, decode.d2.loss_cls: 0.3554, decode.d2.loss_mask: 0.5507, decode.d2.loss_dice: 0.8154, decode.d3.loss_cls: 0.3429, decode.d3.loss_mask: 0.5473, decode.d3.loss_dice: 0.8028, decode.d4.loss_cls: 0.3345, decode.d4.loss_mask: 0.5447, decode.d4.loss_dice: 0.7980, decode.d5.loss_cls: 0.3297, decode.d5.loss_mask: 0.5445, decode.d5.loss_dice: 0.7986, decode.d6.loss_cls: 0.3253, decode.d6.loss_mask: 0.5402, decode.d6.loss_dice: 0.7922, decode.d7.loss_cls: 0.3168, decode.d7.loss_mask: 0.5406, decode.d7.loss_dice: 0.7968, decode.d8.loss_cls: 0.3191, decode.d8.loss_mask: 0.5409, decode.d8.loss_dice: 0.7931, loss: 17.9925, grad_norm: 58.0065 2023-12-26 02:51:02,212 - mmseg - INFO - Iter [69250/160000] lr: 5.672e-05, eta: 12:44:20, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3327, decode.loss_mask: 0.5624, decode.loss_dice: 0.7918, decode.d0.loss_cls: 1.3065, decode.d0.loss_mask: 0.6039, decode.d0.loss_dice: 0.8837, decode.d1.loss_cls: 0.4114, decode.d1.loss_mask: 0.5842, decode.d1.loss_dice: 0.8479, decode.d2.loss_cls: 0.3751, decode.d2.loss_mask: 0.5718, decode.d2.loss_dice: 0.8146, decode.d3.loss_cls: 0.3628, decode.d3.loss_mask: 0.5682, decode.d3.loss_dice: 0.7979, decode.d4.loss_cls: 0.3470, decode.d4.loss_mask: 0.5654, decode.d4.loss_dice: 0.7975, decode.d5.loss_cls: 0.3451, decode.d5.loss_mask: 0.5620, decode.d5.loss_dice: 0.8003, decode.d6.loss_cls: 0.3392, decode.d6.loss_mask: 0.5627, decode.d6.loss_dice: 0.7942, decode.d7.loss_cls: 0.3367, decode.d7.loss_mask: 0.5611, decode.d7.loss_dice: 0.7930, decode.d8.loss_cls: 0.3314, decode.d8.loss_mask: 0.5625, decode.d8.loss_dice: 0.7953, loss: 18.3083, grad_norm: 58.8867 2023-12-26 02:51:26,609 - mmseg - INFO - Iter [69300/160000] lr: 5.669e-05, eta: 12:43:54, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2980, decode.loss_mask: 0.5328, decode.loss_dice: 0.8008, decode.d0.loss_cls: 1.3110, decode.d0.loss_mask: 0.5734, decode.d0.loss_dice: 0.8902, decode.d1.loss_cls: 0.3946, decode.d1.loss_mask: 0.5441, decode.d1.loss_dice: 0.8332, decode.d2.loss_cls: 0.3457, decode.d2.loss_mask: 0.5400, decode.d2.loss_dice: 0.8224, decode.d3.loss_cls: 0.3321, decode.d3.loss_mask: 0.5344, decode.d3.loss_dice: 0.8017, decode.d4.loss_cls: 0.3168, decode.d4.loss_mask: 0.5341, decode.d4.loss_dice: 0.8069, decode.d5.loss_cls: 0.3158, decode.d5.loss_mask: 0.5348, decode.d5.loss_dice: 0.8046, decode.d6.loss_cls: 0.3087, decode.d6.loss_mask: 0.5332, decode.d6.loss_dice: 0.7982, decode.d7.loss_cls: 0.3058, decode.d7.loss_mask: 0.5334, decode.d7.loss_dice: 0.7999, decode.d8.loss_cls: 0.3059, decode.d8.loss_mask: 0.5323, decode.d8.loss_dice: 0.7974, loss: 17.7821, grad_norm: 58.8676 2023-12-26 02:51:51,319 - mmseg - INFO - Iter [69350/160000] lr: 5.666e-05, eta: 12:43:28, time: 0.494, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3439, decode.loss_mask: 0.5594, decode.loss_dice: 0.8118, decode.d0.loss_cls: 1.3495, decode.d0.loss_mask: 0.6066, decode.d0.loss_dice: 0.9058, decode.d1.loss_cls: 0.4343, decode.d1.loss_mask: 0.5867, decode.d1.loss_dice: 0.8620, decode.d2.loss_cls: 0.3894, decode.d2.loss_mask: 0.5700, decode.d2.loss_dice: 0.8345, decode.d3.loss_cls: 0.3705, decode.d3.loss_mask: 0.5666, decode.d3.loss_dice: 0.8169, decode.d4.loss_cls: 0.3536, decode.d4.loss_mask: 0.5628, decode.d4.loss_dice: 0.8199, decode.d5.loss_cls: 0.3518, decode.d5.loss_mask: 0.5628, decode.d5.loss_dice: 0.8192, decode.d6.loss_cls: 0.3574, decode.d6.loss_mask: 0.5611, decode.d6.loss_dice: 0.8123, decode.d7.loss_cls: 0.3462, decode.d7.loss_mask: 0.5614, decode.d7.loss_dice: 0.8147, decode.d8.loss_cls: 0.3498, decode.d8.loss_mask: 0.5631, decode.d8.loss_dice: 0.8150, loss: 18.6590, grad_norm: 62.8172 2023-12-26 02:52:18,149 - mmseg - INFO - Iter [69400/160000] lr: 5.663e-05, eta: 12:43:05, time: 0.537, data_time: 0.061, memory: 40245, decode.loss_cls: 0.3069, decode.loss_mask: 0.5278, decode.loss_dice: 0.7770, decode.d0.loss_cls: 1.2933, decode.d0.loss_mask: 0.5727, decode.d0.loss_dice: 0.8669, decode.d1.loss_cls: 0.3820, decode.d1.loss_mask: 0.5441, decode.d1.loss_dice: 0.8171, decode.d2.loss_cls: 0.3567, decode.d2.loss_mask: 0.5346, decode.d2.loss_dice: 0.8015, decode.d3.loss_cls: 0.3355, decode.d3.loss_mask: 0.5290, decode.d3.loss_dice: 0.7838, decode.d4.loss_cls: 0.3283, decode.d4.loss_mask: 0.5246, decode.d4.loss_dice: 0.7845, decode.d5.loss_cls: 0.3143, decode.d5.loss_mask: 0.5290, decode.d5.loss_dice: 0.7804, decode.d6.loss_cls: 0.3145, decode.d6.loss_mask: 0.5276, decode.d6.loss_dice: 0.7811, decode.d7.loss_cls: 0.3083, decode.d7.loss_mask: 0.5280, decode.d7.loss_dice: 0.7797, decode.d8.loss_cls: 0.3126, decode.d8.loss_mask: 0.5268, decode.d8.loss_dice: 0.7793, loss: 17.5476, grad_norm: 60.5845 2023-12-26 02:52:42,388 - mmseg - INFO - Iter [69450/160000] lr: 5.659e-05, eta: 12:42:38, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3157, decode.loss_mask: 0.5176, decode.loss_dice: 0.8069, decode.d0.loss_cls: 1.2998, decode.d0.loss_mask: 0.5638, decode.d0.loss_dice: 0.9085, decode.d1.loss_cls: 0.3979, decode.d1.loss_mask: 0.5363, decode.d1.loss_dice: 0.8575, decode.d2.loss_cls: 0.3611, decode.d2.loss_mask: 0.5265, decode.d2.loss_dice: 0.8293, decode.d3.loss_cls: 0.3456, decode.d3.loss_mask: 0.5204, decode.d3.loss_dice: 0.8168, decode.d4.loss_cls: 0.3341, decode.d4.loss_mask: 0.5201, decode.d4.loss_dice: 0.8171, decode.d5.loss_cls: 0.3228, decode.d5.loss_mask: 0.5200, decode.d5.loss_dice: 0.8149, decode.d6.loss_cls: 0.3208, decode.d6.loss_mask: 0.5205, decode.d6.loss_dice: 0.8057, decode.d7.loss_cls: 0.3188, decode.d7.loss_mask: 0.5176, decode.d7.loss_dice: 0.8082, decode.d8.loss_cls: 0.3139, decode.d8.loss_mask: 0.5162, decode.d8.loss_dice: 0.8083, loss: 17.8627, grad_norm: 61.7984 2023-12-26 02:53:06,806 - mmseg - INFO - Iter [69500/160000] lr: 5.656e-05, eta: 12:42:11, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3187, decode.loss_mask: 0.5427, decode.loss_dice: 0.7917, decode.d0.loss_cls: 1.3145, decode.d0.loss_mask: 0.5896, decode.d0.loss_dice: 0.8811, decode.d1.loss_cls: 0.3980, decode.d1.loss_mask: 0.5654, decode.d1.loss_dice: 0.8397, decode.d2.loss_cls: 0.3610, decode.d2.loss_mask: 0.5490, decode.d2.loss_dice: 0.8129, decode.d3.loss_cls: 0.3389, decode.d3.loss_mask: 0.5482, decode.d3.loss_dice: 0.8009, decode.d4.loss_cls: 0.3320, decode.d4.loss_mask: 0.5462, decode.d4.loss_dice: 0.8020, decode.d5.loss_cls: 0.3278, decode.d5.loss_mask: 0.5442, decode.d5.loss_dice: 0.8018, decode.d6.loss_cls: 0.3224, decode.d6.loss_mask: 0.5469, decode.d6.loss_dice: 0.7921, decode.d7.loss_cls: 0.3166, decode.d7.loss_mask: 0.5449, decode.d7.loss_dice: 0.7945, decode.d8.loss_cls: 0.3183, decode.d8.loss_mask: 0.5444, decode.d8.loss_dice: 0.7952, loss: 17.9815, grad_norm: 63.7315 2023-12-26 02:53:31,211 - mmseg - INFO - Iter [69550/160000] lr: 5.653e-05, eta: 12:41:45, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3115, decode.loss_mask: 0.5480, decode.loss_dice: 0.7939, decode.d0.loss_cls: 1.2657, decode.d0.loss_mask: 0.5930, decode.d0.loss_dice: 0.8824, decode.d1.loss_cls: 0.3869, decode.d1.loss_mask: 0.5706, decode.d1.loss_dice: 0.8519, decode.d2.loss_cls: 0.3484, decode.d2.loss_mask: 0.5611, decode.d2.loss_dice: 0.8208, decode.d3.loss_cls: 0.3374, decode.d3.loss_mask: 0.5535, decode.d3.loss_dice: 0.8052, decode.d4.loss_cls: 0.3272, decode.d4.loss_mask: 0.5538, decode.d4.loss_dice: 0.8038, decode.d5.loss_cls: 0.3190, decode.d5.loss_mask: 0.5530, decode.d5.loss_dice: 0.8034, decode.d6.loss_cls: 0.3152, decode.d6.loss_mask: 0.5489, decode.d6.loss_dice: 0.7940, decode.d7.loss_cls: 0.3127, decode.d7.loss_mask: 0.5492, decode.d7.loss_dice: 0.7983, decode.d8.loss_cls: 0.3129, decode.d8.loss_mask: 0.5481, decode.d8.loss_dice: 0.7967, loss: 17.9664, grad_norm: 58.7914 2023-12-26 02:53:55,682 - mmseg - INFO - Iter [69600/160000] lr: 5.650e-05, eta: 12:41:18, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3232, decode.loss_mask: 0.5308, decode.loss_dice: 0.7894, decode.d0.loss_cls: 1.3208, decode.d0.loss_mask: 0.5732, decode.d0.loss_dice: 0.8801, decode.d1.loss_cls: 0.4207, decode.d1.loss_mask: 0.5510, decode.d1.loss_dice: 0.8346, decode.d2.loss_cls: 0.3767, decode.d2.loss_mask: 0.5393, decode.d2.loss_dice: 0.8102, decode.d3.loss_cls: 0.3539, decode.d3.loss_mask: 0.5332, decode.d3.loss_dice: 0.7973, decode.d4.loss_cls: 0.3360, decode.d4.loss_mask: 0.5355, decode.d4.loss_dice: 0.7943, decode.d5.loss_cls: 0.3384, decode.d5.loss_mask: 0.5326, decode.d5.loss_dice: 0.7957, decode.d6.loss_cls: 0.3259, decode.d6.loss_mask: 0.5340, decode.d6.loss_dice: 0.7891, decode.d7.loss_cls: 0.3261, decode.d7.loss_mask: 0.5327, decode.d7.loss_dice: 0.7882, decode.d8.loss_cls: 0.3239, decode.d8.loss_mask: 0.5331, decode.d8.loss_dice: 0.7885, loss: 17.9084, grad_norm: 65.8648 2023-12-26 02:54:20,129 - mmseg - INFO - Iter [69650/160000] lr: 5.647e-05, eta: 12:40:52, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3140, decode.loss_mask: 0.5241, decode.loss_dice: 0.7880, decode.d0.loss_cls: 1.3246, decode.d0.loss_mask: 0.5728, decode.d0.loss_dice: 0.8857, decode.d1.loss_cls: 0.4032, decode.d1.loss_mask: 0.5496, decode.d1.loss_dice: 0.8420, decode.d2.loss_cls: 0.3608, decode.d2.loss_mask: 0.5338, decode.d2.loss_dice: 0.8128, decode.d3.loss_cls: 0.3474, decode.d3.loss_mask: 0.5305, decode.d3.loss_dice: 0.7997, decode.d4.loss_cls: 0.3296, decode.d4.loss_mask: 0.5275, decode.d4.loss_dice: 0.8000, decode.d5.loss_cls: 0.3212, decode.d5.loss_mask: 0.5289, decode.d5.loss_dice: 0.7965, decode.d6.loss_cls: 0.3187, decode.d6.loss_mask: 0.5252, decode.d6.loss_dice: 0.7941, decode.d7.loss_cls: 0.3176, decode.d7.loss_mask: 0.5260, decode.d7.loss_dice: 0.7930, decode.d8.loss_cls: 0.3185, decode.d8.loss_mask: 0.5244, decode.d8.loss_dice: 0.7890, loss: 17.7993, grad_norm: 55.2093 2023-12-26 02:54:44,516 - mmseg - INFO - Iter [69700/160000] lr: 5.644e-05, eta: 12:40:25, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3130, decode.loss_mask: 0.5167, decode.loss_dice: 0.7896, decode.d0.loss_cls: 1.2858, decode.d0.loss_mask: 0.5569, decode.d0.loss_dice: 0.8721, decode.d1.loss_cls: 0.3948, decode.d1.loss_mask: 0.5348, decode.d1.loss_dice: 0.8299, decode.d2.loss_cls: 0.3506, decode.d2.loss_mask: 0.5260, decode.d2.loss_dice: 0.8077, decode.d3.loss_cls: 0.3374, decode.d3.loss_mask: 0.5210, decode.d3.loss_dice: 0.7994, decode.d4.loss_cls: 0.3272, decode.d4.loss_mask: 0.5203, decode.d4.loss_dice: 0.7928, decode.d5.loss_cls: 0.3178, decode.d5.loss_mask: 0.5172, decode.d5.loss_dice: 0.7960, decode.d6.loss_cls: 0.3165, decode.d6.loss_mask: 0.5198, decode.d6.loss_dice: 0.7915, decode.d7.loss_cls: 0.3095, decode.d7.loss_mask: 0.5181, decode.d7.loss_dice: 0.7904, decode.d8.loss_cls: 0.3136, decode.d8.loss_mask: 0.5183, decode.d8.loss_dice: 0.7881, loss: 17.5728, grad_norm: 58.6917 2023-12-26 02:55:08,912 - mmseg - INFO - Iter [69750/160000] lr: 5.641e-05, eta: 12:39:59, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3140, decode.loss_mask: 0.5163, decode.loss_dice: 0.7845, decode.d0.loss_cls: 1.3418, decode.d0.loss_mask: 0.5627, decode.d0.loss_dice: 0.8770, decode.d1.loss_cls: 0.3985, decode.d1.loss_mask: 0.5370, decode.d1.loss_dice: 0.8308, decode.d2.loss_cls: 0.3533, decode.d2.loss_mask: 0.5247, decode.d2.loss_dice: 0.8109, decode.d3.loss_cls: 0.3411, decode.d3.loss_mask: 0.5184, decode.d3.loss_dice: 0.7944, decode.d4.loss_cls: 0.3343, decode.d4.loss_mask: 0.5192, decode.d4.loss_dice: 0.7897, decode.d5.loss_cls: 0.3238, decode.d5.loss_mask: 0.5165, decode.d5.loss_dice: 0.7888, decode.d6.loss_cls: 0.3162, decode.d6.loss_mask: 0.5166, decode.d6.loss_dice: 0.7847, decode.d7.loss_cls: 0.3144, decode.d7.loss_mask: 0.5144, decode.d7.loss_dice: 0.7893, decode.d8.loss_cls: 0.3126, decode.d8.loss_mask: 0.5162, decode.d8.loss_dice: 0.7843, loss: 17.6265, grad_norm: 62.3139 2023-12-26 02:55:34,337 - mmseg - INFO - Iter [69800/160000] lr: 5.638e-05, eta: 12:39:34, time: 0.509, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3192, decode.loss_mask: 0.5485, decode.loss_dice: 0.8275, decode.d0.loss_cls: 1.3442, decode.d0.loss_mask: 0.5940, decode.d0.loss_dice: 0.9142, decode.d1.loss_cls: 0.4075, decode.d1.loss_mask: 0.5652, decode.d1.loss_dice: 0.8870, decode.d2.loss_cls: 0.3695, decode.d2.loss_mask: 0.5559, decode.d2.loss_dice: 0.8541, decode.d3.loss_cls: 0.3540, decode.d3.loss_mask: 0.5531, decode.d3.loss_dice: 0.8341, decode.d4.loss_cls: 0.3388, decode.d4.loss_mask: 0.5507, decode.d4.loss_dice: 0.8342, decode.d5.loss_cls: 0.3343, decode.d5.loss_mask: 0.5469, decode.d5.loss_dice: 0.8319, decode.d6.loss_cls: 0.3262, decode.d6.loss_mask: 0.5473, decode.d6.loss_dice: 0.8294, decode.d7.loss_cls: 0.3211, decode.d7.loss_mask: 0.5479, decode.d7.loss_dice: 0.8290, decode.d8.loss_cls: 0.3206, decode.d8.loss_mask: 0.5463, decode.d8.loss_dice: 0.8277, loss: 18.4602, grad_norm: 57.8136 2023-12-26 02:55:58,657 - mmseg - INFO - Iter [69850/160000] lr: 5.634e-05, eta: 12:39:07, time: 0.486, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3262, decode.loss_mask: 0.5224, decode.loss_dice: 0.7964, decode.d0.loss_cls: 1.3856, decode.d0.loss_mask: 0.5630, decode.d0.loss_dice: 0.8848, decode.d1.loss_cls: 0.4170, decode.d1.loss_mask: 0.5374, decode.d1.loss_dice: 0.8472, decode.d2.loss_cls: 0.3767, decode.d2.loss_mask: 0.5282, decode.d2.loss_dice: 0.8257, decode.d3.loss_cls: 0.3574, decode.d3.loss_mask: 0.5253, decode.d3.loss_dice: 0.7985, decode.d4.loss_cls: 0.3470, decode.d4.loss_mask: 0.5230, decode.d4.loss_dice: 0.8047, decode.d5.loss_cls: 0.3396, decode.d5.loss_mask: 0.5226, decode.d5.loss_dice: 0.7981, decode.d6.loss_cls: 0.3370, decode.d6.loss_mask: 0.5203, decode.d6.loss_dice: 0.7932, decode.d7.loss_cls: 0.3326, decode.d7.loss_mask: 0.5201, decode.d7.loss_dice: 0.7899, decode.d8.loss_cls: 0.3245, decode.d8.loss_mask: 0.5231, decode.d8.loss_dice: 0.7983, loss: 17.9657, grad_norm: 54.4452 2023-12-26 02:56:22,843 - mmseg - INFO - Iter [69900/160000] lr: 5.631e-05, eta: 12:38:40, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3098, decode.loss_mask: 0.5341, decode.loss_dice: 0.7820, decode.d0.loss_cls: 1.3408, decode.d0.loss_mask: 0.5756, decode.d0.loss_dice: 0.8723, decode.d1.loss_cls: 0.3953, decode.d1.loss_mask: 0.5576, decode.d1.loss_dice: 0.8263, decode.d2.loss_cls: 0.3522, decode.d2.loss_mask: 0.5444, decode.d2.loss_dice: 0.8042, decode.d3.loss_cls: 0.3413, decode.d3.loss_mask: 0.5372, decode.d3.loss_dice: 0.7856, decode.d4.loss_cls: 0.3301, decode.d4.loss_mask: 0.5359, decode.d4.loss_dice: 0.7887, decode.d5.loss_cls: 0.3207, decode.d5.loss_mask: 0.5367, decode.d5.loss_dice: 0.7836, decode.d6.loss_cls: 0.3173, decode.d6.loss_mask: 0.5351, decode.d6.loss_dice: 0.7787, decode.d7.loss_cls: 0.3125, decode.d7.loss_mask: 0.5370, decode.d7.loss_dice: 0.7807, decode.d8.loss_cls: 0.3100, decode.d8.loss_mask: 0.5345, decode.d8.loss_dice: 0.7845, loss: 17.7447, grad_norm: 62.0348 2023-12-26 02:56:47,098 - mmseg - INFO - Iter [69950/160000] lr: 5.628e-05, eta: 12:38:13, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3356, decode.loss_mask: 0.5305, decode.loss_dice: 0.7909, decode.d0.loss_cls: 1.3169, decode.d0.loss_mask: 0.5768, decode.d0.loss_dice: 0.8897, decode.d1.loss_cls: 0.4219, decode.d1.loss_mask: 0.5520, decode.d1.loss_dice: 0.8389, decode.d2.loss_cls: 0.3811, decode.d2.loss_mask: 0.5380, decode.d2.loss_dice: 0.8186, decode.d3.loss_cls: 0.3637, decode.d3.loss_mask: 0.5339, decode.d3.loss_dice: 0.7989, decode.d4.loss_cls: 0.3473, decode.d4.loss_mask: 0.5333, decode.d4.loss_dice: 0.8010, decode.d5.loss_cls: 0.3489, decode.d5.loss_mask: 0.5312, decode.d5.loss_dice: 0.7950, decode.d6.loss_cls: 0.3431, decode.d6.loss_mask: 0.5279, decode.d6.loss_dice: 0.7843, decode.d7.loss_cls: 0.3407, decode.d7.loss_mask: 0.5295, decode.d7.loss_dice: 0.7905, decode.d8.loss_cls: 0.3356, decode.d8.loss_mask: 0.5296, decode.d8.loss_dice: 0.7921, loss: 18.0175, grad_norm: 60.3793 2023-12-26 02:57:11,445 - mmseg - INFO - Saving checkpoint at 70000 iterations 2023-12-26 02:57:13,766 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 02:57:13,766 - mmseg - INFO - Iter [70000/160000] lr: 5.625e-05, eta: 12:37:50, time: 0.533, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2962, decode.loss_mask: 0.5476, decode.loss_dice: 0.7830, decode.d0.loss_cls: 1.2586, decode.d0.loss_mask: 0.5894, decode.d0.loss_dice: 0.8755, decode.d1.loss_cls: 0.3799, decode.d1.loss_mask: 0.5688, decode.d1.loss_dice: 0.8317, decode.d2.loss_cls: 0.3381, decode.d2.loss_mask: 0.5590, decode.d2.loss_dice: 0.8052, decode.d3.loss_cls: 0.3248, decode.d3.loss_mask: 0.5531, decode.d3.loss_dice: 0.7977, decode.d4.loss_cls: 0.3150, decode.d4.loss_mask: 0.5525, decode.d4.loss_dice: 0.7951, decode.d5.loss_cls: 0.3075, decode.d5.loss_mask: 0.5499, decode.d5.loss_dice: 0.7920, decode.d6.loss_cls: 0.3055, decode.d6.loss_mask: 0.5469, decode.d6.loss_dice: 0.7831, decode.d7.loss_cls: 0.3010, decode.d7.loss_mask: 0.5484, decode.d7.loss_dice: 0.7850, decode.d8.loss_cls: 0.2984, decode.d8.loss_mask: 0.5482, decode.d8.loss_dice: 0.7833, loss: 17.7205, grad_norm: 58.8229 2023-12-26 02:57:35,876 - mmseg - INFO - per class results: 2023-12-26 02:57:35,881 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 77.93 | 85.85 | | building | 80.76 | 90.02 | | sky | 94.55 | 97.17 | | floor | 83.03 | 89.28 | | tree | 73.6 | 85.95 | | ceiling | 83.66 | 91.25 | | road | 84.46 | 89.25 | | bed | 90.6 | 96.23 | | windowpane | 59.92 | 82.1 | | grass | 68.41 | 77.96 | | cabinet | 60.82 | 72.96 | | sidewalk | 69.34 | 83.77 | | person | 84.53 | 92.78 | | earth | 37.29 | 54.18 | | door | 51.57 | 73.91 | | table | 65.02 | 79.24 | | mountain | 52.15 | 66.85 | | plant | 52.23 | 66.45 | | curtain | 74.35 | 82.97 | | chair | 59.72 | 68.1 | | car | 86.34 | 94.92 | | water | 49.82 | 62.2 | | painting | 71.63 | 88.68 | | sofa | 69.22 | 90.35 | | shelf | 42.84 | 61.25 | | house | 44.99 | 85.41 | | sea | 60.92 | 90.09 | | mirror | 66.13 | 82.72 | | rug | 70.02 | 80.44 | | field | 35.38 | 66.82 | | armchair | 40.84 | 64.71 | | seat | 60.34 | 81.05 | | fence | 49.06 | 64.87 | | desk | 54.45 | 71.87 | | rock | 42.09 | 62.8 | | wardrobe | 47.2 | 63.88 | | lamp | 71.05 | 81.64 | | bathtub | 83.06 | 86.86 | | railing | 37.67 | 58.14 | | cushion | 59.14 | 76.49 | | base | 39.28 | 57.71 | | box | 32.59 | 47.0 | | column | 50.37 | 67.39 | | signboard | 37.76 | 51.72 | | chest of drawers | 36.38 | 64.09 | | counter | 32.98 | 49.15 | | sand | 43.38 | 68.09 | | sink | 78.1 | 83.87 | | skyscraper | 33.79 | 42.55 | | fireplace | 68.87 | 90.41 | | refrigerator | 82.21 | 89.57 | | grandstand | 43.15 | 75.03 | | path | 25.16 | 46.02 | | stairs | 23.97 | 31.39 | | runway | 68.26 | 87.12 | | case | 44.24 | 62.1 | | pool table | 94.38 | 96.94 | | pillow | 57.15 | 67.93 | | screen door | 71.82 | 82.35 | | stairway | 27.02 | 48.44 | | river | 13.05 | 19.8 | | bridge | 47.2 | 51.86 | | bookcase | 37.59 | 51.65 | | blind | 47.48 | 51.92 | | coffee table | 63.68 | 83.36 | | toilet | 88.7 | 91.48 | | flower | 41.02 | 57.22 | | book | 54.25 | 73.36 | | hill | 7.13 | 13.08 | | bench | 52.97 | 61.62 | | countertop | 60.28 | 76.29 | | stove | 84.21 | 90.69 | | palm | 51.62 | 77.9 | | kitchen island | 45.99 | 80.88 | | computer | 76.69 | 84.42 | | swivel chair | 45.81 | 63.5 | | boat | 73.14 | 90.89 | | bar | 47.65 | 62.36 | | arcade machine | 89.22 | 97.07 | | hovel | 32.17 | 40.98 | | bus | 91.91 | 97.88 | | towel | 65.72 | 84.68 | | light | 60.13 | 78.56 | | truck | 36.61 | 48.08 | | tower | 22.91 | 42.1 | | chandelier | 68.07 | 82.79 | | awning | 29.84 | 37.62 | | streetlight | 39.91 | 55.85 | | booth | 55.75 | 89.05 | | television receiver | 67.89 | 82.84 | | airplane | 63.83 | 76.79 | | dirt track | 30.96 | 33.82 | | apparel | 44.9 | 61.62 | | pole | 28.67 | 44.63 | | land | 4.31 | 6.93 | | bannister | 21.38 | 27.01 | | escalator | 25.93 | 29.42 | | ottoman | 51.12 | 67.89 | | bottle | 26.51 | 32.25 | | buffet | 35.37 | 46.83 | | poster | 17.83 | 21.78 | | stage | 12.55 | 24.1 | | van | 44.08 | 61.37 | | ship | 9.93 | 10.68 | | fountain | 19.31 | 22.43 | | conveyer belt | 58.16 | 90.15 | | canopy | 15.55 | 32.67 | | washer | 76.53 | 77.1 | | plaything | 29.47 | 43.52 | | swimming pool | 61.04 | 71.38 | | stool | 48.92 | 70.82 | | barrel | 73.96 | 97.99 | | basket | 41.93 | 52.15 | | waterfall | 35.01 | 40.23 | | tent | 97.05 | 98.2 | | bag | 23.62 | 30.08 | | minibike | 76.0 | 88.85 | | cradle | 84.03 | 97.41 | | oven | 57.82 | 72.38 | | ball | 50.64 | 64.75 | | food | 64.42 | 73.55 | | step | 14.08 | 24.56 | | tank | 47.85 | 53.39 | | trade name | 23.42 | 29.49 | | microwave | 85.8 | 94.74 | | pot | 56.72 | 68.16 | | animal | 67.68 | 69.52 | | bicycle | 60.76 | 77.11 | | lake | 0.0 | 0.0 | | dishwasher | 67.44 | 73.1 | | screen | 76.13 | 90.7 | | blanket | 28.07 | 33.43 | | sculpture | 52.06 | 88.98 | | hood | 86.76 | 92.63 | | sconce | 54.94 | 72.24 | | vase | 48.04 | 67.59 | | traffic light | 40.39 | 71.38 | | tray | 23.43 | 36.37 | | ashcan | 50.29 | 70.0 | | fan | 69.13 | 84.06 | | pier | 14.46 | 17.3 | | crt screen | 0.14 | 0.35 | | plate | 62.04 | 81.37 | | monitor | 8.83 | 11.71 | | bulletin board | 51.86 | 67.2 | | shower | 13.46 | 25.47 | | radiator | 63.44 | 80.44 | | glass | 21.44 | 23.06 | | clock | 50.19 | 65.99 | | flag | 51.19 | 57.35 | +---------------------+-------+-------+ 2023-12-26 02:57:35,881 - mmseg - INFO - Summary: 2023-12-26 02:57:35,881 - mmseg - INFO - +------+-------+-------+ | aAcc | mIoU | mAcc | +------+-------+-------+ | 83.1 | 51.71 | 65.11 | +------+-------+-------+ 2023-12-26 02:57:35,882 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 02:57:35,882 - mmseg - INFO - Iter(val) [250] aAcc: 0.8310, mIoU: 0.5171, mAcc: 0.6511, IoU.wall: 0.7793, IoU.building: 0.8076, IoU.sky: 0.9455, IoU.floor: 0.8303, IoU.tree: 0.7360, IoU.ceiling: 0.8366, IoU.road: 0.8446, IoU.bed : 0.9060, IoU.windowpane: 0.5992, IoU.grass: 0.6841, IoU.cabinet: 0.6082, IoU.sidewalk: 0.6934, IoU.person: 0.8453, IoU.earth: 0.3729, IoU.door: 0.5157, IoU.table: 0.6502, IoU.mountain: 0.5215, IoU.plant: 0.5223, IoU.curtain: 0.7435, IoU.chair: 0.5972, IoU.car: 0.8634, IoU.water: 0.4982, IoU.painting: 0.7163, IoU.sofa: 0.6922, IoU.shelf: 0.4284, IoU.house: 0.4499, IoU.sea: 0.6092, IoU.mirror: 0.6613, IoU.rug: 0.7002, IoU.field: 0.3538, IoU.armchair: 0.4084, IoU.seat: 0.6034, IoU.fence: 0.4906, IoU.desk: 0.5445, IoU.rock: 0.4209, IoU.wardrobe: 0.4720, IoU.lamp: 0.7105, IoU.bathtub: 0.8306, IoU.railing: 0.3767, IoU.cushion: 0.5914, IoU.base: 0.3928, IoU.box: 0.3259, IoU.column: 0.5037, IoU.signboard: 0.3776, IoU.chest of drawers: 0.3638, IoU.counter: 0.3298, IoU.sand: 0.4338, IoU.sink: 0.7810, IoU.skyscraper: 0.3379, IoU.fireplace: 0.6887, IoU.refrigerator: 0.8221, IoU.grandstand: 0.4315, IoU.path: 0.2516, IoU.stairs: 0.2397, IoU.runway: 0.6826, IoU.case: 0.4424, IoU.pool table: 0.9438, IoU.pillow: 0.5715, IoU.screen door: 0.7182, IoU.stairway: 0.2702, IoU.river: 0.1305, IoU.bridge: 0.4720, IoU.bookcase: 0.3759, IoU.blind: 0.4748, IoU.coffee table: 0.6368, IoU.toilet: 0.8870, IoU.flower: 0.4102, IoU.book: 0.5425, IoU.hill: 0.0713, IoU.bench: 0.5297, IoU.countertop: 0.6028, IoU.stove: 0.8421, IoU.palm: 0.5162, IoU.kitchen island: 0.4599, IoU.computer: 0.7669, IoU.swivel chair: 0.4581, IoU.boat: 0.7314, IoU.bar: 0.4765, IoU.arcade machine: 0.8922, IoU.hovel: 0.3217, IoU.bus: 0.9191, IoU.towel: 0.6572, IoU.light: 0.6013, IoU.truck: 0.3661, IoU.tower: 0.2291, IoU.chandelier: 0.6807, IoU.awning: 0.2984, IoU.streetlight: 0.3991, IoU.booth: 0.5575, IoU.television receiver: 0.6789, IoU.airplane: 0.6383, IoU.dirt track: 0.3096, IoU.apparel: 0.4490, IoU.pole: 0.2867, IoU.land: 0.0431, IoU.bannister: 0.2138, IoU.escalator: 0.2593, IoU.ottoman: 0.5112, IoU.bottle: 0.2651, IoU.buffet: 0.3537, IoU.poster: 0.1783, IoU.stage: 0.1255, IoU.van: 0.4408, IoU.ship: 0.0993, IoU.fountain: 0.1931, IoU.conveyer belt: 0.5816, IoU.canopy: 0.1555, IoU.washer: 0.7653, IoU.plaything: 0.2947, IoU.swimming pool: 0.6104, IoU.stool: 0.4892, IoU.barrel: 0.7396, IoU.basket: 0.4193, IoU.waterfall: 0.3501, IoU.tent: 0.9705, IoU.bag: 0.2362, IoU.minibike: 0.7600, IoU.cradle: 0.8403, IoU.oven: 0.5782, IoU.ball: 0.5064, IoU.food: 0.6442, IoU.step: 0.1408, IoU.tank: 0.4785, IoU.trade name: 0.2342, IoU.microwave: 0.8580, IoU.pot: 0.5672, IoU.animal: 0.6768, IoU.bicycle: 0.6076, IoU.lake: 0.0000, IoU.dishwasher: 0.6744, IoU.screen: 0.7613, IoU.blanket: 0.2807, IoU.sculpture: 0.5206, IoU.hood: 0.8676, IoU.sconce: 0.5494, IoU.vase: 0.4804, IoU.traffic light: 0.4039, IoU.tray: 0.2343, IoU.ashcan: 0.5029, IoU.fan: 0.6913, IoU.pier: 0.1446, IoU.crt screen: 0.0014, IoU.plate: 0.6204, IoU.monitor: 0.0883, IoU.bulletin board: 0.5186, IoU.shower: 0.1346, IoU.radiator: 0.6344, IoU.glass: 0.2144, IoU.clock: 0.5019, IoU.flag: 0.5119, Acc.wall: 0.8585, Acc.building: 0.9002, Acc.sky: 0.9717, Acc.floor: 0.8928, Acc.tree: 0.8595, Acc.ceiling: 0.9125, Acc.road: 0.8925, Acc.bed : 0.9623, Acc.windowpane: 0.8210, Acc.grass: 0.7796, Acc.cabinet: 0.7296, Acc.sidewalk: 0.8377, Acc.person: 0.9278, Acc.earth: 0.5418, Acc.door: 0.7391, Acc.table: 0.7924, Acc.mountain: 0.6685, Acc.plant: 0.6645, Acc.curtain: 0.8297, Acc.chair: 0.6810, Acc.car: 0.9492, Acc.water: 0.6220, Acc.painting: 0.8868, Acc.sofa: 0.9035, Acc.shelf: 0.6125, Acc.house: 0.8541, Acc.sea: 0.9009, Acc.mirror: 0.8272, Acc.rug: 0.8044, Acc.field: 0.6682, Acc.armchair: 0.6471, Acc.seat: 0.8105, Acc.fence: 0.6487, Acc.desk: 0.7187, Acc.rock: 0.6280, Acc.wardrobe: 0.6388, Acc.lamp: 0.8164, Acc.bathtub: 0.8686, Acc.railing: 0.5814, Acc.cushion: 0.7649, Acc.base: 0.5771, Acc.box: 0.4700, Acc.column: 0.6739, Acc.signboard: 0.5172, Acc.chest of drawers: 0.6409, Acc.counter: 0.4915, Acc.sand: 0.6809, Acc.sink: 0.8387, Acc.skyscraper: 0.4255, Acc.fireplace: 0.9041, Acc.refrigerator: 0.8957, Acc.grandstand: 0.7503, Acc.path: 0.4602, Acc.stairs: 0.3139, Acc.runway: 0.8712, Acc.case: 0.6210, Acc.pool table: 0.9694, Acc.pillow: 0.6793, Acc.screen door: 0.8235, Acc.stairway: 0.4844, Acc.river: 0.1980, Acc.bridge: 0.5186, Acc.bookcase: 0.5165, Acc.blind: 0.5192, Acc.coffee table: 0.8336, Acc.toilet: 0.9148, Acc.flower: 0.5722, Acc.book: 0.7336, Acc.hill: 0.1308, Acc.bench: 0.6162, Acc.countertop: 0.7629, Acc.stove: 0.9069, Acc.palm: 0.7790, Acc.kitchen island: 0.8088, Acc.computer: 0.8442, Acc.swivel chair: 0.6350, Acc.boat: 0.9089, Acc.bar: 0.6236, Acc.arcade machine: 0.9707, Acc.hovel: 0.4098, Acc.bus: 0.9788, Acc.towel: 0.8468, Acc.light: 0.7856, Acc.truck: 0.4808, Acc.tower: 0.4210, Acc.chandelier: 0.8279, Acc.awning: 0.3762, Acc.streetlight: 0.5585, Acc.booth: 0.8905, Acc.television receiver: 0.8284, Acc.airplane: 0.7679, Acc.dirt track: 0.3382, Acc.apparel: 0.6162, Acc.pole: 0.4463, Acc.land: 0.0693, Acc.bannister: 0.2701, Acc.escalator: 0.2942, Acc.ottoman: 0.6789, Acc.bottle: 0.3225, Acc.buffet: 0.4683, Acc.poster: 0.2178, Acc.stage: 0.2410, Acc.van: 0.6137, Acc.ship: 0.1068, Acc.fountain: 0.2243, Acc.conveyer belt: 0.9015, Acc.canopy: 0.3267, Acc.washer: 0.7710, Acc.plaything: 0.4352, Acc.swimming pool: 0.7138, Acc.stool: 0.7082, Acc.barrel: 0.9799, Acc.basket: 0.5215, Acc.waterfall: 0.4023, Acc.tent: 0.9820, Acc.bag: 0.3008, Acc.minibike: 0.8885, Acc.cradle: 0.9741, Acc.oven: 0.7238, Acc.ball: 0.6475, Acc.food: 0.7355, Acc.step: 0.2456, Acc.tank: 0.5339, Acc.trade name: 0.2949, Acc.microwave: 0.9474, Acc.pot: 0.6816, Acc.animal: 0.6952, Acc.bicycle: 0.7711, Acc.lake: 0.0000, Acc.dishwasher: 0.7310, Acc.screen: 0.9070, Acc.blanket: 0.3343, Acc.sculpture: 0.8898, Acc.hood: 0.9263, Acc.sconce: 0.7224, Acc.vase: 0.6759, Acc.traffic light: 0.7138, Acc.tray: 0.3637, Acc.ashcan: 0.7000, Acc.fan: 0.8406, Acc.pier: 0.1730, Acc.crt screen: 0.0035, Acc.plate: 0.8137, Acc.monitor: 0.1171, Acc.bulletin board: 0.6720, Acc.shower: 0.2547, Acc.radiator: 0.8044, Acc.glass: 0.2306, Acc.clock: 0.6599, Acc.flag: 0.5735 2023-12-26 02:58:00,605 - mmseg - INFO - Iter [70050/160000] lr: 5.622e-05, eta: 12:37:57, time: 0.937, data_time: 0.456, memory: 40245, decode.loss_cls: 0.3200, decode.loss_mask: 0.5501, decode.loss_dice: 0.8239, decode.d0.loss_cls: 1.3140, decode.d0.loss_mask: 0.5924, decode.d0.loss_dice: 0.9180, decode.d1.loss_cls: 0.3940, decode.d1.loss_mask: 0.5694, decode.d1.loss_dice: 0.8701, decode.d2.loss_cls: 0.3560, decode.d2.loss_mask: 0.5568, decode.d2.loss_dice: 0.8470, decode.d3.loss_cls: 0.3352, decode.d3.loss_mask: 0.5530, decode.d3.loss_dice: 0.8269, decode.d4.loss_cls: 0.3272, decode.d4.loss_mask: 0.5531, decode.d4.loss_dice: 0.8313, decode.d5.loss_cls: 0.3208, decode.d5.loss_mask: 0.5522, decode.d5.loss_dice: 0.8292, decode.d6.loss_cls: 0.3221, decode.d6.loss_mask: 0.5498, decode.d6.loss_dice: 0.8155, decode.d7.loss_cls: 0.3189, decode.d7.loss_mask: 0.5516, decode.d7.loss_dice: 0.8225, decode.d8.loss_cls: 0.3181, decode.d8.loss_mask: 0.5511, decode.d8.loss_dice: 0.8254, loss: 18.3156, grad_norm: 61.1840 2023-12-26 02:58:24,989 - mmseg - INFO - Iter [70100/160000] lr: 5.619e-05, eta: 12:37:31, time: 0.488, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3209, decode.loss_mask: 0.5461, decode.loss_dice: 0.8108, decode.d0.loss_cls: 1.3336, decode.d0.loss_mask: 0.5807, decode.d0.loss_dice: 0.8983, decode.d1.loss_cls: 0.4066, decode.d1.loss_mask: 0.5661, decode.d1.loss_dice: 0.8584, decode.d2.loss_cls: 0.3637, decode.d2.loss_mask: 0.5545, decode.d2.loss_dice: 0.8317, decode.d3.loss_cls: 0.3428, decode.d3.loss_mask: 0.5530, decode.d3.loss_dice: 0.8205, decode.d4.loss_cls: 0.3362, decode.d4.loss_mask: 0.5512, decode.d4.loss_dice: 0.8174, decode.d5.loss_cls: 0.3305, decode.d5.loss_mask: 0.5505, decode.d5.loss_dice: 0.8135, decode.d6.loss_cls: 0.3268, decode.d6.loss_mask: 0.5494, decode.d6.loss_dice: 0.8113, decode.d7.loss_cls: 0.3235, decode.d7.loss_mask: 0.5473, decode.d7.loss_dice: 0.8119, decode.d8.loss_cls: 0.3249, decode.d8.loss_mask: 0.5474, decode.d8.loss_dice: 0.8120, loss: 18.2414, grad_norm: 62.4633 2023-12-26 02:58:49,435 - mmseg - INFO - Iter [70150/160000] lr: 5.616e-05, eta: 12:37:04, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3121, decode.loss_mask: 0.5479, decode.loss_dice: 0.8044, decode.d0.loss_cls: 1.3037, decode.d0.loss_mask: 0.5863, decode.d0.loss_dice: 0.8954, decode.d1.loss_cls: 0.3794, decode.d1.loss_mask: 0.5705, decode.d1.loss_dice: 0.8542, decode.d2.loss_cls: 0.3506, decode.d2.loss_mask: 0.5568, decode.d2.loss_dice: 0.8268, decode.d3.loss_cls: 0.3344, decode.d3.loss_mask: 0.5503, decode.d3.loss_dice: 0.8188, decode.d4.loss_cls: 0.3231, decode.d4.loss_mask: 0.5515, decode.d4.loss_dice: 0.8108, decode.d5.loss_cls: 0.3193, decode.d5.loss_mask: 0.5486, decode.d5.loss_dice: 0.8101, decode.d6.loss_cls: 0.3162, decode.d6.loss_mask: 0.5475, decode.d6.loss_dice: 0.8084, decode.d7.loss_cls: 0.3073, decode.d7.loss_mask: 0.5477, decode.d7.loss_dice: 0.8038, decode.d8.loss_cls: 0.3133, decode.d8.loss_mask: 0.5491, decode.d8.loss_dice: 0.8031, loss: 18.0514, grad_norm: 60.6743 2023-12-26 02:59:13,895 - mmseg - INFO - Iter [70200/160000] lr: 5.613e-05, eta: 12:36:38, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3061, decode.loss_mask: 0.5195, decode.loss_dice: 0.7685, decode.d0.loss_cls: 1.3154, decode.d0.loss_mask: 0.5573, decode.d0.loss_dice: 0.8551, decode.d1.loss_cls: 0.3982, decode.d1.loss_mask: 0.5380, decode.d1.loss_dice: 0.8102, decode.d2.loss_cls: 0.3410, decode.d2.loss_mask: 0.5265, decode.d2.loss_dice: 0.7913, decode.d3.loss_cls: 0.3372, decode.d3.loss_mask: 0.5210, decode.d3.loss_dice: 0.7734, decode.d4.loss_cls: 0.3238, decode.d4.loss_mask: 0.5198, decode.d4.loss_dice: 0.7754, decode.d5.loss_cls: 0.3158, decode.d5.loss_mask: 0.5216, decode.d5.loss_dice: 0.7756, decode.d6.loss_cls: 0.3107, decode.d6.loss_mask: 0.5207, decode.d6.loss_dice: 0.7696, decode.d7.loss_cls: 0.3113, decode.d7.loss_mask: 0.5184, decode.d7.loss_dice: 0.7695, decode.d8.loss_cls: 0.3065, decode.d8.loss_mask: 0.5189, decode.d8.loss_dice: 0.7678, loss: 17.3837, grad_norm: 60.7872 2023-12-26 02:59:38,299 - mmseg - INFO - Iter [70250/160000] lr: 5.609e-05, eta: 12:36:11, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3235, decode.loss_mask: 0.5382, decode.loss_dice: 0.7997, decode.d0.loss_cls: 1.3032, decode.d0.loss_mask: 0.5830, decode.d0.loss_dice: 0.8947, decode.d1.loss_cls: 0.3977, decode.d1.loss_mask: 0.5635, decode.d1.loss_dice: 0.8607, decode.d2.loss_cls: 0.3567, decode.d2.loss_mask: 0.5524, decode.d2.loss_dice: 0.8296, decode.d3.loss_cls: 0.3439, decode.d3.loss_mask: 0.5479, decode.d3.loss_dice: 0.8112, decode.d4.loss_cls: 0.3325, decode.d4.loss_mask: 0.5480, decode.d4.loss_dice: 0.8153, decode.d5.loss_cls: 0.3301, decode.d5.loss_mask: 0.5438, decode.d5.loss_dice: 0.8082, decode.d6.loss_cls: 0.3264, decode.d6.loss_mask: 0.5412, decode.d6.loss_dice: 0.8034, decode.d7.loss_cls: 0.3161, decode.d7.loss_mask: 0.5418, decode.d7.loss_dice: 0.8098, decode.d8.loss_cls: 0.3207, decode.d8.loss_mask: 0.5396, decode.d8.loss_dice: 0.8064, loss: 18.0891, grad_norm: 67.2939 2023-12-26 03:00:02,941 - mmseg - INFO - Iter [70300/160000] lr: 5.606e-05, eta: 12:35:45, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3049, decode.loss_mask: 0.5566, decode.loss_dice: 0.8042, decode.d0.loss_cls: 1.3082, decode.d0.loss_mask: 0.6012, decode.d0.loss_dice: 0.9111, decode.d1.loss_cls: 0.3933, decode.d1.loss_mask: 0.5773, decode.d1.loss_dice: 0.8624, decode.d2.loss_cls: 0.3498, decode.d2.loss_mask: 0.5708, decode.d2.loss_dice: 0.8281, decode.d3.loss_cls: 0.3306, decode.d3.loss_mask: 0.5587, decode.d3.loss_dice: 0.8121, decode.d4.loss_cls: 0.3213, decode.d4.loss_mask: 0.5578, decode.d4.loss_dice: 0.8148, decode.d5.loss_cls: 0.3143, decode.d5.loss_mask: 0.5591, decode.d5.loss_dice: 0.8087, decode.d6.loss_cls: 0.3114, decode.d6.loss_mask: 0.5544, decode.d6.loss_dice: 0.8029, decode.d7.loss_cls: 0.3048, decode.d7.loss_mask: 0.5550, decode.d7.loss_dice: 0.8025, decode.d8.loss_cls: 0.3029, decode.d8.loss_mask: 0.5555, decode.d8.loss_dice: 0.8051, loss: 18.1398, grad_norm: 64.8317 2023-12-26 03:00:27,385 - mmseg - INFO - Iter [70350/160000] lr: 5.603e-05, eta: 12:35:18, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3130, decode.loss_mask: 0.5323, decode.loss_dice: 0.7743, decode.d0.loss_cls: 1.3204, decode.d0.loss_mask: 0.5772, decode.d0.loss_dice: 0.8884, decode.d1.loss_cls: 0.3899, decode.d1.loss_mask: 0.5513, decode.d1.loss_dice: 0.8350, decode.d2.loss_cls: 0.3527, decode.d2.loss_mask: 0.5408, decode.d2.loss_dice: 0.8060, decode.d3.loss_cls: 0.3300, decode.d3.loss_mask: 0.5351, decode.d3.loss_dice: 0.7921, decode.d4.loss_cls: 0.3230, decode.d4.loss_mask: 0.5333, decode.d4.loss_dice: 0.7888, decode.d5.loss_cls: 0.3164, decode.d5.loss_mask: 0.5343, decode.d5.loss_dice: 0.7902, decode.d6.loss_cls: 0.3137, decode.d6.loss_mask: 0.5328, decode.d6.loss_dice: 0.7843, decode.d7.loss_cls: 0.3129, decode.d7.loss_mask: 0.5340, decode.d7.loss_dice: 0.7824, decode.d8.loss_cls: 0.3105, decode.d8.loss_mask: 0.5343, decode.d8.loss_dice: 0.7832, loss: 17.7124, grad_norm: 69.6872 2023-12-26 03:00:51,771 - mmseg - INFO - Iter [70400/160000] lr: 5.600e-05, eta: 12:34:52, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2974, decode.loss_mask: 0.5467, decode.loss_dice: 0.8176, decode.d0.loss_cls: 1.2760, decode.d0.loss_mask: 0.5927, decode.d0.loss_dice: 0.8988, decode.d1.loss_cls: 0.3776, decode.d1.loss_mask: 0.5650, decode.d1.loss_dice: 0.8585, decode.d2.loss_cls: 0.3441, decode.d2.loss_mask: 0.5523, decode.d2.loss_dice: 0.8328, decode.d3.loss_cls: 0.3168, decode.d3.loss_mask: 0.5512, decode.d3.loss_dice: 0.8208, decode.d4.loss_cls: 0.3106, decode.d4.loss_mask: 0.5473, decode.d4.loss_dice: 0.8209, decode.d5.loss_cls: 0.3068, decode.d5.loss_mask: 0.5463, decode.d5.loss_dice: 0.8120, decode.d6.loss_cls: 0.3086, decode.d6.loss_mask: 0.5464, decode.d6.loss_dice: 0.8121, decode.d7.loss_cls: 0.3026, decode.d7.loss_mask: 0.5447, decode.d7.loss_dice: 0.8132, decode.d8.loss_cls: 0.2972, decode.d8.loss_mask: 0.5472, decode.d8.loss_dice: 0.8182, loss: 17.9824, grad_norm: 61.6308 2023-12-26 03:01:16,257 - mmseg - INFO - Iter [70450/160000] lr: 5.597e-05, eta: 12:34:25, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3117, decode.loss_mask: 0.5326, decode.loss_dice: 0.7914, decode.d0.loss_cls: 1.2872, decode.d0.loss_mask: 0.5713, decode.d0.loss_dice: 0.8761, decode.d1.loss_cls: 0.3866, decode.d1.loss_mask: 0.5519, decode.d1.loss_dice: 0.8400, decode.d2.loss_cls: 0.3500, decode.d2.loss_mask: 0.5390, decode.d2.loss_dice: 0.8119, decode.d3.loss_cls: 0.3308, decode.d3.loss_mask: 0.5394, decode.d3.loss_dice: 0.7990, decode.d4.loss_cls: 0.3251, decode.d4.loss_mask: 0.5380, decode.d4.loss_dice: 0.7998, decode.d5.loss_cls: 0.3183, decode.d5.loss_mask: 0.5350, decode.d5.loss_dice: 0.7943, decode.d6.loss_cls: 0.3178, decode.d6.loss_mask: 0.5324, decode.d6.loss_dice: 0.7895, decode.d7.loss_cls: 0.3091, decode.d7.loss_mask: 0.5343, decode.d7.loss_dice: 0.7867, decode.d8.loss_cls: 0.3154, decode.d8.loss_mask: 0.5309, decode.d8.loss_dice: 0.7900, loss: 17.7354, grad_norm: 62.5270 2023-12-26 03:01:40,623 - mmseg - INFO - Iter [70500/160000] lr: 5.594e-05, eta: 12:33:59, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3231, decode.loss_mask: 0.5316, decode.loss_dice: 0.8026, decode.d0.loss_cls: 1.3264, decode.d0.loss_mask: 0.5765, decode.d0.loss_dice: 0.9007, decode.d1.loss_cls: 0.4051, decode.d1.loss_mask: 0.5522, decode.d1.loss_dice: 0.8554, decode.d2.loss_cls: 0.3624, decode.d2.loss_mask: 0.5424, decode.d2.loss_dice: 0.8289, decode.d3.loss_cls: 0.3492, decode.d3.loss_mask: 0.5355, decode.d3.loss_dice: 0.8157, decode.d4.loss_cls: 0.3371, decode.d4.loss_mask: 0.5344, decode.d4.loss_dice: 0.8172, decode.d5.loss_cls: 0.3313, decode.d5.loss_mask: 0.5328, decode.d5.loss_dice: 0.8144, decode.d6.loss_cls: 0.3276, decode.d6.loss_mask: 0.5322, decode.d6.loss_dice: 0.8055, decode.d7.loss_cls: 0.3236, decode.d7.loss_mask: 0.5324, decode.d7.loss_dice: 0.8015, decode.d8.loss_cls: 0.3176, decode.d8.loss_mask: 0.5324, decode.d8.loss_dice: 0.8050, loss: 18.0527, grad_norm: 63.3432 2023-12-26 03:02:05,320 - mmseg - INFO - Iter [70550/160000] lr: 5.591e-05, eta: 12:33:32, time: 0.494, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2984, decode.loss_mask: 0.5290, decode.loss_dice: 0.7811, decode.d0.loss_cls: 1.3007, decode.d0.loss_mask: 0.5730, decode.d0.loss_dice: 0.8778, decode.d1.loss_cls: 0.3784, decode.d1.loss_mask: 0.5479, decode.d1.loss_dice: 0.8280, decode.d2.loss_cls: 0.3357, decode.d2.loss_mask: 0.5378, decode.d2.loss_dice: 0.8073, decode.d3.loss_cls: 0.3202, decode.d3.loss_mask: 0.5332, decode.d3.loss_dice: 0.7873, decode.d4.loss_cls: 0.3056, decode.d4.loss_mask: 0.5351, decode.d4.loss_dice: 0.7854, decode.d5.loss_cls: 0.3021, decode.d5.loss_mask: 0.5306, decode.d5.loss_dice: 0.7821, decode.d6.loss_cls: 0.3038, decode.d6.loss_mask: 0.5264, decode.d6.loss_dice: 0.7779, decode.d7.loss_cls: 0.3004, decode.d7.loss_mask: 0.5282, decode.d7.loss_dice: 0.7808, decode.d8.loss_cls: 0.2974, decode.d8.loss_mask: 0.5308, decode.d8.loss_dice: 0.7818, loss: 17.5044, grad_norm: 68.8846 2023-12-26 03:02:29,771 - mmseg - INFO - Iter [70600/160000] lr: 5.588e-05, eta: 12:33:06, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3172, decode.loss_mask: 0.5250, decode.loss_dice: 0.7989, decode.d0.loss_cls: 1.3047, decode.d0.loss_mask: 0.5643, decode.d0.loss_dice: 0.8848, decode.d1.loss_cls: 0.3936, decode.d1.loss_mask: 0.5455, decode.d1.loss_dice: 0.8465, decode.d2.loss_cls: 0.3673, decode.d2.loss_mask: 0.5338, decode.d2.loss_dice: 0.8140, decode.d3.loss_cls: 0.3488, decode.d3.loss_mask: 0.5301, decode.d3.loss_dice: 0.7981, decode.d4.loss_cls: 0.3282, decode.d4.loss_mask: 0.5283, decode.d4.loss_dice: 0.8036, decode.d5.loss_cls: 0.3283, decode.d5.loss_mask: 0.5255, decode.d5.loss_dice: 0.8008, decode.d6.loss_cls: 0.3249, decode.d6.loss_mask: 0.5251, decode.d6.loss_dice: 0.7947, decode.d7.loss_cls: 0.3194, decode.d7.loss_mask: 0.5258, decode.d7.loss_dice: 0.7995, decode.d8.loss_cls: 0.3163, decode.d8.loss_mask: 0.5260, decode.d8.loss_dice: 0.7992, loss: 17.8179, grad_norm: 56.3254 2023-12-26 03:02:56,479 - mmseg - INFO - Iter [70650/160000] lr: 5.584e-05, eta: 12:32:43, time: 0.534, data_time: 0.057, memory: 40245, decode.loss_cls: 0.3155, decode.loss_mask: 0.5254, decode.loss_dice: 0.7627, decode.d0.loss_cls: 1.2745, decode.d0.loss_mask: 0.5645, decode.d0.loss_dice: 0.8465, decode.d1.loss_cls: 0.3840, decode.d1.loss_mask: 0.5438, decode.d1.loss_dice: 0.8028, decode.d2.loss_cls: 0.3479, decode.d2.loss_mask: 0.5340, decode.d2.loss_dice: 0.7842, decode.d3.loss_cls: 0.3365, decode.d3.loss_mask: 0.5259, decode.d3.loss_dice: 0.7666, decode.d4.loss_cls: 0.3197, decode.d4.loss_mask: 0.5264, decode.d4.loss_dice: 0.7683, decode.d5.loss_cls: 0.3201, decode.d5.loss_mask: 0.5251, decode.d5.loss_dice: 0.7655, decode.d6.loss_cls: 0.3125, decode.d6.loss_mask: 0.5265, decode.d6.loss_dice: 0.7631, decode.d7.loss_cls: 0.3084, decode.d7.loss_mask: 0.5268, decode.d7.loss_dice: 0.7651, decode.d8.loss_cls: 0.3076, decode.d8.loss_mask: 0.5278, decode.d8.loss_dice: 0.7648, loss: 17.3425, grad_norm: 56.3325 2023-12-26 03:03:20,759 - mmseg - INFO - Iter [70700/160000] lr: 5.581e-05, eta: 12:32:16, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2801, decode.loss_mask: 0.5256, decode.loss_dice: 0.7765, decode.d0.loss_cls: 1.2821, decode.d0.loss_mask: 0.5689, decode.d0.loss_dice: 0.8690, decode.d1.loss_cls: 0.3628, decode.d1.loss_mask: 0.5460, decode.d1.loss_dice: 0.8350, decode.d2.loss_cls: 0.3198, decode.d2.loss_mask: 0.5366, decode.d2.loss_dice: 0.8082, decode.d3.loss_cls: 0.3081, decode.d3.loss_mask: 0.5298, decode.d3.loss_dice: 0.7857, decode.d4.loss_cls: 0.2985, decode.d4.loss_mask: 0.5300, decode.d4.loss_dice: 0.7891, decode.d5.loss_cls: 0.2921, decode.d5.loss_mask: 0.5326, decode.d5.loss_dice: 0.7820, decode.d6.loss_cls: 0.2885, decode.d6.loss_mask: 0.5277, decode.d6.loss_dice: 0.7792, decode.d7.loss_cls: 0.2807, decode.d7.loss_mask: 0.5281, decode.d7.loss_dice: 0.7821, decode.d8.loss_cls: 0.2789, decode.d8.loss_mask: 0.5243, decode.d8.loss_dice: 0.7763, loss: 17.3244, grad_norm: 57.7276 2023-12-26 03:03:45,193 - mmseg - INFO - Iter [70750/160000] lr: 5.578e-05, eta: 12:31:50, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3063, decode.loss_mask: 0.5098, decode.loss_dice: 0.7863, decode.d0.loss_cls: 1.3431, decode.d0.loss_mask: 0.5513, decode.d0.loss_dice: 0.8733, decode.d1.loss_cls: 0.3937, decode.d1.loss_mask: 0.5319, decode.d1.loss_dice: 0.8309, decode.d2.loss_cls: 0.3588, decode.d2.loss_mask: 0.5163, decode.d2.loss_dice: 0.8046, decode.d3.loss_cls: 0.3408, decode.d3.loss_mask: 0.5120, decode.d3.loss_dice: 0.7919, decode.d4.loss_cls: 0.3311, decode.d4.loss_mask: 0.5133, decode.d4.loss_dice: 0.7960, decode.d5.loss_cls: 0.3227, decode.d5.loss_mask: 0.5117, decode.d5.loss_dice: 0.7908, decode.d6.loss_cls: 0.3131, decode.d6.loss_mask: 0.5110, decode.d6.loss_dice: 0.7845, decode.d7.loss_cls: 0.3094, decode.d7.loss_mask: 0.5108, decode.d7.loss_dice: 0.7830, decode.d8.loss_cls: 0.3090, decode.d8.loss_mask: 0.5122, decode.d8.loss_dice: 0.7872, loss: 17.5368, grad_norm: 54.6877 2023-12-26 03:04:09,463 - mmseg - INFO - Iter [70800/160000] lr: 5.575e-05, eta: 12:31:23, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3038, decode.loss_mask: 0.5418, decode.loss_dice: 0.7997, decode.d0.loss_cls: 1.2719, decode.d0.loss_mask: 0.5821, decode.d0.loss_dice: 0.8801, decode.d1.loss_cls: 0.3840, decode.d1.loss_mask: 0.5645, decode.d1.loss_dice: 0.8409, decode.d2.loss_cls: 0.3344, decode.d2.loss_mask: 0.5511, decode.d2.loss_dice: 0.8152, decode.d3.loss_cls: 0.3199, decode.d3.loss_mask: 0.5479, decode.d3.loss_dice: 0.8031, decode.d4.loss_cls: 0.3088, decode.d4.loss_mask: 0.5474, decode.d4.loss_dice: 0.8042, decode.d5.loss_cls: 0.3053, decode.d5.loss_mask: 0.5441, decode.d5.loss_dice: 0.8012, decode.d6.loss_cls: 0.3099, decode.d6.loss_mask: 0.5452, decode.d6.loss_dice: 0.7889, decode.d7.loss_cls: 0.3004, decode.d7.loss_mask: 0.5449, decode.d7.loss_dice: 0.7967, decode.d8.loss_cls: 0.3027, decode.d8.loss_mask: 0.5430, decode.d8.loss_dice: 0.7932, loss: 17.7759, grad_norm: 60.9370 2023-12-26 03:04:33,658 - mmseg - INFO - Iter [70850/160000] lr: 5.572e-05, eta: 12:30:56, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3132, decode.loss_mask: 0.5373, decode.loss_dice: 0.7887, decode.d0.loss_cls: 1.3277, decode.d0.loss_mask: 0.5812, decode.d0.loss_dice: 0.8832, decode.d1.loss_cls: 0.3912, decode.d1.loss_mask: 0.5581, decode.d1.loss_dice: 0.8459, decode.d2.loss_cls: 0.3480, decode.d2.loss_mask: 0.5430, decode.d2.loss_dice: 0.8088, decode.d3.loss_cls: 0.3357, decode.d3.loss_mask: 0.5441, decode.d3.loss_dice: 0.7986, decode.d4.loss_cls: 0.3241, decode.d4.loss_mask: 0.5413, decode.d4.loss_dice: 0.7985, decode.d5.loss_cls: 0.3219, decode.d5.loss_mask: 0.5413, decode.d5.loss_dice: 0.7974, decode.d6.loss_cls: 0.3144, decode.d6.loss_mask: 0.5404, decode.d6.loss_dice: 0.7902, decode.d7.loss_cls: 0.3100, decode.d7.loss_mask: 0.5403, decode.d7.loss_dice: 0.7934, decode.d8.loss_cls: 0.3092, decode.d8.loss_mask: 0.5381, decode.d8.loss_dice: 0.7908, loss: 17.8560, grad_norm: 59.3364 2023-12-26 03:04:57,826 - mmseg - INFO - Iter [70900/160000] lr: 5.569e-05, eta: 12:30:29, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2984, decode.loss_mask: 0.5272, decode.loss_dice: 0.7696, decode.d0.loss_cls: 1.3239, decode.d0.loss_mask: 0.5633, decode.d0.loss_dice: 0.8577, decode.d1.loss_cls: 0.3914, decode.d1.loss_mask: 0.5474, decode.d1.loss_dice: 0.8205, decode.d2.loss_cls: 0.3443, decode.d2.loss_mask: 0.5414, decode.d2.loss_dice: 0.7954, decode.d3.loss_cls: 0.3294, decode.d3.loss_mask: 0.5311, decode.d3.loss_dice: 0.7731, decode.d4.loss_cls: 0.3151, decode.d4.loss_mask: 0.5290, decode.d4.loss_dice: 0.7767, decode.d5.loss_cls: 0.3065, decode.d5.loss_mask: 0.5291, decode.d5.loss_dice: 0.7805, decode.d6.loss_cls: 0.3044, decode.d6.loss_mask: 0.5269, decode.d6.loss_dice: 0.7699, decode.d7.loss_cls: 0.2949, decode.d7.loss_mask: 0.5261, decode.d7.loss_dice: 0.7760, decode.d8.loss_cls: 0.2965, decode.d8.loss_mask: 0.5274, decode.d8.loss_dice: 0.7718, loss: 17.4449, grad_norm: 55.7130 2023-12-26 03:05:22,216 - mmseg - INFO - Iter [70950/160000] lr: 5.566e-05, eta: 12:30:02, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3203, decode.loss_mask: 0.5493, decode.loss_dice: 0.8082, decode.d0.loss_cls: 1.3131, decode.d0.loss_mask: 0.5969, decode.d0.loss_dice: 0.9012, decode.d1.loss_cls: 0.4098, decode.d1.loss_mask: 0.5705, decode.d1.loss_dice: 0.8634, decode.d2.loss_cls: 0.3629, decode.d2.loss_mask: 0.5581, decode.d2.loss_dice: 0.8361, decode.d3.loss_cls: 0.3467, decode.d3.loss_mask: 0.5541, decode.d3.loss_dice: 0.8205, decode.d4.loss_cls: 0.3382, decode.d4.loss_mask: 0.5531, decode.d4.loss_dice: 0.8167, decode.d5.loss_cls: 0.3298, decode.d5.loss_mask: 0.5505, decode.d5.loss_dice: 0.8187, decode.d6.loss_cls: 0.3283, decode.d6.loss_mask: 0.5511, decode.d6.loss_dice: 0.8145, decode.d7.loss_cls: 0.3277, decode.d7.loss_mask: 0.5490, decode.d7.loss_dice: 0.8146, decode.d8.loss_cls: 0.3197, decode.d8.loss_mask: 0.5504, decode.d8.loss_dice: 0.8148, loss: 18.2879, grad_norm: 61.5724 2023-12-26 03:05:46,723 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 03:05:46,724 - mmseg - INFO - Iter [71000/160000] lr: 5.563e-05, eta: 12:29:36, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3052, decode.loss_mask: 0.5337, decode.loss_dice: 0.7906, decode.d0.loss_cls: 1.3081, decode.d0.loss_mask: 0.5796, decode.d0.loss_dice: 0.8841, decode.d1.loss_cls: 0.3838, decode.d1.loss_mask: 0.5518, decode.d1.loss_dice: 0.8441, decode.d2.loss_cls: 0.3377, decode.d2.loss_mask: 0.5433, decode.d2.loss_dice: 0.8214, decode.d3.loss_cls: 0.3198, decode.d3.loss_mask: 0.5415, decode.d3.loss_dice: 0.8064, decode.d4.loss_cls: 0.3114, decode.d4.loss_mask: 0.5398, decode.d4.loss_dice: 0.8088, decode.d5.loss_cls: 0.3099, decode.d5.loss_mask: 0.5388, decode.d5.loss_dice: 0.8003, decode.d6.loss_cls: 0.3044, decode.d6.loss_mask: 0.5358, decode.d6.loss_dice: 0.7893, decode.d7.loss_cls: 0.3032, decode.d7.loss_mask: 0.5350, decode.d7.loss_dice: 0.7920, decode.d8.loss_cls: 0.3053, decode.d8.loss_mask: 0.5352, decode.d8.loss_dice: 0.7934, loss: 17.7538, grad_norm: 63.3103 2023-12-26 03:06:11,315 - mmseg - INFO - Iter [71050/160000] lr: 5.559e-05, eta: 12:29:10, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3002, decode.loss_mask: 0.5269, decode.loss_dice: 0.8026, decode.d0.loss_cls: 1.2974, decode.d0.loss_mask: 0.5672, decode.d0.loss_dice: 0.8888, decode.d1.loss_cls: 0.3743, decode.d1.loss_mask: 0.5472, decode.d1.loss_dice: 0.8550, decode.d2.loss_cls: 0.3392, decode.d2.loss_mask: 0.5336, decode.d2.loss_dice: 0.8230, decode.d3.loss_cls: 0.3318, decode.d3.loss_mask: 0.5271, decode.d3.loss_dice: 0.8063, decode.d4.loss_cls: 0.3206, decode.d4.loss_mask: 0.5287, decode.d4.loss_dice: 0.8076, decode.d5.loss_cls: 0.3145, decode.d5.loss_mask: 0.5274, decode.d5.loss_dice: 0.8035, decode.d6.loss_cls: 0.3046, decode.d6.loss_mask: 0.5246, decode.d6.loss_dice: 0.8007, decode.d7.loss_cls: 0.3018, decode.d7.loss_mask: 0.5276, decode.d7.loss_dice: 0.8020, decode.d8.loss_cls: 0.3001, decode.d8.loss_mask: 0.5269, decode.d8.loss_dice: 0.8003, loss: 17.7115, grad_norm: 58.2812 2023-12-26 03:06:35,745 - mmseg - INFO - Iter [71100/160000] lr: 5.556e-05, eta: 12:28:43, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3089, decode.loss_mask: 0.5324, decode.loss_dice: 0.8187, decode.d0.loss_cls: 1.3155, decode.d0.loss_mask: 0.5734, decode.d0.loss_dice: 0.9089, decode.d1.loss_cls: 0.4010, decode.d1.loss_mask: 0.5463, decode.d1.loss_dice: 0.8692, decode.d2.loss_cls: 0.3540, decode.d2.loss_mask: 0.5385, decode.d2.loss_dice: 0.8420, decode.d3.loss_cls: 0.3380, decode.d3.loss_mask: 0.5327, decode.d3.loss_dice: 0.8237, decode.d4.loss_cls: 0.3261, decode.d4.loss_mask: 0.5344, decode.d4.loss_dice: 0.8199, decode.d5.loss_cls: 0.3127, decode.d5.loss_mask: 0.5360, decode.d5.loss_dice: 0.8229, decode.d6.loss_cls: 0.3173, decode.d6.loss_mask: 0.5328, decode.d6.loss_dice: 0.8215, decode.d7.loss_cls: 0.3121, decode.d7.loss_mask: 0.5313, decode.d7.loss_dice: 0.8199, decode.d8.loss_cls: 0.3055, decode.d8.loss_mask: 0.5338, decode.d8.loss_dice: 0.8229, loss: 18.0523, grad_norm: 67.0194 2023-12-26 03:07:00,356 - mmseg - INFO - Iter [71150/160000] lr: 5.553e-05, eta: 12:28:17, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3067, decode.loss_mask: 0.5230, decode.loss_dice: 0.7880, decode.d0.loss_cls: 1.2956, decode.d0.loss_mask: 0.5690, decode.d0.loss_dice: 0.8907, decode.d1.loss_cls: 0.3852, decode.d1.loss_mask: 0.5524, decode.d1.loss_dice: 0.8390, decode.d2.loss_cls: 0.3460, decode.d2.loss_mask: 0.5363, decode.d2.loss_dice: 0.8102, decode.d3.loss_cls: 0.3299, decode.d3.loss_mask: 0.5293, decode.d3.loss_dice: 0.8006, decode.d4.loss_cls: 0.3210, decode.d4.loss_mask: 0.5279, decode.d4.loss_dice: 0.7954, decode.d5.loss_cls: 0.3161, decode.d5.loss_mask: 0.5234, decode.d5.loss_dice: 0.7952, decode.d6.loss_cls: 0.3084, decode.d6.loss_mask: 0.5232, decode.d6.loss_dice: 0.7885, decode.d7.loss_cls: 0.3094, decode.d7.loss_mask: 0.5227, decode.d7.loss_dice: 0.7867, decode.d8.loss_cls: 0.3032, decode.d8.loss_mask: 0.5238, decode.d8.loss_dice: 0.7901, loss: 17.6370, grad_norm: 62.0255 2023-12-26 03:07:24,580 - mmseg - INFO - Iter [71200/160000] lr: 5.550e-05, eta: 12:27:50, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3083, decode.loss_mask: 0.5323, decode.loss_dice: 0.7732, decode.d0.loss_cls: 1.2916, decode.d0.loss_mask: 0.5699, decode.d0.loss_dice: 0.8667, decode.d1.loss_cls: 0.3805, decode.d1.loss_mask: 0.5492, decode.d1.loss_dice: 0.8190, decode.d2.loss_cls: 0.3514, decode.d2.loss_mask: 0.5363, decode.d2.loss_dice: 0.7874, decode.d3.loss_cls: 0.3374, decode.d3.loss_mask: 0.5336, decode.d3.loss_dice: 0.7712, decode.d4.loss_cls: 0.3234, decode.d4.loss_mask: 0.5362, decode.d4.loss_dice: 0.7775, decode.d5.loss_cls: 0.3118, decode.d5.loss_mask: 0.5362, decode.d5.loss_dice: 0.7776, decode.d6.loss_cls: 0.3173, decode.d6.loss_mask: 0.5323, decode.d6.loss_dice: 0.7666, decode.d7.loss_cls: 0.3053, decode.d7.loss_mask: 0.5324, decode.d7.loss_dice: 0.7713, decode.d8.loss_cls: 0.2996, decode.d8.loss_mask: 0.5326, decode.d8.loss_dice: 0.7760, loss: 17.5038, grad_norm: 59.0881 2023-12-26 03:07:48,870 - mmseg - INFO - Iter [71250/160000] lr: 5.547e-05, eta: 12:27:24, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3101, decode.loss_mask: 0.5253, decode.loss_dice: 0.8070, decode.d0.loss_cls: 1.3372, decode.d0.loss_mask: 0.5668, decode.d0.loss_dice: 0.8981, decode.d1.loss_cls: 0.3921, decode.d1.loss_mask: 0.5462, decode.d1.loss_dice: 0.8557, decode.d2.loss_cls: 0.3521, decode.d2.loss_mask: 0.5327, decode.d2.loss_dice: 0.8307, decode.d3.loss_cls: 0.3348, decode.d3.loss_mask: 0.5266, decode.d3.loss_dice: 0.8189, decode.d4.loss_cls: 0.3256, decode.d4.loss_mask: 0.5280, decode.d4.loss_dice: 0.8153, decode.d5.loss_cls: 0.3187, decode.d5.loss_mask: 0.5274, decode.d5.loss_dice: 0.8132, decode.d6.loss_cls: 0.3173, decode.d6.loss_mask: 0.5249, decode.d6.loss_dice: 0.8030, decode.d7.loss_cls: 0.3114, decode.d7.loss_mask: 0.5240, decode.d7.loss_dice: 0.8097, decode.d8.loss_cls: 0.3109, decode.d8.loss_mask: 0.5242, decode.d8.loss_dice: 0.8106, loss: 17.8987, grad_norm: 64.3093 2023-12-26 03:08:13,206 - mmseg - INFO - Iter [71300/160000] lr: 5.544e-05, eta: 12:26:57, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3215, decode.loss_mask: 0.5469, decode.loss_dice: 0.7886, decode.d0.loss_cls: 1.3208, decode.d0.loss_mask: 0.5940, decode.d0.loss_dice: 0.8703, decode.d1.loss_cls: 0.3935, decode.d1.loss_mask: 0.5718, decode.d1.loss_dice: 0.8358, decode.d2.loss_cls: 0.3613, decode.d2.loss_mask: 0.5575, decode.d2.loss_dice: 0.8097, decode.d3.loss_cls: 0.3426, decode.d3.loss_mask: 0.5512, decode.d3.loss_dice: 0.7957, decode.d4.loss_cls: 0.3317, decode.d4.loss_mask: 0.5533, decode.d4.loss_dice: 0.7969, decode.d5.loss_cls: 0.3315, decode.d5.loss_mask: 0.5470, decode.d5.loss_dice: 0.7918, decode.d6.loss_cls: 0.3248, decode.d6.loss_mask: 0.5481, decode.d6.loss_dice: 0.7933, decode.d7.loss_cls: 0.3186, decode.d7.loss_mask: 0.5477, decode.d7.loss_dice: 0.7966, decode.d8.loss_cls: 0.3158, decode.d8.loss_mask: 0.5485, decode.d8.loss_dice: 0.7967, loss: 18.0034, grad_norm: 64.6770 2023-12-26 03:08:37,545 - mmseg - INFO - Iter [71350/160000] lr: 5.541e-05, eta: 12:26:30, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3421, decode.loss_mask: 0.5437, decode.loss_dice: 0.7971, decode.d0.loss_cls: 1.3447, decode.d0.loss_mask: 0.5794, decode.d0.loss_dice: 0.8900, decode.d1.loss_cls: 0.4336, decode.d1.loss_mask: 0.5602, decode.d1.loss_dice: 0.8435, decode.d2.loss_cls: 0.3951, decode.d2.loss_mask: 0.5454, decode.d2.loss_dice: 0.8174, decode.d3.loss_cls: 0.3785, decode.d3.loss_mask: 0.5431, decode.d3.loss_dice: 0.8059, decode.d4.loss_cls: 0.3699, decode.d4.loss_mask: 0.5432, decode.d4.loss_dice: 0.7963, decode.d5.loss_cls: 0.3587, decode.d5.loss_mask: 0.5442, decode.d5.loss_dice: 0.8014, decode.d6.loss_cls: 0.3530, decode.d6.loss_mask: 0.5444, decode.d6.loss_dice: 0.7904, decode.d7.loss_cls: 0.3453, decode.d7.loss_mask: 0.5425, decode.d7.loss_dice: 0.7956, decode.d8.loss_cls: 0.3474, decode.d8.loss_mask: 0.5413, decode.d8.loss_dice: 0.7949, loss: 18.2881, grad_norm: 61.6448 2023-12-26 03:09:01,775 - mmseg - INFO - Iter [71400/160000] lr: 5.538e-05, eta: 12:26:04, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3164, decode.loss_mask: 0.5392, decode.loss_dice: 0.8111, decode.d0.loss_cls: 1.3162, decode.d0.loss_mask: 0.5772, decode.d0.loss_dice: 0.8991, decode.d1.loss_cls: 0.4054, decode.d1.loss_mask: 0.5600, decode.d1.loss_dice: 0.8640, decode.d2.loss_cls: 0.3595, decode.d2.loss_mask: 0.5476, decode.d2.loss_dice: 0.8393, decode.d3.loss_cls: 0.3435, decode.d3.loss_mask: 0.5441, decode.d3.loss_dice: 0.8258, decode.d4.loss_cls: 0.3321, decode.d4.loss_mask: 0.5416, decode.d4.loss_dice: 0.8204, decode.d5.loss_cls: 0.3252, decode.d5.loss_mask: 0.5421, decode.d5.loss_dice: 0.8196, decode.d6.loss_cls: 0.3230, decode.d6.loss_mask: 0.5396, decode.d6.loss_dice: 0.8136, decode.d7.loss_cls: 0.3186, decode.d7.loss_mask: 0.5384, decode.d7.loss_dice: 0.8114, decode.d8.loss_cls: 0.3151, decode.d8.loss_mask: 0.5405, decode.d8.loss_dice: 0.8129, loss: 18.1427, grad_norm: 60.4987 2023-12-26 03:09:26,130 - mmseg - INFO - Iter [71450/160000] lr: 5.534e-05, eta: 12:25:37, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3140, decode.loss_mask: 0.5391, decode.loss_dice: 0.7765, decode.d0.loss_cls: 1.3142, decode.d0.loss_mask: 0.5762, decode.d0.loss_dice: 0.8693, decode.d1.loss_cls: 0.3889, decode.d1.loss_mask: 0.5550, decode.d1.loss_dice: 0.8279, decode.d2.loss_cls: 0.3507, decode.d2.loss_mask: 0.5467, decode.d2.loss_dice: 0.8055, decode.d3.loss_cls: 0.3423, decode.d3.loss_mask: 0.5434, decode.d3.loss_dice: 0.7926, decode.d4.loss_cls: 0.3256, decode.d4.loss_mask: 0.5431, decode.d4.loss_dice: 0.7881, decode.d5.loss_cls: 0.3266, decode.d5.loss_mask: 0.5410, decode.d5.loss_dice: 0.7851, decode.d6.loss_cls: 0.3215, decode.d6.loss_mask: 0.5397, decode.d6.loss_dice: 0.7821, decode.d7.loss_cls: 0.3194, decode.d7.loss_mask: 0.5409, decode.d7.loss_dice: 0.7791, decode.d8.loss_cls: 0.3098, decode.d8.loss_mask: 0.5402, decode.d8.loss_dice: 0.7810, loss: 17.7656, grad_norm: 64.7988 2023-12-26 03:09:50,383 - mmseg - INFO - Iter [71500/160000] lr: 5.531e-05, eta: 12:25:10, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3035, decode.loss_mask: 0.5455, decode.loss_dice: 0.8120, decode.d0.loss_cls: 1.2942, decode.d0.loss_mask: 0.5831, decode.d0.loss_dice: 0.8923, decode.d1.loss_cls: 0.3842, decode.d1.loss_mask: 0.5654, decode.d1.loss_dice: 0.8624, decode.d2.loss_cls: 0.3481, decode.d2.loss_mask: 0.5567, decode.d2.loss_dice: 0.8373, decode.d3.loss_cls: 0.3332, decode.d3.loss_mask: 0.5504, decode.d3.loss_dice: 0.8251, decode.d4.loss_cls: 0.3165, decode.d4.loss_mask: 0.5491, decode.d4.loss_dice: 0.8207, decode.d5.loss_cls: 0.3157, decode.d5.loss_mask: 0.5484, decode.d5.loss_dice: 0.8161, decode.d6.loss_cls: 0.3083, decode.d6.loss_mask: 0.5455, decode.d6.loss_dice: 0.8098, decode.d7.loss_cls: 0.3088, decode.d7.loss_mask: 0.5454, decode.d7.loss_dice: 0.8069, decode.d8.loss_cls: 0.3032, decode.d8.loss_mask: 0.5453, decode.d8.loss_dice: 0.8112, loss: 18.0443, grad_norm: 60.4828 2023-12-26 03:10:14,925 - mmseg - INFO - Iter [71550/160000] lr: 5.528e-05, eta: 12:24:44, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3261, decode.loss_mask: 0.5317, decode.loss_dice: 0.7561, decode.d0.loss_cls: 1.3117, decode.d0.loss_mask: 0.5784, decode.d0.loss_dice: 0.8538, decode.d1.loss_cls: 0.3925, decode.d1.loss_mask: 0.5542, decode.d1.loss_dice: 0.8123, decode.d2.loss_cls: 0.3632, decode.d2.loss_mask: 0.5408, decode.d2.loss_dice: 0.7779, decode.d3.loss_cls: 0.3473, decode.d3.loss_mask: 0.5346, decode.d3.loss_dice: 0.7677, decode.d4.loss_cls: 0.3400, decode.d4.loss_mask: 0.5348, decode.d4.loss_dice: 0.7634, decode.d5.loss_cls: 0.3354, decode.d5.loss_mask: 0.5333, decode.d5.loss_dice: 0.7579, decode.d6.loss_cls: 0.3337, decode.d6.loss_mask: 0.5315, decode.d6.loss_dice: 0.7565, decode.d7.loss_cls: 0.3215, decode.d7.loss_mask: 0.5334, decode.d7.loss_dice: 0.7605, decode.d8.loss_cls: 0.3239, decode.d8.loss_mask: 0.5326, decode.d8.loss_dice: 0.7594, loss: 17.5664, grad_norm: 57.4714 2023-12-26 03:10:39,379 - mmseg - INFO - Iter [71600/160000] lr: 5.525e-05, eta: 12:24:18, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3256, decode.loss_mask: 0.5183, decode.loss_dice: 0.7924, decode.d0.loss_cls: 1.3049, decode.d0.loss_mask: 0.5601, decode.d0.loss_dice: 0.8867, decode.d1.loss_cls: 0.4097, decode.d1.loss_mask: 0.5372, decode.d1.loss_dice: 0.8353, decode.d2.loss_cls: 0.3637, decode.d2.loss_mask: 0.5284, decode.d2.loss_dice: 0.8203, decode.d3.loss_cls: 0.3493, decode.d3.loss_mask: 0.5211, decode.d3.loss_dice: 0.8038, decode.d4.loss_cls: 0.3384, decode.d4.loss_mask: 0.5208, decode.d4.loss_dice: 0.8056, decode.d5.loss_cls: 0.3365, decode.d5.loss_mask: 0.5190, decode.d5.loss_dice: 0.8020, decode.d6.loss_cls: 0.3345, decode.d6.loss_mask: 0.5186, decode.d6.loss_dice: 0.7935, decode.d7.loss_cls: 0.3268, decode.d7.loss_mask: 0.5202, decode.d7.loss_dice: 0.8009, decode.d8.loss_cls: 0.3231, decode.d8.loss_mask: 0.5206, decode.d8.loss_dice: 0.8020, loss: 17.8193, grad_norm: 60.5676 2023-12-26 03:11:03,809 - mmseg - INFO - Iter [71650/160000] lr: 5.522e-05, eta: 12:23:51, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3211, decode.loss_mask: 0.5507, decode.loss_dice: 0.8170, decode.d0.loss_cls: 1.3095, decode.d0.loss_mask: 0.5864, decode.d0.loss_dice: 0.9185, decode.d1.loss_cls: 0.4133, decode.d1.loss_mask: 0.5658, decode.d1.loss_dice: 0.8672, decode.d2.loss_cls: 0.3691, decode.d2.loss_mask: 0.5512, decode.d2.loss_dice: 0.8453, decode.d3.loss_cls: 0.3545, decode.d3.loss_mask: 0.5482, decode.d3.loss_dice: 0.8211, decode.d4.loss_cls: 0.3388, decode.d4.loss_mask: 0.5501, decode.d4.loss_dice: 0.8238, decode.d5.loss_cls: 0.3333, decode.d5.loss_mask: 0.5487, decode.d5.loss_dice: 0.8236, decode.d6.loss_cls: 0.3290, decode.d6.loss_mask: 0.5492, decode.d6.loss_dice: 0.8121, decode.d7.loss_cls: 0.3284, decode.d7.loss_mask: 0.5468, decode.d7.loss_dice: 0.8130, decode.d8.loss_cls: 0.3238, decode.d8.loss_mask: 0.5484, decode.d8.loss_dice: 0.8205, loss: 18.3284, grad_norm: 58.7391 2023-12-26 03:11:28,092 - mmseg - INFO - Iter [71700/160000] lr: 5.519e-05, eta: 12:23:25, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3041, decode.loss_mask: 0.5304, decode.loss_dice: 0.7955, decode.d0.loss_cls: 1.2768, decode.d0.loss_mask: 0.5674, decode.d0.loss_dice: 0.8917, decode.d1.loss_cls: 0.3911, decode.d1.loss_mask: 0.5466, decode.d1.loss_dice: 0.8439, decode.d2.loss_cls: 0.3525, decode.d2.loss_mask: 0.5343, decode.d2.loss_dice: 0.8164, decode.d3.loss_cls: 0.3336, decode.d3.loss_mask: 0.5324, decode.d3.loss_dice: 0.8002, decode.d4.loss_cls: 0.3214, decode.d4.loss_mask: 0.5334, decode.d4.loss_dice: 0.8034, decode.d5.loss_cls: 0.3243, decode.d5.loss_mask: 0.5280, decode.d5.loss_dice: 0.7995, decode.d6.loss_cls: 0.3140, decode.d6.loss_mask: 0.5291, decode.d6.loss_dice: 0.7954, decode.d7.loss_cls: 0.3133, decode.d7.loss_mask: 0.5258, decode.d7.loss_dice: 0.7936, decode.d8.loss_cls: 0.3075, decode.d8.loss_mask: 0.5281, decode.d8.loss_dice: 0.7968, loss: 17.7305, grad_norm: 61.4195 2023-12-26 03:11:52,416 - mmseg - INFO - Iter [71750/160000] lr: 5.516e-05, eta: 12:22:58, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3225, decode.loss_mask: 0.5524, decode.loss_dice: 0.8106, decode.d0.loss_cls: 1.3051, decode.d0.loss_mask: 0.5967, decode.d0.loss_dice: 0.8931, decode.d1.loss_cls: 0.4020, decode.d1.loss_mask: 0.5739, decode.d1.loss_dice: 0.8509, decode.d2.loss_cls: 0.3568, decode.d2.loss_mask: 0.5611, decode.d2.loss_dice: 0.8294, decode.d3.loss_cls: 0.3421, decode.d3.loss_mask: 0.5602, decode.d3.loss_dice: 0.8151, decode.d4.loss_cls: 0.3366, decode.d4.loss_mask: 0.5568, decode.d4.loss_dice: 0.8153, decode.d5.loss_cls: 0.3307, decode.d5.loss_mask: 0.5556, decode.d5.loss_dice: 0.8194, decode.d6.loss_cls: 0.3216, decode.d6.loss_mask: 0.5538, decode.d6.loss_dice: 0.8105, decode.d7.loss_cls: 0.3216, decode.d7.loss_mask: 0.5558, decode.d7.loss_dice: 0.8088, decode.d8.loss_cls: 0.3192, decode.d8.loss_mask: 0.5552, decode.d8.loss_dice: 0.8092, loss: 18.2421, grad_norm: 65.6377 2023-12-26 03:12:16,761 - mmseg - INFO - Iter [71800/160000] lr: 5.513e-05, eta: 12:22:31, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3259, decode.loss_mask: 0.5560, decode.loss_dice: 0.7944, decode.d0.loss_cls: 1.3032, decode.d0.loss_mask: 0.5918, decode.d0.loss_dice: 0.8847, decode.d1.loss_cls: 0.4115, decode.d1.loss_mask: 0.5767, decode.d1.loss_dice: 0.8368, decode.d2.loss_cls: 0.3684, decode.d2.loss_mask: 0.5641, decode.d2.loss_dice: 0.8216, decode.d3.loss_cls: 0.3490, decode.d3.loss_mask: 0.5594, decode.d3.loss_dice: 0.7984, decode.d4.loss_cls: 0.3437, decode.d4.loss_mask: 0.5583, decode.d4.loss_dice: 0.8002, decode.d5.loss_cls: 0.3363, decode.d5.loss_mask: 0.5581, decode.d5.loss_dice: 0.8014, decode.d6.loss_cls: 0.3312, decode.d6.loss_mask: 0.5587, decode.d6.loss_dice: 0.7982, decode.d7.loss_cls: 0.3286, decode.d7.loss_mask: 0.5586, decode.d7.loss_dice: 0.7945, decode.d8.loss_cls: 0.3231, decode.d8.loss_mask: 0.5584, decode.d8.loss_dice: 0.7962, loss: 18.1874, grad_norm: 65.8488 2023-12-26 03:12:40,930 - mmseg - INFO - Iter [71850/160000] lr: 5.509e-05, eta: 12:22:05, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3191, decode.loss_mask: 0.5299, decode.loss_dice: 0.8056, decode.d0.loss_cls: 1.3299, decode.d0.loss_mask: 0.5684, decode.d0.loss_dice: 0.8888, decode.d1.loss_cls: 0.4009, decode.d1.loss_mask: 0.5521, decode.d1.loss_dice: 0.8511, decode.d2.loss_cls: 0.3670, decode.d2.loss_mask: 0.5361, decode.d2.loss_dice: 0.8311, decode.d3.loss_cls: 0.3560, decode.d3.loss_mask: 0.5337, decode.d3.loss_dice: 0.8124, decode.d4.loss_cls: 0.3452, decode.d4.loss_mask: 0.5333, decode.d4.loss_dice: 0.8176, decode.d5.loss_cls: 0.3327, decode.d5.loss_mask: 0.5343, decode.d5.loss_dice: 0.8124, decode.d6.loss_cls: 0.3324, decode.d6.loss_mask: 0.5279, decode.d6.loss_dice: 0.8039, decode.d7.loss_cls: 0.3317, decode.d7.loss_mask: 0.5268, decode.d7.loss_dice: 0.8017, decode.d8.loss_cls: 0.3238, decode.d8.loss_mask: 0.5292, decode.d8.loss_dice: 0.8048, loss: 18.0398, grad_norm: 64.5917 2023-12-26 03:13:07,471 - mmseg - INFO - Iter [71900/160000] lr: 5.506e-05, eta: 12:21:41, time: 0.531, data_time: 0.059, memory: 40245, decode.loss_cls: 0.3198, decode.loss_mask: 0.5537, decode.loss_dice: 0.8260, decode.d0.loss_cls: 1.3352, decode.d0.loss_mask: 0.5951, decode.d0.loss_dice: 0.9205, decode.d1.loss_cls: 0.4166, decode.d1.loss_mask: 0.5678, decode.d1.loss_dice: 0.8810, decode.d2.loss_cls: 0.3716, decode.d2.loss_mask: 0.5569, decode.d2.loss_dice: 0.8544, decode.d3.loss_cls: 0.3532, decode.d3.loss_mask: 0.5565, decode.d3.loss_dice: 0.8385, decode.d4.loss_cls: 0.3443, decode.d4.loss_mask: 0.5547, decode.d4.loss_dice: 0.8341, decode.d5.loss_cls: 0.3336, decode.d5.loss_mask: 0.5552, decode.d5.loss_dice: 0.8325, decode.d6.loss_cls: 0.3273, decode.d6.loss_mask: 0.5528, decode.d6.loss_dice: 0.8259, decode.d7.loss_cls: 0.3226, decode.d7.loss_mask: 0.5540, decode.d7.loss_dice: 0.8251, decode.d8.loss_cls: 0.3217, decode.d8.loss_mask: 0.5513, decode.d8.loss_dice: 0.8267, loss: 18.5083, grad_norm: 62.5205 2023-12-26 03:13:32,024 - mmseg - INFO - Iter [71950/160000] lr: 5.503e-05, eta: 12:21:15, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3235, decode.loss_mask: 0.5265, decode.loss_dice: 0.7942, decode.d0.loss_cls: 1.3301, decode.d0.loss_mask: 0.5693, decode.d0.loss_dice: 0.8901, decode.d1.loss_cls: 0.4075, decode.d1.loss_mask: 0.5472, decode.d1.loss_dice: 0.8527, decode.d2.loss_cls: 0.3665, decode.d2.loss_mask: 0.5379, decode.d2.loss_dice: 0.8285, decode.d3.loss_cls: 0.3493, decode.d3.loss_mask: 0.5322, decode.d3.loss_dice: 0.8069, decode.d4.loss_cls: 0.3325, decode.d4.loss_mask: 0.5338, decode.d4.loss_dice: 0.8084, decode.d5.loss_cls: 0.3306, decode.d5.loss_mask: 0.5317, decode.d5.loss_dice: 0.8055, decode.d6.loss_cls: 0.3282, decode.d6.loss_mask: 0.5278, decode.d6.loss_dice: 0.7969, decode.d7.loss_cls: 0.3239, decode.d7.loss_mask: 0.5269, decode.d7.loss_dice: 0.7981, decode.d8.loss_cls: 0.3277, decode.d8.loss_mask: 0.5268, decode.d8.loss_dice: 0.7969, loss: 17.9580, grad_norm: 57.2602 2023-12-26 03:13:56,360 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 03:13:56,360 - mmseg - INFO - Iter [72000/160000] lr: 5.500e-05, eta: 12:20:48, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3015, decode.loss_mask: 0.5436, decode.loss_dice: 0.7928, decode.d0.loss_cls: 1.3213, decode.d0.loss_mask: 0.5891, decode.d0.loss_dice: 0.8779, decode.d1.loss_cls: 0.3922, decode.d1.loss_mask: 0.5682, decode.d1.loss_dice: 0.8362, decode.d2.loss_cls: 0.3537, decode.d2.loss_mask: 0.5491, decode.d2.loss_dice: 0.8092, decode.d3.loss_cls: 0.3326, decode.d3.loss_mask: 0.5476, decode.d3.loss_dice: 0.7919, decode.d4.loss_cls: 0.3251, decode.d4.loss_mask: 0.5446, decode.d4.loss_dice: 0.7920, decode.d5.loss_cls: 0.3112, decode.d5.loss_mask: 0.5446, decode.d5.loss_dice: 0.7936, decode.d6.loss_cls: 0.3113, decode.d6.loss_mask: 0.5448, decode.d6.loss_dice: 0.7866, decode.d7.loss_cls: 0.3090, decode.d7.loss_mask: 0.5433, decode.d7.loss_dice: 0.7915, decode.d8.loss_cls: 0.3014, decode.d8.loss_mask: 0.5450, decode.d8.loss_dice: 0.7902, loss: 17.8409, grad_norm: 63.0512 2023-12-26 03:14:20,750 - mmseg - INFO - Iter [72050/160000] lr: 5.497e-05, eta: 12:20:22, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3129, decode.loss_mask: 0.5241, decode.loss_dice: 0.7874, decode.d0.loss_cls: 1.3251, decode.d0.loss_mask: 0.5633, decode.d0.loss_dice: 0.8745, decode.d1.loss_cls: 0.3945, decode.d1.loss_mask: 0.5435, decode.d1.loss_dice: 0.8341, decode.d2.loss_cls: 0.3566, decode.d2.loss_mask: 0.5291, decode.d2.loss_dice: 0.8093, decode.d3.loss_cls: 0.3406, decode.d3.loss_mask: 0.5250, decode.d3.loss_dice: 0.7991, decode.d4.loss_cls: 0.3276, decode.d4.loss_mask: 0.5278, decode.d4.loss_dice: 0.8021, decode.d5.loss_cls: 0.3206, decode.d5.loss_mask: 0.5262, decode.d5.loss_dice: 0.7966, decode.d6.loss_cls: 0.3197, decode.d6.loss_mask: 0.5243, decode.d6.loss_dice: 0.7890, decode.d7.loss_cls: 0.3144, decode.d7.loss_mask: 0.5244, decode.d7.loss_dice: 0.7937, decode.d8.loss_cls: 0.3165, decode.d8.loss_mask: 0.5240, decode.d8.loss_dice: 0.7905, loss: 17.7165, grad_norm: 60.4970 2023-12-26 03:14:45,447 - mmseg - INFO - Iter [72100/160000] lr: 5.494e-05, eta: 12:19:56, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3111, decode.loss_mask: 0.5044, decode.loss_dice: 0.7875, decode.d0.loss_cls: 1.3007, decode.d0.loss_mask: 0.5463, decode.d0.loss_dice: 0.8734, decode.d1.loss_cls: 0.3825, decode.d1.loss_mask: 0.5210, decode.d1.loss_dice: 0.8315, decode.d2.loss_cls: 0.3473, decode.d2.loss_mask: 0.5091, decode.d2.loss_dice: 0.8142, decode.d3.loss_cls: 0.3348, decode.d3.loss_mask: 0.5064, decode.d3.loss_dice: 0.7965, decode.d4.loss_cls: 0.3203, decode.d4.loss_mask: 0.5045, decode.d4.loss_dice: 0.7955, decode.d5.loss_cls: 0.3141, decode.d5.loss_mask: 0.5052, decode.d5.loss_dice: 0.7964, decode.d6.loss_cls: 0.3139, decode.d6.loss_mask: 0.5039, decode.d6.loss_dice: 0.7911, decode.d7.loss_cls: 0.3126, decode.d7.loss_mask: 0.5022, decode.d7.loss_dice: 0.7898, decode.d8.loss_cls: 0.3111, decode.d8.loss_mask: 0.5030, decode.d8.loss_dice: 0.7909, loss: 17.4211, grad_norm: 57.1359 2023-12-26 03:15:09,739 - mmseg - INFO - Iter [72150/160000] lr: 5.491e-05, eta: 12:19:29, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3041, decode.loss_mask: 0.5281, decode.loss_dice: 0.7810, decode.d0.loss_cls: 1.2979, decode.d0.loss_mask: 0.5764, decode.d0.loss_dice: 0.8743, decode.d1.loss_cls: 0.3856, decode.d1.loss_mask: 0.5501, decode.d1.loss_dice: 0.8354, decode.d2.loss_cls: 0.3432, decode.d2.loss_mask: 0.5403, decode.d2.loss_dice: 0.8048, decode.d3.loss_cls: 0.3250, decode.d3.loss_mask: 0.5355, decode.d3.loss_dice: 0.7902, decode.d4.loss_cls: 0.3190, decode.d4.loss_mask: 0.5324, decode.d4.loss_dice: 0.7842, decode.d5.loss_cls: 0.3106, decode.d5.loss_mask: 0.5309, decode.d5.loss_dice: 0.7867, decode.d6.loss_cls: 0.3070, decode.d6.loss_mask: 0.5306, decode.d6.loss_dice: 0.7800, decode.d7.loss_cls: 0.3082, decode.d7.loss_mask: 0.5304, decode.d7.loss_dice: 0.7821, decode.d8.loss_cls: 0.3041, decode.d8.loss_mask: 0.5301, decode.d8.loss_dice: 0.7845, loss: 17.5927, grad_norm: 59.0159 2023-12-26 03:15:33,897 - mmseg - INFO - Iter [72200/160000] lr: 5.488e-05, eta: 12:19:03, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2992, decode.loss_mask: 0.5331, decode.loss_dice: 0.7760, decode.d0.loss_cls: 1.3000, decode.d0.loss_mask: 0.5749, decode.d0.loss_dice: 0.8615, decode.d1.loss_cls: 0.3832, decode.d1.loss_mask: 0.5512, decode.d1.loss_dice: 0.8197, decode.d2.loss_cls: 0.3471, decode.d2.loss_mask: 0.5410, decode.d2.loss_dice: 0.7936, decode.d3.loss_cls: 0.3297, decode.d3.loss_mask: 0.5355, decode.d3.loss_dice: 0.7763, decode.d4.loss_cls: 0.3233, decode.d4.loss_mask: 0.5345, decode.d4.loss_dice: 0.7812, decode.d5.loss_cls: 0.3098, decode.d5.loss_mask: 0.5332, decode.d5.loss_dice: 0.7807, decode.d6.loss_cls: 0.3050, decode.d6.loss_mask: 0.5306, decode.d6.loss_dice: 0.7724, decode.d7.loss_cls: 0.3033, decode.d7.loss_mask: 0.5335, decode.d7.loss_dice: 0.7788, decode.d8.loss_cls: 0.3069, decode.d8.loss_mask: 0.5324, decode.d8.loss_dice: 0.7748, loss: 17.5224, grad_norm: 57.1707 2023-12-26 03:15:58,083 - mmseg - INFO - Iter [72250/160000] lr: 5.484e-05, eta: 12:18:36, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2997, decode.loss_mask: 0.5395, decode.loss_dice: 0.7867, decode.d0.loss_cls: 1.2545, decode.d0.loss_mask: 0.5860, decode.d0.loss_dice: 0.8746, decode.d1.loss_cls: 0.3833, decode.d1.loss_mask: 0.5587, decode.d1.loss_dice: 0.8306, decode.d2.loss_cls: 0.3355, decode.d2.loss_mask: 0.5488, decode.d2.loss_dice: 0.8064, decode.d3.loss_cls: 0.3229, decode.d3.loss_mask: 0.5462, decode.d3.loss_dice: 0.7894, decode.d4.loss_cls: 0.3132, decode.d4.loss_mask: 0.5447, decode.d4.loss_dice: 0.7944, decode.d5.loss_cls: 0.3082, decode.d5.loss_mask: 0.5434, decode.d5.loss_dice: 0.7947, decode.d6.loss_cls: 0.3079, decode.d6.loss_mask: 0.5425, decode.d6.loss_dice: 0.7850, decode.d7.loss_cls: 0.3061, decode.d7.loss_mask: 0.5405, decode.d7.loss_dice: 0.7863, decode.d8.loss_cls: 0.3025, decode.d8.loss_mask: 0.5399, decode.d8.loss_dice: 0.7859, loss: 17.6580, grad_norm: 58.2451 2023-12-26 03:16:22,433 - mmseg - INFO - Iter [72300/160000] lr: 5.481e-05, eta: 12:18:09, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2889, decode.loss_mask: 0.5414, decode.loss_dice: 0.7779, decode.d0.loss_cls: 1.2726, decode.d0.loss_mask: 0.5869, decode.d0.loss_dice: 0.8567, decode.d1.loss_cls: 0.3657, decode.d1.loss_mask: 0.5634, decode.d1.loss_dice: 0.8200, decode.d2.loss_cls: 0.3366, decode.d2.loss_mask: 0.5516, decode.d2.loss_dice: 0.7968, decode.d3.loss_cls: 0.3160, decode.d3.loss_mask: 0.5463, decode.d3.loss_dice: 0.7855, decode.d4.loss_cls: 0.3084, decode.d4.loss_mask: 0.5452, decode.d4.loss_dice: 0.7845, decode.d5.loss_cls: 0.3024, decode.d5.loss_mask: 0.5414, decode.d5.loss_dice: 0.7809, decode.d6.loss_cls: 0.2988, decode.d6.loss_mask: 0.5423, decode.d6.loss_dice: 0.7759, decode.d7.loss_cls: 0.2948, decode.d7.loss_mask: 0.5398, decode.d7.loss_dice: 0.7746, decode.d8.loss_cls: 0.2939, decode.d8.loss_mask: 0.5397, decode.d8.loss_dice: 0.7781, loss: 17.5071, grad_norm: 62.1130 2023-12-26 03:16:46,609 - mmseg - INFO - Iter [72350/160000] lr: 5.478e-05, eta: 12:17:42, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3190, decode.loss_mask: 0.5166, decode.loss_dice: 0.7984, decode.d0.loss_cls: 1.2990, decode.d0.loss_mask: 0.5509, decode.d0.loss_dice: 0.8941, decode.d1.loss_cls: 0.4037, decode.d1.loss_mask: 0.5331, decode.d1.loss_dice: 0.8490, decode.d2.loss_cls: 0.3601, decode.d2.loss_mask: 0.5221, decode.d2.loss_dice: 0.8260, decode.d3.loss_cls: 0.3418, decode.d3.loss_mask: 0.5138, decode.d3.loss_dice: 0.8041, decode.d4.loss_cls: 0.3329, decode.d4.loss_mask: 0.5148, decode.d4.loss_dice: 0.8034, decode.d5.loss_cls: 0.3310, decode.d5.loss_mask: 0.5136, decode.d5.loss_dice: 0.8030, decode.d6.loss_cls: 0.3269, decode.d6.loss_mask: 0.5152, decode.d6.loss_dice: 0.7962, decode.d7.loss_cls: 0.3220, decode.d7.loss_mask: 0.5172, decode.d7.loss_dice: 0.7989, decode.d8.loss_cls: 0.3205, decode.d8.loss_mask: 0.5152, decode.d8.loss_dice: 0.7980, loss: 17.7407, grad_norm: 57.8453 2023-12-26 03:17:10,827 - mmseg - INFO - Iter [72400/160000] lr: 5.475e-05, eta: 12:17:16, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2972, decode.loss_mask: 0.5393, decode.loss_dice: 0.7951, decode.d0.loss_cls: 1.2933, decode.d0.loss_mask: 0.5904, decode.d0.loss_dice: 0.8913, decode.d1.loss_cls: 0.3845, decode.d1.loss_mask: 0.5649, decode.d1.loss_dice: 0.8433, decode.d2.loss_cls: 0.3388, decode.d2.loss_mask: 0.5499, decode.d2.loss_dice: 0.8200, decode.d3.loss_cls: 0.3197, decode.d3.loss_mask: 0.5440, decode.d3.loss_dice: 0.8032, decode.d4.loss_cls: 0.3151, decode.d4.loss_mask: 0.5427, decode.d4.loss_dice: 0.8045, decode.d5.loss_cls: 0.3131, decode.d5.loss_mask: 0.5401, decode.d5.loss_dice: 0.7994, decode.d6.loss_cls: 0.3054, decode.d6.loss_mask: 0.5374, decode.d6.loss_dice: 0.7963, decode.d7.loss_cls: 0.3028, decode.d7.loss_mask: 0.5375, decode.d7.loss_dice: 0.7950, decode.d8.loss_cls: 0.2974, decode.d8.loss_mask: 0.5399, decode.d8.loss_dice: 0.7938, loss: 17.7956, grad_norm: 63.6582 2023-12-26 03:17:34,981 - mmseg - INFO - Iter [72450/160000] lr: 5.472e-05, eta: 12:16:49, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3124, decode.loss_mask: 0.5453, decode.loss_dice: 0.7880, decode.d0.loss_cls: 1.3061, decode.d0.loss_mask: 0.5886, decode.d0.loss_dice: 0.8769, decode.d1.loss_cls: 0.3817, decode.d1.loss_mask: 0.5635, decode.d1.loss_dice: 0.8356, decode.d2.loss_cls: 0.3480, decode.d2.loss_mask: 0.5508, decode.d2.loss_dice: 0.8162, decode.d3.loss_cls: 0.3379, decode.d3.loss_mask: 0.5511, decode.d3.loss_dice: 0.7965, decode.d4.loss_cls: 0.3294, decode.d4.loss_mask: 0.5485, decode.d4.loss_dice: 0.7939, decode.d5.loss_cls: 0.3203, decode.d5.loss_mask: 0.5471, decode.d5.loss_dice: 0.7886, decode.d6.loss_cls: 0.3163, decode.d6.loss_mask: 0.5430, decode.d6.loss_dice: 0.7841, decode.d7.loss_cls: 0.3137, decode.d7.loss_mask: 0.5427, decode.d7.loss_dice: 0.7855, decode.d8.loss_cls: 0.3108, decode.d8.loss_mask: 0.5433, decode.d8.loss_dice: 0.7867, loss: 17.8524, grad_norm: 63.3251 2023-12-26 03:17:59,244 - mmseg - INFO - Iter [72500/160000] lr: 5.469e-05, eta: 12:16:22, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3144, decode.loss_mask: 0.5463, decode.loss_dice: 0.8288, decode.d0.loss_cls: 1.3272, decode.d0.loss_mask: 0.5904, decode.d0.loss_dice: 0.9175, decode.d1.loss_cls: 0.3959, decode.d1.loss_mask: 0.5708, decode.d1.loss_dice: 0.8862, decode.d2.loss_cls: 0.3553, decode.d2.loss_mask: 0.5558, decode.d2.loss_dice: 0.8557, decode.d3.loss_cls: 0.3438, decode.d3.loss_mask: 0.5489, decode.d3.loss_dice: 0.8388, decode.d4.loss_cls: 0.3337, decode.d4.loss_mask: 0.5490, decode.d4.loss_dice: 0.8370, decode.d5.loss_cls: 0.3234, decode.d5.loss_mask: 0.5476, decode.d5.loss_dice: 0.8376, decode.d6.loss_cls: 0.3193, decode.d6.loss_mask: 0.5478, decode.d6.loss_dice: 0.8290, decode.d7.loss_cls: 0.3095, decode.d7.loss_mask: 0.5463, decode.d7.loss_dice: 0.8312, decode.d8.loss_cls: 0.3135, decode.d8.loss_mask: 0.5455, decode.d8.loss_dice: 0.8304, loss: 18.3766, grad_norm: 61.7682 2023-12-26 03:18:23,822 - mmseg - INFO - Iter [72550/160000] lr: 5.466e-05, eta: 12:15:56, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3203, decode.loss_mask: 0.5294, decode.loss_dice: 0.7871, decode.d0.loss_cls: 1.3008, decode.d0.loss_mask: 0.5720, decode.d0.loss_dice: 0.8880, decode.d1.loss_cls: 0.4077, decode.d1.loss_mask: 0.5512, decode.d1.loss_dice: 0.8369, decode.d2.loss_cls: 0.3546, decode.d2.loss_mask: 0.5402, decode.d2.loss_dice: 0.8163, decode.d3.loss_cls: 0.3453, decode.d3.loss_mask: 0.5358, decode.d3.loss_dice: 0.7949, decode.d4.loss_cls: 0.3330, decode.d4.loss_mask: 0.5330, decode.d4.loss_dice: 0.7970, decode.d5.loss_cls: 0.3278, decode.d5.loss_mask: 0.5330, decode.d5.loss_dice: 0.7957, decode.d6.loss_cls: 0.3261, decode.d6.loss_mask: 0.5308, decode.d6.loss_dice: 0.7868, decode.d7.loss_cls: 0.3241, decode.d7.loss_mask: 0.5316, decode.d7.loss_dice: 0.7894, decode.d8.loss_cls: 0.3208, decode.d8.loss_mask: 0.5310, decode.d8.loss_dice: 0.7912, loss: 17.8317, grad_norm: 62.5531 2023-12-26 03:18:48,301 - mmseg - INFO - Iter [72600/160000] lr: 5.463e-05, eta: 12:15:30, time: 0.492, data_time: 0.014, memory: 40245, decode.loss_cls: 0.3038, decode.loss_mask: 0.5594, decode.loss_dice: 0.7898, decode.d0.loss_cls: 1.2865, decode.d0.loss_mask: 0.6067, decode.d0.loss_dice: 0.8754, decode.d1.loss_cls: 0.3801, decode.d1.loss_mask: 0.5843, decode.d1.loss_dice: 0.8372, decode.d2.loss_cls: 0.3448, decode.d2.loss_mask: 0.5725, decode.d2.loss_dice: 0.8101, decode.d3.loss_cls: 0.3278, decode.d3.loss_mask: 0.5640, decode.d3.loss_dice: 0.7989, decode.d4.loss_cls: 0.3169, decode.d4.loss_mask: 0.5598, decode.d4.loss_dice: 0.7980, decode.d5.loss_cls: 0.3105, decode.d5.loss_mask: 0.5610, decode.d5.loss_dice: 0.7987, decode.d6.loss_cls: 0.3107, decode.d6.loss_mask: 0.5593, decode.d6.loss_dice: 0.7897, decode.d7.loss_cls: 0.3025, decode.d7.loss_mask: 0.5605, decode.d7.loss_dice: 0.7912, decode.d8.loss_cls: 0.3023, decode.d8.loss_mask: 0.5597, decode.d8.loss_dice: 0.7896, loss: 17.9519, grad_norm: 65.6739 2023-12-26 03:19:12,424 - mmseg - INFO - Iter [72650/160000] lr: 5.459e-05, eta: 12:15:03, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3012, decode.loss_mask: 0.5537, decode.loss_dice: 0.8107, decode.d0.loss_cls: 1.3051, decode.d0.loss_mask: 0.5927, decode.d0.loss_dice: 0.9010, decode.d1.loss_cls: 0.3912, decode.d1.loss_mask: 0.5717, decode.d1.loss_dice: 0.8561, decode.d2.loss_cls: 0.3451, decode.d2.loss_mask: 0.5604, decode.d2.loss_dice: 0.8283, decode.d3.loss_cls: 0.3278, decode.d3.loss_mask: 0.5568, decode.d3.loss_dice: 0.8168, decode.d4.loss_cls: 0.3174, decode.d4.loss_mask: 0.5570, decode.d4.loss_dice: 0.8116, decode.d5.loss_cls: 0.3165, decode.d5.loss_mask: 0.5522, decode.d5.loss_dice: 0.8095, decode.d6.loss_cls: 0.3105, decode.d6.loss_mask: 0.5511, decode.d6.loss_dice: 0.8094, decode.d7.loss_cls: 0.3040, decode.d7.loss_mask: 0.5521, decode.d7.loss_dice: 0.8087, decode.d8.loss_cls: 0.3041, decode.d8.loss_mask: 0.5527, decode.d8.loss_dice: 0.8101, loss: 18.0853, grad_norm: 58.1308 2023-12-26 03:19:36,642 - mmseg - INFO - Iter [72700/160000] lr: 5.456e-05, eta: 12:14:36, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3171, decode.loss_mask: 0.5201, decode.loss_dice: 0.8015, decode.d0.loss_cls: 1.3129, decode.d0.loss_mask: 0.5641, decode.d0.loss_dice: 0.9007, decode.d1.loss_cls: 0.3856, decode.d1.loss_mask: 0.5394, decode.d1.loss_dice: 0.8548, decode.d2.loss_cls: 0.3571, decode.d2.loss_mask: 0.5282, decode.d2.loss_dice: 0.8224, decode.d3.loss_cls: 0.3410, decode.d3.loss_mask: 0.5234, decode.d3.loss_dice: 0.8101, decode.d4.loss_cls: 0.3217, decode.d4.loss_mask: 0.5235, decode.d4.loss_dice: 0.8118, decode.d5.loss_cls: 0.3225, decode.d5.loss_mask: 0.5222, decode.d5.loss_dice: 0.8079, decode.d6.loss_cls: 0.3154, decode.d6.loss_mask: 0.5220, decode.d6.loss_dice: 0.7998, decode.d7.loss_cls: 0.3140, decode.d7.loss_mask: 0.5229, decode.d7.loss_dice: 0.8026, decode.d8.loss_cls: 0.3147, decode.d8.loss_mask: 0.5227, decode.d8.loss_dice: 0.8046, loss: 17.8066, grad_norm: 61.0304 2023-12-26 03:20:00,858 - mmseg - INFO - Iter [72750/160000] lr: 5.453e-05, eta: 12:14:10, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2798, decode.loss_mask: 0.5350, decode.loss_dice: 0.7781, decode.d0.loss_cls: 1.2811, decode.d0.loss_mask: 0.5777, decode.d0.loss_dice: 0.8690, decode.d1.loss_cls: 0.3664, decode.d1.loss_mask: 0.5584, decode.d1.loss_dice: 0.8262, decode.d2.loss_cls: 0.3279, decode.d2.loss_mask: 0.5406, decode.d2.loss_dice: 0.8012, decode.d3.loss_cls: 0.3097, decode.d3.loss_mask: 0.5367, decode.d3.loss_dice: 0.7837, decode.d4.loss_cls: 0.2976, decode.d4.loss_mask: 0.5380, decode.d4.loss_dice: 0.7836, decode.d5.loss_cls: 0.2897, decode.d5.loss_mask: 0.5373, decode.d5.loss_dice: 0.7839, decode.d6.loss_cls: 0.2904, decode.d6.loss_mask: 0.5350, decode.d6.loss_dice: 0.7772, decode.d7.loss_cls: 0.2880, decode.d7.loss_mask: 0.5349, decode.d7.loss_dice: 0.7808, decode.d8.loss_cls: 0.2888, decode.d8.loss_mask: 0.5340, decode.d8.loss_dice: 0.7789, loss: 17.4098, grad_norm: 63.2303 2023-12-26 03:20:25,148 - mmseg - INFO - Iter [72800/160000] lr: 5.450e-05, eta: 12:13:43, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3089, decode.loss_mask: 0.5223, decode.loss_dice: 0.7830, decode.d0.loss_cls: 1.3044, decode.d0.loss_mask: 0.5667, decode.d0.loss_dice: 0.8885, decode.d1.loss_cls: 0.3925, decode.d1.loss_mask: 0.5440, decode.d1.loss_dice: 0.8411, decode.d2.loss_cls: 0.3541, decode.d2.loss_mask: 0.5308, decode.d2.loss_dice: 0.8111, decode.d3.loss_cls: 0.3369, decode.d3.loss_mask: 0.5270, decode.d3.loss_dice: 0.7922, decode.d4.loss_cls: 0.3303, decode.d4.loss_mask: 0.5253, decode.d4.loss_dice: 0.7930, decode.d5.loss_cls: 0.3272, decode.d5.loss_mask: 0.5217, decode.d5.loss_dice: 0.7908, decode.d6.loss_cls: 0.3180, decode.d6.loss_mask: 0.5227, decode.d6.loss_dice: 0.7877, decode.d7.loss_cls: 0.3163, decode.d7.loss_mask: 0.5207, decode.d7.loss_dice: 0.7862, decode.d8.loss_cls: 0.3139, decode.d8.loss_mask: 0.5202, decode.d8.loss_dice: 0.7848, loss: 17.6624, grad_norm: 67.2074 2023-12-26 03:20:49,559 - mmseg - INFO - Iter [72850/160000] lr: 5.447e-05, eta: 12:13:17, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3170, decode.loss_mask: 0.5254, decode.loss_dice: 0.7919, decode.d0.loss_cls: 1.3237, decode.d0.loss_mask: 0.5727, decode.d0.loss_dice: 0.8777, decode.d1.loss_cls: 0.4027, decode.d1.loss_mask: 0.5493, decode.d1.loss_dice: 0.8494, decode.d2.loss_cls: 0.3613, decode.d2.loss_mask: 0.5340, decode.d2.loss_dice: 0.8153, decode.d3.loss_cls: 0.3374, decode.d3.loss_mask: 0.5306, decode.d3.loss_dice: 0.8022, decode.d4.loss_cls: 0.3269, decode.d4.loss_mask: 0.5300, decode.d4.loss_dice: 0.7969, decode.d5.loss_cls: 0.3244, decode.d5.loss_mask: 0.5267, decode.d5.loss_dice: 0.7999, decode.d6.loss_cls: 0.3233, decode.d6.loss_mask: 0.5271, decode.d6.loss_dice: 0.7844, decode.d7.loss_cls: 0.3193, decode.d7.loss_mask: 0.5254, decode.d7.loss_dice: 0.7928, decode.d8.loss_cls: 0.3163, decode.d8.loss_mask: 0.5243, decode.d8.loss_dice: 0.7928, loss: 17.8012, grad_norm: 63.0151 2023-12-26 03:21:13,832 - mmseg - INFO - Iter [72900/160000] lr: 5.444e-05, eta: 12:12:50, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3125, decode.loss_mask: 0.5388, decode.loss_dice: 0.7980, decode.d0.loss_cls: 1.3262, decode.d0.loss_mask: 0.5874, decode.d0.loss_dice: 0.8861, decode.d1.loss_cls: 0.4037, decode.d1.loss_mask: 0.5608, decode.d1.loss_dice: 0.8413, decode.d2.loss_cls: 0.3616, decode.d2.loss_mask: 0.5472, decode.d2.loss_dice: 0.8200, decode.d3.loss_cls: 0.3432, decode.d3.loss_mask: 0.5438, decode.d3.loss_dice: 0.8038, decode.d4.loss_cls: 0.3338, decode.d4.loss_mask: 0.5430, decode.d4.loss_dice: 0.8038, decode.d5.loss_cls: 0.3251, decode.d5.loss_mask: 0.5442, decode.d5.loss_dice: 0.8026, decode.d6.loss_cls: 0.3222, decode.d6.loss_mask: 0.5414, decode.d6.loss_dice: 0.7940, decode.d7.loss_cls: 0.3149, decode.d7.loss_mask: 0.5399, decode.d7.loss_dice: 0.7993, decode.d8.loss_cls: 0.3134, decode.d8.loss_mask: 0.5400, decode.d8.loss_dice: 0.7990, loss: 17.9909, grad_norm: 62.4282 2023-12-26 03:21:37,996 - mmseg - INFO - Iter [72950/160000] lr: 5.441e-05, eta: 12:12:23, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3077, decode.loss_mask: 0.5104, decode.loss_dice: 0.7830, decode.d0.loss_cls: 1.3121, decode.d0.loss_mask: 0.5450, decode.d0.loss_dice: 0.8669, decode.d1.loss_cls: 0.3785, decode.d1.loss_mask: 0.5331, decode.d1.loss_dice: 0.8334, decode.d2.loss_cls: 0.3496, decode.d2.loss_mask: 0.5226, decode.d2.loss_dice: 0.8090, decode.d3.loss_cls: 0.3399, decode.d3.loss_mask: 0.5170, decode.d3.loss_dice: 0.7955, decode.d4.loss_cls: 0.3312, decode.d4.loss_mask: 0.5159, decode.d4.loss_dice: 0.7919, decode.d5.loss_cls: 0.3153, decode.d5.loss_mask: 0.5147, decode.d5.loss_dice: 0.7907, decode.d6.loss_cls: 0.3157, decode.d6.loss_mask: 0.5132, decode.d6.loss_dice: 0.7828, decode.d7.loss_cls: 0.3106, decode.d7.loss_mask: 0.5121, decode.d7.loss_dice: 0.7800, decode.d8.loss_cls: 0.3121, decode.d8.loss_mask: 0.5122, decode.d8.loss_dice: 0.7808, loss: 17.4828, grad_norm: 57.2237 2023-12-26 03:22:02,289 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 03:22:02,290 - mmseg - INFO - Iter [73000/160000] lr: 5.438e-05, eta: 12:11:57, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2973, decode.loss_mask: 0.5257, decode.loss_dice: 0.7981, decode.d0.loss_cls: 1.3017, decode.d0.loss_mask: 0.5663, decode.d0.loss_dice: 0.8780, decode.d1.loss_cls: 0.3868, decode.d1.loss_mask: 0.5442, decode.d1.loss_dice: 0.8432, decode.d2.loss_cls: 0.3396, decode.d2.loss_mask: 0.5333, decode.d2.loss_dice: 0.8226, decode.d3.loss_cls: 0.3240, decode.d3.loss_mask: 0.5256, decode.d3.loss_dice: 0.8025, decode.d4.loss_cls: 0.3160, decode.d4.loss_mask: 0.5267, decode.d4.loss_dice: 0.8008, decode.d5.loss_cls: 0.3115, decode.d5.loss_mask: 0.5250, decode.d5.loss_dice: 0.7987, decode.d6.loss_cls: 0.3061, decode.d6.loss_mask: 0.5237, decode.d6.loss_dice: 0.7970, decode.d7.loss_cls: 0.3035, decode.d7.loss_mask: 0.5247, decode.d7.loss_dice: 0.7976, decode.d8.loss_cls: 0.2983, decode.d8.loss_mask: 0.5229, decode.d8.loss_dice: 0.8003, loss: 17.6416, grad_norm: 57.9256 2023-12-26 03:22:26,814 - mmseg - INFO - Iter [73050/160000] lr: 5.434e-05, eta: 12:11:31, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3144, decode.loss_mask: 0.5275, decode.loss_dice: 0.7893, decode.d0.loss_cls: 1.3331, decode.d0.loss_mask: 0.5649, decode.d0.loss_dice: 0.8799, decode.d1.loss_cls: 0.3977, decode.d1.loss_mask: 0.5473, decode.d1.loss_dice: 0.8315, decode.d2.loss_cls: 0.3493, decode.d2.loss_mask: 0.5320, decode.d2.loss_dice: 0.8086, decode.d3.loss_cls: 0.3415, decode.d3.loss_mask: 0.5317, decode.d3.loss_dice: 0.7939, decode.d4.loss_cls: 0.3283, decode.d4.loss_mask: 0.5301, decode.d4.loss_dice: 0.7989, decode.d5.loss_cls: 0.3248, decode.d5.loss_mask: 0.5304, decode.d5.loss_dice: 0.7961, decode.d6.loss_cls: 0.3226, decode.d6.loss_mask: 0.5264, decode.d6.loss_dice: 0.7884, decode.d7.loss_cls: 0.3164, decode.d7.loss_mask: 0.5262, decode.d7.loss_dice: 0.7892, decode.d8.loss_cls: 0.3196, decode.d8.loss_mask: 0.5264, decode.d8.loss_dice: 0.7889, loss: 17.7553, grad_norm: 55.5231 2023-12-26 03:22:51,307 - mmseg - INFO - Iter [73100/160000] lr: 5.431e-05, eta: 12:11:04, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3225, decode.loss_mask: 0.5246, decode.loss_dice: 0.8052, decode.d0.loss_cls: 1.3188, decode.d0.loss_mask: 0.5695, decode.d0.loss_dice: 0.9000, decode.d1.loss_cls: 0.4088, decode.d1.loss_mask: 0.5451, decode.d1.loss_dice: 0.8542, decode.d2.loss_cls: 0.3628, decode.d2.loss_mask: 0.5370, decode.d2.loss_dice: 0.8308, decode.d3.loss_cls: 0.3472, decode.d3.loss_mask: 0.5318, decode.d3.loss_dice: 0.8189, decode.d4.loss_cls: 0.3336, decode.d4.loss_mask: 0.5268, decode.d4.loss_dice: 0.8169, decode.d5.loss_cls: 0.3257, decode.d5.loss_mask: 0.5259, decode.d5.loss_dice: 0.8107, decode.d6.loss_cls: 0.3273, decode.d6.loss_mask: 0.5252, decode.d6.loss_dice: 0.8022, decode.d7.loss_cls: 0.3223, decode.d7.loss_mask: 0.5269, decode.d7.loss_dice: 0.8063, decode.d8.loss_cls: 0.3217, decode.d8.loss_mask: 0.5249, decode.d8.loss_dice: 0.8052, loss: 17.9790, grad_norm: 63.2062 2023-12-26 03:23:17,855 - mmseg - INFO - Iter [73150/160000] lr: 5.428e-05, eta: 12:10:41, time: 0.531, data_time: 0.057, memory: 40245, decode.loss_cls: 0.3107, decode.loss_mask: 0.5311, decode.loss_dice: 0.7978, decode.d0.loss_cls: 1.2863, decode.d0.loss_mask: 0.5763, decode.d0.loss_dice: 0.8853, decode.d1.loss_cls: 0.3956, decode.d1.loss_mask: 0.5514, decode.d1.loss_dice: 0.8478, decode.d2.loss_cls: 0.3558, decode.d2.loss_mask: 0.5403, decode.d2.loss_dice: 0.8222, decode.d3.loss_cls: 0.3363, decode.d3.loss_mask: 0.5346, decode.d3.loss_dice: 0.8054, decode.d4.loss_cls: 0.3306, decode.d4.loss_mask: 0.5320, decode.d4.loss_dice: 0.8025, decode.d5.loss_cls: 0.3213, decode.d5.loss_mask: 0.5313, decode.d5.loss_dice: 0.8010, decode.d6.loss_cls: 0.3188, decode.d6.loss_mask: 0.5314, decode.d6.loss_dice: 0.7998, decode.d7.loss_cls: 0.3107, decode.d7.loss_mask: 0.5309, decode.d7.loss_dice: 0.7994, decode.d8.loss_cls: 0.3091, decode.d8.loss_mask: 0.5306, decode.d8.loss_dice: 0.8002, loss: 17.8266, grad_norm: 60.3110 2023-12-26 03:23:42,153 - mmseg - INFO - Iter [73200/160000] lr: 5.425e-05, eta: 12:10:14, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2979, decode.loss_mask: 0.5425, decode.loss_dice: 0.8111, decode.d0.loss_cls: 1.2864, decode.d0.loss_mask: 0.5880, decode.d0.loss_dice: 0.8965, decode.d1.loss_cls: 0.3890, decode.d1.loss_mask: 0.5651, decode.d1.loss_dice: 0.8634, decode.d2.loss_cls: 0.3368, decode.d2.loss_mask: 0.5553, decode.d2.loss_dice: 0.8392, decode.d3.loss_cls: 0.3245, decode.d3.loss_mask: 0.5492, decode.d3.loss_dice: 0.8258, decode.d4.loss_cls: 0.3163, decode.d4.loss_mask: 0.5471, decode.d4.loss_dice: 0.8229, decode.d5.loss_cls: 0.3087, decode.d5.loss_mask: 0.5467, decode.d5.loss_dice: 0.8184, decode.d6.loss_cls: 0.3016, decode.d6.loss_mask: 0.5457, decode.d6.loss_dice: 0.8111, decode.d7.loss_cls: 0.3021, decode.d7.loss_mask: 0.5423, decode.d7.loss_dice: 0.8149, decode.d8.loss_cls: 0.2989, decode.d8.loss_mask: 0.5435, decode.d8.loss_dice: 0.8107, loss: 18.0013, grad_norm: 64.8466 2023-12-26 03:24:06,420 - mmseg - INFO - Iter [73250/160000] lr: 5.422e-05, eta: 12:09:48, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2899, decode.loss_mask: 0.5290, decode.loss_dice: 0.7810, decode.d0.loss_cls: 1.2884, decode.d0.loss_mask: 0.5725, decode.d0.loss_dice: 0.8748, decode.d1.loss_cls: 0.3792, decode.d1.loss_mask: 0.5504, decode.d1.loss_dice: 0.8386, decode.d2.loss_cls: 0.3479, decode.d2.loss_mask: 0.5333, decode.d2.loss_dice: 0.8070, decode.d3.loss_cls: 0.3246, decode.d3.loss_mask: 0.5338, decode.d3.loss_dice: 0.7898, decode.d4.loss_cls: 0.3119, decode.d4.loss_mask: 0.5329, decode.d4.loss_dice: 0.7886, decode.d5.loss_cls: 0.3055, decode.d5.loss_mask: 0.5300, decode.d5.loss_dice: 0.7918, decode.d6.loss_cls: 0.3045, decode.d6.loss_mask: 0.5289, decode.d6.loss_dice: 0.7839, decode.d7.loss_cls: 0.2996, decode.d7.loss_mask: 0.5279, decode.d7.loss_dice: 0.7826, decode.d8.loss_cls: 0.2935, decode.d8.loss_mask: 0.5289, decode.d8.loss_dice: 0.7866, loss: 17.5372, grad_norm: 63.5025 2023-12-26 03:24:30,806 - mmseg - INFO - Iter [73300/160000] lr: 5.419e-05, eta: 12:09:21, time: 0.488, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3094, decode.loss_mask: 0.5451, decode.loss_dice: 0.7988, decode.d0.loss_cls: 1.2980, decode.d0.loss_mask: 0.5843, decode.d0.loss_dice: 0.8843, decode.d1.loss_cls: 0.3826, decode.d1.loss_mask: 0.5641, decode.d1.loss_dice: 0.8464, decode.d2.loss_cls: 0.3440, decode.d2.loss_mask: 0.5545, decode.d2.loss_dice: 0.8251, decode.d3.loss_cls: 0.3304, decode.d3.loss_mask: 0.5492, decode.d3.loss_dice: 0.8051, decode.d4.loss_cls: 0.3165, decode.d4.loss_mask: 0.5488, decode.d4.loss_dice: 0.8081, decode.d5.loss_cls: 0.3126, decode.d5.loss_mask: 0.5487, decode.d5.loss_dice: 0.8041, decode.d6.loss_cls: 0.3118, decode.d6.loss_mask: 0.5457, decode.d6.loss_dice: 0.7974, decode.d7.loss_cls: 0.3044, decode.d7.loss_mask: 0.5463, decode.d7.loss_dice: 0.7987, decode.d8.loss_cls: 0.3074, decode.d8.loss_mask: 0.5448, decode.d8.loss_dice: 0.8002, loss: 17.9168, grad_norm: 71.0119 2023-12-26 03:24:55,055 - mmseg - INFO - Iter [73350/160000] lr: 5.416e-05, eta: 12:08:55, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3190, decode.loss_mask: 0.5266, decode.loss_dice: 0.7903, decode.d0.loss_cls: 1.3270, decode.d0.loss_mask: 0.5679, decode.d0.loss_dice: 0.8938, decode.d1.loss_cls: 0.4089, decode.d1.loss_mask: 0.5411, decode.d1.loss_dice: 0.8421, decode.d2.loss_cls: 0.3629, decode.d2.loss_mask: 0.5339, decode.d2.loss_dice: 0.8182, decode.d3.loss_cls: 0.3461, decode.d3.loss_mask: 0.5301, decode.d3.loss_dice: 0.7961, decode.d4.loss_cls: 0.3380, decode.d4.loss_mask: 0.5267, decode.d4.loss_dice: 0.7953, decode.d5.loss_cls: 0.3271, decode.d5.loss_mask: 0.5301, decode.d5.loss_dice: 0.7985, decode.d6.loss_cls: 0.3283, decode.d6.loss_mask: 0.5268, decode.d6.loss_dice: 0.7919, decode.d7.loss_cls: 0.3221, decode.d7.loss_mask: 0.5253, decode.d7.loss_dice: 0.7881, decode.d8.loss_cls: 0.3119, decode.d8.loss_mask: 0.5277, decode.d8.loss_dice: 0.7941, loss: 17.8359, grad_norm: 58.6271 2023-12-26 03:25:19,280 - mmseg - INFO - Iter [73400/160000] lr: 5.413e-05, eta: 12:08:28, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3123, decode.loss_mask: 0.5309, decode.loss_dice: 0.7944, decode.d0.loss_cls: 1.3291, decode.d0.loss_mask: 0.5719, decode.d0.loss_dice: 0.8894, decode.d1.loss_cls: 0.3979, decode.d1.loss_mask: 0.5527, decode.d1.loss_dice: 0.8468, decode.d2.loss_cls: 0.3565, decode.d2.loss_mask: 0.5410, decode.d2.loss_dice: 0.8180, decode.d3.loss_cls: 0.3382, decode.d3.loss_mask: 0.5330, decode.d3.loss_dice: 0.8020, decode.d4.loss_cls: 0.3243, decode.d4.loss_mask: 0.5349, decode.d4.loss_dice: 0.8020, decode.d5.loss_cls: 0.3200, decode.d5.loss_mask: 0.5349, decode.d5.loss_dice: 0.7962, decode.d6.loss_cls: 0.3234, decode.d6.loss_mask: 0.5305, decode.d6.loss_dice: 0.7892, decode.d7.loss_cls: 0.3128, decode.d7.loss_mask: 0.5308, decode.d7.loss_dice: 0.7936, decode.d8.loss_cls: 0.3105, decode.d8.loss_mask: 0.5299, decode.d8.loss_dice: 0.7956, loss: 17.8426, grad_norm: 61.8581 2023-12-26 03:25:43,493 - mmseg - INFO - Iter [73450/160000] lr: 5.409e-05, eta: 12:08:02, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3003, decode.loss_mask: 0.5167, decode.loss_dice: 0.7790, decode.d0.loss_cls: 1.3012, decode.d0.loss_mask: 0.5602, decode.d0.loss_dice: 0.8744, decode.d1.loss_cls: 0.3955, decode.d1.loss_mask: 0.5362, decode.d1.loss_dice: 0.8238, decode.d2.loss_cls: 0.3477, decode.d2.loss_mask: 0.5257, decode.d2.loss_dice: 0.7999, decode.d3.loss_cls: 0.3286, decode.d3.loss_mask: 0.5189, decode.d3.loss_dice: 0.7852, decode.d4.loss_cls: 0.3175, decode.d4.loss_mask: 0.5209, decode.d4.loss_dice: 0.7846, decode.d5.loss_cls: 0.3108, decode.d5.loss_mask: 0.5197, decode.d5.loss_dice: 0.7759, decode.d6.loss_cls: 0.3059, decode.d6.loss_mask: 0.5185, decode.d6.loss_dice: 0.7713, decode.d7.loss_cls: 0.3014, decode.d7.loss_mask: 0.5172, decode.d7.loss_dice: 0.7755, decode.d8.loss_cls: 0.3024, decode.d8.loss_mask: 0.5166, decode.d8.loss_dice: 0.7755, loss: 17.4070, grad_norm: 64.4869 2023-12-26 03:26:07,913 - mmseg - INFO - Iter [73500/160000] lr: 5.406e-05, eta: 12:07:35, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3036, decode.loss_mask: 0.5280, decode.loss_dice: 0.7781, decode.d0.loss_cls: 1.2852, decode.d0.loss_mask: 0.5724, decode.d0.loss_dice: 0.8692, decode.d1.loss_cls: 0.3830, decode.d1.loss_mask: 0.5486, decode.d1.loss_dice: 0.8201, decode.d2.loss_cls: 0.3457, decode.d2.loss_mask: 0.5372, decode.d2.loss_dice: 0.7990, decode.d3.loss_cls: 0.3233, decode.d3.loss_mask: 0.5330, decode.d3.loss_dice: 0.7886, decode.d4.loss_cls: 0.3129, decode.d4.loss_mask: 0.5317, decode.d4.loss_dice: 0.7820, decode.d5.loss_cls: 0.3088, decode.d5.loss_mask: 0.5319, decode.d5.loss_dice: 0.7880, decode.d6.loss_cls: 0.3117, decode.d6.loss_mask: 0.5294, decode.d6.loss_dice: 0.7803, decode.d7.loss_cls: 0.3082, decode.d7.loss_mask: 0.5289, decode.d7.loss_dice: 0.7795, decode.d8.loss_cls: 0.3064, decode.d8.loss_mask: 0.5285, decode.d8.loss_dice: 0.7766, loss: 17.5198, grad_norm: 59.7596 2023-12-26 03:26:32,421 - mmseg - INFO - Iter [73550/160000] lr: 5.403e-05, eta: 12:07:09, time: 0.492, data_time: 0.014, memory: 40245, decode.loss_cls: 0.2844, decode.loss_mask: 0.4970, decode.loss_dice: 0.7715, decode.d0.loss_cls: 1.2869, decode.d0.loss_mask: 0.5379, decode.d0.loss_dice: 0.8478, decode.d1.loss_cls: 0.3779, decode.d1.loss_mask: 0.5113, decode.d1.loss_dice: 0.8155, decode.d2.loss_cls: 0.3336, decode.d2.loss_mask: 0.5014, decode.d2.loss_dice: 0.7916, decode.d3.loss_cls: 0.3175, decode.d3.loss_mask: 0.4964, decode.d3.loss_dice: 0.7769, decode.d4.loss_cls: 0.3074, decode.d4.loss_mask: 0.5007, decode.d4.loss_dice: 0.7773, decode.d5.loss_cls: 0.2976, decode.d5.loss_mask: 0.4969, decode.d5.loss_dice: 0.7781, decode.d6.loss_cls: 0.2992, decode.d6.loss_mask: 0.4976, decode.d6.loss_dice: 0.7728, decode.d7.loss_cls: 0.2914, decode.d7.loss_mask: 0.4972, decode.d7.loss_dice: 0.7747, decode.d8.loss_cls: 0.2858, decode.d8.loss_mask: 0.4973, decode.d8.loss_dice: 0.7787, loss: 17.0002, grad_norm: 63.2074 2023-12-26 03:26:56,666 - mmseg - INFO - Iter [73600/160000] lr: 5.400e-05, eta: 12:06:42, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2886, decode.loss_mask: 0.5291, decode.loss_dice: 0.7693, decode.d0.loss_cls: 1.2739, decode.d0.loss_mask: 0.5714, decode.d0.loss_dice: 0.8575, decode.d1.loss_cls: 0.3708, decode.d1.loss_mask: 0.5531, decode.d1.loss_dice: 0.8182, decode.d2.loss_cls: 0.3346, decode.d2.loss_mask: 0.5442, decode.d2.loss_dice: 0.7884, decode.d3.loss_cls: 0.3126, decode.d3.loss_mask: 0.5372, decode.d3.loss_dice: 0.7810, decode.d4.loss_cls: 0.3046, decode.d4.loss_mask: 0.5363, decode.d4.loss_dice: 0.7789, decode.d5.loss_cls: 0.2973, decode.d5.loss_mask: 0.5325, decode.d5.loss_dice: 0.7752, decode.d6.loss_cls: 0.2929, decode.d6.loss_mask: 0.5302, decode.d6.loss_dice: 0.7701, decode.d7.loss_cls: 0.2915, decode.d7.loss_mask: 0.5290, decode.d7.loss_dice: 0.7714, decode.d8.loss_cls: 0.2903, decode.d8.loss_mask: 0.5277, decode.d8.loss_dice: 0.7698, loss: 17.3276, grad_norm: 60.7736 2023-12-26 03:27:20,933 - mmseg - INFO - Iter [73650/160000] lr: 5.397e-05, eta: 12:06:16, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3048, decode.loss_mask: 0.5280, decode.loss_dice: 0.8001, decode.d0.loss_cls: 1.2844, decode.d0.loss_mask: 0.5644, decode.d0.loss_dice: 0.8896, decode.d1.loss_cls: 0.3878, decode.d1.loss_mask: 0.5473, decode.d1.loss_dice: 0.8474, decode.d2.loss_cls: 0.3405, decode.d2.loss_mask: 0.5366, decode.d2.loss_dice: 0.8281, decode.d3.loss_cls: 0.3323, decode.d3.loss_mask: 0.5268, decode.d3.loss_dice: 0.8084, decode.d4.loss_cls: 0.3144, decode.d4.loss_mask: 0.5288, decode.d4.loss_dice: 0.8068, decode.d5.loss_cls: 0.3114, decode.d5.loss_mask: 0.5279, decode.d5.loss_dice: 0.8048, decode.d6.loss_cls: 0.3076, decode.d6.loss_mask: 0.5256, decode.d6.loss_dice: 0.7976, decode.d7.loss_cls: 0.3018, decode.d7.loss_mask: 0.5251, decode.d7.loss_dice: 0.8008, decode.d8.loss_cls: 0.3053, decode.d8.loss_mask: 0.5265, decode.d8.loss_dice: 0.8043, loss: 17.7147, grad_norm: 57.8188 2023-12-26 03:27:45,105 - mmseg - INFO - Iter [73700/160000] lr: 5.394e-05, eta: 12:05:49, time: 0.483, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3062, decode.loss_mask: 0.5457, decode.loss_dice: 0.7992, decode.d0.loss_cls: 1.2863, decode.d0.loss_mask: 0.5851, decode.d0.loss_dice: 0.8836, decode.d1.loss_cls: 0.3826, decode.d1.loss_mask: 0.5663, decode.d1.loss_dice: 0.8475, decode.d2.loss_cls: 0.3474, decode.d2.loss_mask: 0.5534, decode.d2.loss_dice: 0.8298, decode.d3.loss_cls: 0.3269, decode.d3.loss_mask: 0.5545, decode.d3.loss_dice: 0.8093, decode.d4.loss_cls: 0.3164, decode.d4.loss_mask: 0.5514, decode.d4.loss_dice: 0.8036, decode.d5.loss_cls: 0.3073, decode.d5.loss_mask: 0.5520, decode.d5.loss_dice: 0.8128, decode.d6.loss_cls: 0.3072, decode.d6.loss_mask: 0.5462, decode.d6.loss_dice: 0.8011, decode.d7.loss_cls: 0.3056, decode.d7.loss_mask: 0.5447, decode.d7.loss_dice: 0.7985, decode.d8.loss_cls: 0.2998, decode.d8.loss_mask: 0.5458, decode.d8.loss_dice: 0.8004, loss: 17.9166, grad_norm: 63.6791 2023-12-26 03:28:09,340 - mmseg - INFO - Iter [73750/160000] lr: 5.391e-05, eta: 12:05:23, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2983, decode.loss_mask: 0.5533, decode.loss_dice: 0.7962, decode.d0.loss_cls: 1.2861, decode.d0.loss_mask: 0.5932, decode.d0.loss_dice: 0.8697, decode.d1.loss_cls: 0.3719, decode.d1.loss_mask: 0.5721, decode.d1.loss_dice: 0.8375, decode.d2.loss_cls: 0.3351, decode.d2.loss_mask: 0.5618, decode.d2.loss_dice: 0.8189, decode.d3.loss_cls: 0.3208, decode.d3.loss_mask: 0.5574, decode.d3.loss_dice: 0.8012, decode.d4.loss_cls: 0.3120, decode.d4.loss_mask: 0.5582, decode.d4.loss_dice: 0.8016, decode.d5.loss_cls: 0.3059, decode.d5.loss_mask: 0.5561, decode.d5.loss_dice: 0.8003, decode.d6.loss_cls: 0.3018, decode.d6.loss_mask: 0.5564, decode.d6.loss_dice: 0.7957, decode.d7.loss_cls: 0.2997, decode.d7.loss_mask: 0.5544, decode.d7.loss_dice: 0.7973, decode.d8.loss_cls: 0.2994, decode.d8.loss_mask: 0.5534, decode.d8.loss_dice: 0.7939, loss: 17.8592, grad_norm: 67.6951 2023-12-26 03:28:33,700 - mmseg - INFO - Iter [73800/160000] lr: 5.388e-05, eta: 12:04:56, time: 0.487, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2945, decode.loss_mask: 0.5148, decode.loss_dice: 0.7586, decode.d0.loss_cls: 1.2753, decode.d0.loss_mask: 0.5505, decode.d0.loss_dice: 0.8416, decode.d1.loss_cls: 0.3743, decode.d1.loss_mask: 0.5285, decode.d1.loss_dice: 0.8053, decode.d2.loss_cls: 0.3353, decode.d2.loss_mask: 0.5224, decode.d2.loss_dice: 0.7742, decode.d3.loss_cls: 0.3197, decode.d3.loss_mask: 0.5191, decode.d3.loss_dice: 0.7675, decode.d4.loss_cls: 0.3098, decode.d4.loss_mask: 0.5172, decode.d4.loss_dice: 0.7665, decode.d5.loss_cls: 0.3047, decode.d5.loss_mask: 0.5139, decode.d5.loss_dice: 0.7701, decode.d6.loss_cls: 0.2982, decode.d6.loss_mask: 0.5152, decode.d6.loss_dice: 0.7638, decode.d7.loss_cls: 0.2926, decode.d7.loss_mask: 0.5161, decode.d7.loss_dice: 0.7589, decode.d8.loss_cls: 0.2914, decode.d8.loss_mask: 0.5146, decode.d8.loss_dice: 0.7628, loss: 17.0775, grad_norm: 63.4579 2023-12-26 03:28:57,963 - mmseg - INFO - Iter [73850/160000] lr: 5.384e-05, eta: 12:04:30, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2896, decode.loss_mask: 0.5597, decode.loss_dice: 0.8021, decode.d0.loss_cls: 1.2657, decode.d0.loss_mask: 0.5976, decode.d0.loss_dice: 0.8793, decode.d1.loss_cls: 0.3596, decode.d1.loss_mask: 0.5866, decode.d1.loss_dice: 0.8369, decode.d2.loss_cls: 0.3221, decode.d2.loss_mask: 0.5734, decode.d2.loss_dice: 0.8136, decode.d3.loss_cls: 0.3099, decode.d3.loss_mask: 0.5650, decode.d3.loss_dice: 0.8020, decode.d4.loss_cls: 0.3071, decode.d4.loss_mask: 0.5605, decode.d4.loss_dice: 0.8016, decode.d5.loss_cls: 0.3005, decode.d5.loss_mask: 0.5629, decode.d5.loss_dice: 0.8015, decode.d6.loss_cls: 0.2925, decode.d6.loss_mask: 0.5633, decode.d6.loss_dice: 0.7987, decode.d7.loss_cls: 0.2892, decode.d7.loss_mask: 0.5612, decode.d7.loss_dice: 0.7959, decode.d8.loss_cls: 0.2880, decode.d8.loss_mask: 0.5619, decode.d8.loss_dice: 0.7967, loss: 17.8445, grad_norm: 64.5509 2023-12-26 03:29:22,035 - mmseg - INFO - Iter [73900/160000] lr: 5.381e-05, eta: 12:04:03, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3003, decode.loss_mask: 0.5296, decode.loss_dice: 0.7764, decode.d0.loss_cls: 1.2886, decode.d0.loss_mask: 0.5701, decode.d0.loss_dice: 0.8591, decode.d1.loss_cls: 0.3780, decode.d1.loss_mask: 0.5531, decode.d1.loss_dice: 0.8240, decode.d2.loss_cls: 0.3416, decode.d2.loss_mask: 0.5389, decode.d2.loss_dice: 0.7966, decode.d3.loss_cls: 0.3220, decode.d3.loss_mask: 0.5352, decode.d3.loss_dice: 0.7803, decode.d4.loss_cls: 0.3156, decode.d4.loss_mask: 0.5297, decode.d4.loss_dice: 0.7798, decode.d5.loss_cls: 0.3049, decode.d5.loss_mask: 0.5334, decode.d5.loss_dice: 0.7775, decode.d6.loss_cls: 0.3046, decode.d6.loss_mask: 0.5302, decode.d6.loss_dice: 0.7716, decode.d7.loss_cls: 0.3025, decode.d7.loss_mask: 0.5322, decode.d7.loss_dice: 0.7725, decode.d8.loss_cls: 0.3023, decode.d8.loss_mask: 0.5301, decode.d8.loss_dice: 0.7809, loss: 17.4613, grad_norm: 60.9930 2023-12-26 03:29:46,214 - mmseg - INFO - Iter [73950/160000] lr: 5.378e-05, eta: 12:03:36, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3197, decode.loss_mask: 0.5186, decode.loss_dice: 0.7880, decode.d0.loss_cls: 1.3088, decode.d0.loss_mask: 0.5599, decode.d0.loss_dice: 0.8815, decode.d1.loss_cls: 0.3994, decode.d1.loss_mask: 0.5394, decode.d1.loss_dice: 0.8374, decode.d2.loss_cls: 0.3603, decode.d2.loss_mask: 0.5257, decode.d2.loss_dice: 0.8091, decode.d3.loss_cls: 0.3468, decode.d3.loss_mask: 0.5218, decode.d3.loss_dice: 0.7966, decode.d4.loss_cls: 0.3388, decode.d4.loss_mask: 0.5197, decode.d4.loss_dice: 0.7949, decode.d5.loss_cls: 0.3308, decode.d5.loss_mask: 0.5202, decode.d5.loss_dice: 0.7905, decode.d6.loss_cls: 0.3278, decode.d6.loss_mask: 0.5187, decode.d6.loss_dice: 0.7839, decode.d7.loss_cls: 0.3250, decode.d7.loss_mask: 0.5185, decode.d7.loss_dice: 0.7869, decode.d8.loss_cls: 0.3209, decode.d8.loss_mask: 0.5174, decode.d8.loss_dice: 0.7928, loss: 17.6998, grad_norm: 62.1677 2023-12-26 03:30:10,955 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 03:30:10,956 - mmseg - INFO - Iter [74000/160000] lr: 5.375e-05, eta: 12:03:10, time: 0.495, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3267, decode.loss_mask: 0.5180, decode.loss_dice: 0.7708, decode.d0.loss_cls: 1.3563, decode.d0.loss_mask: 0.5629, decode.d0.loss_dice: 0.8703, decode.d1.loss_cls: 0.4112, decode.d1.loss_mask: 0.5380, decode.d1.loss_dice: 0.8255, decode.d2.loss_cls: 0.3619, decode.d2.loss_mask: 0.5263, decode.d2.loss_dice: 0.7976, decode.d3.loss_cls: 0.3508, decode.d3.loss_mask: 0.5215, decode.d3.loss_dice: 0.7790, decode.d4.loss_cls: 0.3368, decode.d4.loss_mask: 0.5167, decode.d4.loss_dice: 0.7773, decode.d5.loss_cls: 0.3350, decode.d5.loss_mask: 0.5168, decode.d5.loss_dice: 0.7778, decode.d6.loss_cls: 0.3331, decode.d6.loss_mask: 0.5161, decode.d6.loss_dice: 0.7712, decode.d7.loss_cls: 0.3296, decode.d7.loss_mask: 0.5180, decode.d7.loss_dice: 0.7740, decode.d8.loss_cls: 0.3218, decode.d8.loss_mask: 0.5159, decode.d8.loss_dice: 0.7718, loss: 17.6288, grad_norm: 62.3225 2023-12-26 03:30:35,382 - mmseg - INFO - Iter [74050/160000] lr: 5.372e-05, eta: 12:02:44, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2925, decode.loss_mask: 0.5148, decode.loss_dice: 0.7582, decode.d0.loss_cls: 1.3040, decode.d0.loss_mask: 0.5567, decode.d0.loss_dice: 0.8503, decode.d1.loss_cls: 0.3735, decode.d1.loss_mask: 0.5327, decode.d1.loss_dice: 0.8072, decode.d2.loss_cls: 0.3299, decode.d2.loss_mask: 0.5224, decode.d2.loss_dice: 0.7815, decode.d3.loss_cls: 0.3184, decode.d3.loss_mask: 0.5174, decode.d3.loss_dice: 0.7656, decode.d4.loss_cls: 0.3050, decode.d4.loss_mask: 0.5194, decode.d4.loss_dice: 0.7670, decode.d5.loss_cls: 0.2956, decode.d5.loss_mask: 0.5159, decode.d5.loss_dice: 0.7657, decode.d6.loss_cls: 0.2960, decode.d6.loss_mask: 0.5127, decode.d6.loss_dice: 0.7606, decode.d7.loss_cls: 0.2922, decode.d7.loss_mask: 0.5152, decode.d7.loss_dice: 0.7602, decode.d8.loss_cls: 0.2875, decode.d8.loss_mask: 0.5157, decode.d8.loss_dice: 0.7601, loss: 17.0939, grad_norm: 59.3967 2023-12-26 03:30:59,806 - mmseg - INFO - Iter [74100/160000] lr: 5.369e-05, eta: 12:02:18, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3147, decode.loss_mask: 0.5175, decode.loss_dice: 0.7810, decode.d0.loss_cls: 1.3335, decode.d0.loss_mask: 0.5611, decode.d0.loss_dice: 0.8714, decode.d1.loss_cls: 0.3914, decode.d1.loss_mask: 0.5376, decode.d1.loss_dice: 0.8338, decode.d2.loss_cls: 0.3624, decode.d2.loss_mask: 0.5253, decode.d2.loss_dice: 0.7996, decode.d3.loss_cls: 0.3423, decode.d3.loss_mask: 0.5206, decode.d3.loss_dice: 0.7868, decode.d4.loss_cls: 0.3323, decode.d4.loss_mask: 0.5208, decode.d4.loss_dice: 0.7902, decode.d5.loss_cls: 0.3277, decode.d5.loss_mask: 0.5184, decode.d5.loss_dice: 0.7847, decode.d6.loss_cls: 0.3264, decode.d6.loss_mask: 0.5167, decode.d6.loss_dice: 0.7791, decode.d7.loss_cls: 0.3219, decode.d7.loss_mask: 0.5172, decode.d7.loss_dice: 0.7811, decode.d8.loss_cls: 0.3101, decode.d8.loss_mask: 0.5181, decode.d8.loss_dice: 0.7818, loss: 17.6055, grad_norm: 57.4063 2023-12-26 03:31:24,241 - mmseg - INFO - Iter [74150/160000] lr: 5.366e-05, eta: 12:01:51, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3356, decode.loss_mask: 0.5261, decode.loss_dice: 0.8137, decode.d0.loss_cls: 1.3359, decode.d0.loss_mask: 0.5751, decode.d0.loss_dice: 0.9096, decode.d1.loss_cls: 0.4153, decode.d1.loss_mask: 0.5498, decode.d1.loss_dice: 0.8677, decode.d2.loss_cls: 0.3711, decode.d2.loss_mask: 0.5330, decode.d2.loss_dice: 0.8413, decode.d3.loss_cls: 0.3576, decode.d3.loss_mask: 0.5327, decode.d3.loss_dice: 0.8205, decode.d4.loss_cls: 0.3381, decode.d4.loss_mask: 0.5333, decode.d4.loss_dice: 0.8255, decode.d5.loss_cls: 0.3380, decode.d5.loss_mask: 0.5309, decode.d5.loss_dice: 0.8143, decode.d6.loss_cls: 0.3414, decode.d6.loss_mask: 0.5285, decode.d6.loss_dice: 0.8128, decode.d7.loss_cls: 0.3337, decode.d7.loss_mask: 0.5295, decode.d7.loss_dice: 0.8134, decode.d8.loss_cls: 0.3285, decode.d8.loss_mask: 0.5292, decode.d8.loss_dice: 0.8166, loss: 18.1987, grad_norm: 62.1240 2023-12-26 03:31:49,514 - mmseg - INFO - Iter [74200/160000] lr: 5.363e-05, eta: 12:01:26, time: 0.506, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3004, decode.loss_mask: 0.5267, decode.loss_dice: 0.7885, decode.d0.loss_cls: 1.2869, decode.d0.loss_mask: 0.5670, decode.d0.loss_dice: 0.8704, decode.d1.loss_cls: 0.3753, decode.d1.loss_mask: 0.5468, decode.d1.loss_dice: 0.8321, decode.d2.loss_cls: 0.3369, decode.d2.loss_mask: 0.5362, decode.d2.loss_dice: 0.8133, decode.d3.loss_cls: 0.3232, decode.d3.loss_mask: 0.5332, decode.d3.loss_dice: 0.7985, decode.d4.loss_cls: 0.3168, decode.d4.loss_mask: 0.5306, decode.d4.loss_dice: 0.7996, decode.d5.loss_cls: 0.3086, decode.d5.loss_mask: 0.5255, decode.d5.loss_dice: 0.7929, decode.d6.loss_cls: 0.3042, decode.d6.loss_mask: 0.5267, decode.d6.loss_dice: 0.7929, decode.d7.loss_cls: 0.3040, decode.d7.loss_mask: 0.5248, decode.d7.loss_dice: 0.7899, decode.d8.loss_cls: 0.3037, decode.d8.loss_mask: 0.5265, decode.d8.loss_dice: 0.7899, loss: 17.5718, grad_norm: 58.6963 2023-12-26 03:32:13,960 - mmseg - INFO - Iter [74250/160000] lr: 5.359e-05, eta: 12:01:00, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2939, decode.loss_mask: 0.5404, decode.loss_dice: 0.7774, decode.d0.loss_cls: 1.2938, decode.d0.loss_mask: 0.5831, decode.d0.loss_dice: 0.8605, decode.d1.loss_cls: 0.3828, decode.d1.loss_mask: 0.5619, decode.d1.loss_dice: 0.8190, decode.d2.loss_cls: 0.3374, decode.d2.loss_mask: 0.5472, decode.d2.loss_dice: 0.7970, decode.d3.loss_cls: 0.3273, decode.d3.loss_mask: 0.5454, decode.d3.loss_dice: 0.7800, decode.d4.loss_cls: 0.3122, decode.d4.loss_mask: 0.5445, decode.d4.loss_dice: 0.7843, decode.d5.loss_cls: 0.3071, decode.d5.loss_mask: 0.5418, decode.d5.loss_dice: 0.7804, decode.d6.loss_cls: 0.3048, decode.d6.loss_mask: 0.5391, decode.d6.loss_dice: 0.7772, decode.d7.loss_cls: 0.2976, decode.d7.loss_mask: 0.5415, decode.d7.loss_dice: 0.7793, decode.d8.loss_cls: 0.2946, decode.d8.loss_mask: 0.5408, decode.d8.loss_dice: 0.7804, loss: 17.5727, grad_norm: 57.2997 2023-12-26 03:32:38,396 - mmseg - INFO - Iter [74300/160000] lr: 5.356e-05, eta: 12:00:34, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3100, decode.loss_mask: 0.5351, decode.loss_dice: 0.7767, decode.d0.loss_cls: 1.3134, decode.d0.loss_mask: 0.5780, decode.d0.loss_dice: 0.8679, decode.d1.loss_cls: 0.4037, decode.d1.loss_mask: 0.5612, decode.d1.loss_dice: 0.8304, decode.d2.loss_cls: 0.3540, decode.d2.loss_mask: 0.5498, decode.d2.loss_dice: 0.8086, decode.d3.loss_cls: 0.3366, decode.d3.loss_mask: 0.5437, decode.d3.loss_dice: 0.7846, decode.d4.loss_cls: 0.3284, decode.d4.loss_mask: 0.5394, decode.d4.loss_dice: 0.7887, decode.d5.loss_cls: 0.3245, decode.d5.loss_mask: 0.5342, decode.d5.loss_dice: 0.7818, decode.d6.loss_cls: 0.3154, decode.d6.loss_mask: 0.5376, decode.d6.loss_dice: 0.7844, decode.d7.loss_cls: 0.3152, decode.d7.loss_mask: 0.5353, decode.d7.loss_dice: 0.7744, decode.d8.loss_cls: 0.3122, decode.d8.loss_mask: 0.5343, decode.d8.loss_dice: 0.7806, loss: 17.7401, grad_norm: 64.8812 2023-12-26 03:33:02,806 - mmseg - INFO - Iter [74350/160000] lr: 5.353e-05, eta: 12:00:07, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2987, decode.loss_mask: 0.5289, decode.loss_dice: 0.7981, decode.d0.loss_cls: 1.2693, decode.d0.loss_mask: 0.5716, decode.d0.loss_dice: 0.8861, decode.d1.loss_cls: 0.3808, decode.d1.loss_mask: 0.5468, decode.d1.loss_dice: 0.8445, decode.d2.loss_cls: 0.3440, decode.d2.loss_mask: 0.5347, decode.d2.loss_dice: 0.8184, decode.d3.loss_cls: 0.3327, decode.d3.loss_mask: 0.5299, decode.d3.loss_dice: 0.8031, decode.d4.loss_cls: 0.3136, decode.d4.loss_mask: 0.5335, decode.d4.loss_dice: 0.8018, decode.d5.loss_cls: 0.3106, decode.d5.loss_mask: 0.5311, decode.d5.loss_dice: 0.8016, decode.d6.loss_cls: 0.3071, decode.d6.loss_mask: 0.5282, decode.d6.loss_dice: 0.7962, decode.d7.loss_cls: 0.3050, decode.d7.loss_mask: 0.5289, decode.d7.loss_dice: 0.7920, decode.d8.loss_cls: 0.2988, decode.d8.loss_mask: 0.5307, decode.d8.loss_dice: 0.7974, loss: 17.6640, grad_norm: 60.1497 2023-12-26 03:33:27,145 - mmseg - INFO - Iter [74400/160000] lr: 5.350e-05, eta: 11:59:41, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3033, decode.loss_mask: 0.5366, decode.loss_dice: 0.7739, decode.d0.loss_cls: 1.3123, decode.d0.loss_mask: 0.5802, decode.d0.loss_dice: 0.8567, decode.d1.loss_cls: 0.3933, decode.d1.loss_mask: 0.5557, decode.d1.loss_dice: 0.8135, decode.d2.loss_cls: 0.3404, decode.d2.loss_mask: 0.5437, decode.d2.loss_dice: 0.7948, decode.d3.loss_cls: 0.3314, decode.d3.loss_mask: 0.5400, decode.d3.loss_dice: 0.7818, decode.d4.loss_cls: 0.3233, decode.d4.loss_mask: 0.5413, decode.d4.loss_dice: 0.7765, decode.d5.loss_cls: 0.3174, decode.d5.loss_mask: 0.5379, decode.d5.loss_dice: 0.7795, decode.d6.loss_cls: 0.3154, decode.d6.loss_mask: 0.5358, decode.d6.loss_dice: 0.7688, decode.d7.loss_cls: 0.3049, decode.d7.loss_mask: 0.5351, decode.d7.loss_dice: 0.7734, decode.d8.loss_cls: 0.3067, decode.d8.loss_mask: 0.5347, decode.d8.loss_dice: 0.7753, loss: 17.5837, grad_norm: 58.4531 2023-12-26 03:33:53,640 - mmseg - INFO - Iter [74450/160000] lr: 5.347e-05, eta: 11:59:18, time: 0.530, data_time: 0.057, memory: 40245, decode.loss_cls: 0.2995, decode.loss_mask: 0.5429, decode.loss_dice: 0.7923, decode.d0.loss_cls: 1.3108, decode.d0.loss_mask: 0.5854, decode.d0.loss_dice: 0.8760, decode.d1.loss_cls: 0.3748, decode.d1.loss_mask: 0.5629, decode.d1.loss_dice: 0.8400, decode.d2.loss_cls: 0.3404, decode.d2.loss_mask: 0.5496, decode.d2.loss_dice: 0.8175, decode.d3.loss_cls: 0.3360, decode.d3.loss_mask: 0.5497, decode.d3.loss_dice: 0.8003, decode.d4.loss_cls: 0.3187, decode.d4.loss_mask: 0.5478, decode.d4.loss_dice: 0.7981, decode.d5.loss_cls: 0.3133, decode.d5.loss_mask: 0.5468, decode.d5.loss_dice: 0.7949, decode.d6.loss_cls: 0.3116, decode.d6.loss_mask: 0.5469, decode.d6.loss_dice: 0.7900, decode.d7.loss_cls: 0.3082, decode.d7.loss_mask: 0.5437, decode.d7.loss_dice: 0.7880, decode.d8.loss_cls: 0.3041, decode.d8.loss_mask: 0.5421, decode.d8.loss_dice: 0.7929, loss: 17.8251, grad_norm: 63.2071 2023-12-26 03:34:18,120 - mmseg - INFO - Iter [74500/160000] lr: 5.344e-05, eta: 11:58:51, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2730, decode.loss_mask: 0.5052, decode.loss_dice: 0.7608, decode.d0.loss_cls: 1.3202, decode.d0.loss_mask: 0.5397, decode.d0.loss_dice: 0.8486, decode.d1.loss_cls: 0.3612, decode.d1.loss_mask: 0.5168, decode.d1.loss_dice: 0.8040, decode.d2.loss_cls: 0.3231, decode.d2.loss_mask: 0.5094, decode.d2.loss_dice: 0.7751, decode.d3.loss_cls: 0.2989, decode.d3.loss_mask: 0.5019, decode.d3.loss_dice: 0.7656, decode.d4.loss_cls: 0.2879, decode.d4.loss_mask: 0.5017, decode.d4.loss_dice: 0.7671, decode.d5.loss_cls: 0.2842, decode.d5.loss_mask: 0.5032, decode.d5.loss_dice: 0.7658, decode.d6.loss_cls: 0.2834, decode.d6.loss_mask: 0.5008, decode.d6.loss_dice: 0.7586, decode.d7.loss_cls: 0.2804, decode.d7.loss_mask: 0.4988, decode.d7.loss_dice: 0.7570, decode.d8.loss_cls: 0.2767, decode.d8.loss_mask: 0.5022, decode.d8.loss_dice: 0.7605, loss: 16.8320, grad_norm: 55.9504 2023-12-26 03:34:42,701 - mmseg - INFO - Iter [74550/160000] lr: 5.341e-05, eta: 11:58:25, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3071, decode.loss_mask: 0.5258, decode.loss_dice: 0.7852, decode.d0.loss_cls: 1.3044, decode.d0.loss_mask: 0.5652, decode.d0.loss_dice: 0.8759, decode.d1.loss_cls: 0.3892, decode.d1.loss_mask: 0.5421, decode.d1.loss_dice: 0.8348, decode.d2.loss_cls: 0.3487, decode.d2.loss_mask: 0.5321, decode.d2.loss_dice: 0.8085, decode.d3.loss_cls: 0.3357, decode.d3.loss_mask: 0.5297, decode.d3.loss_dice: 0.7970, decode.d4.loss_cls: 0.3221, decode.d4.loss_mask: 0.5273, decode.d4.loss_dice: 0.7969, decode.d5.loss_cls: 0.3140, decode.d5.loss_mask: 0.5275, decode.d5.loss_dice: 0.7908, decode.d6.loss_cls: 0.3052, decode.d6.loss_mask: 0.5276, decode.d6.loss_dice: 0.7897, decode.d7.loss_cls: 0.3008, decode.d7.loss_mask: 0.5257, decode.d7.loss_dice: 0.7875, decode.d8.loss_cls: 0.3004, decode.d8.loss_mask: 0.5259, decode.d8.loss_dice: 0.7902, loss: 17.6128, grad_norm: 60.8079 2023-12-26 03:35:07,166 - mmseg - INFO - Iter [74600/160000] lr: 5.338e-05, eta: 11:57:59, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2949, decode.loss_mask: 0.5304, decode.loss_dice: 0.7862, decode.d0.loss_cls: 1.2846, decode.d0.loss_mask: 0.5739, decode.d0.loss_dice: 0.8711, decode.d1.loss_cls: 0.3787, decode.d1.loss_mask: 0.5538, decode.d1.loss_dice: 0.8299, decode.d2.loss_cls: 0.3461, decode.d2.loss_mask: 0.5365, decode.d2.loss_dice: 0.8022, decode.d3.loss_cls: 0.3237, decode.d3.loss_mask: 0.5350, decode.d3.loss_dice: 0.7999, decode.d4.loss_cls: 0.3103, decode.d4.loss_mask: 0.5345, decode.d4.loss_dice: 0.7974, decode.d5.loss_cls: 0.3096, decode.d5.loss_mask: 0.5330, decode.d5.loss_dice: 0.7936, decode.d6.loss_cls: 0.3061, decode.d6.loss_mask: 0.5323, decode.d6.loss_dice: 0.7859, decode.d7.loss_cls: 0.2997, decode.d7.loss_mask: 0.5356, decode.d7.loss_dice: 0.7876, decode.d8.loss_cls: 0.2980, decode.d8.loss_mask: 0.5320, decode.d8.loss_dice: 0.7905, loss: 17.5930, grad_norm: 61.2225 2023-12-26 03:35:31,575 - mmseg - INFO - Iter [74650/160000] lr: 5.334e-05, eta: 11:57:33, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2938, decode.loss_mask: 0.5175, decode.loss_dice: 0.7787, decode.d0.loss_cls: 1.2836, decode.d0.loss_mask: 0.5589, decode.d0.loss_dice: 0.8720, decode.d1.loss_cls: 0.3802, decode.d1.loss_mask: 0.5360, decode.d1.loss_dice: 0.8278, decode.d2.loss_cls: 0.3427, decode.d2.loss_mask: 0.5249, decode.d2.loss_dice: 0.7996, decode.d3.loss_cls: 0.3287, decode.d3.loss_mask: 0.5208, decode.d3.loss_dice: 0.7851, decode.d4.loss_cls: 0.3125, decode.d4.loss_mask: 0.5226, decode.d4.loss_dice: 0.7823, decode.d5.loss_cls: 0.3063, decode.d5.loss_mask: 0.5222, decode.d5.loss_dice: 0.7863, decode.d6.loss_cls: 0.2967, decode.d6.loss_mask: 0.5191, decode.d6.loss_dice: 0.7800, decode.d7.loss_cls: 0.2899, decode.d7.loss_mask: 0.5198, decode.d7.loss_dice: 0.7826, decode.d8.loss_cls: 0.2926, decode.d8.loss_mask: 0.5172, decode.d8.loss_dice: 0.7799, loss: 17.3603, grad_norm: 61.1802 2023-12-26 03:35:55,723 - mmseg - INFO - Iter [74700/160000] lr: 5.331e-05, eta: 11:57:06, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2661, decode.loss_mask: 0.5134, decode.loss_dice: 0.7534, decode.d0.loss_cls: 1.2434, decode.d0.loss_mask: 0.5552, decode.d0.loss_dice: 0.8381, decode.d1.loss_cls: 0.3590, decode.d1.loss_mask: 0.5336, decode.d1.loss_dice: 0.8001, decode.d2.loss_cls: 0.3059, decode.d2.loss_mask: 0.5223, decode.d2.loss_dice: 0.7759, decode.d3.loss_cls: 0.2923, decode.d3.loss_mask: 0.5180, decode.d3.loss_dice: 0.7629, decode.d4.loss_cls: 0.2776, decode.d4.loss_mask: 0.5190, decode.d4.loss_dice: 0.7641, decode.d5.loss_cls: 0.2781, decode.d5.loss_mask: 0.5165, decode.d5.loss_dice: 0.7611, decode.d6.loss_cls: 0.2703, decode.d6.loss_mask: 0.5155, decode.d6.loss_dice: 0.7559, decode.d7.loss_cls: 0.2652, decode.d7.loss_mask: 0.5167, decode.d7.loss_dice: 0.7550, decode.d8.loss_cls: 0.2661, decode.d8.loss_mask: 0.5143, decode.d8.loss_dice: 0.7531, loss: 16.7682, grad_norm: 59.6659 2023-12-26 03:36:19,799 - mmseg - INFO - Iter [74750/160000] lr: 5.328e-05, eta: 11:56:39, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2995, decode.loss_mask: 0.5125, decode.loss_dice: 0.7629, decode.d0.loss_cls: 1.2626, decode.d0.loss_mask: 0.5579, decode.d0.loss_dice: 0.8576, decode.d1.loss_cls: 0.3738, decode.d1.loss_mask: 0.5362, decode.d1.loss_dice: 0.8192, decode.d2.loss_cls: 0.3465, decode.d2.loss_mask: 0.5215, decode.d2.loss_dice: 0.7851, decode.d3.loss_cls: 0.3263, decode.d3.loss_mask: 0.5211, decode.d3.loss_dice: 0.7732, decode.d4.loss_cls: 0.3163, decode.d4.loss_mask: 0.5171, decode.d4.loss_dice: 0.7774, decode.d5.loss_cls: 0.3076, decode.d5.loss_mask: 0.5157, decode.d5.loss_dice: 0.7728, decode.d6.loss_cls: 0.3087, decode.d6.loss_mask: 0.5144, decode.d6.loss_dice: 0.7663, decode.d7.loss_cls: 0.3067, decode.d7.loss_mask: 0.5117, decode.d7.loss_dice: 0.7688, decode.d8.loss_cls: 0.3007, decode.d8.loss_mask: 0.5128, decode.d8.loss_dice: 0.7692, loss: 17.2219, grad_norm: 56.9185 2023-12-26 03:36:44,174 - mmseg - INFO - Iter [74800/160000] lr: 5.325e-05, eta: 11:56:13, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3071, decode.loss_mask: 0.5214, decode.loss_dice: 0.7944, decode.d0.loss_cls: 1.3094, decode.d0.loss_mask: 0.5596, decode.d0.loss_dice: 0.8872, decode.d1.loss_cls: 0.3997, decode.d1.loss_mask: 0.5404, decode.d1.loss_dice: 0.8383, decode.d2.loss_cls: 0.3592, decode.d2.loss_mask: 0.5271, decode.d2.loss_dice: 0.8135, decode.d3.loss_cls: 0.3437, decode.d3.loss_mask: 0.5251, decode.d3.loss_dice: 0.8038, decode.d4.loss_cls: 0.3295, decode.d4.loss_mask: 0.5229, decode.d4.loss_dice: 0.7999, decode.d5.loss_cls: 0.3224, decode.d5.loss_mask: 0.5207, decode.d5.loss_dice: 0.8001, decode.d6.loss_cls: 0.3134, decode.d6.loss_mask: 0.5202, decode.d6.loss_dice: 0.7946, decode.d7.loss_cls: 0.3106, decode.d7.loss_mask: 0.5203, decode.d7.loss_dice: 0.7911, decode.d8.loss_cls: 0.3099, decode.d8.loss_mask: 0.5204, decode.d8.loss_dice: 0.7902, loss: 17.6964, grad_norm: 58.2284 2023-12-26 03:37:08,621 - mmseg - INFO - Iter [74850/160000] lr: 5.322e-05, eta: 11:55:47, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2897, decode.loss_mask: 0.5335, decode.loss_dice: 0.7846, decode.d0.loss_cls: 1.2620, decode.d0.loss_mask: 0.5783, decode.d0.loss_dice: 0.8761, decode.d1.loss_cls: 0.3652, decode.d1.loss_mask: 0.5576, decode.d1.loss_dice: 0.8439, decode.d2.loss_cls: 0.3322, decode.d2.loss_mask: 0.5434, decode.d2.loss_dice: 0.8092, decode.d3.loss_cls: 0.3181, decode.d3.loss_mask: 0.5359, decode.d3.loss_dice: 0.7940, decode.d4.loss_cls: 0.2987, decode.d4.loss_mask: 0.5388, decode.d4.loss_dice: 0.7970, decode.d5.loss_cls: 0.2992, decode.d5.loss_mask: 0.5349, decode.d5.loss_dice: 0.7910, decode.d6.loss_cls: 0.2938, decode.d6.loss_mask: 0.5345, decode.d6.loss_dice: 0.7833, decode.d7.loss_cls: 0.2896, decode.d7.loss_mask: 0.5339, decode.d7.loss_dice: 0.7864, decode.d8.loss_cls: 0.2874, decode.d8.loss_mask: 0.5352, decode.d8.loss_dice: 0.7885, loss: 17.5157, grad_norm: 60.2527 2023-12-26 03:37:33,091 - mmseg - INFO - Iter [74900/160000] lr: 5.319e-05, eta: 11:55:21, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3103, decode.loss_mask: 0.5280, decode.loss_dice: 0.7806, decode.d0.loss_cls: 1.2875, decode.d0.loss_mask: 0.5713, decode.d0.loss_dice: 0.8700, decode.d1.loss_cls: 0.3969, decode.d1.loss_mask: 0.5440, decode.d1.loss_dice: 0.8240, decode.d2.loss_cls: 0.3523, decode.d2.loss_mask: 0.5319, decode.d2.loss_dice: 0.8017, decode.d3.loss_cls: 0.3361, decode.d3.loss_mask: 0.5311, decode.d3.loss_dice: 0.7868, decode.d4.loss_cls: 0.3276, decode.d4.loss_mask: 0.5304, decode.d4.loss_dice: 0.7879, decode.d5.loss_cls: 0.3203, decode.d5.loss_mask: 0.5307, decode.d5.loss_dice: 0.7877, decode.d6.loss_cls: 0.3191, decode.d6.loss_mask: 0.5297, decode.d6.loss_dice: 0.7809, decode.d7.loss_cls: 0.3122, decode.d7.loss_mask: 0.5285, decode.d7.loss_dice: 0.7846, decode.d8.loss_cls: 0.3097, decode.d8.loss_mask: 0.5279, decode.d8.loss_dice: 0.7832, loss: 17.6128, grad_norm: 56.8330 2023-12-26 03:37:57,334 - mmseg - INFO - Iter [74950/160000] lr: 5.316e-05, eta: 11:54:54, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3061, decode.loss_mask: 0.5449, decode.loss_dice: 0.7983, decode.d0.loss_cls: 1.3091, decode.d0.loss_mask: 0.5779, decode.d0.loss_dice: 0.8799, decode.d1.loss_cls: 0.3986, decode.d1.loss_mask: 0.5592, decode.d1.loss_dice: 0.8330, decode.d2.loss_cls: 0.3437, decode.d2.loss_mask: 0.5537, decode.d2.loss_dice: 0.8185, decode.d3.loss_cls: 0.3300, decode.d3.loss_mask: 0.5493, decode.d3.loss_dice: 0.8114, decode.d4.loss_cls: 0.3179, decode.d4.loss_mask: 0.5498, decode.d4.loss_dice: 0.8097, decode.d5.loss_cls: 0.3129, decode.d5.loss_mask: 0.5457, decode.d5.loss_dice: 0.7998, decode.d6.loss_cls: 0.3135, decode.d6.loss_mask: 0.5454, decode.d6.loss_dice: 0.8023, decode.d7.loss_cls: 0.3105, decode.d7.loss_mask: 0.5448, decode.d7.loss_dice: 0.7991, decode.d8.loss_cls: 0.3091, decode.d8.loss_mask: 0.5433, decode.d8.loss_dice: 0.8000, loss: 17.9176, grad_norm: 64.1886 2023-12-26 03:38:22,322 - mmseg - INFO - Saving checkpoint at 75000 iterations 2023-12-26 03:38:24,625 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 03:38:24,625 - mmseg - INFO - Iter [75000/160000] lr: 5.313e-05, eta: 11:54:32, time: 0.546, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2911, decode.loss_mask: 0.5069, decode.loss_dice: 0.7718, decode.d0.loss_cls: 1.3025, decode.d0.loss_mask: 0.5484, decode.d0.loss_dice: 0.8702, decode.d1.loss_cls: 0.3721, decode.d1.loss_mask: 0.5284, decode.d1.loss_dice: 0.8178, decode.d2.loss_cls: 0.3294, decode.d2.loss_mask: 0.5174, decode.d2.loss_dice: 0.7942, decode.d3.loss_cls: 0.3211, decode.d3.loss_mask: 0.5113, decode.d3.loss_dice: 0.7737, decode.d4.loss_cls: 0.3066, decode.d4.loss_mask: 0.5100, decode.d4.loss_dice: 0.7758, decode.d5.loss_cls: 0.2989, decode.d5.loss_mask: 0.5081, decode.d5.loss_dice: 0.7738, decode.d6.loss_cls: 0.3041, decode.d6.loss_mask: 0.5076, decode.d6.loss_dice: 0.7709, decode.d7.loss_cls: 0.2969, decode.d7.loss_mask: 0.5077, decode.d7.loss_dice: 0.7679, decode.d8.loss_cls: 0.2938, decode.d8.loss_mask: 0.5061, decode.d8.loss_dice: 0.7691, loss: 17.1535, grad_norm: 60.0463 2023-12-26 03:38:46,672 - mmseg - INFO - per class results: 2023-12-26 03:38:46,681 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 78.99 | 87.27 | | building | 82.7 | 92.93 | | sky | 94.6 | 97.18 | | floor | 82.29 | 91.24 | | tree | 74.55 | 85.62 | | ceiling | 84.08 | 89.45 | | road | 85.01 | 91.23 | | bed | 90.66 | 95.57 | | windowpane | 63.24 | 80.8 | | grass | 67.69 | 87.5 | | cabinet | 59.66 | 77.45 | | sidewalk | 68.66 | 83.86 | | person | 84.77 | 92.65 | | earth | 31.38 | 39.51 | | door | 51.89 | 70.68 | | table | 65.89 | 80.59 | | mountain | 53.82 | 69.44 | | plant | 53.31 | 66.37 | | curtain | 74.77 | 85.65 | | chair | 61.08 | 72.01 | | car | 84.86 | 92.78 | | water | 51.61 | 63.6 | | painting | 74.6 | 86.79 | | sofa | 71.9 | 87.32 | | shelf | 39.14 | 52.86 | | house | 33.34 | 39.34 | | sea | 56.52 | 90.38 | | mirror | 72.63 | 80.26 | | rug | 66.56 | 79.39 | | field | 33.11 | 54.34 | | armchair | 42.95 | 67.57 | | seat | 63.46 | 82.33 | | fence | 45.87 | 67.66 | | desk | 55.94 | 72.98 | | rock | 41.78 | 77.33 | | wardrobe | 53.28 | 72.14 | | lamp | 71.33 | 85.42 | | bathtub | 84.99 | 87.37 | | railing | 37.36 | 56.89 | | cushion | 62.38 | 77.64 | | base | 29.27 | 45.34 | | box | 31.42 | 42.35 | | column | 54.98 | 69.47 | | signboard | 41.26 | 59.06 | | chest of drawers | 36.22 | 64.57 | | counter | 24.55 | 33.31 | | sand | 38.29 | 60.01 | | sink | 76.12 | 81.25 | | skyscraper | 32.17 | 41.48 | | fireplace | 76.76 | 89.89 | | refrigerator | 82.66 | 89.94 | | grandstand | 48.4 | 83.5 | | path | 18.97 | 28.14 | | stairs | 28.39 | 33.14 | | runway | 64.78 | 83.01 | | case | 44.28 | 63.95 | | pool table | 88.02 | 97.07 | | pillow | 59.03 | 70.17 | | screen door | 53.24 | 68.3 | | stairway | 35.19 | 46.83 | | river | 11.94 | 16.76 | | bridge | 80.07 | 88.21 | | bookcase | 34.38 | 59.83 | | blind | 45.96 | 49.3 | | coffee table | 62.62 | 85.14 | | toilet | 87.26 | 91.69 | | flower | 41.61 | 51.8 | | book | 51.41 | 70.82 | | hill | 7.55 | 14.81 | | bench | 52.39 | 63.19 | | countertop | 51.1 | 71.03 | | stove | 85.52 | 92.65 | | palm | 54.33 | 81.81 | | kitchen island | 49.54 | 78.73 | | computer | 76.85 | 83.62 | | swivel chair | 43.02 | 66.35 | | boat | 77.11 | 90.47 | | bar | 35.62 | 49.26 | | arcade machine | 66.65 | 75.46 | | hovel | 33.59 | 49.09 | | bus | 93.04 | 96.75 | | towel | 61.51 | 83.5 | | light | 59.76 | 81.34 | | truck | 40.48 | 50.04 | | tower | 32.63 | 60.11 | | chandelier | 67.87 | 80.03 | | awning | 39.95 | 55.04 | | streetlight | 37.51 | 67.52 | | booth | 43.01 | 44.51 | | television receiver | 71.59 | 80.0 | | airplane | 80.3 | 95.0 | | dirt track | 18.56 | 34.77 | | apparel | 39.91 | 65.13 | | pole | 23.97 | 33.07 | | land | 3.08 | 6.25 | | bannister | 21.58 | 28.74 | | escalator | 27.76 | 28.78 | | ottoman | 50.49 | 69.52 | | bottle | 27.5 | 35.0 | | buffet | 26.82 | 30.92 | | poster | 22.68 | 36.21 | | stage | 23.42 | 32.22 | | van | 31.2 | 40.67 | | ship | 9.73 | 10.72 | | fountain | 22.73 | 23.17 | | conveyer belt | 68.63 | 91.63 | | canopy | 13.02 | 25.87 | | washer | 71.31 | 74.05 | | plaything | 22.33 | 34.48 | | swimming pool | 47.07 | 57.33 | | stool | 42.58 | 69.1 | | barrel | 85.47 | 96.47 | | basket | 36.91 | 46.23 | | waterfall | 40.99 | 58.53 | | tent | 96.37 | 98.12 | | bag | 25.04 | 34.57 | | minibike | 74.08 | 88.5 | | cradle | 85.87 | 97.71 | | oven | 25.36 | 65.67 | | ball | 51.11 | 57.89 | | food | 67.02 | 79.76 | | step | 21.71 | 44.22 | | tank | 46.78 | 53.48 | | trade name | 28.26 | 35.27 | | microwave | 45.1 | 50.46 | | pot | 55.4 | 69.03 | | animal | 65.3 | 66.32 | | bicycle | 62.63 | 82.07 | | lake | 46.4 | 63.58 | | dishwasher | 70.28 | 77.69 | | screen | 65.95 | 95.25 | | blanket | 18.45 | 21.61 | | sculpture | 56.68 | 87.17 | | hood | 81.57 | 91.6 | | sconce | 58.9 | 75.24 | | vase | 47.24 | 66.55 | | traffic light | 40.48 | 69.78 | | tray | 21.85 | 31.18 | | ashcan | 47.38 | 69.86 | | fan | 70.94 | 84.5 | | pier | 3.66 | 4.98 | | crt screen | 1.4 | 1.68 | | plate | 62.43 | 76.98 | | monitor | 54.91 | 88.84 | | bulletin board | 53.14 | 73.67 | | shower | 3.31 | 24.02 | | radiator | 64.08 | 71.67 | | glass | 20.97 | 22.51 | | clock | 46.79 | 63.34 | | flag | 51.03 | 56.3 | +---------------------+-------+-------+ 2023-12-26 03:38:46,681 - mmseg - INFO - Summary: 2023-12-26 03:38:46,681 - mmseg - INFO - +------+-------+-------+ | aAcc | mIoU | mAcc | +------+-------+-------+ | 83.5 | 51.39 | 65.04 | +------+-------+-------+ 2023-12-26 03:38:46,683 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 03:38:46,683 - mmseg - INFO - Iter(val) [250] aAcc: 0.8350, mIoU: 0.5139, mAcc: 0.6504, IoU.wall: 0.7899, IoU.building: 0.8270, IoU.sky: 0.9460, IoU.floor: 0.8229, IoU.tree: 0.7455, IoU.ceiling: 0.8408, IoU.road: 0.8501, IoU.bed : 0.9066, IoU.windowpane: 0.6324, IoU.grass: 0.6769, IoU.cabinet: 0.5966, IoU.sidewalk: 0.6866, IoU.person: 0.8477, IoU.earth: 0.3138, IoU.door: 0.5189, IoU.table: 0.6589, IoU.mountain: 0.5382, IoU.plant: 0.5331, IoU.curtain: 0.7477, IoU.chair: 0.6108, IoU.car: 0.8486, IoU.water: 0.5161, IoU.painting: 0.7460, IoU.sofa: 0.7190, IoU.shelf: 0.3914, IoU.house: 0.3334, IoU.sea: 0.5652, IoU.mirror: 0.7263, IoU.rug: 0.6656, IoU.field: 0.3311, IoU.armchair: 0.4295, IoU.seat: 0.6346, IoU.fence: 0.4587, IoU.desk: 0.5594, IoU.rock: 0.4178, IoU.wardrobe: 0.5328, IoU.lamp: 0.7133, IoU.bathtub: 0.8499, IoU.railing: 0.3736, IoU.cushion: 0.6238, IoU.base: 0.2927, IoU.box: 0.3142, IoU.column: 0.5498, IoU.signboard: 0.4126, IoU.chest of drawers: 0.3622, IoU.counter: 0.2455, IoU.sand: 0.3829, IoU.sink: 0.7612, IoU.skyscraper: 0.3217, IoU.fireplace: 0.7676, IoU.refrigerator: 0.8266, IoU.grandstand: 0.4840, IoU.path: 0.1897, IoU.stairs: 0.2839, IoU.runway: 0.6478, IoU.case: 0.4428, IoU.pool table: 0.8802, IoU.pillow: 0.5903, IoU.screen door: 0.5324, IoU.stairway: 0.3519, IoU.river: 0.1194, IoU.bridge: 0.8007, IoU.bookcase: 0.3438, IoU.blind: 0.4596, IoU.coffee table: 0.6262, IoU.toilet: 0.8726, IoU.flower: 0.4161, IoU.book: 0.5141, IoU.hill: 0.0755, IoU.bench: 0.5239, IoU.countertop: 0.5110, IoU.stove: 0.8552, IoU.palm: 0.5433, IoU.kitchen island: 0.4954, IoU.computer: 0.7685, IoU.swivel chair: 0.4302, IoU.boat: 0.7711, IoU.bar: 0.3562, IoU.arcade machine: 0.6665, IoU.hovel: 0.3359, IoU.bus: 0.9304, IoU.towel: 0.6151, IoU.light: 0.5976, IoU.truck: 0.4048, IoU.tower: 0.3263, IoU.chandelier: 0.6787, IoU.awning: 0.3995, IoU.streetlight: 0.3751, IoU.booth: 0.4301, IoU.television receiver: 0.7159, IoU.airplane: 0.8030, IoU.dirt track: 0.1856, IoU.apparel: 0.3991, IoU.pole: 0.2397, IoU.land: 0.0308, IoU.bannister: 0.2158, IoU.escalator: 0.2776, IoU.ottoman: 0.5049, IoU.bottle: 0.2750, IoU.buffet: 0.2682, IoU.poster: 0.2268, IoU.stage: 0.2342, IoU.van: 0.3120, IoU.ship: 0.0973, IoU.fountain: 0.2273, IoU.conveyer belt: 0.6863, IoU.canopy: 0.1302, IoU.washer: 0.7131, IoU.plaything: 0.2233, IoU.swimming pool: 0.4707, IoU.stool: 0.4258, IoU.barrel: 0.8547, IoU.basket: 0.3691, IoU.waterfall: 0.4099, IoU.tent: 0.9637, IoU.bag: 0.2504, IoU.minibike: 0.7408, IoU.cradle: 0.8587, IoU.oven: 0.2536, IoU.ball: 0.5111, IoU.food: 0.6702, IoU.step: 0.2171, IoU.tank: 0.4678, IoU.trade name: 0.2826, IoU.microwave: 0.4510, IoU.pot: 0.5540, IoU.animal: 0.6530, IoU.bicycle: 0.6263, IoU.lake: 0.4640, IoU.dishwasher: 0.7028, IoU.screen: 0.6595, IoU.blanket: 0.1845, IoU.sculpture: 0.5668, IoU.hood: 0.8157, IoU.sconce: 0.5890, IoU.vase: 0.4724, IoU.traffic light: 0.4048, IoU.tray: 0.2185, IoU.ashcan: 0.4738, IoU.fan: 0.7094, IoU.pier: 0.0366, IoU.crt screen: 0.0140, IoU.plate: 0.6243, IoU.monitor: 0.5491, IoU.bulletin board: 0.5314, IoU.shower: 0.0331, IoU.radiator: 0.6408, IoU.glass: 0.2097, IoU.clock: 0.4679, IoU.flag: 0.5103, Acc.wall: 0.8727, Acc.building: 0.9293, Acc.sky: 0.9718, Acc.floor: 0.9124, Acc.tree: 0.8562, Acc.ceiling: 0.8945, Acc.road: 0.9123, Acc.bed : 0.9557, Acc.windowpane: 0.8080, Acc.grass: 0.8750, Acc.cabinet: 0.7745, Acc.sidewalk: 0.8386, Acc.person: 0.9265, Acc.earth: 0.3951, Acc.door: 0.7068, Acc.table: 0.8059, Acc.mountain: 0.6944, Acc.plant: 0.6637, Acc.curtain: 0.8565, Acc.chair: 0.7201, Acc.car: 0.9278, Acc.water: 0.6360, Acc.painting: 0.8679, Acc.sofa: 0.8732, Acc.shelf: 0.5286, Acc.house: 0.3934, Acc.sea: 0.9038, Acc.mirror: 0.8026, Acc.rug: 0.7939, Acc.field: 0.5434, Acc.armchair: 0.6757, Acc.seat: 0.8233, Acc.fence: 0.6766, Acc.desk: 0.7298, Acc.rock: 0.7733, Acc.wardrobe: 0.7214, Acc.lamp: 0.8542, Acc.bathtub: 0.8737, Acc.railing: 0.5689, Acc.cushion: 0.7764, Acc.base: 0.4534, Acc.box: 0.4235, Acc.column: 0.6947, Acc.signboard: 0.5906, Acc.chest of drawers: 0.6457, Acc.counter: 0.3331, Acc.sand: 0.6001, Acc.sink: 0.8125, Acc.skyscraper: 0.4148, Acc.fireplace: 0.8989, Acc.refrigerator: 0.8994, Acc.grandstand: 0.8350, Acc.path: 0.2814, Acc.stairs: 0.3314, Acc.runway: 0.8301, Acc.case: 0.6395, Acc.pool table: 0.9707, Acc.pillow: 0.7017, Acc.screen door: 0.6830, Acc.stairway: 0.4683, Acc.river: 0.1676, Acc.bridge: 0.8821, Acc.bookcase: 0.5983, Acc.blind: 0.4930, Acc.coffee table: 0.8514, Acc.toilet: 0.9169, Acc.flower: 0.5180, Acc.book: 0.7082, Acc.hill: 0.1481, Acc.bench: 0.6319, Acc.countertop: 0.7103, Acc.stove: 0.9265, Acc.palm: 0.8181, Acc.kitchen island: 0.7873, Acc.computer: 0.8362, Acc.swivel chair: 0.6635, Acc.boat: 0.9047, Acc.bar: 0.4926, Acc.arcade machine: 0.7546, Acc.hovel: 0.4909, Acc.bus: 0.9675, Acc.towel: 0.8350, Acc.light: 0.8134, Acc.truck: 0.5004, Acc.tower: 0.6011, Acc.chandelier: 0.8003, Acc.awning: 0.5504, Acc.streetlight: 0.6752, Acc.booth: 0.4451, Acc.television receiver: 0.8000, Acc.airplane: 0.9500, Acc.dirt track: 0.3477, Acc.apparel: 0.6513, Acc.pole: 0.3307, Acc.land: 0.0625, Acc.bannister: 0.2874, Acc.escalator: 0.2878, Acc.ottoman: 0.6952, Acc.bottle: 0.3500, Acc.buffet: 0.3092, Acc.poster: 0.3621, Acc.stage: 0.3222, Acc.van: 0.4067, Acc.ship: 0.1072, Acc.fountain: 0.2317, Acc.conveyer belt: 0.9163, Acc.canopy: 0.2587, Acc.washer: 0.7405, Acc.plaything: 0.3448, Acc.swimming pool: 0.5733, Acc.stool: 0.6910, Acc.barrel: 0.9647, Acc.basket: 0.4623, Acc.waterfall: 0.5853, Acc.tent: 0.9812, Acc.bag: 0.3457, Acc.minibike: 0.8850, Acc.cradle: 0.9771, Acc.oven: 0.6567, Acc.ball: 0.5789, Acc.food: 0.7976, Acc.step: 0.4422, Acc.tank: 0.5348, Acc.trade name: 0.3527, Acc.microwave: 0.5046, Acc.pot: 0.6903, Acc.animal: 0.6632, Acc.bicycle: 0.8207, Acc.lake: 0.6358, Acc.dishwasher: 0.7769, Acc.screen: 0.9525, Acc.blanket: 0.2161, Acc.sculpture: 0.8717, Acc.hood: 0.9160, Acc.sconce: 0.7524, Acc.vase: 0.6655, Acc.traffic light: 0.6978, Acc.tray: 0.3118, Acc.ashcan: 0.6986, Acc.fan: 0.8450, Acc.pier: 0.0498, Acc.crt screen: 0.0168, Acc.plate: 0.7698, Acc.monitor: 0.8884, Acc.bulletin board: 0.7367, Acc.shower: 0.2402, Acc.radiator: 0.7167, Acc.glass: 0.2251, Acc.clock: 0.6334, Acc.flag: 0.5630 2023-12-26 03:39:11,137 - mmseg - INFO - Iter [75050/160000] lr: 5.309e-05, eta: 11:54:34, time: 0.930, data_time: 0.453, memory: 40245, decode.loss_cls: 0.3155, decode.loss_mask: 0.5301, decode.loss_dice: 0.7809, decode.d0.loss_cls: 1.3478, decode.d0.loss_mask: 0.5691, decode.d0.loss_dice: 0.8687, decode.d1.loss_cls: 0.4092, decode.d1.loss_mask: 0.5438, decode.d1.loss_dice: 0.8303, decode.d2.loss_cls: 0.3721, decode.d2.loss_mask: 0.5336, decode.d2.loss_dice: 0.8027, decode.d3.loss_cls: 0.3495, decode.d3.loss_mask: 0.5320, decode.d3.loss_dice: 0.7899, decode.d4.loss_cls: 0.3381, decode.d4.loss_mask: 0.5295, decode.d4.loss_dice: 0.7906, decode.d5.loss_cls: 0.3249, decode.d5.loss_mask: 0.5308, decode.d5.loss_dice: 0.7854, decode.d6.loss_cls: 0.3270, decode.d6.loss_mask: 0.5288, decode.d6.loss_dice: 0.7795, decode.d7.loss_cls: 0.3188, decode.d7.loss_mask: 0.5311, decode.d7.loss_dice: 0.7808, decode.d8.loss_cls: 0.3214, decode.d8.loss_mask: 0.5297, decode.d8.loss_dice: 0.7839, loss: 17.7752, grad_norm: 62.0574 2023-12-26 03:39:35,499 - mmseg - INFO - Iter [75100/160000] lr: 5.306e-05, eta: 11:54:08, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3140, decode.loss_mask: 0.5270, decode.loss_dice: 0.8075, decode.d0.loss_cls: 1.3000, decode.d0.loss_mask: 0.5678, decode.d0.loss_dice: 0.8905, decode.d1.loss_cls: 0.3932, decode.d1.loss_mask: 0.5428, decode.d1.loss_dice: 0.8452, decode.d2.loss_cls: 0.3675, decode.d2.loss_mask: 0.5329, decode.d2.loss_dice: 0.8224, decode.d3.loss_cls: 0.3489, decode.d3.loss_mask: 0.5283, decode.d3.loss_dice: 0.8057, decode.d4.loss_cls: 0.3319, decode.d4.loss_mask: 0.5299, decode.d4.loss_dice: 0.8085, decode.d5.loss_cls: 0.3329, decode.d5.loss_mask: 0.5287, decode.d5.loss_dice: 0.8018, decode.d6.loss_cls: 0.3254, decode.d6.loss_mask: 0.5251, decode.d6.loss_dice: 0.8006, decode.d7.loss_cls: 0.3186, decode.d7.loss_mask: 0.5252, decode.d7.loss_dice: 0.8069, decode.d8.loss_cls: 0.3171, decode.d8.loss_mask: 0.5258, decode.d8.loss_dice: 0.8057, loss: 17.8780, grad_norm: 63.1700 2023-12-26 03:39:59,771 - mmseg - INFO - Iter [75150/160000] lr: 5.303e-05, eta: 11:53:41, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3032, decode.loss_mask: 0.5357, decode.loss_dice: 0.7830, decode.d0.loss_cls: 1.3097, decode.d0.loss_mask: 0.5842, decode.d0.loss_dice: 0.8613, decode.d1.loss_cls: 0.3826, decode.d1.loss_mask: 0.5601, decode.d1.loss_dice: 0.8233, decode.d2.loss_cls: 0.3441, decode.d2.loss_mask: 0.5440, decode.d2.loss_dice: 0.8012, decode.d3.loss_cls: 0.3334, decode.d3.loss_mask: 0.5422, decode.d3.loss_dice: 0.7910, decode.d4.loss_cls: 0.3195, decode.d4.loss_mask: 0.5387, decode.d4.loss_dice: 0.7934, decode.d5.loss_cls: 0.3094, decode.d5.loss_mask: 0.5370, decode.d5.loss_dice: 0.7908, decode.d6.loss_cls: 0.3117, decode.d6.loss_mask: 0.5382, decode.d6.loss_dice: 0.7853, decode.d7.loss_cls: 0.3043, decode.d7.loss_mask: 0.5371, decode.d7.loss_dice: 0.7857, decode.d8.loss_cls: 0.3051, decode.d8.loss_mask: 0.5379, decode.d8.loss_dice: 0.7860, loss: 17.6792, grad_norm: 64.8533 2023-12-26 03:40:24,062 - mmseg - INFO - Iter [75200/160000] lr: 5.300e-05, eta: 11:53:15, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3014, decode.loss_mask: 0.5146, decode.loss_dice: 0.7766, decode.d0.loss_cls: 1.3125, decode.d0.loss_mask: 0.5613, decode.d0.loss_dice: 0.8603, decode.d1.loss_cls: 0.3841, decode.d1.loss_mask: 0.5354, decode.d1.loss_dice: 0.8286, decode.d2.loss_cls: 0.3449, decode.d2.loss_mask: 0.5266, decode.d2.loss_dice: 0.7983, decode.d3.loss_cls: 0.3300, decode.d3.loss_mask: 0.5207, decode.d3.loss_dice: 0.7814, decode.d4.loss_cls: 0.3074, decode.d4.loss_mask: 0.5203, decode.d4.loss_dice: 0.7852, decode.d5.loss_cls: 0.3068, decode.d5.loss_mask: 0.5182, decode.d5.loss_dice: 0.7884, decode.d6.loss_cls: 0.3043, decode.d6.loss_mask: 0.5192, decode.d6.loss_dice: 0.7785, decode.d7.loss_cls: 0.3003, decode.d7.loss_mask: 0.5167, decode.d7.loss_dice: 0.7784, decode.d8.loss_cls: 0.3023, decode.d8.loss_mask: 0.5165, decode.d8.loss_dice: 0.7805, loss: 17.3999, grad_norm: 61.3747 2023-12-26 03:40:48,419 - mmseg - INFO - Iter [75250/160000] lr: 5.297e-05, eta: 11:52:48, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3033, decode.loss_mask: 0.5246, decode.loss_dice: 0.7787, decode.d0.loss_cls: 1.2809, decode.d0.loss_mask: 0.5669, decode.d0.loss_dice: 0.8622, decode.d1.loss_cls: 0.3903, decode.d1.loss_mask: 0.5439, decode.d1.loss_dice: 0.8319, decode.d2.loss_cls: 0.3453, decode.d2.loss_mask: 0.5351, decode.d2.loss_dice: 0.8017, decode.d3.loss_cls: 0.3313, decode.d3.loss_mask: 0.5284, decode.d3.loss_dice: 0.7852, decode.d4.loss_cls: 0.3197, decode.d4.loss_mask: 0.5300, decode.d4.loss_dice: 0.7873, decode.d5.loss_cls: 0.3126, decode.d5.loss_mask: 0.5285, decode.d5.loss_dice: 0.7858, decode.d6.loss_cls: 0.3132, decode.d6.loss_mask: 0.5242, decode.d6.loss_dice: 0.7781, decode.d7.loss_cls: 0.3088, decode.d7.loss_mask: 0.5244, decode.d7.loss_dice: 0.7796, decode.d8.loss_cls: 0.3067, decode.d8.loss_mask: 0.5249, decode.d8.loss_dice: 0.7815, loss: 17.5150, grad_norm: 58.0779 2023-12-26 03:41:12,530 - mmseg - INFO - Iter [75300/160000] lr: 5.294e-05, eta: 11:52:22, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3150, decode.loss_mask: 0.5451, decode.loss_dice: 0.8053, decode.d0.loss_cls: 1.3113, decode.d0.loss_mask: 0.5889, decode.d0.loss_dice: 0.9021, decode.d1.loss_cls: 0.3961, decode.d1.loss_mask: 0.5647, decode.d1.loss_dice: 0.8504, decode.d2.loss_cls: 0.3569, decode.d2.loss_mask: 0.5539, decode.d2.loss_dice: 0.8315, decode.d3.loss_cls: 0.3471, decode.d3.loss_mask: 0.5486, decode.d3.loss_dice: 0.8152, decode.d4.loss_cls: 0.3332, decode.d4.loss_mask: 0.5462, decode.d4.loss_dice: 0.8130, decode.d5.loss_cls: 0.3234, decode.d5.loss_mask: 0.5492, decode.d5.loss_dice: 0.8124, decode.d6.loss_cls: 0.3209, decode.d6.loss_mask: 0.5438, decode.d6.loss_dice: 0.8045, decode.d7.loss_cls: 0.3161, decode.d7.loss_mask: 0.5483, decode.d7.loss_dice: 0.8060, decode.d8.loss_cls: 0.3137, decode.d8.loss_mask: 0.5460, decode.d8.loss_dice: 0.8076, loss: 18.1162, grad_norm: 65.7278 2023-12-26 03:41:36,714 - mmseg - INFO - Iter [75350/160000] lr: 5.291e-05, eta: 11:51:55, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3211, decode.loss_mask: 0.5384, decode.loss_dice: 0.7968, decode.d0.loss_cls: 1.3219, decode.d0.loss_mask: 0.5755, decode.d0.loss_dice: 0.8863, decode.d1.loss_cls: 0.4020, decode.d1.loss_mask: 0.5558, decode.d1.loss_dice: 0.8491, decode.d2.loss_cls: 0.3670, decode.d2.loss_mask: 0.5477, decode.d2.loss_dice: 0.8177, decode.d3.loss_cls: 0.3512, decode.d3.loss_mask: 0.5423, decode.d3.loss_dice: 0.8018, decode.d4.loss_cls: 0.3395, decode.d4.loss_mask: 0.5382, decode.d4.loss_dice: 0.7986, decode.d5.loss_cls: 0.3394, decode.d5.loss_mask: 0.5373, decode.d5.loss_dice: 0.7969, decode.d6.loss_cls: 0.3376, decode.d6.loss_mask: 0.5352, decode.d6.loss_dice: 0.7873, decode.d7.loss_cls: 0.3260, decode.d7.loss_mask: 0.5364, decode.d7.loss_dice: 0.7885, decode.d8.loss_cls: 0.3274, decode.d8.loss_mask: 0.5381, decode.d8.loss_dice: 0.7919, loss: 17.9928, grad_norm: 65.6406 2023-12-26 03:42:01,052 - mmseg - INFO - Iter [75400/160000] lr: 5.288e-05, eta: 11:51:29, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2911, decode.loss_mask: 0.5531, decode.loss_dice: 0.7936, decode.d0.loss_cls: 1.2906, decode.d0.loss_mask: 0.5909, decode.d0.loss_dice: 0.8820, decode.d1.loss_cls: 0.3831, decode.d1.loss_mask: 0.5678, decode.d1.loss_dice: 0.8422, decode.d2.loss_cls: 0.3360, decode.d2.loss_mask: 0.5579, decode.d2.loss_dice: 0.8117, decode.d3.loss_cls: 0.3221, decode.d3.loss_mask: 0.5541, decode.d3.loss_dice: 0.7998, decode.d4.loss_cls: 0.3078, decode.d4.loss_mask: 0.5508, decode.d4.loss_dice: 0.8015, decode.d5.loss_cls: 0.3018, decode.d5.loss_mask: 0.5490, decode.d5.loss_dice: 0.7947, decode.d6.loss_cls: 0.2990, decode.d6.loss_mask: 0.5501, decode.d6.loss_dice: 0.7964, decode.d7.loss_cls: 0.2956, decode.d7.loss_mask: 0.5524, decode.d7.loss_dice: 0.7978, decode.d8.loss_cls: 0.2903, decode.d8.loss_mask: 0.5511, decode.d8.loss_dice: 0.7972, loss: 17.8112, grad_norm: 63.7582 2023-12-26 03:42:25,526 - mmseg - INFO - Iter [75450/160000] lr: 5.284e-05, eta: 11:51:03, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2857, decode.loss_mask: 0.5276, decode.loss_dice: 0.7759, decode.d0.loss_cls: 1.2539, decode.d0.loss_mask: 0.5675, decode.d0.loss_dice: 0.8653, decode.d1.loss_cls: 0.3557, decode.d1.loss_mask: 0.5491, decode.d1.loss_dice: 0.8235, decode.d2.loss_cls: 0.3260, decode.d2.loss_mask: 0.5364, decode.d2.loss_dice: 0.7951, decode.d3.loss_cls: 0.3090, decode.d3.loss_mask: 0.5335, decode.d3.loss_dice: 0.7859, decode.d4.loss_cls: 0.3007, decode.d4.loss_mask: 0.5335, decode.d4.loss_dice: 0.7852, decode.d5.loss_cls: 0.2908, decode.d5.loss_mask: 0.5325, decode.d5.loss_dice: 0.7801, decode.d6.loss_cls: 0.2923, decode.d6.loss_mask: 0.5294, decode.d6.loss_dice: 0.7746, decode.d7.loss_cls: 0.2850, decode.d7.loss_mask: 0.5282, decode.d7.loss_dice: 0.7775, decode.d8.loss_cls: 0.2821, decode.d8.loss_mask: 0.5281, decode.d8.loss_dice: 0.7784, loss: 17.2886, grad_norm: 64.5035 2023-12-26 03:42:49,814 - mmseg - INFO - Iter [75500/160000] lr: 5.281e-05, eta: 11:50:36, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3001, decode.loss_mask: 0.5491, decode.loss_dice: 0.7690, decode.d0.loss_cls: 1.3073, decode.d0.loss_mask: 0.5896, decode.d0.loss_dice: 0.8630, decode.d1.loss_cls: 0.3807, decode.d1.loss_mask: 0.5702, decode.d1.loss_dice: 0.8151, decode.d2.loss_cls: 0.3417, decode.d2.loss_mask: 0.5575, decode.d2.loss_dice: 0.7960, decode.d3.loss_cls: 0.3302, decode.d3.loss_mask: 0.5545, decode.d3.loss_dice: 0.7789, decode.d4.loss_cls: 0.3133, decode.d4.loss_mask: 0.5550, decode.d4.loss_dice: 0.7746, decode.d5.loss_cls: 0.3138, decode.d5.loss_mask: 0.5518, decode.d5.loss_dice: 0.7752, decode.d6.loss_cls: 0.3085, decode.d6.loss_mask: 0.5481, decode.d6.loss_dice: 0.7704, decode.d7.loss_cls: 0.3068, decode.d7.loss_mask: 0.5458, decode.d7.loss_dice: 0.7720, decode.d8.loss_cls: 0.3038, decode.d8.loss_mask: 0.5458, decode.d8.loss_dice: 0.7699, loss: 17.6578, grad_norm: 62.9295 2023-12-26 03:43:14,073 - mmseg - INFO - Iter [75550/160000] lr: 5.278e-05, eta: 11:50:10, time: 0.485, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2838, decode.loss_mask: 0.5107, decode.loss_dice: 0.7604, decode.d0.loss_cls: 1.2995, decode.d0.loss_mask: 0.5503, decode.d0.loss_dice: 0.8487, decode.d1.loss_cls: 0.3647, decode.d1.loss_mask: 0.5299, decode.d1.loss_dice: 0.8022, decode.d2.loss_cls: 0.3263, decode.d2.loss_mask: 0.5143, decode.d2.loss_dice: 0.7820, decode.d3.loss_cls: 0.3116, decode.d3.loss_mask: 0.5117, decode.d3.loss_dice: 0.7621, decode.d4.loss_cls: 0.2984, decode.d4.loss_mask: 0.5133, decode.d4.loss_dice: 0.7675, decode.d5.loss_cls: 0.2921, decode.d5.loss_mask: 0.5126, decode.d5.loss_dice: 0.7666, decode.d6.loss_cls: 0.2881, decode.d6.loss_mask: 0.5097, decode.d6.loss_dice: 0.7612, decode.d7.loss_cls: 0.2814, decode.d7.loss_mask: 0.5115, decode.d7.loss_dice: 0.7633, decode.d8.loss_cls: 0.2810, decode.d8.loss_mask: 0.5109, decode.d8.loss_dice: 0.7625, loss: 16.9780, grad_norm: 58.7641 2023-12-26 03:43:38,358 - mmseg - INFO - Iter [75600/160000] lr: 5.275e-05, eta: 11:49:43, time: 0.486, data_time: 0.014, memory: 40245, decode.loss_cls: 0.3159, decode.loss_mask: 0.5388, decode.loss_dice: 0.8180, decode.d0.loss_cls: 1.3314, decode.d0.loss_mask: 0.5872, decode.d0.loss_dice: 0.9163, decode.d1.loss_cls: 0.4106, decode.d1.loss_mask: 0.5590, decode.d1.loss_dice: 0.8713, decode.d2.loss_cls: 0.3676, decode.d2.loss_mask: 0.5457, decode.d2.loss_dice: 0.8369, decode.d3.loss_cls: 0.3453, decode.d3.loss_mask: 0.5428, decode.d3.loss_dice: 0.8275, decode.d4.loss_cls: 0.3315, decode.d4.loss_mask: 0.5437, decode.d4.loss_dice: 0.8276, decode.d5.loss_cls: 0.3208, decode.d5.loss_mask: 0.5414, decode.d5.loss_dice: 0.8261, decode.d6.loss_cls: 0.3315, decode.d6.loss_mask: 0.5384, decode.d6.loss_dice: 0.8157, decode.d7.loss_cls: 0.3146, decode.d7.loss_mask: 0.5392, decode.d7.loss_dice: 0.8257, decode.d8.loss_cls: 0.3155, decode.d8.loss_mask: 0.5394, decode.d8.loss_dice: 0.8185, loss: 18.2436, grad_norm: 67.7493 2023-12-26 03:44:02,434 - mmseg - INFO - Iter [75650/160000] lr: 5.272e-05, eta: 11:49:17, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.3246, decode.loss_mask: 0.5480, decode.loss_dice: 0.7945, decode.d0.loss_cls: 1.3088, decode.d0.loss_mask: 0.5880, decode.d0.loss_dice: 0.8872, decode.d1.loss_cls: 0.4114, decode.d1.loss_mask: 0.5686, decode.d1.loss_dice: 0.8460, decode.d2.loss_cls: 0.3690, decode.d2.loss_mask: 0.5528, decode.d2.loss_dice: 0.8178, decode.d3.loss_cls: 0.3452, decode.d3.loss_mask: 0.5502, decode.d3.loss_dice: 0.8066, decode.d4.loss_cls: 0.3403, decode.d4.loss_mask: 0.5472, decode.d4.loss_dice: 0.8052, decode.d5.loss_cls: 0.3400, decode.d5.loss_mask: 0.5450, decode.d5.loss_dice: 0.7946, decode.d6.loss_cls: 0.3329, decode.d6.loss_mask: 0.5460, decode.d6.loss_dice: 0.7896, decode.d7.loss_cls: 0.3229, decode.d7.loss_mask: 0.5455, decode.d7.loss_dice: 0.7901, decode.d8.loss_cls: 0.3241, decode.d8.loss_mask: 0.5462, decode.d8.loss_dice: 0.7963, loss: 18.0845, grad_norm: 63.2927 2023-12-26 03:44:28,853 - mmseg - INFO - Iter [75700/160000] lr: 5.269e-05, eta: 11:48:53, time: 0.528, data_time: 0.057, memory: 40245, decode.loss_cls: 0.2985, decode.loss_mask: 0.5249, decode.loss_dice: 0.7530, decode.d0.loss_cls: 1.3015, decode.d0.loss_mask: 0.5641, decode.d0.loss_dice: 0.8468, decode.d1.loss_cls: 0.3716, decode.d1.loss_mask: 0.5463, decode.d1.loss_dice: 0.8080, decode.d2.loss_cls: 0.3328, decode.d2.loss_mask: 0.5376, decode.d2.loss_dice: 0.7803, decode.d3.loss_cls: 0.3242, decode.d3.loss_mask: 0.5268, decode.d3.loss_dice: 0.7663, decode.d4.loss_cls: 0.3074, decode.d4.loss_mask: 0.5270, decode.d4.loss_dice: 0.7642, decode.d5.loss_cls: 0.3016, decode.d5.loss_mask: 0.5233, decode.d5.loss_dice: 0.7599, decode.d6.loss_cls: 0.3006, decode.d6.loss_mask: 0.5213, decode.d6.loss_dice: 0.7523, decode.d7.loss_cls: 0.2959, decode.d7.loss_mask: 0.5227, decode.d7.loss_dice: 0.7561, decode.d8.loss_cls: 0.2932, decode.d8.loss_mask: 0.5220, decode.d8.loss_dice: 0.7558, loss: 17.1860, grad_norm: 66.2291 2023-12-26 03:44:53,242 - mmseg - INFO - Iter [75750/160000] lr: 5.266e-05, eta: 11:48:27, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2652, decode.loss_mask: 0.5329, decode.loss_dice: 0.7846, decode.d0.loss_cls: 1.2553, decode.d0.loss_mask: 0.5740, decode.d0.loss_dice: 0.8664, decode.d1.loss_cls: 0.3469, decode.d1.loss_mask: 0.5547, decode.d1.loss_dice: 0.8304, decode.d2.loss_cls: 0.3147, decode.d2.loss_mask: 0.5388, decode.d2.loss_dice: 0.8008, decode.d3.loss_cls: 0.2905, decode.d3.loss_mask: 0.5347, decode.d3.loss_dice: 0.7883, decode.d4.loss_cls: 0.2761, decode.d4.loss_mask: 0.5351, decode.d4.loss_dice: 0.7919, decode.d5.loss_cls: 0.2730, decode.d5.loss_mask: 0.5354, decode.d5.loss_dice: 0.7870, decode.d6.loss_cls: 0.2724, decode.d6.loss_mask: 0.5316, decode.d6.loss_dice: 0.7808, decode.d7.loss_cls: 0.2720, decode.d7.loss_mask: 0.5313, decode.d7.loss_dice: 0.7796, decode.d8.loss_cls: 0.2635, decode.d8.loss_mask: 0.5319, decode.d8.loss_dice: 0.7860, loss: 17.2257, grad_norm: 67.8999 2023-12-26 03:45:17,502 - mmseg - INFO - Iter [75800/160000] lr: 5.263e-05, eta: 11:48:00, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2990, decode.loss_mask: 0.5069, decode.loss_dice: 0.7887, decode.d0.loss_cls: 1.2966, decode.d0.loss_mask: 0.5534, decode.d0.loss_dice: 0.8881, decode.d1.loss_cls: 0.3791, decode.d1.loss_mask: 0.5272, decode.d1.loss_dice: 0.8397, decode.d2.loss_cls: 0.3463, decode.d2.loss_mask: 0.5148, decode.d2.loss_dice: 0.8105, decode.d3.loss_cls: 0.3241, decode.d3.loss_mask: 0.5132, decode.d3.loss_dice: 0.8046, decode.d4.loss_cls: 0.3114, decode.d4.loss_mask: 0.5130, decode.d4.loss_dice: 0.8070, decode.d5.loss_cls: 0.3059, decode.d5.loss_mask: 0.5098, decode.d5.loss_dice: 0.7995, decode.d6.loss_cls: 0.3107, decode.d6.loss_mask: 0.5093, decode.d6.loss_dice: 0.7946, decode.d7.loss_cls: 0.2997, decode.d7.loss_mask: 0.5088, decode.d7.loss_dice: 0.7994, decode.d8.loss_cls: 0.2998, decode.d8.loss_mask: 0.5079, decode.d8.loss_dice: 0.7969, loss: 17.4661, grad_norm: 56.6393 2023-12-26 03:45:41,872 - mmseg - INFO - Iter [75850/160000] lr: 5.259e-05, eta: 11:47:34, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2939, decode.loss_mask: 0.5083, decode.loss_dice: 0.7685, decode.d0.loss_cls: 1.2870, decode.d0.loss_mask: 0.5500, decode.d0.loss_dice: 0.8490, decode.d1.loss_cls: 0.3770, decode.d1.loss_mask: 0.5279, decode.d1.loss_dice: 0.8092, decode.d2.loss_cls: 0.3414, decode.d2.loss_mask: 0.5152, decode.d2.loss_dice: 0.7913, decode.d3.loss_cls: 0.3164, decode.d3.loss_mask: 0.5109, decode.d3.loss_dice: 0.7743, decode.d4.loss_cls: 0.3051, decode.d4.loss_mask: 0.5125, decode.d4.loss_dice: 0.7750, decode.d5.loss_cls: 0.3024, decode.d5.loss_mask: 0.5101, decode.d5.loss_dice: 0.7710, decode.d6.loss_cls: 0.2995, decode.d6.loss_mask: 0.5082, decode.d6.loss_dice: 0.7604, decode.d7.loss_cls: 0.2977, decode.d7.loss_mask: 0.5077, decode.d7.loss_dice: 0.7650, decode.d8.loss_cls: 0.2966, decode.d8.loss_mask: 0.5067, decode.d8.loss_dice: 0.7636, loss: 17.1017, grad_norm: 71.1206 2023-12-26 03:46:06,752 - mmseg - INFO - Iter [75900/160000] lr: 5.256e-05, eta: 11:47:08, time: 0.498, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3007, decode.loss_mask: 0.5281, decode.loss_dice: 0.7823, decode.d0.loss_cls: 1.3057, decode.d0.loss_mask: 0.5787, decode.d0.loss_dice: 0.8726, decode.d1.loss_cls: 0.3808, decode.d1.loss_mask: 0.5560, decode.d1.loss_dice: 0.8378, decode.d2.loss_cls: 0.3357, decode.d2.loss_mask: 0.5437, decode.d2.loss_dice: 0.8172, decode.d3.loss_cls: 0.3173, decode.d3.loss_mask: 0.5410, decode.d3.loss_dice: 0.7921, decode.d4.loss_cls: 0.3103, decode.d4.loss_mask: 0.5351, decode.d4.loss_dice: 0.7889, decode.d5.loss_cls: 0.3092, decode.d5.loss_mask: 0.5340, decode.d5.loss_dice: 0.7858, decode.d6.loss_cls: 0.3050, decode.d6.loss_mask: 0.5314, decode.d6.loss_dice: 0.7816, decode.d7.loss_cls: 0.2999, decode.d7.loss_mask: 0.5315, decode.d7.loss_dice: 0.7864, decode.d8.loss_cls: 0.2980, decode.d8.loss_mask: 0.5289, decode.d8.loss_dice: 0.7868, loss: 17.6026, grad_norm: 59.4880 2023-12-26 03:46:31,039 - mmseg - INFO - Iter [75950/160000] lr: 5.253e-05, eta: 11:46:42, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2810, decode.loss_mask: 0.5305, decode.loss_dice: 0.7663, decode.d0.loss_cls: 1.2683, decode.d0.loss_mask: 0.5748, decode.d0.loss_dice: 0.8453, decode.d1.loss_cls: 0.3543, decode.d1.loss_mask: 0.5459, decode.d1.loss_dice: 0.8225, decode.d2.loss_cls: 0.3174, decode.d2.loss_mask: 0.5350, decode.d2.loss_dice: 0.7909, decode.d3.loss_cls: 0.3074, decode.d3.loss_mask: 0.5327, decode.d3.loss_dice: 0.7732, decode.d4.loss_cls: 0.2867, decode.d4.loss_mask: 0.5337, decode.d4.loss_dice: 0.7763, decode.d5.loss_cls: 0.2885, decode.d5.loss_mask: 0.5304, decode.d5.loss_dice: 0.7693, decode.d6.loss_cls: 0.2889, decode.d6.loss_mask: 0.5320, decode.d6.loss_dice: 0.7646, decode.d7.loss_cls: 0.2844, decode.d7.loss_mask: 0.5294, decode.d7.loss_dice: 0.7681, decode.d8.loss_cls: 0.2829, decode.d8.loss_mask: 0.5292, decode.d8.loss_dice: 0.7664, loss: 17.1763, grad_norm: 58.8644 2023-12-26 03:46:55,360 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 03:46:55,360 - mmseg - INFO - Iter [76000/160000] lr: 5.250e-05, eta: 11:46:15, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2955, decode.loss_mask: 0.4996, decode.loss_dice: 0.7739, decode.d0.loss_cls: 1.2937, decode.d0.loss_mask: 0.5401, decode.d0.loss_dice: 0.8561, decode.d1.loss_cls: 0.3764, decode.d1.loss_mask: 0.5216, decode.d1.loss_dice: 0.8165, decode.d2.loss_cls: 0.3300, decode.d2.loss_mask: 0.5114, decode.d2.loss_dice: 0.7921, decode.d3.loss_cls: 0.3178, decode.d3.loss_mask: 0.5069, decode.d3.loss_dice: 0.7758, decode.d4.loss_cls: 0.3083, decode.d4.loss_mask: 0.5041, decode.d4.loss_dice: 0.7794, decode.d5.loss_cls: 0.3053, decode.d5.loss_mask: 0.5034, decode.d5.loss_dice: 0.7764, decode.d6.loss_cls: 0.3021, decode.d6.loss_mask: 0.5020, decode.d6.loss_dice: 0.7730, decode.d7.loss_cls: 0.2954, decode.d7.loss_mask: 0.5015, decode.d7.loss_dice: 0.7731, decode.d8.loss_cls: 0.2909, decode.d8.loss_mask: 0.5010, decode.d8.loss_dice: 0.7725, loss: 17.0958, grad_norm: 56.3629 2023-12-26 03:47:19,795 - mmseg - INFO - Iter [76050/160000] lr: 5.247e-05, eta: 11:45:49, time: 0.489, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2799, decode.loss_mask: 0.5215, decode.loss_dice: 0.7794, decode.d0.loss_cls: 1.2535, decode.d0.loss_mask: 0.5628, decode.d0.loss_dice: 0.8643, decode.d1.loss_cls: 0.3573, decode.d1.loss_mask: 0.5400, decode.d1.loss_dice: 0.8286, decode.d2.loss_cls: 0.3247, decode.d2.loss_mask: 0.5268, decode.d2.loss_dice: 0.8062, decode.d3.loss_cls: 0.3040, decode.d3.loss_mask: 0.5261, decode.d3.loss_dice: 0.7878, decode.d4.loss_cls: 0.2998, decode.d4.loss_mask: 0.5240, decode.d4.loss_dice: 0.7876, decode.d5.loss_cls: 0.2880, decode.d5.loss_mask: 0.5240, decode.d5.loss_dice: 0.7874, decode.d6.loss_cls: 0.2862, decode.d6.loss_mask: 0.5225, decode.d6.loss_dice: 0.7794, decode.d7.loss_cls: 0.2846, decode.d7.loss_mask: 0.5212, decode.d7.loss_dice: 0.7770, decode.d8.loss_cls: 0.2798, decode.d8.loss_mask: 0.5223, decode.d8.loss_dice: 0.7833, loss: 17.2299, grad_norm: 57.3414 2023-12-26 03:47:44,091 - mmseg - INFO - Iter [76100/160000] lr: 5.244e-05, eta: 11:45:23, time: 0.486, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2908, decode.loss_mask: 0.5440, decode.loss_dice: 0.7721, decode.d0.loss_cls: 1.2575, decode.d0.loss_mask: 0.5949, decode.d0.loss_dice: 0.8606, decode.d1.loss_cls: 0.3650, decode.d1.loss_mask: 0.5661, decode.d1.loss_dice: 0.8217, decode.d2.loss_cls: 0.3288, decode.d2.loss_mask: 0.5533, decode.d2.loss_dice: 0.7946, decode.d3.loss_cls: 0.3195, decode.d3.loss_mask: 0.5497, decode.d3.loss_dice: 0.7819, decode.d4.loss_cls: 0.3095, decode.d4.loss_mask: 0.5481, decode.d4.loss_dice: 0.7851, decode.d5.loss_cls: 0.2966, decode.d5.loss_mask: 0.5489, decode.d5.loss_dice: 0.7808, decode.d6.loss_cls: 0.2941, decode.d6.loss_mask: 0.5454, decode.d6.loss_dice: 0.7688, decode.d7.loss_cls: 0.2872, decode.d7.loss_mask: 0.5436, decode.d7.loss_dice: 0.7738, decode.d8.loss_cls: 0.2934, decode.d8.loss_mask: 0.5442, decode.d8.loss_dice: 0.7720, loss: 17.4920, grad_norm: 66.4511 2023-12-26 03:48:08,337 - mmseg - INFO - Iter [76150/160000] lr: 5.241e-05, eta: 11:44:56, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3194, decode.loss_mask: 0.5266, decode.loss_dice: 0.7930, decode.d0.loss_cls: 1.3577, decode.d0.loss_mask: 0.5670, decode.d0.loss_dice: 0.8937, decode.d1.loss_cls: 0.4085, decode.d1.loss_mask: 0.5481, decode.d1.loss_dice: 0.8530, decode.d2.loss_cls: 0.3696, decode.d2.loss_mask: 0.5408, decode.d2.loss_dice: 0.8186, decode.d3.loss_cls: 0.3487, decode.d3.loss_mask: 0.5331, decode.d3.loss_dice: 0.8031, decode.d4.loss_cls: 0.3401, decode.d4.loss_mask: 0.5301, decode.d4.loss_dice: 0.8038, decode.d5.loss_cls: 0.3307, decode.d5.loss_mask: 0.5294, decode.d5.loss_dice: 0.8014, decode.d6.loss_cls: 0.3262, decode.d6.loss_mask: 0.5271, decode.d6.loss_dice: 0.7920, decode.d7.loss_cls: 0.3237, decode.d7.loss_mask: 0.5271, decode.d7.loss_dice: 0.7956, decode.d8.loss_cls: 0.3208, decode.d8.loss_mask: 0.5255, decode.d8.loss_dice: 0.7988, loss: 17.9532, grad_norm: 63.5389 2023-12-26 03:48:32,612 - mmseg - INFO - Iter [76200/160000] lr: 5.238e-05, eta: 11:44:30, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3020, decode.loss_mask: 0.5143, decode.loss_dice: 0.7646, decode.d0.loss_cls: 1.3007, decode.d0.loss_mask: 0.5496, decode.d0.loss_dice: 0.8647, decode.d1.loss_cls: 0.3785, decode.d1.loss_mask: 0.5314, decode.d1.loss_dice: 0.8145, decode.d2.loss_cls: 0.3402, decode.d2.loss_mask: 0.5234, decode.d2.loss_dice: 0.7947, decode.d3.loss_cls: 0.3290, decode.d3.loss_mask: 0.5148, decode.d3.loss_dice: 0.7688, decode.d4.loss_cls: 0.3121, decode.d4.loss_mask: 0.5172, decode.d4.loss_dice: 0.7754, decode.d5.loss_cls: 0.3075, decode.d5.loss_mask: 0.5142, decode.d5.loss_dice: 0.7686, decode.d6.loss_cls: 0.3049, decode.d6.loss_mask: 0.5157, decode.d6.loss_dice: 0.7676, decode.d7.loss_cls: 0.3029, decode.d7.loss_mask: 0.5127, decode.d7.loss_dice: 0.7666, decode.d8.loss_cls: 0.3032, decode.d8.loss_mask: 0.5121, decode.d8.loss_dice: 0.7660, loss: 17.2379, grad_norm: 55.7220 2023-12-26 03:48:56,916 - mmseg - INFO - Iter [76250/160000] lr: 5.234e-05, eta: 11:44:03, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2926, decode.loss_mask: 0.5129, decode.loss_dice: 0.7930, decode.d0.loss_cls: 1.3042, decode.d0.loss_mask: 0.5555, decode.d0.loss_dice: 0.8765, decode.d1.loss_cls: 0.3748, decode.d1.loss_mask: 0.5318, decode.d1.loss_dice: 0.8415, decode.d2.loss_cls: 0.3260, decode.d2.loss_mask: 0.5199, decode.d2.loss_dice: 0.8168, decode.d3.loss_cls: 0.3088, decode.d3.loss_mask: 0.5194, decode.d3.loss_dice: 0.8027, decode.d4.loss_cls: 0.3017, decode.d4.loss_mask: 0.5162, decode.d4.loss_dice: 0.8013, decode.d5.loss_cls: 0.2956, decode.d5.loss_mask: 0.5166, decode.d5.loss_dice: 0.7967, decode.d6.loss_cls: 0.2946, decode.d6.loss_mask: 0.5144, decode.d6.loss_dice: 0.7915, decode.d7.loss_cls: 0.2884, decode.d7.loss_mask: 0.5142, decode.d7.loss_dice: 0.7945, decode.d8.loss_cls: 0.2908, decode.d8.loss_mask: 0.5128, decode.d8.loss_dice: 0.7946, loss: 17.4003, grad_norm: 65.3406 2023-12-26 03:49:21,113 - mmseg - INFO - Iter [76300/160000] lr: 5.231e-05, eta: 11:43:37, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2913, decode.loss_mask: 0.5195, decode.loss_dice: 0.7685, decode.d0.loss_cls: 1.2863, decode.d0.loss_mask: 0.5663, decode.d0.loss_dice: 0.8609, decode.d1.loss_cls: 0.3744, decode.d1.loss_mask: 0.5342, decode.d1.loss_dice: 0.8162, decode.d2.loss_cls: 0.3368, decode.d2.loss_mask: 0.5245, decode.d2.loss_dice: 0.7942, decode.d3.loss_cls: 0.3208, decode.d3.loss_mask: 0.5229, decode.d3.loss_dice: 0.7722, decode.d4.loss_cls: 0.3013, decode.d4.loss_mask: 0.5252, decode.d4.loss_dice: 0.7748, decode.d5.loss_cls: 0.2996, decode.d5.loss_mask: 0.5208, decode.d5.loss_dice: 0.7709, decode.d6.loss_cls: 0.2977, decode.d6.loss_mask: 0.5194, decode.d6.loss_dice: 0.7636, decode.d7.loss_cls: 0.2943, decode.d7.loss_mask: 0.5202, decode.d7.loss_dice: 0.7625, decode.d8.loss_cls: 0.2927, decode.d8.loss_mask: 0.5215, decode.d8.loss_dice: 0.7697, loss: 17.2233, grad_norm: 58.9895 2023-12-26 03:49:45,436 - mmseg - INFO - Iter [76350/160000] lr: 5.228e-05, eta: 11:43:11, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3025, decode.loss_mask: 0.5096, decode.loss_dice: 0.7625, decode.d0.loss_cls: 1.2954, decode.d0.loss_mask: 0.5607, decode.d0.loss_dice: 0.8644, decode.d1.loss_cls: 0.3863, decode.d1.loss_mask: 0.5355, decode.d1.loss_dice: 0.8180, decode.d2.loss_cls: 0.3425, decode.d2.loss_mask: 0.5211, decode.d2.loss_dice: 0.7889, decode.d3.loss_cls: 0.3290, decode.d3.loss_mask: 0.5156, decode.d3.loss_dice: 0.7723, decode.d4.loss_cls: 0.3162, decode.d4.loss_mask: 0.5179, decode.d4.loss_dice: 0.7740, decode.d5.loss_cls: 0.3116, decode.d5.loss_mask: 0.5156, decode.d5.loss_dice: 0.7697, decode.d6.loss_cls: 0.3082, decode.d6.loss_mask: 0.5126, decode.d6.loss_dice: 0.7629, decode.d7.loss_cls: 0.3060, decode.d7.loss_mask: 0.5117, decode.d7.loss_dice: 0.7653, decode.d8.loss_cls: 0.3062, decode.d8.loss_mask: 0.5115, decode.d8.loss_dice: 0.7650, loss: 17.2586, grad_norm: 55.6068 2023-12-26 03:50:10,021 - mmseg - INFO - Iter [76400/160000] lr: 5.225e-05, eta: 11:42:45, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2770, decode.loss_mask: 0.5066, decode.loss_dice: 0.7602, decode.d0.loss_cls: 1.2839, decode.d0.loss_mask: 0.5451, decode.d0.loss_dice: 0.8455, decode.d1.loss_cls: 0.3565, decode.d1.loss_mask: 0.5227, decode.d1.loss_dice: 0.8031, decode.d2.loss_cls: 0.3111, decode.d2.loss_mask: 0.5114, decode.d2.loss_dice: 0.7807, decode.d3.loss_cls: 0.2981, decode.d3.loss_mask: 0.5083, decode.d3.loss_dice: 0.7636, decode.d4.loss_cls: 0.2901, decode.d4.loss_mask: 0.5086, decode.d4.loss_dice: 0.7640, decode.d5.loss_cls: 0.2868, decode.d5.loss_mask: 0.5066, decode.d5.loss_dice: 0.7595, decode.d6.loss_cls: 0.2789, decode.d6.loss_mask: 0.5066, decode.d6.loss_dice: 0.7575, decode.d7.loss_cls: 0.2791, decode.d7.loss_mask: 0.5065, decode.d7.loss_dice: 0.7549, decode.d8.loss_cls: 0.2739, decode.d8.loss_mask: 0.5072, decode.d8.loss_dice: 0.7598, loss: 16.8139, grad_norm: 52.0486 2023-12-26 03:50:34,363 - mmseg - INFO - Iter [76450/160000] lr: 5.222e-05, eta: 11:42:18, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3054, decode.loss_mask: 0.5288, decode.loss_dice: 0.7710, decode.d0.loss_cls: 1.2838, decode.d0.loss_mask: 0.5650, decode.d0.loss_dice: 0.8582, decode.d1.loss_cls: 0.3835, decode.d1.loss_mask: 0.5507, decode.d1.loss_dice: 0.8122, decode.d2.loss_cls: 0.3479, decode.d2.loss_mask: 0.5382, decode.d2.loss_dice: 0.7889, decode.d3.loss_cls: 0.3306, decode.d3.loss_mask: 0.5332, decode.d3.loss_dice: 0.7759, decode.d4.loss_cls: 0.3178, decode.d4.loss_mask: 0.5333, decode.d4.loss_dice: 0.7750, decode.d5.loss_cls: 0.3147, decode.d5.loss_mask: 0.5317, decode.d5.loss_dice: 0.7772, decode.d6.loss_cls: 0.3095, decode.d6.loss_mask: 0.5296, decode.d6.loss_dice: 0.7668, decode.d7.loss_cls: 0.3027, decode.d7.loss_mask: 0.5304, decode.d7.loss_dice: 0.7687, decode.d8.loss_cls: 0.3010, decode.d8.loss_mask: 0.5291, decode.d8.loss_dice: 0.7705, loss: 17.4313, grad_norm: 60.2118 2023-12-26 03:50:58,798 - mmseg - INFO - Iter [76500/160000] lr: 5.219e-05, eta: 11:41:52, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3011, decode.loss_mask: 0.5373, decode.loss_dice: 0.7877, decode.d0.loss_cls: 1.2872, decode.d0.loss_mask: 0.5836, decode.d0.loss_dice: 0.8765, decode.d1.loss_cls: 0.3806, decode.d1.loss_mask: 0.5576, decode.d1.loss_dice: 0.8308, decode.d2.loss_cls: 0.3493, decode.d2.loss_mask: 0.5452, decode.d2.loss_dice: 0.8091, decode.d3.loss_cls: 0.3360, decode.d3.loss_mask: 0.5407, decode.d3.loss_dice: 0.7927, decode.d4.loss_cls: 0.3265, decode.d4.loss_mask: 0.5380, decode.d4.loss_dice: 0.7919, decode.d5.loss_cls: 0.3226, decode.d5.loss_mask: 0.5368, decode.d5.loss_dice: 0.7909, decode.d6.loss_cls: 0.3155, decode.d6.loss_mask: 0.5388, decode.d6.loss_dice: 0.7836, decode.d7.loss_cls: 0.3079, decode.d7.loss_mask: 0.5371, decode.d7.loss_dice: 0.7866, decode.d8.loss_cls: 0.3076, decode.d8.loss_mask: 0.5380, decode.d8.loss_dice: 0.7848, loss: 17.7219, grad_norm: 62.8365 2023-12-26 03:51:23,360 - mmseg - INFO - Iter [76550/160000] lr: 5.216e-05, eta: 11:41:26, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2912, decode.loss_mask: 0.5127, decode.loss_dice: 0.7564, decode.d0.loss_cls: 1.2812, decode.d0.loss_mask: 0.5531, decode.d0.loss_dice: 0.8402, decode.d1.loss_cls: 0.3694, decode.d1.loss_mask: 0.5329, decode.d1.loss_dice: 0.8006, decode.d2.loss_cls: 0.3349, decode.d2.loss_mask: 0.5220, decode.d2.loss_dice: 0.7794, decode.d3.loss_cls: 0.3198, decode.d3.loss_mask: 0.5159, decode.d3.loss_dice: 0.7657, decode.d4.loss_cls: 0.3077, decode.d4.loss_mask: 0.5140, decode.d4.loss_dice: 0.7635, decode.d5.loss_cls: 0.3060, decode.d5.loss_mask: 0.5128, decode.d5.loss_dice: 0.7622, decode.d6.loss_cls: 0.2982, decode.d6.loss_mask: 0.5131, decode.d6.loss_dice: 0.7567, decode.d7.loss_cls: 0.2919, decode.d7.loss_mask: 0.5138, decode.d7.loss_dice: 0.7599, decode.d8.loss_cls: 0.2913, decode.d8.loss_mask: 0.5138, decode.d8.loss_dice: 0.7620, loss: 17.0422, grad_norm: 58.3404 2023-12-26 03:51:47,757 - mmseg - INFO - Iter [76600/160000] lr: 5.213e-05, eta: 11:41:00, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3030, decode.loss_mask: 0.5256, decode.loss_dice: 0.7785, decode.d0.loss_cls: 1.2945, decode.d0.loss_mask: 0.5667, decode.d0.loss_dice: 0.8658, decode.d1.loss_cls: 0.3919, decode.d1.loss_mask: 0.5412, decode.d1.loss_dice: 0.8328, decode.d2.loss_cls: 0.3346, decode.d2.loss_mask: 0.5338, decode.d2.loss_dice: 0.8121, decode.d3.loss_cls: 0.3347, decode.d3.loss_mask: 0.5336, decode.d3.loss_dice: 0.7915, decode.d4.loss_cls: 0.3273, decode.d4.loss_mask: 0.5292, decode.d4.loss_dice: 0.7867, decode.d5.loss_cls: 0.3124, decode.d5.loss_mask: 0.5282, decode.d5.loss_dice: 0.7899, decode.d6.loss_cls: 0.3126, decode.d6.loss_mask: 0.5266, decode.d6.loss_dice: 0.7807, decode.d7.loss_cls: 0.3062, decode.d7.loss_mask: 0.5262, decode.d7.loss_dice: 0.7774, decode.d8.loss_cls: 0.3060, decode.d8.loss_mask: 0.5261, decode.d8.loss_dice: 0.7780, loss: 17.5536, grad_norm: 59.7028 2023-12-26 03:52:12,078 - mmseg - INFO - Iter [76650/160000] lr: 5.209e-05, eta: 11:40:33, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2997, decode.loss_mask: 0.5344, decode.loss_dice: 0.7957, decode.d0.loss_cls: 1.3285, decode.d0.loss_mask: 0.5763, decode.d0.loss_dice: 0.8840, decode.d1.loss_cls: 0.3733, decode.d1.loss_mask: 0.5572, decode.d1.loss_dice: 0.8483, decode.d2.loss_cls: 0.3312, decode.d2.loss_mask: 0.5451, decode.d2.loss_dice: 0.8228, decode.d3.loss_cls: 0.3212, decode.d3.loss_mask: 0.5432, decode.d3.loss_dice: 0.8100, decode.d4.loss_cls: 0.3041, decode.d4.loss_mask: 0.5417, decode.d4.loss_dice: 0.8110, decode.d5.loss_cls: 0.3066, decode.d5.loss_mask: 0.5404, decode.d5.loss_dice: 0.8040, decode.d6.loss_cls: 0.3053, decode.d6.loss_mask: 0.5386, decode.d6.loss_dice: 0.7999, decode.d7.loss_cls: 0.2999, decode.d7.loss_mask: 0.5367, decode.d7.loss_dice: 0.7997, decode.d8.loss_cls: 0.3005, decode.d8.loss_mask: 0.5347, decode.d8.loss_dice: 0.7966, loss: 17.7906, grad_norm: 56.4566 2023-12-26 03:52:36,198 - mmseg - INFO - Iter [76700/160000] lr: 5.206e-05, eta: 11:40:07, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2977, decode.loss_mask: 0.5526, decode.loss_dice: 0.8166, decode.d0.loss_cls: 1.2952, decode.d0.loss_mask: 0.6006, decode.d0.loss_dice: 0.8991, decode.d1.loss_cls: 0.3816, decode.d1.loss_mask: 0.5712, decode.d1.loss_dice: 0.8669, decode.d2.loss_cls: 0.3388, decode.d2.loss_mask: 0.5593, decode.d2.loss_dice: 0.8442, decode.d3.loss_cls: 0.3222, decode.d3.loss_mask: 0.5540, decode.d3.loss_dice: 0.8261, decode.d4.loss_cls: 0.3146, decode.d4.loss_mask: 0.5536, decode.d4.loss_dice: 0.8290, decode.d5.loss_cls: 0.3110, decode.d5.loss_mask: 0.5525, decode.d5.loss_dice: 0.8189, decode.d6.loss_cls: 0.3057, decode.d6.loss_mask: 0.5536, decode.d6.loss_dice: 0.8154, decode.d7.loss_cls: 0.2976, decode.d7.loss_mask: 0.5523, decode.d7.loss_dice: 0.8208, decode.d8.loss_cls: 0.2954, decode.d8.loss_mask: 0.5529, decode.d8.loss_dice: 0.8185, loss: 18.1180, grad_norm: 61.1993 2023-12-26 03:53:00,518 - mmseg - INFO - Iter [76750/160000] lr: 5.203e-05, eta: 11:39:40, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2910, decode.loss_mask: 0.5082, decode.loss_dice: 0.7686, decode.d0.loss_cls: 1.2935, decode.d0.loss_mask: 0.5479, decode.d0.loss_dice: 0.8649, decode.d1.loss_cls: 0.3811, decode.d1.loss_mask: 0.5290, decode.d1.loss_dice: 0.8132, decode.d2.loss_cls: 0.3319, decode.d2.loss_mask: 0.5158, decode.d2.loss_dice: 0.7987, decode.d3.loss_cls: 0.3225, decode.d3.loss_mask: 0.5098, decode.d3.loss_dice: 0.7789, decode.d4.loss_cls: 0.3090, decode.d4.loss_mask: 0.5106, decode.d4.loss_dice: 0.7777, decode.d5.loss_cls: 0.3009, decode.d5.loss_mask: 0.5077, decode.d5.loss_dice: 0.7739, decode.d6.loss_cls: 0.3016, decode.d6.loss_mask: 0.5116, decode.d6.loss_dice: 0.7727, decode.d7.loss_cls: 0.2976, decode.d7.loss_mask: 0.5104, decode.d7.loss_dice: 0.7687, decode.d8.loss_cls: 0.2898, decode.d8.loss_mask: 0.5087, decode.d8.loss_dice: 0.7741, loss: 17.1700, grad_norm: 54.8232 2023-12-26 03:53:24,774 - mmseg - INFO - Iter [76800/160000] lr: 5.200e-05, eta: 11:39:14, time: 0.485, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2861, decode.loss_mask: 0.5278, decode.loss_dice: 0.7730, decode.d0.loss_cls: 1.2463, decode.d0.loss_mask: 0.5708, decode.d0.loss_dice: 0.8598, decode.d1.loss_cls: 0.3591, decode.d1.loss_mask: 0.5499, decode.d1.loss_dice: 0.8215, decode.d2.loss_cls: 0.3134, decode.d2.loss_mask: 0.5381, decode.d2.loss_dice: 0.8018, decode.d3.loss_cls: 0.3126, decode.d3.loss_mask: 0.5331, decode.d3.loss_dice: 0.7797, decode.d4.loss_cls: 0.2930, decode.d4.loss_mask: 0.5343, decode.d4.loss_dice: 0.7778, decode.d5.loss_cls: 0.2875, decode.d5.loss_mask: 0.5320, decode.d5.loss_dice: 0.7809, decode.d6.loss_cls: 0.2865, decode.d6.loss_mask: 0.5304, decode.d6.loss_dice: 0.7752, decode.d7.loss_cls: 0.2849, decode.d7.loss_mask: 0.5300, decode.d7.loss_dice: 0.7791, decode.d8.loss_cls: 0.2887, decode.d8.loss_mask: 0.5285, decode.d8.loss_dice: 0.7713, loss: 17.2532, grad_norm: 64.7940 2023-12-26 03:53:48,922 - mmseg - INFO - Iter [76850/160000] lr: 5.197e-05, eta: 11:38:48, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2990, decode.loss_mask: 0.5047, decode.loss_dice: 0.7776, decode.d0.loss_cls: 1.3055, decode.d0.loss_mask: 0.5542, decode.d0.loss_dice: 0.8652, decode.d1.loss_cls: 0.3726, decode.d1.loss_mask: 0.5263, decode.d1.loss_dice: 0.8171, decode.d2.loss_cls: 0.3354, decode.d2.loss_mask: 0.5143, decode.d2.loss_dice: 0.7972, decode.d3.loss_cls: 0.3231, decode.d3.loss_mask: 0.5098, decode.d3.loss_dice: 0.7790, decode.d4.loss_cls: 0.3146, decode.d4.loss_mask: 0.5100, decode.d4.loss_dice: 0.7748, decode.d5.loss_cls: 0.3034, decode.d5.loss_mask: 0.5088, decode.d5.loss_dice: 0.7748, decode.d6.loss_cls: 0.2996, decode.d6.loss_mask: 0.5063, decode.d6.loss_dice: 0.7722, decode.d7.loss_cls: 0.2987, decode.d7.loss_mask: 0.5074, decode.d7.loss_dice: 0.7719, decode.d8.loss_cls: 0.2975, decode.d8.loss_mask: 0.5084, decode.d8.loss_dice: 0.7742, loss: 17.2035, grad_norm: 58.8091 2023-12-26 03:54:13,213 - mmseg - INFO - Iter [76900/160000] lr: 5.194e-05, eta: 11:38:21, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2999, decode.loss_mask: 0.5201, decode.loss_dice: 0.7711, decode.d0.loss_cls: 1.3118, decode.d0.loss_mask: 0.5605, decode.d0.loss_dice: 0.8602, decode.d1.loss_cls: 0.3837, decode.d1.loss_mask: 0.5385, decode.d1.loss_dice: 0.8206, decode.d2.loss_cls: 0.3401, decode.d2.loss_mask: 0.5275, decode.d2.loss_dice: 0.7943, decode.d3.loss_cls: 0.3298, decode.d3.loss_mask: 0.5258, decode.d3.loss_dice: 0.7789, decode.d4.loss_cls: 0.3181, decode.d4.loss_mask: 0.5251, decode.d4.loss_dice: 0.7744, decode.d5.loss_cls: 0.3104, decode.d5.loss_mask: 0.5235, decode.d5.loss_dice: 0.7725, decode.d6.loss_cls: 0.3086, decode.d6.loss_mask: 0.5221, decode.d6.loss_dice: 0.7691, decode.d7.loss_cls: 0.3027, decode.d7.loss_mask: 0.5210, decode.d7.loss_dice: 0.7735, decode.d8.loss_cls: 0.2998, decode.d8.loss_mask: 0.5197, decode.d8.loss_dice: 0.7692, loss: 17.3724, grad_norm: 55.6068 2023-12-26 03:54:40,021 - mmseg - INFO - Iter [76950/160000] lr: 5.191e-05, eta: 11:37:58, time: 0.536, data_time: 0.056, memory: 40245, decode.loss_cls: 0.2995, decode.loss_mask: 0.5237, decode.loss_dice: 0.7927, decode.d0.loss_cls: 1.3201, decode.d0.loss_mask: 0.5699, decode.d0.loss_dice: 0.8907, decode.d1.loss_cls: 0.3916, decode.d1.loss_mask: 0.5487, decode.d1.loss_dice: 0.8416, decode.d2.loss_cls: 0.3407, decode.d2.loss_mask: 0.5351, decode.d2.loss_dice: 0.8105, decode.d3.loss_cls: 0.3236, decode.d3.loss_mask: 0.5304, decode.d3.loss_dice: 0.8004, decode.d4.loss_cls: 0.3170, decode.d4.loss_mask: 0.5274, decode.d4.loss_dice: 0.8017, decode.d5.loss_cls: 0.3087, decode.d5.loss_mask: 0.5264, decode.d5.loss_dice: 0.8017, decode.d6.loss_cls: 0.3058, decode.d6.loss_mask: 0.5266, decode.d6.loss_dice: 0.7916, decode.d7.loss_cls: 0.3016, decode.d7.loss_mask: 0.5257, decode.d7.loss_dice: 0.7960, decode.d8.loss_cls: 0.2949, decode.d8.loss_mask: 0.5240, decode.d8.loss_dice: 0.7927, loss: 17.6609, grad_norm: 61.3090 2023-12-26 03:55:04,393 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 03:55:04,393 - mmseg - INFO - Iter [77000/160000] lr: 5.188e-05, eta: 11:37:32, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2799, decode.loss_mask: 0.5419, decode.loss_dice: 0.7706, decode.d0.loss_cls: 1.2511, decode.d0.loss_mask: 0.5864, decode.d0.loss_dice: 0.8547, decode.d1.loss_cls: 0.3583, decode.d1.loss_mask: 0.5650, decode.d1.loss_dice: 0.8279, decode.d2.loss_cls: 0.3204, decode.d2.loss_mask: 0.5517, decode.d2.loss_dice: 0.8042, decode.d3.loss_cls: 0.3033, decode.d3.loss_mask: 0.5461, decode.d3.loss_dice: 0.7875, decode.d4.loss_cls: 0.2936, decode.d4.loss_mask: 0.5454, decode.d4.loss_dice: 0.7868, decode.d5.loss_cls: 0.2880, decode.d5.loss_mask: 0.5447, decode.d5.loss_dice: 0.7818, decode.d6.loss_cls: 0.2840, decode.d6.loss_mask: 0.5458, decode.d6.loss_dice: 0.7753, decode.d7.loss_cls: 0.2820, decode.d7.loss_mask: 0.5456, decode.d7.loss_dice: 0.7730, decode.d8.loss_cls: 0.2784, decode.d8.loss_mask: 0.5455, decode.d8.loss_dice: 0.7735, loss: 17.3921, grad_norm: 63.8189 2023-12-26 03:55:29,443 - mmseg - INFO - Iter [77050/160000] lr: 5.184e-05, eta: 11:37:06, time: 0.501, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3025, decode.loss_mask: 0.5073, decode.loss_dice: 0.7764, decode.d0.loss_cls: 1.3287, decode.d0.loss_mask: 0.5527, decode.d0.loss_dice: 0.8643, decode.d1.loss_cls: 0.3931, decode.d1.loss_mask: 0.5259, decode.d1.loss_dice: 0.8267, decode.d2.loss_cls: 0.3502, decode.d2.loss_mask: 0.5156, decode.d2.loss_dice: 0.8017, decode.d3.loss_cls: 0.3362, decode.d3.loss_mask: 0.5118, decode.d3.loss_dice: 0.7869, decode.d4.loss_cls: 0.3245, decode.d4.loss_mask: 0.5115, decode.d4.loss_dice: 0.7910, decode.d5.loss_cls: 0.3187, decode.d5.loss_mask: 0.5108, decode.d5.loss_dice: 0.7875, decode.d6.loss_cls: 0.3162, decode.d6.loss_mask: 0.5087, decode.d6.loss_dice: 0.7776, decode.d7.loss_cls: 0.3048, decode.d7.loss_mask: 0.5084, decode.d7.loss_dice: 0.7791, decode.d8.loss_cls: 0.3008, decode.d8.loss_mask: 0.5076, decode.d8.loss_dice: 0.7817, loss: 17.4091, grad_norm: 61.6972 2023-12-26 03:55:53,803 - mmseg - INFO - Iter [77100/160000] lr: 5.181e-05, eta: 11:36:40, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2787, decode.loss_mask: 0.5147, decode.loss_dice: 0.7644, decode.d0.loss_cls: 1.3065, decode.d0.loss_mask: 0.5560, decode.d0.loss_dice: 0.8439, decode.d1.loss_cls: 0.3589, decode.d1.loss_mask: 0.5336, decode.d1.loss_dice: 0.8038, decode.d2.loss_cls: 0.3126, decode.d2.loss_mask: 0.5235, decode.d2.loss_dice: 0.7837, decode.d3.loss_cls: 0.3063, decode.d3.loss_mask: 0.5192, decode.d3.loss_dice: 0.7673, decode.d4.loss_cls: 0.2900, decode.d4.loss_mask: 0.5195, decode.d4.loss_dice: 0.7709, decode.d5.loss_cls: 0.2817, decode.d5.loss_mask: 0.5183, decode.d5.loss_dice: 0.7696, decode.d6.loss_cls: 0.2846, decode.d6.loss_mask: 0.5162, decode.d6.loss_dice: 0.7620, decode.d7.loss_cls: 0.2784, decode.d7.loss_mask: 0.5161, decode.d7.loss_dice: 0.7661, decode.d8.loss_cls: 0.2736, decode.d8.loss_mask: 0.5169, decode.d8.loss_dice: 0.7673, loss: 17.0041, grad_norm: 58.2197 2023-12-26 03:56:18,080 - mmseg - INFO - Iter [77150/160000] lr: 5.178e-05, eta: 11:36:14, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2916, decode.loss_mask: 0.5388, decode.loss_dice: 0.7832, decode.d0.loss_cls: 1.3189, decode.d0.loss_mask: 0.5843, decode.d0.loss_dice: 0.8690, decode.d1.loss_cls: 0.3650, decode.d1.loss_mask: 0.5636, decode.d1.loss_dice: 0.8328, decode.d2.loss_cls: 0.3321, decode.d2.loss_mask: 0.5481, decode.d2.loss_dice: 0.8113, decode.d3.loss_cls: 0.3164, decode.d3.loss_mask: 0.5467, decode.d3.loss_dice: 0.7971, decode.d4.loss_cls: 0.3106, decode.d4.loss_mask: 0.5455, decode.d4.loss_dice: 0.7930, decode.d5.loss_cls: 0.2988, decode.d5.loss_mask: 0.5442, decode.d5.loss_dice: 0.7901, decode.d6.loss_cls: 0.2951, decode.d6.loss_mask: 0.5413, decode.d6.loss_dice: 0.7857, decode.d7.loss_cls: 0.2947, decode.d7.loss_mask: 0.5394, decode.d7.loss_dice: 0.7875, decode.d8.loss_cls: 0.2904, decode.d8.loss_mask: 0.5402, decode.d8.loss_dice: 0.7881, loss: 17.6437, grad_norm: 62.6536 2023-12-26 03:56:42,304 - mmseg - INFO - Iter [77200/160000] lr: 5.175e-05, eta: 11:35:47, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2892, decode.loss_mask: 0.5253, decode.loss_dice: 0.7589, decode.d0.loss_cls: 1.2811, decode.d0.loss_mask: 0.5624, decode.d0.loss_dice: 0.8482, decode.d1.loss_cls: 0.3576, decode.d1.loss_mask: 0.5428, decode.d1.loss_dice: 0.8023, decode.d2.loss_cls: 0.3342, decode.d2.loss_mask: 0.5335, decode.d2.loss_dice: 0.7814, decode.d3.loss_cls: 0.3151, decode.d3.loss_mask: 0.5296, decode.d3.loss_dice: 0.7710, decode.d4.loss_cls: 0.3082, decode.d4.loss_mask: 0.5282, decode.d4.loss_dice: 0.7670, decode.d5.loss_cls: 0.2995, decode.d5.loss_mask: 0.5258, decode.d5.loss_dice: 0.7685, decode.d6.loss_cls: 0.3000, decode.d6.loss_mask: 0.5245, decode.d6.loss_dice: 0.7590, decode.d7.loss_cls: 0.2911, decode.d7.loss_mask: 0.5241, decode.d7.loss_dice: 0.7578, decode.d8.loss_cls: 0.2911, decode.d8.loss_mask: 0.5258, decode.d8.loss_dice: 0.7607, loss: 17.1640, grad_norm: 60.3999 2023-12-26 03:57:06,784 - mmseg - INFO - Iter [77250/160000] lr: 5.172e-05, eta: 11:35:21, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2728, decode.loss_mask: 0.5061, decode.loss_dice: 0.7552, decode.d0.loss_cls: 1.2631, decode.d0.loss_mask: 0.5502, decode.d0.loss_dice: 0.8371, decode.d1.loss_cls: 0.3511, decode.d1.loss_mask: 0.5258, decode.d1.loss_dice: 0.7892, decode.d2.loss_cls: 0.3218, decode.d2.loss_mask: 0.5142, decode.d2.loss_dice: 0.7670, decode.d3.loss_cls: 0.2998, decode.d3.loss_mask: 0.5096, decode.d3.loss_dice: 0.7591, decode.d4.loss_cls: 0.2912, decode.d4.loss_mask: 0.5068, decode.d4.loss_dice: 0.7597, decode.d5.loss_cls: 0.2880, decode.d5.loss_mask: 0.5068, decode.d5.loss_dice: 0.7541, decode.d6.loss_cls: 0.2771, decode.d6.loss_mask: 0.5066, decode.d6.loss_dice: 0.7506, decode.d7.loss_cls: 0.2796, decode.d7.loss_mask: 0.5062, decode.d7.loss_dice: 0.7518, decode.d8.loss_cls: 0.2778, decode.d8.loss_mask: 0.5047, decode.d8.loss_dice: 0.7525, loss: 16.7357, grad_norm: 66.5933 2023-12-26 03:57:31,354 - mmseg - INFO - Iter [77300/160000] lr: 5.169e-05, eta: 11:34:55, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3024, decode.loss_mask: 0.5030, decode.loss_dice: 0.7666, decode.d0.loss_cls: 1.3275, decode.d0.loss_mask: 0.5415, decode.d0.loss_dice: 0.8653, decode.d1.loss_cls: 0.3826, decode.d1.loss_mask: 0.5209, decode.d1.loss_dice: 0.8176, decode.d2.loss_cls: 0.3431, decode.d2.loss_mask: 0.5094, decode.d2.loss_dice: 0.7932, decode.d3.loss_cls: 0.3281, decode.d3.loss_mask: 0.5042, decode.d3.loss_dice: 0.7775, decode.d4.loss_cls: 0.3173, decode.d4.loss_mask: 0.5007, decode.d4.loss_dice: 0.7762, decode.d5.loss_cls: 0.3101, decode.d5.loss_mask: 0.5048, decode.d5.loss_dice: 0.7767, decode.d6.loss_cls: 0.3090, decode.d6.loss_mask: 0.5041, decode.d6.loss_dice: 0.7708, decode.d7.loss_cls: 0.3013, decode.d7.loss_mask: 0.5044, decode.d7.loss_dice: 0.7710, decode.d8.loss_cls: 0.3039, decode.d8.loss_mask: 0.5021, decode.d8.loss_dice: 0.7692, loss: 17.2044, grad_norm: 59.2015 2023-12-26 03:57:55,592 - mmseg - INFO - Iter [77350/160000] lr: 5.166e-05, eta: 11:34:29, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2700, decode.loss_mask: 0.5141, decode.loss_dice: 0.7458, decode.d0.loss_cls: 1.2610, decode.d0.loss_mask: 0.5561, decode.d0.loss_dice: 0.8305, decode.d1.loss_cls: 0.3510, decode.d1.loss_mask: 0.5333, decode.d1.loss_dice: 0.7879, decode.d2.loss_cls: 0.3146, decode.d2.loss_mask: 0.5239, decode.d2.loss_dice: 0.7641, decode.d3.loss_cls: 0.2912, decode.d3.loss_mask: 0.5167, decode.d3.loss_dice: 0.7552, decode.d4.loss_cls: 0.2810, decode.d4.loss_mask: 0.5178, decode.d4.loss_dice: 0.7548, decode.d5.loss_cls: 0.2820, decode.d5.loss_mask: 0.5164, decode.d5.loss_dice: 0.7500, decode.d6.loss_cls: 0.2746, decode.d6.loss_mask: 0.5149, decode.d6.loss_dice: 0.7505, decode.d7.loss_cls: 0.2727, decode.d7.loss_mask: 0.5171, decode.d7.loss_dice: 0.7529, decode.d8.loss_cls: 0.2715, decode.d8.loss_mask: 0.5151, decode.d8.loss_dice: 0.7480, loss: 16.7347, grad_norm: 56.7307 2023-12-26 03:58:19,758 - mmseg - INFO - Iter [77400/160000] lr: 5.163e-05, eta: 11:34:02, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2781, decode.loss_mask: 0.5460, decode.loss_dice: 0.7687, decode.d0.loss_cls: 1.2674, decode.d0.loss_mask: 0.5860, decode.d0.loss_dice: 0.8565, decode.d1.loss_cls: 0.3623, decode.d1.loss_mask: 0.5690, decode.d1.loss_dice: 0.8192, decode.d2.loss_cls: 0.3260, decode.d2.loss_mask: 0.5560, decode.d2.loss_dice: 0.7949, decode.d3.loss_cls: 0.3126, decode.d3.loss_mask: 0.5492, decode.d3.loss_dice: 0.7805, decode.d4.loss_cls: 0.2988, decode.d4.loss_mask: 0.5495, decode.d4.loss_dice: 0.7760, decode.d5.loss_cls: 0.2879, decode.d5.loss_mask: 0.5491, decode.d5.loss_dice: 0.7761, decode.d6.loss_cls: 0.2876, decode.d6.loss_mask: 0.5458, decode.d6.loss_dice: 0.7681, decode.d7.loss_cls: 0.2858, decode.d7.loss_mask: 0.5473, decode.d7.loss_dice: 0.7695, decode.d8.loss_cls: 0.2797, decode.d8.loss_mask: 0.5457, decode.d8.loss_dice: 0.7740, loss: 17.4132, grad_norm: 62.3843 2023-12-26 03:58:44,098 - mmseg - INFO - Iter [77450/160000] lr: 5.159e-05, eta: 11:33:36, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2878, decode.loss_mask: 0.5058, decode.loss_dice: 0.7733, decode.d0.loss_cls: 1.2875, decode.d0.loss_mask: 0.5469, decode.d0.loss_dice: 0.8581, decode.d1.loss_cls: 0.3728, decode.d1.loss_mask: 0.5235, decode.d1.loss_dice: 0.8198, decode.d2.loss_cls: 0.3397, decode.d2.loss_mask: 0.5162, decode.d2.loss_dice: 0.7935, decode.d3.loss_cls: 0.3171, decode.d3.loss_mask: 0.5105, decode.d3.loss_dice: 0.7747, decode.d4.loss_cls: 0.3086, decode.d4.loss_mask: 0.5079, decode.d4.loss_dice: 0.7733, decode.d5.loss_cls: 0.2980, decode.d5.loss_mask: 0.5083, decode.d5.loss_dice: 0.7786, decode.d6.loss_cls: 0.2946, decode.d6.loss_mask: 0.5061, decode.d6.loss_dice: 0.7737, decode.d7.loss_cls: 0.2909, decode.d7.loss_mask: 0.5093, decode.d7.loss_dice: 0.7723, decode.d8.loss_cls: 0.2887, decode.d8.loss_mask: 0.5077, decode.d8.loss_dice: 0.7754, loss: 17.1208, grad_norm: 60.3292 2023-12-26 03:59:08,412 - mmseg - INFO - Iter [77500/160000] lr: 5.156e-05, eta: 11:33:10, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2691, decode.loss_mask: 0.5406, decode.loss_dice: 0.7738, decode.d0.loss_cls: 1.2514, decode.d0.loss_mask: 0.5832, decode.d0.loss_dice: 0.8590, decode.d1.loss_cls: 0.3449, decode.d1.loss_mask: 0.5646, decode.d1.loss_dice: 0.8168, decode.d2.loss_cls: 0.3098, decode.d2.loss_mask: 0.5516, decode.d2.loss_dice: 0.7964, decode.d3.loss_cls: 0.2927, decode.d3.loss_mask: 0.5457, decode.d3.loss_dice: 0.7865, decode.d4.loss_cls: 0.2838, decode.d4.loss_mask: 0.5431, decode.d4.loss_dice: 0.7843, decode.d5.loss_cls: 0.2824, decode.d5.loss_mask: 0.5434, decode.d5.loss_dice: 0.7771, decode.d6.loss_cls: 0.2773, decode.d6.loss_mask: 0.5430, decode.d6.loss_dice: 0.7746, decode.d7.loss_cls: 0.2729, decode.d7.loss_mask: 0.5423, decode.d7.loss_dice: 0.7746, decode.d8.loss_cls: 0.2684, decode.d8.loss_mask: 0.5417, decode.d8.loss_dice: 0.7756, loss: 17.2707, grad_norm: 68.5235 2023-12-26 03:59:32,980 - mmseg - INFO - Iter [77550/160000] lr: 5.153e-05, eta: 11:32:44, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2699, decode.loss_mask: 0.5264, decode.loss_dice: 0.7779, decode.d0.loss_cls: 1.2892, decode.d0.loss_mask: 0.5629, decode.d0.loss_dice: 0.8530, decode.d1.loss_cls: 0.3603, decode.d1.loss_mask: 0.5419, decode.d1.loss_dice: 0.8179, decode.d2.loss_cls: 0.3138, decode.d2.loss_mask: 0.5321, decode.d2.loss_dice: 0.8008, decode.d3.loss_cls: 0.2940, decode.d3.loss_mask: 0.5300, decode.d3.loss_dice: 0.7892, decode.d4.loss_cls: 0.2846, decode.d4.loss_mask: 0.5268, decode.d4.loss_dice: 0.7848, decode.d5.loss_cls: 0.2770, decode.d5.loss_mask: 0.5283, decode.d5.loss_dice: 0.7818, decode.d6.loss_cls: 0.2766, decode.d6.loss_mask: 0.5273, decode.d6.loss_dice: 0.7744, decode.d7.loss_cls: 0.2703, decode.d7.loss_mask: 0.5266, decode.d7.loss_dice: 0.7746, decode.d8.loss_cls: 0.2712, decode.d8.loss_mask: 0.5274, decode.d8.loss_dice: 0.7756, loss: 17.1661, grad_norm: 57.2936 2023-12-26 04:00:00,076 - mmseg - INFO - Iter [77600/160000] lr: 5.150e-05, eta: 11:32:21, time: 0.542, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2940, decode.loss_mask: 0.4961, decode.loss_dice: 0.7482, decode.d0.loss_cls: 1.2741, decode.d0.loss_mask: 0.5373, decode.d0.loss_dice: 0.8368, decode.d1.loss_cls: 0.3675, decode.d1.loss_mask: 0.5166, decode.d1.loss_dice: 0.7926, decode.d2.loss_cls: 0.3350, decode.d2.loss_mask: 0.5067, decode.d2.loss_dice: 0.7729, decode.d3.loss_cls: 0.3238, decode.d3.loss_mask: 0.5029, decode.d3.loss_dice: 0.7548, decode.d4.loss_cls: 0.3093, decode.d4.loss_mask: 0.5062, decode.d4.loss_dice: 0.7586, decode.d5.loss_cls: 0.2997, decode.d5.loss_mask: 0.5002, decode.d5.loss_dice: 0.7527, decode.d6.loss_cls: 0.3062, decode.d6.loss_mask: 0.4959, decode.d6.loss_dice: 0.7475, decode.d7.loss_cls: 0.2994, decode.d7.loss_mask: 0.4961, decode.d7.loss_dice: 0.7481, decode.d8.loss_cls: 0.2917, decode.d8.loss_mask: 0.4964, decode.d8.loss_dice: 0.7483, loss: 16.8159, grad_norm: 63.7574 2023-12-26 04:00:24,933 - mmseg - INFO - Iter [77650/160000] lr: 5.147e-05, eta: 11:31:55, time: 0.497, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2951, decode.loss_mask: 0.5293, decode.loss_dice: 0.7744, decode.d0.loss_cls: 1.2768, decode.d0.loss_mask: 0.5684, decode.d0.loss_dice: 0.8582, decode.d1.loss_cls: 0.3772, decode.d1.loss_mask: 0.5461, decode.d1.loss_dice: 0.8176, decode.d2.loss_cls: 0.3386, decode.d2.loss_mask: 0.5338, decode.d2.loss_dice: 0.7981, decode.d3.loss_cls: 0.3198, decode.d3.loss_mask: 0.5329, decode.d3.loss_dice: 0.7854, decode.d4.loss_cls: 0.3107, decode.d4.loss_mask: 0.5290, decode.d4.loss_dice: 0.7844, decode.d5.loss_cls: 0.3034, decode.d5.loss_mask: 0.5323, decode.d5.loss_dice: 0.7830, decode.d6.loss_cls: 0.3033, decode.d6.loss_mask: 0.5295, decode.d6.loss_dice: 0.7721, decode.d7.loss_cls: 0.3022, decode.d7.loss_mask: 0.5285, decode.d7.loss_dice: 0.7735, decode.d8.loss_cls: 0.2931, decode.d8.loss_mask: 0.5287, decode.d8.loss_dice: 0.7733, loss: 17.3987, grad_norm: 59.4556 2023-12-26 04:01:13,743 - mmseg - INFO - Iter [77700/160000] lr: 5.144e-05, eta: 11:31:59, time: 0.976, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3003, decode.loss_mask: 0.5241, decode.loss_dice: 0.7704, decode.d0.loss_cls: 1.2878, decode.d0.loss_mask: 0.5673, decode.d0.loss_dice: 0.8485, decode.d1.loss_cls: 0.3822, decode.d1.loss_mask: 0.5447, decode.d1.loss_dice: 0.8145, decode.d2.loss_cls: 0.3389, decode.d2.loss_mask: 0.5346, decode.d2.loss_dice: 0.7821, decode.d3.loss_cls: 0.3284, decode.d3.loss_mask: 0.5303, decode.d3.loss_dice: 0.7760, decode.d4.loss_cls: 0.3170, decode.d4.loss_mask: 0.5268, decode.d4.loss_dice: 0.7754, decode.d5.loss_cls: 0.3107, decode.d5.loss_mask: 0.5269, decode.d5.loss_dice: 0.7748, decode.d6.loss_cls: 0.3040, decode.d6.loss_mask: 0.5252, decode.d6.loss_dice: 0.7695, decode.d7.loss_cls: 0.3058, decode.d7.loss_mask: 0.5247, decode.d7.loss_dice: 0.7669, decode.d8.loss_cls: 0.3012, decode.d8.loss_mask: 0.5249, decode.d8.loss_dice: 0.7673, loss: 17.3513, grad_norm: 64.5653 2023-12-26 04:03:07,212 - mmseg - INFO - Iter [77750/160000] lr: 5.141e-05, eta: 11:33:21, time: 2.269, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2807, decode.loss_mask: 0.5309, decode.loss_dice: 0.7704, decode.d0.loss_cls: 1.2561, decode.d0.loss_mask: 0.5778, decode.d0.loss_dice: 0.8551, decode.d1.loss_cls: 0.3681, decode.d1.loss_mask: 0.5497, decode.d1.loss_dice: 0.8178, decode.d2.loss_cls: 0.3275, decode.d2.loss_mask: 0.5406, decode.d2.loss_dice: 0.7982, decode.d3.loss_cls: 0.3157, decode.d3.loss_mask: 0.5332, decode.d3.loss_dice: 0.7792, decode.d4.loss_cls: 0.3030, decode.d4.loss_mask: 0.5341, decode.d4.loss_dice: 0.7795, decode.d5.loss_cls: 0.2901, decode.d5.loss_mask: 0.5329, decode.d5.loss_dice: 0.7793, decode.d6.loss_cls: 0.2897, decode.d6.loss_mask: 0.5293, decode.d6.loss_dice: 0.7750, decode.d7.loss_cls: 0.2853, decode.d7.loss_mask: 0.5301, decode.d7.loss_dice: 0.7720, decode.d8.loss_cls: 0.2853, decode.d8.loss_mask: 0.5290, decode.d8.loss_dice: 0.7758, loss: 17.2915, grad_norm: 61.2345 2023-12-26 04:03:31,616 - mmseg - INFO - Iter [77800/160000] lr: 5.138e-05, eta: 11:32:54, time: 0.488, data_time: 0.011, memory: 40245, decode.loss_cls: 0.3039, decode.loss_mask: 0.5050, decode.loss_dice: 0.7807, decode.d0.loss_cls: 1.2868, decode.d0.loss_mask: 0.5459, decode.d0.loss_dice: 0.8711, decode.d1.loss_cls: 0.3719, decode.d1.loss_mask: 0.5295, decode.d1.loss_dice: 0.8247, decode.d2.loss_cls: 0.3429, decode.d2.loss_mask: 0.5160, decode.d2.loss_dice: 0.8021, decode.d3.loss_cls: 0.3266, decode.d3.loss_mask: 0.5092, decode.d3.loss_dice: 0.7834, decode.d4.loss_cls: 0.3154, decode.d4.loss_mask: 0.5093, decode.d4.loss_dice: 0.7857, decode.d5.loss_cls: 0.3103, decode.d5.loss_mask: 0.5068, decode.d5.loss_dice: 0.7863, decode.d6.loss_cls: 0.3088, decode.d6.loss_mask: 0.5053, decode.d6.loss_dice: 0.7797, decode.d7.loss_cls: 0.3049, decode.d7.loss_mask: 0.5064, decode.d7.loss_dice: 0.7834, decode.d8.loss_cls: 0.3047, decode.d8.loss_mask: 0.5051, decode.d8.loss_dice: 0.7804, loss: 17.2921, grad_norm: 64.4009 2023-12-26 04:03:55,956 - mmseg - INFO - Iter [77850/160000] lr: 5.134e-05, eta: 11:32:28, time: 0.487, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2730, decode.loss_mask: 0.5237, decode.loss_dice: 0.7599, decode.d0.loss_cls: 1.2713, decode.d0.loss_mask: 0.5624, decode.d0.loss_dice: 0.8419, decode.d1.loss_cls: 0.3552, decode.d1.loss_mask: 0.5435, decode.d1.loss_dice: 0.8027, decode.d2.loss_cls: 0.3139, decode.d2.loss_mask: 0.5321, decode.d2.loss_dice: 0.7793, decode.d3.loss_cls: 0.3036, decode.d3.loss_mask: 0.5290, decode.d3.loss_dice: 0.7639, decode.d4.loss_cls: 0.2910, decode.d4.loss_mask: 0.5260, decode.d4.loss_dice: 0.7644, decode.d5.loss_cls: 0.2912, decode.d5.loss_mask: 0.5242, decode.d5.loss_dice: 0.7618, decode.d6.loss_cls: 0.2874, decode.d6.loss_mask: 0.5228, decode.d6.loss_dice: 0.7597, decode.d7.loss_cls: 0.2753, decode.d7.loss_mask: 0.5258, decode.d7.loss_dice: 0.7608, decode.d8.loss_cls: 0.2758, decode.d8.loss_mask: 0.5223, decode.d8.loss_dice: 0.7616, loss: 17.0054, grad_norm: 62.3019 2023-12-26 04:04:20,333 - mmseg - INFO - Iter [77900/160000] lr: 5.131e-05, eta: 11:32:01, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2838, decode.loss_mask: 0.5185, decode.loss_dice: 0.7515, decode.d0.loss_cls: 1.3113, decode.d0.loss_mask: 0.5533, decode.d0.loss_dice: 0.8357, decode.d1.loss_cls: 0.3601, decode.d1.loss_mask: 0.5367, decode.d1.loss_dice: 0.7952, decode.d2.loss_cls: 0.3282, decode.d2.loss_mask: 0.5263, decode.d2.loss_dice: 0.7804, decode.d3.loss_cls: 0.3110, decode.d3.loss_mask: 0.5209, decode.d3.loss_dice: 0.7574, decode.d4.loss_cls: 0.3005, decode.d4.loss_mask: 0.5224, decode.d4.loss_dice: 0.7572, decode.d5.loss_cls: 0.2932, decode.d5.loss_mask: 0.5210, decode.d5.loss_dice: 0.7579, decode.d6.loss_cls: 0.2866, decode.d6.loss_mask: 0.5197, decode.d6.loss_dice: 0.7542, decode.d7.loss_cls: 0.2872, decode.d7.loss_mask: 0.5173, decode.d7.loss_dice: 0.7502, decode.d8.loss_cls: 0.2846, decode.d8.loss_mask: 0.5166, decode.d8.loss_dice: 0.7505, loss: 16.9893, grad_norm: 63.9154 2023-12-26 04:04:45,770 - mmseg - INFO - Iter [77950/160000] lr: 5.128e-05, eta: 11:31:36, time: 0.509, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2795, decode.loss_mask: 0.5259, decode.loss_dice: 0.7765, decode.d0.loss_cls: 1.2881, decode.d0.loss_mask: 0.5736, decode.d0.loss_dice: 0.8581, decode.d1.loss_cls: 0.3599, decode.d1.loss_mask: 0.5497, decode.d1.loss_dice: 0.8200, decode.d2.loss_cls: 0.3219, decode.d2.loss_mask: 0.5381, decode.d2.loss_dice: 0.7950, decode.d3.loss_cls: 0.3064, decode.d3.loss_mask: 0.5300, decode.d3.loss_dice: 0.7799, decode.d4.loss_cls: 0.3015, decode.d4.loss_mask: 0.5297, decode.d4.loss_dice: 0.7764, decode.d5.loss_cls: 0.2929, decode.d5.loss_mask: 0.5301, decode.d5.loss_dice: 0.7795, decode.d6.loss_cls: 0.2904, decode.d6.loss_mask: 0.5283, decode.d6.loss_dice: 0.7726, decode.d7.loss_cls: 0.2869, decode.d7.loss_mask: 0.5278, decode.d7.loss_dice: 0.7758, decode.d8.loss_cls: 0.2855, decode.d8.loss_mask: 0.5259, decode.d8.loss_dice: 0.7744, loss: 17.2804, grad_norm: 61.8405 2023-12-26 04:05:10,198 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 04:05:10,199 - mmseg - INFO - Iter [78000/160000] lr: 5.125e-05, eta: 11:31:10, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2912, decode.loss_mask: 0.4875, decode.loss_dice: 0.7655, decode.d0.loss_cls: 1.2831, decode.d0.loss_mask: 0.5208, decode.d0.loss_dice: 0.8637, decode.d1.loss_cls: 0.3794, decode.d1.loss_mask: 0.5063, decode.d1.loss_dice: 0.8156, decode.d2.loss_cls: 0.3322, decode.d2.loss_mask: 0.5000, decode.d2.loss_dice: 0.7877, decode.d3.loss_cls: 0.3239, decode.d3.loss_mask: 0.4910, decode.d3.loss_dice: 0.7678, decode.d4.loss_cls: 0.3092, decode.d4.loss_mask: 0.4899, decode.d4.loss_dice: 0.7716, decode.d5.loss_cls: 0.2985, decode.d5.loss_mask: 0.4896, decode.d5.loss_dice: 0.7676, decode.d6.loss_cls: 0.2964, decode.d6.loss_mask: 0.4863, decode.d6.loss_dice: 0.7635, decode.d7.loss_cls: 0.2953, decode.d7.loss_mask: 0.4868, decode.d7.loss_dice: 0.7663, decode.d8.loss_cls: 0.2906, decode.d8.loss_mask: 0.4873, decode.d8.loss_dice: 0.7678, loss: 16.8824, grad_norm: 57.6433 2023-12-26 04:05:35,826 - mmseg - INFO - Iter [78050/160000] lr: 5.122e-05, eta: 11:30:45, time: 0.512, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2877, decode.loss_mask: 0.5296, decode.loss_dice: 0.7841, decode.d0.loss_cls: 1.2775, decode.d0.loss_mask: 0.5735, decode.d0.loss_dice: 0.8705, decode.d1.loss_cls: 0.3751, decode.d1.loss_mask: 0.5476, decode.d1.loss_dice: 0.8332, decode.d2.loss_cls: 0.3280, decode.d2.loss_mask: 0.5366, decode.d2.loss_dice: 0.8064, decode.d3.loss_cls: 0.3166, decode.d3.loss_mask: 0.5360, decode.d3.loss_dice: 0.7923, decode.d4.loss_cls: 0.3064, decode.d4.loss_mask: 0.5322, decode.d4.loss_dice: 0.7864, decode.d5.loss_cls: 0.2959, decode.d5.loss_mask: 0.5340, decode.d5.loss_dice: 0.7860, decode.d6.loss_cls: 0.2958, decode.d6.loss_mask: 0.5285, decode.d6.loss_dice: 0.7817, decode.d7.loss_cls: 0.2961, decode.d7.loss_mask: 0.5293, decode.d7.loss_dice: 0.7843, decode.d8.loss_cls: 0.2939, decode.d8.loss_mask: 0.5301, decode.d8.loss_dice: 0.7811, loss: 17.4564, grad_norm: 65.4765 2023-12-26 04:06:00,564 - mmseg - INFO - Iter [78100/160000] lr: 5.119e-05, eta: 11:30:19, time: 0.495, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2784, decode.loss_mask: 0.5361, decode.loss_dice: 0.7906, decode.d0.loss_cls: 1.2883, decode.d0.loss_mask: 0.5851, decode.d0.loss_dice: 0.8906, decode.d1.loss_cls: 0.3669, decode.d1.loss_mask: 0.5610, decode.d1.loss_dice: 0.8441, decode.d2.loss_cls: 0.3329, decode.d2.loss_mask: 0.5481, decode.d2.loss_dice: 0.8159, decode.d3.loss_cls: 0.3166, decode.d3.loss_mask: 0.5434, decode.d3.loss_dice: 0.8010, decode.d4.loss_cls: 0.3000, decode.d4.loss_mask: 0.5434, decode.d4.loss_dice: 0.7988, decode.d5.loss_cls: 0.2947, decode.d5.loss_mask: 0.5407, decode.d5.loss_dice: 0.7965, decode.d6.loss_cls: 0.2816, decode.d6.loss_mask: 0.5380, decode.d6.loss_dice: 0.7915, decode.d7.loss_cls: 0.2864, decode.d7.loss_mask: 0.5392, decode.d7.loss_dice: 0.7926, decode.d8.loss_cls: 0.2839, decode.d8.loss_mask: 0.5379, decode.d8.loss_dice: 0.7900, loss: 17.6143, grad_norm: 60.5014 2023-12-26 04:06:24,822 - mmseg - INFO - Iter [78150/160000] lr: 5.116e-05, eta: 11:29:53, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2792, decode.loss_mask: 0.5505, decode.loss_dice: 0.7842, decode.d0.loss_cls: 1.2755, decode.d0.loss_mask: 0.5922, decode.d0.loss_dice: 0.8720, decode.d1.loss_cls: 0.3544, decode.d1.loss_mask: 0.5685, decode.d1.loss_dice: 0.8337, decode.d2.loss_cls: 0.3207, decode.d2.loss_mask: 0.5574, decode.d2.loss_dice: 0.8114, decode.d3.loss_cls: 0.3066, decode.d3.loss_mask: 0.5527, decode.d3.loss_dice: 0.7899, decode.d4.loss_cls: 0.3014, decode.d4.loss_mask: 0.5530, decode.d4.loss_dice: 0.7878, decode.d5.loss_cls: 0.2869, decode.d5.loss_mask: 0.5527, decode.d5.loss_dice: 0.7896, decode.d6.loss_cls: 0.2825, decode.d6.loss_mask: 0.5522, decode.d6.loss_dice: 0.7843, decode.d7.loss_cls: 0.2753, decode.d7.loss_mask: 0.5506, decode.d7.loss_dice: 0.7870, decode.d8.loss_cls: 0.2773, decode.d8.loss_mask: 0.5509, decode.d8.loss_dice: 0.7870, loss: 17.5673, grad_norm: 58.3771 2023-12-26 04:06:49,185 - mmseg - INFO - Iter [78200/160000] lr: 5.113e-05, eta: 11:29:26, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2879, decode.loss_mask: 0.5298, decode.loss_dice: 0.7869, decode.d0.loss_cls: 1.2961, decode.d0.loss_mask: 0.5727, decode.d0.loss_dice: 0.8788, decode.d1.loss_cls: 0.3788, decode.d1.loss_mask: 0.5542, decode.d1.loss_dice: 0.8362, decode.d2.loss_cls: 0.3340, decode.d2.loss_mask: 0.5365, decode.d2.loss_dice: 0.8064, decode.d3.loss_cls: 0.3174, decode.d3.loss_mask: 0.5354, decode.d3.loss_dice: 0.8008, decode.d4.loss_cls: 0.3073, decode.d4.loss_mask: 0.5310, decode.d4.loss_dice: 0.7965, decode.d5.loss_cls: 0.2988, decode.d5.loss_mask: 0.5322, decode.d5.loss_dice: 0.7971, decode.d6.loss_cls: 0.2990, decode.d6.loss_mask: 0.5309, decode.d6.loss_dice: 0.7862, decode.d7.loss_cls: 0.2937, decode.d7.loss_mask: 0.5315, decode.d7.loss_dice: 0.7921, decode.d8.loss_cls: 0.2887, decode.d8.loss_mask: 0.5316, decode.d8.loss_dice: 0.7879, loss: 17.5564, grad_norm: 61.2371 2023-12-26 04:07:16,387 - mmseg - INFO - Iter [78250/160000] lr: 5.109e-05, eta: 11:29:03, time: 0.544, data_time: 0.057, memory: 40245, decode.loss_cls: 0.2751, decode.loss_mask: 0.4966, decode.loss_dice: 0.7503, decode.d0.loss_cls: 1.2772, decode.d0.loss_mask: 0.5433, decode.d0.loss_dice: 0.8457, decode.d1.loss_cls: 0.3514, decode.d1.loss_mask: 0.5196, decode.d1.loss_dice: 0.7946, decode.d2.loss_cls: 0.3193, decode.d2.loss_mask: 0.5046, decode.d2.loss_dice: 0.7661, decode.d3.loss_cls: 0.2969, decode.d3.loss_mask: 0.4991, decode.d3.loss_dice: 0.7530, decode.d4.loss_cls: 0.2849, decode.d4.loss_mask: 0.4992, decode.d4.loss_dice: 0.7538, decode.d5.loss_cls: 0.2853, decode.d5.loss_mask: 0.4975, decode.d5.loss_dice: 0.7558, decode.d6.loss_cls: 0.2848, decode.d6.loss_mask: 0.4963, decode.d6.loss_dice: 0.7451, decode.d7.loss_cls: 0.2780, decode.d7.loss_mask: 0.4963, decode.d7.loss_dice: 0.7468, decode.d8.loss_cls: 0.2740, decode.d8.loss_mask: 0.4960, decode.d8.loss_dice: 0.7439, loss: 16.6304, grad_norm: 63.2401 2023-12-26 04:07:40,980 - mmseg - INFO - Iter [78300/160000] lr: 5.106e-05, eta: 11:28:37, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2918, decode.loss_mask: 0.5116, decode.loss_dice: 0.7624, decode.d0.loss_cls: 1.2766, decode.d0.loss_mask: 0.5534, decode.d0.loss_dice: 0.8536, decode.d1.loss_cls: 0.3678, decode.d1.loss_mask: 0.5289, decode.d1.loss_dice: 0.8178, decode.d2.loss_cls: 0.3256, decode.d2.loss_mask: 0.5240, decode.d2.loss_dice: 0.7860, decode.d3.loss_cls: 0.3164, decode.d3.loss_mask: 0.5200, decode.d3.loss_dice: 0.7745, decode.d4.loss_cls: 0.3025, decode.d4.loss_mask: 0.5178, decode.d4.loss_dice: 0.7784, decode.d5.loss_cls: 0.3048, decode.d5.loss_mask: 0.5150, decode.d5.loss_dice: 0.7726, decode.d6.loss_cls: 0.2960, decode.d6.loss_mask: 0.5141, decode.d6.loss_dice: 0.7681, decode.d7.loss_cls: 0.2927, decode.d7.loss_mask: 0.5138, decode.d7.loss_dice: 0.7670, decode.d8.loss_cls: 0.2877, decode.d8.loss_mask: 0.5131, decode.d8.loss_dice: 0.7692, loss: 17.1233, grad_norm: 62.4531 2023-12-26 04:08:05,177 - mmseg - INFO - Iter [78350/160000] lr: 5.103e-05, eta: 11:28:10, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2619, decode.loss_mask: 0.5036, decode.loss_dice: 0.7535, decode.d0.loss_cls: 1.2221, decode.d0.loss_mask: 0.5461, decode.d0.loss_dice: 0.8359, decode.d1.loss_cls: 0.3353, decode.d1.loss_mask: 0.5192, decode.d1.loss_dice: 0.7884, decode.d2.loss_cls: 0.2987, decode.d2.loss_mask: 0.5077, decode.d2.loss_dice: 0.7686, decode.d3.loss_cls: 0.2896, decode.d3.loss_mask: 0.5071, decode.d3.loss_dice: 0.7586, decode.d4.loss_cls: 0.2784, decode.d4.loss_mask: 0.5053, decode.d4.loss_dice: 0.7583, decode.d5.loss_cls: 0.2776, decode.d5.loss_mask: 0.5050, decode.d5.loss_dice: 0.7597, decode.d6.loss_cls: 0.2698, decode.d6.loss_mask: 0.5064, decode.d6.loss_dice: 0.7530, decode.d7.loss_cls: 0.2650, decode.d7.loss_mask: 0.5058, decode.d7.loss_dice: 0.7546, decode.d8.loss_cls: 0.2605, decode.d8.loss_mask: 0.5056, decode.d8.loss_dice: 0.7531, loss: 16.5542, grad_norm: 63.0669 2023-12-26 04:08:29,435 - mmseg - INFO - Iter [78400/160000] lr: 5.100e-05, eta: 11:27:44, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2825, decode.loss_mask: 0.5292, decode.loss_dice: 0.7725, decode.d0.loss_cls: 1.2537, decode.d0.loss_mask: 0.5776, decode.d0.loss_dice: 0.8592, decode.d1.loss_cls: 0.3604, decode.d1.loss_mask: 0.5515, decode.d1.loss_dice: 0.8220, decode.d2.loss_cls: 0.3197, decode.d2.loss_mask: 0.5410, decode.d2.loss_dice: 0.7977, decode.d3.loss_cls: 0.3050, decode.d3.loss_mask: 0.5330, decode.d3.loss_dice: 0.7803, decode.d4.loss_cls: 0.2961, decode.d4.loss_mask: 0.5326, decode.d4.loss_dice: 0.7758, decode.d5.loss_cls: 0.2866, decode.d5.loss_mask: 0.5331, decode.d5.loss_dice: 0.7779, decode.d6.loss_cls: 0.2830, decode.d6.loss_mask: 0.5326, decode.d6.loss_dice: 0.7715, decode.d7.loss_cls: 0.2781, decode.d7.loss_mask: 0.5309, decode.d7.loss_dice: 0.7770, decode.d8.loss_cls: 0.2802, decode.d8.loss_mask: 0.5286, decode.d8.loss_dice: 0.7725, loss: 17.2418, grad_norm: 64.6653 2023-12-26 04:08:53,828 - mmseg - INFO - Iter [78450/160000] lr: 5.097e-05, eta: 11:27:18, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2713, decode.loss_mask: 0.5055, decode.loss_dice: 0.7701, decode.d0.loss_cls: 1.2784, decode.d0.loss_mask: 0.5448, decode.d0.loss_dice: 0.8661, decode.d1.loss_cls: 0.3440, decode.d1.loss_mask: 0.5263, decode.d1.loss_dice: 0.8229, decode.d2.loss_cls: 0.3122, decode.d2.loss_mask: 0.5110, decode.d2.loss_dice: 0.7923, decode.d3.loss_cls: 0.2977, decode.d3.loss_mask: 0.5083, decode.d3.loss_dice: 0.7746, decode.d4.loss_cls: 0.2851, decode.d4.loss_mask: 0.5063, decode.d4.loss_dice: 0.7737, decode.d5.loss_cls: 0.2733, decode.d5.loss_mask: 0.5093, decode.d5.loss_dice: 0.7773, decode.d6.loss_cls: 0.2684, decode.d6.loss_mask: 0.5063, decode.d6.loss_dice: 0.7740, decode.d7.loss_cls: 0.2708, decode.d7.loss_mask: 0.5047, decode.d7.loss_dice: 0.7733, decode.d8.loss_cls: 0.2672, decode.d8.loss_mask: 0.5056, decode.d8.loss_dice: 0.7721, loss: 16.8929, grad_norm: 56.8719 2023-12-26 04:09:18,216 - mmseg - INFO - Iter [78500/160000] lr: 5.094e-05, eta: 11:26:51, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2773, decode.loss_mask: 0.5086, decode.loss_dice: 0.7552, decode.d0.loss_cls: 1.2802, decode.d0.loss_mask: 0.5479, decode.d0.loss_dice: 0.8450, decode.d1.loss_cls: 0.3572, decode.d1.loss_mask: 0.5297, decode.d1.loss_dice: 0.8060, decode.d2.loss_cls: 0.3179, decode.d2.loss_mask: 0.5183, decode.d2.loss_dice: 0.7748, decode.d3.loss_cls: 0.3055, decode.d3.loss_mask: 0.5106, decode.d3.loss_dice: 0.7632, decode.d4.loss_cls: 0.2937, decode.d4.loss_mask: 0.5120, decode.d4.loss_dice: 0.7652, decode.d5.loss_cls: 0.2810, decode.d5.loss_mask: 0.5113, decode.d5.loss_dice: 0.7649, decode.d6.loss_cls: 0.2758, decode.d6.loss_mask: 0.5107, decode.d6.loss_dice: 0.7624, decode.d7.loss_cls: 0.2768, decode.d7.loss_mask: 0.5098, decode.d7.loss_dice: 0.7645, decode.d8.loss_cls: 0.2788, decode.d8.loss_mask: 0.5089, decode.d8.loss_dice: 0.7640, loss: 16.8772, grad_norm: 58.9316 2023-12-26 04:09:42,949 - mmseg - INFO - Iter [78550/160000] lr: 5.091e-05, eta: 11:26:25, time: 0.495, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2744, decode.loss_mask: 0.5124, decode.loss_dice: 0.7643, decode.d0.loss_cls: 1.2675, decode.d0.loss_mask: 0.5525, decode.d0.loss_dice: 0.8554, decode.d1.loss_cls: 0.3567, decode.d1.loss_mask: 0.5315, decode.d1.loss_dice: 0.8072, decode.d2.loss_cls: 0.3155, decode.d2.loss_mask: 0.5207, decode.d2.loss_dice: 0.7834, decode.d3.loss_cls: 0.2989, decode.d3.loss_mask: 0.5155, decode.d3.loss_dice: 0.7670, decode.d4.loss_cls: 0.2876, decode.d4.loss_mask: 0.5135, decode.d4.loss_dice: 0.7678, decode.d5.loss_cls: 0.2820, decode.d5.loss_mask: 0.5129, decode.d5.loss_dice: 0.7642, decode.d6.loss_cls: 0.2826, decode.d6.loss_mask: 0.5118, decode.d6.loss_dice: 0.7582, decode.d7.loss_cls: 0.2816, decode.d7.loss_mask: 0.5133, decode.d7.loss_dice: 0.7640, decode.d8.loss_cls: 0.2774, decode.d8.loss_mask: 0.5133, decode.d8.loss_dice: 0.7629, loss: 16.9160, grad_norm: 60.0551 2023-12-26 04:10:07,789 - mmseg - INFO - Iter [78600/160000] lr: 5.088e-05, eta: 11:26:00, time: 0.497, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3026, decode.loss_mask: 0.5067, decode.loss_dice: 0.7674, decode.d0.loss_cls: 1.3052, decode.d0.loss_mask: 0.5446, decode.d0.loss_dice: 0.8502, decode.d1.loss_cls: 0.3755, decode.d1.loss_mask: 0.5242, decode.d1.loss_dice: 0.8223, decode.d2.loss_cls: 0.3381, decode.d2.loss_mask: 0.5149, decode.d2.loss_dice: 0.7994, decode.d3.loss_cls: 0.3248, decode.d3.loss_mask: 0.5084, decode.d3.loss_dice: 0.7774, decode.d4.loss_cls: 0.3173, decode.d4.loss_mask: 0.5081, decode.d4.loss_dice: 0.7793, decode.d5.loss_cls: 0.3111, decode.d5.loss_mask: 0.5056, decode.d5.loss_dice: 0.7762, decode.d6.loss_cls: 0.3069, decode.d6.loss_mask: 0.5059, decode.d6.loss_dice: 0.7725, decode.d7.loss_cls: 0.3066, decode.d7.loss_mask: 0.5068, decode.d7.loss_dice: 0.7754, decode.d8.loss_cls: 0.2992, decode.d8.loss_mask: 0.5074, decode.d8.loss_dice: 0.7737, loss: 17.2137, grad_norm: 57.9189 2023-12-26 04:10:32,126 - mmseg - INFO - Iter [78650/160000] lr: 5.084e-05, eta: 11:25:33, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2941, decode.loss_mask: 0.5223, decode.loss_dice: 0.7782, decode.d0.loss_cls: 1.2734, decode.d0.loss_mask: 0.5609, decode.d0.loss_dice: 0.8664, decode.d1.loss_cls: 0.3691, decode.d1.loss_mask: 0.5405, decode.d1.loss_dice: 0.8243, decode.d2.loss_cls: 0.3349, decode.d2.loss_mask: 0.5283, decode.d2.loss_dice: 0.8030, decode.d3.loss_cls: 0.3232, decode.d3.loss_mask: 0.5235, decode.d3.loss_dice: 0.7887, decode.d4.loss_cls: 0.3106, decode.d4.loss_mask: 0.5230, decode.d4.loss_dice: 0.7861, decode.d5.loss_cls: 0.3010, decode.d5.loss_mask: 0.5231, decode.d5.loss_dice: 0.7842, decode.d6.loss_cls: 0.3011, decode.d6.loss_mask: 0.5211, decode.d6.loss_dice: 0.7781, decode.d7.loss_cls: 0.2934, decode.d7.loss_mask: 0.5202, decode.d7.loss_dice: 0.7817, decode.d8.loss_cls: 0.2938, decode.d8.loss_mask: 0.5215, decode.d8.loss_dice: 0.7782, loss: 17.3478, grad_norm: 60.4352 2023-12-26 04:10:56,338 - mmseg - INFO - Iter [78700/160000] lr: 5.081e-05, eta: 11:25:07, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2792, decode.loss_mask: 0.5173, decode.loss_dice: 0.7551, decode.d0.loss_cls: 1.2797, decode.d0.loss_mask: 0.5565, decode.d0.loss_dice: 0.8390, decode.d1.loss_cls: 0.3557, decode.d1.loss_mask: 0.5401, decode.d1.loss_dice: 0.8102, decode.d2.loss_cls: 0.3154, decode.d2.loss_mask: 0.5285, decode.d2.loss_dice: 0.7859, decode.d3.loss_cls: 0.2992, decode.d3.loss_mask: 0.5243, decode.d3.loss_dice: 0.7700, decode.d4.loss_cls: 0.2875, decode.d4.loss_mask: 0.5218, decode.d4.loss_dice: 0.7671, decode.d5.loss_cls: 0.2841, decode.d5.loss_mask: 0.5218, decode.d5.loss_dice: 0.7685, decode.d6.loss_cls: 0.2777, decode.d6.loss_mask: 0.5176, decode.d6.loss_dice: 0.7601, decode.d7.loss_cls: 0.2781, decode.d7.loss_mask: 0.5168, decode.d7.loss_dice: 0.7565, decode.d8.loss_cls: 0.2732, decode.d8.loss_mask: 0.5162, decode.d8.loss_dice: 0.7627, loss: 16.9658, grad_norm: 57.8432 2023-12-26 04:11:20,777 - mmseg - INFO - Iter [78750/160000] lr: 5.078e-05, eta: 11:24:40, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2866, decode.loss_mask: 0.5264, decode.loss_dice: 0.7646, decode.d0.loss_cls: 1.2952, decode.d0.loss_mask: 0.5663, decode.d0.loss_dice: 0.8529, decode.d1.loss_cls: 0.3679, decode.d1.loss_mask: 0.5529, decode.d1.loss_dice: 0.8174, decode.d2.loss_cls: 0.3334, decode.d2.loss_mask: 0.5329, decode.d2.loss_dice: 0.7917, decode.d3.loss_cls: 0.3107, decode.d3.loss_mask: 0.5277, decode.d3.loss_dice: 0.7700, decode.d4.loss_cls: 0.3014, decode.d4.loss_mask: 0.5274, decode.d4.loss_dice: 0.7752, decode.d5.loss_cls: 0.2995, decode.d5.loss_mask: 0.5272, decode.d5.loss_dice: 0.7734, decode.d6.loss_cls: 0.2945, decode.d6.loss_mask: 0.5227, decode.d6.loss_dice: 0.7634, decode.d7.loss_cls: 0.2899, decode.d7.loss_mask: 0.5255, decode.d7.loss_dice: 0.7642, decode.d8.loss_cls: 0.2859, decode.d8.loss_mask: 0.5255, decode.d8.loss_dice: 0.7637, loss: 17.2360, grad_norm: 63.5072 2023-12-26 04:11:45,049 - mmseg - INFO - Iter [78800/160000] lr: 5.075e-05, eta: 11:24:14, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2798, decode.loss_mask: 0.5050, decode.loss_dice: 0.7758, decode.d0.loss_cls: 1.2759, decode.d0.loss_mask: 0.5466, decode.d0.loss_dice: 0.8585, decode.d1.loss_cls: 0.3636, decode.d1.loss_mask: 0.5278, decode.d1.loss_dice: 0.8211, decode.d2.loss_cls: 0.3208, decode.d2.loss_mask: 0.5142, decode.d2.loss_dice: 0.8024, decode.d3.loss_cls: 0.3060, decode.d3.loss_mask: 0.5102, decode.d3.loss_dice: 0.7860, decode.d4.loss_cls: 0.2941, decode.d4.loss_mask: 0.5113, decode.d4.loss_dice: 0.7843, decode.d5.loss_cls: 0.2850, decode.d5.loss_mask: 0.5105, decode.d5.loss_dice: 0.7802, decode.d6.loss_cls: 0.2830, decode.d6.loss_mask: 0.5083, decode.d6.loss_dice: 0.7708, decode.d7.loss_cls: 0.2746, decode.d7.loss_mask: 0.5078, decode.d7.loss_dice: 0.7731, decode.d8.loss_cls: 0.2755, decode.d8.loss_mask: 0.5085, decode.d8.loss_dice: 0.7792, loss: 17.0399, grad_norm: 57.8928 2023-12-26 04:12:09,239 - mmseg - INFO - Iter [78850/160000] lr: 5.072e-05, eta: 11:23:47, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2755, decode.loss_mask: 0.5054, decode.loss_dice: 0.7627, decode.d0.loss_cls: 1.2516, decode.d0.loss_mask: 0.5468, decode.d0.loss_dice: 0.8426, decode.d1.loss_cls: 0.3516, decode.d1.loss_mask: 0.5277, decode.d1.loss_dice: 0.8004, decode.d2.loss_cls: 0.3127, decode.d2.loss_mask: 0.5166, decode.d2.loss_dice: 0.7809, decode.d3.loss_cls: 0.2956, decode.d3.loss_mask: 0.5113, decode.d3.loss_dice: 0.7729, decode.d4.loss_cls: 0.2874, decode.d4.loss_mask: 0.5114, decode.d4.loss_dice: 0.7720, decode.d5.loss_cls: 0.2825, decode.d5.loss_mask: 0.5116, decode.d5.loss_dice: 0.7676, decode.d6.loss_cls: 0.2770, decode.d6.loss_mask: 0.5077, decode.d6.loss_dice: 0.7612, decode.d7.loss_cls: 0.2779, decode.d7.loss_mask: 0.5073, decode.d7.loss_dice: 0.7642, decode.d8.loss_cls: 0.2721, decode.d8.loss_mask: 0.5068, decode.d8.loss_dice: 0.7626, loss: 16.8235, grad_norm: 58.2868 2023-12-26 04:12:33,479 - mmseg - INFO - Iter [78900/160000] lr: 5.069e-05, eta: 11:23:21, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3018, decode.loss_mask: 0.5133, decode.loss_dice: 0.7667, decode.d0.loss_cls: 1.3163, decode.d0.loss_mask: 0.5501, decode.d0.loss_dice: 0.8585, decode.d1.loss_cls: 0.3845, decode.d1.loss_mask: 0.5291, decode.d1.loss_dice: 0.8138, decode.d2.loss_cls: 0.3540, decode.d2.loss_mask: 0.5186, decode.d2.loss_dice: 0.7909, decode.d3.loss_cls: 0.3365, decode.d3.loss_mask: 0.5149, decode.d3.loss_dice: 0.7726, decode.d4.loss_cls: 0.3262, decode.d4.loss_mask: 0.5131, decode.d4.loss_dice: 0.7718, decode.d5.loss_cls: 0.3165, decode.d5.loss_mask: 0.5135, decode.d5.loss_dice: 0.7710, decode.d6.loss_cls: 0.3086, decode.d6.loss_mask: 0.5136, decode.d6.loss_dice: 0.7651, decode.d7.loss_cls: 0.3000, decode.d7.loss_mask: 0.5132, decode.d7.loss_dice: 0.7690, decode.d8.loss_cls: 0.2982, decode.d8.loss_mask: 0.5127, decode.d8.loss_dice: 0.7638, loss: 17.2779, grad_norm: 65.7340 2023-12-26 04:12:57,802 - mmseg - INFO - Iter [78950/160000] lr: 5.066e-05, eta: 11:22:54, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2964, decode.loss_mask: 0.5091, decode.loss_dice: 0.7746, decode.d0.loss_cls: 1.3142, decode.d0.loss_mask: 0.5508, decode.d0.loss_dice: 0.8634, decode.d1.loss_cls: 0.3801, decode.d1.loss_mask: 0.5298, decode.d1.loss_dice: 0.8238, decode.d2.loss_cls: 0.3447, decode.d2.loss_mask: 0.5154, decode.d2.loss_dice: 0.7998, decode.d3.loss_cls: 0.3281, decode.d3.loss_mask: 0.5118, decode.d3.loss_dice: 0.7845, decode.d4.loss_cls: 0.3158, decode.d4.loss_mask: 0.5108, decode.d4.loss_dice: 0.7804, decode.d5.loss_cls: 0.3119, decode.d5.loss_mask: 0.5101, decode.d5.loss_dice: 0.7793, decode.d6.loss_cls: 0.3078, decode.d6.loss_mask: 0.5074, decode.d6.loss_dice: 0.7752, decode.d7.loss_cls: 0.3054, decode.d7.loss_mask: 0.5068, decode.d7.loss_dice: 0.7740, decode.d8.loss_cls: 0.3035, decode.d8.loss_mask: 0.5058, decode.d8.loss_dice: 0.7705, loss: 17.2911, grad_norm: 62.6315 2023-12-26 04:13:22,265 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 04:13:22,265 - mmseg - INFO - Iter [79000/160000] lr: 5.063e-05, eta: 11:22:28, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3204, decode.loss_mask: 0.5242, decode.loss_dice: 0.7882, decode.d0.loss_cls: 1.3327, decode.d0.loss_mask: 0.5636, decode.d0.loss_dice: 0.8853, decode.d1.loss_cls: 0.3997, decode.d1.loss_mask: 0.5478, decode.d1.loss_dice: 0.8369, decode.d2.loss_cls: 0.3631, decode.d2.loss_mask: 0.5345, decode.d2.loss_dice: 0.8178, decode.d3.loss_cls: 0.3552, decode.d3.loss_mask: 0.5278, decode.d3.loss_dice: 0.7985, decode.d4.loss_cls: 0.3338, decode.d4.loss_mask: 0.5286, decode.d4.loss_dice: 0.7976, decode.d5.loss_cls: 0.3284, decode.d5.loss_mask: 0.5283, decode.d5.loss_dice: 0.8008, decode.d6.loss_cls: 0.3275, decode.d6.loss_mask: 0.5263, decode.d6.loss_dice: 0.7946, decode.d7.loss_cls: 0.3225, decode.d7.loss_mask: 0.5272, decode.d7.loss_dice: 0.7976, decode.d8.loss_cls: 0.3249, decode.d8.loss_mask: 0.5256, decode.d8.loss_dice: 0.7865, loss: 17.8458, grad_norm: 59.3924 2023-12-26 04:13:46,940 - mmseg - INFO - Iter [79050/160000] lr: 5.059e-05, eta: 11:22:02, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2896, decode.loss_mask: 0.5286, decode.loss_dice: 0.7842, decode.d0.loss_cls: 1.3229, decode.d0.loss_mask: 0.5697, decode.d0.loss_dice: 0.8611, decode.d1.loss_cls: 0.3741, decode.d1.loss_mask: 0.5500, decode.d1.loss_dice: 0.8305, decode.d2.loss_cls: 0.3349, decode.d2.loss_mask: 0.5413, decode.d2.loss_dice: 0.8110, decode.d3.loss_cls: 0.3197, decode.d3.loss_mask: 0.5330, decode.d3.loss_dice: 0.7879, decode.d4.loss_cls: 0.3087, decode.d4.loss_mask: 0.5314, decode.d4.loss_dice: 0.7917, decode.d5.loss_cls: 0.3061, decode.d5.loss_mask: 0.5305, decode.d5.loss_dice: 0.7946, decode.d6.loss_cls: 0.2958, decode.d6.loss_mask: 0.5307, decode.d6.loss_dice: 0.7821, decode.d7.loss_cls: 0.2896, decode.d7.loss_mask: 0.5280, decode.d7.loss_dice: 0.7836, decode.d8.loss_cls: 0.2906, decode.d8.loss_mask: 0.5289, decode.d8.loss_dice: 0.7856, loss: 17.5163, grad_norm: 55.1703 2023-12-26 04:14:11,431 - mmseg - INFO - Iter [79100/160000] lr: 5.056e-05, eta: 11:21:36, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3043, decode.loss_mask: 0.5332, decode.loss_dice: 0.7892, decode.d0.loss_cls: 1.2955, decode.d0.loss_mask: 0.5746, decode.d0.loss_dice: 0.8874, decode.d1.loss_cls: 0.3966, decode.d1.loss_mask: 0.5574, decode.d1.loss_dice: 0.8399, decode.d2.loss_cls: 0.3546, decode.d2.loss_mask: 0.5433, decode.d2.loss_dice: 0.8154, decode.d3.loss_cls: 0.3411, decode.d3.loss_mask: 0.5392, decode.d3.loss_dice: 0.7951, decode.d4.loss_cls: 0.3211, decode.d4.loss_mask: 0.5397, decode.d4.loss_dice: 0.8004, decode.d5.loss_cls: 0.3189, decode.d5.loss_mask: 0.5367, decode.d5.loss_dice: 0.7908, decode.d6.loss_cls: 0.3171, decode.d6.loss_mask: 0.5341, decode.d6.loss_dice: 0.7863, decode.d7.loss_cls: 0.3080, decode.d7.loss_mask: 0.5331, decode.d7.loss_dice: 0.7883, decode.d8.loss_cls: 0.3095, decode.d8.loss_mask: 0.5330, decode.d8.loss_dice: 0.7856, loss: 17.7693, grad_norm: 59.3050 2023-12-26 04:14:36,477 - mmseg - INFO - Iter [79150/160000] lr: 5.053e-05, eta: 11:21:10, time: 0.501, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3124, decode.loss_mask: 0.5426, decode.loss_dice: 0.8125, decode.d0.loss_cls: 1.2974, decode.d0.loss_mask: 0.5789, decode.d0.loss_dice: 0.9034, decode.d1.loss_cls: 0.4070, decode.d1.loss_mask: 0.5585, decode.d1.loss_dice: 0.8581, decode.d2.loss_cls: 0.3569, decode.d2.loss_mask: 0.5491, decode.d2.loss_dice: 0.8374, decode.d3.loss_cls: 0.3421, decode.d3.loss_mask: 0.5452, decode.d3.loss_dice: 0.8237, decode.d4.loss_cls: 0.3329, decode.d4.loss_mask: 0.5440, decode.d4.loss_dice: 0.8179, decode.d5.loss_cls: 0.3256, decode.d5.loss_mask: 0.5435, decode.d5.loss_dice: 0.8206, decode.d6.loss_cls: 0.3210, decode.d6.loss_mask: 0.5426, decode.d6.loss_dice: 0.8102, decode.d7.loss_cls: 0.3155, decode.d7.loss_mask: 0.5421, decode.d7.loss_dice: 0.8152, decode.d8.loss_cls: 0.3123, decode.d8.loss_mask: 0.5427, decode.d8.loss_dice: 0.8125, loss: 18.1241, grad_norm: 61.4513 2023-12-26 04:15:01,163 - mmseg - INFO - Iter [79200/160000] lr: 5.050e-05, eta: 11:20:44, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2761, decode.loss_mask: 0.5233, decode.loss_dice: 0.7707, decode.d0.loss_cls: 1.2327, decode.d0.loss_mask: 0.5604, decode.d0.loss_dice: 0.8424, decode.d1.loss_cls: 0.3492, decode.d1.loss_mask: 0.5420, decode.d1.loss_dice: 0.8082, decode.d2.loss_cls: 0.3118, decode.d2.loss_mask: 0.5326, decode.d2.loss_dice: 0.7917, decode.d3.loss_cls: 0.2982, decode.d3.loss_mask: 0.5269, decode.d3.loss_dice: 0.7777, decode.d4.loss_cls: 0.2839, decode.d4.loss_mask: 0.5283, decode.d4.loss_dice: 0.7759, decode.d5.loss_cls: 0.2796, decode.d5.loss_mask: 0.5291, decode.d5.loss_dice: 0.7732, decode.d6.loss_cls: 0.2806, decode.d6.loss_mask: 0.5253, decode.d6.loss_dice: 0.7682, decode.d7.loss_cls: 0.2696, decode.d7.loss_mask: 0.5247, decode.d7.loss_dice: 0.7729, decode.d8.loss_cls: 0.2707, decode.d8.loss_mask: 0.5236, decode.d8.loss_dice: 0.7706, loss: 17.0203, grad_norm: 62.4690 2023-12-26 04:15:25,982 - mmseg - INFO - Iter [79250/160000] lr: 5.047e-05, eta: 11:20:19, time: 0.496, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2568, decode.loss_mask: 0.5213, decode.loss_dice: 0.7533, decode.d0.loss_cls: 1.2638, decode.d0.loss_mask: 0.5580, decode.d0.loss_dice: 0.8348, decode.d1.loss_cls: 0.3473, decode.d1.loss_mask: 0.5360, decode.d1.loss_dice: 0.7940, decode.d2.loss_cls: 0.3017, decode.d2.loss_mask: 0.5289, decode.d2.loss_dice: 0.7731, decode.d3.loss_cls: 0.2911, decode.d3.loss_mask: 0.5219, decode.d3.loss_dice: 0.7547, decode.d4.loss_cls: 0.2804, decode.d4.loss_mask: 0.5205, decode.d4.loss_dice: 0.7602, decode.d5.loss_cls: 0.2661, decode.d5.loss_mask: 0.5208, decode.d5.loss_dice: 0.7629, decode.d6.loss_cls: 0.2629, decode.d6.loss_mask: 0.5195, decode.d6.loss_dice: 0.7520, decode.d7.loss_cls: 0.2596, decode.d7.loss_mask: 0.5196, decode.d7.loss_dice: 0.7539, decode.d8.loss_cls: 0.2557, decode.d8.loss_mask: 0.5221, decode.d8.loss_dice: 0.7561, loss: 16.7489, grad_norm: 57.0644 2023-12-26 04:15:50,472 - mmseg - INFO - Iter [79300/160000] lr: 5.044e-05, eta: 11:19:52, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2857, decode.loss_mask: 0.5306, decode.loss_dice: 0.7876, decode.d0.loss_cls: 1.3011, decode.d0.loss_mask: 0.5771, decode.d0.loss_dice: 0.8739, decode.d1.loss_cls: 0.3740, decode.d1.loss_mask: 0.5507, decode.d1.loss_dice: 0.8368, decode.d2.loss_cls: 0.3270, decode.d2.loss_mask: 0.5366, decode.d2.loss_dice: 0.8079, decode.d3.loss_cls: 0.3134, decode.d3.loss_mask: 0.5353, decode.d3.loss_dice: 0.7934, decode.d4.loss_cls: 0.3048, decode.d4.loss_mask: 0.5334, decode.d4.loss_dice: 0.7918, decode.d5.loss_cls: 0.2961, decode.d5.loss_mask: 0.5317, decode.d5.loss_dice: 0.7874, decode.d6.loss_cls: 0.2918, decode.d6.loss_mask: 0.5301, decode.d6.loss_dice: 0.7849, decode.d7.loss_cls: 0.2843, decode.d7.loss_mask: 0.5321, decode.d7.loss_dice: 0.7885, decode.d8.loss_cls: 0.2858, decode.d8.loss_mask: 0.5310, decode.d8.loss_dice: 0.7888, loss: 17.4935, grad_norm: 58.2756 2023-12-26 04:16:15,157 - mmseg - INFO - Iter [79350/160000] lr: 5.041e-05, eta: 11:19:26, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2715, decode.loss_mask: 0.5196, decode.loss_dice: 0.7536, decode.d0.loss_cls: 1.2903, decode.d0.loss_mask: 0.5622, decode.d0.loss_dice: 0.8365, decode.d1.loss_cls: 0.3619, decode.d1.loss_mask: 0.5372, decode.d1.loss_dice: 0.8053, decode.d2.loss_cls: 0.3159, decode.d2.loss_mask: 0.5301, decode.d2.loss_dice: 0.7745, decode.d3.loss_cls: 0.2988, decode.d3.loss_mask: 0.5277, decode.d3.loss_dice: 0.7645, decode.d4.loss_cls: 0.2849, decode.d4.loss_mask: 0.5248, decode.d4.loss_dice: 0.7625, decode.d5.loss_cls: 0.2775, decode.d5.loss_mask: 0.5210, decode.d5.loss_dice: 0.7595, decode.d6.loss_cls: 0.2762, decode.d6.loss_mask: 0.5209, decode.d6.loss_dice: 0.7548, decode.d7.loss_cls: 0.2703, decode.d7.loss_mask: 0.5223, decode.d7.loss_dice: 0.7558, decode.d8.loss_cls: 0.2722, decode.d8.loss_mask: 0.5206, decode.d8.loss_dice: 0.7534, loss: 16.9268, grad_norm: 63.9671 2023-12-26 04:16:39,823 - mmseg - INFO - Iter [79400/160000] lr: 5.038e-05, eta: 11:19:01, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3129, decode.loss_mask: 0.5283, decode.loss_dice: 0.7979, decode.d0.loss_cls: 1.2925, decode.d0.loss_mask: 0.5739, decode.d0.loss_dice: 0.8893, decode.d1.loss_cls: 0.3874, decode.d1.loss_mask: 0.5511, decode.d1.loss_dice: 0.8477, decode.d2.loss_cls: 0.3546, decode.d2.loss_mask: 0.5378, decode.d2.loss_dice: 0.8224, decode.d3.loss_cls: 0.3361, decode.d3.loss_mask: 0.5321, decode.d3.loss_dice: 0.8086, decode.d4.loss_cls: 0.3295, decode.d4.loss_mask: 0.5345, decode.d4.loss_dice: 0.8090, decode.d5.loss_cls: 0.3228, decode.d5.loss_mask: 0.5320, decode.d5.loss_dice: 0.8044, decode.d6.loss_cls: 0.3213, decode.d6.loss_mask: 0.5276, decode.d6.loss_dice: 0.8002, decode.d7.loss_cls: 0.3143, decode.d7.loss_mask: 0.5269, decode.d7.loss_dice: 0.8035, decode.d8.loss_cls: 0.3109, decode.d8.loss_mask: 0.5288, decode.d8.loss_dice: 0.8012, loss: 17.8396, grad_norm: 62.6485 2023-12-26 04:17:04,365 - mmseg - INFO - Iter [79450/160000] lr: 5.034e-05, eta: 11:18:34, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3062, decode.loss_mask: 0.5341, decode.loss_dice: 0.7735, decode.d0.loss_cls: 1.2666, decode.d0.loss_mask: 0.5771, decode.d0.loss_dice: 0.8633, decode.d1.loss_cls: 0.3755, decode.d1.loss_mask: 0.5558, decode.d1.loss_dice: 0.8297, decode.d2.loss_cls: 0.3390, decode.d2.loss_mask: 0.5457, decode.d2.loss_dice: 0.8012, decode.d3.loss_cls: 0.3198, decode.d3.loss_mask: 0.5390, decode.d3.loss_dice: 0.7840, decode.d4.loss_cls: 0.3190, decode.d4.loss_mask: 0.5386, decode.d4.loss_dice: 0.7810, decode.d5.loss_cls: 0.3192, decode.d5.loss_mask: 0.5343, decode.d5.loss_dice: 0.7806, decode.d6.loss_cls: 0.3147, decode.d6.loss_mask: 0.5346, decode.d6.loss_dice: 0.7741, decode.d7.loss_cls: 0.3072, decode.d7.loss_mask: 0.5356, decode.d7.loss_dice: 0.7781, decode.d8.loss_cls: 0.3068, decode.d8.loss_mask: 0.5352, decode.d8.loss_dice: 0.7775, loss: 17.5470, grad_norm: 67.3762 2023-12-26 04:17:31,654 - mmseg - INFO - Iter [79500/160000] lr: 5.031e-05, eta: 11:18:11, time: 0.546, data_time: 0.060, memory: 40245, decode.loss_cls: 0.2758, decode.loss_mask: 0.5091, decode.loss_dice: 0.7674, decode.d0.loss_cls: 1.2763, decode.d0.loss_mask: 0.5526, decode.d0.loss_dice: 0.8523, decode.d1.loss_cls: 0.3661, decode.d1.loss_mask: 0.5256, decode.d1.loss_dice: 0.8000, decode.d2.loss_cls: 0.3228, decode.d2.loss_mask: 0.5173, decode.d2.loss_dice: 0.7816, decode.d3.loss_cls: 0.3062, decode.d3.loss_mask: 0.5144, decode.d3.loss_dice: 0.7708, decode.d4.loss_cls: 0.2955, decode.d4.loss_mask: 0.5113, decode.d4.loss_dice: 0.7672, decode.d5.loss_cls: 0.2858, decode.d5.loss_mask: 0.5129, decode.d5.loss_dice: 0.7678, decode.d6.loss_cls: 0.2866, decode.d6.loss_mask: 0.5101, decode.d6.loss_dice: 0.7610, decode.d7.loss_cls: 0.2826, decode.d7.loss_mask: 0.5084, decode.d7.loss_dice: 0.7613, decode.d8.loss_cls: 0.2790, decode.d8.loss_mask: 0.5094, decode.d8.loss_dice: 0.7655, loss: 16.9427, grad_norm: 57.2108 2023-12-26 04:17:56,681 - mmseg - INFO - Iter [79550/160000] lr: 5.028e-05, eta: 11:17:46, time: 0.501, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2839, decode.loss_mask: 0.5409, decode.loss_dice: 0.7910, decode.d0.loss_cls: 1.3036, decode.d0.loss_mask: 0.5811, decode.d0.loss_dice: 0.8717, decode.d1.loss_cls: 0.3814, decode.d1.loss_mask: 0.5590, decode.d1.loss_dice: 0.8326, decode.d2.loss_cls: 0.3316, decode.d2.loss_mask: 0.5501, decode.d2.loss_dice: 0.8073, decode.d3.loss_cls: 0.3139, decode.d3.loss_mask: 0.5459, decode.d3.loss_dice: 0.7931, decode.d4.loss_cls: 0.3059, decode.d4.loss_mask: 0.5431, decode.d4.loss_dice: 0.7929, decode.d5.loss_cls: 0.2977, decode.d5.loss_mask: 0.5440, decode.d5.loss_dice: 0.7907, decode.d6.loss_cls: 0.3010, decode.d6.loss_mask: 0.5392, decode.d6.loss_dice: 0.7827, decode.d7.loss_cls: 0.2937, decode.d7.loss_mask: 0.5401, decode.d7.loss_dice: 0.7850, decode.d8.loss_cls: 0.2870, decode.d8.loss_mask: 0.5415, decode.d8.loss_dice: 0.7867, loss: 17.6183, grad_norm: 61.6951 2023-12-26 04:18:21,581 - mmseg - INFO - Iter [79600/160000] lr: 5.025e-05, eta: 11:17:20, time: 0.498, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2473, decode.loss_mask: 0.5196, decode.loss_dice: 0.7433, decode.d0.loss_cls: 1.2547, decode.d0.loss_mask: 0.5560, decode.d0.loss_dice: 0.8190, decode.d1.loss_cls: 0.3216, decode.d1.loss_mask: 0.5359, decode.d1.loss_dice: 0.7876, decode.d2.loss_cls: 0.2874, decode.d2.loss_mask: 0.5302, decode.d2.loss_dice: 0.7592, decode.d3.loss_cls: 0.2721, decode.d3.loss_mask: 0.5243, decode.d3.loss_dice: 0.7507, decode.d4.loss_cls: 0.2609, decode.d4.loss_mask: 0.5245, decode.d4.loss_dice: 0.7517, decode.d5.loss_cls: 0.2560, decode.d5.loss_mask: 0.5248, decode.d5.loss_dice: 0.7459, decode.d6.loss_cls: 0.2515, decode.d6.loss_mask: 0.5219, decode.d6.loss_dice: 0.7395, decode.d7.loss_cls: 0.2515, decode.d7.loss_mask: 0.5194, decode.d7.loss_dice: 0.7394, decode.d8.loss_cls: 0.2460, decode.d8.loss_mask: 0.5195, decode.d8.loss_dice: 0.7429, loss: 16.5043, grad_norm: 58.4945 2023-12-26 04:18:46,196 - mmseg - INFO - Iter [79650/160000] lr: 5.022e-05, eta: 11:16:54, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2654, decode.loss_mask: 0.5268, decode.loss_dice: 0.7632, decode.d0.loss_cls: 1.2590, decode.d0.loss_mask: 0.5663, decode.d0.loss_dice: 0.8385, decode.d1.loss_cls: 0.3418, decode.d1.loss_mask: 0.5440, decode.d1.loss_dice: 0.8111, decode.d2.loss_cls: 0.3069, decode.d2.loss_mask: 0.5355, decode.d2.loss_dice: 0.7836, decode.d3.loss_cls: 0.2878, decode.d3.loss_mask: 0.5320, decode.d3.loss_dice: 0.7738, decode.d4.loss_cls: 0.2780, decode.d4.loss_mask: 0.5285, decode.d4.loss_dice: 0.7724, decode.d5.loss_cls: 0.2755, decode.d5.loss_mask: 0.5293, decode.d5.loss_dice: 0.7675, decode.d6.loss_cls: 0.2669, decode.d6.loss_mask: 0.5299, decode.d6.loss_dice: 0.7616, decode.d7.loss_cls: 0.2661, decode.d7.loss_mask: 0.5278, decode.d7.loss_dice: 0.7639, decode.d8.loss_cls: 0.2639, decode.d8.loss_mask: 0.5244, decode.d8.loss_dice: 0.7618, loss: 16.9534, grad_norm: 62.6603 2023-12-26 04:19:10,881 - mmseg - INFO - Iter [79700/160000] lr: 5.019e-05, eta: 11:16:28, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2695, decode.loss_mask: 0.5240, decode.loss_dice: 0.7698, decode.d0.loss_cls: 1.2669, decode.d0.loss_mask: 0.5593, decode.d0.loss_dice: 0.8491, decode.d1.loss_cls: 0.3534, decode.d1.loss_mask: 0.5408, decode.d1.loss_dice: 0.8164, decode.d2.loss_cls: 0.3204, decode.d2.loss_mask: 0.5315, decode.d2.loss_dice: 0.7901, decode.d3.loss_cls: 0.3032, decode.d3.loss_mask: 0.5274, decode.d3.loss_dice: 0.7772, decode.d4.loss_cls: 0.2924, decode.d4.loss_mask: 0.5261, decode.d4.loss_dice: 0.7802, decode.d5.loss_cls: 0.2811, decode.d5.loss_mask: 0.5272, decode.d5.loss_dice: 0.7778, decode.d6.loss_cls: 0.2781, decode.d6.loss_mask: 0.5253, decode.d6.loss_dice: 0.7699, decode.d7.loss_cls: 0.2750, decode.d7.loss_mask: 0.5254, decode.d7.loss_dice: 0.7710, decode.d8.loss_cls: 0.2694, decode.d8.loss_mask: 0.5267, decode.d8.loss_dice: 0.7703, loss: 17.0947, grad_norm: 59.0342 2023-12-26 04:19:35,763 - mmseg - INFO - Iter [79750/160000] lr: 5.016e-05, eta: 11:16:02, time: 0.498, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2721, decode.loss_mask: 0.5110, decode.loss_dice: 0.7647, decode.d0.loss_cls: 1.2555, decode.d0.loss_mask: 0.5530, decode.d0.loss_dice: 0.8455, decode.d1.loss_cls: 0.3528, decode.d1.loss_mask: 0.5307, decode.d1.loss_dice: 0.8071, decode.d2.loss_cls: 0.3154, decode.d2.loss_mask: 0.5154, decode.d2.loss_dice: 0.7873, decode.d3.loss_cls: 0.3008, decode.d3.loss_mask: 0.5127, decode.d3.loss_dice: 0.7700, decode.d4.loss_cls: 0.2825, decode.d4.loss_mask: 0.5140, decode.d4.loss_dice: 0.7753, decode.d5.loss_cls: 0.2795, decode.d5.loss_mask: 0.5118, decode.d5.loss_dice: 0.7733, decode.d6.loss_cls: 0.2774, decode.d6.loss_mask: 0.5108, decode.d6.loss_dice: 0.7670, decode.d7.loss_cls: 0.2687, decode.d7.loss_mask: 0.5127, decode.d7.loss_dice: 0.7699, decode.d8.loss_cls: 0.2706, decode.d8.loss_mask: 0.5118, decode.d8.loss_dice: 0.7691, loss: 16.8883, grad_norm: 67.5574 2023-12-26 04:20:00,440 - mmseg - INFO - Iter [79800/160000] lr: 5.013e-05, eta: 11:15:37, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2767, decode.loss_mask: 0.5132, decode.loss_dice: 0.7604, decode.d0.loss_cls: 1.2713, decode.d0.loss_mask: 0.5594, decode.d0.loss_dice: 0.8478, decode.d1.loss_cls: 0.3648, decode.d1.loss_mask: 0.5290, decode.d1.loss_dice: 0.8027, decode.d2.loss_cls: 0.3211, decode.d2.loss_mask: 0.5188, decode.d2.loss_dice: 0.7798, decode.d3.loss_cls: 0.3133, decode.d3.loss_mask: 0.5178, decode.d3.loss_dice: 0.7640, decode.d4.loss_cls: 0.2970, decode.d4.loss_mask: 0.5179, decode.d4.loss_dice: 0.7687, decode.d5.loss_cls: 0.2900, decode.d5.loss_mask: 0.5138, decode.d5.loss_dice: 0.7654, decode.d6.loss_cls: 0.2859, decode.d6.loss_mask: 0.5147, decode.d6.loss_dice: 0.7634, decode.d7.loss_cls: 0.2832, decode.d7.loss_mask: 0.5152, decode.d7.loss_dice: 0.7598, decode.d8.loss_cls: 0.2809, decode.d8.loss_mask: 0.5133, decode.d8.loss_dice: 0.7599, loss: 16.9690, grad_norm: 59.3917 2023-12-26 04:20:25,053 - mmseg - INFO - Iter [79850/160000] lr: 5.009e-05, eta: 11:15:10, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3000, decode.loss_mask: 0.5314, decode.loss_dice: 0.7784, decode.d0.loss_cls: 1.3094, decode.d0.loss_mask: 0.5726, decode.d0.loss_dice: 0.8660, decode.d1.loss_cls: 0.3762, decode.d1.loss_mask: 0.5531, decode.d1.loss_dice: 0.8312, decode.d2.loss_cls: 0.3449, decode.d2.loss_mask: 0.5389, decode.d2.loss_dice: 0.8029, decode.d3.loss_cls: 0.3224, decode.d3.loss_mask: 0.5365, decode.d3.loss_dice: 0.7896, decode.d4.loss_cls: 0.3145, decode.d4.loss_mask: 0.5321, decode.d4.loss_dice: 0.7905, decode.d5.loss_cls: 0.3099, decode.d5.loss_mask: 0.5329, decode.d5.loss_dice: 0.7856, decode.d6.loss_cls: 0.3016, decode.d6.loss_mask: 0.5351, decode.d6.loss_dice: 0.7819, decode.d7.loss_cls: 0.3000, decode.d7.loss_mask: 0.5326, decode.d7.loss_dice: 0.7794, decode.d8.loss_cls: 0.3008, decode.d8.loss_mask: 0.5321, decode.d8.loss_dice: 0.7781, loss: 17.5605, grad_norm: 60.7768 2023-12-26 04:20:49,560 - mmseg - INFO - Iter [79900/160000] lr: 5.006e-05, eta: 11:14:44, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3008, decode.loss_mask: 0.5140, decode.loss_dice: 0.7713, decode.d0.loss_cls: 1.3033, decode.d0.loss_mask: 0.5618, decode.d0.loss_dice: 0.8624, decode.d1.loss_cls: 0.3871, decode.d1.loss_mask: 0.5406, decode.d1.loss_dice: 0.8206, decode.d2.loss_cls: 0.3476, decode.d2.loss_mask: 0.5265, decode.d2.loss_dice: 0.7985, decode.d3.loss_cls: 0.3320, decode.d3.loss_mask: 0.5202, decode.d3.loss_dice: 0.7731, decode.d4.loss_cls: 0.3179, decode.d4.loss_mask: 0.5199, decode.d4.loss_dice: 0.7803, decode.d5.loss_cls: 0.3087, decode.d5.loss_mask: 0.5185, decode.d5.loss_dice: 0.7767, decode.d6.loss_cls: 0.3037, decode.d6.loss_mask: 0.5146, decode.d6.loss_dice: 0.7672, decode.d7.loss_cls: 0.3003, decode.d7.loss_mask: 0.5153, decode.d7.loss_dice: 0.7673, decode.d8.loss_cls: 0.3008, decode.d8.loss_mask: 0.5167, decode.d8.loss_dice: 0.7709, loss: 17.3386, grad_norm: 55.0743 2023-12-26 04:21:14,360 - mmseg - INFO - Iter [79950/160000] lr: 5.003e-05, eta: 11:14:19, time: 0.496, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3120, decode.loss_mask: 0.5036, decode.loss_dice: 0.7780, decode.d0.loss_cls: 1.3193, decode.d0.loss_mask: 0.5467, decode.d0.loss_dice: 0.8540, decode.d1.loss_cls: 0.3840, decode.d1.loss_mask: 0.5259, decode.d1.loss_dice: 0.8201, decode.d2.loss_cls: 0.3505, decode.d2.loss_mask: 0.5143, decode.d2.loss_dice: 0.8000, decode.d3.loss_cls: 0.3301, decode.d3.loss_mask: 0.5115, decode.d3.loss_dice: 0.7824, decode.d4.loss_cls: 0.3241, decode.d4.loss_mask: 0.5077, decode.d4.loss_dice: 0.7776, decode.d5.loss_cls: 0.3187, decode.d5.loss_mask: 0.5062, decode.d5.loss_dice: 0.7790, decode.d6.loss_cls: 0.3114, decode.d6.loss_mask: 0.5078, decode.d6.loss_dice: 0.7739, decode.d7.loss_cls: 0.3109, decode.d7.loss_mask: 0.5071, decode.d7.loss_dice: 0.7756, decode.d8.loss_cls: 0.3076, decode.d8.loss_mask: 0.5070, decode.d8.loss_dice: 0.7792, loss: 17.3263, grad_norm: 62.5318 2023-12-26 04:21:39,491 - mmseg - INFO - Saving checkpoint at 80000 iterations 2023-12-26 04:21:41,979 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 04:21:41,979 - mmseg - INFO - Iter [80000/160000] lr: 5.000e-05, eta: 11:13:56, time: 0.552, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2921, decode.loss_mask: 0.5174, decode.loss_dice: 0.7881, decode.d0.loss_cls: 1.3047, decode.d0.loss_mask: 0.5609, decode.d0.loss_dice: 0.8626, decode.d1.loss_cls: 0.3751, decode.d1.loss_mask: 0.5325, decode.d1.loss_dice: 0.8290, decode.d2.loss_cls: 0.3285, decode.d2.loss_mask: 0.5256, decode.d2.loss_dice: 0.8045, decode.d3.loss_cls: 0.3153, decode.d3.loss_mask: 0.5234, decode.d3.loss_dice: 0.7889, decode.d4.loss_cls: 0.3023, decode.d4.loss_mask: 0.5239, decode.d4.loss_dice: 0.7958, decode.d5.loss_cls: 0.2980, decode.d5.loss_mask: 0.5212, decode.d5.loss_dice: 0.7893, decode.d6.loss_cls: 0.2985, decode.d6.loss_mask: 0.5214, decode.d6.loss_dice: 0.7879, decode.d7.loss_cls: 0.2925, decode.d7.loss_mask: 0.5201, decode.d7.loss_dice: 0.7920, decode.d8.loss_cls: 0.2931, decode.d8.loss_mask: 0.5167, decode.d8.loss_dice: 0.7891, loss: 17.3902, grad_norm: 61.6099 2023-12-26 04:22:03,565 - mmseg - INFO - per class results: 2023-12-26 04:22:03,570 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.09 | 86.15 | | building | 82.2 | 91.89 | | sky | 94.55 | 96.79 | | floor | 82.96 | 89.24 | | tree | 74.35 | 87.66 | | ceiling | 85.34 | 92.09 | | road | 83.55 | 87.0 | | bed | 90.59 | 95.5 | | windowpane | 62.4 | 77.33 | | grass | 68.24 | 84.76 | | cabinet | 59.22 | 75.47 | | sidewalk | 65.66 | 83.88 | | person | 84.34 | 92.15 | | earth | 36.22 | 48.73 | | door | 48.39 | 68.92 | | table | 61.13 | 71.98 | | mountain | 55.78 | 72.77 | | plant | 53.16 | 64.16 | | curtain | 75.88 | 89.08 | | chair | 61.83 | 75.06 | | car | 85.95 | 93.02 | | water | 46.32 | 55.68 | | painting | 76.76 | 88.6 | | sofa | 71.15 | 88.43 | | shelf | 44.12 | 60.0 | | house | 51.37 | 74.08 | | sea | 58.33 | 89.06 | | mirror | 71.35 | 81.53 | | rug | 65.88 | 78.1 | | field | 34.61 | 52.42 | | armchair | 44.77 | 59.34 | | seat | 63.1 | 89.1 | | fence | 48.7 | 68.33 | | desk | 51.82 | 74.83 | | rock | 44.5 | 77.15 | | wardrobe | 46.73 | 68.88 | | lamp | 71.25 | 83.93 | | bathtub | 79.82 | 86.85 | | railing | 38.24 | 53.69 | | cushion | 62.11 | 79.48 | | base | 33.62 | 75.65 | | box | 30.16 | 43.51 | | column | 48.62 | 72.17 | | signboard | 38.78 | 57.63 | | chest of drawers | 40.2 | 54.08 | | counter | 24.95 | 29.18 | | sand | 46.82 | 68.64 | | sink | 79.09 | 85.15 | | skyscraper | 35.03 | 41.15 | | fireplace | 67.95 | 76.88 | | refrigerator | 79.32 | 89.3 | | grandstand | 38.38 | 70.96 | | path | 17.66 | 31.67 | | stairs | 34.7 | 42.4 | | runway | 74.11 | 95.08 | | case | 55.65 | 78.82 | | pool table | 87.87 | 97.06 | | pillow | 56.63 | 64.06 | | screen door | 74.38 | 85.99 | | stairway | 34.76 | 40.89 | | river | 12.55 | 19.93 | | bridge | 65.01 | 90.39 | | bookcase | 44.36 | 52.45 | | blind | 47.33 | 56.59 | | coffee table | 61.43 | 87.86 | | toilet | 89.21 | 92.36 | | flower | 42.93 | 56.66 | | book | 52.49 | 70.51 | | hill | 15.4 | 20.22 | | bench | 50.73 | 62.52 | | countertop | 54.72 | 68.19 | | stove | 82.9 | 86.98 | | palm | 53.88 | 80.97 | | kitchen island | 34.48 | 88.48 | | computer | 61.67 | 66.0 | | swivel chair | 42.5 | 62.96 | | boat | 62.57 | 91.16 | | bar | 53.29 | 65.83 | | arcade machine | 70.27 | 82.02 | | hovel | 30.34 | 49.23 | | bus | 94.49 | 96.91 | | towel | 73.68 | 82.0 | | light | 60.81 | 78.17 | | truck | 35.28 | 61.93 | | tower | 22.94 | 37.9 | | chandelier | 68.14 | 85.21 | | awning | 30.65 | 39.25 | | streetlight | 39.31 | 55.02 | | booth | 64.13 | 73.79 | | television receiver | 77.0 | 87.91 | | airplane | 84.06 | 96.13 | | dirt track | 19.98 | 35.32 | | apparel | 40.34 | 72.34 | | pole | 33.0 | 59.21 | | land | 1.98 | 8.69 | | bannister | 15.19 | 33.5 | | escalator | 23.62 | 24.83 | | ottoman | 54.17 | 74.61 | | bottle | 28.39 | 35.83 | | buffet | 28.34 | 35.27 | | poster | 19.92 | 32.05 | | stage | 11.55 | 38.46 | | van | 56.47 | 72.47 | | ship | 9.57 | 10.32 | | fountain | 22.24 | 23.18 | | conveyer belt | 65.22 | 91.36 | | canopy | 37.0 | 62.43 | | washer | 72.81 | 75.0 | | plaything | 33.58 | 52.05 | | swimming pool | 51.82 | 68.75 | | stool | 43.98 | 69.61 | | barrel | 45.21 | 97.26 | | basket | 36.56 | 44.89 | | waterfall | 42.04 | 60.3 | | tent | 90.92 | 98.16 | | bag | 24.35 | 38.19 | | minibike | 74.18 | 88.42 | | cradle | 82.01 | 97.59 | | oven | 23.84 | 68.82 | | ball | 54.89 | 67.56 | | food | 63.77 | 80.89 | | step | 11.81 | 32.37 | | tank | 45.43 | 54.81 | | trade name | 25.57 | 33.17 | | microwave | 40.58 | 44.61 | | pot | 57.0 | 72.25 | | animal | 68.07 | 69.62 | | bicycle | 62.41 | 83.29 | | lake | 27.72 | 69.6 | | dishwasher | 66.59 | 71.91 | | screen | 72.7 | 89.34 | | blanket | 24.07 | 28.54 | | sculpture | 51.6 | 87.69 | | hood | 86.33 | 94.53 | | sconce | 53.66 | 74.58 | | vase | 50.86 | 69.07 | | traffic light | 42.13 | 69.88 | | tray | 23.78 | 32.99 | | ashcan | 46.5 | 70.4 | | fan | 65.86 | 84.6 | | pier | 15.72 | 17.35 | | crt screen | 8.25 | 36.59 | | plate | 60.91 | 75.32 | | monitor | 15.61 | 22.8 | | bulletin board | 55.47 | 77.88 | | shower | 4.93 | 21.41 | | radiator | 68.55 | 73.95 | | glass | 22.93 | 25.55 | | clock | 42.55 | 68.31 | | flag | 48.08 | 56.93 | +---------------------+-------+-------+ 2023-12-26 04:22:03,571 - mmseg - INFO - Summary: 2023-12-26 04:22:03,571 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 83.35 | 51.41 | 66.7 | +-------+-------+------+ 2023-12-26 04:22:03,572 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 04:22:03,572 - mmseg - INFO - Iter(val) [250] aAcc: 0.8335, mIoU: 0.5141, mAcc: 0.6670, IoU.wall: 0.7909, IoU.building: 0.8220, IoU.sky: 0.9455, IoU.floor: 0.8296, IoU.tree: 0.7435, IoU.ceiling: 0.8534, IoU.road: 0.8355, IoU.bed : 0.9059, IoU.windowpane: 0.6240, IoU.grass: 0.6824, IoU.cabinet: 0.5922, IoU.sidewalk: 0.6566, IoU.person: 0.8434, IoU.earth: 0.3622, IoU.door: 0.4839, IoU.table: 0.6113, IoU.mountain: 0.5578, IoU.plant: 0.5316, IoU.curtain: 0.7588, IoU.chair: 0.6183, IoU.car: 0.8595, IoU.water: 0.4632, IoU.painting: 0.7676, IoU.sofa: 0.7115, IoU.shelf: 0.4412, IoU.house: 0.5137, IoU.sea: 0.5833, IoU.mirror: 0.7135, IoU.rug: 0.6588, IoU.field: 0.3461, IoU.armchair: 0.4477, IoU.seat: 0.6310, IoU.fence: 0.4870, IoU.desk: 0.5182, IoU.rock: 0.4450, IoU.wardrobe: 0.4673, IoU.lamp: 0.7125, IoU.bathtub: 0.7982, IoU.railing: 0.3824, IoU.cushion: 0.6211, IoU.base: 0.3362, IoU.box: 0.3016, IoU.column: 0.4862, IoU.signboard: 0.3878, IoU.chest of drawers: 0.4020, IoU.counter: 0.2495, IoU.sand: 0.4682, IoU.sink: 0.7909, IoU.skyscraper: 0.3503, IoU.fireplace: 0.6795, IoU.refrigerator: 0.7932, IoU.grandstand: 0.3838, IoU.path: 0.1766, IoU.stairs: 0.3470, IoU.runway: 0.7411, IoU.case: 0.5565, IoU.pool table: 0.8787, IoU.pillow: 0.5663, IoU.screen door: 0.7438, IoU.stairway: 0.3476, IoU.river: 0.1255, IoU.bridge: 0.6501, IoU.bookcase: 0.4436, IoU.blind: 0.4733, IoU.coffee table: 0.6143, IoU.toilet: 0.8921, IoU.flower: 0.4293, IoU.book: 0.5249, IoU.hill: 0.1540, IoU.bench: 0.5073, IoU.countertop: 0.5472, IoU.stove: 0.8290, IoU.palm: 0.5388, IoU.kitchen island: 0.3448, IoU.computer: 0.6167, IoU.swivel chair: 0.4250, IoU.boat: 0.6257, IoU.bar: 0.5329, IoU.arcade machine: 0.7027, IoU.hovel: 0.3034, IoU.bus: 0.9449, IoU.towel: 0.7368, IoU.light: 0.6081, IoU.truck: 0.3528, IoU.tower: 0.2294, IoU.chandelier: 0.6814, IoU.awning: 0.3065, IoU.streetlight: 0.3931, IoU.booth: 0.6413, IoU.television receiver: 0.7700, IoU.airplane: 0.8406, IoU.dirt track: 0.1998, IoU.apparel: 0.4034, IoU.pole: 0.3300, IoU.land: 0.0198, IoU.bannister: 0.1519, IoU.escalator: 0.2362, IoU.ottoman: 0.5417, IoU.bottle: 0.2839, IoU.buffet: 0.2834, IoU.poster: 0.1992, IoU.stage: 0.1155, IoU.van: 0.5647, IoU.ship: 0.0957, IoU.fountain: 0.2224, IoU.conveyer belt: 0.6522, IoU.canopy: 0.3700, IoU.washer: 0.7281, IoU.plaything: 0.3358, IoU.swimming pool: 0.5182, IoU.stool: 0.4398, IoU.barrel: 0.4521, IoU.basket: 0.3656, IoU.waterfall: 0.4204, IoU.tent: 0.9092, IoU.bag: 0.2435, IoU.minibike: 0.7418, IoU.cradle: 0.8201, IoU.oven: 0.2384, IoU.ball: 0.5489, IoU.food: 0.6377, IoU.step: 0.1181, IoU.tank: 0.4543, IoU.trade name: 0.2557, IoU.microwave: 0.4058, IoU.pot: 0.5700, IoU.animal: 0.6807, IoU.bicycle: 0.6241, IoU.lake: 0.2772, IoU.dishwasher: 0.6659, IoU.screen: 0.7270, IoU.blanket: 0.2407, IoU.sculpture: 0.5160, IoU.hood: 0.8633, IoU.sconce: 0.5366, IoU.vase: 0.5086, IoU.traffic light: 0.4213, IoU.tray: 0.2378, IoU.ashcan: 0.4650, IoU.fan: 0.6586, IoU.pier: 0.1572, IoU.crt screen: 0.0825, IoU.plate: 0.6091, IoU.monitor: 0.1561, IoU.bulletin board: 0.5547, IoU.shower: 0.0493, IoU.radiator: 0.6855, IoU.glass: 0.2293, IoU.clock: 0.4255, IoU.flag: 0.4808, Acc.wall: 0.8615, Acc.building: 0.9189, Acc.sky: 0.9679, Acc.floor: 0.8924, Acc.tree: 0.8766, Acc.ceiling: 0.9209, Acc.road: 0.8700, Acc.bed : 0.9550, Acc.windowpane: 0.7733, Acc.grass: 0.8476, Acc.cabinet: 0.7547, Acc.sidewalk: 0.8388, Acc.person: 0.9215, Acc.earth: 0.4873, Acc.door: 0.6892, Acc.table: 0.7198, Acc.mountain: 0.7277, Acc.plant: 0.6416, Acc.curtain: 0.8908, Acc.chair: 0.7506, Acc.car: 0.9302, Acc.water: 0.5568, Acc.painting: 0.8860, Acc.sofa: 0.8843, Acc.shelf: 0.6000, Acc.house: 0.7408, Acc.sea: 0.8906, Acc.mirror: 0.8153, Acc.rug: 0.7810, Acc.field: 0.5242, Acc.armchair: 0.5934, Acc.seat: 0.8910, Acc.fence: 0.6833, Acc.desk: 0.7483, Acc.rock: 0.7715, Acc.wardrobe: 0.6888, Acc.lamp: 0.8393, Acc.bathtub: 0.8685, Acc.railing: 0.5369, Acc.cushion: 0.7948, Acc.base: 0.7565, Acc.box: 0.4351, Acc.column: 0.7217, Acc.signboard: 0.5763, Acc.chest of drawers: 0.5408, Acc.counter: 0.2918, Acc.sand: 0.6864, Acc.sink: 0.8515, Acc.skyscraper: 0.4115, Acc.fireplace: 0.7688, Acc.refrigerator: 0.8930, Acc.grandstand: 0.7096, Acc.path: 0.3167, Acc.stairs: 0.4240, Acc.runway: 0.9508, Acc.case: 0.7882, Acc.pool table: 0.9706, Acc.pillow: 0.6406, Acc.screen door: 0.8599, Acc.stairway: 0.4089, Acc.river: 0.1993, Acc.bridge: 0.9039, Acc.bookcase: 0.5245, Acc.blind: 0.5659, Acc.coffee table: 0.8786, Acc.toilet: 0.9236, Acc.flower: 0.5666, Acc.book: 0.7051, Acc.hill: 0.2022, Acc.bench: 0.6252, Acc.countertop: 0.6819, Acc.stove: 0.8698, Acc.palm: 0.8097, Acc.kitchen island: 0.8848, Acc.computer: 0.6600, Acc.swivel chair: 0.6296, Acc.boat: 0.9116, Acc.bar: 0.6583, Acc.arcade machine: 0.8202, Acc.hovel: 0.4923, Acc.bus: 0.9691, Acc.towel: 0.8200, Acc.light: 0.7817, Acc.truck: 0.6193, Acc.tower: 0.3790, Acc.chandelier: 0.8521, Acc.awning: 0.3925, Acc.streetlight: 0.5502, Acc.booth: 0.7379, Acc.television receiver: 0.8791, Acc.airplane: 0.9613, Acc.dirt track: 0.3532, Acc.apparel: 0.7234, Acc.pole: 0.5921, Acc.land: 0.0869, Acc.bannister: 0.3350, Acc.escalator: 0.2483, Acc.ottoman: 0.7461, Acc.bottle: 0.3583, Acc.buffet: 0.3527, Acc.poster: 0.3205, Acc.stage: 0.3846, Acc.van: 0.7247, Acc.ship: 0.1032, Acc.fountain: 0.2318, Acc.conveyer belt: 0.9136, Acc.canopy: 0.6243, Acc.washer: 0.7500, Acc.plaything: 0.5205, Acc.swimming pool: 0.6875, Acc.stool: 0.6961, Acc.barrel: 0.9726, Acc.basket: 0.4489, Acc.waterfall: 0.6030, Acc.tent: 0.9816, Acc.bag: 0.3819, Acc.minibike: 0.8842, Acc.cradle: 0.9759, Acc.oven: 0.6882, Acc.ball: 0.6756, Acc.food: 0.8089, Acc.step: 0.3237, Acc.tank: 0.5481, Acc.trade name: 0.3317, Acc.microwave: 0.4461, Acc.pot: 0.7225, Acc.animal: 0.6962, Acc.bicycle: 0.8329, Acc.lake: 0.6960, Acc.dishwasher: 0.7191, Acc.screen: 0.8934, Acc.blanket: 0.2854, Acc.sculpture: 0.8769, Acc.hood: 0.9453, Acc.sconce: 0.7458, Acc.vase: 0.6907, Acc.traffic light: 0.6988, Acc.tray: 0.3299, Acc.ashcan: 0.7040, Acc.fan: 0.8460, Acc.pier: 0.1735, Acc.crt screen: 0.3659, Acc.plate: 0.7532, Acc.monitor: 0.2280, Acc.bulletin board: 0.7788, Acc.shower: 0.2141, Acc.radiator: 0.7395, Acc.glass: 0.2555, Acc.clock: 0.6831, Acc.flag: 0.5693 2023-12-26 04:22:28,109 - mmseg - INFO - Iter [80050/160000] lr: 4.997e-05, eta: 11:13:54, time: 0.923, data_time: 0.443, memory: 40245, decode.loss_cls: 0.2901, decode.loss_mask: 0.5389, decode.loss_dice: 0.7690, decode.d0.loss_cls: 1.2888, decode.d0.loss_mask: 0.5929, decode.d0.loss_dice: 0.8695, decode.d1.loss_cls: 0.3644, decode.d1.loss_mask: 0.5594, decode.d1.loss_dice: 0.8184, decode.d2.loss_cls: 0.3226, decode.d2.loss_mask: 0.5503, decode.d2.loss_dice: 0.7940, decode.d3.loss_cls: 0.3094, decode.d3.loss_mask: 0.5454, decode.d3.loss_dice: 0.7807, decode.d4.loss_cls: 0.3004, decode.d4.loss_mask: 0.5419, decode.d4.loss_dice: 0.7781, decode.d5.loss_cls: 0.2973, decode.d5.loss_mask: 0.5401, decode.d5.loss_dice: 0.7753, decode.d6.loss_cls: 0.2918, decode.d6.loss_mask: 0.5397, decode.d6.loss_dice: 0.7687, decode.d7.loss_cls: 0.2897, decode.d7.loss_mask: 0.5395, decode.d7.loss_dice: 0.7759, decode.d8.loss_cls: 0.2918, decode.d8.loss_mask: 0.5398, decode.d8.loss_dice: 0.7713, loss: 17.4351, grad_norm: 64.0933 2023-12-26 04:22:52,434 - mmseg - INFO - Iter [80100/160000] lr: 4.994e-05, eta: 11:13:28, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2843, decode.loss_mask: 0.5261, decode.loss_dice: 0.7883, decode.d0.loss_cls: 1.2559, decode.d0.loss_mask: 0.5742, decode.d0.loss_dice: 0.8806, decode.d1.loss_cls: 0.3595, decode.d1.loss_mask: 0.5465, decode.d1.loss_dice: 0.8419, decode.d2.loss_cls: 0.3230, decode.d2.loss_mask: 0.5359, decode.d2.loss_dice: 0.8122, decode.d3.loss_cls: 0.3034, decode.d3.loss_mask: 0.5309, decode.d3.loss_dice: 0.7999, decode.d4.loss_cls: 0.3005, decode.d4.loss_mask: 0.5287, decode.d4.loss_dice: 0.7990, decode.d5.loss_cls: 0.2943, decode.d5.loss_mask: 0.5277, decode.d5.loss_dice: 0.7973, decode.d6.loss_cls: 0.2889, decode.d6.loss_mask: 0.5268, decode.d6.loss_dice: 0.7849, decode.d7.loss_cls: 0.2872, decode.d7.loss_mask: 0.5262, decode.d7.loss_dice: 0.7925, decode.d8.loss_cls: 0.2855, decode.d8.loss_mask: 0.5249, decode.d8.loss_dice: 0.7906, loss: 17.4176, grad_norm: 63.2127 2023-12-26 04:23:16,755 - mmseg - INFO - Iter [80150/160000] lr: 4.991e-05, eta: 11:13:02, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2684, decode.loss_mask: 0.5176, decode.loss_dice: 0.7614, decode.d0.loss_cls: 1.2692, decode.d0.loss_mask: 0.5510, decode.d0.loss_dice: 0.8393, decode.d1.loss_cls: 0.3493, decode.d1.loss_mask: 0.5337, decode.d1.loss_dice: 0.7988, decode.d2.loss_cls: 0.3112, decode.d2.loss_mask: 0.5226, decode.d2.loss_dice: 0.7733, decode.d3.loss_cls: 0.2975, decode.d3.loss_mask: 0.5196, decode.d3.loss_dice: 0.7650, decode.d4.loss_cls: 0.2851, decode.d4.loss_mask: 0.5176, decode.d4.loss_dice: 0.7624, decode.d5.loss_cls: 0.2824, decode.d5.loss_mask: 0.5185, decode.d5.loss_dice: 0.7615, decode.d6.loss_cls: 0.2787, decode.d6.loss_mask: 0.5186, decode.d6.loss_dice: 0.7526, decode.d7.loss_cls: 0.2730, decode.d7.loss_mask: 0.5187, decode.d7.loss_dice: 0.7564, decode.d8.loss_cls: 0.2688, decode.d8.loss_mask: 0.5174, decode.d8.loss_dice: 0.7607, loss: 16.8500, grad_norm: 60.7984 2023-12-26 04:23:41,021 - mmseg - INFO - Iter [80200/160000] lr: 4.988e-05, eta: 11:12:35, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2801, decode.loss_mask: 0.5308, decode.loss_dice: 0.7691, decode.d0.loss_cls: 1.2503, decode.d0.loss_mask: 0.5741, decode.d0.loss_dice: 0.8558, decode.d1.loss_cls: 0.3634, decode.d1.loss_mask: 0.5471, decode.d1.loss_dice: 0.8110, decode.d2.loss_cls: 0.3308, decode.d2.loss_mask: 0.5346, decode.d2.loss_dice: 0.7829, decode.d3.loss_cls: 0.3118, decode.d3.loss_mask: 0.5361, decode.d3.loss_dice: 0.7749, decode.d4.loss_cls: 0.3001, decode.d4.loss_mask: 0.5352, decode.d4.loss_dice: 0.7709, decode.d5.loss_cls: 0.2884, decode.d5.loss_mask: 0.5331, decode.d5.loss_dice: 0.7721, decode.d6.loss_cls: 0.2895, decode.d6.loss_mask: 0.5306, decode.d6.loss_dice: 0.7640, decode.d7.loss_cls: 0.2887, decode.d7.loss_mask: 0.5298, decode.d7.loss_dice: 0.7658, decode.d8.loss_cls: 0.2820, decode.d8.loss_mask: 0.5292, decode.d8.loss_dice: 0.7666, loss: 17.1989, grad_norm: 60.0077 2023-12-26 04:24:05,530 - mmseg - INFO - Iter [80250/160000] lr: 4.984e-05, eta: 11:12:09, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2713, decode.loss_mask: 0.5046, decode.loss_dice: 0.7831, decode.d0.loss_cls: 1.2408, decode.d0.loss_mask: 0.5409, decode.d0.loss_dice: 0.8652, decode.d1.loss_cls: 0.3512, decode.d1.loss_mask: 0.5234, decode.d1.loss_dice: 0.8244, decode.d2.loss_cls: 0.3074, decode.d2.loss_mask: 0.5139, decode.d2.loss_dice: 0.8053, decode.d3.loss_cls: 0.2921, decode.d3.loss_mask: 0.5088, decode.d3.loss_dice: 0.7911, decode.d4.loss_cls: 0.2858, decode.d4.loss_mask: 0.5072, decode.d4.loss_dice: 0.7897, decode.d5.loss_cls: 0.2773, decode.d5.loss_mask: 0.5060, decode.d5.loss_dice: 0.7871, decode.d6.loss_cls: 0.2743, decode.d6.loss_mask: 0.5068, decode.d6.loss_dice: 0.7823, decode.d7.loss_cls: 0.2674, decode.d7.loss_mask: 0.5080, decode.d7.loss_dice: 0.7827, decode.d8.loss_cls: 0.2639, decode.d8.loss_mask: 0.5058, decode.d8.loss_dice: 0.7835, loss: 16.9510, grad_norm: 60.1656 2023-12-26 04:24:30,014 - mmseg - INFO - Iter [80300/160000] lr: 4.981e-05, eta: 11:11:43, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2943, decode.loss_mask: 0.5138, decode.loss_dice: 0.7662, decode.d0.loss_cls: 1.3185, decode.d0.loss_mask: 0.5617, decode.d0.loss_dice: 0.8636, decode.d1.loss_cls: 0.3721, decode.d1.loss_mask: 0.5323, decode.d1.loss_dice: 0.8198, decode.d2.loss_cls: 0.3396, decode.d2.loss_mask: 0.5196, decode.d2.loss_dice: 0.7934, decode.d3.loss_cls: 0.3136, decode.d3.loss_mask: 0.5199, decode.d3.loss_dice: 0.7847, decode.d4.loss_cls: 0.3067, decode.d4.loss_mask: 0.5184, decode.d4.loss_dice: 0.7786, decode.d5.loss_cls: 0.3073, decode.d5.loss_mask: 0.5158, decode.d5.loss_dice: 0.7736, decode.d6.loss_cls: 0.3005, decode.d6.loss_mask: 0.5138, decode.d6.loss_dice: 0.7720, decode.d7.loss_cls: 0.2933, decode.d7.loss_mask: 0.5142, decode.d7.loss_dice: 0.7728, decode.d8.loss_cls: 0.2929, decode.d8.loss_mask: 0.5147, decode.d8.loss_dice: 0.7738, loss: 17.2616, grad_norm: 57.7587 2023-12-26 04:24:54,685 - mmseg - INFO - Iter [80350/160000] lr: 4.978e-05, eta: 11:11:17, time: 0.493, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2938, decode.loss_mask: 0.5141, decode.loss_dice: 0.7707, decode.d0.loss_cls: 1.2929, decode.d0.loss_mask: 0.5504, decode.d0.loss_dice: 0.8612, decode.d1.loss_cls: 0.3679, decode.d1.loss_mask: 0.5327, decode.d1.loss_dice: 0.8240, decode.d2.loss_cls: 0.3356, decode.d2.loss_mask: 0.5223, decode.d2.loss_dice: 0.7912, decode.d3.loss_cls: 0.3191, decode.d3.loss_mask: 0.5179, decode.d3.loss_dice: 0.7795, decode.d4.loss_cls: 0.3125, decode.d4.loss_mask: 0.5150, decode.d4.loss_dice: 0.7804, decode.d5.loss_cls: 0.3013, decode.d5.loss_mask: 0.5150, decode.d5.loss_dice: 0.7767, decode.d6.loss_cls: 0.2966, decode.d6.loss_mask: 0.5151, decode.d6.loss_dice: 0.7694, decode.d7.loss_cls: 0.2961, decode.d7.loss_mask: 0.5150, decode.d7.loss_dice: 0.7764, decode.d8.loss_cls: 0.2894, decode.d8.loss_mask: 0.5127, decode.d8.loss_dice: 0.7754, loss: 17.2202, grad_norm: 60.1622 2023-12-26 04:25:19,163 - mmseg - INFO - Iter [80400/160000] lr: 4.975e-05, eta: 11:10:51, time: 0.490, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2629, decode.loss_mask: 0.5125, decode.loss_dice: 0.7608, decode.d0.loss_cls: 1.2618, decode.d0.loss_mask: 0.5514, decode.d0.loss_dice: 0.8408, decode.d1.loss_cls: 0.3587, decode.d1.loss_mask: 0.5298, decode.d1.loss_dice: 0.8045, decode.d2.loss_cls: 0.3150, decode.d2.loss_mask: 0.5215, decode.d2.loss_dice: 0.7766, decode.d3.loss_cls: 0.2997, decode.d3.loss_mask: 0.5180, decode.d3.loss_dice: 0.7653, decode.d4.loss_cls: 0.2847, decode.d4.loss_mask: 0.5160, decode.d4.loss_dice: 0.7631, decode.d5.loss_cls: 0.2710, decode.d5.loss_mask: 0.5148, decode.d5.loss_dice: 0.7606, decode.d6.loss_cls: 0.2738, decode.d6.loss_mask: 0.5134, decode.d6.loss_dice: 0.7572, decode.d7.loss_cls: 0.2683, decode.d7.loss_mask: 0.5134, decode.d7.loss_dice: 0.7554, decode.d8.loss_cls: 0.2652, decode.d8.loss_mask: 0.5121, decode.d8.loss_dice: 0.7585, loss: 16.8070, grad_norm: 55.5644 2023-12-26 04:25:43,904 - mmseg - INFO - Iter [80450/160000] lr: 4.972e-05, eta: 11:10:25, time: 0.495, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2689, decode.loss_mask: 0.5265, decode.loss_dice: 0.7919, decode.d0.loss_cls: 1.2703, decode.d0.loss_mask: 0.5686, decode.d0.loss_dice: 0.8739, decode.d1.loss_cls: 0.3548, decode.d1.loss_mask: 0.5437, decode.d1.loss_dice: 0.8361, decode.d2.loss_cls: 0.3153, decode.d2.loss_mask: 0.5339, decode.d2.loss_dice: 0.8123, decode.d3.loss_cls: 0.3054, decode.d3.loss_mask: 0.5298, decode.d3.loss_dice: 0.7944, decode.d4.loss_cls: 0.2860, decode.d4.loss_mask: 0.5271, decode.d4.loss_dice: 0.7975, decode.d5.loss_cls: 0.2835, decode.d5.loss_mask: 0.5261, decode.d5.loss_dice: 0.7951, decode.d6.loss_cls: 0.2797, decode.d6.loss_mask: 0.5248, decode.d6.loss_dice: 0.7872, decode.d7.loss_cls: 0.2785, decode.d7.loss_mask: 0.5249, decode.d7.loss_dice: 0.7922, decode.d8.loss_cls: 0.2728, decode.d8.loss_mask: 0.5271, decode.d8.loss_dice: 0.7933, loss: 17.3215, grad_norm: 59.5386 2023-12-26 04:26:08,548 - mmseg - INFO - Iter [80500/160000] lr: 4.969e-05, eta: 11:09:59, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.3013, decode.loss_mask: 0.5166, decode.loss_dice: 0.7696, decode.d0.loss_cls: 1.3085, decode.d0.loss_mask: 0.5532, decode.d0.loss_dice: 0.8568, decode.d1.loss_cls: 0.3811, decode.d1.loss_mask: 0.5349, decode.d1.loss_dice: 0.8165, decode.d2.loss_cls: 0.3413, decode.d2.loss_mask: 0.5227, decode.d2.loss_dice: 0.7924, decode.d3.loss_cls: 0.3296, decode.d3.loss_mask: 0.5209, decode.d3.loss_dice: 0.7774, decode.d4.loss_cls: 0.3172, decode.d4.loss_mask: 0.5208, decode.d4.loss_dice: 0.7785, decode.d5.loss_cls: 0.3154, decode.d5.loss_mask: 0.5176, decode.d5.loss_dice: 0.7729, decode.d6.loss_cls: 0.3082, decode.d6.loss_mask: 0.5169, decode.d6.loss_dice: 0.7663, decode.d7.loss_cls: 0.3017, decode.d7.loss_mask: 0.5145, decode.d7.loss_dice: 0.7705, decode.d8.loss_cls: 0.3016, decode.d8.loss_mask: 0.5141, decode.d8.loss_dice: 0.7673, loss: 17.3062, grad_norm: 59.1189 2023-12-26 04:26:32,905 - mmseg - INFO - Iter [80550/160000] lr: 4.966e-05, eta: 11:09:32, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2675, decode.loss_mask: 0.5164, decode.loss_dice: 0.7599, decode.d0.loss_cls: 1.2352, decode.d0.loss_mask: 0.5530, decode.d0.loss_dice: 0.8506, decode.d1.loss_cls: 0.3381, decode.d1.loss_mask: 0.5349, decode.d1.loss_dice: 0.8012, decode.d2.loss_cls: 0.3052, decode.d2.loss_mask: 0.5223, decode.d2.loss_dice: 0.7818, decode.d3.loss_cls: 0.2910, decode.d3.loss_mask: 0.5189, decode.d3.loss_dice: 0.7684, decode.d4.loss_cls: 0.2822, decode.d4.loss_mask: 0.5170, decode.d4.loss_dice: 0.7707, decode.d5.loss_cls: 0.2791, decode.d5.loss_mask: 0.5163, decode.d5.loss_dice: 0.7646, decode.d6.loss_cls: 0.2789, decode.d6.loss_mask: 0.5148, decode.d6.loss_dice: 0.7583, decode.d7.loss_cls: 0.2774, decode.d7.loss_mask: 0.5138, decode.d7.loss_dice: 0.7616, decode.d8.loss_cls: 0.2747, decode.d8.loss_mask: 0.5149, decode.d8.loss_dice: 0.7593, loss: 16.8281, grad_norm: 58.2420 2023-12-26 04:26:57,278 - mmseg - INFO - Iter [80600/160000] lr: 4.963e-05, eta: 11:09:06, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2806, decode.loss_mask: 0.5185, decode.loss_dice: 0.7742, decode.d0.loss_cls: 1.2816, decode.d0.loss_mask: 0.5581, decode.d0.loss_dice: 0.8651, decode.d1.loss_cls: 0.3611, decode.d1.loss_mask: 0.5386, decode.d1.loss_dice: 0.8206, decode.d2.loss_cls: 0.3235, decode.d2.loss_mask: 0.5263, decode.d2.loss_dice: 0.7971, decode.d3.loss_cls: 0.3098, decode.d3.loss_mask: 0.5246, decode.d3.loss_dice: 0.7858, decode.d4.loss_cls: 0.3010, decode.d4.loss_mask: 0.5190, decode.d4.loss_dice: 0.7816, decode.d5.loss_cls: 0.2971, decode.d5.loss_mask: 0.5186, decode.d5.loss_dice: 0.7770, decode.d6.loss_cls: 0.2873, decode.d6.loss_mask: 0.5194, decode.d6.loss_dice: 0.7740, decode.d7.loss_cls: 0.2877, decode.d7.loss_mask: 0.5195, decode.d7.loss_dice: 0.7740, decode.d8.loss_cls: 0.2846, decode.d8.loss_mask: 0.5171, decode.d8.loss_dice: 0.7715, loss: 17.1948, grad_norm: 57.4499 2023-12-26 04:27:21,744 - mmseg - INFO - Iter [80650/160000] lr: 4.959e-05, eta: 11:08:40, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2919, decode.loss_mask: 0.5032, decode.loss_dice: 0.7721, decode.d0.loss_cls: 1.2847, decode.d0.loss_mask: 0.5488, decode.d0.loss_dice: 0.8606, decode.d1.loss_cls: 0.3612, decode.d1.loss_mask: 0.5251, decode.d1.loss_dice: 0.8126, decode.d2.loss_cls: 0.3242, decode.d2.loss_mask: 0.5152, decode.d2.loss_dice: 0.7889, decode.d3.loss_cls: 0.3143, decode.d3.loss_mask: 0.5076, decode.d3.loss_dice: 0.7816, decode.d4.loss_cls: 0.3025, decode.d4.loss_mask: 0.5082, decode.d4.loss_dice: 0.7788, decode.d5.loss_cls: 0.2957, decode.d5.loss_mask: 0.5088, decode.d5.loss_dice: 0.7814, decode.d6.loss_cls: 0.2962, decode.d6.loss_mask: 0.5070, decode.d6.loss_dice: 0.7662, decode.d7.loss_cls: 0.2923, decode.d7.loss_mask: 0.5051, decode.d7.loss_dice: 0.7726, decode.d8.loss_cls: 0.2875, decode.d8.loss_mask: 0.5046, decode.d8.loss_dice: 0.7754, loss: 17.0745, grad_norm: 57.7740 2023-12-26 04:27:46,401 - mmseg - INFO - Iter [80700/160000] lr: 4.956e-05, eta: 11:08:14, time: 0.493, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2666, decode.loss_mask: 0.5264, decode.loss_dice: 0.7765, decode.d0.loss_cls: 1.2403, decode.d0.loss_mask: 0.5716, decode.d0.loss_dice: 0.8666, decode.d1.loss_cls: 0.3513, decode.d1.loss_mask: 0.5456, decode.d1.loss_dice: 0.8248, decode.d2.loss_cls: 0.3041, decode.d2.loss_mask: 0.5375, decode.d2.loss_dice: 0.7969, decode.d3.loss_cls: 0.2936, decode.d3.loss_mask: 0.5313, decode.d3.loss_dice: 0.7856, decode.d4.loss_cls: 0.2808, decode.d4.loss_mask: 0.5280, decode.d4.loss_dice: 0.7802, decode.d5.loss_cls: 0.2786, decode.d5.loss_mask: 0.5262, decode.d5.loss_dice: 0.7747, decode.d6.loss_cls: 0.2789, decode.d6.loss_mask: 0.5277, decode.d6.loss_dice: 0.7727, decode.d7.loss_cls: 0.2678, decode.d7.loss_mask: 0.5277, decode.d7.loss_dice: 0.7792, decode.d8.loss_cls: 0.2709, decode.d8.loss_mask: 0.5274, decode.d8.loss_dice: 0.7785, loss: 17.1178, grad_norm: 56.7065 2023-12-26 04:28:13,517 - mmseg - INFO - Iter [80750/160000] lr: 4.953e-05, eta: 11:07:51, time: 0.542, data_time: 0.057, memory: 40245, decode.loss_cls: 0.2930, decode.loss_mask: 0.5195, decode.loss_dice: 0.7793, decode.d0.loss_cls: 1.3120, decode.d0.loss_mask: 0.5595, decode.d0.loss_dice: 0.8662, decode.d1.loss_cls: 0.3731, decode.d1.loss_mask: 0.5400, decode.d1.loss_dice: 0.8213, decode.d2.loss_cls: 0.3324, decode.d2.loss_mask: 0.5297, decode.d2.loss_dice: 0.8028, decode.d3.loss_cls: 0.3214, decode.d3.loss_mask: 0.5257, decode.d3.loss_dice: 0.7846, decode.d4.loss_cls: 0.3108, decode.d4.loss_mask: 0.5237, decode.d4.loss_dice: 0.7791, decode.d5.loss_cls: 0.3102, decode.d5.loss_mask: 0.5213, decode.d5.loss_dice: 0.7823, decode.d6.loss_cls: 0.3033, decode.d6.loss_mask: 0.5180, decode.d6.loss_dice: 0.7716, decode.d7.loss_cls: 0.3000, decode.d7.loss_mask: 0.5191, decode.d7.loss_dice: 0.7800, decode.d8.loss_cls: 0.2911, decode.d8.loss_mask: 0.5182, decode.d8.loss_dice: 0.7787, loss: 17.3678, grad_norm: 59.5681 2023-12-26 04:28:37,900 - mmseg - INFO - Iter [80800/160000] lr: 4.950e-05, eta: 11:07:24, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2763, decode.loss_mask: 0.5171, decode.loss_dice: 0.7483, decode.d0.loss_cls: 1.2956, decode.d0.loss_mask: 0.5588, decode.d0.loss_dice: 0.8344, decode.d1.loss_cls: 0.3574, decode.d1.loss_mask: 0.5321, decode.d1.loss_dice: 0.7962, decode.d2.loss_cls: 0.3153, decode.d2.loss_mask: 0.5231, decode.d2.loss_dice: 0.7735, decode.d3.loss_cls: 0.3042, decode.d3.loss_mask: 0.5202, decode.d3.loss_dice: 0.7548, decode.d4.loss_cls: 0.2966, decode.d4.loss_mask: 0.5177, decode.d4.loss_dice: 0.7568, decode.d5.loss_cls: 0.2887, decode.d5.loss_mask: 0.5179, decode.d5.loss_dice: 0.7531, decode.d6.loss_cls: 0.2879, decode.d6.loss_mask: 0.5183, decode.d6.loss_dice: 0.7526, decode.d7.loss_cls: 0.2843, decode.d7.loss_mask: 0.5162, decode.d7.loss_dice: 0.7502, decode.d8.loss_cls: 0.2791, decode.d8.loss_mask: 0.5172, decode.d8.loss_dice: 0.7508, loss: 16.8946, grad_norm: 64.5972 2023-12-26 04:29:02,102 - mmseg - INFO - Iter [80850/160000] lr: 4.947e-05, eta: 11:06:58, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2684, decode.loss_mask: 0.5235, decode.loss_dice: 0.7684, decode.d0.loss_cls: 1.2933, decode.d0.loss_mask: 0.5682, decode.d0.loss_dice: 0.8596, decode.d1.loss_cls: 0.3621, decode.d1.loss_mask: 0.5467, decode.d1.loss_dice: 0.8202, decode.d2.loss_cls: 0.3208, decode.d2.loss_mask: 0.5334, decode.d2.loss_dice: 0.7934, decode.d3.loss_cls: 0.2957, decode.d3.loss_mask: 0.5293, decode.d3.loss_dice: 0.7817, decode.d4.loss_cls: 0.2834, decode.d4.loss_mask: 0.5269, decode.d4.loss_dice: 0.7833, decode.d5.loss_cls: 0.2834, decode.d5.loss_mask: 0.5252, decode.d5.loss_dice: 0.7715, decode.d6.loss_cls: 0.2786, decode.d6.loss_mask: 0.5231, decode.d6.loss_dice: 0.7703, decode.d7.loss_cls: 0.2737, decode.d7.loss_mask: 0.5228, decode.d7.loss_dice: 0.7732, decode.d8.loss_cls: 0.2755, decode.d8.loss_mask: 0.5240, decode.d8.loss_dice: 0.7701, loss: 17.1497, grad_norm: 60.6152 2023-12-26 04:29:26,386 - mmseg - INFO - Iter [80900/160000] lr: 4.944e-05, eta: 11:06:32, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2834, decode.loss_mask: 0.5037, decode.loss_dice: 0.7725, decode.d0.loss_cls: 1.2895, decode.d0.loss_mask: 0.5416, decode.d0.loss_dice: 0.8600, decode.d1.loss_cls: 0.3597, decode.d1.loss_mask: 0.5221, decode.d1.loss_dice: 0.8176, decode.d2.loss_cls: 0.3221, decode.d2.loss_mask: 0.5123, decode.d2.loss_dice: 0.7932, decode.d3.loss_cls: 0.3009, decode.d3.loss_mask: 0.5070, decode.d3.loss_dice: 0.7829, decode.d4.loss_cls: 0.2949, decode.d4.loss_mask: 0.5053, decode.d4.loss_dice: 0.7834, decode.d5.loss_cls: 0.2909, decode.d5.loss_mask: 0.5040, decode.d5.loss_dice: 0.7786, decode.d6.loss_cls: 0.2845, decode.d6.loss_mask: 0.5030, decode.d6.loss_dice: 0.7740, decode.d7.loss_cls: 0.2835, decode.d7.loss_mask: 0.5026, decode.d7.loss_dice: 0.7762, decode.d8.loss_cls: 0.2841, decode.d8.loss_mask: 0.5041, decode.d8.loss_dice: 0.7750, loss: 17.0127, grad_norm: 59.2903 2023-12-26 04:29:51,427 - mmseg - INFO - Iter [80950/160000] lr: 4.941e-05, eta: 11:06:06, time: 0.501, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2905, decode.loss_mask: 0.4998, decode.loss_dice: 0.7760, decode.d0.loss_cls: 1.3095, decode.d0.loss_mask: 0.5459, decode.d0.loss_dice: 0.8770, decode.d1.loss_cls: 0.3704, decode.d1.loss_mask: 0.5211, decode.d1.loss_dice: 0.8264, decode.d2.loss_cls: 0.3281, decode.d2.loss_mask: 0.5087, decode.d2.loss_dice: 0.7969, decode.d3.loss_cls: 0.3214, decode.d3.loss_mask: 0.5030, decode.d3.loss_dice: 0.7811, decode.d4.loss_cls: 0.3010, decode.d4.loss_mask: 0.5001, decode.d4.loss_dice: 0.7800, decode.d5.loss_cls: 0.3043, decode.d5.loss_mask: 0.5017, decode.d5.loss_dice: 0.7774, decode.d6.loss_cls: 0.2920, decode.d6.loss_mask: 0.5004, decode.d6.loss_dice: 0.7722, decode.d7.loss_cls: 0.2895, decode.d7.loss_mask: 0.4993, decode.d7.loss_dice: 0.7715, decode.d8.loss_cls: 0.2840, decode.d8.loss_mask: 0.4999, decode.d8.loss_dice: 0.7801, loss: 17.1090, grad_norm: 60.2874 2023-12-26 04:30:15,676 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 04:30:15,676 - mmseg - INFO - Iter [81000/160000] lr: 4.938e-05, eta: 11:05:40, time: 0.485, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2798, decode.loss_mask: 0.5144, decode.loss_dice: 0.7626, decode.d0.loss_cls: 1.2413, decode.d0.loss_mask: 0.5589, decode.d0.loss_dice: 0.8572, decode.d1.loss_cls: 0.3517, decode.d1.loss_mask: 0.5318, decode.d1.loss_dice: 0.8096, decode.d2.loss_cls: 0.3168, decode.d2.loss_mask: 0.5228, decode.d2.loss_dice: 0.7881, decode.d3.loss_cls: 0.3000, decode.d3.loss_mask: 0.5186, decode.d3.loss_dice: 0.7711, decode.d4.loss_cls: 0.2932, decode.d4.loss_mask: 0.5165, decode.d4.loss_dice: 0.7752, decode.d5.loss_cls: 0.2899, decode.d5.loss_mask: 0.5181, decode.d5.loss_dice: 0.7689, decode.d6.loss_cls: 0.2805, decode.d6.loss_mask: 0.5152, decode.d6.loss_dice: 0.7645, decode.d7.loss_cls: 0.2776, decode.d7.loss_mask: 0.5164, decode.d7.loss_dice: 0.7681, decode.d8.loss_cls: 0.2777, decode.d8.loss_mask: 0.5160, decode.d8.loss_dice: 0.7645, loss: 16.9673, grad_norm: 58.7839 2023-12-26 04:30:40,161 - mmseg - INFO - Iter [81050/160000] lr: 4.934e-05, eta: 11:05:13, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2743, decode.loss_mask: 0.5115, decode.loss_dice: 0.7782, decode.d0.loss_cls: 1.2641, decode.d0.loss_mask: 0.5577, decode.d0.loss_dice: 0.8617, decode.d1.loss_cls: 0.3569, decode.d1.loss_mask: 0.5324, decode.d1.loss_dice: 0.8247, decode.d2.loss_cls: 0.3165, decode.d2.loss_mask: 0.5163, decode.d2.loss_dice: 0.7996, decode.d3.loss_cls: 0.3007, decode.d3.loss_mask: 0.5135, decode.d3.loss_dice: 0.7836, decode.d4.loss_cls: 0.2956, decode.d4.loss_mask: 0.5122, decode.d4.loss_dice: 0.7793, decode.d5.loss_cls: 0.2861, decode.d5.loss_mask: 0.5135, decode.d5.loss_dice: 0.7801, decode.d6.loss_cls: 0.2827, decode.d6.loss_mask: 0.5123, decode.d6.loss_dice: 0.7745, decode.d7.loss_cls: 0.2772, decode.d7.loss_mask: 0.5138, decode.d7.loss_dice: 0.7754, decode.d8.loss_cls: 0.2734, decode.d8.loss_mask: 0.5136, decode.d8.loss_dice: 0.7800, loss: 17.0615, grad_norm: 63.5139 2023-12-26 04:31:04,571 - mmseg - INFO - Iter [81100/160000] lr: 4.931e-05, eta: 11:04:47, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2712, decode.loss_mask: 0.4882, decode.loss_dice: 0.7612, decode.d0.loss_cls: 1.2365, decode.d0.loss_mask: 0.5288, decode.d0.loss_dice: 0.8583, decode.d1.loss_cls: 0.3616, decode.d1.loss_mask: 0.5067, decode.d1.loss_dice: 0.8130, decode.d2.loss_cls: 0.3182, decode.d2.loss_mask: 0.4957, decode.d2.loss_dice: 0.7858, decode.d3.loss_cls: 0.3064, decode.d3.loss_mask: 0.4897, decode.d3.loss_dice: 0.7689, decode.d4.loss_cls: 0.2906, decode.d4.loss_mask: 0.4921, decode.d4.loss_dice: 0.7742, decode.d5.loss_cls: 0.2822, decode.d5.loss_mask: 0.4908, decode.d5.loss_dice: 0.7709, decode.d6.loss_cls: 0.2746, decode.d6.loss_mask: 0.4900, decode.d6.loss_dice: 0.7625, decode.d7.loss_cls: 0.2763, decode.d7.loss_mask: 0.4887, decode.d7.loss_dice: 0.7630, decode.d8.loss_cls: 0.2732, decode.d8.loss_mask: 0.4886, decode.d8.loss_dice: 0.7668, loss: 16.6751, grad_norm: 58.5148 2023-12-26 04:31:28,825 - mmseg - INFO - Iter [81150/160000] lr: 4.928e-05, eta: 11:04:21, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2901, decode.loss_mask: 0.5042, decode.loss_dice: 0.7673, decode.d0.loss_cls: 1.3011, decode.d0.loss_mask: 0.5476, decode.d0.loss_dice: 0.8649, decode.d1.loss_cls: 0.3699, decode.d1.loss_mask: 0.5253, decode.d1.loss_dice: 0.8185, decode.d2.loss_cls: 0.3420, decode.d2.loss_mask: 0.5103, decode.d2.loss_dice: 0.7869, decode.d3.loss_cls: 0.3224, decode.d3.loss_mask: 0.5099, decode.d3.loss_dice: 0.7789, decode.d4.loss_cls: 0.3062, decode.d4.loss_mask: 0.5072, decode.d4.loss_dice: 0.7811, decode.d5.loss_cls: 0.3057, decode.d5.loss_mask: 0.5048, decode.d5.loss_dice: 0.7730, decode.d6.loss_cls: 0.2960, decode.d6.loss_mask: 0.5061, decode.d6.loss_dice: 0.7698, decode.d7.loss_cls: 0.2961, decode.d7.loss_mask: 0.5047, decode.d7.loss_dice: 0.7722, decode.d8.loss_cls: 0.2917, decode.d8.loss_mask: 0.5034, decode.d8.loss_dice: 0.7695, loss: 17.1267, grad_norm: 58.8870 2023-12-26 04:31:53,123 - mmseg - INFO - Iter [81200/160000] lr: 4.925e-05, eta: 11:03:54, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2697, decode.loss_mask: 0.5006, decode.loss_dice: 0.7510, decode.d0.loss_cls: 1.2688, decode.d0.loss_mask: 0.5484, decode.d0.loss_dice: 0.8421, decode.d1.loss_cls: 0.3414, decode.d1.loss_mask: 0.5242, decode.d1.loss_dice: 0.8025, decode.d2.loss_cls: 0.3084, decode.d2.loss_mask: 0.5118, decode.d2.loss_dice: 0.7730, decode.d3.loss_cls: 0.2899, decode.d3.loss_mask: 0.5080, decode.d3.loss_dice: 0.7571, decode.d4.loss_cls: 0.2803, decode.d4.loss_mask: 0.5078, decode.d4.loss_dice: 0.7570, decode.d5.loss_cls: 0.2778, decode.d5.loss_mask: 0.5016, decode.d5.loss_dice: 0.7525, decode.d6.loss_cls: 0.2727, decode.d6.loss_mask: 0.5018, decode.d6.loss_dice: 0.7507, decode.d7.loss_cls: 0.2706, decode.d7.loss_mask: 0.5015, decode.d7.loss_dice: 0.7502, decode.d8.loss_cls: 0.2714, decode.d8.loss_mask: 0.5009, decode.d8.loss_dice: 0.7454, loss: 16.6390, grad_norm: 53.5453 2023-12-26 04:32:17,547 - mmseg - INFO - Iter [81250/160000] lr: 4.922e-05, eta: 11:03:28, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2732, decode.loss_mask: 0.5119, decode.loss_dice: 0.7474, decode.d0.loss_cls: 1.2694, decode.d0.loss_mask: 0.5569, decode.d0.loss_dice: 0.8372, decode.d1.loss_cls: 0.3455, decode.d1.loss_mask: 0.5340, decode.d1.loss_dice: 0.8027, decode.d2.loss_cls: 0.3113, decode.d2.loss_mask: 0.5229, decode.d2.loss_dice: 0.7727, decode.d3.loss_cls: 0.2906, decode.d3.loss_mask: 0.5202, decode.d3.loss_dice: 0.7525, decode.d4.loss_cls: 0.2839, decode.d4.loss_mask: 0.5167, decode.d4.loss_dice: 0.7540, decode.d5.loss_cls: 0.2741, decode.d5.loss_mask: 0.5159, decode.d5.loss_dice: 0.7556, decode.d6.loss_cls: 0.2771, decode.d6.loss_mask: 0.5140, decode.d6.loss_dice: 0.7477, decode.d7.loss_cls: 0.2732, decode.d7.loss_mask: 0.5127, decode.d7.loss_dice: 0.7447, decode.d8.loss_cls: 0.2744, decode.d8.loss_mask: 0.5134, decode.d8.loss_dice: 0.7441, loss: 16.7496, grad_norm: 57.1595 2023-12-26 04:32:42,011 - mmseg - INFO - Iter [81300/160000] lr: 4.919e-05, eta: 11:03:02, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2623, decode.loss_mask: 0.5220, decode.loss_dice: 0.7670, decode.d0.loss_cls: 1.2480, decode.d0.loss_mask: 0.5658, decode.d0.loss_dice: 0.8572, decode.d1.loss_cls: 0.3340, decode.d1.loss_mask: 0.5428, decode.d1.loss_dice: 0.8201, decode.d2.loss_cls: 0.3008, decode.d2.loss_mask: 0.5327, decode.d2.loss_dice: 0.7965, decode.d3.loss_cls: 0.2864, decode.d3.loss_mask: 0.5291, decode.d3.loss_dice: 0.7835, decode.d4.loss_cls: 0.2783, decode.d4.loss_mask: 0.5285, decode.d4.loss_dice: 0.7837, decode.d5.loss_cls: 0.2766, decode.d5.loss_mask: 0.5239, decode.d5.loss_dice: 0.7794, decode.d6.loss_cls: 0.2707, decode.d6.loss_mask: 0.5242, decode.d6.loss_dice: 0.7723, decode.d7.loss_cls: 0.2676, decode.d7.loss_mask: 0.5236, decode.d7.loss_dice: 0.7758, decode.d8.loss_cls: 0.2680, decode.d8.loss_mask: 0.5222, decode.d8.loss_dice: 0.7736, loss: 17.0164, grad_norm: 61.6551 2023-12-26 04:33:06,514 - mmseg - INFO - Iter [81350/160000] lr: 4.916e-05, eta: 11:02:36, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2911, decode.loss_mask: 0.5300, decode.loss_dice: 0.7794, decode.d0.loss_cls: 1.2701, decode.d0.loss_mask: 0.5737, decode.d0.loss_dice: 0.8567, decode.d1.loss_cls: 0.3628, decode.d1.loss_mask: 0.5490, decode.d1.loss_dice: 0.8174, decode.d2.loss_cls: 0.3254, decode.d2.loss_mask: 0.5387, decode.d2.loss_dice: 0.7985, decode.d3.loss_cls: 0.3222, decode.d3.loss_mask: 0.5318, decode.d3.loss_dice: 0.7823, decode.d4.loss_cls: 0.3066, decode.d4.loss_mask: 0.5305, decode.d4.loss_dice: 0.7802, decode.d5.loss_cls: 0.3041, decode.d5.loss_mask: 0.5305, decode.d5.loss_dice: 0.7804, decode.d6.loss_cls: 0.3002, decode.d6.loss_mask: 0.5272, decode.d6.loss_dice: 0.7749, decode.d7.loss_cls: 0.2892, decode.d7.loss_mask: 0.5296, decode.d7.loss_dice: 0.7807, decode.d8.loss_cls: 0.2882, decode.d8.loss_mask: 0.5300, decode.d8.loss_dice: 0.7787, loss: 17.3599, grad_norm: 68.1416 2023-12-26 04:33:31,098 - mmseg - INFO - Iter [81400/160000] lr: 4.913e-05, eta: 11:02:10, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2782, decode.loss_mask: 0.5182, decode.loss_dice: 0.7618, decode.d0.loss_cls: 1.2674, decode.d0.loss_mask: 0.5595, decode.d0.loss_dice: 0.8495, decode.d1.loss_cls: 0.3595, decode.d1.loss_mask: 0.5342, decode.d1.loss_dice: 0.8059, decode.d2.loss_cls: 0.3178, decode.d2.loss_mask: 0.5240, decode.d2.loss_dice: 0.7828, decode.d3.loss_cls: 0.3050, decode.d3.loss_mask: 0.5214, decode.d3.loss_dice: 0.7661, decode.d4.loss_cls: 0.2947, decode.d4.loss_mask: 0.5204, decode.d4.loss_dice: 0.7705, decode.d5.loss_cls: 0.2861, decode.d5.loss_mask: 0.5195, decode.d5.loss_dice: 0.7679, decode.d6.loss_cls: 0.2848, decode.d6.loss_mask: 0.5183, decode.d6.loss_dice: 0.7619, decode.d7.loss_cls: 0.2828, decode.d7.loss_mask: 0.5183, decode.d7.loss_dice: 0.7646, decode.d8.loss_cls: 0.2786, decode.d8.loss_mask: 0.5193, decode.d8.loss_dice: 0.7638, loss: 17.0029, grad_norm: 61.2185 2023-12-26 04:33:55,532 - mmseg - INFO - Iter [81450/160000] lr: 4.909e-05, eta: 11:01:44, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2968, decode.loss_mask: 0.5055, decode.loss_dice: 0.7710, decode.d0.loss_cls: 1.3036, decode.d0.loss_mask: 0.5469, decode.d0.loss_dice: 0.8594, decode.d1.loss_cls: 0.3897, decode.d1.loss_mask: 0.5279, decode.d1.loss_dice: 0.8112, decode.d2.loss_cls: 0.3416, decode.d2.loss_mask: 0.5142, decode.d2.loss_dice: 0.7921, decode.d3.loss_cls: 0.3218, decode.d3.loss_mask: 0.5101, decode.d3.loss_dice: 0.7770, decode.d4.loss_cls: 0.3197, decode.d4.loss_mask: 0.5070, decode.d4.loss_dice: 0.7741, decode.d5.loss_cls: 0.3122, decode.d5.loss_mask: 0.5073, decode.d5.loss_dice: 0.7708, decode.d6.loss_cls: 0.3012, decode.d6.loss_mask: 0.5064, decode.d6.loss_dice: 0.7712, decode.d7.loss_cls: 0.2989, decode.d7.loss_mask: 0.5069, decode.d7.loss_dice: 0.7716, decode.d8.loss_cls: 0.2963, decode.d8.loss_mask: 0.5061, decode.d8.loss_dice: 0.7683, loss: 17.1868, grad_norm: 65.6973 2023-12-26 04:34:20,105 - mmseg - INFO - Iter [81500/160000] lr: 4.906e-05, eta: 11:01:18, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2730, decode.loss_mask: 0.5105, decode.loss_dice: 0.7701, decode.d0.loss_cls: 1.2967, decode.d0.loss_mask: 0.5510, decode.d0.loss_dice: 0.8541, decode.d1.loss_cls: 0.3670, decode.d1.loss_mask: 0.5277, decode.d1.loss_dice: 0.8060, decode.d2.loss_cls: 0.3238, decode.d2.loss_mask: 0.5166, decode.d2.loss_dice: 0.7897, decode.d3.loss_cls: 0.3085, decode.d3.loss_mask: 0.5103, decode.d3.loss_dice: 0.7724, decode.d4.loss_cls: 0.2957, decode.d4.loss_mask: 0.5118, decode.d4.loss_dice: 0.7751, decode.d5.loss_cls: 0.2904, decode.d5.loss_mask: 0.5114, decode.d5.loss_dice: 0.7698, decode.d6.loss_cls: 0.2859, decode.d6.loss_mask: 0.5096, decode.d6.loss_dice: 0.7651, decode.d7.loss_cls: 0.2789, decode.d7.loss_mask: 0.5079, decode.d7.loss_dice: 0.7685, decode.d8.loss_cls: 0.2785, decode.d8.loss_mask: 0.5079, decode.d8.loss_dice: 0.7669, loss: 17.0010, grad_norm: 59.7077 2023-12-26 04:34:44,691 - mmseg - INFO - Iter [81550/160000] lr: 4.903e-05, eta: 11:00:52, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2743, decode.loss_mask: 0.5148, decode.loss_dice: 0.7559, decode.d0.loss_cls: 1.2750, decode.d0.loss_mask: 0.5550, decode.d0.loss_dice: 0.8361, decode.d1.loss_cls: 0.3486, decode.d1.loss_mask: 0.5329, decode.d1.loss_dice: 0.8003, decode.d2.loss_cls: 0.3186, decode.d2.loss_mask: 0.5225, decode.d2.loss_dice: 0.7772, decode.d3.loss_cls: 0.3012, decode.d3.loss_mask: 0.5189, decode.d3.loss_dice: 0.7649, decode.d4.loss_cls: 0.2924, decode.d4.loss_mask: 0.5151, decode.d4.loss_dice: 0.7648, decode.d5.loss_cls: 0.2870, decode.d5.loss_mask: 0.5170, decode.d5.loss_dice: 0.7615, decode.d6.loss_cls: 0.2797, decode.d6.loss_mask: 0.5142, decode.d6.loss_dice: 0.7604, decode.d7.loss_cls: 0.2781, decode.d7.loss_mask: 0.5135, decode.d7.loss_dice: 0.7576, decode.d8.loss_cls: 0.2729, decode.d8.loss_mask: 0.5137, decode.d8.loss_dice: 0.7572, loss: 16.8813, grad_norm: 59.3887 2023-12-26 04:35:09,332 - mmseg - INFO - Iter [81600/160000] lr: 4.900e-05, eta: 11:00:26, time: 0.493, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2610, decode.loss_mask: 0.5086, decode.loss_dice: 0.7453, decode.d0.loss_cls: 1.2554, decode.d0.loss_mask: 0.5502, decode.d0.loss_dice: 0.8229, decode.d1.loss_cls: 0.3319, decode.d1.loss_mask: 0.5238, decode.d1.loss_dice: 0.7970, decode.d2.loss_cls: 0.2990, decode.d2.loss_mask: 0.5174, decode.d2.loss_dice: 0.7706, decode.d3.loss_cls: 0.2856, decode.d3.loss_mask: 0.5138, decode.d3.loss_dice: 0.7575, decode.d4.loss_cls: 0.2754, decode.d4.loss_mask: 0.5148, decode.d4.loss_dice: 0.7583, decode.d5.loss_cls: 0.2681, decode.d5.loss_mask: 0.5133, decode.d5.loss_dice: 0.7546, decode.d6.loss_cls: 0.2692, decode.d6.loss_mask: 0.5091, decode.d6.loss_dice: 0.7495, decode.d7.loss_cls: 0.2584, decode.d7.loss_mask: 0.5103, decode.d7.loss_dice: 0.7487, decode.d8.loss_cls: 0.2621, decode.d8.loss_mask: 0.5092, decode.d8.loss_dice: 0.7504, loss: 16.5914, grad_norm: 60.6985 2023-12-26 04:35:34,081 - mmseg - INFO - Iter [81650/160000] lr: 4.897e-05, eta: 11:00:00, time: 0.495, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2651, decode.loss_mask: 0.5027, decode.loss_dice: 0.7517, decode.d0.loss_cls: 1.2602, decode.d0.loss_mask: 0.5459, decode.d0.loss_dice: 0.8389, decode.d1.loss_cls: 0.3344, decode.d1.loss_mask: 0.5252, decode.d1.loss_dice: 0.8119, decode.d2.loss_cls: 0.2878, decode.d2.loss_mask: 0.5141, decode.d2.loss_dice: 0.7820, decode.d3.loss_cls: 0.2788, decode.d3.loss_mask: 0.5085, decode.d3.loss_dice: 0.7622, decode.d4.loss_cls: 0.2714, decode.d4.loss_mask: 0.5080, decode.d4.loss_dice: 0.7636, decode.d5.loss_cls: 0.2673, decode.d5.loss_mask: 0.5053, decode.d5.loss_dice: 0.7625, decode.d6.loss_cls: 0.2660, decode.d6.loss_mask: 0.5034, decode.d6.loss_dice: 0.7543, decode.d7.loss_cls: 0.2680, decode.d7.loss_mask: 0.5016, decode.d7.loss_dice: 0.7507, decode.d8.loss_cls: 0.2607, decode.d8.loss_mask: 0.5014, decode.d8.loss_dice: 0.7558, loss: 16.6096, grad_norm: 60.1538 2023-12-26 04:35:58,869 - mmseg - INFO - Iter [81700/160000] lr: 4.894e-05, eta: 10:59:34, time: 0.496, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2826, decode.loss_mask: 0.5283, decode.loss_dice: 0.7900, decode.d0.loss_cls: 1.3082, decode.d0.loss_mask: 0.5730, decode.d0.loss_dice: 0.8715, decode.d1.loss_cls: 0.3696, decode.d1.loss_mask: 0.5465, decode.d1.loss_dice: 0.8317, decode.d2.loss_cls: 0.3270, decode.d2.loss_mask: 0.5366, decode.d2.loss_dice: 0.8185, decode.d3.loss_cls: 0.3098, decode.d3.loss_mask: 0.5367, decode.d3.loss_dice: 0.8055, decode.d4.loss_cls: 0.3052, decode.d4.loss_mask: 0.5324, decode.d4.loss_dice: 0.8011, decode.d5.loss_cls: 0.2944, decode.d5.loss_mask: 0.5315, decode.d5.loss_dice: 0.7993, decode.d6.loss_cls: 0.2926, decode.d6.loss_mask: 0.5300, decode.d6.loss_dice: 0.7919, decode.d7.loss_cls: 0.2871, decode.d7.loss_mask: 0.5312, decode.d7.loss_dice: 0.7904, decode.d8.loss_cls: 0.2855, decode.d8.loss_mask: 0.5296, decode.d8.loss_dice: 0.7907, loss: 17.5284, grad_norm: 64.9039 2023-12-26 04:36:23,191 - mmseg - INFO - Iter [81750/160000] lr: 4.891e-05, eta: 10:59:08, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2827, decode.loss_mask: 0.5230, decode.loss_dice: 0.7683, decode.d0.loss_cls: 1.2879, decode.d0.loss_mask: 0.5669, decode.d0.loss_dice: 0.8588, decode.d1.loss_cls: 0.3666, decode.d1.loss_mask: 0.5456, decode.d1.loss_dice: 0.8170, decode.d2.loss_cls: 0.3245, decode.d2.loss_mask: 0.5335, decode.d2.loss_dice: 0.7969, decode.d3.loss_cls: 0.3106, decode.d3.loss_mask: 0.5280, decode.d3.loss_dice: 0.7783, decode.d4.loss_cls: 0.2967, decode.d4.loss_mask: 0.5255, decode.d4.loss_dice: 0.7791, decode.d5.loss_cls: 0.2920, decode.d5.loss_mask: 0.5264, decode.d5.loss_dice: 0.7835, decode.d6.loss_cls: 0.2902, decode.d6.loss_mask: 0.5234, decode.d6.loss_dice: 0.7713, decode.d7.loss_cls: 0.2838, decode.d7.loss_mask: 0.5243, decode.d7.loss_dice: 0.7736, decode.d8.loss_cls: 0.2835, decode.d8.loss_mask: 0.5235, decode.d8.loss_dice: 0.7709, loss: 17.2362, grad_norm: 63.3710 2023-12-26 04:36:47,553 - mmseg - INFO - Iter [81800/160000] lr: 4.888e-05, eta: 10:58:41, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2829, decode.loss_mask: 0.5243, decode.loss_dice: 0.7672, decode.d0.loss_cls: 1.2744, decode.d0.loss_mask: 0.5612, decode.d0.loss_dice: 0.8547, decode.d1.loss_cls: 0.3651, decode.d1.loss_mask: 0.5431, decode.d1.loss_dice: 0.8043, decode.d2.loss_cls: 0.3245, decode.d2.loss_mask: 0.5324, decode.d2.loss_dice: 0.7848, decode.d3.loss_cls: 0.3110, decode.d3.loss_mask: 0.5296, decode.d3.loss_dice: 0.7717, decode.d4.loss_cls: 0.2982, decode.d4.loss_mask: 0.5283, decode.d4.loss_dice: 0.7693, decode.d5.loss_cls: 0.2976, decode.d5.loss_mask: 0.5274, decode.d5.loss_dice: 0.7653, decode.d6.loss_cls: 0.2936, decode.d6.loss_mask: 0.5261, decode.d6.loss_dice: 0.7663, decode.d7.loss_cls: 0.2888, decode.d7.loss_mask: 0.5259, decode.d7.loss_dice: 0.7657, decode.d8.loss_cls: 0.2866, decode.d8.loss_mask: 0.5244, decode.d8.loss_dice: 0.7700, loss: 17.1649, grad_norm: 64.9527 2023-12-26 04:37:12,382 - mmseg - INFO - Iter [81850/160000] lr: 4.884e-05, eta: 10:58:16, time: 0.497, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2829, decode.loss_mask: 0.5238, decode.loss_dice: 0.7587, decode.d0.loss_cls: 1.2926, decode.d0.loss_mask: 0.5678, decode.d0.loss_dice: 0.8399, decode.d1.loss_cls: 0.3633, decode.d1.loss_mask: 0.5427, decode.d1.loss_dice: 0.8034, decode.d2.loss_cls: 0.3216, decode.d2.loss_mask: 0.5364, decode.d2.loss_dice: 0.7769, decode.d3.loss_cls: 0.3071, decode.d3.loss_mask: 0.5263, decode.d3.loss_dice: 0.7624, decode.d4.loss_cls: 0.3009, decode.d4.loss_mask: 0.5254, decode.d4.loss_dice: 0.7683, decode.d5.loss_cls: 0.2924, decode.d5.loss_mask: 0.5246, decode.d5.loss_dice: 0.7673, decode.d6.loss_cls: 0.2895, decode.d6.loss_mask: 0.5264, decode.d6.loss_dice: 0.7620, decode.d7.loss_cls: 0.2897, decode.d7.loss_mask: 0.5250, decode.d7.loss_dice: 0.7555, decode.d8.loss_cls: 0.2831, decode.d8.loss_mask: 0.5254, decode.d8.loss_dice: 0.7578, loss: 17.0992, grad_norm: 61.5787 2023-12-26 04:37:36,987 - mmseg - INFO - Iter [81900/160000] lr: 4.881e-05, eta: 10:57:50, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2855, decode.loss_mask: 0.5124, decode.loss_dice: 0.7787, decode.d0.loss_cls: 1.2703, decode.d0.loss_mask: 0.5506, decode.d0.loss_dice: 0.8635, decode.d1.loss_cls: 0.3680, decode.d1.loss_mask: 0.5279, decode.d1.loss_dice: 0.8261, decode.d2.loss_cls: 0.3347, decode.d2.loss_mask: 0.5177, decode.d2.loss_dice: 0.7982, decode.d3.loss_cls: 0.3155, decode.d3.loss_mask: 0.5175, decode.d3.loss_dice: 0.7806, decode.d4.loss_cls: 0.3055, decode.d4.loss_mask: 0.5153, decode.d4.loss_dice: 0.7821, decode.d5.loss_cls: 0.2994, decode.d5.loss_mask: 0.5132, decode.d5.loss_dice: 0.7784, decode.d6.loss_cls: 0.2965, decode.d6.loss_mask: 0.5146, decode.d6.loss_dice: 0.7780, decode.d7.loss_cls: 0.2866, decode.d7.loss_mask: 0.5147, decode.d7.loss_dice: 0.7777, decode.d8.loss_cls: 0.2878, decode.d8.loss_mask: 0.5150, decode.d8.loss_dice: 0.7785, loss: 17.1904, grad_norm: 63.9490 2023-12-26 04:38:01,860 - mmseg - INFO - Iter [81950/160000] lr: 4.878e-05, eta: 10:57:24, time: 0.497, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2792, decode.loss_mask: 0.5330, decode.loss_dice: 0.7634, decode.d0.loss_cls: 1.2559, decode.d0.loss_mask: 0.5768, decode.d0.loss_dice: 0.8551, decode.d1.loss_cls: 0.3571, decode.d1.loss_mask: 0.5538, decode.d1.loss_dice: 0.8077, decode.d2.loss_cls: 0.3168, decode.d2.loss_mask: 0.5438, decode.d2.loss_dice: 0.7858, decode.d3.loss_cls: 0.3018, decode.d3.loss_mask: 0.5375, decode.d3.loss_dice: 0.7733, decode.d4.loss_cls: 0.2968, decode.d4.loss_mask: 0.5334, decode.d4.loss_dice: 0.7730, decode.d5.loss_cls: 0.2909, decode.d5.loss_mask: 0.5340, decode.d5.loss_dice: 0.7756, decode.d6.loss_cls: 0.2874, decode.d6.loss_mask: 0.5328, decode.d6.loss_dice: 0.7700, decode.d7.loss_cls: 0.2803, decode.d7.loss_mask: 0.5322, decode.d7.loss_dice: 0.7672, decode.d8.loss_cls: 0.2847, decode.d8.loss_mask: 0.5318, decode.d8.loss_dice: 0.7653, loss: 17.1964, grad_norm: 63.6239 2023-12-26 04:38:28,757 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 04:38:28,757 - mmseg - INFO - Iter [82000/160000] lr: 4.875e-05, eta: 10:57:01, time: 0.538, data_time: 0.058, memory: 40245, decode.loss_cls: 0.2774, decode.loss_mask: 0.4998, decode.loss_dice: 0.7441, decode.d0.loss_cls: 1.2784, decode.d0.loss_mask: 0.5387, decode.d0.loss_dice: 0.8255, decode.d1.loss_cls: 0.3554, decode.d1.loss_mask: 0.5179, decode.d1.loss_dice: 0.7916, decode.d2.loss_cls: 0.3235, decode.d2.loss_mask: 0.5075, decode.d2.loss_dice: 0.7636, decode.d3.loss_cls: 0.3075, decode.d3.loss_mask: 0.5023, decode.d3.loss_dice: 0.7567, decode.d4.loss_cls: 0.2949, decode.d4.loss_mask: 0.5034, decode.d4.loss_dice: 0.7549, decode.d5.loss_cls: 0.2906, decode.d5.loss_mask: 0.5013, decode.d5.loss_dice: 0.7481, decode.d6.loss_cls: 0.2889, decode.d6.loss_mask: 0.4977, decode.d6.loss_dice: 0.7404, decode.d7.loss_cls: 0.2791, decode.d7.loss_mask: 0.4972, decode.d7.loss_dice: 0.7447, decode.d8.loss_cls: 0.2823, decode.d8.loss_mask: 0.4977, decode.d8.loss_dice: 0.7395, loss: 16.6504, grad_norm: 65.9440 2023-12-26 04:38:53,272 - mmseg - INFO - Iter [82050/160000] lr: 4.872e-05, eta: 10:56:34, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2556, decode.loss_mask: 0.5061, decode.loss_dice: 0.7760, decode.d0.loss_cls: 1.2365, decode.d0.loss_mask: 0.5536, decode.d0.loss_dice: 0.8641, decode.d1.loss_cls: 0.3336, decode.d1.loss_mask: 0.5264, decode.d1.loss_dice: 0.8184, decode.d2.loss_cls: 0.3010, decode.d2.loss_mask: 0.5177, decode.d2.loss_dice: 0.7960, decode.d3.loss_cls: 0.2847, decode.d3.loss_mask: 0.5122, decode.d3.loss_dice: 0.7896, decode.d4.loss_cls: 0.2817, decode.d4.loss_mask: 0.5093, decode.d4.loss_dice: 0.7787, decode.d5.loss_cls: 0.2716, decode.d5.loss_mask: 0.5088, decode.d5.loss_dice: 0.7787, decode.d6.loss_cls: 0.2648, decode.d6.loss_mask: 0.5077, decode.d6.loss_dice: 0.7735, decode.d7.loss_cls: 0.2638, decode.d7.loss_mask: 0.5068, decode.d7.loss_dice: 0.7761, decode.d8.loss_cls: 0.2606, decode.d8.loss_mask: 0.5082, decode.d8.loss_dice: 0.7791, loss: 16.8408, grad_norm: 61.2035 2023-12-26 04:39:17,561 - mmseg - INFO - Iter [82100/160000] lr: 4.869e-05, eta: 10:56:08, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2695, decode.loss_mask: 0.4974, decode.loss_dice: 0.7567, decode.d0.loss_cls: 1.2535, decode.d0.loss_mask: 0.5411, decode.d0.loss_dice: 0.8464, decode.d1.loss_cls: 0.3512, decode.d1.loss_mask: 0.5181, decode.d1.loss_dice: 0.8039, decode.d2.loss_cls: 0.3205, decode.d2.loss_mask: 0.5063, decode.d2.loss_dice: 0.7811, decode.d3.loss_cls: 0.3018, decode.d3.loss_mask: 0.5036, decode.d3.loss_dice: 0.7694, decode.d4.loss_cls: 0.2911, decode.d4.loss_mask: 0.5032, decode.d4.loss_dice: 0.7649, decode.d5.loss_cls: 0.2818, decode.d5.loss_mask: 0.5015, decode.d5.loss_dice: 0.7665, decode.d6.loss_cls: 0.2775, decode.d6.loss_mask: 0.4985, decode.d6.loss_dice: 0.7567, decode.d7.loss_cls: 0.2740, decode.d7.loss_mask: 0.4992, decode.d7.loss_dice: 0.7583, decode.d8.loss_cls: 0.2734, decode.d8.loss_mask: 0.4982, decode.d8.loss_dice: 0.7611, loss: 16.7263, grad_norm: 54.8530 2023-12-26 04:39:41,936 - mmseg - INFO - Iter [82150/160000] lr: 4.866e-05, eta: 10:55:42, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2736, decode.loss_mask: 0.5087, decode.loss_dice: 0.7459, decode.d0.loss_cls: 1.2594, decode.d0.loss_mask: 0.5479, decode.d0.loss_dice: 0.8232, decode.d1.loss_cls: 0.3549, decode.d1.loss_mask: 0.5312, decode.d1.loss_dice: 0.7856, decode.d2.loss_cls: 0.3212, decode.d2.loss_mask: 0.5155, decode.d2.loss_dice: 0.7607, decode.d3.loss_cls: 0.2947, decode.d3.loss_mask: 0.5128, decode.d3.loss_dice: 0.7499, decode.d4.loss_cls: 0.2854, decode.d4.loss_mask: 0.5105, decode.d4.loss_dice: 0.7518, decode.d5.loss_cls: 0.2803, decode.d5.loss_mask: 0.5107, decode.d5.loss_dice: 0.7484, decode.d6.loss_cls: 0.2789, decode.d6.loss_mask: 0.5086, decode.d6.loss_dice: 0.7437, decode.d7.loss_cls: 0.2786, decode.d7.loss_mask: 0.5080, decode.d7.loss_dice: 0.7392, decode.d8.loss_cls: 0.2746, decode.d8.loss_mask: 0.5071, decode.d8.loss_dice: 0.7411, loss: 16.6523, grad_norm: 61.7415 2023-12-26 04:40:06,308 - mmseg - INFO - Iter [82200/160000] lr: 4.863e-05, eta: 10:55:16, time: 0.487, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2694, decode.loss_mask: 0.5063, decode.loss_dice: 0.7589, decode.d0.loss_cls: 1.2694, decode.d0.loss_mask: 0.5503, decode.d0.loss_dice: 0.8535, decode.d1.loss_cls: 0.3525, decode.d1.loss_mask: 0.5276, decode.d1.loss_dice: 0.8037, decode.d2.loss_cls: 0.3121, decode.d2.loss_mask: 0.5142, decode.d2.loss_dice: 0.7787, decode.d3.loss_cls: 0.2977, decode.d3.loss_mask: 0.5106, decode.d3.loss_dice: 0.7596, decode.d4.loss_cls: 0.2891, decode.d4.loss_mask: 0.5098, decode.d4.loss_dice: 0.7641, decode.d5.loss_cls: 0.2888, decode.d5.loss_mask: 0.5112, decode.d5.loss_dice: 0.7668, decode.d6.loss_cls: 0.2791, decode.d6.loss_mask: 0.5079, decode.d6.loss_dice: 0.7610, decode.d7.loss_cls: 0.2767, decode.d7.loss_mask: 0.5081, decode.d7.loss_dice: 0.7614, decode.d8.loss_cls: 0.2712, decode.d8.loss_mask: 0.5103, decode.d8.loss_dice: 0.7570, loss: 16.8270, grad_norm: 60.4125 2023-12-26 04:40:30,762 - mmseg - INFO - Iter [82250/160000] lr: 4.859e-05, eta: 10:54:50, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2683, decode.loss_mask: 0.5265, decode.loss_dice: 0.7670, decode.d0.loss_cls: 1.3015, decode.d0.loss_mask: 0.5645, decode.d0.loss_dice: 0.8398, decode.d1.loss_cls: 0.3547, decode.d1.loss_mask: 0.5426, decode.d1.loss_dice: 0.8098, decode.d2.loss_cls: 0.3145, decode.d2.loss_mask: 0.5350, decode.d2.loss_dice: 0.7882, decode.d3.loss_cls: 0.2952, decode.d3.loss_mask: 0.5291, decode.d3.loss_dice: 0.7723, decode.d4.loss_cls: 0.2880, decode.d4.loss_mask: 0.5289, decode.d4.loss_dice: 0.7729, decode.d5.loss_cls: 0.2793, decode.d5.loss_mask: 0.5277, decode.d5.loss_dice: 0.7717, decode.d6.loss_cls: 0.2778, decode.d6.loss_mask: 0.5276, decode.d6.loss_dice: 0.7652, decode.d7.loss_cls: 0.2769, decode.d7.loss_mask: 0.5269, decode.d7.loss_dice: 0.7702, decode.d8.loss_cls: 0.2686, decode.d8.loss_mask: 0.5293, decode.d8.loss_dice: 0.7673, loss: 17.0873, grad_norm: 65.1436 2023-12-26 04:40:55,245 - mmseg - INFO - Iter [82300/160000] lr: 4.856e-05, eta: 10:54:23, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2750, decode.loss_mask: 0.5249, decode.loss_dice: 0.7783, decode.d0.loss_cls: 1.2674, decode.d0.loss_mask: 0.5624, decode.d0.loss_dice: 0.8645, decode.d1.loss_cls: 0.3537, decode.d1.loss_mask: 0.5451, decode.d1.loss_dice: 0.8338, decode.d2.loss_cls: 0.3161, decode.d2.loss_mask: 0.5336, decode.d2.loss_dice: 0.8079, decode.d3.loss_cls: 0.3044, decode.d3.loss_mask: 0.5263, decode.d3.loss_dice: 0.7832, decode.d4.loss_cls: 0.2936, decode.d4.loss_mask: 0.5265, decode.d4.loss_dice: 0.7856, decode.d5.loss_cls: 0.2871, decode.d5.loss_mask: 0.5260, decode.d5.loss_dice: 0.7822, decode.d6.loss_cls: 0.2845, decode.d6.loss_mask: 0.5226, decode.d6.loss_dice: 0.7782, decode.d7.loss_cls: 0.2778, decode.d7.loss_mask: 0.5243, decode.d7.loss_dice: 0.7792, decode.d8.loss_cls: 0.2753, decode.d8.loss_mask: 0.5227, decode.d8.loss_dice: 0.7803, loss: 17.2225, grad_norm: 63.1832 2023-12-26 04:41:19,663 - mmseg - INFO - Iter [82350/160000] lr: 4.853e-05, eta: 10:53:57, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2832, decode.loss_mask: 0.5018, decode.loss_dice: 0.7634, decode.d0.loss_cls: 1.2928, decode.d0.loss_mask: 0.5402, decode.d0.loss_dice: 0.8483, decode.d1.loss_cls: 0.3677, decode.d1.loss_mask: 0.5178, decode.d1.loss_dice: 0.8150, decode.d2.loss_cls: 0.3308, decode.d2.loss_mask: 0.5084, decode.d2.loss_dice: 0.7884, decode.d3.loss_cls: 0.3076, decode.d3.loss_mask: 0.5045, decode.d3.loss_dice: 0.7726, decode.d4.loss_cls: 0.2950, decode.d4.loss_mask: 0.5017, decode.d4.loss_dice: 0.7698, decode.d5.loss_cls: 0.2903, decode.d5.loss_mask: 0.4997, decode.d5.loss_dice: 0.7631, decode.d6.loss_cls: 0.2912, decode.d6.loss_mask: 0.5001, decode.d6.loss_dice: 0.7633, decode.d7.loss_cls: 0.2858, decode.d7.loss_mask: 0.5005, decode.d7.loss_dice: 0.7599, decode.d8.loss_cls: 0.2866, decode.d8.loss_mask: 0.4989, decode.d8.loss_dice: 0.7605, loss: 16.9088, grad_norm: 60.7540 2023-12-26 04:41:43,948 - mmseg - INFO - Iter [82400/160000] lr: 4.850e-05, eta: 10:53:31, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2672, decode.loss_mask: 0.5125, decode.loss_dice: 0.7600, decode.d0.loss_cls: 1.2559, decode.d0.loss_mask: 0.5523, decode.d0.loss_dice: 0.8412, decode.d1.loss_cls: 0.3526, decode.d1.loss_mask: 0.5307, decode.d1.loss_dice: 0.7958, decode.d2.loss_cls: 0.3114, decode.d2.loss_mask: 0.5182, decode.d2.loss_dice: 0.7747, decode.d3.loss_cls: 0.2942, decode.d3.loss_mask: 0.5147, decode.d3.loss_dice: 0.7600, decode.d4.loss_cls: 0.2816, decode.d4.loss_mask: 0.5158, decode.d4.loss_dice: 0.7624, decode.d5.loss_cls: 0.2762, decode.d5.loss_mask: 0.5149, decode.d5.loss_dice: 0.7622, decode.d6.loss_cls: 0.2823, decode.d6.loss_mask: 0.5114, decode.d6.loss_dice: 0.7565, decode.d7.loss_cls: 0.2707, decode.d7.loss_mask: 0.5132, decode.d7.loss_dice: 0.7560, decode.d8.loss_cls: 0.2682, decode.d8.loss_mask: 0.5125, decode.d8.loss_dice: 0.7584, loss: 16.7838, grad_norm: 66.1448 2023-12-26 04:42:08,679 - mmseg - INFO - Iter [82450/160000] lr: 4.847e-05, eta: 10:53:05, time: 0.495, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2813, decode.loss_mask: 0.5053, decode.loss_dice: 0.7521, decode.d0.loss_cls: 1.2838, decode.d0.loss_mask: 0.5427, decode.d0.loss_dice: 0.8416, decode.d1.loss_cls: 0.3644, decode.d1.loss_mask: 0.5251, decode.d1.loss_dice: 0.7974, decode.d2.loss_cls: 0.3298, decode.d2.loss_mask: 0.5159, decode.d2.loss_dice: 0.7738, decode.d3.loss_cls: 0.3104, decode.d3.loss_mask: 0.5107, decode.d3.loss_dice: 0.7577, decode.d4.loss_cls: 0.3023, decode.d4.loss_mask: 0.5100, decode.d4.loss_dice: 0.7572, decode.d5.loss_cls: 0.2908, decode.d5.loss_mask: 0.5111, decode.d5.loss_dice: 0.7624, decode.d6.loss_cls: 0.2861, decode.d6.loss_mask: 0.5081, decode.d6.loss_dice: 0.7549, decode.d7.loss_cls: 0.2830, decode.d7.loss_mask: 0.5057, decode.d7.loss_dice: 0.7577, decode.d8.loss_cls: 0.2806, decode.d8.loss_mask: 0.5067, decode.d8.loss_dice: 0.7538, loss: 16.8624, grad_norm: 57.8040 2023-12-26 04:42:32,928 - mmseg - INFO - Iter [82500/160000] lr: 4.844e-05, eta: 10:52:39, time: 0.485, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2757, decode.loss_mask: 0.5306, decode.loss_dice: 0.7671, decode.d0.loss_cls: 1.2567, decode.d0.loss_mask: 0.5723, decode.d0.loss_dice: 0.8531, decode.d1.loss_cls: 0.3653, decode.d1.loss_mask: 0.5477, decode.d1.loss_dice: 0.8117, decode.d2.loss_cls: 0.3241, decode.d2.loss_mask: 0.5312, decode.d2.loss_dice: 0.7859, decode.d3.loss_cls: 0.3082, decode.d3.loss_mask: 0.5312, decode.d3.loss_dice: 0.7741, decode.d4.loss_cls: 0.2923, decode.d4.loss_mask: 0.5298, decode.d4.loss_dice: 0.7731, decode.d5.loss_cls: 0.2847, decode.d5.loss_mask: 0.5288, decode.d5.loss_dice: 0.7688, decode.d6.loss_cls: 0.2835, decode.d6.loss_mask: 0.5300, decode.d6.loss_dice: 0.7635, decode.d7.loss_cls: 0.2787, decode.d7.loss_mask: 0.5301, decode.d7.loss_dice: 0.7669, decode.d8.loss_cls: 0.2774, decode.d8.loss_mask: 0.5291, decode.d8.loss_dice: 0.7666, loss: 17.1382, grad_norm: 64.0852 2023-12-26 04:42:57,537 - mmseg - INFO - Iter [82550/160000] lr: 4.841e-05, eta: 10:52:13, time: 0.492, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2756, decode.loss_mask: 0.5151, decode.loss_dice: 0.7643, decode.d0.loss_cls: 1.2409, decode.d0.loss_mask: 0.5577, decode.d0.loss_dice: 0.8517, decode.d1.loss_cls: 0.3568, decode.d1.loss_mask: 0.5396, decode.d1.loss_dice: 0.8122, decode.d2.loss_cls: 0.3156, decode.d2.loss_mask: 0.5265, decode.d2.loss_dice: 0.7888, decode.d3.loss_cls: 0.3036, decode.d3.loss_mask: 0.5200, decode.d3.loss_dice: 0.7725, decode.d4.loss_cls: 0.2927, decode.d4.loss_mask: 0.5213, decode.d4.loss_dice: 0.7769, decode.d5.loss_cls: 0.2898, decode.d5.loss_mask: 0.5183, decode.d5.loss_dice: 0.7723, decode.d6.loss_cls: 0.2836, decode.d6.loss_mask: 0.5153, decode.d6.loss_dice: 0.7665, decode.d7.loss_cls: 0.2818, decode.d7.loss_mask: 0.5157, decode.d7.loss_dice: 0.7662, decode.d8.loss_cls: 0.2801, decode.d8.loss_mask: 0.5153, decode.d8.loss_dice: 0.7650, loss: 17.0019, grad_norm: 58.0459 2023-12-26 04:43:21,840 - mmseg - INFO - Iter [82600/160000] lr: 4.838e-05, eta: 10:51:46, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2761, decode.loss_mask: 0.5232, decode.loss_dice: 0.7689, decode.d0.loss_cls: 1.3043, decode.d0.loss_mask: 0.5675, decode.d0.loss_dice: 0.8521, decode.d1.loss_cls: 0.3568, decode.d1.loss_mask: 0.5434, decode.d1.loss_dice: 0.8192, decode.d2.loss_cls: 0.3219, decode.d2.loss_mask: 0.5279, decode.d2.loss_dice: 0.7897, decode.d3.loss_cls: 0.3019, decode.d3.loss_mask: 0.5273, decode.d3.loss_dice: 0.7753, decode.d4.loss_cls: 0.2953, decode.d4.loss_mask: 0.5267, decode.d4.loss_dice: 0.7743, decode.d5.loss_cls: 0.2930, decode.d5.loss_mask: 0.5227, decode.d5.loss_dice: 0.7740, decode.d6.loss_cls: 0.2897, decode.d6.loss_mask: 0.5231, decode.d6.loss_dice: 0.7690, decode.d7.loss_cls: 0.2816, decode.d7.loss_mask: 0.5221, decode.d7.loss_dice: 0.7704, decode.d8.loss_cls: 0.2840, decode.d8.loss_mask: 0.5221, decode.d8.loss_dice: 0.7698, loss: 17.1733, grad_norm: 64.4495 2023-12-26 04:43:46,114 - mmseg - INFO - Iter [82650/160000] lr: 4.834e-05, eta: 10:51:20, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2689, decode.loss_mask: 0.5209, decode.loss_dice: 0.7517, decode.d0.loss_cls: 1.2531, decode.d0.loss_mask: 0.5623, decode.d0.loss_dice: 0.8295, decode.d1.loss_cls: 0.3464, decode.d1.loss_mask: 0.5358, decode.d1.loss_dice: 0.7899, decode.d2.loss_cls: 0.3071, decode.d2.loss_mask: 0.5257, decode.d2.loss_dice: 0.7626, decode.d3.loss_cls: 0.2922, decode.d3.loss_mask: 0.5246, decode.d3.loss_dice: 0.7544, decode.d4.loss_cls: 0.2856, decode.d4.loss_mask: 0.5211, decode.d4.loss_dice: 0.7549, decode.d5.loss_cls: 0.2806, decode.d5.loss_mask: 0.5225, decode.d5.loss_dice: 0.7563, decode.d6.loss_cls: 0.2700, decode.d6.loss_mask: 0.5225, decode.d6.loss_dice: 0.7508, decode.d7.loss_cls: 0.2619, decode.d7.loss_mask: 0.5220, decode.d7.loss_dice: 0.7503, decode.d8.loss_cls: 0.2637, decode.d8.loss_mask: 0.5218, decode.d8.loss_dice: 0.7518, loss: 16.7610, grad_norm: 61.1956 2023-12-26 04:44:10,460 - mmseg - INFO - Iter [82700/160000] lr: 4.831e-05, eta: 10:50:54, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2746, decode.loss_mask: 0.5074, decode.loss_dice: 0.7558, decode.d0.loss_cls: 1.2884, decode.d0.loss_mask: 0.5498, decode.d0.loss_dice: 0.8555, decode.d1.loss_cls: 0.3520, decode.d1.loss_mask: 0.5248, decode.d1.loss_dice: 0.8103, decode.d2.loss_cls: 0.3178, decode.d2.loss_mask: 0.5146, decode.d2.loss_dice: 0.7784, decode.d3.loss_cls: 0.2988, decode.d3.loss_mask: 0.5130, decode.d3.loss_dice: 0.7657, decode.d4.loss_cls: 0.2924, decode.d4.loss_mask: 0.5125, decode.d4.loss_dice: 0.7615, decode.d5.loss_cls: 0.2846, decode.d5.loss_mask: 0.5120, decode.d5.loss_dice: 0.7605, decode.d6.loss_cls: 0.2849, decode.d6.loss_mask: 0.5084, decode.d6.loss_dice: 0.7539, decode.d7.loss_cls: 0.2774, decode.d7.loss_mask: 0.5092, decode.d7.loss_dice: 0.7613, decode.d8.loss_cls: 0.2725, decode.d8.loss_mask: 0.5090, decode.d8.loss_dice: 0.7609, loss: 16.8680, grad_norm: 61.9381 2023-12-26 04:44:34,954 - mmseg - INFO - Iter [82750/160000] lr: 4.828e-05, eta: 10:50:28, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2630, decode.loss_mask: 0.5094, decode.loss_dice: 0.7573, decode.d0.loss_cls: 1.2606, decode.d0.loss_mask: 0.5469, decode.d0.loss_dice: 0.8358, decode.d1.loss_cls: 0.3503, decode.d1.loss_mask: 0.5216, decode.d1.loss_dice: 0.7980, decode.d2.loss_cls: 0.3107, decode.d2.loss_mask: 0.5128, decode.d2.loss_dice: 0.7750, decode.d3.loss_cls: 0.2939, decode.d3.loss_mask: 0.5129, decode.d3.loss_dice: 0.7639, decode.d4.loss_cls: 0.2777, decode.d4.loss_mask: 0.5112, decode.d4.loss_dice: 0.7647, decode.d5.loss_cls: 0.2750, decode.d5.loss_mask: 0.5103, decode.d5.loss_dice: 0.7640, decode.d6.loss_cls: 0.2667, decode.d6.loss_mask: 0.5101, decode.d6.loss_dice: 0.7544, decode.d7.loss_cls: 0.2611, decode.d7.loss_mask: 0.5123, decode.d7.loss_dice: 0.7622, decode.d8.loss_cls: 0.2663, decode.d8.loss_mask: 0.5092, decode.d8.loss_dice: 0.7584, loss: 16.7157, grad_norm: 56.5536 2023-12-26 04:44:59,464 - mmseg - INFO - Iter [82800/160000] lr: 4.825e-05, eta: 10:50:02, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2878, decode.loss_mask: 0.5262, decode.loss_dice: 0.7919, decode.d0.loss_cls: 1.2668, decode.d0.loss_mask: 0.5689, decode.d0.loss_dice: 0.8823, decode.d1.loss_cls: 0.3723, decode.d1.loss_mask: 0.5438, decode.d1.loss_dice: 0.8384, decode.d2.loss_cls: 0.3290, decode.d2.loss_mask: 0.5336, decode.d2.loss_dice: 0.8121, decode.d3.loss_cls: 0.3103, decode.d3.loss_mask: 0.5298, decode.d3.loss_dice: 0.8003, decode.d4.loss_cls: 0.3057, decode.d4.loss_mask: 0.5274, decode.d4.loss_dice: 0.8010, decode.d5.loss_cls: 0.3018, decode.d5.loss_mask: 0.5265, decode.d5.loss_dice: 0.7990, decode.d6.loss_cls: 0.2965, decode.d6.loss_mask: 0.5249, decode.d6.loss_dice: 0.7972, decode.d7.loss_cls: 0.2871, decode.d7.loss_mask: 0.5249, decode.d7.loss_dice: 0.7979, decode.d8.loss_cls: 0.2902, decode.d8.loss_mask: 0.5260, decode.d8.loss_dice: 0.7951, loss: 17.4947, grad_norm: 64.4718 2023-12-26 04:45:24,145 - mmseg - INFO - Iter [82850/160000] lr: 4.822e-05, eta: 10:49:36, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2715, decode.loss_mask: 0.5146, decode.loss_dice: 0.7495, decode.d0.loss_cls: 1.2453, decode.d0.loss_mask: 0.5587, decode.d0.loss_dice: 0.8356, decode.d1.loss_cls: 0.3516, decode.d1.loss_mask: 0.5357, decode.d1.loss_dice: 0.7919, decode.d2.loss_cls: 0.3133, decode.d2.loss_mask: 0.5249, decode.d2.loss_dice: 0.7715, decode.d3.loss_cls: 0.3004, decode.d3.loss_mask: 0.5183, decode.d3.loss_dice: 0.7575, decode.d4.loss_cls: 0.2859, decode.d4.loss_mask: 0.5185, decode.d4.loss_dice: 0.7535, decode.d5.loss_cls: 0.2797, decode.d5.loss_mask: 0.5188, decode.d5.loss_dice: 0.7558, decode.d6.loss_cls: 0.2727, decode.d6.loss_mask: 0.5162, decode.d6.loss_dice: 0.7485, decode.d7.loss_cls: 0.2692, decode.d7.loss_mask: 0.5172, decode.d7.loss_dice: 0.7496, decode.d8.loss_cls: 0.2733, decode.d8.loss_mask: 0.5162, decode.d8.loss_dice: 0.7525, loss: 16.7679, grad_norm: 61.3247 2023-12-26 04:45:48,575 - mmseg - INFO - Iter [82900/160000] lr: 4.819e-05, eta: 10:49:10, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2629, decode.loss_mask: 0.5136, decode.loss_dice: 0.7545, decode.d0.loss_cls: 1.2561, decode.d0.loss_mask: 0.5568, decode.d0.loss_dice: 0.8262, decode.d1.loss_cls: 0.3355, decode.d1.loss_mask: 0.5308, decode.d1.loss_dice: 0.7911, decode.d2.loss_cls: 0.2983, decode.d2.loss_mask: 0.5205, decode.d2.loss_dice: 0.7686, decode.d3.loss_cls: 0.2874, decode.d3.loss_mask: 0.5167, decode.d3.loss_dice: 0.7632, decode.d4.loss_cls: 0.2769, decode.d4.loss_mask: 0.5162, decode.d4.loss_dice: 0.7588, decode.d5.loss_cls: 0.2709, decode.d5.loss_mask: 0.5133, decode.d5.loss_dice: 0.7586, decode.d6.loss_cls: 0.2638, decode.d6.loss_mask: 0.5149, decode.d6.loss_dice: 0.7541, decode.d7.loss_cls: 0.2659, decode.d7.loss_mask: 0.5147, decode.d7.loss_dice: 0.7574, decode.d8.loss_cls: 0.2614, decode.d8.loss_mask: 0.5141, decode.d8.loss_dice: 0.7524, loss: 16.6755, grad_norm: 62.4558 2023-12-26 04:46:13,160 - mmseg - INFO - Iter [82950/160000] lr: 4.816e-05, eta: 10:48:44, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2909, decode.loss_mask: 0.4938, decode.loss_dice: 0.7645, decode.d0.loss_cls: 1.3047, decode.d0.loss_mask: 0.5364, decode.d0.loss_dice: 0.8550, decode.d1.loss_cls: 0.3656, decode.d1.loss_mask: 0.5116, decode.d1.loss_dice: 0.8157, decode.d2.loss_cls: 0.3282, decode.d2.loss_mask: 0.5047, decode.d2.loss_dice: 0.7924, decode.d3.loss_cls: 0.3194, decode.d3.loss_mask: 0.4981, decode.d3.loss_dice: 0.7755, decode.d4.loss_cls: 0.3056, decode.d4.loss_mask: 0.4980, decode.d4.loss_dice: 0.7759, decode.d5.loss_cls: 0.3004, decode.d5.loss_mask: 0.4972, decode.d5.loss_dice: 0.7742, decode.d6.loss_cls: 0.2940, decode.d6.loss_mask: 0.4947, decode.d6.loss_dice: 0.7705, decode.d7.loss_cls: 0.2899, decode.d7.loss_mask: 0.4958, decode.d7.loss_dice: 0.7676, decode.d8.loss_cls: 0.2895, decode.d8.loss_mask: 0.4941, decode.d8.loss_dice: 0.7659, loss: 16.9698, grad_norm: 60.3103 2023-12-26 04:46:37,581 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 04:46:37,581 - mmseg - INFO - Iter [83000/160000] lr: 4.813e-05, eta: 10:48:18, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2821, decode.loss_mask: 0.5278, decode.loss_dice: 0.7689, decode.d0.loss_cls: 1.2661, decode.d0.loss_mask: 0.5711, decode.d0.loss_dice: 0.8595, decode.d1.loss_cls: 0.3658, decode.d1.loss_mask: 0.5440, decode.d1.loss_dice: 0.8150, decode.d2.loss_cls: 0.3316, decode.d2.loss_mask: 0.5349, decode.d2.loss_dice: 0.7915, decode.d3.loss_cls: 0.3141, decode.d3.loss_mask: 0.5309, decode.d3.loss_dice: 0.7755, decode.d4.loss_cls: 0.3037, decode.d4.loss_mask: 0.5301, decode.d4.loss_dice: 0.7768, decode.d5.loss_cls: 0.2988, decode.d5.loss_mask: 0.5301, decode.d5.loss_dice: 0.7728, decode.d6.loss_cls: 0.2946, decode.d6.loss_mask: 0.5272, decode.d6.loss_dice: 0.7700, decode.d7.loss_cls: 0.2877, decode.d7.loss_mask: 0.5282, decode.d7.loss_dice: 0.7717, decode.d8.loss_cls: 0.2859, decode.d8.loss_mask: 0.5281, decode.d8.loss_dice: 0.7696, loss: 17.2543, grad_norm: 63.8756 2023-12-26 04:47:02,272 - mmseg - INFO - Iter [83050/160000] lr: 4.809e-05, eta: 10:47:52, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2873, decode.loss_mask: 0.5216, decode.loss_dice: 0.7788, decode.d0.loss_cls: 1.2858, decode.d0.loss_mask: 0.5593, decode.d0.loss_dice: 0.8725, decode.d1.loss_cls: 0.3709, decode.d1.loss_mask: 0.5372, decode.d1.loss_dice: 0.8206, decode.d2.loss_cls: 0.3301, decode.d2.loss_mask: 0.5287, decode.d2.loss_dice: 0.7953, decode.d3.loss_cls: 0.3109, decode.d3.loss_mask: 0.5266, decode.d3.loss_dice: 0.7837, decode.d4.loss_cls: 0.3070, decode.d4.loss_mask: 0.5247, decode.d4.loss_dice: 0.7828, decode.d5.loss_cls: 0.2997, decode.d5.loss_mask: 0.5220, decode.d5.loss_dice: 0.7816, decode.d6.loss_cls: 0.2865, decode.d6.loss_mask: 0.5217, decode.d6.loss_dice: 0.7795, decode.d7.loss_cls: 0.2824, decode.d7.loss_mask: 0.5210, decode.d7.loss_dice: 0.7831, decode.d8.loss_cls: 0.2884, decode.d8.loss_mask: 0.5199, decode.d8.loss_dice: 0.7774, loss: 17.2869, grad_norm: 67.3286 2023-12-26 04:47:26,767 - mmseg - INFO - Iter [83100/160000] lr: 4.806e-05, eta: 10:47:26, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2746, decode.loss_mask: 0.5001, decode.loss_dice: 0.7347, decode.d0.loss_cls: 1.2574, decode.d0.loss_mask: 0.5403, decode.d0.loss_dice: 0.8112, decode.d1.loss_cls: 0.3503, decode.d1.loss_mask: 0.5160, decode.d1.loss_dice: 0.7743, decode.d2.loss_cls: 0.3133, decode.d2.loss_mask: 0.5039, decode.d2.loss_dice: 0.7535, decode.d3.loss_cls: 0.3047, decode.d3.loss_mask: 0.4983, decode.d3.loss_dice: 0.7391, decode.d4.loss_cls: 0.2916, decode.d4.loss_mask: 0.5002, decode.d4.loss_dice: 0.7402, decode.d5.loss_cls: 0.2866, decode.d5.loss_mask: 0.5009, decode.d5.loss_dice: 0.7369, decode.d6.loss_cls: 0.2836, decode.d6.loss_mask: 0.4987, decode.d6.loss_dice: 0.7331, decode.d7.loss_cls: 0.2789, decode.d7.loss_mask: 0.5000, decode.d7.loss_dice: 0.7337, decode.d8.loss_cls: 0.2769, decode.d8.loss_mask: 0.5008, decode.d8.loss_dice: 0.7342, loss: 16.4678, grad_norm: 62.7055 2023-12-26 04:47:51,291 - mmseg - INFO - Iter [83150/160000] lr: 4.803e-05, eta: 10:47:00, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2903, decode.loss_mask: 0.5192, decode.loss_dice: 0.7743, decode.d0.loss_cls: 1.2981, decode.d0.loss_mask: 0.5565, decode.d0.loss_dice: 0.8640, decode.d1.loss_cls: 0.3715, decode.d1.loss_mask: 0.5372, decode.d1.loss_dice: 0.8235, decode.d2.loss_cls: 0.3302, decode.d2.loss_mask: 0.5289, decode.d2.loss_dice: 0.7981, decode.d3.loss_cls: 0.3207, decode.d3.loss_mask: 0.5227, decode.d3.loss_dice: 0.7825, decode.d4.loss_cls: 0.3127, decode.d4.loss_mask: 0.5219, decode.d4.loss_dice: 0.7807, decode.d5.loss_cls: 0.3029, decode.d5.loss_mask: 0.5216, decode.d5.loss_dice: 0.7800, decode.d6.loss_cls: 0.2953, decode.d6.loss_mask: 0.5215, decode.d6.loss_dice: 0.7747, decode.d7.loss_cls: 0.2967, decode.d7.loss_mask: 0.5205, decode.d7.loss_dice: 0.7758, decode.d8.loss_cls: 0.2964, decode.d8.loss_mask: 0.5206, decode.d8.loss_dice: 0.7757, loss: 17.3147, grad_norm: 60.3710 2023-12-26 04:48:16,263 - mmseg - INFO - Iter [83200/160000] lr: 4.800e-05, eta: 10:46:34, time: 0.499, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2689, decode.loss_mask: 0.5065, decode.loss_dice: 0.7646, decode.d0.loss_cls: 1.2466, decode.d0.loss_mask: 0.5469, decode.d0.loss_dice: 0.8434, decode.d1.loss_cls: 0.3452, decode.d1.loss_mask: 0.5256, decode.d1.loss_dice: 0.8062, decode.d2.loss_cls: 0.3104, decode.d2.loss_mask: 0.5148, decode.d2.loss_dice: 0.7804, decode.d3.loss_cls: 0.2964, decode.d3.loss_mask: 0.5105, decode.d3.loss_dice: 0.7691, decode.d4.loss_cls: 0.2841, decode.d4.loss_mask: 0.5081, decode.d4.loss_dice: 0.7685, decode.d5.loss_cls: 0.2774, decode.d5.loss_mask: 0.5100, decode.d5.loss_dice: 0.7669, decode.d6.loss_cls: 0.2721, decode.d6.loss_mask: 0.5081, decode.d6.loss_dice: 0.7668, decode.d7.loss_cls: 0.2724, decode.d7.loss_mask: 0.5068, decode.d7.loss_dice: 0.7618, decode.d8.loss_cls: 0.2691, decode.d8.loss_mask: 0.5072, decode.d8.loss_dice: 0.7621, loss: 16.7770, grad_norm: 59.2364 2023-12-26 04:48:40,636 - mmseg - INFO - Iter [83250/160000] lr: 4.797e-05, eta: 10:46:08, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2615, decode.loss_mask: 0.5264, decode.loss_dice: 0.7803, decode.d0.loss_cls: 1.2388, decode.d0.loss_mask: 0.5642, decode.d0.loss_dice: 0.8671, decode.d1.loss_cls: 0.3464, decode.d1.loss_mask: 0.5470, decode.d1.loss_dice: 0.8308, decode.d2.loss_cls: 0.3022, decode.d2.loss_mask: 0.5338, decode.d2.loss_dice: 0.8043, decode.d3.loss_cls: 0.2848, decode.d3.loss_mask: 0.5294, decode.d3.loss_dice: 0.7915, decode.d4.loss_cls: 0.2756, decode.d4.loss_mask: 0.5296, decode.d4.loss_dice: 0.7924, decode.d5.loss_cls: 0.2634, decode.d5.loss_mask: 0.5298, decode.d5.loss_dice: 0.7916, decode.d6.loss_cls: 0.2627, decode.d6.loss_mask: 0.5281, decode.d6.loss_dice: 0.7852, decode.d7.loss_cls: 0.2591, decode.d7.loss_mask: 0.5281, decode.d7.loss_dice: 0.7856, decode.d8.loss_cls: 0.2672, decode.d8.loss_mask: 0.5264, decode.d8.loss_dice: 0.7822, loss: 17.1154, grad_norm: 60.5982 2023-12-26 04:49:07,432 - mmseg - INFO - Iter [83300/160000] lr: 4.794e-05, eta: 10:45:44, time: 0.536, data_time: 0.057, memory: 40245, decode.loss_cls: 0.2720, decode.loss_mask: 0.5054, decode.loss_dice: 0.7539, decode.d0.loss_cls: 1.2867, decode.d0.loss_mask: 0.5455, decode.d0.loss_dice: 0.8386, decode.d1.loss_cls: 0.3610, decode.d1.loss_mask: 0.5230, decode.d1.loss_dice: 0.7930, decode.d2.loss_cls: 0.3168, decode.d2.loss_mask: 0.5129, decode.d2.loss_dice: 0.7757, decode.d3.loss_cls: 0.3048, decode.d3.loss_mask: 0.5069, decode.d3.loss_dice: 0.7569, decode.d4.loss_cls: 0.2938, decode.d4.loss_mask: 0.5074, decode.d4.loss_dice: 0.7617, decode.d5.loss_cls: 0.2858, decode.d5.loss_mask: 0.5052, decode.d5.loss_dice: 0.7601, decode.d6.loss_cls: 0.2805, decode.d6.loss_mask: 0.5063, decode.d6.loss_dice: 0.7548, decode.d7.loss_cls: 0.2744, decode.d7.loss_mask: 0.5043, decode.d7.loss_dice: 0.7583, decode.d8.loss_cls: 0.2702, decode.d8.loss_mask: 0.5062, decode.d8.loss_dice: 0.7548, loss: 16.7770, grad_norm: 59.3501 2023-12-26 04:49:32,049 - mmseg - INFO - Iter [83350/160000] lr: 4.791e-05, eta: 10:45:18, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2643, decode.loss_mask: 0.5356, decode.loss_dice: 0.7714, decode.d0.loss_cls: 1.2556, decode.d0.loss_mask: 0.5773, decode.d0.loss_dice: 0.8599, decode.d1.loss_cls: 0.3400, decode.d1.loss_mask: 0.5524, decode.d1.loss_dice: 0.8156, decode.d2.loss_cls: 0.3031, decode.d2.loss_mask: 0.5396, decode.d2.loss_dice: 0.7956, decode.d3.loss_cls: 0.2963, decode.d3.loss_mask: 0.5384, decode.d3.loss_dice: 0.7794, decode.d4.loss_cls: 0.2863, decode.d4.loss_mask: 0.5371, decode.d4.loss_dice: 0.7796, decode.d5.loss_cls: 0.2792, decode.d5.loss_mask: 0.5366, decode.d5.loss_dice: 0.7754, decode.d6.loss_cls: 0.2716, decode.d6.loss_mask: 0.5364, decode.d6.loss_dice: 0.7720, decode.d7.loss_cls: 0.2688, decode.d7.loss_mask: 0.5362, decode.d7.loss_dice: 0.7720, decode.d8.loss_cls: 0.2658, decode.d8.loss_mask: 0.5344, decode.d8.loss_dice: 0.7746, loss: 17.1505, grad_norm: 67.4777 2023-12-26 04:49:56,514 - mmseg - INFO - Iter [83400/160000] lr: 4.788e-05, eta: 10:44:52, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2765, decode.loss_mask: 0.5093, decode.loss_dice: 0.7620, decode.d0.loss_cls: 1.2445, decode.d0.loss_mask: 0.5565, decode.d0.loss_dice: 0.8490, decode.d1.loss_cls: 0.3549, decode.d1.loss_mask: 0.5301, decode.d1.loss_dice: 0.8072, decode.d2.loss_cls: 0.3108, decode.d2.loss_mask: 0.5149, decode.d2.loss_dice: 0.7866, decode.d3.loss_cls: 0.3040, decode.d3.loss_mask: 0.5119, decode.d3.loss_dice: 0.7732, decode.d4.loss_cls: 0.2919, decode.d4.loss_mask: 0.5119, decode.d4.loss_dice: 0.7731, decode.d5.loss_cls: 0.2807, decode.d5.loss_mask: 0.5102, decode.d5.loss_dice: 0.7710, decode.d6.loss_cls: 0.2786, decode.d6.loss_mask: 0.5102, decode.d6.loss_dice: 0.7634, decode.d7.loss_cls: 0.2732, decode.d7.loss_mask: 0.5100, decode.d7.loss_dice: 0.7630, decode.d8.loss_cls: 0.2694, decode.d8.loss_mask: 0.5107, decode.d8.loss_dice: 0.7650, loss: 16.8735, grad_norm: 58.5839 2023-12-26 04:50:21,260 - mmseg - INFO - Iter [83450/160000] lr: 4.784e-05, eta: 10:44:27, time: 0.495, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2602, decode.loss_mask: 0.5067, decode.loss_dice: 0.7380, decode.d0.loss_cls: 1.2520, decode.d0.loss_mask: 0.5443, decode.d0.loss_dice: 0.8241, decode.d1.loss_cls: 0.3459, decode.d1.loss_mask: 0.5215, decode.d1.loss_dice: 0.7866, decode.d2.loss_cls: 0.2991, decode.d2.loss_mask: 0.5115, decode.d2.loss_dice: 0.7651, decode.d3.loss_cls: 0.2869, decode.d3.loss_mask: 0.5087, decode.d3.loss_dice: 0.7456, decode.d4.loss_cls: 0.2791, decode.d4.loss_mask: 0.5078, decode.d4.loss_dice: 0.7502, decode.d5.loss_cls: 0.2707, decode.d5.loss_mask: 0.5067, decode.d5.loss_dice: 0.7416, decode.d6.loss_cls: 0.2726, decode.d6.loss_mask: 0.5057, decode.d6.loss_dice: 0.7402, decode.d7.loss_cls: 0.2656, decode.d7.loss_mask: 0.5048, decode.d7.loss_dice: 0.7372, decode.d8.loss_cls: 0.2588, decode.d8.loss_mask: 0.5054, decode.d8.loss_dice: 0.7397, loss: 16.4822, grad_norm: 60.2894 2023-12-26 04:50:45,691 - mmseg - INFO - Iter [83500/160000] lr: 4.781e-05, eta: 10:44:00, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2595, decode.loss_mask: 0.5193, decode.loss_dice: 0.7369, decode.d0.loss_cls: 1.2596, decode.d0.loss_mask: 0.5546, decode.d0.loss_dice: 0.8218, decode.d1.loss_cls: 0.3263, decode.d1.loss_mask: 0.5370, decode.d1.loss_dice: 0.7969, decode.d2.loss_cls: 0.2976, decode.d2.loss_mask: 0.5269, decode.d2.loss_dice: 0.7652, decode.d3.loss_cls: 0.2832, decode.d3.loss_mask: 0.5214, decode.d3.loss_dice: 0.7495, decode.d4.loss_cls: 0.2738, decode.d4.loss_mask: 0.5215, decode.d4.loss_dice: 0.7514, decode.d5.loss_cls: 0.2743, decode.d5.loss_mask: 0.5188, decode.d5.loss_dice: 0.7456, decode.d6.loss_cls: 0.2640, decode.d6.loss_mask: 0.5185, decode.d6.loss_dice: 0.7385, decode.d7.loss_cls: 0.2623, decode.d7.loss_mask: 0.5192, decode.d7.loss_dice: 0.7417, decode.d8.loss_cls: 0.2584, decode.d8.loss_mask: 0.5182, decode.d8.loss_dice: 0.7451, loss: 16.6070, grad_norm: 63.1648 2023-12-26 04:51:10,393 - mmseg - INFO - Iter [83550/160000] lr: 4.778e-05, eta: 10:43:35, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2691, decode.loss_mask: 0.5182, decode.loss_dice: 0.7540, decode.d0.loss_cls: 1.2557, decode.d0.loss_mask: 0.5617, decode.d0.loss_dice: 0.8339, decode.d1.loss_cls: 0.3519, decode.d1.loss_mask: 0.5388, decode.d1.loss_dice: 0.7974, decode.d2.loss_cls: 0.3131, decode.d2.loss_mask: 0.5268, decode.d2.loss_dice: 0.7701, decode.d3.loss_cls: 0.2992, decode.d3.loss_mask: 0.5235, decode.d3.loss_dice: 0.7587, decode.d4.loss_cls: 0.2842, decode.d4.loss_mask: 0.5216, decode.d4.loss_dice: 0.7593, decode.d5.loss_cls: 0.2816, decode.d5.loss_mask: 0.5184, decode.d5.loss_dice: 0.7579, decode.d6.loss_cls: 0.2742, decode.d6.loss_mask: 0.5193, decode.d6.loss_dice: 0.7520, decode.d7.loss_cls: 0.2702, decode.d7.loss_mask: 0.5182, decode.d7.loss_dice: 0.7535, decode.d8.loss_cls: 0.2701, decode.d8.loss_mask: 0.5176, decode.d8.loss_dice: 0.7525, loss: 16.8226, grad_norm: 70.0510 2023-12-26 04:51:34,678 - mmseg - INFO - Iter [83600/160000] lr: 4.775e-05, eta: 10:43:08, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2608, decode.loss_mask: 0.5047, decode.loss_dice: 0.7497, decode.d0.loss_cls: 1.2484, decode.d0.loss_mask: 0.5500, decode.d0.loss_dice: 0.8340, decode.d1.loss_cls: 0.3446, decode.d1.loss_mask: 0.5277, decode.d1.loss_dice: 0.7939, decode.d2.loss_cls: 0.3094, decode.d2.loss_mask: 0.5107, decode.d2.loss_dice: 0.7682, decode.d3.loss_cls: 0.2917, decode.d3.loss_mask: 0.5104, decode.d3.loss_dice: 0.7597, decode.d4.loss_cls: 0.2862, decode.d4.loss_mask: 0.5061, decode.d4.loss_dice: 0.7546, decode.d5.loss_cls: 0.2725, decode.d5.loss_mask: 0.5067, decode.d5.loss_dice: 0.7531, decode.d6.loss_cls: 0.2729, decode.d6.loss_mask: 0.5046, decode.d6.loss_dice: 0.7504, decode.d7.loss_cls: 0.2661, decode.d7.loss_mask: 0.5030, decode.d7.loss_dice: 0.7470, decode.d8.loss_cls: 0.2604, decode.d8.loss_mask: 0.5040, decode.d8.loss_dice: 0.7504, loss: 16.6016, grad_norm: 58.1590 2023-12-26 04:51:59,143 - mmseg - INFO - Iter [83650/160000] lr: 4.772e-05, eta: 10:42:42, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2891, decode.loss_mask: 0.5229, decode.loss_dice: 0.7655, decode.d0.loss_cls: 1.3142, decode.d0.loss_mask: 0.5653, decode.d0.loss_dice: 0.8528, decode.d1.loss_cls: 0.3714, decode.d1.loss_mask: 0.5424, decode.d1.loss_dice: 0.8161, decode.d2.loss_cls: 0.3355, decode.d2.loss_mask: 0.5280, decode.d2.loss_dice: 0.7855, decode.d3.loss_cls: 0.3181, decode.d3.loss_mask: 0.5280, decode.d3.loss_dice: 0.7783, decode.d4.loss_cls: 0.3046, decode.d4.loss_mask: 0.5263, decode.d4.loss_dice: 0.7757, decode.d5.loss_cls: 0.2984, decode.d5.loss_mask: 0.5235, decode.d5.loss_dice: 0.7731, decode.d6.loss_cls: 0.2939, decode.d6.loss_mask: 0.5252, decode.d6.loss_dice: 0.7648, decode.d7.loss_cls: 0.2923, decode.d7.loss_mask: 0.5253, decode.d7.loss_dice: 0.7672, decode.d8.loss_cls: 0.2858, decode.d8.loss_mask: 0.5239, decode.d8.loss_dice: 0.7666, loss: 17.2599, grad_norm: 62.6273 2023-12-26 04:52:23,535 - mmseg - INFO - Iter [83700/160000] lr: 4.769e-05, eta: 10:42:16, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2885, decode.loss_mask: 0.5084, decode.loss_dice: 0.7649, decode.d0.loss_cls: 1.2951, decode.d0.loss_mask: 0.5519, decode.d0.loss_dice: 0.8507, decode.d1.loss_cls: 0.3724, decode.d1.loss_mask: 0.5295, decode.d1.loss_dice: 0.8124, decode.d2.loss_cls: 0.3355, decode.d2.loss_mask: 0.5184, decode.d2.loss_dice: 0.7819, decode.d3.loss_cls: 0.3223, decode.d3.loss_mask: 0.5116, decode.d3.loss_dice: 0.7688, decode.d4.loss_cls: 0.3105, decode.d4.loss_mask: 0.5123, decode.d4.loss_dice: 0.7728, decode.d5.loss_cls: 0.2966, decode.d5.loss_mask: 0.5096, decode.d5.loss_dice: 0.7683, decode.d6.loss_cls: 0.2947, decode.d6.loss_mask: 0.5081, decode.d6.loss_dice: 0.7627, decode.d7.loss_cls: 0.2906, decode.d7.loss_mask: 0.5081, decode.d7.loss_dice: 0.7622, decode.d8.loss_cls: 0.2883, decode.d8.loss_mask: 0.5087, decode.d8.loss_dice: 0.7649, loss: 17.0711, grad_norm: 63.3720 2023-12-26 04:52:49,047 - mmseg - INFO - Iter [83750/160000] lr: 4.766e-05, eta: 10:41:51, time: 0.510, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2811, decode.loss_mask: 0.4946, decode.loss_dice: 0.7591, decode.d0.loss_cls: 1.2460, decode.d0.loss_mask: 0.5253, decode.d0.loss_dice: 0.8323, decode.d1.loss_cls: 0.3481, decode.d1.loss_mask: 0.5124, decode.d1.loss_dice: 0.7972, decode.d2.loss_cls: 0.3126, decode.d2.loss_mask: 0.5018, decode.d2.loss_dice: 0.7772, decode.d3.loss_cls: 0.3108, decode.d3.loss_mask: 0.4999, decode.d3.loss_dice: 0.7636, decode.d4.loss_cls: 0.2926, decode.d4.loss_mask: 0.5012, decode.d4.loss_dice: 0.7673, decode.d5.loss_cls: 0.2823, decode.d5.loss_mask: 0.4963, decode.d5.loss_dice: 0.7647, decode.d6.loss_cls: 0.2811, decode.d6.loss_mask: 0.4961, decode.d6.loss_dice: 0.7571, decode.d7.loss_cls: 0.2761, decode.d7.loss_mask: 0.4949, decode.d7.loss_dice: 0.7584, decode.d8.loss_cls: 0.2737, decode.d8.loss_mask: 0.4956, decode.d8.loss_dice: 0.7551, loss: 16.6544, grad_norm: 55.0969 2023-12-26 04:53:13,666 - mmseg - INFO - Iter [83800/160000] lr: 4.763e-05, eta: 10:41:25, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2685, decode.loss_mask: 0.5041, decode.loss_dice: 0.7718, decode.d0.loss_cls: 1.2607, decode.d0.loss_mask: 0.5426, decode.d0.loss_dice: 0.8584, decode.d1.loss_cls: 0.3542, decode.d1.loss_mask: 0.5240, decode.d1.loss_dice: 0.8145, decode.d2.loss_cls: 0.3155, decode.d2.loss_mask: 0.5138, decode.d2.loss_dice: 0.7967, decode.d3.loss_cls: 0.3049, decode.d3.loss_mask: 0.5059, decode.d3.loss_dice: 0.7820, decode.d4.loss_cls: 0.2966, decode.d4.loss_mask: 0.5055, decode.d4.loss_dice: 0.7774, decode.d5.loss_cls: 0.2903, decode.d5.loss_mask: 0.5039, decode.d5.loss_dice: 0.7765, decode.d6.loss_cls: 0.2812, decode.d6.loss_mask: 0.5042, decode.d6.loss_dice: 0.7707, decode.d7.loss_cls: 0.2774, decode.d7.loss_mask: 0.5038, decode.d7.loss_dice: 0.7698, decode.d8.loss_cls: 0.2767, decode.d8.loss_mask: 0.5031, decode.d8.loss_dice: 0.7708, loss: 16.9253, grad_norm: 56.2047 2023-12-26 04:53:38,043 - mmseg - INFO - Iter [83850/160000] lr: 4.759e-05, eta: 10:40:59, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2644, decode.loss_mask: 0.5191, decode.loss_dice: 0.7885, decode.d0.loss_cls: 1.2863, decode.d0.loss_mask: 0.5616, decode.d0.loss_dice: 0.8643, decode.d1.loss_cls: 0.3586, decode.d1.loss_mask: 0.5390, decode.d1.loss_dice: 0.8323, decode.d2.loss_cls: 0.3170, decode.d2.loss_mask: 0.5264, decode.d2.loss_dice: 0.8060, decode.d3.loss_cls: 0.2933, decode.d3.loss_mask: 0.5228, decode.d3.loss_dice: 0.7876, decode.d4.loss_cls: 0.2862, decode.d4.loss_mask: 0.5236, decode.d4.loss_dice: 0.7921, decode.d5.loss_cls: 0.2792, decode.d5.loss_mask: 0.5220, decode.d5.loss_dice: 0.7899, decode.d6.loss_cls: 0.2795, decode.d6.loss_mask: 0.5178, decode.d6.loss_dice: 0.7827, decode.d7.loss_cls: 0.2729, decode.d7.loss_mask: 0.5183, decode.d7.loss_dice: 0.7866, decode.d8.loss_cls: 0.2688, decode.d8.loss_mask: 0.5179, decode.d8.loss_dice: 0.7865, loss: 17.1913, grad_norm: 65.0322 2023-12-26 04:54:02,405 - mmseg - INFO - Iter [83900/160000] lr: 4.756e-05, eta: 10:40:33, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2622, decode.loss_mask: 0.5144, decode.loss_dice: 0.7579, decode.d0.loss_cls: 1.2406, decode.d0.loss_mask: 0.5532, decode.d0.loss_dice: 0.8417, decode.d1.loss_cls: 0.3411, decode.d1.loss_mask: 0.5307, decode.d1.loss_dice: 0.8036, decode.d2.loss_cls: 0.3051, decode.d2.loss_mask: 0.5197, decode.d2.loss_dice: 0.7815, decode.d3.loss_cls: 0.2885, decode.d3.loss_mask: 0.5175, decode.d3.loss_dice: 0.7674, decode.d4.loss_cls: 0.2733, decode.d4.loss_mask: 0.5157, decode.d4.loss_dice: 0.7682, decode.d5.loss_cls: 0.2717, decode.d5.loss_mask: 0.5163, decode.d5.loss_dice: 0.7660, decode.d6.loss_cls: 0.2697, decode.d6.loss_mask: 0.5136, decode.d6.loss_dice: 0.7587, decode.d7.loss_cls: 0.2588, decode.d7.loss_mask: 0.5155, decode.d7.loss_dice: 0.7609, decode.d8.loss_cls: 0.2586, decode.d8.loss_mask: 0.5145, decode.d8.loss_dice: 0.7598, loss: 16.7466, grad_norm: 66.9006 2023-12-26 04:54:27,045 - mmseg - INFO - Iter [83950/160000] lr: 4.753e-05, eta: 10:40:07, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2756, decode.loss_mask: 0.5226, decode.loss_dice: 0.7659, decode.d0.loss_cls: 1.2717, decode.d0.loss_mask: 0.5644, decode.d0.loss_dice: 0.8490, decode.d1.loss_cls: 0.3553, decode.d1.loss_mask: 0.5407, decode.d1.loss_dice: 0.8080, decode.d2.loss_cls: 0.3194, decode.d2.loss_mask: 0.5299, decode.d2.loss_dice: 0.7864, decode.d3.loss_cls: 0.3039, decode.d3.loss_mask: 0.5244, decode.d3.loss_dice: 0.7690, decode.d4.loss_cls: 0.2869, decode.d4.loss_mask: 0.5236, decode.d4.loss_dice: 0.7694, decode.d5.loss_cls: 0.2858, decode.d5.loss_mask: 0.5235, decode.d5.loss_dice: 0.7682, decode.d6.loss_cls: 0.2898, decode.d6.loss_mask: 0.5221, decode.d6.loss_dice: 0.7641, decode.d7.loss_cls: 0.2783, decode.d7.loss_mask: 0.5230, decode.d7.loss_dice: 0.7658, decode.d8.loss_cls: 0.2776, decode.d8.loss_mask: 0.5218, decode.d8.loss_dice: 0.7633, loss: 17.0494, grad_norm: 59.7050 2023-12-26 04:54:51,709 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 04:54:51,709 - mmseg - INFO - Iter [84000/160000] lr: 4.750e-05, eta: 10:39:41, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2679, decode.loss_mask: 0.5069, decode.loss_dice: 0.7588, decode.d0.loss_cls: 1.2806, decode.d0.loss_mask: 0.5475, decode.d0.loss_dice: 0.8430, decode.d1.loss_cls: 0.3459, decode.d1.loss_mask: 0.5268, decode.d1.loss_dice: 0.8065, decode.d2.loss_cls: 0.3150, decode.d2.loss_mask: 0.5125, decode.d2.loss_dice: 0.7766, decode.d3.loss_cls: 0.2920, decode.d3.loss_mask: 0.5114, decode.d3.loss_dice: 0.7657, decode.d4.loss_cls: 0.2784, decode.d4.loss_mask: 0.5108, decode.d4.loss_dice: 0.7675, decode.d5.loss_cls: 0.2785, decode.d5.loss_mask: 0.5099, decode.d5.loss_dice: 0.7657, decode.d6.loss_cls: 0.2710, decode.d6.loss_mask: 0.5074, decode.d6.loss_dice: 0.7572, decode.d7.loss_cls: 0.2689, decode.d7.loss_mask: 0.5076, decode.d7.loss_dice: 0.7590, decode.d8.loss_cls: 0.2662, decode.d8.loss_mask: 0.5077, decode.d8.loss_dice: 0.7584, loss: 16.7713, grad_norm: 56.1970 2023-12-26 04:55:16,455 - mmseg - INFO - Iter [84050/160000] lr: 4.747e-05, eta: 10:39:15, time: 0.495, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2778, decode.loss_mask: 0.4988, decode.loss_dice: 0.7630, decode.d0.loss_cls: 1.2566, decode.d0.loss_mask: 0.5378, decode.d0.loss_dice: 0.8482, decode.d1.loss_cls: 0.3553, decode.d1.loss_mask: 0.5172, decode.d1.loss_dice: 0.8170, decode.d2.loss_cls: 0.3216, decode.d2.loss_mask: 0.5063, decode.d2.loss_dice: 0.7877, decode.d3.loss_cls: 0.3008, decode.d3.loss_mask: 0.5024, decode.d3.loss_dice: 0.7674, decode.d4.loss_cls: 0.2967, decode.d4.loss_mask: 0.5002, decode.d4.loss_dice: 0.7698, decode.d5.loss_cls: 0.2916, decode.d5.loss_mask: 0.5005, decode.d5.loss_dice: 0.7678, decode.d6.loss_cls: 0.2826, decode.d6.loss_mask: 0.5014, decode.d6.loss_dice: 0.7635, decode.d7.loss_cls: 0.2752, decode.d7.loss_mask: 0.5005, decode.d7.loss_dice: 0.7644, decode.d8.loss_cls: 0.2736, decode.d8.loss_mask: 0.4977, decode.d8.loss_dice: 0.7631, loss: 16.8068, grad_norm: 59.9357 2023-12-26 04:55:40,918 - mmseg - INFO - Iter [84100/160000] lr: 4.744e-05, eta: 10:38:49, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2618, decode.loss_mask: 0.5136, decode.loss_dice: 0.7765, decode.d0.loss_cls: 1.2368, decode.d0.loss_mask: 0.5520, decode.d0.loss_dice: 0.8603, decode.d1.loss_cls: 0.3366, decode.d1.loss_mask: 0.5262, decode.d1.loss_dice: 0.8240, decode.d2.loss_cls: 0.3046, decode.d2.loss_mask: 0.5185, decode.d2.loss_dice: 0.7933, decode.d3.loss_cls: 0.2896, decode.d3.loss_mask: 0.5141, decode.d3.loss_dice: 0.7847, decode.d4.loss_cls: 0.2838, decode.d4.loss_mask: 0.5129, decode.d4.loss_dice: 0.7822, decode.d5.loss_cls: 0.2686, decode.d5.loss_mask: 0.5141, decode.d5.loss_dice: 0.7822, decode.d6.loss_cls: 0.2675, decode.d6.loss_mask: 0.5130, decode.d6.loss_dice: 0.7760, decode.d7.loss_cls: 0.2613, decode.d7.loss_mask: 0.5141, decode.d7.loss_dice: 0.7783, decode.d8.loss_cls: 0.2587, decode.d8.loss_mask: 0.5135, decode.d8.loss_dice: 0.7790, loss: 16.8979, grad_norm: 66.4367 2023-12-26 04:56:05,354 - mmseg - INFO - Iter [84150/160000] lr: 4.741e-05, eta: 10:38:23, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2715, decode.loss_mask: 0.5244, decode.loss_dice: 0.7728, decode.d0.loss_cls: 1.2620, decode.d0.loss_mask: 0.5653, decode.d0.loss_dice: 0.8640, decode.d1.loss_cls: 0.3578, decode.d1.loss_mask: 0.5444, decode.d1.loss_dice: 0.8181, decode.d2.loss_cls: 0.3130, decode.d2.loss_mask: 0.5325, decode.d2.loss_dice: 0.7969, decode.d3.loss_cls: 0.2991, decode.d3.loss_mask: 0.5294, decode.d3.loss_dice: 0.7809, decode.d4.loss_cls: 0.2859, decode.d4.loss_mask: 0.5301, decode.d4.loss_dice: 0.7803, decode.d5.loss_cls: 0.2795, decode.d5.loss_mask: 0.5264, decode.d5.loss_dice: 0.7797, decode.d6.loss_cls: 0.2735, decode.d6.loss_mask: 0.5272, decode.d6.loss_dice: 0.7757, decode.d7.loss_cls: 0.2696, decode.d7.loss_mask: 0.5268, decode.d7.loss_dice: 0.7756, decode.d8.loss_cls: 0.2739, decode.d8.loss_mask: 0.5233, decode.d8.loss_dice: 0.7767, loss: 17.1362, grad_norm: 63.9726 2023-12-26 04:56:29,706 - mmseg - INFO - Iter [84200/160000] lr: 4.738e-05, eta: 10:37:57, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2711, decode.loss_mask: 0.5194, decode.loss_dice: 0.7658, decode.d0.loss_cls: 1.2831, decode.d0.loss_mask: 0.5576, decode.d0.loss_dice: 0.8519, decode.d1.loss_cls: 0.3579, decode.d1.loss_mask: 0.5368, decode.d1.loss_dice: 0.8135, decode.d2.loss_cls: 0.3202, decode.d2.loss_mask: 0.5254, decode.d2.loss_dice: 0.7874, decode.d3.loss_cls: 0.3000, decode.d3.loss_mask: 0.5205, decode.d3.loss_dice: 0.7768, decode.d4.loss_cls: 0.2842, decode.d4.loss_mask: 0.5219, decode.d4.loss_dice: 0.7737, decode.d5.loss_cls: 0.2820, decode.d5.loss_mask: 0.5213, decode.d5.loss_dice: 0.7682, decode.d6.loss_cls: 0.2807, decode.d6.loss_mask: 0.5198, decode.d6.loss_dice: 0.7657, decode.d7.loss_cls: 0.2783, decode.d7.loss_mask: 0.5201, decode.d7.loss_dice: 0.7673, decode.d8.loss_cls: 0.2731, decode.d8.loss_mask: 0.5199, decode.d8.loss_dice: 0.7697, loss: 17.0334, grad_norm: 59.5440 2023-12-26 04:56:54,172 - mmseg - INFO - Iter [84250/160000] lr: 4.734e-05, eta: 10:37:31, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2833, decode.loss_mask: 0.5089, decode.loss_dice: 0.7750, decode.d0.loss_cls: 1.2612, decode.d0.loss_mask: 0.5426, decode.d0.loss_dice: 0.8635, decode.d1.loss_cls: 0.3654, decode.d1.loss_mask: 0.5228, decode.d1.loss_dice: 0.8161, decode.d2.loss_cls: 0.3272, decode.d2.loss_mask: 0.5175, decode.d2.loss_dice: 0.7874, decode.d3.loss_cls: 0.3145, decode.d3.loss_mask: 0.5138, decode.d3.loss_dice: 0.7751, decode.d4.loss_cls: 0.3112, decode.d4.loss_mask: 0.5117, decode.d4.loss_dice: 0.7775, decode.d5.loss_cls: 0.2947, decode.d5.loss_mask: 0.5086, decode.d5.loss_dice: 0.7741, decode.d6.loss_cls: 0.2886, decode.d6.loss_mask: 0.5085, decode.d6.loss_dice: 0.7763, decode.d7.loss_cls: 0.2880, decode.d7.loss_mask: 0.5074, decode.d7.loss_dice: 0.7726, decode.d8.loss_cls: 0.2852, decode.d8.loss_mask: 0.5095, decode.d8.loss_dice: 0.7703, loss: 17.0582, grad_norm: 64.3944 2023-12-26 04:57:18,667 - mmseg - INFO - Iter [84300/160000] lr: 4.731e-05, eta: 10:37:05, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2689, decode.loss_mask: 0.5084, decode.loss_dice: 0.7527, decode.d0.loss_cls: 1.2910, decode.d0.loss_mask: 0.5524, decode.d0.loss_dice: 0.8382, decode.d1.loss_cls: 0.3501, decode.d1.loss_mask: 0.5276, decode.d1.loss_dice: 0.7960, decode.d2.loss_cls: 0.3144, decode.d2.loss_mask: 0.5145, decode.d2.loss_dice: 0.7698, decode.d3.loss_cls: 0.2969, decode.d3.loss_mask: 0.5090, decode.d3.loss_dice: 0.7606, decode.d4.loss_cls: 0.2792, decode.d4.loss_mask: 0.5094, decode.d4.loss_dice: 0.7615, decode.d5.loss_cls: 0.2766, decode.d5.loss_mask: 0.5077, decode.d5.loss_dice: 0.7603, decode.d6.loss_cls: 0.2786, decode.d6.loss_mask: 0.5080, decode.d6.loss_dice: 0.7535, decode.d7.loss_cls: 0.2677, decode.d7.loss_mask: 0.5082, decode.d7.loss_dice: 0.7521, decode.d8.loss_cls: 0.2680, decode.d8.loss_mask: 0.5083, decode.d8.loss_dice: 0.7565, loss: 16.7462, grad_norm: 62.8398 2023-12-26 04:57:43,249 - mmseg - INFO - Iter [84350/160000] lr: 4.728e-05, eta: 10:36:39, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2664, decode.loss_mask: 0.5101, decode.loss_dice: 0.7644, decode.d0.loss_cls: 1.2604, decode.d0.loss_mask: 0.5538, decode.d0.loss_dice: 0.8530, decode.d1.loss_cls: 0.3453, decode.d1.loss_mask: 0.5274, decode.d1.loss_dice: 0.8102, decode.d2.loss_cls: 0.3090, decode.d2.loss_mask: 0.5172, decode.d2.loss_dice: 0.7775, decode.d3.loss_cls: 0.2949, decode.d3.loss_mask: 0.5139, decode.d3.loss_dice: 0.7646, decode.d4.loss_cls: 0.2824, decode.d4.loss_mask: 0.5113, decode.d4.loss_dice: 0.7663, decode.d5.loss_cls: 0.2753, decode.d5.loss_mask: 0.5117, decode.d5.loss_dice: 0.7671, decode.d6.loss_cls: 0.2739, decode.d6.loss_mask: 0.5109, decode.d6.loss_dice: 0.7606, decode.d7.loss_cls: 0.2711, decode.d7.loss_mask: 0.5098, decode.d7.loss_dice: 0.7635, decode.d8.loss_cls: 0.2685, decode.d8.loss_mask: 0.5091, decode.d8.loss_dice: 0.7630, loss: 16.8125, grad_norm: 58.8256 2023-12-26 04:58:07,575 - mmseg - INFO - Iter [84400/160000] lr: 4.725e-05, eta: 10:36:13, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2625, decode.loss_mask: 0.5112, decode.loss_dice: 0.7327, decode.d0.loss_cls: 1.2644, decode.d0.loss_mask: 0.5573, decode.d0.loss_dice: 0.8218, decode.d1.loss_cls: 0.3502, decode.d1.loss_mask: 0.5310, decode.d1.loss_dice: 0.7704, decode.d2.loss_cls: 0.3175, decode.d2.loss_mask: 0.5198, decode.d2.loss_dice: 0.7449, decode.d3.loss_cls: 0.2967, decode.d3.loss_mask: 0.5174, decode.d3.loss_dice: 0.7390, decode.d4.loss_cls: 0.2874, decode.d4.loss_mask: 0.5173, decode.d4.loss_dice: 0.7353, decode.d5.loss_cls: 0.2807, decode.d5.loss_mask: 0.5138, decode.d5.loss_dice: 0.7323, decode.d6.loss_cls: 0.2728, decode.d6.loss_mask: 0.5140, decode.d6.loss_dice: 0.7304, decode.d7.loss_cls: 0.2636, decode.d7.loss_mask: 0.5125, decode.d7.loss_dice: 0.7292, decode.d8.loss_cls: 0.2658, decode.d8.loss_mask: 0.5125, decode.d8.loss_dice: 0.7335, loss: 16.5378, grad_norm: 64.9318 2023-12-26 04:58:32,130 - mmseg - INFO - Iter [84450/160000] lr: 4.722e-05, eta: 10:35:47, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2707, decode.loss_mask: 0.4862, decode.loss_dice: 0.7410, decode.d0.loss_cls: 1.2766, decode.d0.loss_mask: 0.5284, decode.d0.loss_dice: 0.8302, decode.d1.loss_cls: 0.3479, decode.d1.loss_mask: 0.5090, decode.d1.loss_dice: 0.7919, decode.d2.loss_cls: 0.3164, decode.d2.loss_mask: 0.4965, decode.d2.loss_dice: 0.7627, decode.d3.loss_cls: 0.2950, decode.d3.loss_mask: 0.4927, decode.d3.loss_dice: 0.7537, decode.d4.loss_cls: 0.2856, decode.d4.loss_mask: 0.4927, decode.d4.loss_dice: 0.7560, decode.d5.loss_cls: 0.2728, decode.d5.loss_mask: 0.4920, decode.d5.loss_dice: 0.7515, decode.d6.loss_cls: 0.2725, decode.d6.loss_mask: 0.4900, decode.d6.loss_dice: 0.7457, decode.d7.loss_cls: 0.2690, decode.d7.loss_mask: 0.4882, decode.d7.loss_dice: 0.7452, decode.d8.loss_cls: 0.2668, decode.d8.loss_mask: 0.4880, decode.d8.loss_dice: 0.7424, loss: 16.4572, grad_norm: 55.9801 2023-12-26 04:58:56,641 - mmseg - INFO - Iter [84500/160000] lr: 4.719e-05, eta: 10:35:21, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2695, decode.loss_mask: 0.5280, decode.loss_dice: 0.7714, decode.d0.loss_cls: 1.2882, decode.d0.loss_mask: 0.5701, decode.d0.loss_dice: 0.8451, decode.d1.loss_cls: 0.3554, decode.d1.loss_mask: 0.5412, decode.d1.loss_dice: 0.8097, decode.d2.loss_cls: 0.3115, decode.d2.loss_mask: 0.5338, decode.d2.loss_dice: 0.7847, decode.d3.loss_cls: 0.3002, decode.d3.loss_mask: 0.5279, decode.d3.loss_dice: 0.7740, decode.d4.loss_cls: 0.2871, decode.d4.loss_mask: 0.5278, decode.d4.loss_dice: 0.7754, decode.d5.loss_cls: 0.2824, decode.d5.loss_mask: 0.5278, decode.d5.loss_dice: 0.7725, decode.d6.loss_cls: 0.2773, decode.d6.loss_mask: 0.5279, decode.d6.loss_dice: 0.7672, decode.d7.loss_cls: 0.2776, decode.d7.loss_mask: 0.5278, decode.d7.loss_dice: 0.7674, decode.d8.loss_cls: 0.2698, decode.d8.loss_mask: 0.5277, decode.d8.loss_dice: 0.7709, loss: 17.0972, grad_norm: 62.6608 2023-12-26 04:59:23,376 - mmseg - INFO - Iter [84550/160000] lr: 4.716e-05, eta: 10:34:57, time: 0.535, data_time: 0.058, memory: 40245, decode.loss_cls: 0.2809, decode.loss_mask: 0.5003, decode.loss_dice: 0.7532, decode.d0.loss_cls: 1.3085, decode.d0.loss_mask: 0.5408, decode.d0.loss_dice: 0.8403, decode.d1.loss_cls: 0.3623, decode.d1.loss_mask: 0.5202, decode.d1.loss_dice: 0.7961, decode.d2.loss_cls: 0.3263, decode.d2.loss_mask: 0.5086, decode.d2.loss_dice: 0.7755, decode.d3.loss_cls: 0.3118, decode.d3.loss_mask: 0.5035, decode.d3.loss_dice: 0.7642, decode.d4.loss_cls: 0.3029, decode.d4.loss_mask: 0.5032, decode.d4.loss_dice: 0.7631, decode.d5.loss_cls: 0.2884, decode.d5.loss_mask: 0.5048, decode.d5.loss_dice: 0.7608, decode.d6.loss_cls: 0.2908, decode.d6.loss_mask: 0.5008, decode.d6.loss_dice: 0.7495, decode.d7.loss_cls: 0.2802, decode.d7.loss_mask: 0.5017, decode.d7.loss_dice: 0.7549, decode.d8.loss_cls: 0.2828, decode.d8.loss_mask: 0.5009, decode.d8.loss_dice: 0.7570, loss: 16.8347, grad_norm: 55.1169 2023-12-26 04:59:47,580 - mmseg - INFO - Iter [84600/160000] lr: 4.713e-05, eta: 10:34:31, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2679, decode.loss_mask: 0.5181, decode.loss_dice: 0.7817, decode.d0.loss_cls: 1.2790, decode.d0.loss_mask: 0.5630, decode.d0.loss_dice: 0.8642, decode.d1.loss_cls: 0.3431, decode.d1.loss_mask: 0.5378, decode.d1.loss_dice: 0.8254, decode.d2.loss_cls: 0.3139, decode.d2.loss_mask: 0.5264, decode.d2.loss_dice: 0.8018, decode.d3.loss_cls: 0.2934, decode.d3.loss_mask: 0.5225, decode.d3.loss_dice: 0.7843, decode.d4.loss_cls: 0.2873, decode.d4.loss_mask: 0.5214, decode.d4.loss_dice: 0.7864, decode.d5.loss_cls: 0.2836, decode.d5.loss_mask: 0.5204, decode.d5.loss_dice: 0.7821, decode.d6.loss_cls: 0.2765, decode.d6.loss_mask: 0.5193, decode.d6.loss_dice: 0.7778, decode.d7.loss_cls: 0.2730, decode.d7.loss_mask: 0.5163, decode.d7.loss_dice: 0.7764, decode.d8.loss_cls: 0.2720, decode.d8.loss_mask: 0.5173, decode.d8.loss_dice: 0.7780, loss: 17.1105, grad_norm: 63.1822 2023-12-26 05:00:12,061 - mmseg - INFO - Iter [84650/160000] lr: 4.709e-05, eta: 10:34:05, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2652, decode.loss_mask: 0.5107, decode.loss_dice: 0.7469, decode.d0.loss_cls: 1.2619, decode.d0.loss_mask: 0.5527, decode.d0.loss_dice: 0.8322, decode.d1.loss_cls: 0.3373, decode.d1.loss_mask: 0.5247, decode.d1.loss_dice: 0.7985, decode.d2.loss_cls: 0.3075, decode.d2.loss_mask: 0.5161, decode.d2.loss_dice: 0.7673, decode.d3.loss_cls: 0.2894, decode.d3.loss_mask: 0.5142, decode.d3.loss_dice: 0.7545, decode.d4.loss_cls: 0.2789, decode.d4.loss_mask: 0.5135, decode.d4.loss_dice: 0.7546, decode.d5.loss_cls: 0.2738, decode.d5.loss_mask: 0.5114, decode.d5.loss_dice: 0.7514, decode.d6.loss_cls: 0.2746, decode.d6.loss_mask: 0.5113, decode.d6.loss_dice: 0.7493, decode.d7.loss_cls: 0.2690, decode.d7.loss_mask: 0.5119, decode.d7.loss_dice: 0.7518, decode.d8.loss_cls: 0.2622, decode.d8.loss_mask: 0.5121, decode.d8.loss_dice: 0.7485, loss: 16.6534, grad_norm: 63.7789 2023-12-26 05:00:36,373 - mmseg - INFO - Iter [84700/160000] lr: 4.706e-05, eta: 10:33:39, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2618, decode.loss_mask: 0.5062, decode.loss_dice: 0.7577, decode.d0.loss_cls: 1.2745, decode.d0.loss_mask: 0.5449, decode.d0.loss_dice: 0.8335, decode.d1.loss_cls: 0.3409, decode.d1.loss_mask: 0.5251, decode.d1.loss_dice: 0.7876, decode.d2.loss_cls: 0.3002, decode.d2.loss_mask: 0.5161, decode.d2.loss_dice: 0.7759, decode.d3.loss_cls: 0.2847, decode.d3.loss_mask: 0.5108, decode.d3.loss_dice: 0.7611, decode.d4.loss_cls: 0.2778, decode.d4.loss_mask: 0.5079, decode.d4.loss_dice: 0.7574, decode.d5.loss_cls: 0.2689, decode.d5.loss_mask: 0.5095, decode.d5.loss_dice: 0.7633, decode.d6.loss_cls: 0.2691, decode.d6.loss_mask: 0.5090, decode.d6.loss_dice: 0.7538, decode.d7.loss_cls: 0.2657, decode.d7.loss_mask: 0.5071, decode.d7.loss_dice: 0.7565, decode.d8.loss_cls: 0.2623, decode.d8.loss_mask: 0.5061, decode.d8.loss_dice: 0.7567, loss: 16.6520, grad_norm: 65.6823 2023-12-26 05:01:00,776 - mmseg - INFO - Iter [84750/160000] lr: 4.703e-05, eta: 10:33:13, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2840, decode.loss_mask: 0.5107, decode.loss_dice: 0.7653, decode.d0.loss_cls: 1.2839, decode.d0.loss_mask: 0.5608, decode.d0.loss_dice: 0.8530, decode.d1.loss_cls: 0.3687, decode.d1.loss_mask: 0.5336, decode.d1.loss_dice: 0.8167, decode.d2.loss_cls: 0.3235, decode.d2.loss_mask: 0.5187, decode.d2.loss_dice: 0.7840, decode.d3.loss_cls: 0.3107, decode.d3.loss_mask: 0.5133, decode.d3.loss_dice: 0.7704, decode.d4.loss_cls: 0.3018, decode.d4.loss_mask: 0.5123, decode.d4.loss_dice: 0.7697, decode.d5.loss_cls: 0.2918, decode.d5.loss_mask: 0.5121, decode.d5.loss_dice: 0.7706, decode.d6.loss_cls: 0.2893, decode.d6.loss_mask: 0.5126, decode.d6.loss_dice: 0.7639, decode.d7.loss_cls: 0.2890, decode.d7.loss_mask: 0.5108, decode.d7.loss_dice: 0.7660, decode.d8.loss_cls: 0.2824, decode.d8.loss_mask: 0.5112, decode.d8.loss_dice: 0.7653, loss: 17.0459, grad_norm: 56.6192 2023-12-26 05:01:25,120 - mmseg - INFO - Iter [84800/160000] lr: 4.700e-05, eta: 10:32:46, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2701, decode.loss_mask: 0.5090, decode.loss_dice: 0.7549, decode.d0.loss_cls: 1.2784, decode.d0.loss_mask: 0.5477, decode.d0.loss_dice: 0.8450, decode.d1.loss_cls: 0.3643, decode.d1.loss_mask: 0.5233, decode.d1.loss_dice: 0.8015, decode.d2.loss_cls: 0.3221, decode.d2.loss_mask: 0.5152, decode.d2.loss_dice: 0.7771, decode.d3.loss_cls: 0.3041, decode.d3.loss_mask: 0.5098, decode.d3.loss_dice: 0.7610, decode.d4.loss_cls: 0.2924, decode.d4.loss_mask: 0.5098, decode.d4.loss_dice: 0.7634, decode.d5.loss_cls: 0.2827, decode.d5.loss_mask: 0.5109, decode.d5.loss_dice: 0.7613, decode.d6.loss_cls: 0.2844, decode.d6.loss_mask: 0.5093, decode.d6.loss_dice: 0.7574, decode.d7.loss_cls: 0.2749, decode.d7.loss_mask: 0.5076, decode.d7.loss_dice: 0.7619, decode.d8.loss_cls: 0.2709, decode.d8.loss_mask: 0.5082, decode.d8.loss_dice: 0.7596, loss: 16.8385, grad_norm: 66.1908 2023-12-26 05:01:49,494 - mmseg - INFO - Iter [84850/160000] lr: 4.697e-05, eta: 10:32:20, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2524, decode.loss_mask: 0.5054, decode.loss_dice: 0.7592, decode.d0.loss_cls: 1.2419, decode.d0.loss_mask: 0.5463, decode.d0.loss_dice: 0.8449, decode.d1.loss_cls: 0.3540, decode.d1.loss_mask: 0.5238, decode.d1.loss_dice: 0.8029, decode.d2.loss_cls: 0.3139, decode.d2.loss_mask: 0.5117, decode.d2.loss_dice: 0.7805, decode.d3.loss_cls: 0.2913, decode.d3.loss_mask: 0.5070, decode.d3.loss_dice: 0.7653, decode.d4.loss_cls: 0.2799, decode.d4.loss_mask: 0.5057, decode.d4.loss_dice: 0.7638, decode.d5.loss_cls: 0.2665, decode.d5.loss_mask: 0.5067, decode.d5.loss_dice: 0.7633, decode.d6.loss_cls: 0.2607, decode.d6.loss_mask: 0.5065, decode.d6.loss_dice: 0.7618, decode.d7.loss_cls: 0.2624, decode.d7.loss_mask: 0.5050, decode.d7.loss_dice: 0.7607, decode.d8.loss_cls: 0.2575, decode.d8.loss_mask: 0.5057, decode.d8.loss_dice: 0.7596, loss: 16.6662, grad_norm: 64.9509 2023-12-26 05:02:14,116 - mmseg - INFO - Iter [84900/160000] lr: 4.694e-05, eta: 10:31:54, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2734, decode.loss_mask: 0.5285, decode.loss_dice: 0.7760, decode.d0.loss_cls: 1.2566, decode.d0.loss_mask: 0.5774, decode.d0.loss_dice: 0.8667, decode.d1.loss_cls: 0.3563, decode.d1.loss_mask: 0.5510, decode.d1.loss_dice: 0.8202, decode.d2.loss_cls: 0.3143, decode.d2.loss_mask: 0.5345, decode.d2.loss_dice: 0.7980, decode.d3.loss_cls: 0.3017, decode.d3.loss_mask: 0.5296, decode.d3.loss_dice: 0.7834, decode.d4.loss_cls: 0.2926, decode.d4.loss_mask: 0.5321, decode.d4.loss_dice: 0.7848, decode.d5.loss_cls: 0.2828, decode.d5.loss_mask: 0.5290, decode.d5.loss_dice: 0.7820, decode.d6.loss_cls: 0.2801, decode.d6.loss_mask: 0.5260, decode.d6.loss_dice: 0.7761, decode.d7.loss_cls: 0.2729, decode.d7.loss_mask: 0.5274, decode.d7.loss_dice: 0.7776, decode.d8.loss_cls: 0.2721, decode.d8.loss_mask: 0.5262, decode.d8.loss_dice: 0.7785, loss: 17.2079, grad_norm: 62.9678 2023-12-26 05:02:38,586 - mmseg - INFO - Iter [84950/160000] lr: 4.691e-05, eta: 10:31:28, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2757, decode.loss_mask: 0.4985, decode.loss_dice: 0.7531, decode.d0.loss_cls: 1.2478, decode.d0.loss_mask: 0.5391, decode.d0.loss_dice: 0.8437, decode.d1.loss_cls: 0.3557, decode.d1.loss_mask: 0.5172, decode.d1.loss_dice: 0.7969, decode.d2.loss_cls: 0.3142, decode.d2.loss_mask: 0.5036, decode.d2.loss_dice: 0.7697, decode.d3.loss_cls: 0.3030, decode.d3.loss_mask: 0.5032, decode.d3.loss_dice: 0.7615, decode.d4.loss_cls: 0.2919, decode.d4.loss_mask: 0.5015, decode.d4.loss_dice: 0.7625, decode.d5.loss_cls: 0.2808, decode.d5.loss_mask: 0.5027, decode.d5.loss_dice: 0.7618, decode.d6.loss_cls: 0.2804, decode.d6.loss_mask: 0.5015, decode.d6.loss_dice: 0.7519, decode.d7.loss_cls: 0.2779, decode.d7.loss_mask: 0.5008, decode.d7.loss_dice: 0.7542, decode.d8.loss_cls: 0.2734, decode.d8.loss_mask: 0.4997, decode.d8.loss_dice: 0.7534, loss: 16.6773, grad_norm: 61.6940 2023-12-26 05:03:02,859 - mmseg - INFO - Saving checkpoint at 85000 iterations 2023-12-26 05:03:05,251 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 05:03:05,251 - mmseg - INFO - Iter [85000/160000] lr: 4.688e-05, eta: 10:31:05, time: 0.533, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2625, decode.loss_mask: 0.5052, decode.loss_dice: 0.7466, decode.d0.loss_cls: 1.2535, decode.d0.loss_mask: 0.5453, decode.d0.loss_dice: 0.8314, decode.d1.loss_cls: 0.3432, decode.d1.loss_mask: 0.5222, decode.d1.loss_dice: 0.7910, decode.d2.loss_cls: 0.3161, decode.d2.loss_mask: 0.5072, decode.d2.loss_dice: 0.7648, decode.d3.loss_cls: 0.2904, decode.d3.loss_mask: 0.5052, decode.d3.loss_dice: 0.7552, decode.d4.loss_cls: 0.2809, decode.d4.loss_mask: 0.5067, decode.d4.loss_dice: 0.7580, decode.d5.loss_cls: 0.2753, decode.d5.loss_mask: 0.5061, decode.d5.loss_dice: 0.7549, decode.d6.loss_cls: 0.2726, decode.d6.loss_mask: 0.5049, decode.d6.loss_dice: 0.7480, decode.d7.loss_cls: 0.2716, decode.d7.loss_mask: 0.5047, decode.d7.loss_dice: 0.7449, decode.d8.loss_cls: 0.2702, decode.d8.loss_mask: 0.5034, decode.d8.loss_dice: 0.7430, loss: 16.5854, grad_norm: 57.3457 2023-12-26 05:03:26,820 - mmseg - INFO - per class results: 2023-12-26 05:03:26,826 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.87 | 87.51 | | building | 83.22 | 91.75 | | sky | 94.59 | 97.22 | | floor | 83.25 | 89.98 | | tree | 74.37 | 88.54 | | ceiling | 85.35 | 91.93 | | road | 85.4 | 90.35 | | bed | 90.99 | 95.81 | | windowpane | 61.59 | 79.91 | | grass | 69.13 | 80.57 | | cabinet | 61.46 | 74.13 | | sidewalk | 70.05 | 85.44 | | person | 84.54 | 93.03 | | earth | 37.8 | 54.81 | | door | 54.24 | 74.32 | | table | 64.33 | 79.84 | | mountain | 59.92 | 73.08 | | plant | 52.28 | 64.68 | | curtain | 76.26 | 89.57 | | chair | 61.96 | 75.75 | | car | 85.66 | 93.29 | | water | 50.84 | 70.7 | | painting | 72.78 | 88.99 | | sofa | 70.56 | 83.68 | | shelf | 44.32 | 58.22 | | house | 50.42 | 67.54 | | sea | 49.54 | 74.11 | | mirror | 68.86 | 83.75 | | rug | 66.72 | 78.99 | | field | 38.22 | 54.59 | | armchair | 45.71 | 69.13 | | seat | 63.6 | 81.63 | | fence | 51.88 | 70.13 | | desk | 48.38 | 76.4 | | rock | 46.6 | 67.01 | | wardrobe | 54.66 | 71.4 | | lamp | 71.13 | 81.84 | | bathtub | 82.72 | 85.39 | | railing | 33.46 | 50.23 | | cushion | 61.46 | 78.1 | | base | 33.24 | 68.34 | | box | 32.04 | 44.4 | | column | 51.84 | 67.12 | | signboard | 39.2 | 63.67 | | chest of drawers | 43.49 | 69.87 | | counter | 32.56 | 40.41 | | sand | 35.32 | 45.89 | | sink | 77.88 | 86.6 | | skyscraper | 26.53 | 28.74 | | fireplace | 76.29 | 88.14 | | refrigerator | 86.81 | 93.78 | | grandstand | 54.29 | 78.85 | | path | 20.64 | 32.74 | | stairs | 24.44 | 28.82 | | runway | 76.35 | 97.62 | | case | 40.97 | 52.05 | | pool table | 94.57 | 97.08 | | pillow | 59.22 | 68.34 | | screen door | 65.31 | 73.35 | | stairway | 31.25 | 47.86 | | river | 7.42 | 10.05 | | bridge | 83.24 | 89.94 | | bookcase | 41.91 | 59.2 | | blind | 38.52 | 41.55 | | coffee table | 66.46 | 87.5 | | toilet | 86.19 | 92.04 | | flower | 41.39 | 59.35 | | book | 53.8 | 70.78 | | hill | 11.93 | 20.38 | | bench | 42.14 | 54.04 | | countertop | 48.13 | 74.86 | | stove | 86.11 | 92.91 | | palm | 56.52 | 72.82 | | kitchen island | 46.88 | 79.95 | | computer | 75.8 | 83.04 | | swivel chair | 47.05 | 66.79 | | boat | 48.5 | 54.82 | | bar | 53.13 | 65.72 | | arcade machine | 75.49 | 81.2 | | hovel | 34.24 | 49.1 | | bus | 91.61 | 96.4 | | towel | 59.83 | 84.56 | | light | 60.8 | 76.14 | | truck | 39.88 | 51.24 | | tower | 35.83 | 62.64 | | chandelier | 68.12 | 88.06 | | awning | 28.3 | 38.51 | | streetlight | 36.59 | 61.18 | | booth | 48.73 | 53.25 | | television receiver | 75.23 | 86.93 | | airplane | 81.22 | 94.91 | | dirt track | 20.62 | 46.16 | | apparel | 40.25 | 75.14 | | pole | 28.19 | 44.5 | | land | 3.57 | 7.93 | | bannister | 19.39 | 32.68 | | escalator | 24.05 | 25.67 | | ottoman | 47.89 | 76.32 | | bottle | 28.04 | 35.31 | | buffet | 27.86 | 29.96 | | poster | 22.97 | 41.88 | | stage | 16.26 | 23.8 | | van | 32.76 | 48.37 | | ship | 7.17 | 10.62 | | fountain | 18.33 | 21.69 | | conveyer belt | 63.5 | 91.42 | | canopy | 25.24 | 47.52 | | washer | 70.38 | 74.95 | | plaything | 21.53 | 38.2 | | swimming pool | 58.44 | 69.78 | | stool | 44.96 | 74.91 | | barrel | 64.58 | 74.65 | | basket | 40.64 | 49.29 | | waterfall | 27.55 | 38.41 | | tent | 96.4 | 98.24 | | bag | 23.16 | 36.36 | | minibike | 73.4 | 89.4 | | cradle | 85.34 | 97.72 | | oven | 57.41 | 68.87 | | ball | 46.99 | 56.7 | | food | 67.46 | 80.74 | | step | 12.05 | 27.98 | | tank | 46.46 | 54.6 | | trade name | 22.34 | 28.67 | | microwave | 84.47 | 95.51 | | pot | 54.63 | 70.44 | | animal | 65.05 | 67.16 | | bicycle | 58.99 | 81.23 | | lake | 0.0 | 0.0 | | dishwasher | 62.4 | 73.76 | | screen | 61.3 | 77.34 | | blanket | 24.7 | 28.43 | | sculpture | 61.82 | 84.96 | | hood | 89.57 | 94.41 | | sconce | 55.1 | 74.39 | | vase | 50.82 | 69.65 | | traffic light | 42.93 | 70.66 | | tray | 22.79 | 35.89 | | ashcan | 47.16 | 70.96 | | fan | 68.37 | 84.93 | | pier | 10.08 | 15.32 | | crt screen | 7.24 | 21.81 | | plate | 62.23 | 77.08 | | monitor | 12.6 | 18.25 | | bulletin board | 52.11 | 71.47 | | shower | 1.63 | 23.35 | | radiator | 67.85 | 77.17 | | glass | 22.09 | 24.68 | | clock | 44.35 | 65.16 | | flag | 38.68 | 42.99 | +---------------------+-------+-------+ 2023-12-26 05:03:26,826 - mmseg - INFO - Summary: 2023-12-26 05:03:26,826 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.94 | 51.44 | 65.02 | +-------+-------+-------+ 2023-12-26 05:03:26,827 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 05:03:26,827 - mmseg - INFO - Iter(val) [250] aAcc: 0.8394, mIoU: 0.5144, mAcc: 0.6502, IoU.wall: 0.7987, IoU.building: 0.8322, IoU.sky: 0.9459, IoU.floor: 0.8325, IoU.tree: 0.7437, IoU.ceiling: 0.8535, IoU.road: 0.8540, IoU.bed : 0.9099, IoU.windowpane: 0.6159, IoU.grass: 0.6913, IoU.cabinet: 0.6146, IoU.sidewalk: 0.7005, IoU.person: 0.8454, IoU.earth: 0.3780, IoU.door: 0.5424, IoU.table: 0.6433, IoU.mountain: 0.5992, IoU.plant: 0.5228, IoU.curtain: 0.7626, IoU.chair: 0.6196, IoU.car: 0.8566, IoU.water: 0.5084, IoU.painting: 0.7278, IoU.sofa: 0.7056, IoU.shelf: 0.4432, IoU.house: 0.5042, IoU.sea: 0.4954, IoU.mirror: 0.6886, IoU.rug: 0.6672, IoU.field: 0.3822, IoU.armchair: 0.4571, IoU.seat: 0.6360, IoU.fence: 0.5188, IoU.desk: 0.4838, IoU.rock: 0.4660, IoU.wardrobe: 0.5466, IoU.lamp: 0.7113, IoU.bathtub: 0.8272, IoU.railing: 0.3346, IoU.cushion: 0.6146, IoU.base: 0.3324, IoU.box: 0.3204, IoU.column: 0.5184, IoU.signboard: 0.3920, IoU.chest of drawers: 0.4349, IoU.counter: 0.3256, IoU.sand: 0.3532, IoU.sink: 0.7788, IoU.skyscraper: 0.2653, IoU.fireplace: 0.7629, IoU.refrigerator: 0.8681, IoU.grandstand: 0.5429, IoU.path: 0.2064, IoU.stairs: 0.2444, IoU.runway: 0.7635, IoU.case: 0.4097, IoU.pool table: 0.9457, IoU.pillow: 0.5922, IoU.screen door: 0.6531, IoU.stairway: 0.3125, IoU.river: 0.0742, IoU.bridge: 0.8324, IoU.bookcase: 0.4191, IoU.blind: 0.3852, IoU.coffee table: 0.6646, IoU.toilet: 0.8619, IoU.flower: 0.4139, IoU.book: 0.5380, IoU.hill: 0.1193, IoU.bench: 0.4214, IoU.countertop: 0.4813, IoU.stove: 0.8611, IoU.palm: 0.5652, IoU.kitchen island: 0.4688, IoU.computer: 0.7580, IoU.swivel chair: 0.4705, IoU.boat: 0.4850, IoU.bar: 0.5313, IoU.arcade machine: 0.7549, IoU.hovel: 0.3424, IoU.bus: 0.9161, IoU.towel: 0.5983, IoU.light: 0.6080, IoU.truck: 0.3988, IoU.tower: 0.3583, IoU.chandelier: 0.6812, IoU.awning: 0.2830, IoU.streetlight: 0.3659, IoU.booth: 0.4873, IoU.television receiver: 0.7523, IoU.airplane: 0.8122, IoU.dirt track: 0.2062, IoU.apparel: 0.4025, IoU.pole: 0.2819, IoU.land: 0.0357, IoU.bannister: 0.1939, IoU.escalator: 0.2405, IoU.ottoman: 0.4789, IoU.bottle: 0.2804, IoU.buffet: 0.2786, IoU.poster: 0.2297, IoU.stage: 0.1626, IoU.van: 0.3276, IoU.ship: 0.0717, IoU.fountain: 0.1833, IoU.conveyer belt: 0.6350, IoU.canopy: 0.2524, IoU.washer: 0.7038, IoU.plaything: 0.2153, IoU.swimming pool: 0.5844, IoU.stool: 0.4496, IoU.barrel: 0.6458, IoU.basket: 0.4064, IoU.waterfall: 0.2755, IoU.tent: 0.9640, IoU.bag: 0.2316, IoU.minibike: 0.7340, IoU.cradle: 0.8534, IoU.oven: 0.5741, IoU.ball: 0.4699, IoU.food: 0.6746, IoU.step: 0.1205, IoU.tank: 0.4646, IoU.trade name: 0.2234, IoU.microwave: 0.8447, IoU.pot: 0.5463, IoU.animal: 0.6505, IoU.bicycle: 0.5899, IoU.lake: 0.0000, IoU.dishwasher: 0.6240, IoU.screen: 0.6130, IoU.blanket: 0.2470, IoU.sculpture: 0.6182, IoU.hood: 0.8957, IoU.sconce: 0.5510, IoU.vase: 0.5082, IoU.traffic light: 0.4293, IoU.tray: 0.2279, IoU.ashcan: 0.4716, IoU.fan: 0.6837, IoU.pier: 0.1008, IoU.crt screen: 0.0724, IoU.plate: 0.6223, IoU.monitor: 0.1260, IoU.bulletin board: 0.5211, IoU.shower: 0.0163, IoU.radiator: 0.6785, IoU.glass: 0.2209, IoU.clock: 0.4435, IoU.flag: 0.3868, Acc.wall: 0.8751, Acc.building: 0.9175, Acc.sky: 0.9722, Acc.floor: 0.8998, Acc.tree: 0.8854, Acc.ceiling: 0.9193, Acc.road: 0.9035, Acc.bed : 0.9581, Acc.windowpane: 0.7991, Acc.grass: 0.8057, Acc.cabinet: 0.7413, Acc.sidewalk: 0.8544, Acc.person: 0.9303, Acc.earth: 0.5481, Acc.door: 0.7432, Acc.table: 0.7984, Acc.mountain: 0.7308, Acc.plant: 0.6468, Acc.curtain: 0.8957, Acc.chair: 0.7575, Acc.car: 0.9329, Acc.water: 0.7070, Acc.painting: 0.8899, Acc.sofa: 0.8368, Acc.shelf: 0.5822, Acc.house: 0.6754, Acc.sea: 0.7411, Acc.mirror: 0.8375, Acc.rug: 0.7899, Acc.field: 0.5459, Acc.armchair: 0.6913, Acc.seat: 0.8163, Acc.fence: 0.7013, Acc.desk: 0.7640, Acc.rock: 0.6701, Acc.wardrobe: 0.7140, Acc.lamp: 0.8184, Acc.bathtub: 0.8539, Acc.railing: 0.5023, Acc.cushion: 0.7810, Acc.base: 0.6834, Acc.box: 0.4440, Acc.column: 0.6712, Acc.signboard: 0.6367, Acc.chest of drawers: 0.6987, Acc.counter: 0.4041, Acc.sand: 0.4589, Acc.sink: 0.8660, Acc.skyscraper: 0.2874, Acc.fireplace: 0.8814, Acc.refrigerator: 0.9378, Acc.grandstand: 0.7885, Acc.path: 0.3274, Acc.stairs: 0.2882, Acc.runway: 0.9762, Acc.case: 0.5205, Acc.pool table: 0.9708, Acc.pillow: 0.6834, Acc.screen door: 0.7335, Acc.stairway: 0.4786, Acc.river: 0.1005, Acc.bridge: 0.8994, Acc.bookcase: 0.5920, Acc.blind: 0.4155, Acc.coffee table: 0.8750, Acc.toilet: 0.9204, Acc.flower: 0.5935, Acc.book: 0.7078, Acc.hill: 0.2038, Acc.bench: 0.5404, Acc.countertop: 0.7486, Acc.stove: 0.9291, Acc.palm: 0.7282, Acc.kitchen island: 0.7995, Acc.computer: 0.8304, Acc.swivel chair: 0.6679, Acc.boat: 0.5482, Acc.bar: 0.6572, Acc.arcade machine: 0.8120, Acc.hovel: 0.4910, Acc.bus: 0.9640, Acc.towel: 0.8456, Acc.light: 0.7614, Acc.truck: 0.5124, Acc.tower: 0.6264, Acc.chandelier: 0.8806, Acc.awning: 0.3851, Acc.streetlight: 0.6118, Acc.booth: 0.5325, Acc.television receiver: 0.8693, Acc.airplane: 0.9491, Acc.dirt track: 0.4616, Acc.apparel: 0.7514, Acc.pole: 0.4450, Acc.land: 0.0793, Acc.bannister: 0.3268, Acc.escalator: 0.2567, Acc.ottoman: 0.7632, Acc.bottle: 0.3531, Acc.buffet: 0.2996, Acc.poster: 0.4188, Acc.stage: 0.2380, Acc.van: 0.4837, Acc.ship: 0.1062, Acc.fountain: 0.2169, Acc.conveyer belt: 0.9142, Acc.canopy: 0.4752, Acc.washer: 0.7495, Acc.plaything: 0.3820, Acc.swimming pool: 0.6978, Acc.stool: 0.7491, Acc.barrel: 0.7465, Acc.basket: 0.4929, Acc.waterfall: 0.3841, Acc.tent: 0.9824, Acc.bag: 0.3636, Acc.minibike: 0.8940, Acc.cradle: 0.9772, Acc.oven: 0.6887, Acc.ball: 0.5670, Acc.food: 0.8074, Acc.step: 0.2798, Acc.tank: 0.5460, Acc.trade name: 0.2867, Acc.microwave: 0.9551, Acc.pot: 0.7044, Acc.animal: 0.6716, Acc.bicycle: 0.8123, Acc.lake: 0.0000, Acc.dishwasher: 0.7376, Acc.screen: 0.7734, Acc.blanket: 0.2843, Acc.sculpture: 0.8496, Acc.hood: 0.9441, Acc.sconce: 0.7439, Acc.vase: 0.6965, Acc.traffic light: 0.7066, Acc.tray: 0.3589, Acc.ashcan: 0.7096, Acc.fan: 0.8493, Acc.pier: 0.1532, Acc.crt screen: 0.2181, Acc.plate: 0.7708, Acc.monitor: 0.1825, Acc.bulletin board: 0.7147, Acc.shower: 0.2335, Acc.radiator: 0.7717, Acc.glass: 0.2468, Acc.clock: 0.6516, Acc.flag: 0.4299 2023-12-26 05:03:51,378 - mmseg - INFO - Iter [85050/160000] lr: 4.684e-05, eta: 10:31:00, time: 0.922, data_time: 0.443, memory: 40245, decode.loss_cls: 0.2645, decode.loss_mask: 0.4797, decode.loss_dice: 0.7600, decode.d0.loss_cls: 1.2811, decode.d0.loss_mask: 0.5213, decode.d0.loss_dice: 0.8487, decode.d1.loss_cls: 0.3463, decode.d1.loss_mask: 0.5015, decode.d1.loss_dice: 0.7961, decode.d2.loss_cls: 0.2971, decode.d2.loss_mask: 0.4884, decode.d2.loss_dice: 0.7786, decode.d3.loss_cls: 0.2827, decode.d3.loss_mask: 0.4842, decode.d3.loss_dice: 0.7649, decode.d4.loss_cls: 0.2796, decode.d4.loss_mask: 0.4823, decode.d4.loss_dice: 0.7644, decode.d5.loss_cls: 0.2775, decode.d5.loss_mask: 0.4823, decode.d5.loss_dice: 0.7640, decode.d6.loss_cls: 0.2721, decode.d6.loss_mask: 0.4816, decode.d6.loss_dice: 0.7572, decode.d7.loss_cls: 0.2653, decode.d7.loss_mask: 0.4809, decode.d7.loss_dice: 0.7569, decode.d8.loss_cls: 0.2640, decode.d8.loss_mask: 0.4816, decode.d8.loss_dice: 0.7622, loss: 16.4673, grad_norm: 53.4584 2023-12-26 05:04:15,695 - mmseg - INFO - Iter [85100/160000] lr: 4.681e-05, eta: 10:30:34, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2619, decode.loss_mask: 0.4936, decode.loss_dice: 0.7263, decode.d0.loss_cls: 1.2515, decode.d0.loss_mask: 0.5362, decode.d0.loss_dice: 0.8137, decode.d1.loss_cls: 0.3360, decode.d1.loss_mask: 0.5094, decode.d1.loss_dice: 0.7765, decode.d2.loss_cls: 0.2980, decode.d2.loss_mask: 0.5016, decode.d2.loss_dice: 0.7549, decode.d3.loss_cls: 0.2891, decode.d3.loss_mask: 0.4969, decode.d3.loss_dice: 0.7387, decode.d4.loss_cls: 0.2771, decode.d4.loss_mask: 0.4971, decode.d4.loss_dice: 0.7398, decode.d5.loss_cls: 0.2716, decode.d5.loss_mask: 0.4950, decode.d5.loss_dice: 0.7296, decode.d6.loss_cls: 0.2733, decode.d6.loss_mask: 0.4935, decode.d6.loss_dice: 0.7310, decode.d7.loss_cls: 0.2627, decode.d7.loss_mask: 0.4941, decode.d7.loss_dice: 0.7352, decode.d8.loss_cls: 0.2672, decode.d8.loss_mask: 0.4933, decode.d8.loss_dice: 0.7324, loss: 16.2771, grad_norm: 59.9101 2023-12-26 05:04:40,086 - mmseg - INFO - Iter [85150/160000] lr: 4.678e-05, eta: 10:30:08, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2706, decode.loss_mask: 0.5117, decode.loss_dice: 0.7720, decode.d0.loss_cls: 1.2658, decode.d0.loss_mask: 0.5598, decode.d0.loss_dice: 0.8600, decode.d1.loss_cls: 0.3520, decode.d1.loss_mask: 0.5318, decode.d1.loss_dice: 0.8250, decode.d2.loss_cls: 0.3143, decode.d2.loss_mask: 0.5224, decode.d2.loss_dice: 0.7960, decode.d3.loss_cls: 0.2909, decode.d3.loss_mask: 0.5157, decode.d3.loss_dice: 0.7767, decode.d4.loss_cls: 0.2866, decode.d4.loss_mask: 0.5134, decode.d4.loss_dice: 0.7781, decode.d5.loss_cls: 0.2872, decode.d5.loss_mask: 0.5109, decode.d5.loss_dice: 0.7762, decode.d6.loss_cls: 0.2796, decode.d6.loss_mask: 0.5112, decode.d6.loss_dice: 0.7681, decode.d7.loss_cls: 0.2728, decode.d7.loss_mask: 0.5118, decode.d7.loss_dice: 0.7736, decode.d8.loss_cls: 0.2771, decode.d8.loss_mask: 0.5104, decode.d8.loss_dice: 0.7723, loss: 16.9940, grad_norm: 59.7816 2023-12-26 05:05:04,591 - mmseg - INFO - Iter [85200/160000] lr: 4.675e-05, eta: 10:29:42, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2738, decode.loss_mask: 0.5031, decode.loss_dice: 0.7697, decode.d0.loss_cls: 1.2805, decode.d0.loss_mask: 0.5494, decode.d0.loss_dice: 0.8557, decode.d1.loss_cls: 0.3653, decode.d1.loss_mask: 0.5221, decode.d1.loss_dice: 0.8120, decode.d2.loss_cls: 0.3244, decode.d2.loss_mask: 0.5090, decode.d2.loss_dice: 0.7864, decode.d3.loss_cls: 0.3053, decode.d3.loss_mask: 0.5051, decode.d3.loss_dice: 0.7740, decode.d4.loss_cls: 0.2911, decode.d4.loss_mask: 0.5045, decode.d4.loss_dice: 0.7744, decode.d5.loss_cls: 0.2832, decode.d5.loss_mask: 0.5042, decode.d5.loss_dice: 0.7715, decode.d6.loss_cls: 0.2813, decode.d6.loss_mask: 0.5059, decode.d6.loss_dice: 0.7689, decode.d7.loss_cls: 0.2788, decode.d7.loss_mask: 0.5050, decode.d7.loss_dice: 0.7709, decode.d8.loss_cls: 0.2783, decode.d8.loss_mask: 0.5038, decode.d8.loss_dice: 0.7692, loss: 16.9269, grad_norm: 64.1226 2023-12-26 05:05:28,981 - mmseg - INFO - Iter [85250/160000] lr: 4.672e-05, eta: 10:29:16, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2959, decode.loss_mask: 0.5037, decode.loss_dice: 0.7536, decode.d0.loss_cls: 1.2854, decode.d0.loss_mask: 0.5462, decode.d0.loss_dice: 0.8481, decode.d1.loss_cls: 0.3802, decode.d1.loss_mask: 0.5217, decode.d1.loss_dice: 0.8081, decode.d2.loss_cls: 0.3438, decode.d2.loss_mask: 0.5119, decode.d2.loss_dice: 0.7795, decode.d3.loss_cls: 0.3267, decode.d3.loss_mask: 0.5051, decode.d3.loss_dice: 0.7618, decode.d4.loss_cls: 0.3123, decode.d4.loss_mask: 0.5062, decode.d4.loss_dice: 0.7615, decode.d5.loss_cls: 0.3068, decode.d5.loss_mask: 0.5046, decode.d5.loss_dice: 0.7598, decode.d6.loss_cls: 0.3011, decode.d6.loss_mask: 0.5058, decode.d6.loss_dice: 0.7528, decode.d7.loss_cls: 0.2992, decode.d7.loss_mask: 0.5025, decode.d7.loss_dice: 0.7529, decode.d8.loss_cls: 0.2986, decode.d8.loss_mask: 0.5053, decode.d8.loss_dice: 0.7587, loss: 16.9996, grad_norm: 59.8933 2023-12-26 05:05:53,214 - mmseg - INFO - Iter [85300/160000] lr: 4.669e-05, eta: 10:28:50, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2651, decode.loss_mask: 0.5163, decode.loss_dice: 0.7447, decode.d0.loss_cls: 1.2771, decode.d0.loss_mask: 0.5585, decode.d0.loss_dice: 0.8276, decode.d1.loss_cls: 0.3497, decode.d1.loss_mask: 0.5348, decode.d1.loss_dice: 0.7861, decode.d2.loss_cls: 0.3139, decode.d2.loss_mask: 0.5240, decode.d2.loss_dice: 0.7630, decode.d3.loss_cls: 0.2983, decode.d3.loss_mask: 0.5192, decode.d3.loss_dice: 0.7507, decode.d4.loss_cls: 0.2767, decode.d4.loss_mask: 0.5200, decode.d4.loss_dice: 0.7488, decode.d5.loss_cls: 0.2714, decode.d5.loss_mask: 0.5179, decode.d5.loss_dice: 0.7474, decode.d6.loss_cls: 0.2704, decode.d6.loss_mask: 0.5173, decode.d6.loss_dice: 0.7432, decode.d7.loss_cls: 0.2618, decode.d7.loss_mask: 0.5170, decode.d7.loss_dice: 0.7443, decode.d8.loss_cls: 0.2642, decode.d8.loss_mask: 0.5178, decode.d8.loss_dice: 0.7453, loss: 16.6926, grad_norm: 58.9034 2023-12-26 05:06:17,462 - mmseg - INFO - Iter [85350/160000] lr: 4.666e-05, eta: 10:28:23, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2876, decode.loss_mask: 0.5169, decode.loss_dice: 0.7706, decode.d0.loss_cls: 1.2871, decode.d0.loss_mask: 0.5556, decode.d0.loss_dice: 0.8556, decode.d1.loss_cls: 0.3702, decode.d1.loss_mask: 0.5366, decode.d1.loss_dice: 0.8087, decode.d2.loss_cls: 0.3275, decode.d2.loss_mask: 0.5294, decode.d2.loss_dice: 0.7966, decode.d3.loss_cls: 0.3158, decode.d3.loss_mask: 0.5215, decode.d3.loss_dice: 0.7770, decode.d4.loss_cls: 0.3049, decode.d4.loss_mask: 0.5195, decode.d4.loss_dice: 0.7767, decode.d5.loss_cls: 0.2936, decode.d5.loss_mask: 0.5208, decode.d5.loss_dice: 0.7765, decode.d6.loss_cls: 0.2905, decode.d6.loss_mask: 0.5180, decode.d6.loss_dice: 0.7726, decode.d7.loss_cls: 0.2877, decode.d7.loss_mask: 0.5148, decode.d7.loss_dice: 0.7710, decode.d8.loss_cls: 0.2886, decode.d8.loss_mask: 0.5157, decode.d8.loss_dice: 0.7660, loss: 17.1739, grad_norm: 61.2950 2023-12-26 05:06:42,007 - mmseg - INFO - Iter [85400/160000] lr: 4.663e-05, eta: 10:27:57, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2853, decode.loss_mask: 0.5085, decode.loss_dice: 0.7858, decode.d0.loss_cls: 1.2710, decode.d0.loss_mask: 0.5455, decode.d0.loss_dice: 0.8654, decode.d1.loss_cls: 0.3672, decode.d1.loss_mask: 0.5235, decode.d1.loss_dice: 0.8302, decode.d2.loss_cls: 0.3267, decode.d2.loss_mask: 0.5124, decode.d2.loss_dice: 0.8008, decode.d3.loss_cls: 0.3148, decode.d3.loss_mask: 0.5106, decode.d3.loss_dice: 0.7853, decode.d4.loss_cls: 0.3027, decode.d4.loss_mask: 0.5117, decode.d4.loss_dice: 0.7848, decode.d5.loss_cls: 0.2930, decode.d5.loss_mask: 0.5083, decode.d5.loss_dice: 0.7836, decode.d6.loss_cls: 0.2921, decode.d6.loss_mask: 0.5111, decode.d6.loss_dice: 0.7835, decode.d7.loss_cls: 0.2883, decode.d7.loss_mask: 0.5090, decode.d7.loss_dice: 0.7837, decode.d8.loss_cls: 0.2873, decode.d8.loss_mask: 0.5080, decode.d8.loss_dice: 0.7789, loss: 17.1591, grad_norm: 66.7217 2023-12-26 05:07:06,614 - mmseg - INFO - Iter [85450/160000] lr: 4.659e-05, eta: 10:27:31, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2609, decode.loss_mask: 0.4941, decode.loss_dice: 0.7422, decode.d0.loss_cls: 1.2294, decode.d0.loss_mask: 0.5347, decode.d0.loss_dice: 0.8148, decode.d1.loss_cls: 0.3279, decode.d1.loss_mask: 0.5147, decode.d1.loss_dice: 0.7814, decode.d2.loss_cls: 0.2982, decode.d2.loss_mask: 0.5032, decode.d2.loss_dice: 0.7644, decode.d3.loss_cls: 0.2864, decode.d3.loss_mask: 0.4976, decode.d3.loss_dice: 0.7490, decode.d4.loss_cls: 0.2760, decode.d4.loss_mask: 0.4969, decode.d4.loss_dice: 0.7490, decode.d5.loss_cls: 0.2689, decode.d5.loss_mask: 0.4993, decode.d5.loss_dice: 0.7496, decode.d6.loss_cls: 0.2652, decode.d6.loss_mask: 0.4984, decode.d6.loss_dice: 0.7405, decode.d7.loss_cls: 0.2651, decode.d7.loss_mask: 0.4944, decode.d7.loss_dice: 0.7414, decode.d8.loss_cls: 0.2599, decode.d8.loss_mask: 0.4949, decode.d8.loss_dice: 0.7393, loss: 16.3377, grad_norm: 60.8876 2023-12-26 05:07:31,055 - mmseg - INFO - Iter [85500/160000] lr: 4.656e-05, eta: 10:27:05, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2641, decode.loss_mask: 0.5085, decode.loss_dice: 0.7306, decode.d0.loss_cls: 1.2395, decode.d0.loss_mask: 0.5634, decode.d0.loss_dice: 0.8253, decode.d1.loss_cls: 0.3516, decode.d1.loss_mask: 0.5332, decode.d1.loss_dice: 0.7796, decode.d2.loss_cls: 0.3071, decode.d2.loss_mask: 0.5177, decode.d2.loss_dice: 0.7564, decode.d3.loss_cls: 0.2924, decode.d3.loss_mask: 0.5140, decode.d3.loss_dice: 0.7439, decode.d4.loss_cls: 0.2823, decode.d4.loss_mask: 0.5127, decode.d4.loss_dice: 0.7454, decode.d5.loss_cls: 0.2757, decode.d5.loss_mask: 0.5120, decode.d5.loss_dice: 0.7402, decode.d6.loss_cls: 0.2759, decode.d6.loss_mask: 0.5059, decode.d6.loss_dice: 0.7305, decode.d7.loss_cls: 0.2677, decode.d7.loss_mask: 0.5072, decode.d7.loss_dice: 0.7327, decode.d8.loss_cls: 0.2682, decode.d8.loss_mask: 0.5088, decode.d8.loss_dice: 0.7333, loss: 16.5254, grad_norm: 64.6213 2023-12-26 05:07:55,480 - mmseg - INFO - Iter [85550/160000] lr: 4.653e-05, eta: 10:26:39, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2554, decode.loss_mask: 0.5293, decode.loss_dice: 0.7605, decode.d0.loss_cls: 1.2096, decode.d0.loss_mask: 0.5737, decode.d0.loss_dice: 0.8364, decode.d1.loss_cls: 0.3309, decode.d1.loss_mask: 0.5475, decode.d1.loss_dice: 0.7998, decode.d2.loss_cls: 0.2959, decode.d2.loss_mask: 0.5339, decode.d2.loss_dice: 0.7778, decode.d3.loss_cls: 0.2868, decode.d3.loss_mask: 0.5315, decode.d3.loss_dice: 0.7640, decode.d4.loss_cls: 0.2769, decode.d4.loss_mask: 0.5315, decode.d4.loss_dice: 0.7636, decode.d5.loss_cls: 0.2658, decode.d5.loss_mask: 0.5321, decode.d5.loss_dice: 0.7637, decode.d6.loss_cls: 0.2625, decode.d6.loss_mask: 0.5292, decode.d6.loss_dice: 0.7599, decode.d7.loss_cls: 0.2594, decode.d7.loss_mask: 0.5293, decode.d7.loss_dice: 0.7566, decode.d8.loss_cls: 0.2568, decode.d8.loss_mask: 0.5295, decode.d8.loss_dice: 0.7563, loss: 16.8064, grad_norm: 61.6285 2023-12-26 05:08:19,895 - mmseg - INFO - Iter [85600/160000] lr: 4.650e-05, eta: 10:26:13, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2677, decode.loss_mask: 0.5203, decode.loss_dice: 0.7654, decode.d0.loss_cls: 1.3057, decode.d0.loss_mask: 0.5611, decode.d0.loss_dice: 0.8467, decode.d1.loss_cls: 0.3450, decode.d1.loss_mask: 0.5383, decode.d1.loss_dice: 0.8088, decode.d2.loss_cls: 0.3074, decode.d2.loss_mask: 0.5284, decode.d2.loss_dice: 0.7869, decode.d3.loss_cls: 0.2958, decode.d3.loss_mask: 0.5233, decode.d3.loss_dice: 0.7728, decode.d4.loss_cls: 0.2805, decode.d4.loss_mask: 0.5215, decode.d4.loss_dice: 0.7761, decode.d5.loss_cls: 0.2821, decode.d5.loss_mask: 0.5185, decode.d5.loss_dice: 0.7698, decode.d6.loss_cls: 0.2745, decode.d6.loss_mask: 0.5214, decode.d6.loss_dice: 0.7626, decode.d7.loss_cls: 0.2732, decode.d7.loss_mask: 0.5213, decode.d7.loss_dice: 0.7641, decode.d8.loss_cls: 0.2710, decode.d8.loss_mask: 0.5199, decode.d8.loss_dice: 0.7631, loss: 16.9930, grad_norm: 58.0412 2023-12-26 05:08:44,393 - mmseg - INFO - Iter [85650/160000] lr: 4.647e-05, eta: 10:25:47, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2727, decode.loss_mask: 0.5040, decode.loss_dice: 0.7604, decode.d0.loss_cls: 1.2844, decode.d0.loss_mask: 0.5404, decode.d0.loss_dice: 0.8430, decode.d1.loss_cls: 0.3620, decode.d1.loss_mask: 0.5221, decode.d1.loss_dice: 0.8028, decode.d2.loss_cls: 0.3166, decode.d2.loss_mask: 0.5117, decode.d2.loss_dice: 0.7785, decode.d3.loss_cls: 0.3128, decode.d3.loss_mask: 0.5066, decode.d3.loss_dice: 0.7602, decode.d4.loss_cls: 0.2922, decode.d4.loss_mask: 0.5073, decode.d4.loss_dice: 0.7642, decode.d5.loss_cls: 0.2883, decode.d5.loss_mask: 0.5066, decode.d5.loss_dice: 0.7635, decode.d6.loss_cls: 0.2877, decode.d6.loss_mask: 0.5059, decode.d6.loss_dice: 0.7559, decode.d7.loss_cls: 0.2754, decode.d7.loss_mask: 0.5055, decode.d7.loss_dice: 0.7578, decode.d8.loss_cls: 0.2781, decode.d8.loss_mask: 0.5034, decode.d8.loss_dice: 0.7585, loss: 16.8282, grad_norm: 58.4066 2023-12-26 05:09:08,908 - mmseg - INFO - Iter [85700/160000] lr: 4.644e-05, eta: 10:25:21, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2790, decode.loss_mask: 0.5064, decode.loss_dice: 0.7729, decode.d0.loss_cls: 1.2760, decode.d0.loss_mask: 0.5468, decode.d0.loss_dice: 0.8521, decode.d1.loss_cls: 0.3665, decode.d1.loss_mask: 0.5260, decode.d1.loss_dice: 0.8207, decode.d2.loss_cls: 0.3266, decode.d2.loss_mask: 0.5152, decode.d2.loss_dice: 0.7903, decode.d3.loss_cls: 0.3126, decode.d3.loss_mask: 0.5094, decode.d3.loss_dice: 0.7714, decode.d4.loss_cls: 0.2960, decode.d4.loss_mask: 0.5061, decode.d4.loss_dice: 0.7717, decode.d5.loss_cls: 0.2929, decode.d5.loss_mask: 0.5080, decode.d5.loss_dice: 0.7747, decode.d6.loss_cls: 0.2872, decode.d6.loss_mask: 0.5069, decode.d6.loss_dice: 0.7710, decode.d7.loss_cls: 0.2815, decode.d7.loss_mask: 0.5064, decode.d7.loss_dice: 0.7701, decode.d8.loss_cls: 0.2838, decode.d8.loss_mask: 0.5052, decode.d8.loss_dice: 0.7649, loss: 16.9982, grad_norm: 71.1592 2023-12-26 05:09:33,312 - mmseg - INFO - Iter [85750/160000] lr: 4.641e-05, eta: 10:24:55, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2724, decode.loss_mask: 0.5054, decode.loss_dice: 0.7497, decode.d0.loss_cls: 1.2464, decode.d0.loss_mask: 0.5468, decode.d0.loss_dice: 0.8338, decode.d1.loss_cls: 0.3519, decode.d1.loss_mask: 0.5196, decode.d1.loss_dice: 0.7944, decode.d2.loss_cls: 0.3215, decode.d2.loss_mask: 0.5116, decode.d2.loss_dice: 0.7662, decode.d3.loss_cls: 0.3038, decode.d3.loss_mask: 0.5073, decode.d3.loss_dice: 0.7557, decode.d4.loss_cls: 0.2889, decode.d4.loss_mask: 0.5083, decode.d4.loss_dice: 0.7566, decode.d5.loss_cls: 0.2858, decode.d5.loss_mask: 0.5076, decode.d5.loss_dice: 0.7536, decode.d6.loss_cls: 0.2843, decode.d6.loss_mask: 0.5055, decode.d6.loss_dice: 0.7466, decode.d7.loss_cls: 0.2811, decode.d7.loss_mask: 0.5044, decode.d7.loss_dice: 0.7526, decode.d8.loss_cls: 0.2821, decode.d8.loss_mask: 0.5057, decode.d8.loss_dice: 0.7461, loss: 16.6959, grad_norm: 61.0343 2023-12-26 05:09:59,955 - mmseg - INFO - Iter [85800/160000] lr: 4.638e-05, eta: 10:24:31, time: 0.533, data_time: 0.059, memory: 40245, decode.loss_cls: 0.2607, decode.loss_mask: 0.4973, decode.loss_dice: 0.7518, decode.d0.loss_cls: 1.2377, decode.d0.loss_mask: 0.5485, decode.d0.loss_dice: 0.8401, decode.d1.loss_cls: 0.3411, decode.d1.loss_mask: 0.5205, decode.d1.loss_dice: 0.8013, decode.d2.loss_cls: 0.2969, decode.d2.loss_mask: 0.5102, decode.d2.loss_dice: 0.7740, decode.d3.loss_cls: 0.2827, decode.d3.loss_mask: 0.5057, decode.d3.loss_dice: 0.7607, decode.d4.loss_cls: 0.2726, decode.d4.loss_mask: 0.5048, decode.d4.loss_dice: 0.7613, decode.d5.loss_cls: 0.2697, decode.d5.loss_mask: 0.5020, decode.d5.loss_dice: 0.7628, decode.d6.loss_cls: 0.2692, decode.d6.loss_mask: 0.4983, decode.d6.loss_dice: 0.7560, decode.d7.loss_cls: 0.2641, decode.d7.loss_mask: 0.4991, decode.d7.loss_dice: 0.7602, decode.d8.loss_cls: 0.2597, decode.d8.loss_mask: 0.4996, decode.d8.loss_dice: 0.7563, loss: 16.5649, grad_norm: 58.9372 2023-12-26 05:10:24,244 - mmseg - INFO - Iter [85850/160000] lr: 4.634e-05, eta: 10:24:05, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2370, decode.loss_mask: 0.4954, decode.loss_dice: 0.7436, decode.d0.loss_cls: 1.2290, decode.d0.loss_mask: 0.5293, decode.d0.loss_dice: 0.8253, decode.d1.loss_cls: 0.3162, decode.d1.loss_mask: 0.5048, decode.d1.loss_dice: 0.7839, decode.d2.loss_cls: 0.2813, decode.d2.loss_mask: 0.4975, decode.d2.loss_dice: 0.7633, decode.d3.loss_cls: 0.2664, decode.d3.loss_mask: 0.4963, decode.d3.loss_dice: 0.7482, decode.d4.loss_cls: 0.2534, decode.d4.loss_mask: 0.4976, decode.d4.loss_dice: 0.7476, decode.d5.loss_cls: 0.2474, decode.d5.loss_mask: 0.4973, decode.d5.loss_dice: 0.7524, decode.d6.loss_cls: 0.2448, decode.d6.loss_mask: 0.4943, decode.d6.loss_dice: 0.7470, decode.d7.loss_cls: 0.2401, decode.d7.loss_mask: 0.4966, decode.d7.loss_dice: 0.7487, decode.d8.loss_cls: 0.2382, decode.d8.loss_mask: 0.4953, decode.d8.loss_dice: 0.7465, loss: 16.1647, grad_norm: 61.4446 2023-12-26 05:10:48,931 - mmseg - INFO - Iter [85900/160000] lr: 4.631e-05, eta: 10:23:39, time: 0.494, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2476, decode.loss_mask: 0.4872, decode.loss_dice: 0.7386, decode.d0.loss_cls: 1.2372, decode.d0.loss_mask: 0.5230, decode.d0.loss_dice: 0.8164, decode.d1.loss_cls: 0.3254, decode.d1.loss_mask: 0.5039, decode.d1.loss_dice: 0.7795, decode.d2.loss_cls: 0.2892, decode.d2.loss_mask: 0.4951, decode.d2.loss_dice: 0.7594, decode.d3.loss_cls: 0.2771, decode.d3.loss_mask: 0.4910, decode.d3.loss_dice: 0.7496, decode.d4.loss_cls: 0.2668, decode.d4.loss_mask: 0.4912, decode.d4.loss_dice: 0.7455, decode.d5.loss_cls: 0.2581, decode.d5.loss_mask: 0.4875, decode.d5.loss_dice: 0.7486, decode.d6.loss_cls: 0.2559, decode.d6.loss_mask: 0.4866, decode.d6.loss_dice: 0.7434, decode.d7.loss_cls: 0.2528, decode.d7.loss_mask: 0.4850, decode.d7.loss_dice: 0.7439, decode.d8.loss_cls: 0.2446, decode.d8.loss_mask: 0.4856, decode.d8.loss_dice: 0.7428, loss: 16.1587, grad_norm: 62.2806 2023-12-26 05:11:13,545 - mmseg - INFO - Iter [85950/160000] lr: 4.628e-05, eta: 10:23:13, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2573, decode.loss_mask: 0.5002, decode.loss_dice: 0.7527, decode.d0.loss_cls: 1.2229, decode.d0.loss_mask: 0.5402, decode.d0.loss_dice: 0.8276, decode.d1.loss_cls: 0.3286, decode.d1.loss_mask: 0.5178, decode.d1.loss_dice: 0.7934, decode.d2.loss_cls: 0.2938, decode.d2.loss_mask: 0.5078, decode.d2.loss_dice: 0.7732, decode.d3.loss_cls: 0.2773, decode.d3.loss_mask: 0.5034, decode.d3.loss_dice: 0.7617, decode.d4.loss_cls: 0.2680, decode.d4.loss_mask: 0.5022, decode.d4.loss_dice: 0.7579, decode.d5.loss_cls: 0.2656, decode.d5.loss_mask: 0.5013, decode.d5.loss_dice: 0.7587, decode.d6.loss_cls: 0.2623, decode.d6.loss_mask: 0.5018, decode.d6.loss_dice: 0.7542, decode.d7.loss_cls: 0.2580, decode.d7.loss_mask: 0.5017, decode.d7.loss_dice: 0.7552, decode.d8.loss_cls: 0.2614, decode.d8.loss_mask: 0.5010, decode.d8.loss_dice: 0.7481, loss: 16.4554, grad_norm: 62.8468 2023-12-26 05:11:38,075 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 05:11:38,075 - mmseg - INFO - Iter [86000/160000] lr: 4.625e-05, eta: 10:22:47, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2544, decode.loss_mask: 0.5027, decode.loss_dice: 0.7528, decode.d0.loss_cls: 1.2424, decode.d0.loss_mask: 0.5393, decode.d0.loss_dice: 0.8258, decode.d1.loss_cls: 0.3371, decode.d1.loss_mask: 0.5189, decode.d1.loss_dice: 0.8019, decode.d2.loss_cls: 0.3037, decode.d2.loss_mask: 0.5087, decode.d2.loss_dice: 0.7747, decode.d3.loss_cls: 0.2821, decode.d3.loss_mask: 0.5055, decode.d3.loss_dice: 0.7646, decode.d4.loss_cls: 0.2720, decode.d4.loss_mask: 0.5027, decode.d4.loss_dice: 0.7588, decode.d5.loss_cls: 0.2642, decode.d5.loss_mask: 0.5038, decode.d5.loss_dice: 0.7608, decode.d6.loss_cls: 0.2631, decode.d6.loss_mask: 0.5029, decode.d6.loss_dice: 0.7549, decode.d7.loss_cls: 0.2558, decode.d7.loss_mask: 0.5024, decode.d7.loss_dice: 0.7538, decode.d8.loss_cls: 0.2564, decode.d8.loss_mask: 0.5018, decode.d8.loss_dice: 0.7526, loss: 16.5203, grad_norm: 58.7040 2023-12-26 05:12:02,989 - mmseg - INFO - Iter [86050/160000] lr: 4.622e-05, eta: 10:22:22, time: 0.498, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2808, decode.loss_mask: 0.5248, decode.loss_dice: 0.7905, decode.d0.loss_cls: 1.2980, decode.d0.loss_mask: 0.5689, decode.d0.loss_dice: 0.8760, decode.d1.loss_cls: 0.3622, decode.d1.loss_mask: 0.5445, decode.d1.loss_dice: 0.8435, decode.d2.loss_cls: 0.3248, decode.d2.loss_mask: 0.5364, decode.d2.loss_dice: 0.8091, decode.d3.loss_cls: 0.3032, decode.d3.loss_mask: 0.5307, decode.d3.loss_dice: 0.8016, decode.d4.loss_cls: 0.2949, decode.d4.loss_mask: 0.5299, decode.d4.loss_dice: 0.7972, decode.d5.loss_cls: 0.2843, decode.d5.loss_mask: 0.5304, decode.d5.loss_dice: 0.7986, decode.d6.loss_cls: 0.2802, decode.d6.loss_mask: 0.5274, decode.d6.loss_dice: 0.7921, decode.d7.loss_cls: 0.2764, decode.d7.loss_mask: 0.5281, decode.d7.loss_dice: 0.7925, decode.d8.loss_cls: 0.2760, decode.d8.loss_mask: 0.5268, decode.d8.loss_dice: 0.7914, loss: 17.4211, grad_norm: 63.2660 2023-12-26 05:12:27,621 - mmseg - INFO - Iter [86100/160000] lr: 4.619e-05, eta: 10:21:56, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2753, decode.loss_mask: 0.5090, decode.loss_dice: 0.7757, decode.d0.loss_cls: 1.2960, decode.d0.loss_mask: 0.5494, decode.d0.loss_dice: 0.8611, decode.d1.loss_cls: 0.3511, decode.d1.loss_mask: 0.5301, decode.d1.loss_dice: 0.8175, decode.d2.loss_cls: 0.3127, decode.d2.loss_mask: 0.5217, decode.d2.loss_dice: 0.7894, decode.d3.loss_cls: 0.3041, decode.d3.loss_mask: 0.5138, decode.d3.loss_dice: 0.7844, decode.d4.loss_cls: 0.2939, decode.d4.loss_mask: 0.5119, decode.d4.loss_dice: 0.7776, decode.d5.loss_cls: 0.2878, decode.d5.loss_mask: 0.5090, decode.d5.loss_dice: 0.7767, decode.d6.loss_cls: 0.2821, decode.d6.loss_mask: 0.5069, decode.d6.loss_dice: 0.7701, decode.d7.loss_cls: 0.2812, decode.d7.loss_mask: 0.5081, decode.d7.loss_dice: 0.7700, decode.d8.loss_cls: 0.2805, decode.d8.loss_mask: 0.5067, decode.d8.loss_dice: 0.7700, loss: 17.0238, grad_norm: 66.5475 2023-12-26 05:12:52,353 - mmseg - INFO - Iter [86150/160000] lr: 4.616e-05, eta: 10:21:30, time: 0.495, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2608, decode.loss_mask: 0.5176, decode.loss_dice: 0.7415, decode.d0.loss_cls: 1.2452, decode.d0.loss_mask: 0.5575, decode.d0.loss_dice: 0.8239, decode.d1.loss_cls: 0.3267, decode.d1.loss_mask: 0.5366, decode.d1.loss_dice: 0.7883, decode.d2.loss_cls: 0.2923, decode.d2.loss_mask: 0.5237, decode.d2.loss_dice: 0.7711, decode.d3.loss_cls: 0.2768, decode.d3.loss_mask: 0.5197, decode.d3.loss_dice: 0.7539, decode.d4.loss_cls: 0.2680, decode.d4.loss_mask: 0.5179, decode.d4.loss_dice: 0.7499, decode.d5.loss_cls: 0.2627, decode.d5.loss_mask: 0.5190, decode.d5.loss_dice: 0.7546, decode.d6.loss_cls: 0.2596, decode.d6.loss_mask: 0.5165, decode.d6.loss_dice: 0.7474, decode.d7.loss_cls: 0.2620, decode.d7.loss_mask: 0.5156, decode.d7.loss_dice: 0.7474, decode.d8.loss_cls: 0.2549, decode.d8.loss_mask: 0.5170, decode.d8.loss_dice: 0.7481, loss: 16.5763, grad_norm: 59.5118 2023-12-26 05:13:16,769 - mmseg - INFO - Iter [86200/160000] lr: 4.613e-05, eta: 10:21:04, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2533, decode.loss_mask: 0.4846, decode.loss_dice: 0.7274, decode.d0.loss_cls: 1.2148, decode.d0.loss_mask: 0.5164, decode.d0.loss_dice: 0.8073, decode.d1.loss_cls: 0.3303, decode.d1.loss_mask: 0.4995, decode.d1.loss_dice: 0.7749, decode.d2.loss_cls: 0.2978, decode.d2.loss_mask: 0.4931, decode.d2.loss_dice: 0.7506, decode.d3.loss_cls: 0.2796, decode.d3.loss_mask: 0.4866, decode.d3.loss_dice: 0.7304, decode.d4.loss_cls: 0.2685, decode.d4.loss_mask: 0.4864, decode.d4.loss_dice: 0.7378, decode.d5.loss_cls: 0.2625, decode.d5.loss_mask: 0.4849, decode.d5.loss_dice: 0.7306, decode.d6.loss_cls: 0.2591, decode.d6.loss_mask: 0.4838, decode.d6.loss_dice: 0.7295, decode.d7.loss_cls: 0.2523, decode.d7.loss_mask: 0.4838, decode.d7.loss_dice: 0.7297, decode.d8.loss_cls: 0.2542, decode.d8.loss_mask: 0.4837, decode.d8.loss_dice: 0.7307, loss: 16.0242, grad_norm: 60.8440 2023-12-26 05:13:40,883 - mmseg - INFO - Iter [86250/160000] lr: 4.609e-05, eta: 10:20:38, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2675, decode.loss_mask: 0.4944, decode.loss_dice: 0.7500, decode.d0.loss_cls: 1.2550, decode.d0.loss_mask: 0.5379, decode.d0.loss_dice: 0.8383, decode.d1.loss_cls: 0.3497, decode.d1.loss_mask: 0.5145, decode.d1.loss_dice: 0.7944, decode.d2.loss_cls: 0.3077, decode.d2.loss_mask: 0.5049, decode.d2.loss_dice: 0.7732, decode.d3.loss_cls: 0.2904, decode.d3.loss_mask: 0.5004, decode.d3.loss_dice: 0.7593, decode.d4.loss_cls: 0.2837, decode.d4.loss_mask: 0.4975, decode.d4.loss_dice: 0.7578, decode.d5.loss_cls: 0.2766, decode.d5.loss_mask: 0.4977, decode.d5.loss_dice: 0.7578, decode.d6.loss_cls: 0.2736, decode.d6.loss_mask: 0.4933, decode.d6.loss_dice: 0.7521, decode.d7.loss_cls: 0.2655, decode.d7.loss_mask: 0.4953, decode.d7.loss_dice: 0.7518, decode.d8.loss_cls: 0.2637, decode.d8.loss_mask: 0.4953, decode.d8.loss_dice: 0.7581, loss: 16.5573, grad_norm: 57.8068 2023-12-26 05:14:05,118 - mmseg - INFO - Iter [86300/160000] lr: 4.606e-05, eta: 10:20:12, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2737, decode.loss_mask: 0.5015, decode.loss_dice: 0.7581, decode.d0.loss_cls: 1.2746, decode.d0.loss_mask: 0.5413, decode.d0.loss_dice: 0.8506, decode.d1.loss_cls: 0.3484, decode.d1.loss_mask: 0.5168, decode.d1.loss_dice: 0.8021, decode.d2.loss_cls: 0.3064, decode.d2.loss_mask: 0.5088, decode.d2.loss_dice: 0.7796, decode.d3.loss_cls: 0.2918, decode.d3.loss_mask: 0.5091, decode.d3.loss_dice: 0.7665, decode.d4.loss_cls: 0.2859, decode.d4.loss_mask: 0.5069, decode.d4.loss_dice: 0.7693, decode.d5.loss_cls: 0.2815, decode.d5.loss_mask: 0.5046, decode.d5.loss_dice: 0.7672, decode.d6.loss_cls: 0.2805, decode.d6.loss_mask: 0.5020, decode.d6.loss_dice: 0.7598, decode.d7.loss_cls: 0.2782, decode.d7.loss_mask: 0.5017, decode.d7.loss_dice: 0.7621, decode.d8.loss_cls: 0.2754, decode.d8.loss_mask: 0.5014, decode.d8.loss_dice: 0.7641, loss: 16.7699, grad_norm: 58.9993 2023-12-26 05:14:29,359 - mmseg - INFO - Iter [86350/160000] lr: 4.603e-05, eta: 10:19:45, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2655, decode.loss_mask: 0.5008, decode.loss_dice: 0.7382, decode.d0.loss_cls: 1.2497, decode.d0.loss_mask: 0.5415, decode.d0.loss_dice: 0.8246, decode.d1.loss_cls: 0.3387, decode.d1.loss_mask: 0.5189, decode.d1.loss_dice: 0.7745, decode.d2.loss_cls: 0.3081, decode.d2.loss_mask: 0.5094, decode.d2.loss_dice: 0.7566, decode.d3.loss_cls: 0.2816, decode.d3.loss_mask: 0.5092, decode.d3.loss_dice: 0.7471, decode.d4.loss_cls: 0.2712, decode.d4.loss_mask: 0.5069, decode.d4.loss_dice: 0.7476, decode.d5.loss_cls: 0.2696, decode.d5.loss_mask: 0.5023, decode.d5.loss_dice: 0.7430, decode.d6.loss_cls: 0.2659, decode.d6.loss_mask: 0.5016, decode.d6.loss_dice: 0.7420, decode.d7.loss_cls: 0.2626, decode.d7.loss_mask: 0.5024, decode.d7.loss_dice: 0.7401, decode.d8.loss_cls: 0.2636, decode.d8.loss_mask: 0.5015, decode.d8.loss_dice: 0.7407, loss: 16.4256, grad_norm: 62.7211 2023-12-26 05:14:53,685 - mmseg - INFO - Iter [86400/160000] lr: 4.600e-05, eta: 10:19:19, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2540, decode.loss_mask: 0.5192, decode.loss_dice: 0.7583, decode.d0.loss_cls: 1.2475, decode.d0.loss_mask: 0.5625, decode.d0.loss_dice: 0.8512, decode.d1.loss_cls: 0.3325, decode.d1.loss_mask: 0.5363, decode.d1.loss_dice: 0.8026, decode.d2.loss_cls: 0.2927, decode.d2.loss_mask: 0.5219, decode.d2.loss_dice: 0.7724, decode.d3.loss_cls: 0.2843, decode.d3.loss_mask: 0.5206, decode.d3.loss_dice: 0.7613, decode.d4.loss_cls: 0.2704, decode.d4.loss_mask: 0.5193, decode.d4.loss_dice: 0.7652, decode.d5.loss_cls: 0.2689, decode.d5.loss_mask: 0.5187, decode.d5.loss_dice: 0.7590, decode.d6.loss_cls: 0.2655, decode.d6.loss_mask: 0.5191, decode.d6.loss_dice: 0.7556, decode.d7.loss_cls: 0.2584, decode.d7.loss_mask: 0.5187, decode.d7.loss_dice: 0.7577, decode.d8.loss_cls: 0.2563, decode.d8.loss_mask: 0.5178, decode.d8.loss_dice: 0.7533, loss: 16.7211, grad_norm: 59.7542 2023-12-26 05:15:18,219 - mmseg - INFO - Iter [86450/160000] lr: 4.597e-05, eta: 10:18:53, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2621, decode.loss_mask: 0.5006, decode.loss_dice: 0.7475, decode.d0.loss_cls: 1.2799, decode.d0.loss_mask: 0.5436, decode.d0.loss_dice: 0.8358, decode.d1.loss_cls: 0.3377, decode.d1.loss_mask: 0.5253, decode.d1.loss_dice: 0.8019, decode.d2.loss_cls: 0.3054, decode.d2.loss_mask: 0.5092, decode.d2.loss_dice: 0.7675, decode.d3.loss_cls: 0.2917, decode.d3.loss_mask: 0.5051, decode.d3.loss_dice: 0.7494, decode.d4.loss_cls: 0.2796, decode.d4.loss_mask: 0.5024, decode.d4.loss_dice: 0.7572, decode.d5.loss_cls: 0.2693, decode.d5.loss_mask: 0.5016, decode.d5.loss_dice: 0.7505, decode.d6.loss_cls: 0.2700, decode.d6.loss_mask: 0.5024, decode.d6.loss_dice: 0.7480, decode.d7.loss_cls: 0.2652, decode.d7.loss_mask: 0.5023, decode.d7.loss_dice: 0.7491, decode.d8.loss_cls: 0.2583, decode.d8.loss_mask: 0.5021, decode.d8.loss_dice: 0.7458, loss: 16.5667, grad_norm: 63.1258 2023-12-26 05:15:42,430 - mmseg - INFO - Iter [86500/160000] lr: 4.594e-05, eta: 10:18:27, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2596, decode.loss_mask: 0.5194, decode.loss_dice: 0.7506, decode.d0.loss_cls: 1.2622, decode.d0.loss_mask: 0.5606, decode.d0.loss_dice: 0.8328, decode.d1.loss_cls: 0.3483, decode.d1.loss_mask: 0.5373, decode.d1.loss_dice: 0.7945, decode.d2.loss_cls: 0.3109, decode.d2.loss_mask: 0.5264, decode.d2.loss_dice: 0.7716, decode.d3.loss_cls: 0.2915, decode.d3.loss_mask: 0.5256, decode.d3.loss_dice: 0.7601, decode.d4.loss_cls: 0.2791, decode.d4.loss_mask: 0.5247, decode.d4.loss_dice: 0.7573, decode.d5.loss_cls: 0.2729, decode.d5.loss_mask: 0.5215, decode.d5.loss_dice: 0.7596, decode.d6.loss_cls: 0.2657, decode.d6.loss_mask: 0.5219, decode.d6.loss_dice: 0.7510, decode.d7.loss_cls: 0.2590, decode.d7.loss_mask: 0.5203, decode.d7.loss_dice: 0.7513, decode.d8.loss_cls: 0.2618, decode.d8.loss_mask: 0.5205, decode.d8.loss_dice: 0.7514, loss: 16.7697, grad_norm: 63.0593 2023-12-26 05:16:06,642 - mmseg - INFO - Iter [86550/160000] lr: 4.591e-05, eta: 10:18:01, time: 0.484, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2667, decode.loss_mask: 0.4974, decode.loss_dice: 0.7482, decode.d0.loss_cls: 1.2585, decode.d0.loss_mask: 0.5343, decode.d0.loss_dice: 0.8424, decode.d1.loss_cls: 0.3383, decode.d1.loss_mask: 0.5191, decode.d1.loss_dice: 0.7949, decode.d2.loss_cls: 0.3009, decode.d2.loss_mask: 0.5058, decode.d2.loss_dice: 0.7719, decode.d3.loss_cls: 0.2989, decode.d3.loss_mask: 0.4988, decode.d3.loss_dice: 0.7532, decode.d4.loss_cls: 0.2815, decode.d4.loss_mask: 0.5005, decode.d4.loss_dice: 0.7547, decode.d5.loss_cls: 0.2721, decode.d5.loss_mask: 0.4993, decode.d5.loss_dice: 0.7518, decode.d6.loss_cls: 0.2727, decode.d6.loss_mask: 0.4990, decode.d6.loss_dice: 0.7465, decode.d7.loss_cls: 0.2621, decode.d7.loss_mask: 0.4987, decode.d7.loss_dice: 0.7489, decode.d8.loss_cls: 0.2622, decode.d8.loss_mask: 0.4985, decode.d8.loss_dice: 0.7525, loss: 16.5304, grad_norm: 62.1934 2023-12-26 05:16:30,949 - mmseg - INFO - Iter [86600/160000] lr: 4.588e-05, eta: 10:17:35, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2454, decode.loss_mask: 0.5176, decode.loss_dice: 0.7453, decode.d0.loss_cls: 1.2437, decode.d0.loss_mask: 0.5607, decode.d0.loss_dice: 0.8269, decode.d1.loss_cls: 0.3309, decode.d1.loss_mask: 0.5336, decode.d1.loss_dice: 0.7888, decode.d2.loss_cls: 0.2965, decode.d2.loss_mask: 0.5229, decode.d2.loss_dice: 0.7694, decode.d3.loss_cls: 0.2750, decode.d3.loss_mask: 0.5215, decode.d3.loss_dice: 0.7540, decode.d4.loss_cls: 0.2659, decode.d4.loss_mask: 0.5197, decode.d4.loss_dice: 0.7523, decode.d5.loss_cls: 0.2570, decode.d5.loss_mask: 0.5193, decode.d5.loss_dice: 0.7500, decode.d6.loss_cls: 0.2558, decode.d6.loss_mask: 0.5187, decode.d6.loss_dice: 0.7439, decode.d7.loss_cls: 0.2470, decode.d7.loss_mask: 0.5182, decode.d7.loss_dice: 0.7459, decode.d8.loss_cls: 0.2481, decode.d8.loss_mask: 0.5166, decode.d8.loss_dice: 0.7450, loss: 16.5355, grad_norm: 64.2331 2023-12-26 05:16:55,329 - mmseg - INFO - Iter [86650/160000] lr: 4.584e-05, eta: 10:17:09, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2767, decode.loss_mask: 0.4953, decode.loss_dice: 0.7601, decode.d0.loss_cls: 1.3132, decode.d0.loss_mask: 0.5328, decode.d0.loss_dice: 0.8466, decode.d1.loss_cls: 0.3598, decode.d1.loss_mask: 0.5135, decode.d1.loss_dice: 0.8005, decode.d2.loss_cls: 0.3161, decode.d2.loss_mask: 0.5042, decode.d2.loss_dice: 0.7729, decode.d3.loss_cls: 0.3038, decode.d3.loss_mask: 0.5011, decode.d3.loss_dice: 0.7680, decode.d4.loss_cls: 0.2925, decode.d4.loss_mask: 0.4978, decode.d4.loss_dice: 0.7642, decode.d5.loss_cls: 0.2876, decode.d5.loss_mask: 0.4973, decode.d5.loss_dice: 0.7625, decode.d6.loss_cls: 0.2851, decode.d6.loss_mask: 0.4956, decode.d6.loss_dice: 0.7546, decode.d7.loss_cls: 0.2808, decode.d7.loss_mask: 0.4957, decode.d7.loss_dice: 0.7614, decode.d8.loss_cls: 0.2806, decode.d8.loss_mask: 0.4943, decode.d8.loss_dice: 0.7631, loss: 16.7777, grad_norm: 63.8746 2023-12-26 05:17:19,772 - mmseg - INFO - Iter [86700/160000] lr: 4.581e-05, eta: 10:16:43, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2571, decode.loss_mask: 0.4882, decode.loss_dice: 0.7476, decode.d0.loss_cls: 1.2730, decode.d0.loss_mask: 0.5285, decode.d0.loss_dice: 0.8236, decode.d1.loss_cls: 0.3498, decode.d1.loss_mask: 0.5027, decode.d1.loss_dice: 0.7887, decode.d2.loss_cls: 0.3055, decode.d2.loss_mask: 0.4961, decode.d2.loss_dice: 0.7625, decode.d3.loss_cls: 0.2871, decode.d3.loss_mask: 0.4935, decode.d3.loss_dice: 0.7530, decode.d4.loss_cls: 0.2783, decode.d4.loss_mask: 0.4916, decode.d4.loss_dice: 0.7520, decode.d5.loss_cls: 0.2727, decode.d5.loss_mask: 0.4903, decode.d5.loss_dice: 0.7512, decode.d6.loss_cls: 0.2688, decode.d6.loss_mask: 0.4894, decode.d6.loss_dice: 0.7471, decode.d7.loss_cls: 0.2646, decode.d7.loss_mask: 0.4872, decode.d7.loss_dice: 0.7492, decode.d8.loss_cls: 0.2566, decode.d8.loss_mask: 0.4889, decode.d8.loss_dice: 0.7511, loss: 16.3960, grad_norm: 66.2185 2023-12-26 05:17:44,148 - mmseg - INFO - Iter [86750/160000] lr: 4.578e-05, eta: 10:16:17, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2415, decode.loss_mask: 0.5149, decode.loss_dice: 0.7640, decode.d0.loss_cls: 1.2279, decode.d0.loss_mask: 0.5599, decode.d0.loss_dice: 0.8462, decode.d1.loss_cls: 0.3345, decode.d1.loss_mask: 0.5290, decode.d1.loss_dice: 0.8012, decode.d2.loss_cls: 0.2873, decode.d2.loss_mask: 0.5210, decode.d2.loss_dice: 0.7774, decode.d3.loss_cls: 0.2713, decode.d3.loss_mask: 0.5161, decode.d3.loss_dice: 0.7648, decode.d4.loss_cls: 0.2573, decode.d4.loss_mask: 0.5162, decode.d4.loss_dice: 0.7718, decode.d5.loss_cls: 0.2520, decode.d5.loss_mask: 0.5155, decode.d5.loss_dice: 0.7684, decode.d6.loss_cls: 0.2483, decode.d6.loss_mask: 0.5154, decode.d6.loss_dice: 0.7613, decode.d7.loss_cls: 0.2494, decode.d7.loss_mask: 0.5143, decode.d7.loss_dice: 0.7622, decode.d8.loss_cls: 0.2470, decode.d8.loss_mask: 0.5148, decode.d8.loss_dice: 0.7634, loss: 16.6144, grad_norm: 57.4170 2023-12-26 05:18:08,224 - mmseg - INFO - Iter [86800/160000] lr: 4.575e-05, eta: 10:15:50, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2722, decode.loss_mask: 0.5186, decode.loss_dice: 0.7535, decode.d0.loss_cls: 1.2749, decode.d0.loss_mask: 0.5643, decode.d0.loss_dice: 0.8384, decode.d1.loss_cls: 0.3468, decode.d1.loss_mask: 0.5364, decode.d1.loss_dice: 0.7967, decode.d2.loss_cls: 0.3078, decode.d2.loss_mask: 0.5271, decode.d2.loss_dice: 0.7704, decode.d3.loss_cls: 0.2970, decode.d3.loss_mask: 0.5221, decode.d3.loss_dice: 0.7598, decode.d4.loss_cls: 0.2872, decode.d4.loss_mask: 0.5220, decode.d4.loss_dice: 0.7611, decode.d5.loss_cls: 0.2753, decode.d5.loss_mask: 0.5236, decode.d5.loss_dice: 0.7605, decode.d6.loss_cls: 0.2847, decode.d6.loss_mask: 0.5198, decode.d6.loss_dice: 0.7521, decode.d7.loss_cls: 0.2768, decode.d7.loss_mask: 0.5197, decode.d7.loss_dice: 0.7509, decode.d8.loss_cls: 0.2741, decode.d8.loss_mask: 0.5194, decode.d8.loss_dice: 0.7543, loss: 16.8675, grad_norm: 63.6761 2023-12-26 05:18:32,417 - mmseg - INFO - Iter [86850/160000] lr: 4.572e-05, eta: 10:15:24, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2746, decode.loss_mask: 0.5153, decode.loss_dice: 0.7663, decode.d0.loss_cls: 1.2837, decode.d0.loss_mask: 0.5539, decode.d0.loss_dice: 0.8474, decode.d1.loss_cls: 0.3623, decode.d1.loss_mask: 0.5347, decode.d1.loss_dice: 0.8118, decode.d2.loss_cls: 0.3252, decode.d2.loss_mask: 0.5218, decode.d2.loss_dice: 0.7877, decode.d3.loss_cls: 0.3039, decode.d3.loss_mask: 0.5187, decode.d3.loss_dice: 0.7782, decode.d4.loss_cls: 0.2956, decode.d4.loss_mask: 0.5175, decode.d4.loss_dice: 0.7763, decode.d5.loss_cls: 0.2888, decode.d5.loss_mask: 0.5152, decode.d5.loss_dice: 0.7699, decode.d6.loss_cls: 0.2841, decode.d6.loss_mask: 0.5125, decode.d6.loss_dice: 0.7636, decode.d7.loss_cls: 0.2791, decode.d7.loss_mask: 0.5149, decode.d7.loss_dice: 0.7674, decode.d8.loss_cls: 0.2773, decode.d8.loss_mask: 0.5161, decode.d8.loss_dice: 0.7691, loss: 17.0326, grad_norm: 64.0463 2023-12-26 05:18:56,858 - mmseg - INFO - Iter [86900/160000] lr: 4.569e-05, eta: 10:14:58, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2850, decode.loss_mask: 0.5051, decode.loss_dice: 0.7784, decode.d0.loss_cls: 1.2978, decode.d0.loss_mask: 0.5493, decode.d0.loss_dice: 0.8635, decode.d1.loss_cls: 0.3716, decode.d1.loss_mask: 0.5241, decode.d1.loss_dice: 0.8278, decode.d2.loss_cls: 0.3267, decode.d2.loss_mask: 0.5139, decode.d2.loss_dice: 0.7964, decode.d3.loss_cls: 0.3123, decode.d3.loss_mask: 0.5094, decode.d3.loss_dice: 0.7863, decode.d4.loss_cls: 0.3037, decode.d4.loss_mask: 0.5072, decode.d4.loss_dice: 0.7821, decode.d5.loss_cls: 0.2925, decode.d5.loss_mask: 0.5084, decode.d5.loss_dice: 0.7858, decode.d6.loss_cls: 0.2901, decode.d6.loss_mask: 0.5075, decode.d6.loss_dice: 0.7776, decode.d7.loss_cls: 0.2887, decode.d7.loss_mask: 0.5080, decode.d7.loss_dice: 0.7750, decode.d8.loss_cls: 0.2860, decode.d8.loss_mask: 0.5062, decode.d8.loss_dice: 0.7756, loss: 17.1419, grad_norm: 60.3385 2023-12-26 05:19:21,170 - mmseg - INFO - Iter [86950/160000] lr: 4.566e-05, eta: 10:14:32, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2685, decode.loss_mask: 0.5184, decode.loss_dice: 0.7648, decode.d0.loss_cls: 1.2514, decode.d0.loss_mask: 0.5569, decode.d0.loss_dice: 0.8381, decode.d1.loss_cls: 0.3631, decode.d1.loss_mask: 0.5348, decode.d1.loss_dice: 0.7987, decode.d2.loss_cls: 0.3189, decode.d2.loss_mask: 0.5227, decode.d2.loss_dice: 0.7729, decode.d3.loss_cls: 0.3032, decode.d3.loss_mask: 0.5198, decode.d3.loss_dice: 0.7648, decode.d4.loss_cls: 0.2960, decode.d4.loss_mask: 0.5176, decode.d4.loss_dice: 0.7622, decode.d5.loss_cls: 0.2822, decode.d5.loss_mask: 0.5183, decode.d5.loss_dice: 0.7665, decode.d6.loss_cls: 0.2772, decode.d6.loss_mask: 0.5197, decode.d6.loss_dice: 0.7558, decode.d7.loss_cls: 0.2727, decode.d7.loss_mask: 0.5192, decode.d7.loss_dice: 0.7609, decode.d8.loss_cls: 0.2734, decode.d8.loss_mask: 0.5190, decode.d8.loss_dice: 0.7609, loss: 16.8987, grad_norm: 64.6628 2023-12-26 05:19:45,723 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 05:19:45,723 - mmseg - INFO - Iter [87000/160000] lr: 4.563e-05, eta: 10:14:06, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2758, decode.loss_mask: 0.5007, decode.loss_dice: 0.7633, decode.d0.loss_cls: 1.2893, decode.d0.loss_mask: 0.5380, decode.d0.loss_dice: 0.8437, decode.d1.loss_cls: 0.3602, decode.d1.loss_mask: 0.5171, decode.d1.loss_dice: 0.8066, decode.d2.loss_cls: 0.3224, decode.d2.loss_mask: 0.5068, decode.d2.loss_dice: 0.7826, decode.d3.loss_cls: 0.3092, decode.d3.loss_mask: 0.5020, decode.d3.loss_dice: 0.7657, decode.d4.loss_cls: 0.2941, decode.d4.loss_mask: 0.5029, decode.d4.loss_dice: 0.7670, decode.d5.loss_cls: 0.2912, decode.d5.loss_mask: 0.5011, decode.d5.loss_dice: 0.7669, decode.d6.loss_cls: 0.2864, decode.d6.loss_mask: 0.5002, decode.d6.loss_dice: 0.7637, decode.d7.loss_cls: 0.2806, decode.d7.loss_mask: 0.4990, decode.d7.loss_dice: 0.7634, decode.d8.loss_cls: 0.2775, decode.d8.loss_mask: 0.4997, decode.d8.loss_dice: 0.7677, loss: 16.8448, grad_norm: 59.5225 2023-12-26 05:20:12,352 - mmseg - INFO - Iter [87050/160000] lr: 4.559e-05, eta: 10:13:42, time: 0.533, data_time: 0.058, memory: 40245, decode.loss_cls: 0.2978, decode.loss_mask: 0.4942, decode.loss_dice: 0.7722, decode.d0.loss_cls: 1.2822, decode.d0.loss_mask: 0.5402, decode.d0.loss_dice: 0.8613, decode.d1.loss_cls: 0.3694, decode.d1.loss_mask: 0.5136, decode.d1.loss_dice: 0.8196, decode.d2.loss_cls: 0.3326, decode.d2.loss_mask: 0.5018, decode.d2.loss_dice: 0.7941, decode.d3.loss_cls: 0.3198, decode.d3.loss_mask: 0.4968, decode.d3.loss_dice: 0.7814, decode.d4.loss_cls: 0.3064, decode.d4.loss_mask: 0.4967, decode.d4.loss_dice: 0.7804, decode.d5.loss_cls: 0.3013, decode.d5.loss_mask: 0.4938, decode.d5.loss_dice: 0.7743, decode.d6.loss_cls: 0.3000, decode.d6.loss_mask: 0.4932, decode.d6.loss_dice: 0.7709, decode.d7.loss_cls: 0.2982, decode.d7.loss_mask: 0.4917, decode.d7.loss_dice: 0.7674, decode.d8.loss_cls: 0.2934, decode.d8.loss_mask: 0.4928, decode.d8.loss_dice: 0.7703, loss: 17.0079, grad_norm: 63.4722 2023-12-26 05:20:36,673 - mmseg - INFO - Iter [87100/160000] lr: 4.556e-05, eta: 10:13:16, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2412, decode.loss_mask: 0.4990, decode.loss_dice: 0.7172, decode.d0.loss_cls: 1.2233, decode.d0.loss_mask: 0.5382, decode.d0.loss_dice: 0.8047, decode.d1.loss_cls: 0.3244, decode.d1.loss_mask: 0.5169, decode.d1.loss_dice: 0.7624, decode.d2.loss_cls: 0.2781, decode.d2.loss_mask: 0.5063, decode.d2.loss_dice: 0.7413, decode.d3.loss_cls: 0.2647, decode.d3.loss_mask: 0.5036, decode.d3.loss_dice: 0.7232, decode.d4.loss_cls: 0.2528, decode.d4.loss_mask: 0.5045, decode.d4.loss_dice: 0.7258, decode.d5.loss_cls: 0.2511, decode.d5.loss_mask: 0.4999, decode.d5.loss_dice: 0.7212, decode.d6.loss_cls: 0.2461, decode.d6.loss_mask: 0.4987, decode.d6.loss_dice: 0.7138, decode.d7.loss_cls: 0.2436, decode.d7.loss_mask: 0.5001, decode.d7.loss_dice: 0.7170, decode.d8.loss_cls: 0.2443, decode.d8.loss_mask: 0.4995, decode.d8.loss_dice: 0.7232, loss: 15.9861, grad_norm: 57.4430 2023-12-26 05:21:01,582 - mmseg - INFO - Iter [87150/160000] lr: 4.553e-05, eta: 10:12:51, time: 0.498, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2642, decode.loss_mask: 0.5086, decode.loss_dice: 0.7596, decode.d0.loss_cls: 1.2506, decode.d0.loss_mask: 0.5534, decode.d0.loss_dice: 0.8374, decode.d1.loss_cls: 0.3354, decode.d1.loss_mask: 0.5304, decode.d1.loss_dice: 0.8048, decode.d2.loss_cls: 0.3018, decode.d2.loss_mask: 0.5169, decode.d2.loss_dice: 0.7765, decode.d3.loss_cls: 0.2905, decode.d3.loss_mask: 0.5119, decode.d3.loss_dice: 0.7644, decode.d4.loss_cls: 0.2770, decode.d4.loss_mask: 0.5123, decode.d4.loss_dice: 0.7664, decode.d5.loss_cls: 0.2709, decode.d5.loss_mask: 0.5115, decode.d5.loss_dice: 0.7646, decode.d6.loss_cls: 0.2677, decode.d6.loss_mask: 0.5103, decode.d6.loss_dice: 0.7582, decode.d7.loss_cls: 0.2644, decode.d7.loss_mask: 0.5116, decode.d7.loss_dice: 0.7604, decode.d8.loss_cls: 0.2648, decode.d8.loss_mask: 0.5106, decode.d8.loss_dice: 0.7596, loss: 16.7167, grad_norm: 60.2738 2023-12-26 05:21:25,947 - mmseg - INFO - Iter [87200/160000] lr: 4.550e-05, eta: 10:12:24, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2689, decode.loss_mask: 0.5049, decode.loss_dice: 0.7553, decode.d0.loss_cls: 1.2295, decode.d0.loss_mask: 0.5492, decode.d0.loss_dice: 0.8354, decode.d1.loss_cls: 0.3506, decode.d1.loss_mask: 0.5214, decode.d1.loss_dice: 0.7964, decode.d2.loss_cls: 0.3161, decode.d2.loss_mask: 0.5099, decode.d2.loss_dice: 0.7735, decode.d3.loss_cls: 0.3012, decode.d3.loss_mask: 0.5059, decode.d3.loss_dice: 0.7578, decode.d4.loss_cls: 0.2880, decode.d4.loss_mask: 0.5047, decode.d4.loss_dice: 0.7585, decode.d5.loss_cls: 0.2791, decode.d5.loss_mask: 0.5043, decode.d5.loss_dice: 0.7567, decode.d6.loss_cls: 0.2773, decode.d6.loss_mask: 0.5047, decode.d6.loss_dice: 0.7528, decode.d7.loss_cls: 0.2691, decode.d7.loss_mask: 0.5052, decode.d7.loss_dice: 0.7562, decode.d8.loss_cls: 0.2731, decode.d8.loss_mask: 0.5043, decode.d8.loss_dice: 0.7558, loss: 16.6658, grad_norm: 61.9176 2023-12-26 05:21:50,389 - mmseg - INFO - Iter [87250/160000] lr: 4.547e-05, eta: 10:11:58, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2639, decode.loss_mask: 0.4994, decode.loss_dice: 0.7541, decode.d0.loss_cls: 1.2699, decode.d0.loss_mask: 0.5457, decode.d0.loss_dice: 0.8446, decode.d1.loss_cls: 0.3386, decode.d1.loss_mask: 0.5232, decode.d1.loss_dice: 0.8058, decode.d2.loss_cls: 0.3036, decode.d2.loss_mask: 0.5112, decode.d2.loss_dice: 0.7746, decode.d3.loss_cls: 0.2875, decode.d3.loss_mask: 0.5029, decode.d3.loss_dice: 0.7591, decode.d4.loss_cls: 0.2765, decode.d4.loss_mask: 0.5024, decode.d4.loss_dice: 0.7633, decode.d5.loss_cls: 0.2693, decode.d5.loss_mask: 0.5018, decode.d5.loss_dice: 0.7607, decode.d6.loss_cls: 0.2660, decode.d6.loss_mask: 0.5010, decode.d6.loss_dice: 0.7506, decode.d7.loss_cls: 0.2569, decode.d7.loss_mask: 0.5001, decode.d7.loss_dice: 0.7536, decode.d8.loss_cls: 0.2566, decode.d8.loss_mask: 0.5010, decode.d8.loss_dice: 0.7556, loss: 16.5992, grad_norm: 64.9069 2023-12-26 05:22:14,849 - mmseg - INFO - Iter [87300/160000] lr: 4.544e-05, eta: 10:11:32, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2469, decode.loss_mask: 0.4912, decode.loss_dice: 0.7399, decode.d0.loss_cls: 1.2641, decode.d0.loss_mask: 0.5300, decode.d0.loss_dice: 0.8202, decode.d1.loss_cls: 0.3301, decode.d1.loss_mask: 0.5080, decode.d1.loss_dice: 0.7797, decode.d2.loss_cls: 0.2953, decode.d2.loss_mask: 0.5002, decode.d2.loss_dice: 0.7577, decode.d3.loss_cls: 0.2752, decode.d3.loss_mask: 0.4965, decode.d3.loss_dice: 0.7478, decode.d4.loss_cls: 0.2673, decode.d4.loss_mask: 0.4933, decode.d4.loss_dice: 0.7460, decode.d5.loss_cls: 0.2600, decode.d5.loss_mask: 0.4921, decode.d5.loss_dice: 0.7473, decode.d6.loss_cls: 0.2569, decode.d6.loss_mask: 0.4926, decode.d6.loss_dice: 0.7399, decode.d7.loss_cls: 0.2535, decode.d7.loss_mask: 0.4925, decode.d7.loss_dice: 0.7403, decode.d8.loss_cls: 0.2477, decode.d8.loss_mask: 0.4914, decode.d8.loss_dice: 0.7404, loss: 16.2440, grad_norm: 56.4137 2023-12-26 05:22:39,270 - mmseg - INFO - Iter [87350/160000] lr: 4.541e-05, eta: 10:11:06, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2801, decode.loss_mask: 0.5157, decode.loss_dice: 0.7803, decode.d0.loss_cls: 1.2705, decode.d0.loss_mask: 0.5545, decode.d0.loss_dice: 0.8694, decode.d1.loss_cls: 0.3585, decode.d1.loss_mask: 0.5349, decode.d1.loss_dice: 0.8298, decode.d2.loss_cls: 0.3156, decode.d2.loss_mask: 0.5239, decode.d2.loss_dice: 0.8039, decode.d3.loss_cls: 0.3028, decode.d3.loss_mask: 0.5197, decode.d3.loss_dice: 0.7904, decode.d4.loss_cls: 0.2926, decode.d4.loss_mask: 0.5202, decode.d4.loss_dice: 0.7883, decode.d5.loss_cls: 0.2841, decode.d5.loss_mask: 0.5188, decode.d5.loss_dice: 0.7878, decode.d6.loss_cls: 0.2843, decode.d6.loss_mask: 0.5166, decode.d6.loss_dice: 0.7775, decode.d7.loss_cls: 0.2792, decode.d7.loss_mask: 0.5162, decode.d7.loss_dice: 0.7806, decode.d8.loss_cls: 0.2738, decode.d8.loss_mask: 0.5163, decode.d8.loss_dice: 0.7792, loss: 17.1654, grad_norm: 61.3153 2023-12-26 05:23:03,518 - mmseg - INFO - Iter [87400/160000] lr: 4.538e-05, eta: 10:10:40, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2450, decode.loss_mask: 0.4960, decode.loss_dice: 0.7201, decode.d0.loss_cls: 1.1822, decode.d0.loss_mask: 0.5355, decode.d0.loss_dice: 0.8014, decode.d1.loss_cls: 0.3168, decode.d1.loss_mask: 0.5134, decode.d1.loss_dice: 0.7562, decode.d2.loss_cls: 0.2777, decode.d2.loss_mask: 0.5077, decode.d2.loss_dice: 0.7418, decode.d3.loss_cls: 0.2684, decode.d3.loss_mask: 0.4991, decode.d3.loss_dice: 0.7296, decode.d4.loss_cls: 0.2590, decode.d4.loss_mask: 0.4963, decode.d4.loss_dice: 0.7278, decode.d5.loss_cls: 0.2548, decode.d5.loss_mask: 0.4942, decode.d5.loss_dice: 0.7265, decode.d6.loss_cls: 0.2512, decode.d6.loss_mask: 0.4959, decode.d6.loss_dice: 0.7185, decode.d7.loss_cls: 0.2503, decode.d7.loss_mask: 0.4954, decode.d7.loss_dice: 0.7217, decode.d8.loss_cls: 0.2481, decode.d8.loss_mask: 0.4957, decode.d8.loss_dice: 0.7193, loss: 15.9456, grad_norm: 59.1053 2023-12-26 05:23:28,150 - mmseg - INFO - Iter [87450/160000] lr: 4.534e-05, eta: 10:10:15, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2588, decode.loss_mask: 0.4782, decode.loss_dice: 0.7347, decode.d0.loss_cls: 1.2766, decode.d0.loss_mask: 0.5188, decode.d0.loss_dice: 0.8148, decode.d1.loss_cls: 0.3440, decode.d1.loss_mask: 0.4939, decode.d1.loss_dice: 0.7781, decode.d2.loss_cls: 0.3084, decode.d2.loss_mask: 0.4838, decode.d2.loss_dice: 0.7515, decode.d3.loss_cls: 0.2916, decode.d3.loss_mask: 0.4812, decode.d3.loss_dice: 0.7457, decode.d4.loss_cls: 0.2786, decode.d4.loss_mask: 0.4804, decode.d4.loss_dice: 0.7417, decode.d5.loss_cls: 0.2711, decode.d5.loss_mask: 0.4776, decode.d5.loss_dice: 0.7401, decode.d6.loss_cls: 0.2700, decode.d6.loss_mask: 0.4763, decode.d6.loss_dice: 0.7360, decode.d7.loss_cls: 0.2630, decode.d7.loss_mask: 0.4768, decode.d7.loss_dice: 0.7329, decode.d8.loss_cls: 0.2594, decode.d8.loss_mask: 0.4784, decode.d8.loss_dice: 0.7395, loss: 16.1819, grad_norm: 54.4572 2023-12-26 05:23:52,567 - mmseg - INFO - Iter [87500/160000] lr: 4.531e-05, eta: 10:09:49, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2641, decode.loss_mask: 0.4986, decode.loss_dice: 0.7352, decode.d0.loss_cls: 1.2596, decode.d0.loss_mask: 0.5407, decode.d0.loss_dice: 0.8223, decode.d1.loss_cls: 0.3312, decode.d1.loss_mask: 0.5164, decode.d1.loss_dice: 0.7767, decode.d2.loss_cls: 0.3100, decode.d2.loss_mask: 0.5074, decode.d2.loss_dice: 0.7487, decode.d3.loss_cls: 0.2926, decode.d3.loss_mask: 0.5025, decode.d3.loss_dice: 0.7414, decode.d4.loss_cls: 0.2797, decode.d4.loss_mask: 0.5006, decode.d4.loss_dice: 0.7405, decode.d5.loss_cls: 0.2710, decode.d5.loss_mask: 0.5014, decode.d5.loss_dice: 0.7355, decode.d6.loss_cls: 0.2653, decode.d6.loss_mask: 0.4993, decode.d6.loss_dice: 0.7353, decode.d7.loss_cls: 0.2570, decode.d7.loss_mask: 0.4987, decode.d7.loss_dice: 0.7384, decode.d8.loss_cls: 0.2637, decode.d8.loss_mask: 0.4992, decode.d8.loss_dice: 0.7371, loss: 16.3701, grad_norm: 64.2211 2023-12-26 05:24:16,919 - mmseg - INFO - Iter [87550/160000] lr: 4.528e-05, eta: 10:09:22, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2557, decode.loss_mask: 0.5035, decode.loss_dice: 0.7307, decode.d0.loss_cls: 1.2446, decode.d0.loss_mask: 0.5415, decode.d0.loss_dice: 0.8230, decode.d1.loss_cls: 0.3296, decode.d1.loss_mask: 0.5212, decode.d1.loss_dice: 0.7768, decode.d2.loss_cls: 0.3052, decode.d2.loss_mask: 0.5113, decode.d2.loss_dice: 0.7546, decode.d3.loss_cls: 0.2844, decode.d3.loss_mask: 0.5111, decode.d3.loss_dice: 0.7405, decode.d4.loss_cls: 0.2719, decode.d4.loss_mask: 0.5085, decode.d4.loss_dice: 0.7401, decode.d5.loss_cls: 0.2654, decode.d5.loss_mask: 0.5059, decode.d5.loss_dice: 0.7407, decode.d6.loss_cls: 0.2617, decode.d6.loss_mask: 0.5073, decode.d6.loss_dice: 0.7333, decode.d7.loss_cls: 0.2600, decode.d7.loss_mask: 0.5050, decode.d7.loss_dice: 0.7325, decode.d8.loss_cls: 0.2592, decode.d8.loss_mask: 0.5055, decode.d8.loss_dice: 0.7326, loss: 16.3632, grad_norm: 54.5137 2023-12-26 05:24:41,206 - mmseg - INFO - Iter [87600/160000] lr: 4.525e-05, eta: 10:08:56, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2682, decode.loss_mask: 0.5060, decode.loss_dice: 0.7502, decode.d0.loss_cls: 1.2534, decode.d0.loss_mask: 0.5499, decode.d0.loss_dice: 0.8332, decode.d1.loss_cls: 0.3446, decode.d1.loss_mask: 0.5230, decode.d1.loss_dice: 0.7947, decode.d2.loss_cls: 0.3102, decode.d2.loss_mask: 0.5103, decode.d2.loss_dice: 0.7704, decode.d3.loss_cls: 0.2935, decode.d3.loss_mask: 0.5067, decode.d3.loss_dice: 0.7539, decode.d4.loss_cls: 0.2856, decode.d4.loss_mask: 0.5065, decode.d4.loss_dice: 0.7557, decode.d5.loss_cls: 0.2807, decode.d5.loss_mask: 0.5062, decode.d5.loss_dice: 0.7491, decode.d6.loss_cls: 0.2774, decode.d6.loss_mask: 0.5074, decode.d6.loss_dice: 0.7448, decode.d7.loss_cls: 0.2707, decode.d7.loss_mask: 0.5063, decode.d7.loss_dice: 0.7505, decode.d8.loss_cls: 0.2702, decode.d8.loss_mask: 0.5058, decode.d8.loss_dice: 0.7521, loss: 16.6372, grad_norm: 59.5940 2023-12-26 05:25:05,515 - mmseg - INFO - Iter [87650/160000] lr: 4.522e-05, eta: 10:08:30, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2607, decode.loss_mask: 0.5136, decode.loss_dice: 0.7555, decode.d0.loss_cls: 1.2552, decode.d0.loss_mask: 0.5523, decode.d0.loss_dice: 0.8386, decode.d1.loss_cls: 0.3356, decode.d1.loss_mask: 0.5310, decode.d1.loss_dice: 0.8054, decode.d2.loss_cls: 0.2998, decode.d2.loss_mask: 0.5203, decode.d2.loss_dice: 0.7803, decode.d3.loss_cls: 0.2879, decode.d3.loss_mask: 0.5193, decode.d3.loss_dice: 0.7618, decode.d4.loss_cls: 0.2795, decode.d4.loss_mask: 0.5157, decode.d4.loss_dice: 0.7633, decode.d5.loss_cls: 0.2729, decode.d5.loss_mask: 0.5142, decode.d5.loss_dice: 0.7635, decode.d6.loss_cls: 0.2666, decode.d6.loss_mask: 0.5144, decode.d6.loss_dice: 0.7578, decode.d7.loss_cls: 0.2655, decode.d7.loss_mask: 0.5134, decode.d7.loss_dice: 0.7558, decode.d8.loss_cls: 0.2620, decode.d8.loss_mask: 0.5141, decode.d8.loss_dice: 0.7576, loss: 16.7337, grad_norm: 61.5918 2023-12-26 05:25:29,855 - mmseg - INFO - Iter [87700/160000] lr: 4.519e-05, eta: 10:08:04, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2600, decode.loss_mask: 0.4911, decode.loss_dice: 0.7565, decode.d0.loss_cls: 1.2748, decode.d0.loss_mask: 0.5302, decode.d0.loss_dice: 0.8410, decode.d1.loss_cls: 0.3374, decode.d1.loss_mask: 0.5079, decode.d1.loss_dice: 0.8052, decode.d2.loss_cls: 0.2989, decode.d2.loss_mask: 0.4987, decode.d2.loss_dice: 0.7790, decode.d3.loss_cls: 0.2801, decode.d3.loss_mask: 0.4936, decode.d3.loss_dice: 0.7586, decode.d4.loss_cls: 0.2704, decode.d4.loss_mask: 0.4935, decode.d4.loss_dice: 0.7593, decode.d5.loss_cls: 0.2645, decode.d5.loss_mask: 0.4912, decode.d5.loss_dice: 0.7564, decode.d6.loss_cls: 0.2582, decode.d6.loss_mask: 0.4912, decode.d6.loss_dice: 0.7554, decode.d7.loss_cls: 0.2570, decode.d7.loss_mask: 0.4898, decode.d7.loss_dice: 0.7566, decode.d8.loss_cls: 0.2591, decode.d8.loss_mask: 0.4903, decode.d8.loss_dice: 0.7582, loss: 16.4646, grad_norm: 59.8192 2023-12-26 05:25:54,273 - mmseg - INFO - Iter [87750/160000] lr: 4.516e-05, eta: 10:07:38, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2699, decode.loss_mask: 0.5123, decode.loss_dice: 0.7595, decode.d0.loss_cls: 1.2425, decode.d0.loss_mask: 0.5515, decode.d0.loss_dice: 0.8345, decode.d1.loss_cls: 0.3456, decode.d1.loss_mask: 0.5298, decode.d1.loss_dice: 0.8086, decode.d2.loss_cls: 0.3122, decode.d2.loss_mask: 0.5186, decode.d2.loss_dice: 0.7807, decode.d3.loss_cls: 0.2931, decode.d3.loss_mask: 0.5174, decode.d3.loss_dice: 0.7720, decode.d4.loss_cls: 0.2848, decode.d4.loss_mask: 0.5149, decode.d4.loss_dice: 0.7707, decode.d5.loss_cls: 0.2769, decode.d5.loss_mask: 0.5145, decode.d5.loss_dice: 0.7718, decode.d6.loss_cls: 0.2798, decode.d6.loss_mask: 0.5140, decode.d6.loss_dice: 0.7607, decode.d7.loss_cls: 0.2748, decode.d7.loss_mask: 0.5141, decode.d7.loss_dice: 0.7617, decode.d8.loss_cls: 0.2692, decode.d8.loss_mask: 0.5131, decode.d8.loss_dice: 0.7597, loss: 16.8290, grad_norm: 62.1696 2023-12-26 05:26:18,698 - mmseg - INFO - Iter [87800/160000] lr: 4.513e-05, eta: 10:07:12, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2760, decode.loss_mask: 0.5212, decode.loss_dice: 0.7687, decode.d0.loss_cls: 1.2593, decode.d0.loss_mask: 0.5680, decode.d0.loss_dice: 0.8601, decode.d1.loss_cls: 0.3522, decode.d1.loss_mask: 0.5430, decode.d1.loss_dice: 0.8205, decode.d2.loss_cls: 0.3128, decode.d2.loss_mask: 0.5294, decode.d2.loss_dice: 0.7931, decode.d3.loss_cls: 0.2968, decode.d3.loss_mask: 0.5263, decode.d3.loss_dice: 0.7818, decode.d4.loss_cls: 0.2890, decode.d4.loss_mask: 0.5235, decode.d4.loss_dice: 0.7799, decode.d5.loss_cls: 0.2881, decode.d5.loss_mask: 0.5222, decode.d5.loss_dice: 0.7765, decode.d6.loss_cls: 0.2826, decode.d6.loss_mask: 0.5217, decode.d6.loss_dice: 0.7707, decode.d7.loss_cls: 0.2754, decode.d7.loss_mask: 0.5211, decode.d7.loss_dice: 0.7741, decode.d8.loss_cls: 0.2786, decode.d8.loss_mask: 0.5210, decode.d8.loss_dice: 0.7733, loss: 17.1069, grad_norm: 73.4915 2023-12-26 05:26:42,990 - mmseg - INFO - Iter [87850/160000] lr: 4.509e-05, eta: 10:06:46, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2647, decode.loss_mask: 0.4844, decode.loss_dice: 0.7427, decode.d0.loss_cls: 1.2790, decode.d0.loss_mask: 0.5265, decode.d0.loss_dice: 0.8203, decode.d1.loss_cls: 0.3433, decode.d1.loss_mask: 0.5058, decode.d1.loss_dice: 0.7846, decode.d2.loss_cls: 0.3020, decode.d2.loss_mask: 0.4950, decode.d2.loss_dice: 0.7665, decode.d3.loss_cls: 0.2896, decode.d3.loss_mask: 0.4898, decode.d3.loss_dice: 0.7492, decode.d4.loss_cls: 0.2833, decode.d4.loss_mask: 0.4878, decode.d4.loss_dice: 0.7512, decode.d5.loss_cls: 0.2696, decode.d5.loss_mask: 0.4898, decode.d5.loss_dice: 0.7468, decode.d6.loss_cls: 0.2686, decode.d6.loss_mask: 0.4874, decode.d6.loss_dice: 0.7470, decode.d7.loss_cls: 0.2637, decode.d7.loss_mask: 0.4864, decode.d7.loss_dice: 0.7418, decode.d8.loss_cls: 0.2680, decode.d8.loss_mask: 0.4852, decode.d8.loss_dice: 0.7400, loss: 16.3601, grad_norm: 59.7002 2023-12-26 05:27:07,417 - mmseg - INFO - Iter [87900/160000] lr: 4.506e-05, eta: 10:06:20, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2679, decode.loss_mask: 0.4981, decode.loss_dice: 0.7478, decode.d0.loss_cls: 1.2686, decode.d0.loss_mask: 0.5397, decode.d0.loss_dice: 0.8298, decode.d1.loss_cls: 0.3587, decode.d1.loss_mask: 0.5207, decode.d1.loss_dice: 0.7889, decode.d2.loss_cls: 0.3050, decode.d2.loss_mask: 0.5087, decode.d2.loss_dice: 0.7727, decode.d3.loss_cls: 0.2949, decode.d3.loss_mask: 0.5052, decode.d3.loss_dice: 0.7569, decode.d4.loss_cls: 0.2833, decode.d4.loss_mask: 0.5020, decode.d4.loss_dice: 0.7565, decode.d5.loss_cls: 0.2806, decode.d5.loss_mask: 0.5046, decode.d5.loss_dice: 0.7567, decode.d6.loss_cls: 0.2734, decode.d6.loss_mask: 0.5024, decode.d6.loss_dice: 0.7519, decode.d7.loss_cls: 0.2688, decode.d7.loss_mask: 0.4982, decode.d7.loss_dice: 0.7490, decode.d8.loss_cls: 0.2648, decode.d8.loss_mask: 0.5001, decode.d8.loss_dice: 0.7493, loss: 16.6050, grad_norm: 66.3036 2023-12-26 05:27:31,816 - mmseg - INFO - Iter [87950/160000] lr: 4.503e-05, eta: 10:05:54, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2723, decode.loss_mask: 0.4975, decode.loss_dice: 0.7506, decode.d0.loss_cls: 1.2904, decode.d0.loss_mask: 0.5398, decode.d0.loss_dice: 0.8324, decode.d1.loss_cls: 0.3498, decode.d1.loss_mask: 0.5164, decode.d1.loss_dice: 0.7944, decode.d2.loss_cls: 0.3150, decode.d2.loss_mask: 0.5047, decode.d2.loss_dice: 0.7736, decode.d3.loss_cls: 0.3023, decode.d3.loss_mask: 0.4993, decode.d3.loss_dice: 0.7580, decode.d4.loss_cls: 0.2945, decode.d4.loss_mask: 0.4998, decode.d4.loss_dice: 0.7559, decode.d5.loss_cls: 0.2873, decode.d5.loss_mask: 0.4995, decode.d5.loss_dice: 0.7588, decode.d6.loss_cls: 0.2806, decode.d6.loss_mask: 0.4971, decode.d6.loss_dice: 0.7527, decode.d7.loss_cls: 0.2793, decode.d7.loss_mask: 0.4985, decode.d7.loss_dice: 0.7509, decode.d8.loss_cls: 0.2745, decode.d8.loss_mask: 0.4974, decode.d8.loss_dice: 0.7514, loss: 16.6747, grad_norm: 55.1976 2023-12-26 05:27:56,071 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 05:27:56,071 - mmseg - INFO - Iter [88000/160000] lr: 4.500e-05, eta: 10:05:28, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2816, decode.loss_mask: 0.5160, decode.loss_dice: 0.7669, decode.d0.loss_cls: 1.2989, decode.d0.loss_mask: 0.5637, decode.d0.loss_dice: 0.8513, decode.d1.loss_cls: 0.3662, decode.d1.loss_mask: 0.5383, decode.d1.loss_dice: 0.8196, decode.d2.loss_cls: 0.3250, decode.d2.loss_mask: 0.5288, decode.d2.loss_dice: 0.7923, decode.d3.loss_cls: 0.3063, decode.d3.loss_mask: 0.5237, decode.d3.loss_dice: 0.7775, decode.d4.loss_cls: 0.2939, decode.d4.loss_mask: 0.5229, decode.d4.loss_dice: 0.7788, decode.d5.loss_cls: 0.2896, decode.d5.loss_mask: 0.5206, decode.d5.loss_dice: 0.7780, decode.d6.loss_cls: 0.2824, decode.d6.loss_mask: 0.5185, decode.d6.loss_dice: 0.7686, decode.d7.loss_cls: 0.2804, decode.d7.loss_mask: 0.5181, decode.d7.loss_dice: 0.7702, decode.d8.loss_cls: 0.2795, decode.d8.loss_mask: 0.5171, decode.d8.loss_dice: 0.7736, loss: 17.1483, grad_norm: 61.2507 2023-12-26 05:28:20,309 - mmseg - INFO - Iter [88050/160000] lr: 4.497e-05, eta: 10:05:02, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2464, decode.loss_mask: 0.4974, decode.loss_dice: 0.7461, decode.d0.loss_cls: 1.2536, decode.d0.loss_mask: 0.5418, decode.d0.loss_dice: 0.8223, decode.d1.loss_cls: 0.3274, decode.d1.loss_mask: 0.5186, decode.d1.loss_dice: 0.7929, decode.d2.loss_cls: 0.2861, decode.d2.loss_mask: 0.5054, decode.d2.loss_dice: 0.7652, decode.d3.loss_cls: 0.2719, decode.d3.loss_mask: 0.5044, decode.d3.loss_dice: 0.7533, decode.d4.loss_cls: 0.2683, decode.d4.loss_mask: 0.5020, decode.d4.loss_dice: 0.7497, decode.d5.loss_cls: 0.2584, decode.d5.loss_mask: 0.5010, decode.d5.loss_dice: 0.7515, decode.d6.loss_cls: 0.2570, decode.d6.loss_mask: 0.4979, decode.d6.loss_dice: 0.7430, decode.d7.loss_cls: 0.2498, decode.d7.loss_mask: 0.4969, decode.d7.loss_dice: 0.7445, decode.d8.loss_cls: 0.2488, decode.d8.loss_mask: 0.4974, decode.d8.loss_dice: 0.7455, loss: 16.3446, grad_norm: 59.6165 2023-12-26 05:28:44,575 - mmseg - INFO - Iter [88100/160000] lr: 4.494e-05, eta: 10:04:36, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2466, decode.loss_mask: 0.5100, decode.loss_dice: 0.7416, decode.d0.loss_cls: 1.2719, decode.d0.loss_mask: 0.5491, decode.d0.loss_dice: 0.8270, decode.d1.loss_cls: 0.3316, decode.d1.loss_mask: 0.5262, decode.d1.loss_dice: 0.7846, decode.d2.loss_cls: 0.2951, decode.d2.loss_mask: 0.5184, decode.d2.loss_dice: 0.7592, decode.d3.loss_cls: 0.2745, decode.d3.loss_mask: 0.5140, decode.d3.loss_dice: 0.7435, decode.d4.loss_cls: 0.2674, decode.d4.loss_mask: 0.5132, decode.d4.loss_dice: 0.7445, decode.d5.loss_cls: 0.2614, decode.d5.loss_mask: 0.5127, decode.d5.loss_dice: 0.7413, decode.d6.loss_cls: 0.2612, decode.d6.loss_mask: 0.5111, decode.d6.loss_dice: 0.7396, decode.d7.loss_cls: 0.2487, decode.d7.loss_mask: 0.5100, decode.d7.loss_dice: 0.7420, decode.d8.loss_cls: 0.2477, decode.d8.loss_mask: 0.5101, decode.d8.loss_dice: 0.7443, loss: 16.4484, grad_norm: 60.2665 2023-12-26 05:29:09,319 - mmseg - INFO - Iter [88150/160000] lr: 4.491e-05, eta: 10:04:10, time: 0.495, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2684, decode.loss_mask: 0.5110, decode.loss_dice: 0.7724, decode.d0.loss_cls: 1.2371, decode.d0.loss_mask: 0.5581, decode.d0.loss_dice: 0.8572, decode.d1.loss_cls: 0.3491, decode.d1.loss_mask: 0.5273, decode.d1.loss_dice: 0.8146, decode.d2.loss_cls: 0.3081, decode.d2.loss_mask: 0.5200, decode.d2.loss_dice: 0.7955, decode.d3.loss_cls: 0.2891, decode.d3.loss_mask: 0.5154, decode.d3.loss_dice: 0.7797, decode.d4.loss_cls: 0.2814, decode.d4.loss_mask: 0.5124, decode.d4.loss_dice: 0.7771, decode.d5.loss_cls: 0.2787, decode.d5.loss_mask: 0.5135, decode.d5.loss_dice: 0.7762, decode.d6.loss_cls: 0.2748, decode.d6.loss_mask: 0.5104, decode.d6.loss_dice: 0.7714, decode.d7.loss_cls: 0.2686, decode.d7.loss_mask: 0.5116, decode.d7.loss_dice: 0.7744, decode.d8.loss_cls: 0.2680, decode.d8.loss_mask: 0.5106, decode.d8.loss_dice: 0.7739, loss: 16.9059, grad_norm: 59.9231 2023-12-26 05:29:33,826 - mmseg - INFO - Iter [88200/160000] lr: 4.488e-05, eta: 10:03:44, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2653, decode.loss_mask: 0.5007, decode.loss_dice: 0.7303, decode.d0.loss_cls: 1.2645, decode.d0.loss_mask: 0.5377, decode.d0.loss_dice: 0.8172, decode.d1.loss_cls: 0.3390, decode.d1.loss_mask: 0.5177, decode.d1.loss_dice: 0.7722, decode.d2.loss_cls: 0.3076, decode.d2.loss_mask: 0.5053, decode.d2.loss_dice: 0.7496, decode.d3.loss_cls: 0.2882, decode.d3.loss_mask: 0.5018, decode.d3.loss_dice: 0.7356, decode.d4.loss_cls: 0.2754, decode.d4.loss_mask: 0.4998, decode.d4.loss_dice: 0.7382, decode.d5.loss_cls: 0.2707, decode.d5.loss_mask: 0.5006, decode.d5.loss_dice: 0.7341, decode.d6.loss_cls: 0.2728, decode.d6.loss_mask: 0.5007, decode.d6.loss_dice: 0.7327, decode.d7.loss_cls: 0.2654, decode.d7.loss_mask: 0.4995, decode.d7.loss_dice: 0.7319, decode.d8.loss_cls: 0.2680, decode.d8.loss_mask: 0.4999, decode.d8.loss_dice: 0.7332, loss: 16.3555, grad_norm: 60.1547 2023-12-26 05:29:58,115 - mmseg - INFO - Iter [88250/160000] lr: 4.484e-05, eta: 10:03:18, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2570, decode.loss_mask: 0.4977, decode.loss_dice: 0.7348, decode.d0.loss_cls: 1.2346, decode.d0.loss_mask: 0.5371, decode.d0.loss_dice: 0.8196, decode.d1.loss_cls: 0.3422, decode.d1.loss_mask: 0.5124, decode.d1.loss_dice: 0.7880, decode.d2.loss_cls: 0.2999, decode.d2.loss_mask: 0.5020, decode.d2.loss_dice: 0.7564, decode.d3.loss_cls: 0.2844, decode.d3.loss_mask: 0.5011, decode.d3.loss_dice: 0.7434, decode.d4.loss_cls: 0.2718, decode.d4.loss_mask: 0.4985, decode.d4.loss_dice: 0.7428, decode.d5.loss_cls: 0.2684, decode.d5.loss_mask: 0.5001, decode.d5.loss_dice: 0.7412, decode.d6.loss_cls: 0.2653, decode.d6.loss_mask: 0.4991, decode.d6.loss_dice: 0.7370, decode.d7.loss_cls: 0.2619, decode.d7.loss_mask: 0.4944, decode.d7.loss_dice: 0.7376, decode.d8.loss_cls: 0.2593, decode.d8.loss_mask: 0.4947, decode.d8.loss_dice: 0.7366, loss: 16.3190, grad_norm: 64.8636 2023-12-26 05:30:22,537 - mmseg - INFO - Iter [88300/160000] lr: 4.481e-05, eta: 10:02:52, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2738, decode.loss_mask: 0.5075, decode.loss_dice: 0.7740, decode.d0.loss_cls: 1.2584, decode.d0.loss_mask: 0.5460, decode.d0.loss_dice: 0.8585, decode.d1.loss_cls: 0.3472, decode.d1.loss_mask: 0.5291, decode.d1.loss_dice: 0.8192, decode.d2.loss_cls: 0.3157, decode.d2.loss_mask: 0.5155, decode.d2.loss_dice: 0.7905, decode.d3.loss_cls: 0.2960, decode.d3.loss_mask: 0.5101, decode.d3.loss_dice: 0.7840, decode.d4.loss_cls: 0.2876, decode.d4.loss_mask: 0.5101, decode.d4.loss_dice: 0.7817, decode.d5.loss_cls: 0.2809, decode.d5.loss_mask: 0.5091, decode.d5.loss_dice: 0.7800, decode.d6.loss_cls: 0.2839, decode.d6.loss_mask: 0.5074, decode.d6.loss_dice: 0.7726, decode.d7.loss_cls: 0.2803, decode.d7.loss_mask: 0.5066, decode.d7.loss_dice: 0.7739, decode.d8.loss_cls: 0.2803, decode.d8.loss_mask: 0.5085, decode.d8.loss_dice: 0.7703, loss: 16.9587, grad_norm: 66.2131 2023-12-26 05:30:49,329 - mmseg - INFO - Iter [88350/160000] lr: 4.478e-05, eta: 10:02:28, time: 0.536, data_time: 0.058, memory: 40245, decode.loss_cls: 0.2769, decode.loss_mask: 0.4810, decode.loss_dice: 0.7410, decode.d0.loss_cls: 1.2861, decode.d0.loss_mask: 0.5236, decode.d0.loss_dice: 0.8375, decode.d1.loss_cls: 0.3517, decode.d1.loss_mask: 0.5034, decode.d1.loss_dice: 0.7909, decode.d2.loss_cls: 0.3188, decode.d2.loss_mask: 0.4902, decode.d2.loss_dice: 0.7649, decode.d3.loss_cls: 0.3018, decode.d3.loss_mask: 0.4853, decode.d3.loss_dice: 0.7525, decode.d4.loss_cls: 0.2946, decode.d4.loss_mask: 0.4841, decode.d4.loss_dice: 0.7486, decode.d5.loss_cls: 0.2872, decode.d5.loss_mask: 0.4839, decode.d5.loss_dice: 0.7433, decode.d6.loss_cls: 0.2871, decode.d6.loss_mask: 0.4810, decode.d6.loss_dice: 0.7400, decode.d7.loss_cls: 0.2802, decode.d7.loss_mask: 0.4809, decode.d7.loss_dice: 0.7421, decode.d8.loss_cls: 0.2757, decode.d8.loss_mask: 0.4788, decode.d8.loss_dice: 0.7382, loss: 16.4513, grad_norm: 58.4750 2023-12-26 05:31:13,688 - mmseg - INFO - Iter [88400/160000] lr: 4.475e-05, eta: 10:02:02, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2560, decode.loss_mask: 0.5032, decode.loss_dice: 0.7558, decode.d0.loss_cls: 1.2572, decode.d0.loss_mask: 0.5411, decode.d0.loss_dice: 0.8320, decode.d1.loss_cls: 0.3395, decode.d1.loss_mask: 0.5185, decode.d1.loss_dice: 0.8021, decode.d2.loss_cls: 0.3001, decode.d2.loss_mask: 0.5051, decode.d2.loss_dice: 0.7764, decode.d3.loss_cls: 0.2915, decode.d3.loss_mask: 0.5038, decode.d3.loss_dice: 0.7614, decode.d4.loss_cls: 0.2782, decode.d4.loss_mask: 0.5035, decode.d4.loss_dice: 0.7585, decode.d5.loss_cls: 0.2676, decode.d5.loss_mask: 0.5059, decode.d5.loss_dice: 0.7607, decode.d6.loss_cls: 0.2685, decode.d6.loss_mask: 0.5039, decode.d6.loss_dice: 0.7560, decode.d7.loss_cls: 0.2597, decode.d7.loss_mask: 0.5032, decode.d7.loss_dice: 0.7578, decode.d8.loss_cls: 0.2593, decode.d8.loss_mask: 0.5019, decode.d8.loss_dice: 0.7574, loss: 16.5858, grad_norm: 56.7993 2023-12-26 05:31:38,108 - mmseg - INFO - Iter [88450/160000] lr: 4.472e-05, eta: 10:01:36, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2471, decode.loss_mask: 0.5013, decode.loss_dice: 0.7293, decode.d0.loss_cls: 1.2172, decode.d0.loss_mask: 0.5439, decode.d0.loss_dice: 0.8119, decode.d1.loss_cls: 0.3264, decode.d1.loss_mask: 0.5202, decode.d1.loss_dice: 0.7759, decode.d2.loss_cls: 0.2885, decode.d2.loss_mask: 0.5102, decode.d2.loss_dice: 0.7508, decode.d3.loss_cls: 0.2736, decode.d3.loss_mask: 0.5072, decode.d3.loss_dice: 0.7343, decode.d4.loss_cls: 0.2607, decode.d4.loss_mask: 0.5046, decode.d4.loss_dice: 0.7371, decode.d5.loss_cls: 0.2548, decode.d5.loss_mask: 0.5030, decode.d5.loss_dice: 0.7306, decode.d6.loss_cls: 0.2503, decode.d6.loss_mask: 0.5019, decode.d6.loss_dice: 0.7291, decode.d7.loss_cls: 0.2448, decode.d7.loss_mask: 0.5009, decode.d7.loss_dice: 0.7355, decode.d8.loss_cls: 0.2457, decode.d8.loss_mask: 0.5034, decode.d8.loss_dice: 0.7300, loss: 16.1699, grad_norm: 57.8400 2023-12-26 05:32:02,297 - mmseg - INFO - Iter [88500/160000] lr: 4.469e-05, eta: 10:01:10, time: 0.484, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2695, decode.loss_mask: 0.5161, decode.loss_dice: 0.7714, decode.d0.loss_cls: 1.2475, decode.d0.loss_mask: 0.5637, decode.d0.loss_dice: 0.8529, decode.d1.loss_cls: 0.3416, decode.d1.loss_mask: 0.5378, decode.d1.loss_dice: 0.8260, decode.d2.loss_cls: 0.3087, decode.d2.loss_mask: 0.5269, decode.d2.loss_dice: 0.7916, decode.d3.loss_cls: 0.2917, decode.d3.loss_mask: 0.5213, decode.d3.loss_dice: 0.7792, decode.d4.loss_cls: 0.2846, decode.d4.loss_mask: 0.5190, decode.d4.loss_dice: 0.7781, decode.d5.loss_cls: 0.2798, decode.d5.loss_mask: 0.5190, decode.d5.loss_dice: 0.7799, decode.d6.loss_cls: 0.2790, decode.d6.loss_mask: 0.5161, decode.d6.loss_dice: 0.7706, decode.d7.loss_cls: 0.2672, decode.d7.loss_mask: 0.5169, decode.d7.loss_dice: 0.7727, decode.d8.loss_cls: 0.2690, decode.d8.loss_mask: 0.5158, decode.d8.loss_dice: 0.7749, loss: 16.9886, grad_norm: 58.7103 2023-12-26 05:32:26,547 - mmseg - INFO - Iter [88550/160000] lr: 4.466e-05, eta: 10:00:44, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2548, decode.loss_mask: 0.4981, decode.loss_dice: 0.7470, decode.d0.loss_cls: 1.2628, decode.d0.loss_mask: 0.5416, decode.d0.loss_dice: 0.8383, decode.d1.loss_cls: 0.3317, decode.d1.loss_mask: 0.5138, decode.d1.loss_dice: 0.7928, decode.d2.loss_cls: 0.2957, decode.d2.loss_mask: 0.5059, decode.d2.loss_dice: 0.7660, decode.d3.loss_cls: 0.2793, decode.d3.loss_mask: 0.5020, decode.d3.loss_dice: 0.7540, decode.d4.loss_cls: 0.2661, decode.d4.loss_mask: 0.5004, decode.d4.loss_dice: 0.7545, decode.d5.loss_cls: 0.2566, decode.d5.loss_mask: 0.5006, decode.d5.loss_dice: 0.7504, decode.d6.loss_cls: 0.2533, decode.d6.loss_mask: 0.5003, decode.d6.loss_dice: 0.7488, decode.d7.loss_cls: 0.2555, decode.d7.loss_mask: 0.5000, decode.d7.loss_dice: 0.7464, decode.d8.loss_cls: 0.2506, decode.d8.loss_mask: 0.5002, decode.d8.loss_dice: 0.7483, loss: 16.4156, grad_norm: 58.3322 2023-12-26 05:32:50,834 - mmseg - INFO - Iter [88600/160000] lr: 4.463e-05, eta: 10:00:18, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2571, decode.loss_mask: 0.4906, decode.loss_dice: 0.7400, decode.d0.loss_cls: 1.2483, decode.d0.loss_mask: 0.5366, decode.d0.loss_dice: 0.8215, decode.d1.loss_cls: 0.3337, decode.d1.loss_mask: 0.5142, decode.d1.loss_dice: 0.7917, decode.d2.loss_cls: 0.2943, decode.d2.loss_mask: 0.4992, decode.d2.loss_dice: 0.7636, decode.d3.loss_cls: 0.2802, decode.d3.loss_mask: 0.4962, decode.d3.loss_dice: 0.7514, decode.d4.loss_cls: 0.2720, decode.d4.loss_mask: 0.4947, decode.d4.loss_dice: 0.7463, decode.d5.loss_cls: 0.2675, decode.d5.loss_mask: 0.4955, decode.d5.loss_dice: 0.7481, decode.d6.loss_cls: 0.2636, decode.d6.loss_mask: 0.4906, decode.d6.loss_dice: 0.7389, decode.d7.loss_cls: 0.2582, decode.d7.loss_mask: 0.4916, decode.d7.loss_dice: 0.7436, decode.d8.loss_cls: 0.2596, decode.d8.loss_mask: 0.4907, decode.d8.loss_dice: 0.7413, loss: 16.3207, grad_norm: 59.3397 2023-12-26 05:33:15,124 - mmseg - INFO - Iter [88650/160000] lr: 4.459e-05, eta: 9:59:52, time: 0.486, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2460, decode.loss_mask: 0.4920, decode.loss_dice: 0.7127, decode.d0.loss_cls: 1.2369, decode.d0.loss_mask: 0.5247, decode.d0.loss_dice: 0.7937, decode.d1.loss_cls: 0.3241, decode.d1.loss_mask: 0.5065, decode.d1.loss_dice: 0.7554, decode.d2.loss_cls: 0.2796, decode.d2.loss_mask: 0.4981, decode.d2.loss_dice: 0.7370, decode.d3.loss_cls: 0.2768, decode.d3.loss_mask: 0.4934, decode.d3.loss_dice: 0.7221, decode.d4.loss_cls: 0.2606, decode.d4.loss_mask: 0.4935, decode.d4.loss_dice: 0.7221, decode.d5.loss_cls: 0.2562, decode.d5.loss_mask: 0.4925, decode.d5.loss_dice: 0.7152, decode.d6.loss_cls: 0.2518, decode.d6.loss_mask: 0.4912, decode.d6.loss_dice: 0.7106, decode.d7.loss_cls: 0.2493, decode.d7.loss_mask: 0.4900, decode.d7.loss_dice: 0.7064, decode.d8.loss_cls: 0.2487, decode.d8.loss_mask: 0.4914, decode.d8.loss_dice: 0.7130, loss: 15.8916, grad_norm: 62.7203 2023-12-26 05:33:39,843 - mmseg - INFO - Iter [88700/160000] lr: 4.456e-05, eta: 9:59:26, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2730, decode.loss_mask: 0.5126, decode.loss_dice: 0.7708, decode.d0.loss_cls: 1.2519, decode.d0.loss_mask: 0.5504, decode.d0.loss_dice: 0.8538, decode.d1.loss_cls: 0.3560, decode.d1.loss_mask: 0.5291, decode.d1.loss_dice: 0.8158, decode.d2.loss_cls: 0.3224, decode.d2.loss_mask: 0.5193, decode.d2.loss_dice: 0.7877, decode.d3.loss_cls: 0.3065, decode.d3.loss_mask: 0.5148, decode.d3.loss_dice: 0.7769, decode.d4.loss_cls: 0.2965, decode.d4.loss_mask: 0.5133, decode.d4.loss_dice: 0.7801, decode.d5.loss_cls: 0.2903, decode.d5.loss_mask: 0.5131, decode.d5.loss_dice: 0.7747, decode.d6.loss_cls: 0.2827, decode.d6.loss_mask: 0.5117, decode.d6.loss_dice: 0.7699, decode.d7.loss_cls: 0.2783, decode.d7.loss_mask: 0.5134, decode.d7.loss_dice: 0.7746, decode.d8.loss_cls: 0.2752, decode.d8.loss_mask: 0.5130, decode.d8.loss_dice: 0.7706, loss: 16.9982, grad_norm: 59.5578 2023-12-26 05:34:04,222 - mmseg - INFO - Iter [88750/160000] lr: 4.453e-05, eta: 9:59:00, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2787, decode.loss_mask: 0.4958, decode.loss_dice: 0.7613, decode.d0.loss_cls: 1.2630, decode.d0.loss_mask: 0.5378, decode.d0.loss_dice: 0.8423, decode.d1.loss_cls: 0.3492, decode.d1.loss_mask: 0.5136, decode.d1.loss_dice: 0.8059, decode.d2.loss_cls: 0.3199, decode.d2.loss_mask: 0.5056, decode.d2.loss_dice: 0.7833, decode.d3.loss_cls: 0.3027, decode.d3.loss_mask: 0.4972, decode.d3.loss_dice: 0.7682, decode.d4.loss_cls: 0.2910, decode.d4.loss_mask: 0.4974, decode.d4.loss_dice: 0.7658, decode.d5.loss_cls: 0.2847, decode.d5.loss_mask: 0.4978, decode.d5.loss_dice: 0.7645, decode.d6.loss_cls: 0.2813, decode.d6.loss_mask: 0.4968, decode.d6.loss_dice: 0.7614, decode.d7.loss_cls: 0.2763, decode.d7.loss_mask: 0.4960, decode.d7.loss_dice: 0.7630, decode.d8.loss_cls: 0.2752, decode.d8.loss_mask: 0.4955, decode.d8.loss_dice: 0.7617, loss: 16.7329, grad_norm: 56.4276 2023-12-26 05:34:28,531 - mmseg - INFO - Iter [88800/160000] lr: 4.450e-05, eta: 9:58:34, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2404, decode.loss_mask: 0.4804, decode.loss_dice: 0.7397, decode.d0.loss_cls: 1.2556, decode.d0.loss_mask: 0.5225, decode.d0.loss_dice: 0.8165, decode.d1.loss_cls: 0.3202, decode.d1.loss_mask: 0.4982, decode.d1.loss_dice: 0.7808, decode.d2.loss_cls: 0.2823, decode.d2.loss_mask: 0.4874, decode.d2.loss_dice: 0.7577, decode.d3.loss_cls: 0.2665, decode.d3.loss_mask: 0.4837, decode.d3.loss_dice: 0.7392, decode.d4.loss_cls: 0.2543, decode.d4.loss_mask: 0.4831, decode.d4.loss_dice: 0.7414, decode.d5.loss_cls: 0.2481, decode.d5.loss_mask: 0.4832, decode.d5.loss_dice: 0.7411, decode.d6.loss_cls: 0.2438, decode.d6.loss_mask: 0.4809, decode.d6.loss_dice: 0.7376, decode.d7.loss_cls: 0.2402, decode.d7.loss_mask: 0.4811, decode.d7.loss_dice: 0.7377, decode.d8.loss_cls: 0.2391, decode.d8.loss_mask: 0.4817, decode.d8.loss_dice: 0.7374, loss: 16.0017, grad_norm: 59.9927 2023-12-26 05:34:52,839 - mmseg - INFO - Iter [88850/160000] lr: 4.447e-05, eta: 9:58:08, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2361, decode.loss_mask: 0.5078, decode.loss_dice: 0.7478, decode.d0.loss_cls: 1.2376, decode.d0.loss_mask: 0.5470, decode.d0.loss_dice: 0.8331, decode.d1.loss_cls: 0.3210, decode.d1.loss_mask: 0.5235, decode.d1.loss_dice: 0.7849, decode.d2.loss_cls: 0.2807, decode.d2.loss_mask: 0.5118, decode.d2.loss_dice: 0.7678, decode.d3.loss_cls: 0.2681, decode.d3.loss_mask: 0.5098, decode.d3.loss_dice: 0.7518, decode.d4.loss_cls: 0.2591, decode.d4.loss_mask: 0.5087, decode.d4.loss_dice: 0.7489, decode.d5.loss_cls: 0.2480, decode.d5.loss_mask: 0.5083, decode.d5.loss_dice: 0.7473, decode.d6.loss_cls: 0.2457, decode.d6.loss_mask: 0.5055, decode.d6.loss_dice: 0.7409, decode.d7.loss_cls: 0.2390, decode.d7.loss_mask: 0.5065, decode.d7.loss_dice: 0.7444, decode.d8.loss_cls: 0.2354, decode.d8.loss_mask: 0.5081, decode.d8.loss_dice: 0.7458, loss: 16.3204, grad_norm: 61.6226 2023-12-26 05:35:17,378 - mmseg - INFO - Iter [88900/160000] lr: 4.444e-05, eta: 9:57:42, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2509, decode.loss_mask: 0.4993, decode.loss_dice: 0.7493, decode.d0.loss_cls: 1.2511, decode.d0.loss_mask: 0.5437, decode.d0.loss_dice: 0.8401, decode.d1.loss_cls: 0.3276, decode.d1.loss_mask: 0.5204, decode.d1.loss_dice: 0.7949, decode.d2.loss_cls: 0.2958, decode.d2.loss_mask: 0.5081, decode.d2.loss_dice: 0.7735, decode.d3.loss_cls: 0.2812, decode.d3.loss_mask: 0.5038, decode.d3.loss_dice: 0.7575, decode.d4.loss_cls: 0.2696, decode.d4.loss_mask: 0.5014, decode.d4.loss_dice: 0.7534, decode.d5.loss_cls: 0.2671, decode.d5.loss_mask: 0.5002, decode.d5.loss_dice: 0.7545, decode.d6.loss_cls: 0.2559, decode.d6.loss_mask: 0.4985, decode.d6.loss_dice: 0.7533, decode.d7.loss_cls: 0.2549, decode.d7.loss_mask: 0.4979, decode.d7.loss_dice: 0.7488, decode.d8.loss_cls: 0.2538, decode.d8.loss_mask: 0.4986, decode.d8.loss_dice: 0.7505, loss: 16.4558, grad_norm: 62.1534 2023-12-26 05:35:41,818 - mmseg - INFO - Iter [88950/160000] lr: 4.441e-05, eta: 9:57:16, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2767, decode.loss_mask: 0.5002, decode.loss_dice: 0.7466, decode.d0.loss_cls: 1.2952, decode.d0.loss_mask: 0.5412, decode.d0.loss_dice: 0.8320, decode.d1.loss_cls: 0.3538, decode.d1.loss_mask: 0.5185, decode.d1.loss_dice: 0.7893, decode.d2.loss_cls: 0.3207, decode.d2.loss_mask: 0.5086, decode.d2.loss_dice: 0.7719, decode.d3.loss_cls: 0.3081, decode.d3.loss_mask: 0.5031, decode.d3.loss_dice: 0.7528, decode.d4.loss_cls: 0.2923, decode.d4.loss_mask: 0.5024, decode.d4.loss_dice: 0.7557, decode.d5.loss_cls: 0.2827, decode.d5.loss_mask: 0.5019, decode.d5.loss_dice: 0.7553, decode.d6.loss_cls: 0.2838, decode.d6.loss_mask: 0.5003, decode.d6.loss_dice: 0.7485, decode.d7.loss_cls: 0.2806, decode.d7.loss_mask: 0.4991, decode.d7.loss_dice: 0.7480, decode.d8.loss_cls: 0.2735, decode.d8.loss_mask: 0.4994, decode.d8.loss_dice: 0.7498, loss: 16.6921, grad_norm: 62.6674 2023-12-26 05:36:06,147 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 05:36:06,148 - mmseg - INFO - Iter [89000/160000] lr: 4.438e-05, eta: 9:56:50, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2734, decode.loss_mask: 0.5098, decode.loss_dice: 0.7510, decode.d0.loss_cls: 1.2933, decode.d0.loss_mask: 0.5558, decode.d0.loss_dice: 0.8384, decode.d1.loss_cls: 0.3483, decode.d1.loss_mask: 0.5275, decode.d1.loss_dice: 0.7983, decode.d2.loss_cls: 0.3135, decode.d2.loss_mask: 0.5175, decode.d2.loss_dice: 0.7742, decode.d3.loss_cls: 0.2990, decode.d3.loss_mask: 0.5122, decode.d3.loss_dice: 0.7576, decode.d4.loss_cls: 0.2855, decode.d4.loss_mask: 0.5112, decode.d4.loss_dice: 0.7549, decode.d5.loss_cls: 0.2796, decode.d5.loss_mask: 0.5127, decode.d5.loss_dice: 0.7530, decode.d6.loss_cls: 0.2834, decode.d6.loss_mask: 0.5100, decode.d6.loss_dice: 0.7452, decode.d7.loss_cls: 0.2750, decode.d7.loss_mask: 0.5117, decode.d7.loss_dice: 0.7511, decode.d8.loss_cls: 0.2731, decode.d8.loss_mask: 0.5103, decode.d8.loss_dice: 0.7501, loss: 16.7766, grad_norm: 64.0375 2023-12-26 05:36:30,535 - mmseg - INFO - Iter [89050/160000] lr: 4.434e-05, eta: 9:56:24, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2442, decode.loss_mask: 0.5028, decode.loss_dice: 0.7422, decode.d0.loss_cls: 1.2431, decode.d0.loss_mask: 0.5404, decode.d0.loss_dice: 0.8159, decode.d1.loss_cls: 0.3262, decode.d1.loss_mask: 0.5167, decode.d1.loss_dice: 0.7860, decode.d2.loss_cls: 0.2852, decode.d2.loss_mask: 0.5085, decode.d2.loss_dice: 0.7631, decode.d3.loss_cls: 0.2692, decode.d3.loss_mask: 0.5054, decode.d3.loss_dice: 0.7491, decode.d4.loss_cls: 0.2548, decode.d4.loss_mask: 0.5056, decode.d4.loss_dice: 0.7490, decode.d5.loss_cls: 0.2550, decode.d5.loss_mask: 0.5034, decode.d5.loss_dice: 0.7463, decode.d6.loss_cls: 0.2516, decode.d6.loss_mask: 0.5012, decode.d6.loss_dice: 0.7437, decode.d7.loss_cls: 0.2531, decode.d7.loss_mask: 0.4999, decode.d7.loss_dice: 0.7455, decode.d8.loss_cls: 0.2503, decode.d8.loss_mask: 0.5004, decode.d8.loss_dice: 0.7431, loss: 16.3009, grad_norm: 57.9954 2023-12-26 05:36:55,142 - mmseg - INFO - Iter [89100/160000] lr: 4.431e-05, eta: 9:55:59, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2423, decode.loss_mask: 0.5062, decode.loss_dice: 0.7314, decode.d0.loss_cls: 1.2318, decode.d0.loss_mask: 0.5480, decode.d0.loss_dice: 0.8080, decode.d1.loss_cls: 0.3281, decode.d1.loss_mask: 0.5247, decode.d1.loss_dice: 0.7718, decode.d2.loss_cls: 0.2889, decode.d2.loss_mask: 0.5164, decode.d2.loss_dice: 0.7555, decode.d3.loss_cls: 0.2768, decode.d3.loss_mask: 0.5104, decode.d3.loss_dice: 0.7382, decode.d4.loss_cls: 0.2632, decode.d4.loss_mask: 0.5097, decode.d4.loss_dice: 0.7367, decode.d5.loss_cls: 0.2563, decode.d5.loss_mask: 0.5088, decode.d5.loss_dice: 0.7399, decode.d6.loss_cls: 0.2483, decode.d6.loss_mask: 0.5069, decode.d6.loss_dice: 0.7343, decode.d7.loss_cls: 0.2503, decode.d7.loss_mask: 0.5063, decode.d7.loss_dice: 0.7332, decode.d8.loss_cls: 0.2450, decode.d8.loss_mask: 0.5067, decode.d8.loss_dice: 0.7335, loss: 16.2575, grad_norm: 62.0653 2023-12-26 05:37:19,587 - mmseg - INFO - Iter [89150/160000] lr: 4.428e-05, eta: 9:55:33, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2773, decode.loss_mask: 0.5008, decode.loss_dice: 0.7404, decode.d0.loss_cls: 1.2768, decode.d0.loss_mask: 0.5450, decode.d0.loss_dice: 0.8347, decode.d1.loss_cls: 0.3519, decode.d1.loss_mask: 0.5212, decode.d1.loss_dice: 0.7963, decode.d2.loss_cls: 0.3135, decode.d2.loss_mask: 0.5111, decode.d2.loss_dice: 0.7706, decode.d3.loss_cls: 0.2987, decode.d3.loss_mask: 0.5077, decode.d3.loss_dice: 0.7544, decode.d4.loss_cls: 0.2895, decode.d4.loss_mask: 0.5042, decode.d4.loss_dice: 0.7524, decode.d5.loss_cls: 0.2822, decode.d5.loss_mask: 0.5027, decode.d5.loss_dice: 0.7504, decode.d6.loss_cls: 0.2803, decode.d6.loss_mask: 0.5019, decode.d6.loss_dice: 0.7384, decode.d7.loss_cls: 0.2800, decode.d7.loss_mask: 0.5005, decode.d7.loss_dice: 0.7424, decode.d8.loss_cls: 0.2725, decode.d8.loss_mask: 0.5005, decode.d8.loss_dice: 0.7459, loss: 16.6442, grad_norm: 60.0517 2023-12-26 05:37:43,850 - mmseg - INFO - Iter [89200/160000] lr: 4.425e-05, eta: 9:55:07, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2628, decode.loss_mask: 0.5090, decode.loss_dice: 0.7670, decode.d0.loss_cls: 1.2651, decode.d0.loss_mask: 0.5501, decode.d0.loss_dice: 0.8585, decode.d1.loss_cls: 0.3430, decode.d1.loss_mask: 0.5297, decode.d1.loss_dice: 0.8117, decode.d2.loss_cls: 0.3016, decode.d2.loss_mask: 0.5157, decode.d2.loss_dice: 0.7878, decode.d3.loss_cls: 0.2929, decode.d3.loss_mask: 0.5143, decode.d3.loss_dice: 0.7760, decode.d4.loss_cls: 0.2815, decode.d4.loss_mask: 0.5121, decode.d4.loss_dice: 0.7729, decode.d5.loss_cls: 0.2746, decode.d5.loss_mask: 0.5115, decode.d5.loss_dice: 0.7725, decode.d6.loss_cls: 0.2725, decode.d6.loss_mask: 0.5084, decode.d6.loss_dice: 0.7607, decode.d7.loss_cls: 0.2684, decode.d7.loss_mask: 0.5093, decode.d7.loss_dice: 0.7639, decode.d8.loss_cls: 0.2663, decode.d8.loss_mask: 0.5080, decode.d8.loss_dice: 0.7655, loss: 16.8331, grad_norm: 62.1014 2023-12-26 05:38:08,300 - mmseg - INFO - Iter [89250/160000] lr: 4.422e-05, eta: 9:54:41, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2599, decode.loss_mask: 0.5025, decode.loss_dice: 0.7501, decode.d0.loss_cls: 1.2474, decode.d0.loss_mask: 0.5470, decode.d0.loss_dice: 0.8346, decode.d1.loss_cls: 0.3363, decode.d1.loss_mask: 0.5234, decode.d1.loss_dice: 0.7953, decode.d2.loss_cls: 0.3007, decode.d2.loss_mask: 0.5119, decode.d2.loss_dice: 0.7696, decode.d3.loss_cls: 0.2854, decode.d3.loss_mask: 0.5044, decode.d3.loss_dice: 0.7553, decode.d4.loss_cls: 0.2782, decode.d4.loss_mask: 0.5059, decode.d4.loss_dice: 0.7541, decode.d5.loss_cls: 0.2717, decode.d5.loss_mask: 0.5044, decode.d5.loss_dice: 0.7527, decode.d6.loss_cls: 0.2699, decode.d6.loss_mask: 0.5034, decode.d6.loss_dice: 0.7481, decode.d7.loss_cls: 0.2608, decode.d7.loss_mask: 0.5020, decode.d7.loss_dice: 0.7479, decode.d8.loss_cls: 0.2595, decode.d8.loss_mask: 0.5014, decode.d8.loss_dice: 0.7494, loss: 16.5333, grad_norm: 61.6535 2023-12-26 05:38:32,549 - mmseg - INFO - Iter [89300/160000] lr: 4.419e-05, eta: 9:54:15, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2616, decode.loss_mask: 0.4996, decode.loss_dice: 0.7675, decode.d0.loss_cls: 1.2615, decode.d0.loss_mask: 0.5418, decode.d0.loss_dice: 0.8595, decode.d1.loss_cls: 0.3383, decode.d1.loss_mask: 0.5186, decode.d1.loss_dice: 0.8246, decode.d2.loss_cls: 0.3096, decode.d2.loss_mask: 0.5058, decode.d2.loss_dice: 0.7899, decode.d3.loss_cls: 0.2923, decode.d3.loss_mask: 0.5052, decode.d3.loss_dice: 0.7752, decode.d4.loss_cls: 0.2788, decode.d4.loss_mask: 0.5036, decode.d4.loss_dice: 0.7783, decode.d5.loss_cls: 0.2725, decode.d5.loss_mask: 0.5002, decode.d5.loss_dice: 0.7763, decode.d6.loss_cls: 0.2680, decode.d6.loss_mask: 0.4988, decode.d6.loss_dice: 0.7723, decode.d7.loss_cls: 0.2679, decode.d7.loss_mask: 0.4972, decode.d7.loss_dice: 0.7693, decode.d8.loss_cls: 0.2663, decode.d8.loss_mask: 0.4996, decode.d8.loss_dice: 0.7701, loss: 16.7701, grad_norm: 56.8751 2023-12-26 05:38:56,990 - mmseg - INFO - Iter [89350/160000] lr: 4.416e-05, eta: 9:53:49, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2646, decode.loss_mask: 0.5045, decode.loss_dice: 0.7479, decode.d0.loss_cls: 1.2622, decode.d0.loss_mask: 0.5464, decode.d0.loss_dice: 0.8347, decode.d1.loss_cls: 0.3475, decode.d1.loss_mask: 0.5195, decode.d1.loss_dice: 0.7948, decode.d2.loss_cls: 0.3084, decode.d2.loss_mask: 0.5120, decode.d2.loss_dice: 0.7680, decode.d3.loss_cls: 0.3032, decode.d3.loss_mask: 0.5067, decode.d3.loss_dice: 0.7545, decode.d4.loss_cls: 0.2876, decode.d4.loss_mask: 0.5050, decode.d4.loss_dice: 0.7570, decode.d5.loss_cls: 0.2782, decode.d5.loss_mask: 0.5058, decode.d5.loss_dice: 0.7548, decode.d6.loss_cls: 0.2735, decode.d6.loss_mask: 0.5034, decode.d6.loss_dice: 0.7488, decode.d7.loss_cls: 0.2697, decode.d7.loss_mask: 0.5038, decode.d7.loss_dice: 0.7557, decode.d8.loss_cls: 0.2664, decode.d8.loss_mask: 0.5041, decode.d8.loss_dice: 0.7510, loss: 16.6396, grad_norm: 61.8531 2023-12-26 05:39:21,439 - mmseg - INFO - Iter [89400/160000] lr: 4.413e-05, eta: 9:53:23, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2641, decode.loss_mask: 0.5091, decode.loss_dice: 0.7595, decode.d0.loss_cls: 1.2310, decode.d0.loss_mask: 0.5572, decode.d0.loss_dice: 0.8428, decode.d1.loss_cls: 0.3383, decode.d1.loss_mask: 0.5323, decode.d1.loss_dice: 0.7998, decode.d2.loss_cls: 0.3119, decode.d2.loss_mask: 0.5161, decode.d2.loss_dice: 0.7794, decode.d3.loss_cls: 0.2912, decode.d3.loss_mask: 0.5147, decode.d3.loss_dice: 0.7676, decode.d4.loss_cls: 0.2776, decode.d4.loss_mask: 0.5141, decode.d4.loss_dice: 0.7650, decode.d5.loss_cls: 0.2718, decode.d5.loss_mask: 0.5145, decode.d5.loss_dice: 0.7635, decode.d6.loss_cls: 0.2727, decode.d6.loss_mask: 0.5113, decode.d6.loss_dice: 0.7594, decode.d7.loss_cls: 0.2675, decode.d7.loss_mask: 0.5098, decode.d7.loss_dice: 0.7578, decode.d8.loss_cls: 0.2645, decode.d8.loss_mask: 0.5096, decode.d8.loss_dice: 0.7627, loss: 16.7366, grad_norm: 59.5471 2023-12-26 05:39:45,794 - mmseg - INFO - Iter [89450/160000] lr: 4.409e-05, eta: 9:52:57, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2555, decode.loss_mask: 0.4922, decode.loss_dice: 0.7242, decode.d0.loss_cls: 1.2486, decode.d0.loss_mask: 0.5331, decode.d0.loss_dice: 0.8054, decode.d1.loss_cls: 0.3304, decode.d1.loss_mask: 0.5059, decode.d1.loss_dice: 0.7573, decode.d2.loss_cls: 0.2886, decode.d2.loss_mask: 0.4934, decode.d2.loss_dice: 0.7343, decode.d3.loss_cls: 0.2854, decode.d3.loss_mask: 0.4914, decode.d3.loss_dice: 0.7249, decode.d4.loss_cls: 0.2735, decode.d4.loss_mask: 0.4916, decode.d4.loss_dice: 0.7260, decode.d5.loss_cls: 0.2669, decode.d5.loss_mask: 0.4932, decode.d5.loss_dice: 0.7283, decode.d6.loss_cls: 0.2664, decode.d6.loss_mask: 0.4921, decode.d6.loss_dice: 0.7197, decode.d7.loss_cls: 0.2570, decode.d7.loss_mask: 0.4926, decode.d7.loss_dice: 0.7253, decode.d8.loss_cls: 0.2542, decode.d8.loss_mask: 0.4905, decode.d8.loss_dice: 0.7264, loss: 16.0743, grad_norm: 59.8647 2023-12-26 05:40:10,352 - mmseg - INFO - Iter [89500/160000] lr: 4.406e-05, eta: 9:52:31, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2658, decode.loss_mask: 0.5229, decode.loss_dice: 0.7646, decode.d0.loss_cls: 1.2514, decode.d0.loss_mask: 0.5646, decode.d0.loss_dice: 0.8619, decode.d1.loss_cls: 0.3493, decode.d1.loss_mask: 0.5402, decode.d1.loss_dice: 0.8122, decode.d2.loss_cls: 0.3110, decode.d2.loss_mask: 0.5288, decode.d2.loss_dice: 0.7872, decode.d3.loss_cls: 0.2956, decode.d3.loss_mask: 0.5233, decode.d3.loss_dice: 0.7707, decode.d4.loss_cls: 0.2882, decode.d4.loss_mask: 0.5231, decode.d4.loss_dice: 0.7722, decode.d5.loss_cls: 0.2803, decode.d5.loss_mask: 0.5218, decode.d5.loss_dice: 0.7677, decode.d6.loss_cls: 0.2803, decode.d6.loss_mask: 0.5229, decode.d6.loss_dice: 0.7576, decode.d7.loss_cls: 0.2696, decode.d7.loss_mask: 0.5238, decode.d7.loss_dice: 0.7633, decode.d8.loss_cls: 0.2703, decode.d8.loss_mask: 0.5222, decode.d8.loss_dice: 0.7639, loss: 16.9767, grad_norm: 61.2553 2023-12-26 05:40:34,588 - mmseg - INFO - Iter [89550/160000] lr: 4.403e-05, eta: 9:52:05, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2676, decode.loss_mask: 0.4969, decode.loss_dice: 0.7489, decode.d0.loss_cls: 1.2657, decode.d0.loss_mask: 0.5339, decode.d0.loss_dice: 0.8305, decode.d1.loss_cls: 0.3418, decode.d1.loss_mask: 0.5152, decode.d1.loss_dice: 0.7991, decode.d2.loss_cls: 0.3024, decode.d2.loss_mask: 0.5040, decode.d2.loss_dice: 0.7680, decode.d3.loss_cls: 0.2942, decode.d3.loss_mask: 0.5013, decode.d3.loss_dice: 0.7535, decode.d4.loss_cls: 0.2799, decode.d4.loss_mask: 0.5021, decode.d4.loss_dice: 0.7526, decode.d5.loss_cls: 0.2772, decode.d5.loss_mask: 0.5004, decode.d5.loss_dice: 0.7517, decode.d6.loss_cls: 0.2727, decode.d6.loss_mask: 0.4989, decode.d6.loss_dice: 0.7453, decode.d7.loss_cls: 0.2652, decode.d7.loss_mask: 0.4996, decode.d7.loss_dice: 0.7485, decode.d8.loss_cls: 0.2711, decode.d8.loss_mask: 0.4975, decode.d8.loss_dice: 0.7458, loss: 16.5313, grad_norm: 59.4916 2023-12-26 05:41:01,146 - mmseg - INFO - Iter [89600/160000] lr: 4.400e-05, eta: 9:51:41, time: 0.531, data_time: 0.059, memory: 40245, decode.loss_cls: 0.2525, decode.loss_mask: 0.5085, decode.loss_dice: 0.7424, decode.d0.loss_cls: 1.2574, decode.d0.loss_mask: 0.5450, decode.d0.loss_dice: 0.8188, decode.d1.loss_cls: 0.3298, decode.d1.loss_mask: 0.5232, decode.d1.loss_dice: 0.7856, decode.d2.loss_cls: 0.2894, decode.d2.loss_mask: 0.5126, decode.d2.loss_dice: 0.7613, decode.d3.loss_cls: 0.2800, decode.d3.loss_mask: 0.5108, decode.d3.loss_dice: 0.7457, decode.d4.loss_cls: 0.2719, decode.d4.loss_mask: 0.5102, decode.d4.loss_dice: 0.7445, decode.d5.loss_cls: 0.2669, decode.d5.loss_mask: 0.5093, decode.d5.loss_dice: 0.7427, decode.d6.loss_cls: 0.2600, decode.d6.loss_mask: 0.5086, decode.d6.loss_dice: 0.7418, decode.d7.loss_cls: 0.2588, decode.d7.loss_mask: 0.5089, decode.d7.loss_dice: 0.7443, decode.d8.loss_cls: 0.2548, decode.d8.loss_mask: 0.5070, decode.d8.loss_dice: 0.7419, loss: 16.4344, grad_norm: 62.8694 2023-12-26 05:41:25,554 - mmseg - INFO - Iter [89650/160000] lr: 4.397e-05, eta: 9:51:15, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2546, decode.loss_mask: 0.4987, decode.loss_dice: 0.7358, decode.d0.loss_cls: 1.2511, decode.d0.loss_mask: 0.5369, decode.d0.loss_dice: 0.8152, decode.d1.loss_cls: 0.3329, decode.d1.loss_mask: 0.5144, decode.d1.loss_dice: 0.7751, decode.d2.loss_cls: 0.2997, decode.d2.loss_mask: 0.5025, decode.d2.loss_dice: 0.7594, decode.d3.loss_cls: 0.2804, decode.d3.loss_mask: 0.5019, decode.d3.loss_dice: 0.7472, decode.d4.loss_cls: 0.2720, decode.d4.loss_mask: 0.5018, decode.d4.loss_dice: 0.7464, decode.d5.loss_cls: 0.2646, decode.d5.loss_mask: 0.4993, decode.d5.loss_dice: 0.7405, decode.d6.loss_cls: 0.2612, decode.d6.loss_mask: 0.4986, decode.d6.loss_dice: 0.7368, decode.d7.loss_cls: 0.2540, decode.d7.loss_mask: 0.4989, decode.d7.loss_dice: 0.7381, decode.d8.loss_cls: 0.2555, decode.d8.loss_mask: 0.4981, decode.d8.loss_dice: 0.7352, loss: 16.3069, grad_norm: 62.4707 2023-12-26 05:41:50,330 - mmseg - INFO - Iter [89700/160000] lr: 4.394e-05, eta: 9:50:50, time: 0.496, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2541, decode.loss_mask: 0.5053, decode.loss_dice: 0.7437, decode.d0.loss_cls: 1.2531, decode.d0.loss_mask: 0.5455, decode.d0.loss_dice: 0.8137, decode.d1.loss_cls: 0.3286, decode.d1.loss_mask: 0.5208, decode.d1.loss_dice: 0.7823, decode.d2.loss_cls: 0.2870, decode.d2.loss_mask: 0.5138, decode.d2.loss_dice: 0.7646, decode.d3.loss_cls: 0.2711, decode.d3.loss_mask: 0.5113, decode.d3.loss_dice: 0.7490, decode.d4.loss_cls: 0.2654, decode.d4.loss_mask: 0.5099, decode.d4.loss_dice: 0.7494, decode.d5.loss_cls: 0.2609, decode.d5.loss_mask: 0.5086, decode.d5.loss_dice: 0.7441, decode.d6.loss_cls: 0.2524, decode.d6.loss_mask: 0.5046, decode.d6.loss_dice: 0.7410, decode.d7.loss_cls: 0.2509, decode.d7.loss_mask: 0.5039, decode.d7.loss_dice: 0.7456, decode.d8.loss_cls: 0.2494, decode.d8.loss_mask: 0.5054, decode.d8.loss_dice: 0.7454, loss: 16.3804, grad_norm: 66.7497 2023-12-26 05:42:15,802 - mmseg - INFO - Iter [89750/160000] lr: 4.391e-05, eta: 9:50:25, time: 0.509, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2612, decode.loss_mask: 0.4990, decode.loss_dice: 0.7673, decode.d0.loss_cls: 1.2584, decode.d0.loss_mask: 0.5310, decode.d0.loss_dice: 0.8405, decode.d1.loss_cls: 0.3410, decode.d1.loss_mask: 0.5151, decode.d1.loss_dice: 0.8133, decode.d2.loss_cls: 0.3039, decode.d2.loss_mask: 0.5087, decode.d2.loss_dice: 0.7875, decode.d3.loss_cls: 0.2834, decode.d3.loss_mask: 0.5047, decode.d3.loss_dice: 0.7688, decode.d4.loss_cls: 0.2718, decode.d4.loss_mask: 0.5048, decode.d4.loss_dice: 0.7762, decode.d5.loss_cls: 0.2645, decode.d5.loss_mask: 0.5019, decode.d5.loss_dice: 0.7726, decode.d6.loss_cls: 0.2633, decode.d6.loss_mask: 0.5011, decode.d6.loss_dice: 0.7644, decode.d7.loss_cls: 0.2547, decode.d7.loss_mask: 0.4986, decode.d7.loss_dice: 0.7700, decode.d8.loss_cls: 0.2496, decode.d8.loss_mask: 0.4997, decode.d8.loss_dice: 0.7704, loss: 16.6476, grad_norm: 64.2166 2023-12-26 05:42:40,300 - mmseg - INFO - Iter [89800/160000] lr: 4.388e-05, eta: 9:49:59, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2700, decode.loss_mask: 0.5057, decode.loss_dice: 0.7515, decode.d0.loss_cls: 1.2703, decode.d0.loss_mask: 0.5442, decode.d0.loss_dice: 0.8289, decode.d1.loss_cls: 0.3456, decode.d1.loss_mask: 0.5193, decode.d1.loss_dice: 0.7960, decode.d2.loss_cls: 0.3101, decode.d2.loss_mask: 0.5100, decode.d2.loss_dice: 0.7691, decode.d3.loss_cls: 0.2918, decode.d3.loss_mask: 0.5087, decode.d3.loss_dice: 0.7598, decode.d4.loss_cls: 0.2841, decode.d4.loss_mask: 0.5089, decode.d4.loss_dice: 0.7620, decode.d5.loss_cls: 0.2830, decode.d5.loss_mask: 0.5067, decode.d5.loss_dice: 0.7572, decode.d6.loss_cls: 0.2764, decode.d6.loss_mask: 0.5074, decode.d6.loss_dice: 0.7497, decode.d7.loss_cls: 0.2711, decode.d7.loss_mask: 0.5064, decode.d7.loss_dice: 0.7502, decode.d8.loss_cls: 0.2694, decode.d8.loss_mask: 0.5055, decode.d8.loss_dice: 0.7507, loss: 16.6697, grad_norm: 59.9457 2023-12-26 05:43:04,540 - mmseg - INFO - Iter [89850/160000] lr: 4.384e-05, eta: 9:49:33, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2378, decode.loss_mask: 0.5049, decode.loss_dice: 0.7381, decode.d0.loss_cls: 1.2198, decode.d0.loss_mask: 0.5481, decode.d0.loss_dice: 0.8179, decode.d1.loss_cls: 0.3036, decode.d1.loss_mask: 0.5225, decode.d1.loss_dice: 0.7840, decode.d2.loss_cls: 0.2680, decode.d2.loss_mask: 0.5098, decode.d2.loss_dice: 0.7546, decode.d3.loss_cls: 0.2568, decode.d3.loss_mask: 0.5107, decode.d3.loss_dice: 0.7448, decode.d4.loss_cls: 0.2480, decode.d4.loss_mask: 0.5062, decode.d4.loss_dice: 0.7435, decode.d5.loss_cls: 0.2438, decode.d5.loss_mask: 0.5055, decode.d5.loss_dice: 0.7406, decode.d6.loss_cls: 0.2433, decode.d6.loss_mask: 0.5050, decode.d6.loss_dice: 0.7370, decode.d7.loss_cls: 0.2382, decode.d7.loss_mask: 0.5039, decode.d7.loss_dice: 0.7393, decode.d8.loss_cls: 0.2349, decode.d8.loss_mask: 0.5041, decode.d8.loss_dice: 0.7396, loss: 16.1541, grad_norm: 56.7947 2023-12-26 05:43:28,894 - mmseg - INFO - Iter [89900/160000] lr: 4.381e-05, eta: 9:49:07, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2398, decode.loss_mask: 0.4925, decode.loss_dice: 0.7323, decode.d0.loss_cls: 1.2303, decode.d0.loss_mask: 0.5290, decode.d0.loss_dice: 0.8193, decode.d1.loss_cls: 0.3268, decode.d1.loss_mask: 0.5063, decode.d1.loss_dice: 0.7720, decode.d2.loss_cls: 0.2835, decode.d2.loss_mask: 0.4968, decode.d2.loss_dice: 0.7538, decode.d3.loss_cls: 0.2693, decode.d3.loss_mask: 0.4934, decode.d3.loss_dice: 0.7365, decode.d4.loss_cls: 0.2534, decode.d4.loss_mask: 0.4944, decode.d4.loss_dice: 0.7404, decode.d5.loss_cls: 0.2500, decode.d5.loss_mask: 0.4936, decode.d5.loss_dice: 0.7404, decode.d6.loss_cls: 0.2480, decode.d6.loss_mask: 0.4897, decode.d6.loss_dice: 0.7318, decode.d7.loss_cls: 0.2410, decode.d7.loss_mask: 0.4917, decode.d7.loss_dice: 0.7347, decode.d8.loss_cls: 0.2414, decode.d8.loss_mask: 0.4905, decode.d8.loss_dice: 0.7349, loss: 16.0575, grad_norm: 58.4370 2023-12-26 05:43:53,510 - mmseg - INFO - Iter [89950/160000] lr: 4.378e-05, eta: 9:48:41, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2649, decode.loss_mask: 0.4969, decode.loss_dice: 0.7753, decode.d0.loss_cls: 1.2658, decode.d0.loss_mask: 0.5343, decode.d0.loss_dice: 0.8465, decode.d1.loss_cls: 0.3447, decode.d1.loss_mask: 0.5125, decode.d1.loss_dice: 0.8116, decode.d2.loss_cls: 0.3066, decode.d2.loss_mask: 0.4996, decode.d2.loss_dice: 0.7926, decode.d3.loss_cls: 0.2924, decode.d3.loss_mask: 0.5016, decode.d3.loss_dice: 0.7787, decode.d4.loss_cls: 0.2797, decode.d4.loss_mask: 0.5011, decode.d4.loss_dice: 0.7798, decode.d5.loss_cls: 0.2791, decode.d5.loss_mask: 0.4992, decode.d5.loss_dice: 0.7770, decode.d6.loss_cls: 0.2748, decode.d6.loss_mask: 0.4975, decode.d6.loss_dice: 0.7711, decode.d7.loss_cls: 0.2663, decode.d7.loss_mask: 0.4977, decode.d7.loss_dice: 0.7705, decode.d8.loss_cls: 0.2604, decode.d8.loss_mask: 0.4979, decode.d8.loss_dice: 0.7771, loss: 16.7534, grad_norm: 61.3683 2023-12-26 05:44:18,107 - mmseg - INFO - Saving checkpoint at 90000 iterations 2023-12-26 05:44:20,644 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 05:44:20,644 - mmseg - INFO - Iter [90000/160000] lr: 4.375e-05, eta: 9:48:17, time: 0.543, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2479, decode.loss_mask: 0.4889, decode.loss_dice: 0.7265, decode.d0.loss_cls: 1.2567, decode.d0.loss_mask: 0.5355, decode.d0.loss_dice: 0.8081, decode.d1.loss_cls: 0.3361, decode.d1.loss_mask: 0.5038, decode.d1.loss_dice: 0.7700, decode.d2.loss_cls: 0.2907, decode.d2.loss_mask: 0.4954, decode.d2.loss_dice: 0.7419, decode.d3.loss_cls: 0.2797, decode.d3.loss_mask: 0.4927, decode.d3.loss_dice: 0.7330, decode.d4.loss_cls: 0.2642, decode.d4.loss_mask: 0.4919, decode.d4.loss_dice: 0.7322, decode.d5.loss_cls: 0.2548, decode.d5.loss_mask: 0.4900, decode.d5.loss_dice: 0.7308, decode.d6.loss_cls: 0.2591, decode.d6.loss_mask: 0.4898, decode.d6.loss_dice: 0.7243, decode.d7.loss_cls: 0.2484, decode.d7.loss_mask: 0.4910, decode.d7.loss_dice: 0.7305, decode.d8.loss_cls: 0.2507, decode.d8.loss_mask: 0.4888, decode.d8.loss_dice: 0.7297, loss: 16.0830, grad_norm: 58.1894 2023-12-26 05:44:42,358 - mmseg - INFO - per class results: 2023-12-26 05:44:42,363 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 78.91 | 87.36 | | building | 82.71 | 91.76 | | sky | 94.56 | 96.81 | | floor | 82.43 | 89.01 | | tree | 74.65 | 86.68 | | ceiling | 83.31 | 88.9 | | road | 85.16 | 91.17 | | bed | 91.45 | 96.36 | | windowpane | 61.86 | 79.43 | | grass | 66.67 | 85.82 | | cabinet | 62.47 | 77.41 | | sidewalk | 69.92 | 84.34 | | person | 83.91 | 92.67 | | earth | 35.02 | 45.91 | | door | 53.64 | 73.27 | | table | 66.81 | 79.49 | | mountain | 56.96 | 72.88 | | plant | 52.67 | 64.94 | | curtain | 77.52 | 87.24 | | chair | 63.39 | 73.59 | | car | 85.9 | 92.7 | | water | 53.97 | 71.08 | | painting | 74.01 | 88.99 | | sofa | 67.8 | 86.61 | | shelf | 42.31 | 57.21 | | house | 47.88 | 75.93 | | sea | 61.08 | 89.82 | | mirror | 68.1 | 78.49 | | rug | 65.35 | 80.61 | | field | 28.56 | 42.55 | | armchair | 44.99 | 66.08 | | seat | 61.93 | 81.71 | | fence | 47.57 | 63.46 | | desk | 53.0 | 73.37 | | rock | 37.47 | 58.67 | | wardrobe | 49.22 | 63.57 | | lamp | 70.23 | 82.05 | | bathtub | 82.77 | 85.8 | | railing | 34.24 | 57.22 | | cushion | 58.07 | 70.73 | | base | 37.33 | 64.06 | | box | 30.94 | 40.67 | | column | 56.51 | 63.98 | | signboard | 41.64 | 59.84 | | chest of drawers | 34.25 | 59.73 | | counter | 30.16 | 48.53 | | sand | 45.9 | 67.84 | | sink | 75.96 | 82.31 | | skyscraper | 36.65 | 40.52 | | fireplace | 76.45 | 91.6 | | refrigerator | 80.76 | 86.07 | | grandstand | 55.72 | 70.83 | | path | 17.22 | 28.28 | | stairs | 32.02 | 43.76 | | runway | 67.35 | 90.66 | | case | 43.01 | 58.79 | | pool table | 94.89 | 97.21 | | pillow | 59.31 | 71.6 | | screen door | 79.44 | 91.69 | | stairway | 31.32 | 46.92 | | river | 11.65 | 16.09 | | bridge | 65.79 | 92.61 | | bookcase | 36.46 | 56.68 | | blind | 46.83 | 54.34 | | coffee table | 62.35 | 87.11 | | toilet | 87.21 | 92.33 | | flower | 46.66 | 67.22 | | book | 50.22 | 67.29 | | hill | 18.76 | 29.29 | | bench | 47.44 | 58.07 | | countertop | 58.16 | 69.31 | | stove | 82.41 | 90.95 | | palm | 51.97 | 77.09 | | kitchen island | 50.75 | 75.45 | | computer | 74.19 | 81.14 | | swivel chair | 47.81 | 66.28 | | boat | 56.03 | 90.76 | | bar | 46.54 | 61.07 | | arcade machine | 61.07 | 64.71 | | hovel | 34.06 | 49.33 | | bus | 90.72 | 97.4 | | towel | 66.72 | 82.21 | | light | 61.34 | 76.79 | | truck | 35.77 | 58.61 | | tower | 35.03 | 63.34 | | chandelier | 71.15 | 80.89 | | awning | 28.17 | 34.44 | | streetlight | 40.79 | 58.13 | | booth | 53.42 | 66.5 | | television receiver | 70.98 | 84.18 | | airplane | 75.9 | 92.78 | | dirt track | 12.78 | 33.88 | | apparel | 43.36 | 66.4 | | pole | 29.19 | 47.88 | | land | 2.58 | 8.9 | | bannister | 20.34 | 33.29 | | escalator | 24.14 | 25.05 | | ottoman | 48.75 | 72.21 | | bottle | 25.66 | 31.66 | | buffet | 32.0 | 46.76 | | poster | 25.53 | 45.96 | | stage | 19.1 | 36.43 | | van | 47.91 | 64.77 | | ship | 9.13 | 10.41 | | fountain | 18.62 | 23.16 | | conveyer belt | 79.91 | 91.31 | | canopy | 34.92 | 77.62 | | washer | 72.31 | 74.76 | | plaything | 18.94 | 35.56 | | swimming pool | 68.15 | 71.26 | | stool | 46.98 | 70.3 | | barrel | 51.92 | 74.25 | | basket | 38.33 | 51.12 | | waterfall | 28.97 | 40.62 | | tent | 84.44 | 98.2 | | bag | 23.85 | 35.18 | | minibike | 72.92 | 89.41 | | cradle | 79.24 | 97.6 | | oven | 23.44 | 58.44 | | ball | 51.45 | 60.99 | | food | 64.56 | 78.43 | | step | 12.66 | 28.08 | | tank | 46.95 | 52.93 | | trade name | 25.29 | 30.52 | | microwave | 48.14 | 53.26 | | pot | 56.14 | 68.25 | | animal | 65.44 | 67.81 | | bicycle | 63.36 | 80.19 | | lake | 0.0 | 0.0 | | dishwasher | 67.37 | 74.0 | | screen | 65.09 | 92.78 | | blanket | 25.68 | 31.03 | | sculpture | 58.36 | 85.8 | | hood | 89.94 | 94.79 | | sconce | 55.64 | 71.81 | | vase | 50.03 | 69.09 | | traffic light | 37.4 | 68.79 | | tray | 18.07 | 24.81 | | ashcan | 49.76 | 72.11 | | fan | 70.26 | 82.74 | | pier | 14.36 | 21.4 | | crt screen | 2.18 | 7.34 | | plate | 61.58 | 73.3 | | monitor | 10.13 | 11.78 | | bulletin board | 35.73 | 37.79 | | shower | 5.54 | 21.1 | | radiator | 68.59 | 83.66 | | glass | 22.59 | 24.56 | | clock | 51.41 | 70.83 | | flag | 36.86 | 42.23 | +---------------------+-------+-------+ 2023-12-26 05:44:42,363 - mmseg - INFO - Summary: 2023-12-26 05:44:42,363 - mmseg - INFO - +-------+------+-------+ | aAcc | mIoU | mAcc | +-------+------+-------+ | 83.61 | 51.1 | 65.02 | +-------+------+-------+ 2023-12-26 05:44:42,364 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 05:44:42,364 - mmseg - INFO - Iter(val) [250] aAcc: 0.8361, mIoU: 0.5110, mAcc: 0.6502, IoU.wall: 0.7891, IoU.building: 0.8271, IoU.sky: 0.9456, IoU.floor: 0.8243, IoU.tree: 0.7465, IoU.ceiling: 0.8331, IoU.road: 0.8516, IoU.bed : 0.9145, IoU.windowpane: 0.6186, IoU.grass: 0.6667, IoU.cabinet: 0.6247, IoU.sidewalk: 0.6992, IoU.person: 0.8391, IoU.earth: 0.3502, IoU.door: 0.5364, IoU.table: 0.6681, IoU.mountain: 0.5696, IoU.plant: 0.5267, IoU.curtain: 0.7752, IoU.chair: 0.6339, IoU.car: 0.8590, IoU.water: 0.5397, IoU.painting: 0.7401, IoU.sofa: 0.6780, IoU.shelf: 0.4231, IoU.house: 0.4788, IoU.sea: 0.6108, IoU.mirror: 0.6810, IoU.rug: 0.6535, IoU.field: 0.2856, IoU.armchair: 0.4499, IoU.seat: 0.6193, IoU.fence: 0.4757, IoU.desk: 0.5300, IoU.rock: 0.3747, IoU.wardrobe: 0.4922, IoU.lamp: 0.7023, IoU.bathtub: 0.8277, IoU.railing: 0.3424, IoU.cushion: 0.5807, IoU.base: 0.3733, IoU.box: 0.3094, IoU.column: 0.5651, IoU.signboard: 0.4164, IoU.chest of drawers: 0.3425, IoU.counter: 0.3016, IoU.sand: 0.4590, IoU.sink: 0.7596, IoU.skyscraper: 0.3665, IoU.fireplace: 0.7645, IoU.refrigerator: 0.8076, IoU.grandstand: 0.5572, IoU.path: 0.1722, IoU.stairs: 0.3202, IoU.runway: 0.6735, IoU.case: 0.4301, IoU.pool table: 0.9489, IoU.pillow: 0.5931, IoU.screen door: 0.7944, IoU.stairway: 0.3132, IoU.river: 0.1165, IoU.bridge: 0.6579, IoU.bookcase: 0.3646, IoU.blind: 0.4683, IoU.coffee table: 0.6235, IoU.toilet: 0.8721, IoU.flower: 0.4666, IoU.book: 0.5022, IoU.hill: 0.1876, IoU.bench: 0.4744, IoU.countertop: 0.5816, IoU.stove: 0.8241, IoU.palm: 0.5197, IoU.kitchen island: 0.5075, IoU.computer: 0.7419, IoU.swivel chair: 0.4781, IoU.boat: 0.5603, IoU.bar: 0.4654, IoU.arcade machine: 0.6107, IoU.hovel: 0.3406, IoU.bus: 0.9072, IoU.towel: 0.6672, IoU.light: 0.6134, IoU.truck: 0.3577, IoU.tower: 0.3503, IoU.chandelier: 0.7115, IoU.awning: 0.2817, IoU.streetlight: 0.4079, IoU.booth: 0.5342, IoU.television receiver: 0.7098, IoU.airplane: 0.7590, IoU.dirt track: 0.1278, IoU.apparel: 0.4336, IoU.pole: 0.2919, IoU.land: 0.0258, IoU.bannister: 0.2034, IoU.escalator: 0.2414, IoU.ottoman: 0.4875, IoU.bottle: 0.2566, IoU.buffet: 0.3200, IoU.poster: 0.2553, IoU.stage: 0.1910, IoU.van: 0.4791, IoU.ship: 0.0913, IoU.fountain: 0.1862, IoU.conveyer belt: 0.7991, IoU.canopy: 0.3492, IoU.washer: 0.7231, IoU.plaything: 0.1894, IoU.swimming pool: 0.6815, IoU.stool: 0.4698, IoU.barrel: 0.5192, IoU.basket: 0.3833, IoU.waterfall: 0.2897, IoU.tent: 0.8444, IoU.bag: 0.2385, IoU.minibike: 0.7292, IoU.cradle: 0.7924, IoU.oven: 0.2344, IoU.ball: 0.5145, IoU.food: 0.6456, IoU.step: 0.1266, IoU.tank: 0.4695, IoU.trade name: 0.2529, IoU.microwave: 0.4814, IoU.pot: 0.5614, IoU.animal: 0.6544, IoU.bicycle: 0.6336, IoU.lake: 0.0000, IoU.dishwasher: 0.6737, IoU.screen: 0.6509, IoU.blanket: 0.2568, IoU.sculpture: 0.5836, IoU.hood: 0.8994, IoU.sconce: 0.5564, IoU.vase: 0.5003, IoU.traffic light: 0.3740, IoU.tray: 0.1807, IoU.ashcan: 0.4976, IoU.fan: 0.7026, IoU.pier: 0.1436, IoU.crt screen: 0.0218, IoU.plate: 0.6158, IoU.monitor: 0.1013, IoU.bulletin board: 0.3573, IoU.shower: 0.0554, IoU.radiator: 0.6859, IoU.glass: 0.2259, IoU.clock: 0.5141, IoU.flag: 0.3686, Acc.wall: 0.8736, Acc.building: 0.9176, Acc.sky: 0.9681, Acc.floor: 0.8901, Acc.tree: 0.8668, Acc.ceiling: 0.8890, Acc.road: 0.9117, Acc.bed : 0.9636, Acc.windowpane: 0.7943, Acc.grass: 0.8582, Acc.cabinet: 0.7741, Acc.sidewalk: 0.8434, Acc.person: 0.9267, Acc.earth: 0.4591, Acc.door: 0.7327, Acc.table: 0.7949, Acc.mountain: 0.7288, Acc.plant: 0.6494, Acc.curtain: 0.8724, Acc.chair: 0.7359, Acc.car: 0.9270, Acc.water: 0.7108, Acc.painting: 0.8899, Acc.sofa: 0.8661, Acc.shelf: 0.5721, Acc.house: 0.7593, Acc.sea: 0.8982, Acc.mirror: 0.7849, Acc.rug: 0.8061, Acc.field: 0.4255, Acc.armchair: 0.6608, Acc.seat: 0.8171, Acc.fence: 0.6346, Acc.desk: 0.7337, Acc.rock: 0.5867, Acc.wardrobe: 0.6357, Acc.lamp: 0.8205, Acc.bathtub: 0.8580, Acc.railing: 0.5722, Acc.cushion: 0.7073, Acc.base: 0.6406, Acc.box: 0.4067, Acc.column: 0.6398, Acc.signboard: 0.5984, Acc.chest of drawers: 0.5973, Acc.counter: 0.4853, Acc.sand: 0.6784, Acc.sink: 0.8231, Acc.skyscraper: 0.4052, Acc.fireplace: 0.9160, Acc.refrigerator: 0.8607, Acc.grandstand: 0.7083, Acc.path: 0.2828, Acc.stairs: 0.4376, Acc.runway: 0.9066, Acc.case: 0.5879, Acc.pool table: 0.9721, Acc.pillow: 0.7160, Acc.screen door: 0.9169, Acc.stairway: 0.4692, Acc.river: 0.1609, Acc.bridge: 0.9261, Acc.bookcase: 0.5668, Acc.blind: 0.5434, Acc.coffee table: 0.8711, Acc.toilet: 0.9233, Acc.flower: 0.6722, Acc.book: 0.6729, Acc.hill: 0.2929, Acc.bench: 0.5807, Acc.countertop: 0.6931, Acc.stove: 0.9095, Acc.palm: 0.7709, Acc.kitchen island: 0.7545, Acc.computer: 0.8114, Acc.swivel chair: 0.6628, Acc.boat: 0.9076, Acc.bar: 0.6107, Acc.arcade machine: 0.6471, Acc.hovel: 0.4933, Acc.bus: 0.9740, Acc.towel: 0.8221, Acc.light: 0.7679, Acc.truck: 0.5861, Acc.tower: 0.6334, Acc.chandelier: 0.8089, Acc.awning: 0.3444, Acc.streetlight: 0.5813, Acc.booth: 0.6650, Acc.television receiver: 0.8418, Acc.airplane: 0.9278, Acc.dirt track: 0.3388, Acc.apparel: 0.6640, Acc.pole: 0.4788, Acc.land: 0.0890, Acc.bannister: 0.3329, Acc.escalator: 0.2505, Acc.ottoman: 0.7221, Acc.bottle: 0.3166, Acc.buffet: 0.4676, Acc.poster: 0.4596, Acc.stage: 0.3643, Acc.van: 0.6477, Acc.ship: 0.1041, Acc.fountain: 0.2316, Acc.conveyer belt: 0.9131, Acc.canopy: 0.7762, Acc.washer: 0.7476, Acc.plaything: 0.3556, Acc.swimming pool: 0.7126, Acc.stool: 0.7030, Acc.barrel: 0.7425, Acc.basket: 0.5112, Acc.waterfall: 0.4062, Acc.tent: 0.9820, Acc.bag: 0.3518, Acc.minibike: 0.8941, Acc.cradle: 0.9760, Acc.oven: 0.5844, Acc.ball: 0.6099, Acc.food: 0.7843, Acc.step: 0.2808, Acc.tank: 0.5293, Acc.trade name: 0.3052, Acc.microwave: 0.5326, Acc.pot: 0.6825, Acc.animal: 0.6781, Acc.bicycle: 0.8019, Acc.lake: 0.0000, Acc.dishwasher: 0.7400, Acc.screen: 0.9278, Acc.blanket: 0.3103, Acc.sculpture: 0.8580, Acc.hood: 0.9479, Acc.sconce: 0.7181, Acc.vase: 0.6909, Acc.traffic light: 0.6879, Acc.tray: 0.2481, Acc.ashcan: 0.7211, Acc.fan: 0.8274, Acc.pier: 0.2140, Acc.crt screen: 0.0734, Acc.plate: 0.7330, Acc.monitor: 0.1178, Acc.bulletin board: 0.3779, Acc.shower: 0.2110, Acc.radiator: 0.8366, Acc.glass: 0.2456, Acc.clock: 0.7083, Acc.flag: 0.4223 2023-12-26 05:45:06,476 - mmseg - INFO - Iter [90050/160000] lr: 4.372e-05, eta: 9:48:10, time: 0.917, data_time: 0.447, memory: 40245, decode.loss_cls: 0.2693, decode.loss_mask: 0.5083, decode.loss_dice: 0.7488, decode.d0.loss_cls: 1.2732, decode.d0.loss_mask: 0.5499, decode.d0.loss_dice: 0.8408, decode.d1.loss_cls: 0.3445, decode.d1.loss_mask: 0.5248, decode.d1.loss_dice: 0.8008, decode.d2.loss_cls: 0.3080, decode.d2.loss_mask: 0.5163, decode.d2.loss_dice: 0.7717, decode.d3.loss_cls: 0.2922, decode.d3.loss_mask: 0.5106, decode.d3.loss_dice: 0.7507, decode.d4.loss_cls: 0.2820, decode.d4.loss_mask: 0.5113, decode.d4.loss_dice: 0.7571, decode.d5.loss_cls: 0.2753, decode.d5.loss_mask: 0.5086, decode.d5.loss_dice: 0.7552, decode.d6.loss_cls: 0.2739, decode.d6.loss_mask: 0.5082, decode.d6.loss_dice: 0.7506, decode.d7.loss_cls: 0.2647, decode.d7.loss_mask: 0.5092, decode.d7.loss_dice: 0.7496, decode.d8.loss_cls: 0.2652, decode.d8.loss_mask: 0.5085, decode.d8.loss_dice: 0.7528, loss: 16.6820, grad_norm: 63.6615 2023-12-26 05:45:30,694 - mmseg - INFO - Iter [90100/160000] lr: 4.369e-05, eta: 9:47:44, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2632, decode.loss_mask: 0.4907, decode.loss_dice: 0.7433, decode.d0.loss_cls: 1.2546, decode.d0.loss_mask: 0.5380, decode.d0.loss_dice: 0.8399, decode.d1.loss_cls: 0.3342, decode.d1.loss_mask: 0.5079, decode.d1.loss_dice: 0.7895, decode.d2.loss_cls: 0.2978, decode.d2.loss_mask: 0.4968, decode.d2.loss_dice: 0.7669, decode.d3.loss_cls: 0.2888, decode.d3.loss_mask: 0.4903, decode.d3.loss_dice: 0.7500, decode.d4.loss_cls: 0.2833, decode.d4.loss_mask: 0.4880, decode.d4.loss_dice: 0.7506, decode.d5.loss_cls: 0.2768, decode.d5.loss_mask: 0.4892, decode.d5.loss_dice: 0.7491, decode.d6.loss_cls: 0.2659, decode.d6.loss_mask: 0.4901, decode.d6.loss_dice: 0.7455, decode.d7.loss_cls: 0.2672, decode.d7.loss_mask: 0.4887, decode.d7.loss_dice: 0.7412, decode.d8.loss_cls: 0.2673, decode.d8.loss_mask: 0.4883, decode.d8.loss_dice: 0.7446, loss: 16.3877, grad_norm: 64.9103 2023-12-26 05:45:54,875 - mmseg - INFO - Iter [90150/160000] lr: 4.366e-05, eta: 9:47:18, time: 0.484, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2445, decode.loss_mask: 0.5097, decode.loss_dice: 0.7549, decode.d0.loss_cls: 1.2477, decode.d0.loss_mask: 0.5469, decode.d0.loss_dice: 0.8271, decode.d1.loss_cls: 0.3171, decode.d1.loss_mask: 0.5286, decode.d1.loss_dice: 0.7963, decode.d2.loss_cls: 0.2860, decode.d2.loss_mask: 0.5185, decode.d2.loss_dice: 0.7693, decode.d3.loss_cls: 0.2741, decode.d3.loss_mask: 0.5153, decode.d3.loss_dice: 0.7606, decode.d4.loss_cls: 0.2591, decode.d4.loss_mask: 0.5144, decode.d4.loss_dice: 0.7562, decode.d5.loss_cls: 0.2521, decode.d5.loss_mask: 0.5138, decode.d5.loss_dice: 0.7581, decode.d6.loss_cls: 0.2477, decode.d6.loss_mask: 0.5109, decode.d6.loss_dice: 0.7507, decode.d7.loss_cls: 0.2466, decode.d7.loss_mask: 0.5116, decode.d7.loss_dice: 0.7514, decode.d8.loss_cls: 0.2419, decode.d8.loss_mask: 0.5114, decode.d8.loss_dice: 0.7553, loss: 16.4777, grad_norm: 63.2271 2023-12-26 05:46:19,103 - mmseg - INFO - Iter [90200/160000] lr: 4.363e-05, eta: 9:46:52, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2625, decode.loss_mask: 0.4947, decode.loss_dice: 0.7421, decode.d0.loss_cls: 1.2530, decode.d0.loss_mask: 0.5348, decode.d0.loss_dice: 0.8344, decode.d1.loss_cls: 0.3365, decode.d1.loss_mask: 0.5100, decode.d1.loss_dice: 0.7966, decode.d2.loss_cls: 0.2967, decode.d2.loss_mask: 0.5023, decode.d2.loss_dice: 0.7742, decode.d3.loss_cls: 0.2868, decode.d3.loss_mask: 0.4979, decode.d3.loss_dice: 0.7537, decode.d4.loss_cls: 0.2811, decode.d4.loss_mask: 0.4949, decode.d4.loss_dice: 0.7548, decode.d5.loss_cls: 0.2733, decode.d5.loss_mask: 0.4950, decode.d5.loss_dice: 0.7510, decode.d6.loss_cls: 0.2705, decode.d6.loss_mask: 0.4937, decode.d6.loss_dice: 0.7454, decode.d7.loss_cls: 0.2659, decode.d7.loss_mask: 0.4925, decode.d7.loss_dice: 0.7457, decode.d8.loss_cls: 0.2609, decode.d8.loss_mask: 0.4926, decode.d8.loss_dice: 0.7479, loss: 16.4414, grad_norm: 58.8605 2023-12-26 05:46:43,434 - mmseg - INFO - Iter [90250/160000] lr: 4.359e-05, eta: 9:46:26, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2584, decode.loss_mask: 0.4996, decode.loss_dice: 0.7386, decode.d0.loss_cls: 1.2388, decode.d0.loss_mask: 0.5363, decode.d0.loss_dice: 0.8251, decode.d1.loss_cls: 0.3336, decode.d1.loss_mask: 0.5145, decode.d1.loss_dice: 0.7866, decode.d2.loss_cls: 0.3007, decode.d2.loss_mask: 0.5042, decode.d2.loss_dice: 0.7636, decode.d3.loss_cls: 0.2853, decode.d3.loss_mask: 0.5033, decode.d3.loss_dice: 0.7483, decode.d4.loss_cls: 0.2736, decode.d4.loss_mask: 0.5040, decode.d4.loss_dice: 0.7490, decode.d5.loss_cls: 0.2662, decode.d5.loss_mask: 0.5020, decode.d5.loss_dice: 0.7432, decode.d6.loss_cls: 0.2657, decode.d6.loss_mask: 0.5005, decode.d6.loss_dice: 0.7371, decode.d7.loss_cls: 0.2615, decode.d7.loss_mask: 0.4976, decode.d7.loss_dice: 0.7388, decode.d8.loss_cls: 0.2589, decode.d8.loss_mask: 0.4990, decode.d8.loss_dice: 0.7384, loss: 16.3727, grad_norm: 60.3309 2023-12-26 05:47:07,709 - mmseg - INFO - Iter [90300/160000] lr: 4.356e-05, eta: 9:46:00, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2615, decode.loss_mask: 0.5014, decode.loss_dice: 0.7428, decode.d0.loss_cls: 1.2858, decode.d0.loss_mask: 0.5460, decode.d0.loss_dice: 0.8211, decode.d1.loss_cls: 0.3487, decode.d1.loss_mask: 0.5180, decode.d1.loss_dice: 0.7823, decode.d2.loss_cls: 0.3156, decode.d2.loss_mask: 0.5048, decode.d2.loss_dice: 0.7637, decode.d3.loss_cls: 0.2925, decode.d3.loss_mask: 0.5024, decode.d3.loss_dice: 0.7462, decode.d4.loss_cls: 0.2822, decode.d4.loss_mask: 0.5024, decode.d4.loss_dice: 0.7475, decode.d5.loss_cls: 0.2765, decode.d5.loss_mask: 0.5031, decode.d5.loss_dice: 0.7474, decode.d6.loss_cls: 0.2717, decode.d6.loss_mask: 0.5029, decode.d6.loss_dice: 0.7355, decode.d7.loss_cls: 0.2646, decode.d7.loss_mask: 0.5021, decode.d7.loss_dice: 0.7442, decode.d8.loss_cls: 0.2670, decode.d8.loss_mask: 0.5006, decode.d8.loss_dice: 0.7441, loss: 16.5246, grad_norm: 61.4592 2023-12-26 05:47:31,952 - mmseg - INFO - Iter [90350/160000] lr: 4.353e-05, eta: 9:45:34, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2514, decode.loss_mask: 0.5042, decode.loss_dice: 0.7439, decode.d0.loss_cls: 1.2591, decode.d0.loss_mask: 0.5468, decode.d0.loss_dice: 0.8301, decode.d1.loss_cls: 0.3319, decode.d1.loss_mask: 0.5250, decode.d1.loss_dice: 0.7861, decode.d2.loss_cls: 0.2930, decode.d2.loss_mask: 0.5140, decode.d2.loss_dice: 0.7621, decode.d3.loss_cls: 0.2858, decode.d3.loss_mask: 0.5073, decode.d3.loss_dice: 0.7444, decode.d4.loss_cls: 0.2729, decode.d4.loss_mask: 0.5066, decode.d4.loss_dice: 0.7502, decode.d5.loss_cls: 0.2596, decode.d5.loss_mask: 0.5063, decode.d5.loss_dice: 0.7472, decode.d6.loss_cls: 0.2646, decode.d6.loss_mask: 0.5058, decode.d6.loss_dice: 0.7449, decode.d7.loss_cls: 0.2544, decode.d7.loss_mask: 0.5051, decode.d7.loss_dice: 0.7456, decode.d8.loss_cls: 0.2491, decode.d8.loss_mask: 0.5045, decode.d8.loss_dice: 0.7447, loss: 16.4467, grad_norm: 62.6689 2023-12-26 05:47:56,482 - mmseg - INFO - Iter [90400/160000] lr: 4.350e-05, eta: 9:45:08, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2601, decode.loss_mask: 0.4850, decode.loss_dice: 0.7469, decode.d0.loss_cls: 1.2713, decode.d0.loss_mask: 0.5225, decode.d0.loss_dice: 0.8360, decode.d1.loss_cls: 0.3457, decode.d1.loss_mask: 0.5078, decode.d1.loss_dice: 0.7955, decode.d2.loss_cls: 0.3035, decode.d2.loss_mask: 0.4942, decode.d2.loss_dice: 0.7725, decode.d3.loss_cls: 0.2823, decode.d3.loss_mask: 0.4918, decode.d3.loss_dice: 0.7563, decode.d4.loss_cls: 0.2702, decode.d4.loss_mask: 0.4883, decode.d4.loss_dice: 0.7601, decode.d5.loss_cls: 0.2707, decode.d5.loss_mask: 0.4843, decode.d5.loss_dice: 0.7521, decode.d6.loss_cls: 0.2664, decode.d6.loss_mask: 0.4844, decode.d6.loss_dice: 0.7506, decode.d7.loss_cls: 0.2657, decode.d7.loss_mask: 0.4823, decode.d7.loss_dice: 0.7506, decode.d8.loss_cls: 0.2597, decode.d8.loss_mask: 0.4833, decode.d8.loss_dice: 0.7525, loss: 16.3924, grad_norm: 60.0501 2023-12-26 05:48:21,173 - mmseg - INFO - Iter [90450/160000] lr: 4.347e-05, eta: 9:44:42, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2636, decode.loss_mask: 0.5346, decode.loss_dice: 0.7635, decode.d0.loss_cls: 1.2452, decode.d0.loss_mask: 0.5768, decode.d0.loss_dice: 0.8395, decode.d1.loss_cls: 0.3424, decode.d1.loss_mask: 0.5536, decode.d1.loss_dice: 0.8109, decode.d2.loss_cls: 0.3137, decode.d2.loss_mask: 0.5408, decode.d2.loss_dice: 0.7791, decode.d3.loss_cls: 0.2930, decode.d3.loss_mask: 0.5395, decode.d3.loss_dice: 0.7712, decode.d4.loss_cls: 0.2860, decode.d4.loss_mask: 0.5353, decode.d4.loss_dice: 0.7736, decode.d5.loss_cls: 0.2805, decode.d5.loss_mask: 0.5351, decode.d5.loss_dice: 0.7688, decode.d6.loss_cls: 0.2715, decode.d6.loss_mask: 0.5335, decode.d6.loss_dice: 0.7617, decode.d7.loss_cls: 0.2656, decode.d7.loss_mask: 0.5346, decode.d7.loss_dice: 0.7644, decode.d8.loss_cls: 0.2674, decode.d8.loss_mask: 0.5343, decode.d8.loss_dice: 0.7641, loss: 17.0436, grad_norm: 62.9797 2023-12-26 05:48:45,725 - mmseg - INFO - Iter [90500/160000] lr: 4.344e-05, eta: 9:44:16, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2587, decode.loss_mask: 0.4771, decode.loss_dice: 0.7283, decode.d0.loss_cls: 1.2455, decode.d0.loss_mask: 0.5179, decode.d0.loss_dice: 0.8163, decode.d1.loss_cls: 0.3360, decode.d1.loss_mask: 0.4972, decode.d1.loss_dice: 0.7772, decode.d2.loss_cls: 0.3030, decode.d2.loss_mask: 0.4869, decode.d2.loss_dice: 0.7473, decode.d3.loss_cls: 0.2868, decode.d3.loss_mask: 0.4816, decode.d3.loss_dice: 0.7382, decode.d4.loss_cls: 0.2788, decode.d4.loss_mask: 0.4776, decode.d4.loss_dice: 0.7305, decode.d5.loss_cls: 0.2675, decode.d5.loss_mask: 0.4763, decode.d5.loss_dice: 0.7311, decode.d6.loss_cls: 0.2658, decode.d6.loss_mask: 0.4762, decode.d6.loss_dice: 0.7291, decode.d7.loss_cls: 0.2565, decode.d7.loss_mask: 0.4755, decode.d7.loss_dice: 0.7295, decode.d8.loss_cls: 0.2567, decode.d8.loss_mask: 0.4763, decode.d8.loss_dice: 0.7318, loss: 16.0573, grad_norm: 58.5988 2023-12-26 05:49:09,954 - mmseg - INFO - Iter [90550/160000] lr: 4.341e-05, eta: 9:43:50, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2507, decode.loss_mask: 0.4896, decode.loss_dice: 0.7303, decode.d0.loss_cls: 1.2463, decode.d0.loss_mask: 0.5316, decode.d0.loss_dice: 0.8108, decode.d1.loss_cls: 0.3314, decode.d1.loss_mask: 0.5018, decode.d1.loss_dice: 0.7678, decode.d2.loss_cls: 0.3004, decode.d2.loss_mask: 0.4921, decode.d2.loss_dice: 0.7465, decode.d3.loss_cls: 0.2836, decode.d3.loss_mask: 0.4905, decode.d3.loss_dice: 0.7367, decode.d4.loss_cls: 0.2749, decode.d4.loss_mask: 0.4925, decode.d4.loss_dice: 0.7363, decode.d5.loss_cls: 0.2663, decode.d5.loss_mask: 0.4913, decode.d5.loss_dice: 0.7341, decode.d6.loss_cls: 0.2586, decode.d6.loss_mask: 0.4902, decode.d6.loss_dice: 0.7285, decode.d7.loss_cls: 0.2589, decode.d7.loss_mask: 0.4897, decode.d7.loss_dice: 0.7291, decode.d8.loss_cls: 0.2544, decode.d8.loss_mask: 0.4896, decode.d8.loss_dice: 0.7313, loss: 16.1358, grad_norm: 61.6851 2023-12-26 05:49:34,360 - mmseg - INFO - Iter [90600/160000] lr: 4.338e-05, eta: 9:43:24, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2689, decode.loss_mask: 0.5122, decode.loss_dice: 0.7592, decode.d0.loss_cls: 1.2628, decode.d0.loss_mask: 0.5541, decode.d0.loss_dice: 0.8376, decode.d1.loss_cls: 0.3489, decode.d1.loss_mask: 0.5316, decode.d1.loss_dice: 0.8006, decode.d2.loss_cls: 0.3171, decode.d2.loss_mask: 0.5208, decode.d2.loss_dice: 0.7763, decode.d3.loss_cls: 0.2970, decode.d3.loss_mask: 0.5149, decode.d3.loss_dice: 0.7670, decode.d4.loss_cls: 0.2845, decode.d4.loss_mask: 0.5143, decode.d4.loss_dice: 0.7669, decode.d5.loss_cls: 0.2808, decode.d5.loss_mask: 0.5140, decode.d5.loss_dice: 0.7620, decode.d6.loss_cls: 0.2814, decode.d6.loss_mask: 0.5111, decode.d6.loss_dice: 0.7598, decode.d7.loss_cls: 0.2716, decode.d7.loss_mask: 0.5102, decode.d7.loss_dice: 0.7591, decode.d8.loss_cls: 0.2655, decode.d8.loss_mask: 0.5112, decode.d8.loss_dice: 0.7600, loss: 16.8214, grad_norm: 63.1577 2023-12-26 05:49:58,981 - mmseg - INFO - Iter [90650/160000] lr: 4.334e-05, eta: 9:42:59, time: 0.492, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2664, decode.loss_mask: 0.5041, decode.loss_dice: 0.7490, decode.d0.loss_cls: 1.2904, decode.d0.loss_mask: 0.5517, decode.d0.loss_dice: 0.8407, decode.d1.loss_cls: 0.3537, decode.d1.loss_mask: 0.5234, decode.d1.loss_dice: 0.7987, decode.d2.loss_cls: 0.3101, decode.d2.loss_mask: 0.5136, decode.d2.loss_dice: 0.7720, decode.d3.loss_cls: 0.2953, decode.d3.loss_mask: 0.5075, decode.d3.loss_dice: 0.7504, decode.d4.loss_cls: 0.2871, decode.d4.loss_mask: 0.5085, decode.d4.loss_dice: 0.7575, decode.d5.loss_cls: 0.2752, decode.d5.loss_mask: 0.5069, decode.d5.loss_dice: 0.7554, decode.d6.loss_cls: 0.2733, decode.d6.loss_mask: 0.5047, decode.d6.loss_dice: 0.7470, decode.d7.loss_cls: 0.2728, decode.d7.loss_mask: 0.5046, decode.d7.loss_dice: 0.7480, decode.d8.loss_cls: 0.2678, decode.d8.loss_mask: 0.5047, decode.d8.loss_dice: 0.7484, loss: 16.6888, grad_norm: 57.6132 2023-12-26 05:50:23,376 - mmseg - INFO - Iter [90700/160000] lr: 4.331e-05, eta: 9:42:33, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2588, decode.loss_mask: 0.4999, decode.loss_dice: 0.7512, decode.d0.loss_cls: 1.2530, decode.d0.loss_mask: 0.5435, decode.d0.loss_dice: 0.8427, decode.d1.loss_cls: 0.3371, decode.d1.loss_mask: 0.5130, decode.d1.loss_dice: 0.7961, decode.d2.loss_cls: 0.3013, decode.d2.loss_mask: 0.5036, decode.d2.loss_dice: 0.7682, decode.d3.loss_cls: 0.2850, decode.d3.loss_mask: 0.5022, decode.d3.loss_dice: 0.7582, decode.d4.loss_cls: 0.2734, decode.d4.loss_mask: 0.5016, decode.d4.loss_dice: 0.7570, decode.d5.loss_cls: 0.2675, decode.d5.loss_mask: 0.5010, decode.d5.loss_dice: 0.7578, decode.d6.loss_cls: 0.2676, decode.d6.loss_mask: 0.5014, decode.d6.loss_dice: 0.7491, decode.d7.loss_cls: 0.2622, decode.d7.loss_mask: 0.4982, decode.d7.loss_dice: 0.7523, decode.d8.loss_cls: 0.2629, decode.d8.loss_mask: 0.4986, decode.d8.loss_dice: 0.7531, loss: 16.5177, grad_norm: 62.4028 2023-12-26 05:50:47,573 - mmseg - INFO - Iter [90750/160000] lr: 4.328e-05, eta: 9:42:07, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2744, decode.loss_mask: 0.5097, decode.loss_dice: 0.7672, decode.d0.loss_cls: 1.2714, decode.d0.loss_mask: 0.5503, decode.d0.loss_dice: 0.8526, decode.d1.loss_cls: 0.3687, decode.d1.loss_mask: 0.5238, decode.d1.loss_dice: 0.8136, decode.d2.loss_cls: 0.3248, decode.d2.loss_mask: 0.5149, decode.d2.loss_dice: 0.7770, decode.d3.loss_cls: 0.3122, decode.d3.loss_mask: 0.5117, decode.d3.loss_dice: 0.7711, decode.d4.loss_cls: 0.2972, decode.d4.loss_mask: 0.5114, decode.d4.loss_dice: 0.7693, decode.d5.loss_cls: 0.2918, decode.d5.loss_mask: 0.5099, decode.d5.loss_dice: 0.7687, decode.d6.loss_cls: 0.2884, decode.d6.loss_mask: 0.5093, decode.d6.loss_dice: 0.7642, decode.d7.loss_cls: 0.2835, decode.d7.loss_mask: 0.5090, decode.d7.loss_dice: 0.7665, decode.d8.loss_cls: 0.2782, decode.d8.loss_mask: 0.5095, decode.d8.loss_dice: 0.7656, loss: 16.9656, grad_norm: 59.5185 2023-12-26 05:51:12,096 - mmseg - INFO - Iter [90800/160000] lr: 4.325e-05, eta: 9:41:41, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2603, decode.loss_mask: 0.5075, decode.loss_dice: 0.7490, decode.d0.loss_cls: 1.2476, decode.d0.loss_mask: 0.5462, decode.d0.loss_dice: 0.8327, decode.d1.loss_cls: 0.3387, decode.d1.loss_mask: 0.5272, decode.d1.loss_dice: 0.7946, decode.d2.loss_cls: 0.2968, decode.d2.loss_mask: 0.5124, decode.d2.loss_dice: 0.7699, decode.d3.loss_cls: 0.2847, decode.d3.loss_mask: 0.5092, decode.d3.loss_dice: 0.7605, decode.d4.loss_cls: 0.2773, decode.d4.loss_mask: 0.5086, decode.d4.loss_dice: 0.7560, decode.d5.loss_cls: 0.2711, decode.d5.loss_mask: 0.5081, decode.d5.loss_dice: 0.7545, decode.d6.loss_cls: 0.2666, decode.d6.loss_mask: 0.5067, decode.d6.loss_dice: 0.7503, decode.d7.loss_cls: 0.2635, decode.d7.loss_mask: 0.5067, decode.d7.loss_dice: 0.7498, decode.d8.loss_cls: 0.2617, decode.d8.loss_mask: 0.5073, decode.d8.loss_dice: 0.7515, loss: 16.5770, grad_norm: 59.6343 2023-12-26 05:51:38,889 - mmseg - INFO - Iter [90850/160000] lr: 4.322e-05, eta: 9:41:17, time: 0.536, data_time: 0.057, memory: 40245, decode.loss_cls: 0.2526, decode.loss_mask: 0.5145, decode.loss_dice: 0.7660, decode.d0.loss_cls: 1.2014, decode.d0.loss_mask: 0.5498, decode.d0.loss_dice: 0.8427, decode.d1.loss_cls: 0.3243, decode.d1.loss_mask: 0.5317, decode.d1.loss_dice: 0.8053, decode.d2.loss_cls: 0.2773, decode.d2.loss_mask: 0.5235, decode.d2.loss_dice: 0.7935, decode.d3.loss_cls: 0.2707, decode.d3.loss_mask: 0.5204, decode.d3.loss_dice: 0.7776, decode.d4.loss_cls: 0.2677, decode.d4.loss_mask: 0.5178, decode.d4.loss_dice: 0.7758, decode.d5.loss_cls: 0.2589, decode.d5.loss_mask: 0.5174, decode.d5.loss_dice: 0.7736, decode.d6.loss_cls: 0.2557, decode.d6.loss_mask: 0.5141, decode.d6.loss_dice: 0.7634, decode.d7.loss_cls: 0.2530, decode.d7.loss_mask: 0.5140, decode.d7.loss_dice: 0.7663, decode.d8.loss_cls: 0.2498, decode.d8.loss_mask: 0.5152, decode.d8.loss_dice: 0.7684, loss: 16.6625, grad_norm: 59.4752 2023-12-26 05:52:03,442 - mmseg - INFO - Iter [90900/160000] lr: 4.319e-05, eta: 9:40:51, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2501, decode.loss_mask: 0.5056, decode.loss_dice: 0.7640, decode.d0.loss_cls: 1.2533, decode.d0.loss_mask: 0.5424, decode.d0.loss_dice: 0.8397, decode.d1.loss_cls: 0.3256, decode.d1.loss_mask: 0.5259, decode.d1.loss_dice: 0.8132, decode.d2.loss_cls: 0.2891, decode.d2.loss_mask: 0.5135, decode.d2.loss_dice: 0.7846, decode.d3.loss_cls: 0.2776, decode.d3.loss_mask: 0.5052, decode.d3.loss_dice: 0.7708, decode.d4.loss_cls: 0.2683, decode.d4.loss_mask: 0.5054, decode.d4.loss_dice: 0.7691, decode.d5.loss_cls: 0.2597, decode.d5.loss_mask: 0.5075, decode.d5.loss_dice: 0.7693, decode.d6.loss_cls: 0.2612, decode.d6.loss_mask: 0.5055, decode.d6.loss_dice: 0.7585, decode.d7.loss_cls: 0.2561, decode.d7.loss_mask: 0.5058, decode.d7.loss_dice: 0.7611, decode.d8.loss_cls: 0.2528, decode.d8.loss_mask: 0.5043, decode.d8.loss_dice: 0.7600, loss: 16.6052, grad_norm: 59.5166 2023-12-26 05:52:27,850 - mmseg - INFO - Iter [90950/160000] lr: 4.316e-05, eta: 9:40:25, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2503, decode.loss_mask: 0.4844, decode.loss_dice: 0.7352, decode.d0.loss_cls: 1.2720, decode.d0.loss_mask: 0.5182, decode.d0.loss_dice: 0.8154, decode.d1.loss_cls: 0.3369, decode.d1.loss_mask: 0.4990, decode.d1.loss_dice: 0.7685, decode.d2.loss_cls: 0.2888, decode.d2.loss_mask: 0.4881, decode.d2.loss_dice: 0.7520, decode.d3.loss_cls: 0.2712, decode.d3.loss_mask: 0.4862, decode.d3.loss_dice: 0.7401, decode.d4.loss_cls: 0.2606, decode.d4.loss_mask: 0.4844, decode.d4.loss_dice: 0.7446, decode.d5.loss_cls: 0.2551, decode.d5.loss_mask: 0.4849, decode.d5.loss_dice: 0.7422, decode.d6.loss_cls: 0.2483, decode.d6.loss_mask: 0.4855, decode.d6.loss_dice: 0.7377, decode.d7.loss_cls: 0.2464, decode.d7.loss_mask: 0.4842, decode.d7.loss_dice: 0.7331, decode.d8.loss_cls: 0.2491, decode.d8.loss_mask: 0.4851, decode.d8.loss_dice: 0.7384, loss: 16.0859, grad_norm: 58.8585 2023-12-26 05:52:52,286 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 05:52:52,286 - mmseg - INFO - Iter [91000/160000] lr: 4.313e-05, eta: 9:39:59, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2459, decode.loss_mask: 0.4744, decode.loss_dice: 0.7367, decode.d0.loss_cls: 1.2440, decode.d0.loss_mask: 0.5204, decode.d0.loss_dice: 0.8231, decode.d1.loss_cls: 0.3331, decode.d1.loss_mask: 0.4955, decode.d1.loss_dice: 0.7808, decode.d2.loss_cls: 0.2960, decode.d2.loss_mask: 0.4856, decode.d2.loss_dice: 0.7566, decode.d3.loss_cls: 0.2794, decode.d3.loss_mask: 0.4818, decode.d3.loss_dice: 0.7463, decode.d4.loss_cls: 0.2680, decode.d4.loss_mask: 0.4763, decode.d4.loss_dice: 0.7428, decode.d5.loss_cls: 0.2611, decode.d5.loss_mask: 0.4766, decode.d5.loss_dice: 0.7435, decode.d6.loss_cls: 0.2529, decode.d6.loss_mask: 0.4770, decode.d6.loss_dice: 0.7382, decode.d7.loss_cls: 0.2480, decode.d7.loss_mask: 0.4758, decode.d7.loss_dice: 0.7347, decode.d8.loss_cls: 0.2457, decode.d8.loss_mask: 0.4759, decode.d8.loss_dice: 0.7388, loss: 16.0547, grad_norm: 63.6896 2023-12-26 05:53:16,691 - mmseg - INFO - Iter [91050/160000] lr: 4.309e-05, eta: 9:39:34, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2436, decode.loss_mask: 0.4759, decode.loss_dice: 0.7345, decode.d0.loss_cls: 1.2560, decode.d0.loss_mask: 0.5168, decode.d0.loss_dice: 0.8084, decode.d1.loss_cls: 0.3303, decode.d1.loss_mask: 0.4919, decode.d1.loss_dice: 0.7695, decode.d2.loss_cls: 0.2837, decode.d2.loss_mask: 0.4852, decode.d2.loss_dice: 0.7466, decode.d3.loss_cls: 0.2684, decode.d3.loss_mask: 0.4785, decode.d3.loss_dice: 0.7393, decode.d4.loss_cls: 0.2547, decode.d4.loss_mask: 0.4779, decode.d4.loss_dice: 0.7396, decode.d5.loss_cls: 0.2518, decode.d5.loss_mask: 0.4768, decode.d5.loss_dice: 0.7382, decode.d6.loss_cls: 0.2520, decode.d6.loss_mask: 0.4770, decode.d6.loss_dice: 0.7382, decode.d7.loss_cls: 0.2431, decode.d7.loss_mask: 0.4755, decode.d7.loss_dice: 0.7370, decode.d8.loss_cls: 0.2388, decode.d8.loss_mask: 0.4756, decode.d8.loss_dice: 0.7371, loss: 15.9419, grad_norm: 56.7108 2023-12-26 05:53:41,244 - mmseg - INFO - Iter [91100/160000] lr: 4.306e-05, eta: 9:39:08, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2488, decode.loss_mask: 0.4884, decode.loss_dice: 0.7379, decode.d0.loss_cls: 1.2595, decode.d0.loss_mask: 0.5314, decode.d0.loss_dice: 0.8224, decode.d1.loss_cls: 0.3278, decode.d1.loss_mask: 0.5060, decode.d1.loss_dice: 0.7850, decode.d2.loss_cls: 0.2916, decode.d2.loss_mask: 0.4945, decode.d2.loss_dice: 0.7555, decode.d3.loss_cls: 0.2763, decode.d3.loss_mask: 0.4938, decode.d3.loss_dice: 0.7534, decode.d4.loss_cls: 0.2665, decode.d4.loss_mask: 0.4911, decode.d4.loss_dice: 0.7478, decode.d5.loss_cls: 0.2574, decode.d5.loss_mask: 0.4921, decode.d5.loss_dice: 0.7463, decode.d6.loss_cls: 0.2556, decode.d6.loss_mask: 0.4900, decode.d6.loss_dice: 0.7380, decode.d7.loss_cls: 0.2552, decode.d7.loss_mask: 0.4885, decode.d7.loss_dice: 0.7382, decode.d8.loss_cls: 0.2510, decode.d8.loss_mask: 0.4877, decode.d8.loss_dice: 0.7393, loss: 16.2169, grad_norm: 64.0174 2023-12-26 05:54:05,623 - mmseg - INFO - Iter [91150/160000] lr: 4.303e-05, eta: 9:38:42, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2486, decode.loss_mask: 0.4956, decode.loss_dice: 0.7226, decode.d0.loss_cls: 1.2313, decode.d0.loss_mask: 0.5376, decode.d0.loss_dice: 0.7987, decode.d1.loss_cls: 0.3297, decode.d1.loss_mask: 0.5108, decode.d1.loss_dice: 0.7605, decode.d2.loss_cls: 0.2893, decode.d2.loss_mask: 0.4997, decode.d2.loss_dice: 0.7360, decode.d3.loss_cls: 0.2757, decode.d3.loss_mask: 0.4967, decode.d3.loss_dice: 0.7254, decode.d4.loss_cls: 0.2652, decode.d4.loss_mask: 0.4984, decode.d4.loss_dice: 0.7273, decode.d5.loss_cls: 0.2591, decode.d5.loss_mask: 0.4965, decode.d5.loss_dice: 0.7212, decode.d6.loss_cls: 0.2568, decode.d6.loss_mask: 0.4970, decode.d6.loss_dice: 0.7190, decode.d7.loss_cls: 0.2555, decode.d7.loss_mask: 0.4961, decode.d7.loss_dice: 0.7152, decode.d8.loss_cls: 0.2465, decode.d8.loss_mask: 0.4961, decode.d8.loss_dice: 0.7205, loss: 16.0287, grad_norm: 63.6249 2023-12-26 05:54:29,985 - mmseg - INFO - Iter [91200/160000] lr: 4.300e-05, eta: 9:38:16, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2557, decode.loss_mask: 0.4835, decode.loss_dice: 0.7406, decode.d0.loss_cls: 1.2501, decode.d0.loss_mask: 0.5245, decode.d0.loss_dice: 0.8149, decode.d1.loss_cls: 0.3209, decode.d1.loss_mask: 0.5004, decode.d1.loss_dice: 0.7788, decode.d2.loss_cls: 0.2963, decode.d2.loss_mask: 0.4948, decode.d2.loss_dice: 0.7542, decode.d3.loss_cls: 0.2804, decode.d3.loss_mask: 0.4858, decode.d3.loss_dice: 0.7423, decode.d4.loss_cls: 0.2721, decode.d4.loss_mask: 0.4890, decode.d4.loss_dice: 0.7401, decode.d5.loss_cls: 0.2668, decode.d5.loss_mask: 0.4870, decode.d5.loss_dice: 0.7408, decode.d6.loss_cls: 0.2650, decode.d6.loss_mask: 0.4836, decode.d6.loss_dice: 0.7332, decode.d7.loss_cls: 0.2591, decode.d7.loss_mask: 0.4848, decode.d7.loss_dice: 0.7348, decode.d8.loss_cls: 0.2530, decode.d8.loss_mask: 0.4829, decode.d8.loss_dice: 0.7381, loss: 16.1537, grad_norm: 58.9316 2023-12-26 05:54:54,421 - mmseg - INFO - Iter [91250/160000] lr: 4.297e-05, eta: 9:37:50, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2468, decode.loss_mask: 0.4963, decode.loss_dice: 0.7313, decode.d0.loss_cls: 1.2420, decode.d0.loss_mask: 0.5394, decode.d0.loss_dice: 0.8103, decode.d1.loss_cls: 0.3275, decode.d1.loss_mask: 0.5086, decode.d1.loss_dice: 0.7803, decode.d2.loss_cls: 0.2927, decode.d2.loss_mask: 0.5021, decode.d2.loss_dice: 0.7494, decode.d3.loss_cls: 0.2701, decode.d3.loss_mask: 0.4982, decode.d3.loss_dice: 0.7375, decode.d4.loss_cls: 0.2625, decode.d4.loss_mask: 0.4994, decode.d4.loss_dice: 0.7366, decode.d5.loss_cls: 0.2576, decode.d5.loss_mask: 0.4972, decode.d5.loss_dice: 0.7344, decode.d6.loss_cls: 0.2583, decode.d6.loss_mask: 0.4951, decode.d6.loss_dice: 0.7327, decode.d7.loss_cls: 0.2487, decode.d7.loss_mask: 0.4958, decode.d7.loss_dice: 0.7327, decode.d8.loss_cls: 0.2480, decode.d8.loss_mask: 0.4963, decode.d8.loss_dice: 0.7307, loss: 16.1582, grad_norm: 62.7033 2023-12-26 05:55:18,884 - mmseg - INFO - Iter [91300/160000] lr: 4.294e-05, eta: 9:37:24, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2682, decode.loss_mask: 0.4850, decode.loss_dice: 0.7506, decode.d0.loss_cls: 1.2728, decode.d0.loss_mask: 0.5217, decode.d0.loss_dice: 0.8264, decode.d1.loss_cls: 0.3545, decode.d1.loss_mask: 0.5010, decode.d1.loss_dice: 0.7868, decode.d2.loss_cls: 0.3115, decode.d2.loss_mask: 0.4927, decode.d2.loss_dice: 0.7655, decode.d3.loss_cls: 0.2923, decode.d3.loss_mask: 0.4888, decode.d3.loss_dice: 0.7576, decode.d4.loss_cls: 0.2824, decode.d4.loss_mask: 0.4875, decode.d4.loss_dice: 0.7575, decode.d5.loss_cls: 0.2758, decode.d5.loss_mask: 0.4859, decode.d5.loss_dice: 0.7557, decode.d6.loss_cls: 0.2737, decode.d6.loss_mask: 0.4864, decode.d6.loss_dice: 0.7479, decode.d7.loss_cls: 0.2704, decode.d7.loss_mask: 0.4867, decode.d7.loss_dice: 0.7505, decode.d8.loss_cls: 0.2730, decode.d8.loss_mask: 0.4858, decode.d8.loss_dice: 0.7462, loss: 16.4407, grad_norm: 61.4574 2023-12-26 05:55:43,078 - mmseg - INFO - Iter [91350/160000] lr: 4.291e-05, eta: 9:36:58, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2470, decode.loss_mask: 0.5006, decode.loss_dice: 0.7414, decode.d0.loss_cls: 1.2288, decode.d0.loss_mask: 0.5427, decode.d0.loss_dice: 0.8301, decode.d1.loss_cls: 0.3285, decode.d1.loss_mask: 0.5230, decode.d1.loss_dice: 0.7894, decode.d2.loss_cls: 0.2896, decode.d2.loss_mask: 0.5136, decode.d2.loss_dice: 0.7638, decode.d3.loss_cls: 0.2776, decode.d3.loss_mask: 0.5071, decode.d3.loss_dice: 0.7508, decode.d4.loss_cls: 0.2650, decode.d4.loss_mask: 0.5067, decode.d4.loss_dice: 0.7485, decode.d5.loss_cls: 0.2561, decode.d5.loss_mask: 0.5022, decode.d5.loss_dice: 0.7454, decode.d6.loss_cls: 0.2530, decode.d6.loss_mask: 0.5023, decode.d6.loss_dice: 0.7433, decode.d7.loss_cls: 0.2498, decode.d7.loss_mask: 0.5019, decode.d7.loss_dice: 0.7450, decode.d8.loss_cls: 0.2466, decode.d8.loss_mask: 0.5010, decode.d8.loss_dice: 0.7455, loss: 16.3461, grad_norm: 61.8847 2023-12-26 05:56:07,612 - mmseg - INFO - Iter [91400/160000] lr: 4.288e-05, eta: 9:36:32, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2459, decode.loss_mask: 0.4812, decode.loss_dice: 0.7328, decode.d0.loss_cls: 1.2193, decode.d0.loss_mask: 0.5277, decode.d0.loss_dice: 0.8131, decode.d1.loss_cls: 0.3264, decode.d1.loss_mask: 0.4984, decode.d1.loss_dice: 0.7725, decode.d2.loss_cls: 0.2938, decode.d2.loss_mask: 0.4887, decode.d2.loss_dice: 0.7514, decode.d3.loss_cls: 0.2797, decode.d3.loss_mask: 0.4845, decode.d3.loss_dice: 0.7351, decode.d4.loss_cls: 0.2673, decode.d4.loss_mask: 0.4836, decode.d4.loss_dice: 0.7329, decode.d5.loss_cls: 0.2658, decode.d5.loss_mask: 0.4834, decode.d5.loss_dice: 0.7385, decode.d6.loss_cls: 0.2596, decode.d6.loss_mask: 0.4804, decode.d6.loss_dice: 0.7278, decode.d7.loss_cls: 0.2560, decode.d7.loss_mask: 0.4816, decode.d7.loss_dice: 0.7289, decode.d8.loss_cls: 0.2499, decode.d8.loss_mask: 0.4816, decode.d8.loss_dice: 0.7356, loss: 16.0232, grad_norm: 63.4779 2023-12-26 05:56:31,890 - mmseg - INFO - Iter [91450/160000] lr: 4.284e-05, eta: 9:36:06, time: 0.486, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2291, decode.loss_mask: 0.5072, decode.loss_dice: 0.7199, decode.d0.loss_cls: 1.1977, decode.d0.loss_mask: 0.5499, decode.d0.loss_dice: 0.7926, decode.d1.loss_cls: 0.3046, decode.d1.loss_mask: 0.5270, decode.d1.loss_dice: 0.7566, decode.d2.loss_cls: 0.2661, decode.d2.loss_mask: 0.5174, decode.d2.loss_dice: 0.7427, decode.d3.loss_cls: 0.2563, decode.d3.loss_mask: 0.5132, decode.d3.loss_dice: 0.7273, decode.d4.loss_cls: 0.2489, decode.d4.loss_mask: 0.5109, decode.d4.loss_dice: 0.7224, decode.d5.loss_cls: 0.2374, decode.d5.loss_mask: 0.5099, decode.d5.loss_dice: 0.7256, decode.d6.loss_cls: 0.2347, decode.d6.loss_mask: 0.5079, decode.d6.loss_dice: 0.7195, decode.d7.loss_cls: 0.2291, decode.d7.loss_mask: 0.5075, decode.d7.loss_dice: 0.7186, decode.d8.loss_cls: 0.2272, decode.d8.loss_mask: 0.5082, decode.d8.loss_dice: 0.7197, loss: 15.9351, grad_norm: 58.9848 2023-12-26 05:56:56,048 - mmseg - INFO - Iter [91500/160000] lr: 4.281e-05, eta: 9:35:40, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2366, decode.loss_mask: 0.5028, decode.loss_dice: 0.7349, decode.d0.loss_cls: 1.2401, decode.d0.loss_mask: 0.5395, decode.d0.loss_dice: 0.8182, decode.d1.loss_cls: 0.3251, decode.d1.loss_mask: 0.5146, decode.d1.loss_dice: 0.7743, decode.d2.loss_cls: 0.2872, decode.d2.loss_mask: 0.5077, decode.d2.loss_dice: 0.7580, decode.d3.loss_cls: 0.2607, decode.d3.loss_mask: 0.5058, decode.d3.loss_dice: 0.7454, decode.d4.loss_cls: 0.2540, decode.d4.loss_mask: 0.5048, decode.d4.loss_dice: 0.7428, decode.d5.loss_cls: 0.2474, decode.d5.loss_mask: 0.5044, decode.d5.loss_dice: 0.7389, decode.d6.loss_cls: 0.2404, decode.d6.loss_mask: 0.5039, decode.d6.loss_dice: 0.7381, decode.d7.loss_cls: 0.2325, decode.d7.loss_mask: 0.5026, decode.d7.loss_dice: 0.7360, decode.d8.loss_cls: 0.2368, decode.d8.loss_mask: 0.5019, decode.d8.loss_dice: 0.7344, loss: 16.1699, grad_norm: 62.2085 2023-12-26 05:57:20,297 - mmseg - INFO - Iter [91550/160000] lr: 4.278e-05, eta: 9:35:14, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2447, decode.loss_mask: 0.5083, decode.loss_dice: 0.7473, decode.d0.loss_cls: 1.2666, decode.d0.loss_mask: 0.5539, decode.d0.loss_dice: 0.8253, decode.d1.loss_cls: 0.3315, decode.d1.loss_mask: 0.5284, decode.d1.loss_dice: 0.7864, decode.d2.loss_cls: 0.2891, decode.d2.loss_mask: 0.5166, decode.d2.loss_dice: 0.7685, decode.d3.loss_cls: 0.2762, decode.d3.loss_mask: 0.5138, decode.d3.loss_dice: 0.7580, decode.d4.loss_cls: 0.2606, decode.d4.loss_mask: 0.5107, decode.d4.loss_dice: 0.7555, decode.d5.loss_cls: 0.2627, decode.d5.loss_mask: 0.5086, decode.d5.loss_dice: 0.7520, decode.d6.loss_cls: 0.2525, decode.d6.loss_mask: 0.5109, decode.d6.loss_dice: 0.7513, decode.d7.loss_cls: 0.2555, decode.d7.loss_mask: 0.5088, decode.d7.loss_dice: 0.7449, decode.d8.loss_cls: 0.2489, decode.d8.loss_mask: 0.5077, decode.d8.loss_dice: 0.7471, loss: 16.4922, grad_norm: 63.7389 2023-12-26 05:57:44,556 - mmseg - INFO - Iter [91600/160000] lr: 4.275e-05, eta: 9:34:48, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2414, decode.loss_mask: 0.5073, decode.loss_dice: 0.7415, decode.d0.loss_cls: 1.2327, decode.d0.loss_mask: 0.5558, decode.d0.loss_dice: 0.8188, decode.d1.loss_cls: 0.3314, decode.d1.loss_mask: 0.5268, decode.d1.loss_dice: 0.7823, decode.d2.loss_cls: 0.2872, decode.d2.loss_mask: 0.5158, decode.d2.loss_dice: 0.7575, decode.d3.loss_cls: 0.2778, decode.d3.loss_mask: 0.5106, decode.d3.loss_dice: 0.7528, decode.d4.loss_cls: 0.2666, decode.d4.loss_mask: 0.5095, decode.d4.loss_dice: 0.7508, decode.d5.loss_cls: 0.2559, decode.d5.loss_mask: 0.5080, decode.d5.loss_dice: 0.7444, decode.d6.loss_cls: 0.2547, decode.d6.loss_mask: 0.5068, decode.d6.loss_dice: 0.7423, decode.d7.loss_cls: 0.2477, decode.d7.loss_mask: 0.5086, decode.d7.loss_dice: 0.7421, decode.d8.loss_cls: 0.2471, decode.d8.loss_mask: 0.5055, decode.d8.loss_dice: 0.7440, loss: 16.3738, grad_norm: 60.2612 2023-12-26 05:58:08,860 - mmseg - INFO - Iter [91650/160000] lr: 4.272e-05, eta: 9:34:22, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2411, decode.loss_mask: 0.4902, decode.loss_dice: 0.7292, decode.d0.loss_cls: 1.2164, decode.d0.loss_mask: 0.5334, decode.d0.loss_dice: 0.8097, decode.d1.loss_cls: 0.3154, decode.d1.loss_mask: 0.5068, decode.d1.loss_dice: 0.7719, decode.d2.loss_cls: 0.2772, decode.d2.loss_mask: 0.5004, decode.d2.loss_dice: 0.7554, decode.d3.loss_cls: 0.2608, decode.d3.loss_mask: 0.4977, decode.d3.loss_dice: 0.7416, decode.d4.loss_cls: 0.2477, decode.d4.loss_mask: 0.4972, decode.d4.loss_dice: 0.7410, decode.d5.loss_cls: 0.2497, decode.d5.loss_mask: 0.4980, decode.d5.loss_dice: 0.7362, decode.d6.loss_cls: 0.2474, decode.d6.loss_mask: 0.4920, decode.d6.loss_dice: 0.7312, decode.d7.loss_cls: 0.2448, decode.d7.loss_mask: 0.4932, decode.d7.loss_dice: 0.7302, decode.d8.loss_cls: 0.2384, decode.d8.loss_mask: 0.4935, decode.d8.loss_dice: 0.7335, loss: 16.0211, grad_norm: 63.6768 2023-12-26 05:58:33,022 - mmseg - INFO - Iter [91700/160000] lr: 4.269e-05, eta: 9:33:56, time: 0.483, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2669, decode.loss_mask: 0.5385, decode.loss_dice: 0.7474, decode.d0.loss_cls: 1.2688, decode.d0.loss_mask: 0.5796, decode.d0.loss_dice: 0.8344, decode.d1.loss_cls: 0.3359, decode.d1.loss_mask: 0.5613, decode.d1.loss_dice: 0.7935, decode.d2.loss_cls: 0.3034, decode.d2.loss_mask: 0.5496, decode.d2.loss_dice: 0.7702, decode.d3.loss_cls: 0.2876, decode.d3.loss_mask: 0.5454, decode.d3.loss_dice: 0.7650, decode.d4.loss_cls: 0.2782, decode.d4.loss_mask: 0.5426, decode.d4.loss_dice: 0.7638, decode.d5.loss_cls: 0.2693, decode.d5.loss_mask: 0.5409, decode.d5.loss_dice: 0.7580, decode.d6.loss_cls: 0.2661, decode.d6.loss_mask: 0.5392, decode.d6.loss_dice: 0.7519, decode.d7.loss_cls: 0.2624, decode.d7.loss_mask: 0.5395, decode.d7.loss_dice: 0.7527, decode.d8.loss_cls: 0.2654, decode.d8.loss_mask: 0.5369, decode.d8.loss_dice: 0.7490, loss: 16.9636, grad_norm: 69.7716 2023-12-26 05:58:57,377 - mmseg - INFO - Iter [91750/160000] lr: 4.266e-05, eta: 9:33:30, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2809, decode.loss_mask: 0.4985, decode.loss_dice: 0.7512, decode.d0.loss_cls: 1.2787, decode.d0.loss_mask: 0.5424, decode.d0.loss_dice: 0.8409, decode.d1.loss_cls: 0.3669, decode.d1.loss_mask: 0.5179, decode.d1.loss_dice: 0.7974, decode.d2.loss_cls: 0.3227, decode.d2.loss_mask: 0.5057, decode.d2.loss_dice: 0.7734, decode.d3.loss_cls: 0.3126, decode.d3.loss_mask: 0.5033, decode.d3.loss_dice: 0.7555, decode.d4.loss_cls: 0.3020, decode.d4.loss_mask: 0.5014, decode.d4.loss_dice: 0.7567, decode.d5.loss_cls: 0.2959, decode.d5.loss_mask: 0.4991, decode.d5.loss_dice: 0.7522, decode.d6.loss_cls: 0.2942, decode.d6.loss_mask: 0.5001, decode.d6.loss_dice: 0.7523, decode.d7.loss_cls: 0.2867, decode.d7.loss_mask: 0.4995, decode.d7.loss_dice: 0.7531, decode.d8.loss_cls: 0.2872, decode.d8.loss_mask: 0.4990, decode.d8.loss_dice: 0.7520, loss: 16.7794, grad_norm: 60.4193 2023-12-26 05:59:21,911 - mmseg - INFO - Iter [91800/160000] lr: 4.263e-05, eta: 9:33:04, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2462, decode.loss_mask: 0.4940, decode.loss_dice: 0.7348, decode.d0.loss_cls: 1.2344, decode.d0.loss_mask: 0.5356, decode.d0.loss_dice: 0.8114, decode.d1.loss_cls: 0.3275, decode.d1.loss_mask: 0.5091, decode.d1.loss_dice: 0.7680, decode.d2.loss_cls: 0.2890, decode.d2.loss_mask: 0.5002, decode.d2.loss_dice: 0.7497, decode.d3.loss_cls: 0.2764, decode.d3.loss_mask: 0.4997, decode.d3.loss_dice: 0.7385, decode.d4.loss_cls: 0.2647, decode.d4.loss_mask: 0.4984, decode.d4.loss_dice: 0.7376, decode.d5.loss_cls: 0.2558, decode.d5.loss_mask: 0.4976, decode.d5.loss_dice: 0.7328, decode.d6.loss_cls: 0.2596, decode.d6.loss_mask: 0.4935, decode.d6.loss_dice: 0.7308, decode.d7.loss_cls: 0.2484, decode.d7.loss_mask: 0.4942, decode.d7.loss_dice: 0.7352, decode.d8.loss_cls: 0.2457, decode.d8.loss_mask: 0.4946, decode.d8.loss_dice: 0.7345, loss: 16.1378, grad_norm: 60.2668 2023-12-26 05:59:46,254 - mmseg - INFO - Iter [91850/160000] lr: 4.259e-05, eta: 9:32:38, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2651, decode.loss_mask: 0.5245, decode.loss_dice: 0.7920, decode.d0.loss_cls: 1.2565, decode.d0.loss_mask: 0.5699, decode.d0.loss_dice: 0.8794, decode.d1.loss_cls: 0.3460, decode.d1.loss_mask: 0.5434, decode.d1.loss_dice: 0.8392, decode.d2.loss_cls: 0.3077, decode.d2.loss_mask: 0.5342, decode.d2.loss_dice: 0.8112, decode.d3.loss_cls: 0.2951, decode.d3.loss_mask: 0.5283, decode.d3.loss_dice: 0.7979, decode.d4.loss_cls: 0.2827, decode.d4.loss_mask: 0.5277, decode.d4.loss_dice: 0.7997, decode.d5.loss_cls: 0.2715, decode.d5.loss_mask: 0.5268, decode.d5.loss_dice: 0.7966, decode.d6.loss_cls: 0.2697, decode.d6.loss_mask: 0.5263, decode.d6.loss_dice: 0.7942, decode.d7.loss_cls: 0.2648, decode.d7.loss_mask: 0.5257, decode.d7.loss_dice: 0.7944, decode.d8.loss_cls: 0.2595, decode.d8.loss_mask: 0.5269, decode.d8.loss_dice: 0.7942, loss: 17.2515, grad_norm: 62.3676 2023-12-26 06:00:10,737 - mmseg - INFO - Iter [91900/160000] lr: 4.256e-05, eta: 9:32:13, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2627, decode.loss_mask: 0.4987, decode.loss_dice: 0.7441, decode.d0.loss_cls: 1.2662, decode.d0.loss_mask: 0.5443, decode.d0.loss_dice: 0.8367, decode.d1.loss_cls: 0.3425, decode.d1.loss_mask: 0.5144, decode.d1.loss_dice: 0.7952, decode.d2.loss_cls: 0.3056, decode.d2.loss_mask: 0.5060, decode.d2.loss_dice: 0.7646, decode.d3.loss_cls: 0.2945, decode.d3.loss_mask: 0.4992, decode.d3.loss_dice: 0.7479, decode.d4.loss_cls: 0.2775, decode.d4.loss_mask: 0.5001, decode.d4.loss_dice: 0.7473, decode.d5.loss_cls: 0.2743, decode.d5.loss_mask: 0.4983, decode.d5.loss_dice: 0.7469, decode.d6.loss_cls: 0.2642, decode.d6.loss_mask: 0.4960, decode.d6.loss_dice: 0.7429, decode.d7.loss_cls: 0.2644, decode.d7.loss_mask: 0.4961, decode.d7.loss_dice: 0.7388, decode.d8.loss_cls: 0.2621, decode.d8.loss_mask: 0.4958, decode.d8.loss_dice: 0.7457, loss: 16.4731, grad_norm: 57.8907 2023-12-26 06:00:35,275 - mmseg - INFO - Iter [91950/160000] lr: 4.253e-05, eta: 9:31:47, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2650, decode.loss_mask: 0.4886, decode.loss_dice: 0.7417, decode.d0.loss_cls: 1.2530, decode.d0.loss_mask: 0.5234, decode.d0.loss_dice: 0.8195, decode.d1.loss_cls: 0.3307, decode.d1.loss_mask: 0.5061, decode.d1.loss_dice: 0.7874, decode.d2.loss_cls: 0.2896, decode.d2.loss_mask: 0.4965, decode.d2.loss_dice: 0.7637, decode.d3.loss_cls: 0.2917, decode.d3.loss_mask: 0.4910, decode.d3.loss_dice: 0.7483, decode.d4.loss_cls: 0.2791, decode.d4.loss_mask: 0.4902, decode.d4.loss_dice: 0.7439, decode.d5.loss_cls: 0.2741, decode.d5.loss_mask: 0.4883, decode.d5.loss_dice: 0.7459, decode.d6.loss_cls: 0.2670, decode.d6.loss_mask: 0.4880, decode.d6.loss_dice: 0.7413, decode.d7.loss_cls: 0.2663, decode.d7.loss_mask: 0.4873, decode.d7.loss_dice: 0.7435, decode.d8.loss_cls: 0.2654, decode.d8.loss_mask: 0.4866, decode.d8.loss_dice: 0.7412, loss: 16.3042, grad_norm: 61.6209 2023-12-26 06:00:59,601 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 06:00:59,601 - mmseg - INFO - Iter [92000/160000] lr: 4.250e-05, eta: 9:31:21, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2647, decode.loss_mask: 0.5060, decode.loss_dice: 0.7579, decode.d0.loss_cls: 1.2609, decode.d0.loss_mask: 0.5489, decode.d0.loss_dice: 0.8415, decode.d1.loss_cls: 0.3333, decode.d1.loss_mask: 0.5229, decode.d1.loss_dice: 0.8025, decode.d2.loss_cls: 0.2993, decode.d2.loss_mask: 0.5129, decode.d2.loss_dice: 0.7791, decode.d3.loss_cls: 0.2927, decode.d3.loss_mask: 0.5062, decode.d3.loss_dice: 0.7656, decode.d4.loss_cls: 0.2793, decode.d4.loss_mask: 0.5080, decode.d4.loss_dice: 0.7673, decode.d5.loss_cls: 0.2824, decode.d5.loss_mask: 0.5082, decode.d5.loss_dice: 0.7615, decode.d6.loss_cls: 0.2696, decode.d6.loss_mask: 0.5066, decode.d6.loss_dice: 0.7558, decode.d7.loss_cls: 0.2653, decode.d7.loss_mask: 0.5048, decode.d7.loss_dice: 0.7567, decode.d8.loss_cls: 0.2648, decode.d8.loss_mask: 0.5060, decode.d8.loss_dice: 0.7610, loss: 16.6917, grad_norm: 61.9540 2023-12-26 06:01:23,984 - mmseg - INFO - Iter [92050/160000] lr: 4.247e-05, eta: 9:30:55, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2694, decode.loss_mask: 0.5005, decode.loss_dice: 0.7344, decode.d0.loss_cls: 1.2399, decode.d0.loss_mask: 0.5385, decode.d0.loss_dice: 0.8134, decode.d1.loss_cls: 0.3421, decode.d1.loss_mask: 0.5150, decode.d1.loss_dice: 0.7750, decode.d2.loss_cls: 0.3049, decode.d2.loss_mask: 0.5074, decode.d2.loss_dice: 0.7516, decode.d3.loss_cls: 0.2939, decode.d3.loss_mask: 0.5028, decode.d3.loss_dice: 0.7423, decode.d4.loss_cls: 0.2860, decode.d4.loss_mask: 0.5019, decode.d4.loss_dice: 0.7409, decode.d5.loss_cls: 0.2741, decode.d5.loss_mask: 0.5022, decode.d5.loss_dice: 0.7401, decode.d6.loss_cls: 0.2710, decode.d6.loss_mask: 0.4999, decode.d6.loss_dice: 0.7337, decode.d7.loss_cls: 0.2710, decode.d7.loss_mask: 0.4998, decode.d7.loss_dice: 0.7372, decode.d8.loss_cls: 0.2725, decode.d8.loss_mask: 0.5002, decode.d8.loss_dice: 0.7347, loss: 16.3963, grad_norm: 60.4180 2023-12-26 06:01:50,807 - mmseg - INFO - Iter [92100/160000] lr: 4.244e-05, eta: 9:30:31, time: 0.536, data_time: 0.057, memory: 40245, decode.loss_cls: 0.2607, decode.loss_mask: 0.4905, decode.loss_dice: 0.7484, decode.d0.loss_cls: 1.2815, decode.d0.loss_mask: 0.5330, decode.d0.loss_dice: 0.8337, decode.d1.loss_cls: 0.3498, decode.d1.loss_mask: 0.5108, decode.d1.loss_dice: 0.7895, decode.d2.loss_cls: 0.3011, decode.d2.loss_mask: 0.4984, decode.d2.loss_dice: 0.7758, decode.d3.loss_cls: 0.2874, decode.d3.loss_mask: 0.4940, decode.d3.loss_dice: 0.7624, decode.d4.loss_cls: 0.2774, decode.d4.loss_mask: 0.4922, decode.d4.loss_dice: 0.7589, decode.d5.loss_cls: 0.2700, decode.d5.loss_mask: 0.4912, decode.d5.loss_dice: 0.7573, decode.d6.loss_cls: 0.2673, decode.d6.loss_mask: 0.4911, decode.d6.loss_dice: 0.7525, decode.d7.loss_cls: 0.2615, decode.d7.loss_mask: 0.4914, decode.d7.loss_dice: 0.7506, decode.d8.loss_cls: 0.2618, decode.d8.loss_mask: 0.4897, decode.d8.loss_dice: 0.7517, loss: 16.4815, grad_norm: 54.8700 2023-12-26 06:02:15,122 - mmseg - INFO - Iter [92150/160000] lr: 4.241e-05, eta: 9:30:05, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2244, decode.loss_mask: 0.4789, decode.loss_dice: 0.7137, decode.d0.loss_cls: 1.1928, decode.d0.loss_mask: 0.5138, decode.d0.loss_dice: 0.7893, decode.d1.loss_cls: 0.3017, decode.d1.loss_mask: 0.4949, decode.d1.loss_dice: 0.7650, decode.d2.loss_cls: 0.2660, decode.d2.loss_mask: 0.4849, decode.d2.loss_dice: 0.7386, decode.d3.loss_cls: 0.2581, decode.d3.loss_mask: 0.4820, decode.d3.loss_dice: 0.7249, decode.d4.loss_cls: 0.2440, decode.d4.loss_mask: 0.4819, decode.d4.loss_dice: 0.7243, decode.d5.loss_cls: 0.2422, decode.d5.loss_mask: 0.4807, decode.d5.loss_dice: 0.7207, decode.d6.loss_cls: 0.2317, decode.d6.loss_mask: 0.4789, decode.d6.loss_dice: 0.7172, decode.d7.loss_cls: 0.2296, decode.d7.loss_mask: 0.4793, decode.d7.loss_dice: 0.7139, decode.d8.loss_cls: 0.2287, decode.d8.loss_mask: 0.4791, decode.d8.loss_dice: 0.7133, loss: 15.5947, grad_norm: 53.8793 2023-12-26 06:02:39,668 - mmseg - INFO - Iter [92200/160000] lr: 4.238e-05, eta: 9:29:40, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2364, decode.loss_mask: 0.4983, decode.loss_dice: 0.7372, decode.d0.loss_cls: 1.2548, decode.d0.loss_mask: 0.5361, decode.d0.loss_dice: 0.8150, decode.d1.loss_cls: 0.3192, decode.d1.loss_mask: 0.5145, decode.d1.loss_dice: 0.7871, decode.d2.loss_cls: 0.2838, decode.d2.loss_mask: 0.5034, decode.d2.loss_dice: 0.7553, decode.d3.loss_cls: 0.2648, decode.d3.loss_mask: 0.4995, decode.d3.loss_dice: 0.7461, decode.d4.loss_cls: 0.2552, decode.d4.loss_mask: 0.5005, decode.d4.loss_dice: 0.7459, decode.d5.loss_cls: 0.2478, decode.d5.loss_mask: 0.4993, decode.d5.loss_dice: 0.7447, decode.d6.loss_cls: 0.2445, decode.d6.loss_mask: 0.4986, decode.d6.loss_dice: 0.7414, decode.d7.loss_cls: 0.2397, decode.d7.loss_mask: 0.4987, decode.d7.loss_dice: 0.7340, decode.d8.loss_cls: 0.2376, decode.d8.loss_mask: 0.4962, decode.d8.loss_dice: 0.7410, loss: 16.1767, grad_norm: 57.1072 2023-12-26 06:03:03,983 - mmseg - INFO - Iter [92250/160000] lr: 4.234e-05, eta: 9:29:14, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2580, decode.loss_mask: 0.4659, decode.loss_dice: 0.7495, decode.d0.loss_cls: 1.2662, decode.d0.loss_mask: 0.5044, decode.d0.loss_dice: 0.8324, decode.d1.loss_cls: 0.3354, decode.d1.loss_mask: 0.4849, decode.d1.loss_dice: 0.7939, decode.d2.loss_cls: 0.2906, decode.d2.loss_mask: 0.4723, decode.d2.loss_dice: 0.7757, decode.d3.loss_cls: 0.2798, decode.d3.loss_mask: 0.4691, decode.d3.loss_dice: 0.7588, decode.d4.loss_cls: 0.2713, decode.d4.loss_mask: 0.4673, decode.d4.loss_dice: 0.7553, decode.d5.loss_cls: 0.2682, decode.d5.loss_mask: 0.4664, decode.d5.loss_dice: 0.7558, decode.d6.loss_cls: 0.2647, decode.d6.loss_mask: 0.4667, decode.d6.loss_dice: 0.7511, decode.d7.loss_cls: 0.2589, decode.d7.loss_mask: 0.4664, decode.d7.loss_dice: 0.7494, decode.d8.loss_cls: 0.2557, decode.d8.loss_mask: 0.4657, decode.d8.loss_dice: 0.7476, loss: 16.1474, grad_norm: 61.3356 2023-12-26 06:03:28,294 - mmseg - INFO - Iter [92300/160000] lr: 4.231e-05, eta: 9:28:48, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2449, decode.loss_mask: 0.4973, decode.loss_dice: 0.7227, decode.d0.loss_cls: 1.2229, decode.d0.loss_mask: 0.5366, decode.d0.loss_dice: 0.8115, decode.d1.loss_cls: 0.3180, decode.d1.loss_mask: 0.5074, decode.d1.loss_dice: 0.7676, decode.d2.loss_cls: 0.2834, decode.d2.loss_mask: 0.5005, decode.d2.loss_dice: 0.7418, decode.d3.loss_cls: 0.2734, decode.d3.loss_mask: 0.4982, decode.d3.loss_dice: 0.7340, decode.d4.loss_cls: 0.2638, decode.d4.loss_mask: 0.5004, decode.d4.loss_dice: 0.7329, decode.d5.loss_cls: 0.2496, decode.d5.loss_mask: 0.4990, decode.d5.loss_dice: 0.7290, decode.d6.loss_cls: 0.2512, decode.d6.loss_mask: 0.4967, decode.d6.loss_dice: 0.7279, decode.d7.loss_cls: 0.2443, decode.d7.loss_mask: 0.4982, decode.d7.loss_dice: 0.7294, decode.d8.loss_cls: 0.2478, decode.d8.loss_mask: 0.4990, decode.d8.loss_dice: 0.7267, loss: 16.0561, grad_norm: 59.2533 2023-12-26 06:03:52,593 - mmseg - INFO - Iter [92350/160000] lr: 4.228e-05, eta: 9:28:22, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2421, decode.loss_mask: 0.5044, decode.loss_dice: 0.7310, decode.d0.loss_cls: 1.2245, decode.d0.loss_mask: 0.5504, decode.d0.loss_dice: 0.8101, decode.d1.loss_cls: 0.3126, decode.d1.loss_mask: 0.5225, decode.d1.loss_dice: 0.7755, decode.d2.loss_cls: 0.2883, decode.d2.loss_mask: 0.5110, decode.d2.loss_dice: 0.7485, decode.d3.loss_cls: 0.2706, decode.d3.loss_mask: 0.5056, decode.d3.loss_dice: 0.7336, decode.d4.loss_cls: 0.2615, decode.d4.loss_mask: 0.5037, decode.d4.loss_dice: 0.7391, decode.d5.loss_cls: 0.2497, decode.d5.loss_mask: 0.5042, decode.d5.loss_dice: 0.7341, decode.d6.loss_cls: 0.2480, decode.d6.loss_mask: 0.5039, decode.d6.loss_dice: 0.7320, decode.d7.loss_cls: 0.2410, decode.d7.loss_mask: 0.5040, decode.d7.loss_dice: 0.7343, decode.d8.loss_cls: 0.2413, decode.d8.loss_mask: 0.5036, decode.d8.loss_dice: 0.7316, loss: 16.1630, grad_norm: 64.8090 2023-12-26 06:04:16,893 - mmseg - INFO - Iter [92400/160000] lr: 4.225e-05, eta: 9:27:56, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2407, decode.loss_mask: 0.4967, decode.loss_dice: 0.7452, decode.d0.loss_cls: 1.2466, decode.d0.loss_mask: 0.5378, decode.d0.loss_dice: 0.8237, decode.d1.loss_cls: 0.3227, decode.d1.loss_mask: 0.5159, decode.d1.loss_dice: 0.7943, decode.d2.loss_cls: 0.2844, decode.d2.loss_mask: 0.5052, decode.d2.loss_dice: 0.7662, decode.d3.loss_cls: 0.2714, decode.d3.loss_mask: 0.4969, decode.d3.loss_dice: 0.7477, decode.d4.loss_cls: 0.2592, decode.d4.loss_mask: 0.4965, decode.d4.loss_dice: 0.7520, decode.d5.loss_cls: 0.2564, decode.d5.loss_mask: 0.4956, decode.d5.loss_dice: 0.7508, decode.d6.loss_cls: 0.2467, decode.d6.loss_mask: 0.4957, decode.d6.loss_dice: 0.7458, decode.d7.loss_cls: 0.2420, decode.d7.loss_mask: 0.4955, decode.d7.loss_dice: 0.7450, decode.d8.loss_cls: 0.2405, decode.d8.loss_mask: 0.4945, decode.d8.loss_dice: 0.7466, loss: 16.2581, grad_norm: 62.7845 2023-12-26 06:04:41,265 - mmseg - INFO - Iter [92450/160000] lr: 4.222e-05, eta: 9:27:30, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2564, decode.loss_mask: 0.4850, decode.loss_dice: 0.7379, decode.d0.loss_cls: 1.2709, decode.d0.loss_mask: 0.5189, decode.d0.loss_dice: 0.8197, decode.d1.loss_cls: 0.3296, decode.d1.loss_mask: 0.5009, decode.d1.loss_dice: 0.7872, decode.d2.loss_cls: 0.2931, decode.d2.loss_mask: 0.4898, decode.d2.loss_dice: 0.7645, decode.d3.loss_cls: 0.2837, decode.d3.loss_mask: 0.4876, decode.d3.loss_dice: 0.7433, decode.d4.loss_cls: 0.2783, decode.d4.loss_mask: 0.4871, decode.d4.loss_dice: 0.7437, decode.d5.loss_cls: 0.2696, decode.d5.loss_mask: 0.4851, decode.d5.loss_dice: 0.7396, decode.d6.loss_cls: 0.2624, decode.d6.loss_mask: 0.4849, decode.d6.loss_dice: 0.7384, decode.d7.loss_cls: 0.2614, decode.d7.loss_mask: 0.4854, decode.d7.loss_dice: 0.7356, decode.d8.loss_cls: 0.2590, decode.d8.loss_mask: 0.4847, decode.d8.loss_dice: 0.7350, loss: 16.2187, grad_norm: 56.0507 2023-12-26 06:05:05,452 - mmseg - INFO - Iter [92500/160000] lr: 4.219e-05, eta: 9:27:04, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2560, decode.loss_mask: 0.5080, decode.loss_dice: 0.7496, decode.d0.loss_cls: 1.2887, decode.d0.loss_mask: 0.5487, decode.d0.loss_dice: 0.8341, decode.d1.loss_cls: 0.3419, decode.d1.loss_mask: 0.5266, decode.d1.loss_dice: 0.7947, decode.d2.loss_cls: 0.3002, decode.d2.loss_mask: 0.5144, decode.d2.loss_dice: 0.7665, decode.d3.loss_cls: 0.2823, decode.d3.loss_mask: 0.5114, decode.d3.loss_dice: 0.7525, decode.d4.loss_cls: 0.2687, decode.d4.loss_mask: 0.5107, decode.d4.loss_dice: 0.7530, decode.d5.loss_cls: 0.2620, decode.d5.loss_mask: 0.5105, decode.d5.loss_dice: 0.7518, decode.d6.loss_cls: 0.2628, decode.d6.loss_mask: 0.5084, decode.d6.loss_dice: 0.7495, decode.d7.loss_cls: 0.2537, decode.d7.loss_mask: 0.5092, decode.d7.loss_dice: 0.7482, decode.d8.loss_cls: 0.2550, decode.d8.loss_mask: 0.5071, decode.d8.loss_dice: 0.7487, loss: 16.5748, grad_norm: 65.7388 2023-12-26 06:05:29,653 - mmseg - INFO - Iter [92550/160000] lr: 4.216e-05, eta: 9:26:38, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2480, decode.loss_mask: 0.5107, decode.loss_dice: 0.7458, decode.d0.loss_cls: 1.2406, decode.d0.loss_mask: 0.5496, decode.d0.loss_dice: 0.8301, decode.d1.loss_cls: 0.3311, decode.d1.loss_mask: 0.5262, decode.d1.loss_dice: 0.7869, decode.d2.loss_cls: 0.2849, decode.d2.loss_mask: 0.5178, decode.d2.loss_dice: 0.7746, decode.d3.loss_cls: 0.2784, decode.d3.loss_mask: 0.5095, decode.d3.loss_dice: 0.7546, decode.d4.loss_cls: 0.2660, decode.d4.loss_mask: 0.5114, decode.d4.loss_dice: 0.7567, decode.d5.loss_cls: 0.2567, decode.d5.loss_mask: 0.5096, decode.d5.loss_dice: 0.7514, decode.d6.loss_cls: 0.2584, decode.d6.loss_mask: 0.5100, decode.d6.loss_dice: 0.7482, decode.d7.loss_cls: 0.2491, decode.d7.loss_mask: 0.5094, decode.d7.loss_dice: 0.7494, decode.d8.loss_cls: 0.2510, decode.d8.loss_mask: 0.5104, decode.d8.loss_dice: 0.7467, loss: 16.4733, grad_norm: 57.8441 2023-12-26 06:05:53,975 - mmseg - INFO - Iter [92600/160000] lr: 4.213e-05, eta: 9:26:12, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2480, decode.loss_mask: 0.5007, decode.loss_dice: 0.7492, decode.d0.loss_cls: 1.2481, decode.d0.loss_mask: 0.5359, decode.d0.loss_dice: 0.8256, decode.d1.loss_cls: 0.3288, decode.d1.loss_mask: 0.5148, decode.d1.loss_dice: 0.7883, decode.d2.loss_cls: 0.2883, decode.d2.loss_mask: 0.5063, decode.d2.loss_dice: 0.7709, decode.d3.loss_cls: 0.2761, decode.d3.loss_mask: 0.5052, decode.d3.loss_dice: 0.7550, decode.d4.loss_cls: 0.2610, decode.d4.loss_mask: 0.5049, decode.d4.loss_dice: 0.7562, decode.d5.loss_cls: 0.2583, decode.d5.loss_mask: 0.5043, decode.d5.loss_dice: 0.7526, decode.d6.loss_cls: 0.2585, decode.d6.loss_mask: 0.5016, decode.d6.loss_dice: 0.7432, decode.d7.loss_cls: 0.2516, decode.d7.loss_mask: 0.5029, decode.d7.loss_dice: 0.7452, decode.d8.loss_cls: 0.2490, decode.d8.loss_mask: 0.5026, decode.d8.loss_dice: 0.7486, loss: 16.3816, grad_norm: 64.8177 2023-12-26 06:06:18,256 - mmseg - INFO - Iter [92650/160000] lr: 4.209e-05, eta: 9:25:46, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2399, decode.loss_mask: 0.4905, decode.loss_dice: 0.7348, decode.d0.loss_cls: 1.2142, decode.d0.loss_mask: 0.5293, decode.d0.loss_dice: 0.8132, decode.d1.loss_cls: 0.3094, decode.d1.loss_mask: 0.5099, decode.d1.loss_dice: 0.7840, decode.d2.loss_cls: 0.2819, decode.d2.loss_mask: 0.4986, decode.d2.loss_dice: 0.7548, decode.d3.loss_cls: 0.2622, decode.d3.loss_mask: 0.4974, decode.d3.loss_dice: 0.7429, decode.d4.loss_cls: 0.2574, decode.d4.loss_mask: 0.4961, decode.d4.loss_dice: 0.7372, decode.d5.loss_cls: 0.2513, decode.d5.loss_mask: 0.4934, decode.d5.loss_dice: 0.7371, decode.d6.loss_cls: 0.2444, decode.d6.loss_mask: 0.4925, decode.d6.loss_dice: 0.7322, decode.d7.loss_cls: 0.2429, decode.d7.loss_mask: 0.4915, decode.d7.loss_dice: 0.7308, decode.d8.loss_cls: 0.2445, decode.d8.loss_mask: 0.4916, decode.d8.loss_dice: 0.7337, loss: 16.0397, grad_norm: 65.5587 2023-12-26 06:06:42,503 - mmseg - INFO - Iter [92700/160000] lr: 4.206e-05, eta: 9:25:20, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2351, decode.loss_mask: 0.4994, decode.loss_dice: 0.7364, decode.d0.loss_cls: 1.2259, decode.d0.loss_mask: 0.5371, decode.d0.loss_dice: 0.8195, decode.d1.loss_cls: 0.3069, decode.d1.loss_mask: 0.5162, decode.d1.loss_dice: 0.7769, decode.d2.loss_cls: 0.2784, decode.d2.loss_mask: 0.5077, decode.d2.loss_dice: 0.7579, decode.d3.loss_cls: 0.2649, decode.d3.loss_mask: 0.5036, decode.d3.loss_dice: 0.7472, decode.d4.loss_cls: 0.2501, decode.d4.loss_mask: 0.5014, decode.d4.loss_dice: 0.7444, decode.d5.loss_cls: 0.2478, decode.d5.loss_mask: 0.5017, decode.d5.loss_dice: 0.7448, decode.d6.loss_cls: 0.2485, decode.d6.loss_mask: 0.4995, decode.d6.loss_dice: 0.7372, decode.d7.loss_cls: 0.2395, decode.d7.loss_mask: 0.5008, decode.d7.loss_dice: 0.7371, decode.d8.loss_cls: 0.2394, decode.d8.loss_mask: 0.4996, decode.d8.loss_dice: 0.7368, loss: 16.1417, grad_norm: 63.9000 2023-12-26 06:07:07,124 - mmseg - INFO - Iter [92750/160000] lr: 4.203e-05, eta: 9:24:54, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2563, decode.loss_mask: 0.5135, decode.loss_dice: 0.7437, decode.d0.loss_cls: 1.2383, decode.d0.loss_mask: 0.5582, decode.d0.loss_dice: 0.8264, decode.d1.loss_cls: 0.3321, decode.d1.loss_mask: 0.5266, decode.d1.loss_dice: 0.7844, decode.d2.loss_cls: 0.2989, decode.d2.loss_mask: 0.5197, decode.d2.loss_dice: 0.7631, decode.d3.loss_cls: 0.2860, decode.d3.loss_mask: 0.5138, decode.d3.loss_dice: 0.7527, decode.d4.loss_cls: 0.2717, decode.d4.loss_mask: 0.5143, decode.d4.loss_dice: 0.7506, decode.d5.loss_cls: 0.2633, decode.d5.loss_mask: 0.5141, decode.d5.loss_dice: 0.7487, decode.d6.loss_cls: 0.2625, decode.d6.loss_mask: 0.5126, decode.d6.loss_dice: 0.7449, decode.d7.loss_cls: 0.2568, decode.d7.loss_mask: 0.5135, decode.d7.loss_dice: 0.7447, decode.d8.loss_cls: 0.2583, decode.d8.loss_mask: 0.5135, decode.d8.loss_dice: 0.7446, loss: 16.5279, grad_norm: 58.9892 2023-12-26 06:07:31,555 - mmseg - INFO - Iter [92800/160000] lr: 4.200e-05, eta: 9:24:28, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2315, decode.loss_mask: 0.4879, decode.loss_dice: 0.7317, decode.d0.loss_cls: 1.2338, decode.d0.loss_mask: 0.5300, decode.d0.loss_dice: 0.8076, decode.d1.loss_cls: 0.3123, decode.d1.loss_mask: 0.5071, decode.d1.loss_dice: 0.7768, decode.d2.loss_cls: 0.2761, decode.d2.loss_mask: 0.4961, decode.d2.loss_dice: 0.7497, decode.d3.loss_cls: 0.2655, decode.d3.loss_mask: 0.4897, decode.d3.loss_dice: 0.7349, decode.d4.loss_cls: 0.2539, decode.d4.loss_mask: 0.4891, decode.d4.loss_dice: 0.7352, decode.d5.loss_cls: 0.2467, decode.d5.loss_mask: 0.4875, decode.d5.loss_dice: 0.7337, decode.d6.loss_cls: 0.2420, decode.d6.loss_mask: 0.4875, decode.d6.loss_dice: 0.7279, decode.d7.loss_cls: 0.2377, decode.d7.loss_mask: 0.4866, decode.d7.loss_dice: 0.7286, decode.d8.loss_cls: 0.2297, decode.d8.loss_mask: 0.4873, decode.d8.loss_dice: 0.7312, loss: 15.9355, grad_norm: 54.3356 2023-12-26 06:07:55,886 - mmseg - INFO - Iter [92850/160000] lr: 4.197e-05, eta: 9:24:03, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2603, decode.loss_mask: 0.4979, decode.loss_dice: 0.7455, decode.d0.loss_cls: 1.2537, decode.d0.loss_mask: 0.5349, decode.d0.loss_dice: 0.8239, decode.d1.loss_cls: 0.3340, decode.d1.loss_mask: 0.5182, decode.d1.loss_dice: 0.7924, decode.d2.loss_cls: 0.3059, decode.d2.loss_mask: 0.5076, decode.d2.loss_dice: 0.7646, decode.d3.loss_cls: 0.2880, decode.d3.loss_mask: 0.4991, decode.d3.loss_dice: 0.7536, decode.d4.loss_cls: 0.2777, decode.d4.loss_mask: 0.4999, decode.d4.loss_dice: 0.7496, decode.d5.loss_cls: 0.2754, decode.d5.loss_mask: 0.4977, decode.d5.loss_dice: 0.7500, decode.d6.loss_cls: 0.2672, decode.d6.loss_mask: 0.4987, decode.d6.loss_dice: 0.7439, decode.d7.loss_cls: 0.2638, decode.d7.loss_mask: 0.4983, decode.d7.loss_dice: 0.7448, decode.d8.loss_cls: 0.2586, decode.d8.loss_mask: 0.4991, decode.d8.loss_dice: 0.7455, loss: 16.4497, grad_norm: 59.7820 2023-12-26 06:08:20,358 - mmseg - INFO - Iter [92900/160000] lr: 4.194e-05, eta: 9:23:37, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2464, decode.loss_mask: 0.4896, decode.loss_dice: 0.7346, decode.d0.loss_cls: 1.2589, decode.d0.loss_mask: 0.5291, decode.d0.loss_dice: 0.8188, decode.d1.loss_cls: 0.3280, decode.d1.loss_mask: 0.5078, decode.d1.loss_dice: 0.7792, decode.d2.loss_cls: 0.2934, decode.d2.loss_mask: 0.4957, decode.d2.loss_dice: 0.7577, decode.d3.loss_cls: 0.2742, decode.d3.loss_mask: 0.4918, decode.d3.loss_dice: 0.7416, decode.d4.loss_cls: 0.2617, decode.d4.loss_mask: 0.4915, decode.d4.loss_dice: 0.7439, decode.d5.loss_cls: 0.2589, decode.d5.loss_mask: 0.4895, decode.d5.loss_dice: 0.7428, decode.d6.loss_cls: 0.2552, decode.d6.loss_mask: 0.4910, decode.d6.loss_dice: 0.7361, decode.d7.loss_cls: 0.2573, decode.d7.loss_mask: 0.4890, decode.d7.loss_dice: 0.7385, decode.d8.loss_cls: 0.2512, decode.d8.loss_mask: 0.4903, decode.d8.loss_dice: 0.7392, loss: 16.1828, grad_norm: 56.0510 2023-12-26 06:08:44,682 - mmseg - INFO - Iter [92950/160000] lr: 4.191e-05, eta: 9:23:11, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2493, decode.loss_mask: 0.4886, decode.loss_dice: 0.7376, decode.d0.loss_cls: 1.2297, decode.d0.loss_mask: 0.5366, decode.d0.loss_dice: 0.8260, decode.d1.loss_cls: 0.3196, decode.d1.loss_mask: 0.5070, decode.d1.loss_dice: 0.7804, decode.d2.loss_cls: 0.2953, decode.d2.loss_mask: 0.4960, decode.d2.loss_dice: 0.7529, decode.d3.loss_cls: 0.2731, decode.d3.loss_mask: 0.4948, decode.d3.loss_dice: 0.7497, decode.d4.loss_cls: 0.2601, decode.d4.loss_mask: 0.4930, decode.d4.loss_dice: 0.7479, decode.d5.loss_cls: 0.2559, decode.d5.loss_mask: 0.4903, decode.d5.loss_dice: 0.7424, decode.d6.loss_cls: 0.2611, decode.d6.loss_mask: 0.4899, decode.d6.loss_dice: 0.7353, decode.d7.loss_cls: 0.2508, decode.d7.loss_mask: 0.4896, decode.d7.loss_dice: 0.7415, decode.d8.loss_cls: 0.2482, decode.d8.loss_mask: 0.4879, decode.d8.loss_dice: 0.7413, loss: 16.1717, grad_norm: 64.7564 2023-12-26 06:09:09,140 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 06:09:09,140 - mmseg - INFO - Iter [93000/160000] lr: 4.188e-05, eta: 9:22:45, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2547, decode.loss_mask: 0.4939, decode.loss_dice: 0.7537, decode.d0.loss_cls: 1.2470, decode.d0.loss_mask: 0.5366, decode.d0.loss_dice: 0.8414, decode.d1.loss_cls: 0.3257, decode.d1.loss_mask: 0.5143, decode.d1.loss_dice: 0.8000, decode.d2.loss_cls: 0.2926, decode.d2.loss_mask: 0.5006, decode.d2.loss_dice: 0.7710, decode.d3.loss_cls: 0.2843, decode.d3.loss_mask: 0.4980, decode.d3.loss_dice: 0.7594, decode.d4.loss_cls: 0.2703, decode.d4.loss_mask: 0.4986, decode.d4.loss_dice: 0.7617, decode.d5.loss_cls: 0.2694, decode.d5.loss_mask: 0.4969, decode.d5.loss_dice: 0.7580, decode.d6.loss_cls: 0.2603, decode.d6.loss_mask: 0.4968, decode.d6.loss_dice: 0.7561, decode.d7.loss_cls: 0.2577, decode.d7.loss_mask: 0.4961, decode.d7.loss_dice: 0.7571, decode.d8.loss_cls: 0.2550, decode.d8.loss_mask: 0.4961, decode.d8.loss_dice: 0.7560, loss: 16.4591, grad_norm: 58.5977 2023-12-26 06:09:33,281 - mmseg - INFO - Iter [93050/160000] lr: 4.184e-05, eta: 9:22:19, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2344, decode.loss_mask: 0.5041, decode.loss_dice: 0.7404, decode.d0.loss_cls: 1.2317, decode.d0.loss_mask: 0.5382, decode.d0.loss_dice: 0.8252, decode.d1.loss_cls: 0.3184, decode.d1.loss_mask: 0.5193, decode.d1.loss_dice: 0.7846, decode.d2.loss_cls: 0.2812, decode.d2.loss_mask: 0.5104, decode.d2.loss_dice: 0.7579, decode.d3.loss_cls: 0.2650, decode.d3.loss_mask: 0.5050, decode.d3.loss_dice: 0.7504, decode.d4.loss_cls: 0.2568, decode.d4.loss_mask: 0.5056, decode.d4.loss_dice: 0.7499, decode.d5.loss_cls: 0.2487, decode.d5.loss_mask: 0.5040, decode.d5.loss_dice: 0.7479, decode.d6.loss_cls: 0.2468, decode.d6.loss_mask: 0.5041, decode.d6.loss_dice: 0.7411, decode.d7.loss_cls: 0.2351, decode.d7.loss_mask: 0.5043, decode.d7.loss_dice: 0.7440, decode.d8.loss_cls: 0.2405, decode.d8.loss_mask: 0.5043, decode.d8.loss_dice: 0.7411, loss: 16.2404, grad_norm: 59.4473 2023-12-26 06:09:57,772 - mmseg - INFO - Iter [93100/160000] lr: 4.181e-05, eta: 9:21:53, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2627, decode.loss_mask: 0.4832, decode.loss_dice: 0.7522, decode.d0.loss_cls: 1.2617, decode.d0.loss_mask: 0.5235, decode.d0.loss_dice: 0.8331, decode.d1.loss_cls: 0.3448, decode.d1.loss_mask: 0.4967, decode.d1.loss_dice: 0.7888, decode.d2.loss_cls: 0.3056, decode.d2.loss_mask: 0.4851, decode.d2.loss_dice: 0.7693, decode.d3.loss_cls: 0.2884, decode.d3.loss_mask: 0.4822, decode.d3.loss_dice: 0.7557, decode.d4.loss_cls: 0.2771, decode.d4.loss_mask: 0.4848, decode.d4.loss_dice: 0.7565, decode.d5.loss_cls: 0.2677, decode.d5.loss_mask: 0.4832, decode.d5.loss_dice: 0.7552, decode.d6.loss_cls: 0.2667, decode.d6.loss_mask: 0.4835, decode.d6.loss_dice: 0.7526, decode.d7.loss_cls: 0.2644, decode.d7.loss_mask: 0.4845, decode.d7.loss_dice: 0.7518, decode.d8.loss_cls: 0.2596, decode.d8.loss_mask: 0.4851, decode.d8.loss_dice: 0.7514, loss: 16.3571, grad_norm: 59.2390 2023-12-26 06:10:22,150 - mmseg - INFO - Iter [93150/160000] lr: 4.178e-05, eta: 9:21:27, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2555, decode.loss_mask: 0.4983, decode.loss_dice: 0.7449, decode.d0.loss_cls: 1.2511, decode.d0.loss_mask: 0.5435, decode.d0.loss_dice: 0.8344, decode.d1.loss_cls: 0.3338, decode.d1.loss_mask: 0.5155, decode.d1.loss_dice: 0.7912, decode.d2.loss_cls: 0.2982, decode.d2.loss_mask: 0.5039, decode.d2.loss_dice: 0.7628, decode.d3.loss_cls: 0.2817, decode.d3.loss_mask: 0.5006, decode.d3.loss_dice: 0.7554, decode.d4.loss_cls: 0.2671, decode.d4.loss_mask: 0.4984, decode.d4.loss_dice: 0.7529, decode.d5.loss_cls: 0.2626, decode.d5.loss_mask: 0.4985, decode.d5.loss_dice: 0.7479, decode.d6.loss_cls: 0.2588, decode.d6.loss_mask: 0.4986, decode.d6.loss_dice: 0.7435, decode.d7.loss_cls: 0.2529, decode.d7.loss_mask: 0.4975, decode.d7.loss_dice: 0.7450, decode.d8.loss_cls: 0.2516, decode.d8.loss_mask: 0.4986, decode.d8.loss_dice: 0.7453, loss: 16.3901, grad_norm: 63.1444 2023-12-26 06:10:46,276 - mmseg - INFO - Iter [93200/160000] lr: 4.175e-05, eta: 9:21:01, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2282, decode.loss_mask: 0.4867, decode.loss_dice: 0.7096, decode.d0.loss_cls: 1.2137, decode.d0.loss_mask: 0.5263, decode.d0.loss_dice: 0.7970, decode.d1.loss_cls: 0.3111, decode.d1.loss_mask: 0.5041, decode.d1.loss_dice: 0.7499, decode.d2.loss_cls: 0.2640, decode.d2.loss_mask: 0.4939, decode.d2.loss_dice: 0.7283, decode.d3.loss_cls: 0.2485, decode.d3.loss_mask: 0.4888, decode.d3.loss_dice: 0.7226, decode.d4.loss_cls: 0.2366, decode.d4.loss_mask: 0.4900, decode.d4.loss_dice: 0.7212, decode.d5.loss_cls: 0.2311, decode.d5.loss_mask: 0.4891, decode.d5.loss_dice: 0.7190, decode.d6.loss_cls: 0.2339, decode.d6.loss_mask: 0.4890, decode.d6.loss_dice: 0.7153, decode.d7.loss_cls: 0.2307, decode.d7.loss_mask: 0.4873, decode.d7.loss_dice: 0.7152, decode.d8.loss_cls: 0.2301, decode.d8.loss_mask: 0.4870, decode.d8.loss_dice: 0.7142, loss: 15.6628, grad_norm: 55.1297 2023-12-26 06:11:11,053 - mmseg - INFO - Iter [93250/160000] lr: 4.172e-05, eta: 9:20:36, time: 0.496, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2421, decode.loss_mask: 0.5042, decode.loss_dice: 0.7261, decode.d0.loss_cls: 1.2465, decode.d0.loss_mask: 0.5475, decode.d0.loss_dice: 0.8064, decode.d1.loss_cls: 0.3290, decode.d1.loss_mask: 0.5208, decode.d1.loss_dice: 0.7655, decode.d2.loss_cls: 0.2906, decode.d2.loss_mask: 0.5119, decode.d2.loss_dice: 0.7436, decode.d3.loss_cls: 0.2689, decode.d3.loss_mask: 0.5114, decode.d3.loss_dice: 0.7346, decode.d4.loss_cls: 0.2609, decode.d4.loss_mask: 0.5105, decode.d4.loss_dice: 0.7357, decode.d5.loss_cls: 0.2477, decode.d5.loss_mask: 0.5095, decode.d5.loss_dice: 0.7315, decode.d6.loss_cls: 0.2464, decode.d6.loss_mask: 0.5060, decode.d6.loss_dice: 0.7268, decode.d7.loss_cls: 0.2449, decode.d7.loss_mask: 0.5045, decode.d7.loss_dice: 0.7298, decode.d8.loss_cls: 0.2423, decode.d8.loss_mask: 0.5059, decode.d8.loss_dice: 0.7279, loss: 16.1796, grad_norm: 67.6050 2023-12-26 06:11:35,359 - mmseg - INFO - Iter [93300/160000] lr: 4.169e-05, eta: 9:20:10, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2599, decode.loss_mask: 0.5080, decode.loss_dice: 0.7579, decode.d0.loss_cls: 1.2521, decode.d0.loss_mask: 0.5434, decode.d0.loss_dice: 0.8384, decode.d1.loss_cls: 0.3331, decode.d1.loss_mask: 0.5222, decode.d1.loss_dice: 0.7990, decode.d2.loss_cls: 0.2928, decode.d2.loss_mask: 0.5132, decode.d2.loss_dice: 0.7838, decode.d3.loss_cls: 0.2867, decode.d3.loss_mask: 0.5088, decode.d3.loss_dice: 0.7672, decode.d4.loss_cls: 0.2747, decode.d4.loss_mask: 0.5065, decode.d4.loss_dice: 0.7688, decode.d5.loss_cls: 0.2609, decode.d5.loss_mask: 0.5097, decode.d5.loss_dice: 0.7657, decode.d6.loss_cls: 0.2636, decode.d6.loss_mask: 0.5065, decode.d6.loss_dice: 0.7599, decode.d7.loss_cls: 0.2585, decode.d7.loss_mask: 0.5066, decode.d7.loss_dice: 0.7627, decode.d8.loss_cls: 0.2617, decode.d8.loss_mask: 0.5061, decode.d8.loss_dice: 0.7598, loss: 16.6382, grad_norm: 62.9605 2023-12-26 06:11:59,659 - mmseg - INFO - Iter [93350/160000] lr: 4.166e-05, eta: 9:19:44, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2385, decode.loss_mask: 0.5107, decode.loss_dice: 0.7245, decode.d0.loss_cls: 1.2146, decode.d0.loss_mask: 0.5574, decode.d0.loss_dice: 0.8081, decode.d1.loss_cls: 0.3023, decode.d1.loss_mask: 0.5341, decode.d1.loss_dice: 0.7694, decode.d2.loss_cls: 0.2716, decode.d2.loss_mask: 0.5205, decode.d2.loss_dice: 0.7511, decode.d3.loss_cls: 0.2572, decode.d3.loss_mask: 0.5170, decode.d3.loss_dice: 0.7309, decode.d4.loss_cls: 0.2415, decode.d4.loss_mask: 0.5165, decode.d4.loss_dice: 0.7343, decode.d5.loss_cls: 0.2472, decode.d5.loss_mask: 0.5141, decode.d5.loss_dice: 0.7317, decode.d6.loss_cls: 0.2465, decode.d6.loss_mask: 0.5118, decode.d6.loss_dice: 0.7217, decode.d7.loss_cls: 0.2455, decode.d7.loss_mask: 0.5112, decode.d7.loss_dice: 0.7252, decode.d8.loss_cls: 0.2398, decode.d8.loss_mask: 0.5114, decode.d8.loss_dice: 0.7231, loss: 16.1295, grad_norm: 60.1985 2023-12-26 06:12:26,625 - mmseg - INFO - Iter [93400/160000] lr: 4.163e-05, eta: 9:19:20, time: 0.539, data_time: 0.058, memory: 40245, decode.loss_cls: 0.2435, decode.loss_mask: 0.4806, decode.loss_dice: 0.7333, decode.d0.loss_cls: 1.2365, decode.d0.loss_mask: 0.5223, decode.d0.loss_dice: 0.8202, decode.d1.loss_cls: 0.3265, decode.d1.loss_mask: 0.4959, decode.d1.loss_dice: 0.7772, decode.d2.loss_cls: 0.2912, decode.d2.loss_mask: 0.4859, decode.d2.loss_dice: 0.7513, decode.d3.loss_cls: 0.2767, decode.d3.loss_mask: 0.4838, decode.d3.loss_dice: 0.7347, decode.d4.loss_cls: 0.2672, decode.d4.loss_mask: 0.4847, decode.d4.loss_dice: 0.7386, decode.d5.loss_cls: 0.2569, decode.d5.loss_mask: 0.4818, decode.d5.loss_dice: 0.7374, decode.d6.loss_cls: 0.2559, decode.d6.loss_mask: 0.4825, decode.d6.loss_dice: 0.7346, decode.d7.loss_cls: 0.2523, decode.d7.loss_mask: 0.4816, decode.d7.loss_dice: 0.7380, decode.d8.loss_cls: 0.2481, decode.d8.loss_mask: 0.4820, decode.d8.loss_dice: 0.7366, loss: 16.0377, grad_norm: 58.9762 2023-12-26 06:12:50,946 - mmseg - INFO - Iter [93450/160000] lr: 4.159e-05, eta: 9:18:54, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2456, decode.loss_mask: 0.5037, decode.loss_dice: 0.7203, decode.d0.loss_cls: 1.2467, decode.d0.loss_mask: 0.5461, decode.d0.loss_dice: 0.8055, decode.d1.loss_cls: 0.3227, decode.d1.loss_mask: 0.5231, decode.d1.loss_dice: 0.7727, decode.d2.loss_cls: 0.2891, decode.d2.loss_mask: 0.5105, decode.d2.loss_dice: 0.7481, decode.d3.loss_cls: 0.2733, decode.d3.loss_mask: 0.5027, decode.d3.loss_dice: 0.7275, decode.d4.loss_cls: 0.2641, decode.d4.loss_mask: 0.5038, decode.d4.loss_dice: 0.7307, decode.d5.loss_cls: 0.2558, decode.d5.loss_mask: 0.5021, decode.d5.loss_dice: 0.7303, decode.d6.loss_cls: 0.2553, decode.d6.loss_mask: 0.5010, decode.d6.loss_dice: 0.7211, decode.d7.loss_cls: 0.2501, decode.d7.loss_mask: 0.5020, decode.d7.loss_dice: 0.7210, decode.d8.loss_cls: 0.2479, decode.d8.loss_mask: 0.5019, decode.d8.loss_dice: 0.7235, loss: 16.1478, grad_norm: 72.6522 2023-12-26 06:13:15,512 - mmseg - INFO - Iter [93500/160000] lr: 4.156e-05, eta: 9:18:29, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2737, decode.loss_mask: 0.5091, decode.loss_dice: 0.7538, decode.d0.loss_cls: 1.2451, decode.d0.loss_mask: 0.5546, decode.d0.loss_dice: 0.8550, decode.d1.loss_cls: 0.3372, decode.d1.loss_mask: 0.5324, decode.d1.loss_dice: 0.8023, decode.d2.loss_cls: 0.3062, decode.d2.loss_mask: 0.5197, decode.d2.loss_dice: 0.7832, decode.d3.loss_cls: 0.2943, decode.d3.loss_mask: 0.5147, decode.d3.loss_dice: 0.7655, decode.d4.loss_cls: 0.2794, decode.d4.loss_mask: 0.5161, decode.d4.loss_dice: 0.7650, decode.d5.loss_cls: 0.2745, decode.d5.loss_mask: 0.5155, decode.d5.loss_dice: 0.7676, decode.d6.loss_cls: 0.2720, decode.d6.loss_mask: 0.5132, decode.d6.loss_dice: 0.7601, decode.d7.loss_cls: 0.2690, decode.d7.loss_mask: 0.5126, decode.d7.loss_dice: 0.7612, decode.d8.loss_cls: 0.2701, decode.d8.loss_mask: 0.5117, decode.d8.loss_dice: 0.7618, loss: 16.7968, grad_norm: 66.5761 2023-12-26 06:13:39,840 - mmseg - INFO - Iter [93550/160000] lr: 4.153e-05, eta: 9:18:03, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2602, decode.loss_mask: 0.4963, decode.loss_dice: 0.7503, decode.d0.loss_cls: 1.2525, decode.d0.loss_mask: 0.5350, decode.d0.loss_dice: 0.8269, decode.d1.loss_cls: 0.3336, decode.d1.loss_mask: 0.5105, decode.d1.loss_dice: 0.7864, decode.d2.loss_cls: 0.3014, decode.d2.loss_mask: 0.5016, decode.d2.loss_dice: 0.7687, decode.d3.loss_cls: 0.2911, decode.d3.loss_mask: 0.4992, decode.d3.loss_dice: 0.7518, decode.d4.loss_cls: 0.2786, decode.d4.loss_mask: 0.4972, decode.d4.loss_dice: 0.7550, decode.d5.loss_cls: 0.2759, decode.d5.loss_mask: 0.4974, decode.d5.loss_dice: 0.7508, decode.d6.loss_cls: 0.2731, decode.d6.loss_mask: 0.4956, decode.d6.loss_dice: 0.7493, decode.d7.loss_cls: 0.2655, decode.d7.loss_mask: 0.4947, decode.d7.loss_dice: 0.7499, decode.d8.loss_cls: 0.2655, decode.d8.loss_mask: 0.4949, decode.d8.loss_dice: 0.7478, loss: 16.4565, grad_norm: 61.4024 2023-12-26 06:14:04,226 - mmseg - INFO - Iter [93600/160000] lr: 4.150e-05, eta: 9:17:37, time: 0.490, data_time: 0.015, memory: 40245, decode.loss_cls: 0.2502, decode.loss_mask: 0.4770, decode.loss_dice: 0.7168, decode.d0.loss_cls: 1.2193, decode.d0.loss_mask: 0.5181, decode.d0.loss_dice: 0.7982, decode.d1.loss_cls: 0.3210, decode.d1.loss_mask: 0.4923, decode.d1.loss_dice: 0.7680, decode.d2.loss_cls: 0.2788, decode.d2.loss_mask: 0.4823, decode.d2.loss_dice: 0.7399, decode.d3.loss_cls: 0.2697, decode.d3.loss_mask: 0.4808, decode.d3.loss_dice: 0.7254, decode.d4.loss_cls: 0.2562, decode.d4.loss_mask: 0.4793, decode.d4.loss_dice: 0.7226, decode.d5.loss_cls: 0.2469, decode.d5.loss_mask: 0.4798, decode.d5.loss_dice: 0.7225, decode.d6.loss_cls: 0.2518, decode.d6.loss_mask: 0.4800, decode.d6.loss_dice: 0.7194, decode.d7.loss_cls: 0.2435, decode.d7.loss_mask: 0.4792, decode.d7.loss_dice: 0.7183, decode.d8.loss_cls: 0.2428, decode.d8.loss_mask: 0.4787, decode.d8.loss_dice: 0.7239, loss: 15.7826, grad_norm: 61.5628 2023-12-26 06:14:28,393 - mmseg - INFO - Iter [93650/160000] lr: 4.147e-05, eta: 9:17:11, time: 0.483, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2373, decode.loss_mask: 0.5123, decode.loss_dice: 0.7429, decode.d0.loss_cls: 1.2026, decode.d0.loss_mask: 0.5538, decode.d0.loss_dice: 0.8239, decode.d1.loss_cls: 0.3077, decode.d1.loss_mask: 0.5330, decode.d1.loss_dice: 0.7869, decode.d2.loss_cls: 0.2767, decode.d2.loss_mask: 0.5217, decode.d2.loss_dice: 0.7582, decode.d3.loss_cls: 0.2530, decode.d3.loss_mask: 0.5159, decode.d3.loss_dice: 0.7494, decode.d4.loss_cls: 0.2517, decode.d4.loss_mask: 0.5147, decode.d4.loss_dice: 0.7515, decode.d5.loss_cls: 0.2419, decode.d5.loss_mask: 0.5145, decode.d5.loss_dice: 0.7496, decode.d6.loss_cls: 0.2412, decode.d6.loss_mask: 0.5145, decode.d6.loss_dice: 0.7404, decode.d7.loss_cls: 0.2401, decode.d7.loss_mask: 0.5134, decode.d7.loss_dice: 0.7446, decode.d8.loss_cls: 0.2407, decode.d8.loss_mask: 0.5131, decode.d8.loss_dice: 0.7458, loss: 16.2930, grad_norm: 64.1695 2023-12-26 06:14:52,600 - mmseg - INFO - Iter [93700/160000] lr: 4.144e-05, eta: 9:16:45, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2592, decode.loss_mask: 0.4938, decode.loss_dice: 0.7479, decode.d0.loss_cls: 1.2889, decode.d0.loss_mask: 0.5409, decode.d0.loss_dice: 0.8335, decode.d1.loss_cls: 0.3334, decode.d1.loss_mask: 0.5107, decode.d1.loss_dice: 0.7934, decode.d2.loss_cls: 0.3070, decode.d2.loss_mask: 0.4987, decode.d2.loss_dice: 0.7620, decode.d3.loss_cls: 0.2887, decode.d3.loss_mask: 0.4937, decode.d3.loss_dice: 0.7546, decode.d4.loss_cls: 0.2731, decode.d4.loss_mask: 0.4952, decode.d4.loss_dice: 0.7557, decode.d5.loss_cls: 0.2729, decode.d5.loss_mask: 0.4903, decode.d5.loss_dice: 0.7518, decode.d6.loss_cls: 0.2668, decode.d6.loss_mask: 0.4928, decode.d6.loss_dice: 0.7482, decode.d7.loss_cls: 0.2682, decode.d7.loss_mask: 0.4925, decode.d7.loss_dice: 0.7462, decode.d8.loss_cls: 0.2635, decode.d8.loss_mask: 0.4940, decode.d8.loss_dice: 0.7488, loss: 16.4665, grad_norm: 62.7825 2023-12-26 06:15:17,001 - mmseg - INFO - Iter [93750/160000] lr: 4.141e-05, eta: 9:16:19, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2601, decode.loss_mask: 0.4831, decode.loss_dice: 0.7450, decode.d0.loss_cls: 1.2660, decode.d0.loss_mask: 0.5277, decode.d0.loss_dice: 0.8255, decode.d1.loss_cls: 0.3423, decode.d1.loss_mask: 0.5021, decode.d1.loss_dice: 0.7890, decode.d2.loss_cls: 0.3061, decode.d2.loss_mask: 0.4908, decode.d2.loss_dice: 0.7653, decode.d3.loss_cls: 0.2927, decode.d3.loss_mask: 0.4893, decode.d3.loss_dice: 0.7550, decode.d4.loss_cls: 0.2785, decode.d4.loss_mask: 0.4870, decode.d4.loss_dice: 0.7522, decode.d5.loss_cls: 0.2712, decode.d5.loss_mask: 0.4871, decode.d5.loss_dice: 0.7497, decode.d6.loss_cls: 0.2691, decode.d6.loss_mask: 0.4848, decode.d6.loss_dice: 0.7487, decode.d7.loss_cls: 0.2624, decode.d7.loss_mask: 0.4834, decode.d7.loss_dice: 0.7476, decode.d8.loss_cls: 0.2621, decode.d8.loss_mask: 0.4837, decode.d8.loss_dice: 0.7474, loss: 16.3551, grad_norm: 64.4843 2023-12-26 06:15:41,371 - mmseg - INFO - Iter [93800/160000] lr: 4.138e-05, eta: 9:15:53, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2218, decode.loss_mask: 0.4954, decode.loss_dice: 0.7170, decode.d0.loss_cls: 1.2105, decode.d0.loss_mask: 0.5365, decode.d0.loss_dice: 0.8045, decode.d1.loss_cls: 0.3007, decode.d1.loss_mask: 0.5125, decode.d1.loss_dice: 0.7609, decode.d2.loss_cls: 0.2635, decode.d2.loss_mask: 0.4990, decode.d2.loss_dice: 0.7386, decode.d3.loss_cls: 0.2478, decode.d3.loss_mask: 0.4969, decode.d3.loss_dice: 0.7278, decode.d4.loss_cls: 0.2411, decode.d4.loss_mask: 0.4965, decode.d4.loss_dice: 0.7234, decode.d5.loss_cls: 0.2356, decode.d5.loss_mask: 0.4964, decode.d5.loss_dice: 0.7240, decode.d6.loss_cls: 0.2277, decode.d6.loss_mask: 0.4937, decode.d6.loss_dice: 0.7193, decode.d7.loss_cls: 0.2204, decode.d7.loss_mask: 0.4948, decode.d7.loss_dice: 0.7209, decode.d8.loss_cls: 0.2177, decode.d8.loss_mask: 0.4941, decode.d8.loss_dice: 0.7191, loss: 15.7581, grad_norm: 62.6670 2023-12-26 06:16:05,623 - mmseg - INFO - Iter [93850/160000] lr: 4.134e-05, eta: 9:15:27, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2395, decode.loss_mask: 0.5068, decode.loss_dice: 0.7435, decode.d0.loss_cls: 1.2434, decode.d0.loss_mask: 0.5515, decode.d0.loss_dice: 0.8283, decode.d1.loss_cls: 0.3129, decode.d1.loss_mask: 0.5261, decode.d1.loss_dice: 0.7930, decode.d2.loss_cls: 0.2805, decode.d2.loss_mask: 0.5161, decode.d2.loss_dice: 0.7689, decode.d3.loss_cls: 0.2660, decode.d3.loss_mask: 0.5126, decode.d3.loss_dice: 0.7562, decode.d4.loss_cls: 0.2596, decode.d4.loss_mask: 0.5132, decode.d4.loss_dice: 0.7595, decode.d5.loss_cls: 0.2475, decode.d5.loss_mask: 0.5135, decode.d5.loss_dice: 0.7546, decode.d6.loss_cls: 0.2488, decode.d6.loss_mask: 0.5072, decode.d6.loss_dice: 0.7458, decode.d7.loss_cls: 0.2457, decode.d7.loss_mask: 0.5054, decode.d7.loss_dice: 0.7482, decode.d8.loss_cls: 0.2431, decode.d8.loss_mask: 0.5059, decode.d8.loss_dice: 0.7470, loss: 16.3901, grad_norm: 62.5307 2023-12-26 06:16:29,995 - mmseg - INFO - Iter [93900/160000] lr: 4.131e-05, eta: 9:15:01, time: 0.487, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2296, decode.loss_mask: 0.4960, decode.loss_dice: 0.7236, decode.d0.loss_cls: 1.2491, decode.d0.loss_mask: 0.5416, decode.d0.loss_dice: 0.8100, decode.d1.loss_cls: 0.3136, decode.d1.loss_mask: 0.5154, decode.d1.loss_dice: 0.7751, decode.d2.loss_cls: 0.2822, decode.d2.loss_mask: 0.5041, decode.d2.loss_dice: 0.7489, decode.d3.loss_cls: 0.2631, decode.d3.loss_mask: 0.5036, decode.d3.loss_dice: 0.7339, decode.d4.loss_cls: 0.2534, decode.d4.loss_mask: 0.4993, decode.d4.loss_dice: 0.7339, decode.d5.loss_cls: 0.2453, decode.d5.loss_mask: 0.4979, decode.d5.loss_dice: 0.7318, decode.d6.loss_cls: 0.2384, decode.d6.loss_mask: 0.4982, decode.d6.loss_dice: 0.7255, decode.d7.loss_cls: 0.2313, decode.d7.loss_mask: 0.4977, decode.d7.loss_dice: 0.7274, decode.d8.loss_cls: 0.2329, decode.d8.loss_mask: 0.4974, decode.d8.loss_dice: 0.7261, loss: 16.0265, grad_norm: 60.0291 2023-12-26 06:16:54,451 - mmseg - INFO - Iter [93950/160000] lr: 4.128e-05, eta: 9:14:36, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2465, decode.loss_mask: 0.5030, decode.loss_dice: 0.7483, decode.d0.loss_cls: 1.2580, decode.d0.loss_mask: 0.5432, decode.d0.loss_dice: 0.8390, decode.d1.loss_cls: 0.3237, decode.d1.loss_mask: 0.5230, decode.d1.loss_dice: 0.7971, decode.d2.loss_cls: 0.2830, decode.d2.loss_mask: 0.5142, decode.d2.loss_dice: 0.7715, decode.d3.loss_cls: 0.2722, decode.d3.loss_mask: 0.5089, decode.d3.loss_dice: 0.7591, decode.d4.loss_cls: 0.2606, decode.d4.loss_mask: 0.5071, decode.d4.loss_dice: 0.7556, decode.d5.loss_cls: 0.2630, decode.d5.loss_mask: 0.5045, decode.d5.loss_dice: 0.7518, decode.d6.loss_cls: 0.2514, decode.d6.loss_mask: 0.5048, decode.d6.loss_dice: 0.7550, decode.d7.loss_cls: 0.2436, decode.d7.loss_mask: 0.5040, decode.d7.loss_dice: 0.7508, decode.d8.loss_cls: 0.2480, decode.d8.loss_mask: 0.5030, decode.d8.loss_dice: 0.7496, loss: 16.4439, grad_norm: 58.5677 2023-12-26 06:17:18,818 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 06:17:18,818 - mmseg - INFO - Iter [94000/160000] lr: 4.125e-05, eta: 9:14:10, time: 0.487, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2471, decode.loss_mask: 0.5162, decode.loss_dice: 0.7334, decode.d0.loss_cls: 1.2358, decode.d0.loss_mask: 0.5588, decode.d0.loss_dice: 0.8134, decode.d1.loss_cls: 0.3179, decode.d1.loss_mask: 0.5355, decode.d1.loss_dice: 0.7821, decode.d2.loss_cls: 0.2859, decode.d2.loss_mask: 0.5255, decode.d2.loss_dice: 0.7485, decode.d3.loss_cls: 0.2765, decode.d3.loss_mask: 0.5205, decode.d3.loss_dice: 0.7406, decode.d4.loss_cls: 0.2656, decode.d4.loss_mask: 0.5171, decode.d4.loss_dice: 0.7389, decode.d5.loss_cls: 0.2535, decode.d5.loss_mask: 0.5174, decode.d5.loss_dice: 0.7380, decode.d6.loss_cls: 0.2561, decode.d6.loss_mask: 0.5167, decode.d6.loss_dice: 0.7294, decode.d7.loss_cls: 0.2482, decode.d7.loss_mask: 0.5183, decode.d7.loss_dice: 0.7371, decode.d8.loss_cls: 0.2495, decode.d8.loss_mask: 0.5161, decode.d8.loss_dice: 0.7330, loss: 16.3729, grad_norm: 65.5551 2023-12-26 06:17:43,136 - mmseg - INFO - Iter [94050/160000] lr: 4.122e-05, eta: 9:13:44, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2254, decode.loss_mask: 0.5013, decode.loss_dice: 0.7384, decode.d0.loss_cls: 1.2275, decode.d0.loss_mask: 0.5415, decode.d0.loss_dice: 0.8116, decode.d1.loss_cls: 0.3072, decode.d1.loss_mask: 0.5180, decode.d1.loss_dice: 0.7792, decode.d2.loss_cls: 0.2740, decode.d2.loss_mask: 0.5049, decode.d2.loss_dice: 0.7494, decode.d3.loss_cls: 0.2526, decode.d3.loss_mask: 0.5038, decode.d3.loss_dice: 0.7443, decode.d4.loss_cls: 0.2395, decode.d4.loss_mask: 0.5055, decode.d4.loss_dice: 0.7479, decode.d5.loss_cls: 0.2352, decode.d5.loss_mask: 0.5033, decode.d5.loss_dice: 0.7398, decode.d6.loss_cls: 0.2338, decode.d6.loss_mask: 0.5022, decode.d6.loss_dice: 0.7355, decode.d7.loss_cls: 0.2259, decode.d7.loss_mask: 0.5014, decode.d7.loss_dice: 0.7387, decode.d8.loss_cls: 0.2258, decode.d8.loss_mask: 0.5037, decode.d8.loss_dice: 0.7388, loss: 16.0563, grad_norm: 59.3017 2023-12-26 06:18:07,364 - mmseg - INFO - Iter [94100/160000] lr: 4.119e-05, eta: 9:13:18, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2526, decode.loss_mask: 0.4979, decode.loss_dice: 0.7442, decode.d0.loss_cls: 1.2598, decode.d0.loss_mask: 0.5406, decode.d0.loss_dice: 0.8217, decode.d1.loss_cls: 0.3374, decode.d1.loss_mask: 0.5125, decode.d1.loss_dice: 0.7875, decode.d2.loss_cls: 0.2932, decode.d2.loss_mask: 0.5067, decode.d2.loss_dice: 0.7646, decode.d3.loss_cls: 0.2752, decode.d3.loss_mask: 0.5026, decode.d3.loss_dice: 0.7543, decode.d4.loss_cls: 0.2619, decode.d4.loss_mask: 0.5016, decode.d4.loss_dice: 0.7510, decode.d5.loss_cls: 0.2558, decode.d5.loss_mask: 0.5011, decode.d5.loss_dice: 0.7522, decode.d6.loss_cls: 0.2590, decode.d6.loss_mask: 0.4990, decode.d6.loss_dice: 0.7417, decode.d7.loss_cls: 0.2570, decode.d7.loss_mask: 0.4971, decode.d7.loss_dice: 0.7436, decode.d8.loss_cls: 0.2531, decode.d8.loss_mask: 0.4987, decode.d8.loss_dice: 0.7454, loss: 16.3691, grad_norm: 56.1186 2023-12-26 06:18:31,744 - mmseg - INFO - Iter [94150/160000] lr: 4.116e-05, eta: 9:12:52, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2444, decode.loss_mask: 0.4844, decode.loss_dice: 0.7410, decode.d0.loss_cls: 1.2320, decode.d0.loss_mask: 0.5190, decode.d0.loss_dice: 0.8135, decode.d1.loss_cls: 0.3146, decode.d1.loss_mask: 0.4991, decode.d1.loss_dice: 0.7824, decode.d2.loss_cls: 0.2791, decode.d2.loss_mask: 0.4889, decode.d2.loss_dice: 0.7633, decode.d3.loss_cls: 0.2731, decode.d3.loss_mask: 0.4857, decode.d3.loss_dice: 0.7526, decode.d4.loss_cls: 0.2623, decode.d4.loss_mask: 0.4851, decode.d4.loss_dice: 0.7480, decode.d5.loss_cls: 0.2583, decode.d5.loss_mask: 0.4834, decode.d5.loss_dice: 0.7438, decode.d6.loss_cls: 0.2523, decode.d6.loss_mask: 0.4829, decode.d6.loss_dice: 0.7411, decode.d7.loss_cls: 0.2476, decode.d7.loss_mask: 0.4834, decode.d7.loss_dice: 0.7391, decode.d8.loss_cls: 0.2444, decode.d8.loss_mask: 0.4843, decode.d8.loss_dice: 0.7400, loss: 16.0690, grad_norm: 60.0555 2023-12-26 06:18:56,041 - mmseg - INFO - Iter [94200/160000] lr: 4.113e-05, eta: 9:12:26, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2471, decode.loss_mask: 0.4892, decode.loss_dice: 0.7161, decode.d0.loss_cls: 1.2256, decode.d0.loss_mask: 0.5275, decode.d0.loss_dice: 0.7952, decode.d1.loss_cls: 0.3251, decode.d1.loss_mask: 0.5057, decode.d1.loss_dice: 0.7548, decode.d2.loss_cls: 0.2873, decode.d2.loss_mask: 0.4947, decode.d2.loss_dice: 0.7352, decode.d3.loss_cls: 0.2734, decode.d3.loss_mask: 0.4906, decode.d3.loss_dice: 0.7248, decode.d4.loss_cls: 0.2634, decode.d4.loss_mask: 0.4915, decode.d4.loss_dice: 0.7211, decode.d5.loss_cls: 0.2572, decode.d5.loss_mask: 0.4900, decode.d5.loss_dice: 0.7211, decode.d6.loss_cls: 0.2531, decode.d6.loss_mask: 0.4889, decode.d6.loss_dice: 0.7178, decode.d7.loss_cls: 0.2495, decode.d7.loss_mask: 0.4886, decode.d7.loss_dice: 0.7190, decode.d8.loss_cls: 0.2463, decode.d8.loss_mask: 0.4886, decode.d8.loss_dice: 0.7185, loss: 15.9069, grad_norm: 53.9148 2023-12-26 06:19:20,676 - mmseg - INFO - Iter [94250/160000] lr: 4.109e-05, eta: 9:12:01, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2502, decode.loss_mask: 0.4760, decode.loss_dice: 0.7359, decode.d0.loss_cls: 1.2340, decode.d0.loss_mask: 0.5181, decode.d0.loss_dice: 0.8212, decode.d1.loss_cls: 0.3332, decode.d1.loss_mask: 0.4919, decode.d1.loss_dice: 0.7757, decode.d2.loss_cls: 0.2980, decode.d2.loss_mask: 0.4823, decode.d2.loss_dice: 0.7513, decode.d3.loss_cls: 0.2853, decode.d3.loss_mask: 0.4774, decode.d3.loss_dice: 0.7424, decode.d4.loss_cls: 0.2723, decode.d4.loss_mask: 0.4779, decode.d4.loss_dice: 0.7384, decode.d5.loss_cls: 0.2624, decode.d5.loss_mask: 0.4784, decode.d5.loss_dice: 0.7378, decode.d6.loss_cls: 0.2668, decode.d6.loss_mask: 0.4755, decode.d6.loss_dice: 0.7340, decode.d7.loss_cls: 0.2593, decode.d7.loss_mask: 0.4744, decode.d7.loss_dice: 0.7321, decode.d8.loss_cls: 0.2541, decode.d8.loss_mask: 0.4748, decode.d8.loss_dice: 0.7352, loss: 16.0466, grad_norm: 62.2940 2023-12-26 06:19:45,210 - mmseg - INFO - Iter [94300/160000] lr: 4.106e-05, eta: 9:11:35, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2556, decode.loss_mask: 0.4938, decode.loss_dice: 0.7482, decode.d0.loss_cls: 1.2489, decode.d0.loss_mask: 0.5347, decode.d0.loss_dice: 0.8354, decode.d1.loss_cls: 0.3245, decode.d1.loss_mask: 0.5088, decode.d1.loss_dice: 0.7996, decode.d2.loss_cls: 0.3005, decode.d2.loss_mask: 0.5002, decode.d2.loss_dice: 0.7731, decode.d3.loss_cls: 0.2836, decode.d3.loss_mask: 0.4967, decode.d3.loss_dice: 0.7585, decode.d4.loss_cls: 0.2716, decode.d4.loss_mask: 0.4961, decode.d4.loss_dice: 0.7574, decode.d5.loss_cls: 0.2658, decode.d5.loss_mask: 0.4961, decode.d5.loss_dice: 0.7549, decode.d6.loss_cls: 0.2615, decode.d6.loss_mask: 0.4959, decode.d6.loss_dice: 0.7477, decode.d7.loss_cls: 0.2618, decode.d7.loss_mask: 0.4925, decode.d7.loss_dice: 0.7497, decode.d8.loss_cls: 0.2586, decode.d8.loss_mask: 0.4929, decode.d8.loss_dice: 0.7523, loss: 16.4168, grad_norm: 57.1228 2023-12-26 06:20:09,616 - mmseg - INFO - Iter [94350/160000] lr: 4.103e-05, eta: 9:11:09, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2342, decode.loss_mask: 0.4902, decode.loss_dice: 0.7388, decode.d0.loss_cls: 1.2486, decode.d0.loss_mask: 0.5300, decode.d0.loss_dice: 0.8219, decode.d1.loss_cls: 0.3132, decode.d1.loss_mask: 0.5060, decode.d1.loss_dice: 0.7779, decode.d2.loss_cls: 0.2695, decode.d2.loss_mask: 0.4978, decode.d2.loss_dice: 0.7542, decode.d3.loss_cls: 0.2609, decode.d3.loss_mask: 0.4921, decode.d3.loss_dice: 0.7461, decode.d4.loss_cls: 0.2467, decode.d4.loss_mask: 0.4922, decode.d4.loss_dice: 0.7472, decode.d5.loss_cls: 0.2414, decode.d5.loss_mask: 0.4938, decode.d5.loss_dice: 0.7436, decode.d6.loss_cls: 0.2353, decode.d6.loss_mask: 0.4906, decode.d6.loss_dice: 0.7372, decode.d7.loss_cls: 0.2323, decode.d7.loss_mask: 0.4924, decode.d7.loss_dice: 0.7418, decode.d8.loss_cls: 0.2338, decode.d8.loss_mask: 0.4899, decode.d8.loss_dice: 0.7375, loss: 16.0366, grad_norm: 55.8281 2023-12-26 06:20:35,012 - mmseg - INFO - Iter [94400/160000] lr: 4.100e-05, eta: 9:10:44, time: 0.508, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2481, decode.loss_mask: 0.4810, decode.loss_dice: 0.7202, decode.d0.loss_cls: 1.2359, decode.d0.loss_mask: 0.5141, decode.d0.loss_dice: 0.7865, decode.d1.loss_cls: 0.3229, decode.d1.loss_mask: 0.4968, decode.d1.loss_dice: 0.7591, decode.d2.loss_cls: 0.2840, decode.d2.loss_mask: 0.4852, decode.d2.loss_dice: 0.7364, decode.d3.loss_cls: 0.2697, decode.d3.loss_mask: 0.4850, decode.d3.loss_dice: 0.7256, decode.d4.loss_cls: 0.2588, decode.d4.loss_mask: 0.4824, decode.d4.loss_dice: 0.7257, decode.d5.loss_cls: 0.2586, decode.d5.loss_mask: 0.4826, decode.d5.loss_dice: 0.7208, decode.d6.loss_cls: 0.2504, decode.d6.loss_mask: 0.4830, decode.d6.loss_dice: 0.7198, decode.d7.loss_cls: 0.2515, decode.d7.loss_mask: 0.4819, decode.d7.loss_dice: 0.7263, decode.d8.loss_cls: 0.2482, decode.d8.loss_mask: 0.4818, decode.d8.loss_dice: 0.7217, loss: 15.8439, grad_norm: 54.2954 2023-12-26 06:20:59,412 - mmseg - INFO - Iter [94450/160000] lr: 4.097e-05, eta: 9:10:18, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2476, decode.loss_mask: 0.4980, decode.loss_dice: 0.7499, decode.d0.loss_cls: 1.2362, decode.d0.loss_mask: 0.5403, decode.d0.loss_dice: 0.8447, decode.d1.loss_cls: 0.3136, decode.d1.loss_mask: 0.5202, decode.d1.loss_dice: 0.8061, decode.d2.loss_cls: 0.2821, decode.d2.loss_mask: 0.5082, decode.d2.loss_dice: 0.7734, decode.d3.loss_cls: 0.2701, decode.d3.loss_mask: 0.5047, decode.d3.loss_dice: 0.7628, decode.d4.loss_cls: 0.2615, decode.d4.loss_mask: 0.5001, decode.d4.loss_dice: 0.7628, decode.d5.loss_cls: 0.2485, decode.d5.loss_mask: 0.4997, decode.d5.loss_dice: 0.7545, decode.d6.loss_cls: 0.2475, decode.d6.loss_mask: 0.4999, decode.d6.loss_dice: 0.7508, decode.d7.loss_cls: 0.2484, decode.d7.loss_mask: 0.4975, decode.d7.loss_dice: 0.7534, decode.d8.loss_cls: 0.2408, decode.d8.loss_mask: 0.5004, decode.d8.loss_dice: 0.7522, loss: 16.3759, grad_norm: 59.1282 2023-12-26 06:21:23,729 - mmseg - INFO - Iter [94500/160000] lr: 4.094e-05, eta: 9:09:53, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2631, decode.loss_mask: 0.4894, decode.loss_dice: 0.7294, decode.d0.loss_cls: 1.2844, decode.d0.loss_mask: 0.5309, decode.d0.loss_dice: 0.8103, decode.d1.loss_cls: 0.3435, decode.d1.loss_mask: 0.5107, decode.d1.loss_dice: 0.7744, decode.d2.loss_cls: 0.3048, decode.d2.loss_mask: 0.4956, decode.d2.loss_dice: 0.7476, decode.d3.loss_cls: 0.2891, decode.d3.loss_mask: 0.4925, decode.d3.loss_dice: 0.7366, decode.d4.loss_cls: 0.2787, decode.d4.loss_mask: 0.4934, decode.d4.loss_dice: 0.7401, decode.d5.loss_cls: 0.2693, decode.d5.loss_mask: 0.4932, decode.d5.loss_dice: 0.7380, decode.d6.loss_cls: 0.2666, decode.d6.loss_mask: 0.4919, decode.d6.loss_dice: 0.7297, decode.d7.loss_cls: 0.2643, decode.d7.loss_mask: 0.4905, decode.d7.loss_dice: 0.7327, decode.d8.loss_cls: 0.2639, decode.d8.loss_mask: 0.4896, decode.d8.loss_dice: 0.7324, loss: 16.2766, grad_norm: 55.9120 2023-12-26 06:21:48,157 - mmseg - INFO - Iter [94550/160000] lr: 4.091e-05, eta: 9:09:27, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2496, decode.loss_mask: 0.4872, decode.loss_dice: 0.7269, decode.d0.loss_cls: 1.2563, decode.d0.loss_mask: 0.5294, decode.d0.loss_dice: 0.8221, decode.d1.loss_cls: 0.3333, decode.d1.loss_mask: 0.5069, decode.d1.loss_dice: 0.7752, decode.d2.loss_cls: 0.2936, decode.d2.loss_mask: 0.4940, decode.d2.loss_dice: 0.7490, decode.d3.loss_cls: 0.2776, decode.d3.loss_mask: 0.4906, decode.d3.loss_dice: 0.7368, decode.d4.loss_cls: 0.2664, decode.d4.loss_mask: 0.4894, decode.d4.loss_dice: 0.7360, decode.d5.loss_cls: 0.2543, decode.d5.loss_mask: 0.4903, decode.d5.loss_dice: 0.7338, decode.d6.loss_cls: 0.2512, decode.d6.loss_mask: 0.4884, decode.d6.loss_dice: 0.7329, decode.d7.loss_cls: 0.2495, decode.d7.loss_mask: 0.4879, decode.d7.loss_dice: 0.7253, decode.d8.loss_cls: 0.2439, decode.d8.loss_mask: 0.4903, decode.d8.loss_dice: 0.7306, loss: 16.0985, grad_norm: 58.7084 2023-12-26 06:22:12,392 - mmseg - INFO - Iter [94600/160000] lr: 4.088e-05, eta: 9:09:01, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2585, decode.loss_mask: 0.4804, decode.loss_dice: 0.7454, decode.d0.loss_cls: 1.2575, decode.d0.loss_mask: 0.5218, decode.d0.loss_dice: 0.8246, decode.d1.loss_cls: 0.3318, decode.d1.loss_mask: 0.4992, decode.d1.loss_dice: 0.7884, decode.d2.loss_cls: 0.2999, decode.d2.loss_mask: 0.4894, decode.d2.loss_dice: 0.7649, decode.d3.loss_cls: 0.2855, decode.d3.loss_mask: 0.4884, decode.d3.loss_dice: 0.7571, decode.d4.loss_cls: 0.2750, decode.d4.loss_mask: 0.4861, decode.d4.loss_dice: 0.7529, decode.d5.loss_cls: 0.2678, decode.d5.loss_mask: 0.4862, decode.d5.loss_dice: 0.7547, decode.d6.loss_cls: 0.2643, decode.d6.loss_mask: 0.4839, decode.d6.loss_dice: 0.7434, decode.d7.loss_cls: 0.2667, decode.d7.loss_mask: 0.4849, decode.d7.loss_dice: 0.7447, decode.d8.loss_cls: 0.2608, decode.d8.loss_mask: 0.4817, decode.d8.loss_dice: 0.7479, loss: 16.2937, grad_norm: 59.6675 2023-12-26 06:22:39,071 - mmseg - INFO - Iter [94650/160000] lr: 4.084e-05, eta: 9:08:37, time: 0.534, data_time: 0.059, memory: 40245, decode.loss_cls: 0.2561, decode.loss_mask: 0.4773, decode.loss_dice: 0.7350, decode.d0.loss_cls: 1.2646, decode.d0.loss_mask: 0.5174, decode.d0.loss_dice: 0.8126, decode.d1.loss_cls: 0.3256, decode.d1.loss_mask: 0.4975, decode.d1.loss_dice: 0.7757, decode.d2.loss_cls: 0.2913, decode.d2.loss_mask: 0.4838, decode.d2.loss_dice: 0.7502, decode.d3.loss_cls: 0.2818, decode.d3.loss_mask: 0.4795, decode.d3.loss_dice: 0.7364, decode.d4.loss_cls: 0.2708, decode.d4.loss_mask: 0.4806, decode.d4.loss_dice: 0.7383, decode.d5.loss_cls: 0.2676, decode.d5.loss_mask: 0.4788, decode.d5.loss_dice: 0.7326, decode.d6.loss_cls: 0.2572, decode.d6.loss_mask: 0.4775, decode.d6.loss_dice: 0.7307, decode.d7.loss_cls: 0.2559, decode.d7.loss_mask: 0.4784, decode.d7.loss_dice: 0.7299, decode.d8.loss_cls: 0.2519, decode.d8.loss_mask: 0.4770, decode.d8.loss_dice: 0.7331, loss: 16.0452, grad_norm: 60.7517 2023-12-26 06:23:03,239 - mmseg - INFO - Iter [94700/160000] lr: 4.081e-05, eta: 9:08:11, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2389, decode.loss_mask: 0.4950, decode.loss_dice: 0.7315, decode.d0.loss_cls: 1.2365, decode.d0.loss_mask: 0.5359, decode.d0.loss_dice: 0.8068, decode.d1.loss_cls: 0.3099, decode.d1.loss_mask: 0.5099, decode.d1.loss_dice: 0.7681, decode.d2.loss_cls: 0.2743, decode.d2.loss_mask: 0.5003, decode.d2.loss_dice: 0.7468, decode.d3.loss_cls: 0.2657, decode.d3.loss_mask: 0.4951, decode.d3.loss_dice: 0.7337, decode.d4.loss_cls: 0.2518, decode.d4.loss_mask: 0.4950, decode.d4.loss_dice: 0.7341, decode.d5.loss_cls: 0.2495, decode.d5.loss_mask: 0.4918, decode.d5.loss_dice: 0.7300, decode.d6.loss_cls: 0.2427, decode.d6.loss_mask: 0.4960, decode.d6.loss_dice: 0.7280, decode.d7.loss_cls: 0.2416, decode.d7.loss_mask: 0.4932, decode.d7.loss_dice: 0.7257, decode.d8.loss_cls: 0.2384, decode.d8.loss_mask: 0.4938, decode.d8.loss_dice: 0.7289, loss: 15.9891, grad_norm: 62.9128 2023-12-26 06:23:27,773 - mmseg - INFO - Iter [94750/160000] lr: 4.078e-05, eta: 9:07:45, time: 0.491, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2247, decode.loss_mask: 0.4803, decode.loss_dice: 0.7141, decode.d0.loss_cls: 1.2369, decode.d0.loss_mask: 0.5271, decode.d0.loss_dice: 0.7976, decode.d1.loss_cls: 0.3107, decode.d1.loss_mask: 0.5020, decode.d1.loss_dice: 0.7656, decode.d2.loss_cls: 0.2737, decode.d2.loss_mask: 0.4879, decode.d2.loss_dice: 0.7345, decode.d3.loss_cls: 0.2568, decode.d3.loss_mask: 0.4801, decode.d3.loss_dice: 0.7177, decode.d4.loss_cls: 0.2445, decode.d4.loss_mask: 0.4817, decode.d4.loss_dice: 0.7199, decode.d5.loss_cls: 0.2398, decode.d5.loss_mask: 0.4826, decode.d5.loss_dice: 0.7223, decode.d6.loss_cls: 0.2356, decode.d6.loss_mask: 0.4808, decode.d6.loss_dice: 0.7149, decode.d7.loss_cls: 0.2311, decode.d7.loss_mask: 0.4806, decode.d7.loss_dice: 0.7151, decode.d8.loss_cls: 0.2261, decode.d8.loss_mask: 0.4798, decode.d8.loss_dice: 0.7129, loss: 15.6774, grad_norm: 61.8645 2023-12-26 06:23:52,114 - mmseg - INFO - Iter [94800/160000] lr: 4.075e-05, eta: 9:07:19, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2494, decode.loss_mask: 0.4808, decode.loss_dice: 0.7184, decode.d0.loss_cls: 1.2370, decode.d0.loss_mask: 0.5265, decode.d0.loss_dice: 0.8086, decode.d1.loss_cls: 0.3213, decode.d1.loss_mask: 0.4956, decode.d1.loss_dice: 0.7612, decode.d2.loss_cls: 0.2942, decode.d2.loss_mask: 0.4877, decode.d2.loss_dice: 0.7412, decode.d3.loss_cls: 0.2705, decode.d3.loss_mask: 0.4836, decode.d3.loss_dice: 0.7281, decode.d4.loss_cls: 0.2624, decode.d4.loss_mask: 0.4814, decode.d4.loss_dice: 0.7219, decode.d5.loss_cls: 0.2572, decode.d5.loss_mask: 0.4811, decode.d5.loss_dice: 0.7240, decode.d6.loss_cls: 0.2544, decode.d6.loss_mask: 0.4813, decode.d6.loss_dice: 0.7146, decode.d7.loss_cls: 0.2476, decode.d7.loss_mask: 0.4796, decode.d7.loss_dice: 0.7191, decode.d8.loss_cls: 0.2480, decode.d8.loss_mask: 0.4798, decode.d8.loss_dice: 0.7233, loss: 15.8797, grad_norm: 63.9809 2023-12-26 06:24:16,352 - mmseg - INFO - Iter [94850/160000] lr: 4.072e-05, eta: 9:06:53, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2417, decode.loss_mask: 0.4737, decode.loss_dice: 0.7199, decode.d0.loss_cls: 1.2473, decode.d0.loss_mask: 0.5169, decode.d0.loss_dice: 0.8057, decode.d1.loss_cls: 0.3340, decode.d1.loss_mask: 0.4904, decode.d1.loss_dice: 0.7630, decode.d2.loss_cls: 0.2900, decode.d2.loss_mask: 0.4800, decode.d2.loss_dice: 0.7346, decode.d3.loss_cls: 0.2739, decode.d3.loss_mask: 0.4780, decode.d3.loss_dice: 0.7264, decode.d4.loss_cls: 0.2539, decode.d4.loss_mask: 0.4775, decode.d4.loss_dice: 0.7282, decode.d5.loss_cls: 0.2510, decode.d5.loss_mask: 0.4758, decode.d5.loss_dice: 0.7241, decode.d6.loss_cls: 0.2473, decode.d6.loss_mask: 0.4749, decode.d6.loss_dice: 0.7214, decode.d7.loss_cls: 0.2418, decode.d7.loss_mask: 0.4745, decode.d7.loss_dice: 0.7239, decode.d8.loss_cls: 0.2445, decode.d8.loss_mask: 0.4734, decode.d8.loss_dice: 0.7223, loss: 15.8101, grad_norm: 57.0000 2023-12-26 06:24:40,907 - mmseg - INFO - Iter [94900/160000] lr: 4.069e-05, eta: 9:06:28, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2529, decode.loss_mask: 0.4820, decode.loss_dice: 0.7261, decode.d0.loss_cls: 1.2404, decode.d0.loss_mask: 0.5258, decode.d0.loss_dice: 0.8095, decode.d1.loss_cls: 0.3246, decode.d1.loss_mask: 0.5039, decode.d1.loss_dice: 0.7647, decode.d2.loss_cls: 0.2831, decode.d2.loss_mask: 0.4914, decode.d2.loss_dice: 0.7459, decode.d3.loss_cls: 0.2772, decode.d3.loss_mask: 0.4876, decode.d3.loss_dice: 0.7379, decode.d4.loss_cls: 0.2657, decode.d4.loss_mask: 0.4854, decode.d4.loss_dice: 0.7369, decode.d5.loss_cls: 0.2579, decode.d5.loss_mask: 0.4844, decode.d5.loss_dice: 0.7299, decode.d6.loss_cls: 0.2574, decode.d6.loss_mask: 0.4831, decode.d6.loss_dice: 0.7219, decode.d7.loss_cls: 0.2491, decode.d7.loss_mask: 0.4819, decode.d7.loss_dice: 0.7279, decode.d8.loss_cls: 0.2483, decode.d8.loss_mask: 0.4837, decode.d8.loss_dice: 0.7280, loss: 15.9944, grad_norm: 58.7972 2023-12-26 06:25:05,364 - mmseg - INFO - Iter [94950/160000] lr: 4.066e-05, eta: 9:06:02, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2573, decode.loss_mask: 0.4828, decode.loss_dice: 0.7299, decode.d0.loss_cls: 1.2664, decode.d0.loss_mask: 0.5212, decode.d0.loss_dice: 0.8139, decode.d1.loss_cls: 0.3283, decode.d1.loss_mask: 0.5014, decode.d1.loss_dice: 0.7733, decode.d2.loss_cls: 0.2905, decode.d2.loss_mask: 0.4902, decode.d2.loss_dice: 0.7515, decode.d3.loss_cls: 0.2749, decode.d3.loss_mask: 0.4885, decode.d3.loss_dice: 0.7365, decode.d4.loss_cls: 0.2659, decode.d4.loss_mask: 0.4870, decode.d4.loss_dice: 0.7368, decode.d5.loss_cls: 0.2610, decode.d5.loss_mask: 0.4855, decode.d5.loss_dice: 0.7339, decode.d6.loss_cls: 0.2609, decode.d6.loss_mask: 0.4858, decode.d6.loss_dice: 0.7319, decode.d7.loss_cls: 0.2556, decode.d7.loss_mask: 0.4841, decode.d7.loss_dice: 0.7289, decode.d8.loss_cls: 0.2587, decode.d8.loss_mask: 0.4841, decode.d8.loss_dice: 0.7325, loss: 16.0994, grad_norm: 59.2768 2023-12-26 06:25:29,595 - mmseg - INFO - Saving checkpoint at 95000 iterations 2023-12-26 06:25:31,989 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 06:25:31,990 - mmseg - INFO - Iter [95000/160000] lr: 4.063e-05, eta: 9:05:38, time: 0.533, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2471, decode.loss_mask: 0.4919, decode.loss_dice: 0.7433, decode.d0.loss_cls: 1.2142, decode.d0.loss_mask: 0.5364, decode.d0.loss_dice: 0.8289, decode.d1.loss_cls: 0.3160, decode.d1.loss_mask: 0.5133, decode.d1.loss_dice: 0.7946, decode.d2.loss_cls: 0.2869, decode.d2.loss_mask: 0.5002, decode.d2.loss_dice: 0.7627, decode.d3.loss_cls: 0.2756, decode.d3.loss_mask: 0.4967, decode.d3.loss_dice: 0.7513, decode.d4.loss_cls: 0.2614, decode.d4.loss_mask: 0.4947, decode.d4.loss_dice: 0.7553, decode.d5.loss_cls: 0.2581, decode.d5.loss_mask: 0.4949, decode.d5.loss_dice: 0.7507, decode.d6.loss_cls: 0.2576, decode.d6.loss_mask: 0.4938, decode.d6.loss_dice: 0.7463, decode.d7.loss_cls: 0.2490, decode.d7.loss_mask: 0.4922, decode.d7.loss_dice: 0.7491, decode.d8.loss_cls: 0.2468, decode.d8.loss_mask: 0.4924, decode.d8.loss_dice: 0.7490, loss: 16.2502, grad_norm: 63.2073 2023-12-26 06:25:53,579 - mmseg - INFO - per class results: 2023-12-26 06:25:53,585 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.31 | 86.92 | | building | 82.67 | 93.09 | | sky | 94.45 | 97.63 | | floor | 83.8 | 90.7 | | tree | 74.76 | 86.08 | | ceiling | 84.29 | 90.48 | | road | 85.09 | 90.28 | | bed | 90.58 | 95.62 | | windowpane | 60.61 | 78.77 | | grass | 68.14 | 79.65 | | cabinet | 59.23 | 72.53 | | sidewalk | 67.76 | 81.97 | | person | 84.72 | 92.7 | | earth | 39.05 | 56.42 | | door | 54.36 | 72.55 | | table | 65.52 | 80.39 | | mountain | 55.72 | 71.75 | | plant | 51.43 | 64.18 | | curtain | 78.17 | 86.95 | | chair | 62.07 | 75.62 | | car | 86.35 | 92.88 | | water | 48.03 | 65.82 | | painting | 73.62 | 85.71 | | sofa | 73.07 | 86.44 | | shelf | 41.01 | 54.7 | | house | 41.55 | 49.9 | | sea | 48.94 | 72.91 | | mirror | 73.61 | 83.91 | | rug | 67.54 | 80.8 | | field | 36.29 | 58.14 | | armchair | 47.59 | 69.97 | | seat | 63.43 | 85.48 | | fence | 53.41 | 69.55 | | desk | 44.9 | 69.04 | | rock | 47.06 | 67.99 | | wardrobe | 43.41 | 68.21 | | lamp | 70.95 | 84.49 | | bathtub | 83.33 | 86.28 | | railing | 30.68 | 47.53 | | cushion | 62.49 | 78.64 | | base | 32.3 | 59.91 | | box | 30.63 | 43.54 | | column | 52.97 | 69.77 | | signboard | 40.14 | 62.51 | | chest of drawers | 39.14 | 63.77 | | counter | 37.71 | 48.55 | | sand | 45.29 | 63.61 | | sink | 78.45 | 86.45 | | skyscraper | 46.45 | 53.38 | | fireplace | 78.39 | 89.78 | | refrigerator | 79.91 | 90.08 | | grandstand | 48.65 | 76.42 | | path | 20.7 | 38.51 | | stairs | 37.45 | 46.59 | | runway | 67.27 | 85.5 | | case | 36.87 | 49.84 | | pool table | 94.45 | 97.26 | | pillow | 59.05 | 68.41 | | screen door | 75.17 | 90.58 | | stairway | 30.91 | 40.1 | | river | 11.6 | 19.48 | | bridge | 79.72 | 92.84 | | bookcase | 35.29 | 50.71 | | blind | 49.86 | 56.31 | | coffee table | 66.91 | 85.9 | | toilet | 86.23 | 91.54 | | flower | 45.75 | 67.03 | | book | 52.47 | 73.65 | | hill | 8.32 | 14.4 | | bench | 45.26 | 51.37 | | countertop | 47.81 | 70.64 | | stove | 87.05 | 91.69 | | palm | 54.96 | 74.46 | | kitchen island | 49.57 | 78.59 | | computer | 70.13 | 76.16 | | swivel chair | 48.65 | 68.35 | | boat | 66.57 | 91.4 | | bar | 41.29 | 50.9 | | arcade machine | 42.74 | 46.09 | | hovel | 36.39 | 40.99 | | bus | 92.02 | 95.8 | | towel | 56.96 | 85.39 | | light | 61.67 | 76.62 | | truck | 42.77 | 53.29 | | tower | 42.43 | 62.24 | | chandelier | 64.59 | 82.46 | | awning | 25.94 | 33.31 | | streetlight | 39.68 | 63.17 | | booth | 51.68 | 61.68 | | television receiver | 67.01 | 84.52 | | airplane | 73.01 | 96.12 | | dirt track | 13.45 | 34.37 | | apparel | 33.9 | 58.32 | | pole | 27.62 | 44.57 | | land | 6.9 | 14.37 | | bannister | 18.24 | 43.19 | | escalator | 28.27 | 30.73 | | ottoman | 49.28 | 68.87 | | bottle | 27.61 | 34.79 | | buffet | 41.36 | 49.14 | | poster | 20.9 | 33.06 | | stage | 20.05 | 37.95 | | van | 47.45 | 64.51 | | ship | 5.19 | 10.13 | | fountain | 20.5 | 21.73 | | conveyer belt | 70.62 | 91.57 | | canopy | 17.46 | 35.69 | | washer | 71.87 | 74.32 | | plaything | 22.01 | 39.58 | | swimming pool | 49.66 | 58.98 | | stool | 45.5 | 68.1 | | barrel | 65.39 | 97.16 | | basket | 35.98 | 52.91 | | waterfall | 51.54 | 58.2 | | tent | 96.27 | 98.29 | | bag | 22.27 | 35.27 | | minibike | 69.43 | 90.89 | | cradle | 80.66 | 97.91 | | oven | 28.97 | 70.15 | | ball | 50.92 | 60.69 | | food | 67.02 | 79.74 | | step | 23.47 | 46.11 | | tank | 51.21 | 54.02 | | trade name | 22.3 | 28.58 | | microwave | 45.76 | 50.17 | | pot | 56.13 | 68.71 | | animal | 60.2 | 62.88 | | bicycle | 61.61 | 82.72 | | lake | 0.0 | 0.0 | | dishwasher | 68.01 | 73.6 | | screen | 66.13 | 89.36 | | blanket | 21.95 | 28.29 | | sculpture | 41.92 | 86.08 | | hood | 86.21 | 93.14 | | sconce | 52.41 | 66.81 | | vase | 47.26 | 70.02 | | traffic light | 38.02 | 70.32 | | tray | 23.29 | 33.41 | | ashcan | 44.76 | 72.59 | | fan | 62.53 | 86.2 | | pier | 12.66 | 20.45 | | crt screen | 0.63 | 2.04 | | plate | 61.78 | 80.84 | | monitor | 10.25 | 15.2 | | bulletin board | 53.24 | 77.22 | | shower | 3.42 | 19.67 | | radiator | 68.71 | 76.72 | | glass | 22.86 | 25.46 | | clock | 43.99 | 60.67 | | flag | 48.19 | 56.99 | +---------------------+-------+-------+ 2023-12-26 06:25:53,585 - mmseg - INFO - Summary: 2023-12-26 06:25:53,585 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.63 | 50.94 | 65.12 | +-------+-------+-------+ 2023-12-26 06:25:53,586 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 06:25:53,586 - mmseg - INFO - Iter(val) [250] aAcc: 0.8363, mIoU: 0.5094, mAcc: 0.6512, IoU.wall: 0.7931, IoU.building: 0.8267, IoU.sky: 0.9445, IoU.floor: 0.8380, IoU.tree: 0.7476, IoU.ceiling: 0.8429, IoU.road: 0.8509, IoU.bed : 0.9058, IoU.windowpane: 0.6061, IoU.grass: 0.6814, IoU.cabinet: 0.5923, IoU.sidewalk: 0.6776, IoU.person: 0.8472, IoU.earth: 0.3905, IoU.door: 0.5436, IoU.table: 0.6552, IoU.mountain: 0.5572, IoU.plant: 0.5143, IoU.curtain: 0.7817, IoU.chair: 0.6207, IoU.car: 0.8635, IoU.water: 0.4803, IoU.painting: 0.7362, IoU.sofa: 0.7307, IoU.shelf: 0.4101, IoU.house: 0.4155, IoU.sea: 0.4894, IoU.mirror: 0.7361, IoU.rug: 0.6754, IoU.field: 0.3629, IoU.armchair: 0.4759, IoU.seat: 0.6343, IoU.fence: 0.5341, IoU.desk: 0.4490, IoU.rock: 0.4706, IoU.wardrobe: 0.4341, IoU.lamp: 0.7095, IoU.bathtub: 0.8333, IoU.railing: 0.3068, IoU.cushion: 0.6249, IoU.base: 0.3230, IoU.box: 0.3063, IoU.column: 0.5297, IoU.signboard: 0.4014, IoU.chest of drawers: 0.3914, IoU.counter: 0.3771, IoU.sand: 0.4529, IoU.sink: 0.7845, IoU.skyscraper: 0.4645, IoU.fireplace: 0.7839, IoU.refrigerator: 0.7991, IoU.grandstand: 0.4865, IoU.path: 0.2070, IoU.stairs: 0.3745, IoU.runway: 0.6727, IoU.case: 0.3687, IoU.pool table: 0.9445, IoU.pillow: 0.5905, IoU.screen door: 0.7517, IoU.stairway: 0.3091, IoU.river: 0.1160, IoU.bridge: 0.7972, IoU.bookcase: 0.3529, IoU.blind: 0.4986, IoU.coffee table: 0.6691, IoU.toilet: 0.8623, IoU.flower: 0.4575, IoU.book: 0.5247, IoU.hill: 0.0832, IoU.bench: 0.4526, IoU.countertop: 0.4781, IoU.stove: 0.8705, IoU.palm: 0.5496, IoU.kitchen island: 0.4957, IoU.computer: 0.7013, IoU.swivel chair: 0.4865, IoU.boat: 0.6657, IoU.bar: 0.4129, IoU.arcade machine: 0.4274, IoU.hovel: 0.3639, IoU.bus: 0.9202, IoU.towel: 0.5696, IoU.light: 0.6167, IoU.truck: 0.4277, IoU.tower: 0.4243, IoU.chandelier: 0.6459, IoU.awning: 0.2594, IoU.streetlight: 0.3968, IoU.booth: 0.5168, IoU.television receiver: 0.6701, IoU.airplane: 0.7301, IoU.dirt track: 0.1345, IoU.apparel: 0.3390, IoU.pole: 0.2762, IoU.land: 0.0690, IoU.bannister: 0.1824, IoU.escalator: 0.2827, IoU.ottoman: 0.4928, IoU.bottle: 0.2761, IoU.buffet: 0.4136, IoU.poster: 0.2090, IoU.stage: 0.2005, IoU.van: 0.4745, IoU.ship: 0.0519, IoU.fountain: 0.2050, IoU.conveyer belt: 0.7062, IoU.canopy: 0.1746, IoU.washer: 0.7187, IoU.plaything: 0.2201, IoU.swimming pool: 0.4966, IoU.stool: 0.4550, IoU.barrel: 0.6539, IoU.basket: 0.3598, IoU.waterfall: 0.5154, IoU.tent: 0.9627, IoU.bag: 0.2227, IoU.minibike: 0.6943, IoU.cradle: 0.8066, IoU.oven: 0.2897, IoU.ball: 0.5092, IoU.food: 0.6702, IoU.step: 0.2347, IoU.tank: 0.5121, IoU.trade name: 0.2230, IoU.microwave: 0.4576, IoU.pot: 0.5613, IoU.animal: 0.6020, IoU.bicycle: 0.6161, IoU.lake: 0.0000, IoU.dishwasher: 0.6801, IoU.screen: 0.6613, IoU.blanket: 0.2195, IoU.sculpture: 0.4192, IoU.hood: 0.8621, IoU.sconce: 0.5241, IoU.vase: 0.4726, IoU.traffic light: 0.3802, IoU.tray: 0.2329, IoU.ashcan: 0.4476, IoU.fan: 0.6253, IoU.pier: 0.1266, IoU.crt screen: 0.0063, IoU.plate: 0.6178, IoU.monitor: 0.1025, IoU.bulletin board: 0.5324, IoU.shower: 0.0342, IoU.radiator: 0.6871, IoU.glass: 0.2286, IoU.clock: 0.4399, IoU.flag: 0.4819, Acc.wall: 0.8692, Acc.building: 0.9309, Acc.sky: 0.9763, Acc.floor: 0.9070, Acc.tree: 0.8608, Acc.ceiling: 0.9048, Acc.road: 0.9028, Acc.bed : 0.9562, Acc.windowpane: 0.7877, Acc.grass: 0.7965, Acc.cabinet: 0.7253, Acc.sidewalk: 0.8197, Acc.person: 0.9270, Acc.earth: 0.5642, Acc.door: 0.7255, Acc.table: 0.8039, Acc.mountain: 0.7175, Acc.plant: 0.6418, Acc.curtain: 0.8695, Acc.chair: 0.7562, Acc.car: 0.9288, Acc.water: 0.6582, Acc.painting: 0.8571, Acc.sofa: 0.8644, Acc.shelf: 0.5470, Acc.house: 0.4990, Acc.sea: 0.7291, Acc.mirror: 0.8391, Acc.rug: 0.8080, Acc.field: 0.5814, Acc.armchair: 0.6997, Acc.seat: 0.8548, Acc.fence: 0.6955, Acc.desk: 0.6904, Acc.rock: 0.6799, Acc.wardrobe: 0.6821, Acc.lamp: 0.8449, Acc.bathtub: 0.8628, Acc.railing: 0.4753, Acc.cushion: 0.7864, Acc.base: 0.5991, Acc.box: 0.4354, Acc.column: 0.6977, Acc.signboard: 0.6251, Acc.chest of drawers: 0.6377, Acc.counter: 0.4855, Acc.sand: 0.6361, Acc.sink: 0.8645, Acc.skyscraper: 0.5338, Acc.fireplace: 0.8978, Acc.refrigerator: 0.9008, Acc.grandstand: 0.7642, Acc.path: 0.3851, Acc.stairs: 0.4659, Acc.runway: 0.8550, Acc.case: 0.4984, Acc.pool table: 0.9726, Acc.pillow: 0.6841, Acc.screen door: 0.9058, Acc.stairway: 0.4010, Acc.river: 0.1948, Acc.bridge: 0.9284, Acc.bookcase: 0.5071, Acc.blind: 0.5631, Acc.coffee table: 0.8590, Acc.toilet: 0.9154, Acc.flower: 0.6703, Acc.book: 0.7365, Acc.hill: 0.1440, Acc.bench: 0.5137, Acc.countertop: 0.7064, Acc.stove: 0.9169, Acc.palm: 0.7446, Acc.kitchen island: 0.7859, Acc.computer: 0.7616, Acc.swivel chair: 0.6835, Acc.boat: 0.9140, Acc.bar: 0.5090, Acc.arcade machine: 0.4609, Acc.hovel: 0.4099, Acc.bus: 0.9580, Acc.towel: 0.8539, Acc.light: 0.7662, Acc.truck: 0.5329, Acc.tower: 0.6224, Acc.chandelier: 0.8246, Acc.awning: 0.3331, Acc.streetlight: 0.6317, Acc.booth: 0.6168, Acc.television receiver: 0.8452, Acc.airplane: 0.9612, Acc.dirt track: 0.3437, Acc.apparel: 0.5832, Acc.pole: 0.4457, Acc.land: 0.1437, Acc.bannister: 0.4319, Acc.escalator: 0.3073, Acc.ottoman: 0.6887, Acc.bottle: 0.3479, Acc.buffet: 0.4914, Acc.poster: 0.3306, Acc.stage: 0.3795, Acc.van: 0.6451, Acc.ship: 0.1013, Acc.fountain: 0.2173, Acc.conveyer belt: 0.9157, Acc.canopy: 0.3569, Acc.washer: 0.7432, Acc.plaything: 0.3958, Acc.swimming pool: 0.5898, Acc.stool: 0.6810, Acc.barrel: 0.9716, Acc.basket: 0.5291, Acc.waterfall: 0.5820, Acc.tent: 0.9829, Acc.bag: 0.3527, Acc.minibike: 0.9089, Acc.cradle: 0.9791, Acc.oven: 0.7015, Acc.ball: 0.6069, Acc.food: 0.7974, Acc.step: 0.4611, Acc.tank: 0.5402, Acc.trade name: 0.2858, Acc.microwave: 0.5017, Acc.pot: 0.6871, Acc.animal: 0.6288, Acc.bicycle: 0.8272, Acc.lake: 0.0000, Acc.dishwasher: 0.7360, Acc.screen: 0.8936, Acc.blanket: 0.2829, Acc.sculpture: 0.8608, Acc.hood: 0.9314, Acc.sconce: 0.6681, Acc.vase: 0.7002, Acc.traffic light: 0.7032, Acc.tray: 0.3341, Acc.ashcan: 0.7259, Acc.fan: 0.8620, Acc.pier: 0.2045, Acc.crt screen: 0.0204, Acc.plate: 0.8084, Acc.monitor: 0.1520, Acc.bulletin board: 0.7722, Acc.shower: 0.1967, Acc.radiator: 0.7672, Acc.glass: 0.2546, Acc.clock: 0.6067, Acc.flag: 0.5699 2023-12-26 06:26:18,030 - mmseg - INFO - Iter [95050/160000] lr: 4.059e-05, eta: 9:05:29, time: 0.921, data_time: 0.444, memory: 40245, decode.loss_cls: 0.2546, decode.loss_mask: 0.5046, decode.loss_dice: 0.7349, decode.d0.loss_cls: 1.2451, decode.d0.loss_mask: 0.5439, decode.d0.loss_dice: 0.8102, decode.d1.loss_cls: 0.3281, decode.d1.loss_mask: 0.5233, decode.d1.loss_dice: 0.7777, decode.d2.loss_cls: 0.2855, decode.d2.loss_mask: 0.5106, decode.d2.loss_dice: 0.7585, decode.d3.loss_cls: 0.2818, decode.d3.loss_mask: 0.5086, decode.d3.loss_dice: 0.7437, decode.d4.loss_cls: 0.2697, decode.d4.loss_mask: 0.5070, decode.d4.loss_dice: 0.7465, decode.d5.loss_cls: 0.2633, decode.d5.loss_mask: 0.5053, decode.d5.loss_dice: 0.7402, decode.d6.loss_cls: 0.2575, decode.d6.loss_mask: 0.5035, decode.d6.loss_dice: 0.7353, decode.d7.loss_cls: 0.2522, decode.d7.loss_mask: 0.5058, decode.d7.loss_dice: 0.7400, decode.d8.loss_cls: 0.2535, decode.d8.loss_mask: 0.5055, decode.d8.loss_dice: 0.7356, loss: 16.3319, grad_norm: 66.2337 2023-12-26 06:26:42,246 - mmseg - INFO - Iter [95100/160000] lr: 4.056e-05, eta: 9:05:03, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2395, decode.loss_mask: 0.4942, decode.loss_dice: 0.7313, decode.d0.loss_cls: 1.2197, decode.d0.loss_mask: 0.5311, decode.d0.loss_dice: 0.8115, decode.d1.loss_cls: 0.3237, decode.d1.loss_mask: 0.5114, decode.d1.loss_dice: 0.7687, decode.d2.loss_cls: 0.2778, decode.d2.loss_mask: 0.5036, decode.d2.loss_dice: 0.7521, decode.d3.loss_cls: 0.2625, decode.d3.loss_mask: 0.5014, decode.d3.loss_dice: 0.7381, decode.d4.loss_cls: 0.2475, decode.d4.loss_mask: 0.5002, decode.d4.loss_dice: 0.7397, decode.d5.loss_cls: 0.2401, decode.d5.loss_mask: 0.5005, decode.d5.loss_dice: 0.7370, decode.d6.loss_cls: 0.2444, decode.d6.loss_mask: 0.4977, decode.d6.loss_dice: 0.7283, decode.d7.loss_cls: 0.2376, decode.d7.loss_mask: 0.4968, decode.d7.loss_dice: 0.7302, decode.d8.loss_cls: 0.2344, decode.d8.loss_mask: 0.4959, decode.d8.loss_dice: 0.7302, loss: 16.0271, grad_norm: 60.5794 2023-12-26 06:27:06,541 - mmseg - INFO - Iter [95150/160000] lr: 4.053e-05, eta: 9:04:37, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2340, decode.loss_mask: 0.4893, decode.loss_dice: 0.7384, decode.d0.loss_cls: 1.2294, decode.d0.loss_mask: 0.5322, decode.d0.loss_dice: 0.8215, decode.d1.loss_cls: 0.3217, decode.d1.loss_mask: 0.5059, decode.d1.loss_dice: 0.7769, decode.d2.loss_cls: 0.2796, decode.d2.loss_mask: 0.4946, decode.d2.loss_dice: 0.7592, decode.d3.loss_cls: 0.2622, decode.d3.loss_mask: 0.4902, decode.d3.loss_dice: 0.7466, decode.d4.loss_cls: 0.2505, decode.d4.loss_mask: 0.4909, decode.d4.loss_dice: 0.7453, decode.d5.loss_cls: 0.2431, decode.d5.loss_mask: 0.4891, decode.d5.loss_dice: 0.7413, decode.d6.loss_cls: 0.2389, decode.d6.loss_mask: 0.4895, decode.d6.loss_dice: 0.7367, decode.d7.loss_cls: 0.2412, decode.d7.loss_mask: 0.4887, decode.d7.loss_dice: 0.7384, decode.d8.loss_cls: 0.2371, decode.d8.loss_mask: 0.4888, decode.d8.loss_dice: 0.7387, loss: 16.0398, grad_norm: 55.1167 2023-12-26 06:27:30,828 - mmseg - INFO - Iter [95200/160000] lr: 4.050e-05, eta: 9:04:11, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2389, decode.loss_mask: 0.4995, decode.loss_dice: 0.7416, decode.d0.loss_cls: 1.2078, decode.d0.loss_mask: 0.5451, decode.d0.loss_dice: 0.8325, decode.d1.loss_cls: 0.3131, decode.d1.loss_mask: 0.5164, decode.d1.loss_dice: 0.7871, decode.d2.loss_cls: 0.2814, decode.d2.loss_mask: 0.5029, decode.d2.loss_dice: 0.7621, decode.d3.loss_cls: 0.2687, decode.d3.loss_mask: 0.5021, decode.d3.loss_dice: 0.7476, decode.d4.loss_cls: 0.2541, decode.d4.loss_mask: 0.5024, decode.d4.loss_dice: 0.7476, decode.d5.loss_cls: 0.2487, decode.d5.loss_mask: 0.5023, decode.d5.loss_dice: 0.7485, decode.d6.loss_cls: 0.2515, decode.d6.loss_mask: 0.4984, decode.d6.loss_dice: 0.7373, decode.d7.loss_cls: 0.2444, decode.d7.loss_mask: 0.5006, decode.d7.loss_dice: 0.7427, decode.d8.loss_cls: 0.2430, decode.d8.loss_mask: 0.5000, decode.d8.loss_dice: 0.7416, loss: 16.2099, grad_norm: 61.5723 2023-12-26 06:27:55,185 - mmseg - INFO - Iter [95250/160000] lr: 4.047e-05, eta: 9:03:45, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2464, decode.loss_mask: 0.5072, decode.loss_dice: 0.7327, decode.d0.loss_cls: 1.2781, decode.d0.loss_mask: 0.5383, decode.d0.loss_dice: 0.8239, decode.d1.loss_cls: 0.3152, decode.d1.loss_mask: 0.5237, decode.d1.loss_dice: 0.7839, decode.d2.loss_cls: 0.2837, decode.d2.loss_mask: 0.5160, decode.d2.loss_dice: 0.7570, decode.d3.loss_cls: 0.2735, decode.d3.loss_mask: 0.5106, decode.d3.loss_dice: 0.7442, decode.d4.loss_cls: 0.2553, decode.d4.loss_mask: 0.5135, decode.d4.loss_dice: 0.7480, decode.d5.loss_cls: 0.2533, decode.d5.loss_mask: 0.5093, decode.d5.loss_dice: 0.7459, decode.d6.loss_cls: 0.2516, decode.d6.loss_mask: 0.5072, decode.d6.loss_dice: 0.7370, decode.d7.loss_cls: 0.2490, decode.d7.loss_mask: 0.5063, decode.d7.loss_dice: 0.7395, decode.d8.loss_cls: 0.2476, decode.d8.loss_mask: 0.5060, decode.d8.loss_dice: 0.7388, loss: 16.3429, grad_norm: 60.8469 2023-12-26 06:28:19,636 - mmseg - INFO - Iter [95300/160000] lr: 4.044e-05, eta: 9:03:19, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2399, decode.loss_mask: 0.4932, decode.loss_dice: 0.7428, decode.d0.loss_cls: 1.2428, decode.d0.loss_mask: 0.5358, decode.d0.loss_dice: 0.8258, decode.d1.loss_cls: 0.3285, decode.d1.loss_mask: 0.5124, decode.d1.loss_dice: 0.7808, decode.d2.loss_cls: 0.2799, decode.d2.loss_mask: 0.4995, decode.d2.loss_dice: 0.7602, decode.d3.loss_cls: 0.2592, decode.d3.loss_mask: 0.4983, decode.d3.loss_dice: 0.7487, decode.d4.loss_cls: 0.2551, decode.d4.loss_mask: 0.4959, decode.d4.loss_dice: 0.7458, decode.d5.loss_cls: 0.2486, decode.d5.loss_mask: 0.4947, decode.d5.loss_dice: 0.7464, decode.d6.loss_cls: 0.2450, decode.d6.loss_mask: 0.4948, decode.d6.loss_dice: 0.7388, decode.d7.loss_cls: 0.2396, decode.d7.loss_mask: 0.4933, decode.d7.loss_dice: 0.7420, decode.d8.loss_cls: 0.2366, decode.d8.loss_mask: 0.4930, decode.d8.loss_dice: 0.7416, loss: 16.1591, grad_norm: 57.7850 2023-12-26 06:28:44,168 - mmseg - INFO - Iter [95350/160000] lr: 4.041e-05, eta: 9:02:54, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2595, decode.loss_mask: 0.5066, decode.loss_dice: 0.7528, decode.d0.loss_cls: 1.2639, decode.d0.loss_mask: 0.5484, decode.d0.loss_dice: 0.8316, decode.d1.loss_cls: 0.3305, decode.d1.loss_mask: 0.5244, decode.d1.loss_dice: 0.7982, decode.d2.loss_cls: 0.2962, decode.d2.loss_mask: 0.5133, decode.d2.loss_dice: 0.7738, decode.d3.loss_cls: 0.2843, decode.d3.loss_mask: 0.5108, decode.d3.loss_dice: 0.7600, decode.d4.loss_cls: 0.2719, decode.d4.loss_mask: 0.5098, decode.d4.loss_dice: 0.7602, decode.d5.loss_cls: 0.2648, decode.d5.loss_mask: 0.5086, decode.d5.loss_dice: 0.7578, decode.d6.loss_cls: 0.2643, decode.d6.loss_mask: 0.5081, decode.d6.loss_dice: 0.7568, decode.d7.loss_cls: 0.2588, decode.d7.loss_mask: 0.5074, decode.d7.loss_dice: 0.7548, decode.d8.loss_cls: 0.2565, decode.d8.loss_mask: 0.5080, decode.d8.loss_dice: 0.7541, loss: 16.5960, grad_norm: 66.0140 2023-12-26 06:29:08,485 - mmseg - INFO - Iter [95400/160000] lr: 4.038e-05, eta: 9:02:28, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2436, decode.loss_mask: 0.4937, decode.loss_dice: 0.7298, decode.d0.loss_cls: 1.2444, decode.d0.loss_mask: 0.5364, decode.d0.loss_dice: 0.8150, decode.d1.loss_cls: 0.3278, decode.d1.loss_mask: 0.5155, decode.d1.loss_dice: 0.7814, decode.d2.loss_cls: 0.2869, decode.d2.loss_mask: 0.5063, decode.d2.loss_dice: 0.7553, decode.d3.loss_cls: 0.2654, decode.d3.loss_mask: 0.4994, decode.d3.loss_dice: 0.7405, decode.d4.loss_cls: 0.2568, decode.d4.loss_mask: 0.4969, decode.d4.loss_dice: 0.7420, decode.d5.loss_cls: 0.2526, decode.d5.loss_mask: 0.4956, decode.d5.loss_dice: 0.7370, decode.d6.loss_cls: 0.2521, decode.d6.loss_mask: 0.4941, decode.d6.loss_dice: 0.7320, decode.d7.loss_cls: 0.2424, decode.d7.loss_mask: 0.4945, decode.d7.loss_dice: 0.7335, decode.d8.loss_cls: 0.2429, decode.d8.loss_mask: 0.4940, decode.d8.loss_dice: 0.7272, loss: 16.1350, grad_norm: 59.6067 2023-12-26 06:29:33,443 - mmseg - INFO - Iter [95450/160000] lr: 4.034e-05, eta: 9:02:02, time: 0.499, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2448, decode.loss_mask: 0.4884, decode.loss_dice: 0.7321, decode.d0.loss_cls: 1.2458, decode.d0.loss_mask: 0.5269, decode.d0.loss_dice: 0.8205, decode.d1.loss_cls: 0.3242, decode.d1.loss_mask: 0.5049, decode.d1.loss_dice: 0.7766, decode.d2.loss_cls: 0.2870, decode.d2.loss_mask: 0.4961, decode.d2.loss_dice: 0.7559, decode.d3.loss_cls: 0.2767, decode.d3.loss_mask: 0.4901, decode.d3.loss_dice: 0.7348, decode.d4.loss_cls: 0.2603, decode.d4.loss_mask: 0.4901, decode.d4.loss_dice: 0.7432, decode.d5.loss_cls: 0.2510, decode.d5.loss_mask: 0.4905, decode.d5.loss_dice: 0.7421, decode.d6.loss_cls: 0.2516, decode.d6.loss_mask: 0.4895, decode.d6.loss_dice: 0.7340, decode.d7.loss_cls: 0.2519, decode.d7.loss_mask: 0.4883, decode.d7.loss_dice: 0.7392, decode.d8.loss_cls: 0.2435, decode.d8.loss_mask: 0.4894, decode.d8.loss_dice: 0.7343, loss: 16.1036, grad_norm: 60.5219 2023-12-26 06:29:58,385 - mmseg - INFO - Iter [95500/160000] lr: 4.031e-05, eta: 9:01:37, time: 0.499, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2569, decode.loss_mask: 0.4769, decode.loss_dice: 0.7378, decode.d0.loss_cls: 1.2348, decode.d0.loss_mask: 0.5111, decode.d0.loss_dice: 0.8232, decode.d1.loss_cls: 0.3377, decode.d1.loss_mask: 0.4947, decode.d1.loss_dice: 0.7845, decode.d2.loss_cls: 0.2980, decode.d2.loss_mask: 0.4863, decode.d2.loss_dice: 0.7579, decode.d3.loss_cls: 0.2813, decode.d3.loss_mask: 0.4835, decode.d3.loss_dice: 0.7451, decode.d4.loss_cls: 0.2754, decode.d4.loss_mask: 0.4840, decode.d4.loss_dice: 0.7393, decode.d5.loss_cls: 0.2679, decode.d5.loss_mask: 0.4811, decode.d5.loss_dice: 0.7418, decode.d6.loss_cls: 0.2654, decode.d6.loss_mask: 0.4792, decode.d6.loss_dice: 0.7383, decode.d7.loss_cls: 0.2586, decode.d7.loss_mask: 0.4782, decode.d7.loss_dice: 0.7406, decode.d8.loss_cls: 0.2541, decode.d8.loss_mask: 0.4761, decode.d8.loss_dice: 0.7417, loss: 16.1312, grad_norm: 59.1833 2023-12-26 06:30:22,665 - mmseg - INFO - Iter [95550/160000] lr: 4.028e-05, eta: 9:01:11, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2399, decode.loss_mask: 0.4998, decode.loss_dice: 0.7325, decode.d0.loss_cls: 1.1961, decode.d0.loss_mask: 0.5303, decode.d0.loss_dice: 0.8100, decode.d1.loss_cls: 0.3149, decode.d1.loss_mask: 0.5158, decode.d1.loss_dice: 0.7731, decode.d2.loss_cls: 0.2748, decode.d2.loss_mask: 0.5075, decode.d2.loss_dice: 0.7491, decode.d3.loss_cls: 0.2652, decode.d3.loss_mask: 0.5024, decode.d3.loss_dice: 0.7367, decode.d4.loss_cls: 0.2554, decode.d4.loss_mask: 0.5017, decode.d4.loss_dice: 0.7348, decode.d5.loss_cls: 0.2495, decode.d5.loss_mask: 0.5033, decode.d5.loss_dice: 0.7399, decode.d6.loss_cls: 0.2482, decode.d6.loss_mask: 0.4971, decode.d6.loss_dice: 0.7352, decode.d7.loss_cls: 0.2420, decode.d7.loss_mask: 0.5016, decode.d7.loss_dice: 0.7384, decode.d8.loss_cls: 0.2390, decode.d8.loss_mask: 0.5006, decode.d8.loss_dice: 0.7385, loss: 16.0732, grad_norm: 60.7439 2023-12-26 06:30:47,092 - mmseg - INFO - Iter [95600/160000] lr: 4.025e-05, eta: 9:00:45, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2282, decode.loss_mask: 0.4837, decode.loss_dice: 0.7204, decode.d0.loss_cls: 1.2131, decode.d0.loss_mask: 0.5212, decode.d0.loss_dice: 0.8028, decode.d1.loss_cls: 0.3141, decode.d1.loss_mask: 0.5012, decode.d1.loss_dice: 0.7599, decode.d2.loss_cls: 0.2746, decode.d2.loss_mask: 0.4911, decode.d2.loss_dice: 0.7362, decode.d3.loss_cls: 0.2566, decode.d3.loss_mask: 0.4879, decode.d3.loss_dice: 0.7289, decode.d4.loss_cls: 0.2434, decode.d4.loss_mask: 0.4883, decode.d4.loss_dice: 0.7285, decode.d5.loss_cls: 0.2428, decode.d5.loss_mask: 0.4844, decode.d5.loss_dice: 0.7265, decode.d6.loss_cls: 0.2382, decode.d6.loss_mask: 0.4836, decode.d6.loss_dice: 0.7249, decode.d7.loss_cls: 0.2325, decode.d7.loss_mask: 0.4842, decode.d7.loss_dice: 0.7268, decode.d8.loss_cls: 0.2326, decode.d8.loss_mask: 0.4839, decode.d8.loss_dice: 0.7243, loss: 15.7648, grad_norm: 60.0117 2023-12-26 06:31:11,425 - mmseg - INFO - Iter [95650/160000] lr: 4.022e-05, eta: 9:00:20, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2431, decode.loss_mask: 0.4818, decode.loss_dice: 0.7384, decode.d0.loss_cls: 1.2225, decode.d0.loss_mask: 0.5218, decode.d0.loss_dice: 0.8142, decode.d1.loss_cls: 0.3272, decode.d1.loss_mask: 0.4998, decode.d1.loss_dice: 0.7846, decode.d2.loss_cls: 0.2833, decode.d2.loss_mask: 0.4869, decode.d2.loss_dice: 0.7568, decode.d3.loss_cls: 0.2642, decode.d3.loss_mask: 0.4845, decode.d3.loss_dice: 0.7440, decode.d4.loss_cls: 0.2583, decode.d4.loss_mask: 0.4827, decode.d4.loss_dice: 0.7456, decode.d5.loss_cls: 0.2507, decode.d5.loss_mask: 0.4809, decode.d5.loss_dice: 0.7398, decode.d6.loss_cls: 0.2494, decode.d6.loss_mask: 0.4813, decode.d6.loss_dice: 0.7333, decode.d7.loss_cls: 0.2458, decode.d7.loss_mask: 0.4809, decode.d7.loss_dice: 0.7375, decode.d8.loss_cls: 0.2430, decode.d8.loss_mask: 0.4816, decode.d8.loss_dice: 0.7389, loss: 16.0028, grad_norm: 63.2364 2023-12-26 06:31:35,762 - mmseg - INFO - Iter [95700/160000] lr: 4.019e-05, eta: 8:59:54, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2324, decode.loss_mask: 0.5179, decode.loss_dice: 0.7282, decode.d0.loss_cls: 1.1958, decode.d0.loss_mask: 0.5622, decode.d0.loss_dice: 0.8049, decode.d1.loss_cls: 0.3061, decode.d1.loss_mask: 0.5362, decode.d1.loss_dice: 0.7763, decode.d2.loss_cls: 0.2756, decode.d2.loss_mask: 0.5256, decode.d2.loss_dice: 0.7480, decode.d3.loss_cls: 0.2624, decode.d3.loss_mask: 0.5227, decode.d3.loss_dice: 0.7367, decode.d4.loss_cls: 0.2511, decode.d4.loss_mask: 0.5227, decode.d4.loss_dice: 0.7346, decode.d5.loss_cls: 0.2503, decode.d5.loss_mask: 0.5208, decode.d5.loss_dice: 0.7356, decode.d6.loss_cls: 0.2421, decode.d6.loss_mask: 0.5184, decode.d6.loss_dice: 0.7296, decode.d7.loss_cls: 0.2356, decode.d7.loss_mask: 0.5187, decode.d7.loss_dice: 0.7310, decode.d8.loss_cls: 0.2377, decode.d8.loss_mask: 0.5185, decode.d8.loss_dice: 0.7303, loss: 16.2079, grad_norm: 63.5204 2023-12-26 06:32:00,255 - mmseg - INFO - Iter [95750/160000] lr: 4.016e-05, eta: 8:59:28, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2471, decode.loss_mask: 0.5155, decode.loss_dice: 0.7606, decode.d0.loss_cls: 1.2361, decode.d0.loss_mask: 0.5601, decode.d0.loss_dice: 0.8466, decode.d1.loss_cls: 0.3262, decode.d1.loss_mask: 0.5367, decode.d1.loss_dice: 0.8001, decode.d2.loss_cls: 0.2882, decode.d2.loss_mask: 0.5244, decode.d2.loss_dice: 0.7772, decode.d3.loss_cls: 0.2749, decode.d3.loss_mask: 0.5177, decode.d3.loss_dice: 0.7639, decode.d4.loss_cls: 0.2627, decode.d4.loss_mask: 0.5196, decode.d4.loss_dice: 0.7668, decode.d5.loss_cls: 0.2539, decode.d5.loss_mask: 0.5187, decode.d5.loss_dice: 0.7639, decode.d6.loss_cls: 0.2554, decode.d6.loss_mask: 0.5167, decode.d6.loss_dice: 0.7606, decode.d7.loss_cls: 0.2508, decode.d7.loss_mask: 0.5147, decode.d7.loss_dice: 0.7612, decode.d8.loss_cls: 0.2462, decode.d8.loss_mask: 0.5159, decode.d8.loss_dice: 0.7628, loss: 16.6451, grad_norm: 58.2828 2023-12-26 06:32:25,101 - mmseg - INFO - Iter [95800/160000] lr: 4.013e-05, eta: 8:59:03, time: 0.497, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2487, decode.loss_mask: 0.5107, decode.loss_dice: 0.7363, decode.d0.loss_cls: 1.2335, decode.d0.loss_mask: 0.5536, decode.d0.loss_dice: 0.8225, decode.d1.loss_cls: 0.3283, decode.d1.loss_mask: 0.5266, decode.d1.loss_dice: 0.7818, decode.d2.loss_cls: 0.2899, decode.d2.loss_mask: 0.5173, decode.d2.loss_dice: 0.7596, decode.d3.loss_cls: 0.2775, decode.d3.loss_mask: 0.5136, decode.d3.loss_dice: 0.7431, decode.d4.loss_cls: 0.2706, decode.d4.loss_mask: 0.5119, decode.d4.loss_dice: 0.7394, decode.d5.loss_cls: 0.2578, decode.d5.loss_mask: 0.5142, decode.d5.loss_dice: 0.7421, decode.d6.loss_cls: 0.2548, decode.d6.loss_mask: 0.5119, decode.d6.loss_dice: 0.7337, decode.d7.loss_cls: 0.2464, decode.d7.loss_mask: 0.5120, decode.d7.loss_dice: 0.7370, decode.d8.loss_cls: 0.2444, decode.d8.loss_mask: 0.5097, decode.d8.loss_dice: 0.7377, loss: 16.3667, grad_norm: 63.9019 2023-12-26 06:32:49,747 - mmseg - INFO - Iter [95850/160000] lr: 4.009e-05, eta: 8:58:37, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2605, decode.loss_mask: 0.4994, decode.loss_dice: 0.7584, decode.d0.loss_cls: 1.2782, decode.d0.loss_mask: 0.5368, decode.d0.loss_dice: 0.8355, decode.d1.loss_cls: 0.3489, decode.d1.loss_mask: 0.5150, decode.d1.loss_dice: 0.7969, decode.d2.loss_cls: 0.3085, decode.d2.loss_mask: 0.5040, decode.d2.loss_dice: 0.7766, decode.d3.loss_cls: 0.3000, decode.d3.loss_mask: 0.4979, decode.d3.loss_dice: 0.7582, decode.d4.loss_cls: 0.2905, decode.d4.loss_mask: 0.4975, decode.d4.loss_dice: 0.7589, decode.d5.loss_cls: 0.2805, decode.d5.loss_mask: 0.4977, decode.d5.loss_dice: 0.7568, decode.d6.loss_cls: 0.2708, decode.d6.loss_mask: 0.4983, decode.d6.loss_dice: 0.7563, decode.d7.loss_cls: 0.2678, decode.d7.loss_mask: 0.4963, decode.d7.loss_dice: 0.7543, decode.d8.loss_cls: 0.2667, decode.d8.loss_mask: 0.4981, decode.d8.loss_dice: 0.7565, loss: 16.6218, grad_norm: 60.5430 2023-12-26 06:33:16,252 - mmseg - INFO - Iter [95900/160000] lr: 4.006e-05, eta: 8:58:13, time: 0.530, data_time: 0.058, memory: 40245, decode.loss_cls: 0.2187, decode.loss_mask: 0.4795, decode.loss_dice: 0.7177, decode.d0.loss_cls: 1.2009, decode.d0.loss_mask: 0.5208, decode.d0.loss_dice: 0.8033, decode.d1.loss_cls: 0.2852, decode.d1.loss_mask: 0.4963, decode.d1.loss_dice: 0.7670, decode.d2.loss_cls: 0.2584, decode.d2.loss_mask: 0.4872, decode.d2.loss_dice: 0.7355, decode.d3.loss_cls: 0.2416, decode.d3.loss_mask: 0.4817, decode.d3.loss_dice: 0.7217, decode.d4.loss_cls: 0.2301, decode.d4.loss_mask: 0.4817, decode.d4.loss_dice: 0.7266, decode.d5.loss_cls: 0.2296, decode.d5.loss_mask: 0.4788, decode.d5.loss_dice: 0.7218, decode.d6.loss_cls: 0.2295, decode.d6.loss_mask: 0.4784, decode.d6.loss_dice: 0.7142, decode.d7.loss_cls: 0.2238, decode.d7.loss_mask: 0.4790, decode.d7.loss_dice: 0.7181, decode.d8.loss_cls: 0.2180, decode.d8.loss_mask: 0.4794, decode.d8.loss_dice: 0.7167, loss: 15.5410, grad_norm: 55.8917 2023-12-26 06:33:40,461 - mmseg - INFO - Iter [95950/160000] lr: 4.003e-05, eta: 8:57:47, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2281, decode.loss_mask: 0.4742, decode.loss_dice: 0.7126, decode.d0.loss_cls: 1.2123, decode.d0.loss_mask: 0.5160, decode.d0.loss_dice: 0.7936, decode.d1.loss_cls: 0.3055, decode.d1.loss_mask: 0.4898, decode.d1.loss_dice: 0.7552, decode.d2.loss_cls: 0.2665, decode.d2.loss_mask: 0.4814, decode.d2.loss_dice: 0.7331, decode.d3.loss_cls: 0.2511, decode.d3.loss_mask: 0.4768, decode.d3.loss_dice: 0.7197, decode.d4.loss_cls: 0.2441, decode.d4.loss_mask: 0.4747, decode.d4.loss_dice: 0.7225, decode.d5.loss_cls: 0.2347, decode.d5.loss_mask: 0.4768, decode.d5.loss_dice: 0.7226, decode.d6.loss_cls: 0.2329, decode.d6.loss_mask: 0.4752, decode.d6.loss_dice: 0.7120, decode.d7.loss_cls: 0.2281, decode.d7.loss_mask: 0.4752, decode.d7.loss_dice: 0.7140, decode.d8.loss_cls: 0.2269, decode.d8.loss_mask: 0.4755, decode.d8.loss_dice: 0.7139, loss: 15.5450, grad_norm: 56.5714 2023-12-26 06:34:04,631 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 06:34:04,631 - mmseg - INFO - Iter [96000/160000] lr: 4.000e-05, eta: 8:57:21, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2255, decode.loss_mask: 0.4831, decode.loss_dice: 0.7290, decode.d0.loss_cls: 1.2124, decode.d0.loss_mask: 0.5160, decode.d0.loss_dice: 0.8054, decode.d1.loss_cls: 0.3108, decode.d1.loss_mask: 0.4979, decode.d1.loss_dice: 0.7676, decode.d2.loss_cls: 0.2798, decode.d2.loss_mask: 0.4887, decode.d2.loss_dice: 0.7448, decode.d3.loss_cls: 0.2586, decode.d3.loss_mask: 0.4855, decode.d3.loss_dice: 0.7345, decode.d4.loss_cls: 0.2522, decode.d4.loss_mask: 0.4832, decode.d4.loss_dice: 0.7363, decode.d5.loss_cls: 0.2447, decode.d5.loss_mask: 0.4832, decode.d5.loss_dice: 0.7336, decode.d6.loss_cls: 0.2339, decode.d6.loss_mask: 0.4827, decode.d6.loss_dice: 0.7269, decode.d7.loss_cls: 0.2272, decode.d7.loss_mask: 0.4818, decode.d7.loss_dice: 0.7296, decode.d8.loss_cls: 0.2243, decode.d8.loss_mask: 0.4832, decode.d8.loss_dice: 0.7269, loss: 15.7893, grad_norm: 60.9477 2023-12-26 06:34:29,023 - mmseg - INFO - Iter [96050/160000] lr: 3.997e-05, eta: 8:56:55, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2460, decode.loss_mask: 0.4864, decode.loss_dice: 0.7181, decode.d0.loss_cls: 1.2584, decode.d0.loss_mask: 0.5248, decode.d0.loss_dice: 0.7966, decode.d1.loss_cls: 0.3179, decode.d1.loss_mask: 0.5024, decode.d1.loss_dice: 0.7596, decode.d2.loss_cls: 0.2802, decode.d2.loss_mask: 0.4935, decode.d2.loss_dice: 0.7364, decode.d3.loss_cls: 0.2703, decode.d3.loss_mask: 0.4920, decode.d3.loss_dice: 0.7249, decode.d4.loss_cls: 0.2591, decode.d4.loss_mask: 0.4902, decode.d4.loss_dice: 0.7260, decode.d5.loss_cls: 0.2553, decode.d5.loss_mask: 0.4889, decode.d5.loss_dice: 0.7215, decode.d6.loss_cls: 0.2462, decode.d6.loss_mask: 0.4877, decode.d6.loss_dice: 0.7140, decode.d7.loss_cls: 0.2456, decode.d7.loss_mask: 0.4858, decode.d7.loss_dice: 0.7179, decode.d8.loss_cls: 0.2433, decode.d8.loss_mask: 0.4865, decode.d8.loss_dice: 0.7184, loss: 15.8941, grad_norm: 61.0764 2023-12-26 06:34:53,354 - mmseg - INFO - Iter [96100/160000] lr: 3.994e-05, eta: 8:56:29, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2189, decode.loss_mask: 0.4833, decode.loss_dice: 0.7207, decode.d0.loss_cls: 1.2290, decode.d0.loss_mask: 0.5282, decode.d0.loss_dice: 0.7944, decode.d1.loss_cls: 0.2987, decode.d1.loss_mask: 0.5048, decode.d1.loss_dice: 0.7661, decode.d2.loss_cls: 0.2653, decode.d2.loss_mask: 0.4942, decode.d2.loss_dice: 0.7470, decode.d3.loss_cls: 0.2503, decode.d3.loss_mask: 0.4881, decode.d3.loss_dice: 0.7298, decode.d4.loss_cls: 0.2373, decode.d4.loss_mask: 0.4880, decode.d4.loss_dice: 0.7280, decode.d5.loss_cls: 0.2316, decode.d5.loss_mask: 0.4844, decode.d5.loss_dice: 0.7258, decode.d6.loss_cls: 0.2258, decode.d6.loss_mask: 0.4831, decode.d6.loss_dice: 0.7204, decode.d7.loss_cls: 0.2215, decode.d7.loss_mask: 0.4832, decode.d7.loss_dice: 0.7218, decode.d8.loss_cls: 0.2199, decode.d8.loss_mask: 0.4852, decode.d8.loss_dice: 0.7238, loss: 15.6985, grad_norm: 62.9640 2023-12-26 06:35:17,617 - mmseg - INFO - Iter [96150/160000] lr: 3.991e-05, eta: 8:56:03, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2381, decode.loss_mask: 0.4784, decode.loss_dice: 0.7372, decode.d0.loss_cls: 1.2368, decode.d0.loss_mask: 0.5212, decode.d0.loss_dice: 0.8216, decode.d1.loss_cls: 0.3292, decode.d1.loss_mask: 0.4949, decode.d1.loss_dice: 0.7825, decode.d2.loss_cls: 0.2834, decode.d2.loss_mask: 0.4862, decode.d2.loss_dice: 0.7590, decode.d3.loss_cls: 0.2679, decode.d3.loss_mask: 0.4812, decode.d3.loss_dice: 0.7497, decode.d4.loss_cls: 0.2532, decode.d4.loss_mask: 0.4816, decode.d4.loss_dice: 0.7467, decode.d5.loss_cls: 0.2476, decode.d5.loss_mask: 0.4821, decode.d5.loss_dice: 0.7411, decode.d6.loss_cls: 0.2470, decode.d6.loss_mask: 0.4805, decode.d6.loss_dice: 0.7381, decode.d7.loss_cls: 0.2401, decode.d7.loss_mask: 0.4799, decode.d7.loss_dice: 0.7373, decode.d8.loss_cls: 0.2451, decode.d8.loss_mask: 0.4794, decode.d8.loss_dice: 0.7382, loss: 16.0052, grad_norm: 58.0915 2023-12-26 06:35:41,971 - mmseg - INFO - Iter [96200/160000] lr: 3.988e-05, eta: 8:55:38, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2504, decode.loss_mask: 0.4802, decode.loss_dice: 0.7281, decode.d0.loss_cls: 1.2187, decode.d0.loss_mask: 0.5194, decode.d0.loss_dice: 0.8077, decode.d1.loss_cls: 0.3224, decode.d1.loss_mask: 0.5010, decode.d1.loss_dice: 0.7709, decode.d2.loss_cls: 0.2865, decode.d2.loss_mask: 0.4893, decode.d2.loss_dice: 0.7547, decode.d3.loss_cls: 0.2726, decode.d3.loss_mask: 0.4871, decode.d3.loss_dice: 0.7366, decode.d4.loss_cls: 0.2581, decode.d4.loss_mask: 0.4866, decode.d4.loss_dice: 0.7403, decode.d5.loss_cls: 0.2592, decode.d5.loss_mask: 0.4829, decode.d5.loss_dice: 0.7330, decode.d6.loss_cls: 0.2588, decode.d6.loss_mask: 0.4814, decode.d6.loss_dice: 0.7292, decode.d7.loss_cls: 0.2529, decode.d7.loss_mask: 0.4818, decode.d7.loss_dice: 0.7305, decode.d8.loss_cls: 0.2502, decode.d8.loss_mask: 0.4803, decode.d8.loss_dice: 0.7309, loss: 15.9816, grad_norm: 59.1975 2023-12-26 06:36:06,357 - mmseg - INFO - Iter [96250/160000] lr: 3.984e-05, eta: 8:55:12, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2260, decode.loss_mask: 0.4876, decode.loss_dice: 0.7439, decode.d0.loss_cls: 1.2115, decode.d0.loss_mask: 0.5301, decode.d0.loss_dice: 0.8261, decode.d1.loss_cls: 0.3150, decode.d1.loss_mask: 0.5063, decode.d1.loss_dice: 0.7831, decode.d2.loss_cls: 0.2811, decode.d2.loss_mask: 0.4962, decode.d2.loss_dice: 0.7603, decode.d3.loss_cls: 0.2657, decode.d3.loss_mask: 0.4901, decode.d3.loss_dice: 0.7461, decode.d4.loss_cls: 0.2486, decode.d4.loss_mask: 0.4905, decode.d4.loss_dice: 0.7437, decode.d5.loss_cls: 0.2459, decode.d5.loss_mask: 0.4897, decode.d5.loss_dice: 0.7438, decode.d6.loss_cls: 0.2392, decode.d6.loss_mask: 0.4881, decode.d6.loss_dice: 0.7402, decode.d7.loss_cls: 0.2344, decode.d7.loss_mask: 0.4890, decode.d7.loss_dice: 0.7439, decode.d8.loss_cls: 0.2275, decode.d8.loss_mask: 0.4882, decode.d8.loss_dice: 0.7478, loss: 16.0295, grad_norm: 61.9432 2023-12-26 06:36:30,687 - mmseg - INFO - Iter [96300/160000] lr: 3.981e-05, eta: 8:54:46, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2475, decode.loss_mask: 0.4768, decode.loss_dice: 0.7103, decode.d0.loss_cls: 1.2320, decode.d0.loss_mask: 0.5155, decode.d0.loss_dice: 0.7924, decode.d1.loss_cls: 0.3275, decode.d1.loss_mask: 0.4926, decode.d1.loss_dice: 0.7490, decode.d2.loss_cls: 0.2877, decode.d2.loss_mask: 0.4832, decode.d2.loss_dice: 0.7250, decode.d3.loss_cls: 0.2714, decode.d3.loss_mask: 0.4793, decode.d3.loss_dice: 0.7145, decode.d4.loss_cls: 0.2574, decode.d4.loss_mask: 0.4755, decode.d4.loss_dice: 0.7170, decode.d5.loss_cls: 0.2555, decode.d5.loss_mask: 0.4763, decode.d5.loss_dice: 0.7146, decode.d6.loss_cls: 0.2516, decode.d6.loss_mask: 0.4765, decode.d6.loss_dice: 0.7098, decode.d7.loss_cls: 0.2502, decode.d7.loss_mask: 0.4758, decode.d7.loss_dice: 0.7081, decode.d8.loss_cls: 0.2439, decode.d8.loss_mask: 0.4765, decode.d8.loss_dice: 0.7118, loss: 15.7052, grad_norm: 57.2640 2023-12-26 06:36:55,185 - mmseg - INFO - Iter [96350/160000] lr: 3.978e-05, eta: 8:54:20, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2472, decode.loss_mask: 0.5054, decode.loss_dice: 0.7438, decode.d0.loss_cls: 1.2261, decode.d0.loss_mask: 0.5478, decode.d0.loss_dice: 0.8323, decode.d1.loss_cls: 0.3222, decode.d1.loss_mask: 0.5238, decode.d1.loss_dice: 0.7942, decode.d2.loss_cls: 0.2917, decode.d2.loss_mask: 0.5140, decode.d2.loss_dice: 0.7655, decode.d3.loss_cls: 0.2716, decode.d3.loss_mask: 0.5132, decode.d3.loss_dice: 0.7575, decode.d4.loss_cls: 0.2656, decode.d4.loss_mask: 0.5110, decode.d4.loss_dice: 0.7516, decode.d5.loss_cls: 0.2586, decode.d5.loss_mask: 0.5092, decode.d5.loss_dice: 0.7563, decode.d6.loss_cls: 0.2544, decode.d6.loss_mask: 0.5079, decode.d6.loss_dice: 0.7468, decode.d7.loss_cls: 0.2539, decode.d7.loss_mask: 0.5065, decode.d7.loss_dice: 0.7466, decode.d8.loss_cls: 0.2562, decode.d8.loss_mask: 0.5061, decode.d8.loss_dice: 0.7505, loss: 16.4374, grad_norm: 64.7028 2023-12-26 06:37:19,639 - mmseg - INFO - Iter [96400/160000] lr: 3.975e-05, eta: 8:53:55, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2480, decode.loss_mask: 0.4826, decode.loss_dice: 0.7420, decode.d0.loss_cls: 1.2496, decode.d0.loss_mask: 0.5264, decode.d0.loss_dice: 0.8253, decode.d1.loss_cls: 0.3231, decode.d1.loss_mask: 0.4982, decode.d1.loss_dice: 0.7800, decode.d2.loss_cls: 0.2928, decode.d2.loss_mask: 0.4904, decode.d2.loss_dice: 0.7567, decode.d3.loss_cls: 0.2753, decode.d3.loss_mask: 0.4865, decode.d3.loss_dice: 0.7421, decode.d4.loss_cls: 0.2615, decode.d4.loss_mask: 0.4861, decode.d4.loss_dice: 0.7480, decode.d5.loss_cls: 0.2589, decode.d5.loss_mask: 0.4871, decode.d5.loss_dice: 0.7437, decode.d6.loss_cls: 0.2517, decode.d6.loss_mask: 0.4852, decode.d6.loss_dice: 0.7438, decode.d7.loss_cls: 0.2498, decode.d7.loss_mask: 0.4862, decode.d7.loss_dice: 0.7416, decode.d8.loss_cls: 0.2482, decode.d8.loss_mask: 0.4850, decode.d8.loss_dice: 0.7444, loss: 16.1399, grad_norm: 61.3935 2023-12-26 06:37:43,861 - mmseg - INFO - Iter [96450/160000] lr: 3.972e-05, eta: 8:53:29, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2530, decode.loss_mask: 0.5063, decode.loss_dice: 0.7475, decode.d0.loss_cls: 1.2512, decode.d0.loss_mask: 0.5411, decode.d0.loss_dice: 0.8221, decode.d1.loss_cls: 0.3261, decode.d1.loss_mask: 0.5214, decode.d1.loss_dice: 0.7884, decode.d2.loss_cls: 0.2938, decode.d2.loss_mask: 0.5115, decode.d2.loss_dice: 0.7672, decode.d3.loss_cls: 0.2786, decode.d3.loss_mask: 0.5055, decode.d3.loss_dice: 0.7526, decode.d4.loss_cls: 0.2728, decode.d4.loss_mask: 0.5055, decode.d4.loss_dice: 0.7514, decode.d5.loss_cls: 0.2645, decode.d5.loss_mask: 0.5049, decode.d5.loss_dice: 0.7537, decode.d6.loss_cls: 0.2588, decode.d6.loss_mask: 0.5061, decode.d6.loss_dice: 0.7468, decode.d7.loss_cls: 0.2553, decode.d7.loss_mask: 0.5039, decode.d7.loss_dice: 0.7473, decode.d8.loss_cls: 0.2537, decode.d8.loss_mask: 0.5068, decode.d8.loss_dice: 0.7474, loss: 16.4451, grad_norm: 70.7627 2023-12-26 06:38:08,222 - mmseg - INFO - Iter [96500/160000] lr: 3.969e-05, eta: 8:53:03, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2406, decode.loss_mask: 0.4867, decode.loss_dice: 0.7379, decode.d0.loss_cls: 1.2364, decode.d0.loss_mask: 0.5297, decode.d0.loss_dice: 0.8277, decode.d1.loss_cls: 0.3168, decode.d1.loss_mask: 0.5031, decode.d1.loss_dice: 0.7836, decode.d2.loss_cls: 0.2850, decode.d2.loss_mask: 0.4934, decode.d2.loss_dice: 0.7619, decode.d3.loss_cls: 0.2666, decode.d3.loss_mask: 0.4886, decode.d3.loss_dice: 0.7495, decode.d4.loss_cls: 0.2551, decode.d4.loss_mask: 0.4875, decode.d4.loss_dice: 0.7504, decode.d5.loss_cls: 0.2544, decode.d5.loss_mask: 0.4866, decode.d5.loss_dice: 0.7472, decode.d6.loss_cls: 0.2495, decode.d6.loss_mask: 0.4872, decode.d6.loss_dice: 0.7383, decode.d7.loss_cls: 0.2435, decode.d7.loss_mask: 0.4861, decode.d7.loss_dice: 0.7408, decode.d8.loss_cls: 0.2420, decode.d8.loss_mask: 0.4871, decode.d8.loss_dice: 0.7378, loss: 16.1007, grad_norm: 63.6838 2023-12-26 06:38:32,451 - mmseg - INFO - Iter [96550/160000] lr: 3.966e-05, eta: 8:52:37, time: 0.485, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2216, decode.loss_mask: 0.4958, decode.loss_dice: 0.7182, decode.d0.loss_cls: 1.2093, decode.d0.loss_mask: 0.5325, decode.d0.loss_dice: 0.7892, decode.d1.loss_cls: 0.3004, decode.d1.loss_mask: 0.5120, decode.d1.loss_dice: 0.7578, decode.d2.loss_cls: 0.2626, decode.d2.loss_mask: 0.5023, decode.d2.loss_dice: 0.7358, decode.d3.loss_cls: 0.2479, decode.d3.loss_mask: 0.5007, decode.d3.loss_dice: 0.7293, decode.d4.loss_cls: 0.2370, decode.d4.loss_mask: 0.4994, decode.d4.loss_dice: 0.7267, decode.d5.loss_cls: 0.2313, decode.d5.loss_mask: 0.4982, decode.d5.loss_dice: 0.7233, decode.d6.loss_cls: 0.2281, decode.d6.loss_mask: 0.4965, decode.d6.loss_dice: 0.7213, decode.d7.loss_cls: 0.2285, decode.d7.loss_mask: 0.4947, decode.d7.loss_dice: 0.7162, decode.d8.loss_cls: 0.2247, decode.d8.loss_mask: 0.4956, decode.d8.loss_dice: 0.7189, loss: 15.7556, grad_norm: 60.8646 2023-12-26 06:38:56,835 - mmseg - INFO - Iter [96600/160000] lr: 3.963e-05, eta: 8:52:11, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2319, decode.loss_mask: 0.4791, decode.loss_dice: 0.7366, decode.d0.loss_cls: 1.2492, decode.d0.loss_mask: 0.5174, decode.d0.loss_dice: 0.7975, decode.d1.loss_cls: 0.3117, decode.d1.loss_mask: 0.4935, decode.d1.loss_dice: 0.7696, decode.d2.loss_cls: 0.2764, decode.d2.loss_mask: 0.4822, decode.d2.loss_dice: 0.7447, decode.d3.loss_cls: 0.2594, decode.d3.loss_mask: 0.4815, decode.d3.loss_dice: 0.7370, decode.d4.loss_cls: 0.2475, decode.d4.loss_mask: 0.4821, decode.d4.loss_dice: 0.7362, decode.d5.loss_cls: 0.2489, decode.d5.loss_mask: 0.4776, decode.d5.loss_dice: 0.7335, decode.d6.loss_cls: 0.2456, decode.d6.loss_mask: 0.4785, decode.d6.loss_dice: 0.7345, decode.d7.loss_cls: 0.2368, decode.d7.loss_mask: 0.4778, decode.d7.loss_dice: 0.7344, decode.d8.loss_cls: 0.2348, decode.d8.loss_mask: 0.4784, decode.d8.loss_dice: 0.7366, loss: 15.8508, grad_norm: 57.8247 2023-12-26 06:39:21,033 - mmseg - INFO - Iter [96650/160000] lr: 3.959e-05, eta: 8:51:45, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2499, decode.loss_mask: 0.4899, decode.loss_dice: 0.7420, decode.d0.loss_cls: 1.2225, decode.d0.loss_mask: 0.5310, decode.d0.loss_dice: 0.8310, decode.d1.loss_cls: 0.3276, decode.d1.loss_mask: 0.5068, decode.d1.loss_dice: 0.7926, decode.d2.loss_cls: 0.2949, decode.d2.loss_mask: 0.4940, decode.d2.loss_dice: 0.7649, decode.d3.loss_cls: 0.2731, decode.d3.loss_mask: 0.4912, decode.d3.loss_dice: 0.7518, decode.d4.loss_cls: 0.2672, decode.d4.loss_mask: 0.4912, decode.d4.loss_dice: 0.7525, decode.d5.loss_cls: 0.2598, decode.d5.loss_mask: 0.4893, decode.d5.loss_dice: 0.7438, decode.d6.loss_cls: 0.2568, decode.d6.loss_mask: 0.4909, decode.d6.loss_dice: 0.7401, decode.d7.loss_cls: 0.2540, decode.d7.loss_mask: 0.4900, decode.d7.loss_dice: 0.7439, decode.d8.loss_cls: 0.2519, decode.d8.loss_mask: 0.4897, decode.d8.loss_dice: 0.7440, loss: 16.2283, grad_norm: 57.3712 2023-12-26 06:39:45,341 - mmseg - INFO - Iter [96700/160000] lr: 3.956e-05, eta: 8:51:20, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2160, decode.loss_mask: 0.4717, decode.loss_dice: 0.7115, decode.d0.loss_cls: 1.2258, decode.d0.loss_mask: 0.5065, decode.d0.loss_dice: 0.7806, decode.d1.loss_cls: 0.2969, decode.d1.loss_mask: 0.4904, decode.d1.loss_dice: 0.7511, decode.d2.loss_cls: 0.2621, decode.d2.loss_mask: 0.4808, decode.d2.loss_dice: 0.7252, decode.d3.loss_cls: 0.2422, decode.d3.loss_mask: 0.4772, decode.d3.loss_dice: 0.7119, decode.d4.loss_cls: 0.2328, decode.d4.loss_mask: 0.4755, decode.d4.loss_dice: 0.7157, decode.d5.loss_cls: 0.2283, decode.d5.loss_mask: 0.4743, decode.d5.loss_dice: 0.7123, decode.d6.loss_cls: 0.2262, decode.d6.loss_mask: 0.4724, decode.d6.loss_dice: 0.7062, decode.d7.loss_cls: 0.2236, decode.d7.loss_mask: 0.4733, decode.d7.loss_dice: 0.7098, decode.d8.loss_cls: 0.2198, decode.d8.loss_mask: 0.4714, decode.d8.loss_dice: 0.7102, loss: 15.4017, grad_norm: 57.3456 2023-12-26 06:40:09,679 - mmseg - INFO - Iter [96750/160000] lr: 3.953e-05, eta: 8:50:54, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2342, decode.loss_mask: 0.4918, decode.loss_dice: 0.7365, decode.d0.loss_cls: 1.2538, decode.d0.loss_mask: 0.5375, decode.d0.loss_dice: 0.8190, decode.d1.loss_cls: 0.3182, decode.d1.loss_mask: 0.5115, decode.d1.loss_dice: 0.7821, decode.d2.loss_cls: 0.2832, decode.d2.loss_mask: 0.5019, decode.d2.loss_dice: 0.7565, decode.d3.loss_cls: 0.2658, decode.d3.loss_mask: 0.4941, decode.d3.loss_dice: 0.7455, decode.d4.loss_cls: 0.2542, decode.d4.loss_mask: 0.4931, decode.d4.loss_dice: 0.7437, decode.d5.loss_cls: 0.2464, decode.d5.loss_mask: 0.4926, decode.d5.loss_dice: 0.7417, decode.d6.loss_cls: 0.2444, decode.d6.loss_mask: 0.4911, decode.d6.loss_dice: 0.7339, decode.d7.loss_cls: 0.2380, decode.d7.loss_mask: 0.4901, decode.d7.loss_dice: 0.7362, decode.d8.loss_cls: 0.2379, decode.d8.loss_mask: 0.4929, decode.d8.loss_dice: 0.7358, loss: 16.1038, grad_norm: 57.7384 2023-12-26 06:40:33,868 - mmseg - INFO - Iter [96800/160000] lr: 3.950e-05, eta: 8:50:28, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2402, decode.loss_mask: 0.4904, decode.loss_dice: 0.7281, decode.d0.loss_cls: 1.2206, decode.d0.loss_mask: 0.5288, decode.d0.loss_dice: 0.8088, decode.d1.loss_cls: 0.3102, decode.d1.loss_mask: 0.5053, decode.d1.loss_dice: 0.7670, decode.d2.loss_cls: 0.2773, decode.d2.loss_mask: 0.4984, decode.d2.loss_dice: 0.7500, decode.d3.loss_cls: 0.2677, decode.d3.loss_mask: 0.4942, decode.d3.loss_dice: 0.7331, decode.d4.loss_cls: 0.2562, decode.d4.loss_mask: 0.4947, decode.d4.loss_dice: 0.7330, decode.d5.loss_cls: 0.2496, decode.d5.loss_mask: 0.4942, decode.d5.loss_dice: 0.7318, decode.d6.loss_cls: 0.2470, decode.d6.loss_mask: 0.4930, decode.d6.loss_dice: 0.7273, decode.d7.loss_cls: 0.2416, decode.d7.loss_mask: 0.4917, decode.d7.loss_dice: 0.7272, decode.d8.loss_cls: 0.2387, decode.d8.loss_mask: 0.4916, decode.d8.loss_dice: 0.7288, loss: 15.9665, grad_norm: 61.0934 2023-12-26 06:40:58,365 - mmseg - INFO - Iter [96850/160000] lr: 3.947e-05, eta: 8:50:02, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2278, decode.loss_mask: 0.4974, decode.loss_dice: 0.7314, decode.d0.loss_cls: 1.2174, decode.d0.loss_mask: 0.5469, decode.d0.loss_dice: 0.8048, decode.d1.loss_cls: 0.3134, decode.d1.loss_mask: 0.5159, decode.d1.loss_dice: 0.7668, decode.d2.loss_cls: 0.2648, decode.d2.loss_mask: 0.5055, decode.d2.loss_dice: 0.7529, decode.d3.loss_cls: 0.2571, decode.d3.loss_mask: 0.4996, decode.d3.loss_dice: 0.7366, decode.d4.loss_cls: 0.2401, decode.d4.loss_mask: 0.4996, decode.d4.loss_dice: 0.7371, decode.d5.loss_cls: 0.2382, decode.d5.loss_mask: 0.5002, decode.d5.loss_dice: 0.7331, decode.d6.loss_cls: 0.2394, decode.d6.loss_mask: 0.4985, decode.d6.loss_dice: 0.7297, decode.d7.loss_cls: 0.2307, decode.d7.loss_mask: 0.4982, decode.d7.loss_dice: 0.7305, decode.d8.loss_cls: 0.2328, decode.d8.loss_mask: 0.4968, decode.d8.loss_dice: 0.7286, loss: 15.9716, grad_norm: 65.1606 2023-12-26 06:41:22,629 - mmseg - INFO - Iter [96900/160000] lr: 3.944e-05, eta: 8:49:36, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2241, decode.loss_mask: 0.4926, decode.loss_dice: 0.7338, decode.d0.loss_cls: 1.2161, decode.d0.loss_mask: 0.5359, decode.d0.loss_dice: 0.8096, decode.d1.loss_cls: 0.2885, decode.d1.loss_mask: 0.5097, decode.d1.loss_dice: 0.7725, decode.d2.loss_cls: 0.2645, decode.d2.loss_mask: 0.4963, decode.d2.loss_dice: 0.7466, decode.d3.loss_cls: 0.2540, decode.d3.loss_mask: 0.4957, decode.d3.loss_dice: 0.7375, decode.d4.loss_cls: 0.2382, decode.d4.loss_mask: 0.4940, decode.d4.loss_dice: 0.7394, decode.d5.loss_cls: 0.2319, decode.d5.loss_mask: 0.4936, decode.d5.loss_dice: 0.7370, decode.d6.loss_cls: 0.2303, decode.d6.loss_mask: 0.4923, decode.d6.loss_dice: 0.7306, decode.d7.loss_cls: 0.2263, decode.d7.loss_mask: 0.4931, decode.d7.loss_dice: 0.7336, decode.d8.loss_cls: 0.2246, decode.d8.loss_mask: 0.4919, decode.d8.loss_dice: 0.7352, loss: 15.8698, grad_norm: 61.0645 2023-12-26 06:41:46,959 - mmseg - INFO - Iter [96950/160000] lr: 3.941e-05, eta: 8:49:11, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2539, decode.loss_mask: 0.4927, decode.loss_dice: 0.7571, decode.d0.loss_cls: 1.2895, decode.d0.loss_mask: 0.5339, decode.d0.loss_dice: 0.8421, decode.d1.loss_cls: 0.3245, decode.d1.loss_mask: 0.5133, decode.d1.loss_dice: 0.8070, decode.d2.loss_cls: 0.2934, decode.d2.loss_mask: 0.5034, decode.d2.loss_dice: 0.7832, decode.d3.loss_cls: 0.2814, decode.d3.loss_mask: 0.4997, decode.d3.loss_dice: 0.7649, decode.d4.loss_cls: 0.2771, decode.d4.loss_mask: 0.4970, decode.d4.loss_dice: 0.7676, decode.d5.loss_cls: 0.2627, decode.d5.loss_mask: 0.4989, decode.d5.loss_dice: 0.7667, decode.d6.loss_cls: 0.2601, decode.d6.loss_mask: 0.4947, decode.d6.loss_dice: 0.7573, decode.d7.loss_cls: 0.2562, decode.d7.loss_mask: 0.4938, decode.d7.loss_dice: 0.7576, decode.d8.loss_cls: 0.2541, decode.d8.loss_mask: 0.4938, decode.d8.loss_dice: 0.7604, loss: 16.5379, grad_norm: 63.3550 2023-12-26 06:42:11,409 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 06:42:11,409 - mmseg - INFO - Iter [97000/160000] lr: 3.938e-05, eta: 8:48:45, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2443, decode.loss_mask: 0.4975, decode.loss_dice: 0.7410, decode.d0.loss_cls: 1.2716, decode.d0.loss_mask: 0.5292, decode.d0.loss_dice: 0.8171, decode.d1.loss_cls: 0.3272, decode.d1.loss_mask: 0.5148, decode.d1.loss_dice: 0.7788, decode.d2.loss_cls: 0.2937, decode.d2.loss_mask: 0.5022, decode.d2.loss_dice: 0.7598, decode.d3.loss_cls: 0.2743, decode.d3.loss_mask: 0.5013, decode.d3.loss_dice: 0.7507, decode.d4.loss_cls: 0.2659, decode.d4.loss_mask: 0.4967, decode.d4.loss_dice: 0.7473, decode.d5.loss_cls: 0.2569, decode.d5.loss_mask: 0.4968, decode.d5.loss_dice: 0.7471, decode.d6.loss_cls: 0.2523, decode.d6.loss_mask: 0.4957, decode.d6.loss_dice: 0.7417, decode.d7.loss_cls: 0.2474, decode.d7.loss_mask: 0.4981, decode.d7.loss_dice: 0.7417, decode.d8.loss_cls: 0.2443, decode.d8.loss_mask: 0.4969, decode.d8.loss_dice: 0.7417, loss: 16.2739, grad_norm: 62.9695 2023-12-26 06:42:35,701 - mmseg - INFO - Iter [97050/160000] lr: 3.934e-05, eta: 8:48:19, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2583, decode.loss_mask: 0.4841, decode.loss_dice: 0.7439, decode.d0.loss_cls: 1.2416, decode.d0.loss_mask: 0.5198, decode.d0.loss_dice: 0.8336, decode.d1.loss_cls: 0.3368, decode.d1.loss_mask: 0.4963, decode.d1.loss_dice: 0.7907, decode.d2.loss_cls: 0.3086, decode.d2.loss_mask: 0.4888, decode.d2.loss_dice: 0.7649, decode.d3.loss_cls: 0.2906, decode.d3.loss_mask: 0.4860, decode.d3.loss_dice: 0.7558, decode.d4.loss_cls: 0.2757, decode.d4.loss_mask: 0.4873, decode.d4.loss_dice: 0.7522, decode.d5.loss_cls: 0.2760, decode.d5.loss_mask: 0.4837, decode.d5.loss_dice: 0.7510, decode.d6.loss_cls: 0.2691, decode.d6.loss_mask: 0.4847, decode.d6.loss_dice: 0.7454, decode.d7.loss_cls: 0.2624, decode.d7.loss_mask: 0.4842, decode.d7.loss_dice: 0.7443, decode.d8.loss_cls: 0.2591, decode.d8.loss_mask: 0.4838, decode.d8.loss_dice: 0.7457, loss: 16.3039, grad_norm: 60.8351 2023-12-26 06:42:59,861 - mmseg - INFO - Iter [97100/160000] lr: 3.931e-05, eta: 8:47:53, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2593, decode.loss_mask: 0.4782, decode.loss_dice: 0.7361, decode.d0.loss_cls: 1.2800, decode.d0.loss_mask: 0.5147, decode.d0.loss_dice: 0.8212, decode.d1.loss_cls: 0.3395, decode.d1.loss_mask: 0.4963, decode.d1.loss_dice: 0.7807, decode.d2.loss_cls: 0.2980, decode.d2.loss_mask: 0.4869, decode.d2.loss_dice: 0.7577, decode.d3.loss_cls: 0.2814, decode.d3.loss_mask: 0.4795, decode.d3.loss_dice: 0.7451, decode.d4.loss_cls: 0.2718, decode.d4.loss_mask: 0.4802, decode.d4.loss_dice: 0.7394, decode.d5.loss_cls: 0.2722, decode.d5.loss_mask: 0.4783, decode.d5.loss_dice: 0.7373, decode.d6.loss_cls: 0.2632, decode.d6.loss_mask: 0.4797, decode.d6.loss_dice: 0.7377, decode.d7.loss_cls: 0.2611, decode.d7.loss_mask: 0.4793, decode.d7.loss_dice: 0.7344, decode.d8.loss_cls: 0.2589, decode.d8.loss_mask: 0.4785, decode.d8.loss_dice: 0.7355, loss: 16.1622, grad_norm: 59.7684 2023-12-26 06:43:26,482 - mmseg - INFO - Iter [97150/160000] lr: 3.928e-05, eta: 8:47:29, time: 0.532, data_time: 0.058, memory: 40245, decode.loss_cls: 0.2567, decode.loss_mask: 0.4867, decode.loss_dice: 0.7185, decode.d0.loss_cls: 1.2462, decode.d0.loss_mask: 0.5247, decode.d0.loss_dice: 0.8020, decode.d1.loss_cls: 0.3282, decode.d1.loss_mask: 0.4980, decode.d1.loss_dice: 0.7563, decode.d2.loss_cls: 0.2948, decode.d2.loss_mask: 0.4931, decode.d2.loss_dice: 0.7360, decode.d3.loss_cls: 0.2782, decode.d3.loss_mask: 0.4878, decode.d3.loss_dice: 0.7250, decode.d4.loss_cls: 0.2696, decode.d4.loss_mask: 0.4869, decode.d4.loss_dice: 0.7264, decode.d5.loss_cls: 0.2637, decode.d5.loss_mask: 0.4878, decode.d5.loss_dice: 0.7211, decode.d6.loss_cls: 0.2656, decode.d6.loss_mask: 0.4857, decode.d6.loss_dice: 0.7175, decode.d7.loss_cls: 0.2602, decode.d7.loss_mask: 0.4859, decode.d7.loss_dice: 0.7169, decode.d8.loss_cls: 0.2566, decode.d8.loss_mask: 0.4864, decode.d8.loss_dice: 0.7187, loss: 15.9811, grad_norm: 64.5472 2023-12-26 06:43:50,905 - mmseg - INFO - Iter [97200/160000] lr: 3.925e-05, eta: 8:47:03, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2365, decode.loss_mask: 0.4885, decode.loss_dice: 0.7283, decode.d0.loss_cls: 1.2382, decode.d0.loss_mask: 0.5346, decode.d0.loss_dice: 0.8079, decode.d1.loss_cls: 0.3184, decode.d1.loss_mask: 0.5085, decode.d1.loss_dice: 0.7610, decode.d2.loss_cls: 0.2769, decode.d2.loss_mask: 0.4966, decode.d2.loss_dice: 0.7382, decode.d3.loss_cls: 0.2603, decode.d3.loss_mask: 0.4913, decode.d3.loss_dice: 0.7311, decode.d4.loss_cls: 0.2508, decode.d4.loss_mask: 0.4913, decode.d4.loss_dice: 0.7320, decode.d5.loss_cls: 0.2462, decode.d5.loss_mask: 0.4897, decode.d5.loss_dice: 0.7282, decode.d6.loss_cls: 0.2423, decode.d6.loss_mask: 0.4891, decode.d6.loss_dice: 0.7229, decode.d7.loss_cls: 0.2377, decode.d7.loss_mask: 0.4893, decode.d7.loss_dice: 0.7250, decode.d8.loss_cls: 0.2381, decode.d8.loss_mask: 0.4881, decode.d8.loss_dice: 0.7232, loss: 15.9100, grad_norm: 64.6641 2023-12-26 06:44:15,274 - mmseg - INFO - Iter [97250/160000] lr: 3.922e-05, eta: 8:46:37, time: 0.487, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2207, decode.loss_mask: 0.4885, decode.loss_dice: 0.7481, decode.d0.loss_cls: 1.2181, decode.d0.loss_mask: 0.5303, decode.d0.loss_dice: 0.8286, decode.d1.loss_cls: 0.3030, decode.d1.loss_mask: 0.5021, decode.d1.loss_dice: 0.7916, decode.d2.loss_cls: 0.2716, decode.d2.loss_mask: 0.4962, decode.d2.loss_dice: 0.7718, decode.d3.loss_cls: 0.2510, decode.d3.loss_mask: 0.4926, decode.d3.loss_dice: 0.7565, decode.d4.loss_cls: 0.2406, decode.d4.loss_mask: 0.4900, decode.d4.loss_dice: 0.7547, decode.d5.loss_cls: 0.2358, decode.d5.loss_mask: 0.4892, decode.d5.loss_dice: 0.7530, decode.d6.loss_cls: 0.2252, decode.d6.loss_mask: 0.4886, decode.d6.loss_dice: 0.7465, decode.d7.loss_cls: 0.2234, decode.d7.loss_mask: 0.4878, decode.d7.loss_dice: 0.7489, decode.d8.loss_cls: 0.2240, decode.d8.loss_mask: 0.4886, decode.d8.loss_dice: 0.7510, loss: 16.0180, grad_norm: 65.0786 2023-12-26 06:44:39,591 - mmseg - INFO - Iter [97300/160000] lr: 3.919e-05, eta: 8:46:12, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2318, decode.loss_mask: 0.4838, decode.loss_dice: 0.7259, decode.d0.loss_cls: 1.2068, decode.d0.loss_mask: 0.5237, decode.d0.loss_dice: 0.8044, decode.d1.loss_cls: 0.3022, decode.d1.loss_mask: 0.4998, decode.d1.loss_dice: 0.7712, decode.d2.loss_cls: 0.2704, decode.d2.loss_mask: 0.4906, decode.d2.loss_dice: 0.7473, decode.d3.loss_cls: 0.2530, decode.d3.loss_mask: 0.4887, decode.d3.loss_dice: 0.7383, decode.d4.loss_cls: 0.2409, decode.d4.loss_mask: 0.4891, decode.d4.loss_dice: 0.7390, decode.d5.loss_cls: 0.2388, decode.d5.loss_mask: 0.4867, decode.d5.loss_dice: 0.7349, decode.d6.loss_cls: 0.2346, decode.d6.loss_mask: 0.4866, decode.d6.loss_dice: 0.7334, decode.d7.loss_cls: 0.2326, decode.d7.loss_mask: 0.4843, decode.d7.loss_dice: 0.7300, decode.d8.loss_cls: 0.2291, decode.d8.loss_mask: 0.4840, decode.d8.loss_dice: 0.7324, loss: 15.8143, grad_norm: 61.5071 2023-12-26 06:45:04,066 - mmseg - INFO - Iter [97350/160000] lr: 3.916e-05, eta: 8:45:46, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2277, decode.loss_mask: 0.4748, decode.loss_dice: 0.6991, decode.d0.loss_cls: 1.2074, decode.d0.loss_mask: 0.5150, decode.d0.loss_dice: 0.7842, decode.d1.loss_cls: 0.2984, decode.d1.loss_mask: 0.4941, decode.d1.loss_dice: 0.7481, decode.d2.loss_cls: 0.2657, decode.d2.loss_mask: 0.4816, decode.d2.loss_dice: 0.7145, decode.d3.loss_cls: 0.2504, decode.d3.loss_mask: 0.4768, decode.d3.loss_dice: 0.7076, decode.d4.loss_cls: 0.2437, decode.d4.loss_mask: 0.4771, decode.d4.loss_dice: 0.7033, decode.d5.loss_cls: 0.2395, decode.d5.loss_mask: 0.4758, decode.d5.loss_dice: 0.6999, decode.d6.loss_cls: 0.2319, decode.d6.loss_mask: 0.4757, decode.d6.loss_dice: 0.6984, decode.d7.loss_cls: 0.2301, decode.d7.loss_mask: 0.4744, decode.d7.loss_dice: 0.7001, decode.d8.loss_cls: 0.2281, decode.d8.loss_mask: 0.4754, decode.d8.loss_dice: 0.7002, loss: 15.3989, grad_norm: 60.3304 2023-12-26 06:45:28,376 - mmseg - INFO - Iter [97400/160000] lr: 3.913e-05, eta: 8:45:20, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2401, decode.loss_mask: 0.4895, decode.loss_dice: 0.7313, decode.d0.loss_cls: 1.2342, decode.d0.loss_mask: 0.5272, decode.d0.loss_dice: 0.7973, decode.d1.loss_cls: 0.3080, decode.d1.loss_mask: 0.5025, decode.d1.loss_dice: 0.7627, decode.d2.loss_cls: 0.2811, decode.d2.loss_mask: 0.4952, decode.d2.loss_dice: 0.7421, decode.d3.loss_cls: 0.2648, decode.d3.loss_mask: 0.4906, decode.d3.loss_dice: 0.7386, decode.d4.loss_cls: 0.2583, decode.d4.loss_mask: 0.4911, decode.d4.loss_dice: 0.7340, decode.d5.loss_cls: 0.2548, decode.d5.loss_mask: 0.4895, decode.d5.loss_dice: 0.7331, decode.d6.loss_cls: 0.2478, decode.d6.loss_mask: 0.4891, decode.d6.loss_dice: 0.7287, decode.d7.loss_cls: 0.2486, decode.d7.loss_mask: 0.4890, decode.d7.loss_dice: 0.7279, decode.d8.loss_cls: 0.2444, decode.d8.loss_mask: 0.4901, decode.d8.loss_dice: 0.7320, loss: 15.9635, grad_norm: 63.3020 2023-12-26 06:45:52,970 - mmseg - INFO - Iter [97450/160000] lr: 3.909e-05, eta: 8:44:55, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2350, decode.loss_mask: 0.4809, decode.loss_dice: 0.7208, decode.d0.loss_cls: 1.2457, decode.d0.loss_mask: 0.5193, decode.d0.loss_dice: 0.7945, decode.d1.loss_cls: 0.3144, decode.d1.loss_mask: 0.4985, decode.d1.loss_dice: 0.7598, decode.d2.loss_cls: 0.2799, decode.d2.loss_mask: 0.4883, decode.d2.loss_dice: 0.7380, decode.d3.loss_cls: 0.2637, decode.d3.loss_mask: 0.4850, decode.d3.loss_dice: 0.7282, decode.d4.loss_cls: 0.2546, decode.d4.loss_mask: 0.4847, decode.d4.loss_dice: 0.7272, decode.d5.loss_cls: 0.2525, decode.d5.loss_mask: 0.4816, decode.d5.loss_dice: 0.7279, decode.d6.loss_cls: 0.2461, decode.d6.loss_mask: 0.4813, decode.d6.loss_dice: 0.7248, decode.d7.loss_cls: 0.2422, decode.d7.loss_mask: 0.4815, decode.d7.loss_dice: 0.7223, decode.d8.loss_cls: 0.2384, decode.d8.loss_mask: 0.4809, decode.d8.loss_dice: 0.7230, loss: 15.8211, grad_norm: 58.9909 2023-12-26 06:46:17,278 - mmseg - INFO - Iter [97500/160000] lr: 3.906e-05, eta: 8:44:29, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2292, decode.loss_mask: 0.4812, decode.loss_dice: 0.7373, decode.d0.loss_cls: 1.2308, decode.d0.loss_mask: 0.5256, decode.d0.loss_dice: 0.8178, decode.d1.loss_cls: 0.3145, decode.d1.loss_mask: 0.4994, decode.d1.loss_dice: 0.7819, decode.d2.loss_cls: 0.2724, decode.d2.loss_mask: 0.4923, decode.d2.loss_dice: 0.7594, decode.d3.loss_cls: 0.2640, decode.d3.loss_mask: 0.4854, decode.d3.loss_dice: 0.7443, decode.d4.loss_cls: 0.2489, decode.d4.loss_mask: 0.4851, decode.d4.loss_dice: 0.7423, decode.d5.loss_cls: 0.2419, decode.d5.loss_mask: 0.4835, decode.d5.loss_dice: 0.7400, decode.d6.loss_cls: 0.2419, decode.d6.loss_mask: 0.4816, decode.d6.loss_dice: 0.7336, decode.d7.loss_cls: 0.2356, decode.d7.loss_mask: 0.4822, decode.d7.loss_dice: 0.7382, decode.d8.loss_cls: 0.2301, decode.d8.loss_mask: 0.4810, decode.d8.loss_dice: 0.7357, loss: 15.9370, grad_norm: 61.7453 2023-12-26 06:46:41,574 - mmseg - INFO - Iter [97550/160000] lr: 3.903e-05, eta: 8:44:03, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2275, decode.loss_mask: 0.4854, decode.loss_dice: 0.7396, decode.d0.loss_cls: 1.2259, decode.d0.loss_mask: 0.5273, decode.d0.loss_dice: 0.8154, decode.d1.loss_cls: 0.3035, decode.d1.loss_mask: 0.5027, decode.d1.loss_dice: 0.7789, decode.d2.loss_cls: 0.2672, decode.d2.loss_mask: 0.4925, decode.d2.loss_dice: 0.7551, decode.d3.loss_cls: 0.2477, decode.d3.loss_mask: 0.4910, decode.d3.loss_dice: 0.7526, decode.d4.loss_cls: 0.2398, decode.d4.loss_mask: 0.4883, decode.d4.loss_dice: 0.7490, decode.d5.loss_cls: 0.2346, decode.d5.loss_mask: 0.4881, decode.d5.loss_dice: 0.7427, decode.d6.loss_cls: 0.2266, decode.d6.loss_mask: 0.4882, decode.d6.loss_dice: 0.7417, decode.d7.loss_cls: 0.2239, decode.d7.loss_mask: 0.4880, decode.d7.loss_dice: 0.7417, decode.d8.loss_cls: 0.2198, decode.d8.loss_mask: 0.4860, decode.d8.loss_dice: 0.7434, loss: 15.9142, grad_norm: 60.3828 2023-12-26 06:47:05,786 - mmseg - INFO - Iter [97600/160000] lr: 3.900e-05, eta: 8:43:37, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2387, decode.loss_mask: 0.4804, decode.loss_dice: 0.7377, decode.d0.loss_cls: 1.2404, decode.d0.loss_mask: 0.5176, decode.d0.loss_dice: 0.8132, decode.d1.loss_cls: 0.3098, decode.d1.loss_mask: 0.5029, decode.d1.loss_dice: 0.7848, decode.d2.loss_cls: 0.2775, decode.d2.loss_mask: 0.4903, decode.d2.loss_dice: 0.7584, decode.d3.loss_cls: 0.2633, decode.d3.loss_mask: 0.4822, decode.d3.loss_dice: 0.7405, decode.d4.loss_cls: 0.2495, decode.d4.loss_mask: 0.4838, decode.d4.loss_dice: 0.7441, decode.d5.loss_cls: 0.2439, decode.d5.loss_mask: 0.4851, decode.d5.loss_dice: 0.7434, decode.d6.loss_cls: 0.2430, decode.d6.loss_mask: 0.4821, decode.d6.loss_dice: 0.7367, decode.d7.loss_cls: 0.2354, decode.d7.loss_mask: 0.4813, decode.d7.loss_dice: 0.7389, decode.d8.loss_cls: 0.2396, decode.d8.loss_mask: 0.4813, decode.d8.loss_dice: 0.7368, loss: 15.9626, grad_norm: 57.7448 2023-12-26 06:47:29,947 - mmseg - INFO - Iter [97650/160000] lr: 3.897e-05, eta: 8:43:11, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2237, decode.loss_mask: 0.4904, decode.loss_dice: 0.7302, decode.d0.loss_cls: 1.2384, decode.d0.loss_mask: 0.5307, decode.d0.loss_dice: 0.8087, decode.d1.loss_cls: 0.2932, decode.d1.loss_mask: 0.5073, decode.d1.loss_dice: 0.7741, decode.d2.loss_cls: 0.2535, decode.d2.loss_mask: 0.4958, decode.d2.loss_dice: 0.7522, decode.d3.loss_cls: 0.2481, decode.d3.loss_mask: 0.4938, decode.d3.loss_dice: 0.7375, decode.d4.loss_cls: 0.2337, decode.d4.loss_mask: 0.4920, decode.d4.loss_dice: 0.7374, decode.d5.loss_cls: 0.2298, decode.d5.loss_mask: 0.4936, decode.d5.loss_dice: 0.7364, decode.d6.loss_cls: 0.2312, decode.d6.loss_mask: 0.4906, decode.d6.loss_dice: 0.7288, decode.d7.loss_cls: 0.2238, decode.d7.loss_mask: 0.4905, decode.d7.loss_dice: 0.7327, decode.d8.loss_cls: 0.2241, decode.d8.loss_mask: 0.4902, decode.d8.loss_dice: 0.7311, loss: 15.8436, grad_norm: 61.0994 2023-12-26 06:47:54,317 - mmseg - INFO - Iter [97700/160000] lr: 3.894e-05, eta: 8:42:46, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2306, decode.loss_mask: 0.4696, decode.loss_dice: 0.7014, decode.d0.loss_cls: 1.2354, decode.d0.loss_mask: 0.5116, decode.d0.loss_dice: 0.7929, decode.d1.loss_cls: 0.3073, decode.d1.loss_mask: 0.4902, decode.d1.loss_dice: 0.7527, decode.d2.loss_cls: 0.2722, decode.d2.loss_mask: 0.4759, decode.d2.loss_dice: 0.7299, decode.d3.loss_cls: 0.2515, decode.d3.loss_mask: 0.4749, decode.d3.loss_dice: 0.7155, decode.d4.loss_cls: 0.2406, decode.d4.loss_mask: 0.4757, decode.d4.loss_dice: 0.7140, decode.d5.loss_cls: 0.2357, decode.d5.loss_mask: 0.4731, decode.d5.loss_dice: 0.7106, decode.d6.loss_cls: 0.2342, decode.d6.loss_mask: 0.4705, decode.d6.loss_dice: 0.7082, decode.d7.loss_cls: 0.2311, decode.d7.loss_mask: 0.4693, decode.d7.loss_dice: 0.7054, decode.d8.loss_cls: 0.2288, decode.d8.loss_mask: 0.4695, decode.d8.loss_dice: 0.7103, loss: 15.4885, grad_norm: 61.1106 2023-12-26 06:48:18,733 - mmseg - INFO - Iter [97750/160000] lr: 3.891e-05, eta: 8:42:20, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2396, decode.loss_mask: 0.4994, decode.loss_dice: 0.7235, decode.d0.loss_cls: 1.2519, decode.d0.loss_mask: 0.5396, decode.d0.loss_dice: 0.8071, decode.d1.loss_cls: 0.3209, decode.d1.loss_mask: 0.5221, decode.d1.loss_dice: 0.7736, decode.d2.loss_cls: 0.2856, decode.d2.loss_mask: 0.5086, decode.d2.loss_dice: 0.7435, decode.d3.loss_cls: 0.2622, decode.d3.loss_mask: 0.5053, decode.d3.loss_dice: 0.7261, decode.d4.loss_cls: 0.2555, decode.d4.loss_mask: 0.5012, decode.d4.loss_dice: 0.7272, decode.d5.loss_cls: 0.2528, decode.d5.loss_mask: 0.5013, decode.d5.loss_dice: 0.7245, decode.d6.loss_cls: 0.2442, decode.d6.loss_mask: 0.5002, decode.d6.loss_dice: 0.7268, decode.d7.loss_cls: 0.2441, decode.d7.loss_mask: 0.4980, decode.d7.loss_dice: 0.7265, decode.d8.loss_cls: 0.2383, decode.d8.loss_mask: 0.4987, decode.d8.loss_dice: 0.7275, loss: 16.0757, grad_norm: 62.9049 2023-12-26 06:48:43,024 - mmseg - INFO - Iter [97800/160000] lr: 3.888e-05, eta: 8:41:54, time: 0.486, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2250, decode.loss_mask: 0.4761, decode.loss_dice: 0.7039, decode.d0.loss_cls: 1.2196, decode.d0.loss_mask: 0.5165, decode.d0.loss_dice: 0.7834, decode.d1.loss_cls: 0.3026, decode.d1.loss_mask: 0.4936, decode.d1.loss_dice: 0.7488, decode.d2.loss_cls: 0.2699, decode.d2.loss_mask: 0.4827, decode.d2.loss_dice: 0.7252, decode.d3.loss_cls: 0.2538, decode.d3.loss_mask: 0.4769, decode.d3.loss_dice: 0.7096, decode.d4.loss_cls: 0.2460, decode.d4.loss_mask: 0.4769, decode.d4.loss_dice: 0.7093, decode.d5.loss_cls: 0.2401, decode.d5.loss_mask: 0.4758, decode.d5.loss_dice: 0.7073, decode.d6.loss_cls: 0.2358, decode.d6.loss_mask: 0.4736, decode.d6.loss_dice: 0.7018, decode.d7.loss_cls: 0.2263, decode.d7.loss_mask: 0.4763, decode.d7.loss_dice: 0.7081, decode.d8.loss_cls: 0.2248, decode.d8.loss_mask: 0.4766, decode.d8.loss_dice: 0.7031, loss: 15.4691, grad_norm: 56.5756 2023-12-26 06:49:07,357 - mmseg - INFO - Iter [97850/160000] lr: 3.884e-05, eta: 8:41:28, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2416, decode.loss_mask: 0.4976, decode.loss_dice: 0.7492, decode.d0.loss_cls: 1.1998, decode.d0.loss_mask: 0.5346, decode.d0.loss_dice: 0.8349, decode.d1.loss_cls: 0.3148, decode.d1.loss_mask: 0.5143, decode.d1.loss_dice: 0.7893, decode.d2.loss_cls: 0.2748, decode.d2.loss_mask: 0.5014, decode.d2.loss_dice: 0.7680, decode.d3.loss_cls: 0.2622, decode.d3.loss_mask: 0.4994, decode.d3.loss_dice: 0.7570, decode.d4.loss_cls: 0.2527, decode.d4.loss_mask: 0.4987, decode.d4.loss_dice: 0.7553, decode.d5.loss_cls: 0.2504, decode.d5.loss_mask: 0.4982, decode.d5.loss_dice: 0.7553, decode.d6.loss_cls: 0.2441, decode.d6.loss_mask: 0.4966, decode.d6.loss_dice: 0.7465, decode.d7.loss_cls: 0.2432, decode.d7.loss_mask: 0.4966, decode.d7.loss_dice: 0.7535, decode.d8.loss_cls: 0.2431, decode.d8.loss_mask: 0.4967, decode.d8.loss_dice: 0.7500, loss: 16.2198, grad_norm: 60.4542 2023-12-26 06:49:31,659 - mmseg - INFO - Iter [97900/160000] lr: 3.881e-05, eta: 8:41:02, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2499, decode.loss_mask: 0.4751, decode.loss_dice: 0.7358, decode.d0.loss_cls: 1.2429, decode.d0.loss_mask: 0.5278, decode.d0.loss_dice: 0.8205, decode.d1.loss_cls: 0.3355, decode.d1.loss_mask: 0.4936, decode.d1.loss_dice: 0.7748, decode.d2.loss_cls: 0.2994, decode.d2.loss_mask: 0.4817, decode.d2.loss_dice: 0.7477, decode.d3.loss_cls: 0.2755, decode.d3.loss_mask: 0.4802, decode.d3.loss_dice: 0.7384, decode.d4.loss_cls: 0.2684, decode.d4.loss_mask: 0.4795, decode.d4.loss_dice: 0.7330, decode.d5.loss_cls: 0.2564, decode.d5.loss_mask: 0.4794, decode.d5.loss_dice: 0.7348, decode.d6.loss_cls: 0.2542, decode.d6.loss_mask: 0.4760, decode.d6.loss_dice: 0.7265, decode.d7.loss_cls: 0.2556, decode.d7.loss_mask: 0.4764, decode.d7.loss_dice: 0.7263, decode.d8.loss_cls: 0.2556, decode.d8.loss_mask: 0.4742, decode.d8.loss_dice: 0.7269, loss: 16.0021, grad_norm: 57.5281 2023-12-26 06:49:56,068 - mmseg - INFO - Iter [97950/160000] lr: 3.878e-05, eta: 8:40:37, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2356, decode.loss_mask: 0.4936, decode.loss_dice: 0.7306, decode.d0.loss_cls: 1.2400, decode.d0.loss_mask: 0.5318, decode.d0.loss_dice: 0.8055, decode.d1.loss_cls: 0.3140, decode.d1.loss_mask: 0.5086, decode.d1.loss_dice: 0.7713, decode.d2.loss_cls: 0.2748, decode.d2.loss_mask: 0.5006, decode.d2.loss_dice: 0.7448, decode.d3.loss_cls: 0.2590, decode.d3.loss_mask: 0.4967, decode.d3.loss_dice: 0.7378, decode.d4.loss_cls: 0.2493, decode.d4.loss_mask: 0.4959, decode.d4.loss_dice: 0.7337, decode.d5.loss_cls: 0.2434, decode.d5.loss_mask: 0.4942, decode.d5.loss_dice: 0.7339, decode.d6.loss_cls: 0.2355, decode.d6.loss_mask: 0.4926, decode.d6.loss_dice: 0.7296, decode.d7.loss_cls: 0.2347, decode.d7.loss_mask: 0.4934, decode.d7.loss_dice: 0.7296, decode.d8.loss_cls: 0.2373, decode.d8.loss_mask: 0.4932, decode.d8.loss_dice: 0.7291, loss: 15.9699, grad_norm: 57.1675 2023-12-26 06:50:20,440 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 06:50:20,440 - mmseg - INFO - Iter [98000/160000] lr: 3.875e-05, eta: 8:40:11, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2212, decode.loss_mask: 0.4951, decode.loss_dice: 0.7196, decode.d0.loss_cls: 1.2116, decode.d0.loss_mask: 0.5323, decode.d0.loss_dice: 0.7993, decode.d1.loss_cls: 0.2964, decode.d1.loss_mask: 0.5134, decode.d1.loss_dice: 0.7594, decode.d2.loss_cls: 0.2630, decode.d2.loss_mask: 0.5027, decode.d2.loss_dice: 0.7383, decode.d3.loss_cls: 0.2372, decode.d3.loss_mask: 0.5029, decode.d3.loss_dice: 0.7240, decode.d4.loss_cls: 0.2264, decode.d4.loss_mask: 0.5013, decode.d4.loss_dice: 0.7261, decode.d5.loss_cls: 0.2219, decode.d5.loss_mask: 0.5022, decode.d5.loss_dice: 0.7278, decode.d6.loss_cls: 0.2210, decode.d6.loss_mask: 0.4990, decode.d6.loss_dice: 0.7185, decode.d7.loss_cls: 0.2171, decode.d7.loss_mask: 0.4980, decode.d7.loss_dice: 0.7237, decode.d8.loss_cls: 0.2186, decode.d8.loss_mask: 0.4958, decode.d8.loss_dice: 0.7180, loss: 15.7316, grad_norm: 60.4369 2023-12-26 06:50:44,753 - mmseg - INFO - Iter [98050/160000] lr: 3.872e-05, eta: 8:39:45, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2535, decode.loss_mask: 0.4894, decode.loss_dice: 0.7430, decode.d0.loss_cls: 1.2535, decode.d0.loss_mask: 0.5292, decode.d0.loss_dice: 0.8321, decode.d1.loss_cls: 0.3393, decode.d1.loss_mask: 0.5052, decode.d1.loss_dice: 0.7858, decode.d2.loss_cls: 0.3007, decode.d2.loss_mask: 0.4935, decode.d2.loss_dice: 0.7641, decode.d3.loss_cls: 0.2793, decode.d3.loss_mask: 0.4913, decode.d3.loss_dice: 0.7492, decode.d4.loss_cls: 0.2618, decode.d4.loss_mask: 0.4890, decode.d4.loss_dice: 0.7557, decode.d5.loss_cls: 0.2616, decode.d5.loss_mask: 0.4872, decode.d5.loss_dice: 0.7441, decode.d6.loss_cls: 0.2554, decode.d6.loss_mask: 0.4893, decode.d6.loss_dice: 0.7451, decode.d7.loss_cls: 0.2509, decode.d7.loss_mask: 0.4888, decode.d7.loss_dice: 0.7469, decode.d8.loss_cls: 0.2484, decode.d8.loss_mask: 0.4881, decode.d8.loss_dice: 0.7443, loss: 16.2656, grad_norm: 58.5389 2023-12-26 06:51:09,124 - mmseg - INFO - Iter [98100/160000] lr: 3.869e-05, eta: 8:39:20, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2412, decode.loss_mask: 0.4948, decode.loss_dice: 0.7334, decode.d0.loss_cls: 1.2312, decode.d0.loss_mask: 0.5381, decode.d0.loss_dice: 0.8112, decode.d1.loss_cls: 0.3163, decode.d1.loss_mask: 0.5127, decode.d1.loss_dice: 0.7679, decode.d2.loss_cls: 0.2749, decode.d2.loss_mask: 0.4991, decode.d2.loss_dice: 0.7506, decode.d3.loss_cls: 0.2610, decode.d3.loss_mask: 0.4998, decode.d3.loss_dice: 0.7381, decode.d4.loss_cls: 0.2531, decode.d4.loss_mask: 0.4985, decode.d4.loss_dice: 0.7412, decode.d5.loss_cls: 0.2480, decode.d5.loss_mask: 0.4986, decode.d5.loss_dice: 0.7371, decode.d6.loss_cls: 0.2463, decode.d6.loss_mask: 0.4974, decode.d6.loss_dice: 0.7328, decode.d7.loss_cls: 0.2413, decode.d7.loss_mask: 0.4977, decode.d7.loss_dice: 0.7338, decode.d8.loss_cls: 0.2398, decode.d8.loss_mask: 0.4956, decode.d8.loss_dice: 0.7317, loss: 16.0632, grad_norm: 59.1903 2023-12-26 06:51:33,375 - mmseg - INFO - Iter [98150/160000] lr: 3.866e-05, eta: 8:38:54, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2273, decode.loss_mask: 0.4909, decode.loss_dice: 0.7154, decode.d0.loss_cls: 1.2456, decode.d0.loss_mask: 0.5327, decode.d0.loss_dice: 0.7964, decode.d1.loss_cls: 0.3020, decode.d1.loss_mask: 0.5120, decode.d1.loss_dice: 0.7550, decode.d2.loss_cls: 0.2719, decode.d2.loss_mask: 0.4973, decode.d2.loss_dice: 0.7347, decode.d3.loss_cls: 0.2565, decode.d3.loss_mask: 0.4928, decode.d3.loss_dice: 0.7208, decode.d4.loss_cls: 0.2440, decode.d4.loss_mask: 0.4913, decode.d4.loss_dice: 0.7209, decode.d5.loss_cls: 0.2356, decode.d5.loss_mask: 0.4908, decode.d5.loss_dice: 0.7161, decode.d6.loss_cls: 0.2342, decode.d6.loss_mask: 0.4896, decode.d6.loss_dice: 0.7121, decode.d7.loss_cls: 0.2320, decode.d7.loss_mask: 0.4902, decode.d7.loss_dice: 0.7123, decode.d8.loss_cls: 0.2258, decode.d8.loss_mask: 0.4907, decode.d8.loss_dice: 0.7138, loss: 15.7508, grad_norm: 60.3324 2023-12-26 06:51:57,686 - mmseg - INFO - Iter [98200/160000] lr: 3.863e-05, eta: 8:38:28, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2645, decode.loss_mask: 0.4863, decode.loss_dice: 0.7528, decode.d0.loss_cls: 1.2513, decode.d0.loss_mask: 0.5304, decode.d0.loss_dice: 0.8394, decode.d1.loss_cls: 0.3494, decode.d1.loss_mask: 0.5016, decode.d1.loss_dice: 0.7945, decode.d2.loss_cls: 0.3080, decode.d2.loss_mask: 0.4930, decode.d2.loss_dice: 0.7693, decode.d3.loss_cls: 0.2869, decode.d3.loss_mask: 0.4904, decode.d3.loss_dice: 0.7581, decode.d4.loss_cls: 0.2756, decode.d4.loss_mask: 0.4902, decode.d4.loss_dice: 0.7621, decode.d5.loss_cls: 0.2749, decode.d5.loss_mask: 0.4897, decode.d5.loss_dice: 0.7587, decode.d6.loss_cls: 0.2706, decode.d6.loss_mask: 0.4868, decode.d6.loss_dice: 0.7492, decode.d7.loss_cls: 0.2679, decode.d7.loss_mask: 0.4863, decode.d7.loss_dice: 0.7482, decode.d8.loss_cls: 0.2662, decode.d8.loss_mask: 0.4863, decode.d8.loss_dice: 0.7467, loss: 16.4353, grad_norm: 65.4702 2023-12-26 06:52:22,067 - mmseg - INFO - Iter [98250/160000] lr: 3.859e-05, eta: 8:38:02, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2271, decode.loss_mask: 0.4990, decode.loss_dice: 0.7340, decode.d0.loss_cls: 1.2157, decode.d0.loss_mask: 0.5444, decode.d0.loss_dice: 0.8170, decode.d1.loss_cls: 0.3082, decode.d1.loss_mask: 0.5184, decode.d1.loss_dice: 0.7760, decode.d2.loss_cls: 0.2692, decode.d2.loss_mask: 0.5091, decode.d2.loss_dice: 0.7541, decode.d3.loss_cls: 0.2566, decode.d3.loss_mask: 0.5018, decode.d3.loss_dice: 0.7456, decode.d4.loss_cls: 0.2412, decode.d4.loss_mask: 0.4998, decode.d4.loss_dice: 0.7408, decode.d5.loss_cls: 0.2350, decode.d5.loss_mask: 0.4994, decode.d5.loss_dice: 0.7361, decode.d6.loss_cls: 0.2360, decode.d6.loss_mask: 0.4997, decode.d6.loss_dice: 0.7348, decode.d7.loss_cls: 0.2291, decode.d7.loss_mask: 0.4990, decode.d7.loss_dice: 0.7325, decode.d8.loss_cls: 0.2260, decode.d8.loss_mask: 0.4993, decode.d8.loss_dice: 0.7329, loss: 16.0176, grad_norm: 60.0068 2023-12-26 06:52:46,255 - mmseg - INFO - Iter [98300/160000] lr: 3.856e-05, eta: 8:37:36, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2479, decode.loss_mask: 0.5043, decode.loss_dice: 0.7340, decode.d0.loss_cls: 1.2328, decode.d0.loss_mask: 0.5430, decode.d0.loss_dice: 0.8108, decode.d1.loss_cls: 0.3233, decode.d1.loss_mask: 0.5187, decode.d1.loss_dice: 0.7777, decode.d2.loss_cls: 0.2813, decode.d2.loss_mask: 0.5072, decode.d2.loss_dice: 0.7525, decode.d3.loss_cls: 0.2763, decode.d3.loss_mask: 0.5039, decode.d3.loss_dice: 0.7449, decode.d4.loss_cls: 0.2633, decode.d4.loss_mask: 0.5022, decode.d4.loss_dice: 0.7384, decode.d5.loss_cls: 0.2563, decode.d5.loss_mask: 0.5048, decode.d5.loss_dice: 0.7358, decode.d6.loss_cls: 0.2517, decode.d6.loss_mask: 0.5043, decode.d6.loss_dice: 0.7323, decode.d7.loss_cls: 0.2469, decode.d7.loss_mask: 0.5049, decode.d7.loss_dice: 0.7321, decode.d8.loss_cls: 0.2520, decode.d8.loss_mask: 0.5040, decode.d8.loss_dice: 0.7321, loss: 16.2194, grad_norm: 60.6952 2023-12-26 06:53:10,753 - mmseg - INFO - Iter [98350/160000] lr: 3.853e-05, eta: 8:37:11, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2518, decode.loss_mask: 0.4879, decode.loss_dice: 0.7412, decode.d0.loss_cls: 1.2679, decode.d0.loss_mask: 0.5319, decode.d0.loss_dice: 0.8229, decode.d1.loss_cls: 0.3310, decode.d1.loss_mask: 0.5080, decode.d1.loss_dice: 0.7860, decode.d2.loss_cls: 0.2977, decode.d2.loss_mask: 0.4974, decode.d2.loss_dice: 0.7646, decode.d3.loss_cls: 0.2839, decode.d3.loss_mask: 0.4879, decode.d3.loss_dice: 0.7450, decode.d4.loss_cls: 0.2741, decode.d4.loss_mask: 0.4884, decode.d4.loss_dice: 0.7497, decode.d5.loss_cls: 0.2656, decode.d5.loss_mask: 0.4888, decode.d5.loss_dice: 0.7442, decode.d6.loss_cls: 0.2611, decode.d6.loss_mask: 0.4907, decode.d6.loss_dice: 0.7422, decode.d7.loss_cls: 0.2581, decode.d7.loss_mask: 0.4887, decode.d7.loss_dice: 0.7438, decode.d8.loss_cls: 0.2532, decode.d8.loss_mask: 0.4876, decode.d8.loss_dice: 0.7422, loss: 16.2838, grad_norm: 59.3001 2023-12-26 06:53:34,889 - mmseg - INFO - Iter [98400/160000] lr: 3.850e-05, eta: 8:36:45, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2351, decode.loss_mask: 0.5100, decode.loss_dice: 0.7273, decode.d0.loss_cls: 1.1988, decode.d0.loss_mask: 0.5432, decode.d0.loss_dice: 0.8008, decode.d1.loss_cls: 0.3032, decode.d1.loss_mask: 0.5245, decode.d1.loss_dice: 0.7710, decode.d2.loss_cls: 0.2640, decode.d2.loss_mask: 0.5153, decode.d2.loss_dice: 0.7456, decode.d3.loss_cls: 0.2504, decode.d3.loss_mask: 0.5102, decode.d3.loss_dice: 0.7380, decode.d4.loss_cls: 0.2435, decode.d4.loss_mask: 0.5105, decode.d4.loss_dice: 0.7349, decode.d5.loss_cls: 0.2415, decode.d5.loss_mask: 0.5094, decode.d5.loss_dice: 0.7323, decode.d6.loss_cls: 0.2430, decode.d6.loss_mask: 0.5077, decode.d6.loss_dice: 0.7276, decode.d7.loss_cls: 0.2379, decode.d7.loss_mask: 0.5081, decode.d7.loss_dice: 0.7270, decode.d8.loss_cls: 0.2300, decode.d8.loss_mask: 0.5082, decode.d8.loss_dice: 0.7269, loss: 16.0259, grad_norm: 65.0752 2023-12-26 06:54:01,955 - mmseg - INFO - Iter [98450/160000] lr: 3.847e-05, eta: 8:36:21, time: 0.541, data_time: 0.060, memory: 40245, decode.loss_cls: 0.2549, decode.loss_mask: 0.4855, decode.loss_dice: 0.7408, decode.d0.loss_cls: 1.2748, decode.d0.loss_mask: 0.5242, decode.d0.loss_dice: 0.8200, decode.d1.loss_cls: 0.3466, decode.d1.loss_mask: 0.5002, decode.d1.loss_dice: 0.7727, decode.d2.loss_cls: 0.3040, decode.d2.loss_mask: 0.4928, decode.d2.loss_dice: 0.7571, decode.d3.loss_cls: 0.2802, decode.d3.loss_mask: 0.4897, decode.d3.loss_dice: 0.7488, decode.d4.loss_cls: 0.2697, decode.d4.loss_mask: 0.4880, decode.d4.loss_dice: 0.7460, decode.d5.loss_cls: 0.2629, decode.d5.loss_mask: 0.4887, decode.d5.loss_dice: 0.7424, decode.d6.loss_cls: 0.2605, decode.d6.loss_mask: 0.4864, decode.d6.loss_dice: 0.7392, decode.d7.loss_cls: 0.2523, decode.d7.loss_mask: 0.4859, decode.d7.loss_dice: 0.7425, decode.d8.loss_cls: 0.2549, decode.d8.loss_mask: 0.4864, decode.d8.loss_dice: 0.7377, loss: 16.2357, grad_norm: 62.2206 2023-12-26 06:54:26,330 - mmseg - INFO - Iter [98500/160000] lr: 3.844e-05, eta: 8:35:55, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2392, decode.loss_mask: 0.4966, decode.loss_dice: 0.7646, decode.d0.loss_cls: 1.2545, decode.d0.loss_mask: 0.5445, decode.d0.loss_dice: 0.8455, decode.d1.loss_cls: 0.3252, decode.d1.loss_mask: 0.5177, decode.d1.loss_dice: 0.8056, decode.d2.loss_cls: 0.2905, decode.d2.loss_mask: 0.5068, decode.d2.loss_dice: 0.7786, decode.d3.loss_cls: 0.2705, decode.d3.loss_mask: 0.5022, decode.d3.loss_dice: 0.7675, decode.d4.loss_cls: 0.2588, decode.d4.loss_mask: 0.5021, decode.d4.loss_dice: 0.7699, decode.d5.loss_cls: 0.2540, decode.d5.loss_mask: 0.4996, decode.d5.loss_dice: 0.7650, decode.d6.loss_cls: 0.2522, decode.d6.loss_mask: 0.4977, decode.d6.loss_dice: 0.7595, decode.d7.loss_cls: 0.2466, decode.d7.loss_mask: 0.4965, decode.d7.loss_dice: 0.7590, decode.d8.loss_cls: 0.2399, decode.d8.loss_mask: 0.4955, decode.d8.loss_dice: 0.7607, loss: 16.4662, grad_norm: 60.5827 2023-12-26 06:54:50,584 - mmseg - INFO - Iter [98550/160000] lr: 3.841e-05, eta: 8:35:29, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2387, decode.loss_mask: 0.4792, decode.loss_dice: 0.7179, decode.d0.loss_cls: 1.2234, decode.d0.loss_mask: 0.5156, decode.d0.loss_dice: 0.8056, decode.d1.loss_cls: 0.3150, decode.d1.loss_mask: 0.4955, decode.d1.loss_dice: 0.7629, decode.d2.loss_cls: 0.2775, decode.d2.loss_mask: 0.4859, decode.d2.loss_dice: 0.7385, decode.d3.loss_cls: 0.2649, decode.d3.loss_mask: 0.4820, decode.d3.loss_dice: 0.7259, decode.d4.loss_cls: 0.2548, decode.d4.loss_mask: 0.4830, decode.d4.loss_dice: 0.7234, decode.d5.loss_cls: 0.2484, decode.d5.loss_mask: 0.4811, decode.d5.loss_dice: 0.7232, decode.d6.loss_cls: 0.2468, decode.d6.loss_mask: 0.4795, decode.d6.loss_dice: 0.7198, decode.d7.loss_cls: 0.2413, decode.d7.loss_mask: 0.4798, decode.d7.loss_dice: 0.7206, decode.d8.loss_cls: 0.2444, decode.d8.loss_mask: 0.4780, decode.d8.loss_dice: 0.7180, loss: 15.7706, grad_norm: 62.1180 2023-12-26 06:55:14,808 - mmseg - INFO - Iter [98600/160000] lr: 3.838e-05, eta: 8:35:04, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2294, decode.loss_mask: 0.4773, decode.loss_dice: 0.7098, decode.d0.loss_cls: 1.2320, decode.d0.loss_mask: 0.5123, decode.d0.loss_dice: 0.7865, decode.d1.loss_cls: 0.3134, decode.d1.loss_mask: 0.4873, decode.d1.loss_dice: 0.7528, decode.d2.loss_cls: 0.2741, decode.d2.loss_mask: 0.4794, decode.d2.loss_dice: 0.7278, decode.d3.loss_cls: 0.2587, decode.d3.loss_mask: 0.4795, decode.d3.loss_dice: 0.7196, decode.d4.loss_cls: 0.2487, decode.d4.loss_mask: 0.4773, decode.d4.loss_dice: 0.7170, decode.d5.loss_cls: 0.2439, decode.d5.loss_mask: 0.4765, decode.d5.loss_dice: 0.7174, decode.d6.loss_cls: 0.2373, decode.d6.loss_mask: 0.4780, decode.d6.loss_dice: 0.7109, decode.d7.loss_cls: 0.2301, decode.d7.loss_mask: 0.4784, decode.d7.loss_dice: 0.7130, decode.d8.loss_cls: 0.2279, decode.d8.loss_mask: 0.4787, decode.d8.loss_dice: 0.7125, loss: 15.5876, grad_norm: 54.4415 2023-12-26 06:55:39,079 - mmseg - INFO - Iter [98650/160000] lr: 3.834e-05, eta: 8:34:38, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2189, decode.loss_mask: 0.4905, decode.loss_dice: 0.7439, decode.d0.loss_cls: 1.1954, decode.d0.loss_mask: 0.5224, decode.d0.loss_dice: 0.8157, decode.d1.loss_cls: 0.3086, decode.d1.loss_mask: 0.5035, decode.d1.loss_dice: 0.7781, decode.d2.loss_cls: 0.2637, decode.d2.loss_mask: 0.4996, decode.d2.loss_dice: 0.7665, decode.d3.loss_cls: 0.2558, decode.d3.loss_mask: 0.4925, decode.d3.loss_dice: 0.7513, decode.d4.loss_cls: 0.2422, decode.d4.loss_mask: 0.4910, decode.d4.loss_dice: 0.7467, decode.d5.loss_cls: 0.2281, decode.d5.loss_mask: 0.4917, decode.d5.loss_dice: 0.7436, decode.d6.loss_cls: 0.2310, decode.d6.loss_mask: 0.4864, decode.d6.loss_dice: 0.7396, decode.d7.loss_cls: 0.2254, decode.d7.loss_mask: 0.4887, decode.d7.loss_dice: 0.7405, decode.d8.loss_cls: 0.2229, decode.d8.loss_mask: 0.4910, decode.d8.loss_dice: 0.7401, loss: 15.9150, grad_norm: 62.1669 2023-12-26 06:56:03,448 - mmseg - INFO - Iter [98700/160000] lr: 3.831e-05, eta: 8:34:12, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2436, decode.loss_mask: 0.5109, decode.loss_dice: 0.7356, decode.d0.loss_cls: 1.2299, decode.d0.loss_mask: 0.5513, decode.d0.loss_dice: 0.8164, decode.d1.loss_cls: 0.3270, decode.d1.loss_mask: 0.5295, decode.d1.loss_dice: 0.7791, decode.d2.loss_cls: 0.2922, decode.d2.loss_mask: 0.5164, decode.d2.loss_dice: 0.7591, decode.d3.loss_cls: 0.2738, decode.d3.loss_mask: 0.5155, decode.d3.loss_dice: 0.7486, decode.d4.loss_cls: 0.2661, decode.d4.loss_mask: 0.5157, decode.d4.loss_dice: 0.7453, decode.d5.loss_cls: 0.2605, decode.d5.loss_mask: 0.5148, decode.d5.loss_dice: 0.7435, decode.d6.loss_cls: 0.2577, decode.d6.loss_mask: 0.5126, decode.d6.loss_dice: 0.7374, decode.d7.loss_cls: 0.2519, decode.d7.loss_mask: 0.5101, decode.d7.loss_dice: 0.7380, decode.d8.loss_cls: 0.2476, decode.d8.loss_mask: 0.5111, decode.d8.loss_dice: 0.7367, loss: 16.3777, grad_norm: 62.3541 2023-12-26 06:56:27,777 - mmseg - INFO - Iter [98750/160000] lr: 3.828e-05, eta: 8:33:46, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2407, decode.loss_mask: 0.4753, decode.loss_dice: 0.7311, decode.d0.loss_cls: 1.2408, decode.d0.loss_mask: 0.5114, decode.d0.loss_dice: 0.8162, decode.d1.loss_cls: 0.3140, decode.d1.loss_mask: 0.4936, decode.d1.loss_dice: 0.7773, decode.d2.loss_cls: 0.2824, decode.d2.loss_mask: 0.4845, decode.d2.loss_dice: 0.7527, decode.d3.loss_cls: 0.2726, decode.d3.loss_mask: 0.4791, decode.d3.loss_dice: 0.7382, decode.d4.loss_cls: 0.2632, decode.d4.loss_mask: 0.4780, decode.d4.loss_dice: 0.7369, decode.d5.loss_cls: 0.2567, decode.d5.loss_mask: 0.4750, decode.d5.loss_dice: 0.7391, decode.d6.loss_cls: 0.2517, decode.d6.loss_mask: 0.4761, decode.d6.loss_dice: 0.7279, decode.d7.loss_cls: 0.2412, decode.d7.loss_mask: 0.4777, decode.d7.loss_dice: 0.7330, decode.d8.loss_cls: 0.2381, decode.d8.loss_mask: 0.4757, decode.d8.loss_dice: 0.7326, loss: 15.9128, grad_norm: 61.6669 2023-12-26 06:56:52,071 - mmseg - INFO - Iter [98800/160000] lr: 3.825e-05, eta: 8:33:21, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2511, decode.loss_mask: 0.4985, decode.loss_dice: 0.7303, decode.d0.loss_cls: 1.2420, decode.d0.loss_mask: 0.5417, decode.d0.loss_dice: 0.8185, decode.d1.loss_cls: 0.3386, decode.d1.loss_mask: 0.5154, decode.d1.loss_dice: 0.7712, decode.d2.loss_cls: 0.2999, decode.d2.loss_mask: 0.5065, decode.d2.loss_dice: 0.7546, decode.d3.loss_cls: 0.2805, decode.d3.loss_mask: 0.5013, decode.d3.loss_dice: 0.7363, decode.d4.loss_cls: 0.2714, decode.d4.loss_mask: 0.4997, decode.d4.loss_dice: 0.7370, decode.d5.loss_cls: 0.2606, decode.d5.loss_mask: 0.5014, decode.d5.loss_dice: 0.7363, decode.d6.loss_cls: 0.2612, decode.d6.loss_mask: 0.5015, decode.d6.loss_dice: 0.7307, decode.d7.loss_cls: 0.2518, decode.d7.loss_mask: 0.5003, decode.d7.loss_dice: 0.7307, decode.d8.loss_cls: 0.2542, decode.d8.loss_mask: 0.4970, decode.d8.loss_dice: 0.7261, loss: 16.2465, grad_norm: 63.0483 2023-12-26 06:57:16,354 - mmseg - INFO - Iter [98850/160000] lr: 3.822e-05, eta: 8:32:55, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2486, decode.loss_mask: 0.4881, decode.loss_dice: 0.7119, decode.d0.loss_cls: 1.2266, decode.d0.loss_mask: 0.5306, decode.d0.loss_dice: 0.7986, decode.d1.loss_cls: 0.3176, decode.d1.loss_mask: 0.5082, decode.d1.loss_dice: 0.7565, decode.d2.loss_cls: 0.2832, decode.d2.loss_mask: 0.4959, decode.d2.loss_dice: 0.7349, decode.d3.loss_cls: 0.2619, decode.d3.loss_mask: 0.4932, decode.d3.loss_dice: 0.7239, decode.d4.loss_cls: 0.2531, decode.d4.loss_mask: 0.4928, decode.d4.loss_dice: 0.7245, decode.d5.loss_cls: 0.2518, decode.d5.loss_mask: 0.4917, decode.d5.loss_dice: 0.7242, decode.d6.loss_cls: 0.2552, decode.d6.loss_mask: 0.4893, decode.d6.loss_dice: 0.7151, decode.d7.loss_cls: 0.2496, decode.d7.loss_mask: 0.4897, decode.d7.loss_dice: 0.7193, decode.d8.loss_cls: 0.2477, decode.d8.loss_mask: 0.4895, decode.d8.loss_dice: 0.7193, loss: 15.8930, grad_norm: 61.2317 2023-12-26 06:57:40,465 - mmseg - INFO - Iter [98900/160000] lr: 3.819e-05, eta: 8:32:29, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2267, decode.loss_mask: 0.4981, decode.loss_dice: 0.7390, decode.d0.loss_cls: 1.1952, decode.d0.loss_mask: 0.5418, decode.d0.loss_dice: 0.8105, decode.d1.loss_cls: 0.2956, decode.d1.loss_mask: 0.5133, decode.d1.loss_dice: 0.7816, decode.d2.loss_cls: 0.2749, decode.d2.loss_mask: 0.5043, decode.d2.loss_dice: 0.7570, decode.d3.loss_cls: 0.2503, decode.d3.loss_mask: 0.4992, decode.d3.loss_dice: 0.7418, decode.d4.loss_cls: 0.2402, decode.d4.loss_mask: 0.4991, decode.d4.loss_dice: 0.7471, decode.d5.loss_cls: 0.2346, decode.d5.loss_mask: 0.4973, decode.d5.loss_dice: 0.7414, decode.d6.loss_cls: 0.2311, decode.d6.loss_mask: 0.4965, decode.d6.loss_dice: 0.7347, decode.d7.loss_cls: 0.2236, decode.d7.loss_mask: 0.5003, decode.d7.loss_dice: 0.7398, decode.d8.loss_cls: 0.2248, decode.d8.loss_mask: 0.4984, decode.d8.loss_dice: 0.7359, loss: 15.9743, grad_norm: 60.7061 2023-12-26 06:58:05,182 - mmseg - INFO - Iter [98950/160000] lr: 3.816e-05, eta: 8:32:03, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2308, decode.loss_mask: 0.4740, decode.loss_dice: 0.7307, decode.d0.loss_cls: 1.2281, decode.d0.loss_mask: 0.5089, decode.d0.loss_dice: 0.8071, decode.d1.loss_cls: 0.2957, decode.d1.loss_mask: 0.4902, decode.d1.loss_dice: 0.7713, decode.d2.loss_cls: 0.2693, decode.d2.loss_mask: 0.4826, decode.d2.loss_dice: 0.7475, decode.d3.loss_cls: 0.2565, decode.d3.loss_mask: 0.4775, decode.d3.loss_dice: 0.7349, decode.d4.loss_cls: 0.2421, decode.d4.loss_mask: 0.4777, decode.d4.loss_dice: 0.7359, decode.d5.loss_cls: 0.2377, decode.d5.loss_mask: 0.4754, decode.d5.loss_dice: 0.7349, decode.d6.loss_cls: 0.2346, decode.d6.loss_mask: 0.4740, decode.d6.loss_dice: 0.7311, decode.d7.loss_cls: 0.2349, decode.d7.loss_mask: 0.4734, decode.d7.loss_dice: 0.7292, decode.d8.loss_cls: 0.2326, decode.d8.loss_mask: 0.4748, decode.d8.loss_dice: 0.7315, loss: 15.7246, grad_norm: 67.1535 2023-12-26 06:58:29,336 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 06:58:29,337 - mmseg - INFO - Iter [99000/160000] lr: 3.813e-05, eta: 8:31:38, time: 0.485, data_time: 0.014, memory: 40245, decode.loss_cls: 0.2329, decode.loss_mask: 0.4993, decode.loss_dice: 0.7486, decode.d0.loss_cls: 1.1982, decode.d0.loss_mask: 0.5370, decode.d0.loss_dice: 0.8277, decode.d1.loss_cls: 0.3047, decode.d1.loss_mask: 0.5172, decode.d1.loss_dice: 0.7928, decode.d2.loss_cls: 0.2786, decode.d2.loss_mask: 0.5096, decode.d2.loss_dice: 0.7704, decode.d3.loss_cls: 0.2646, decode.d3.loss_mask: 0.5040, decode.d3.loss_dice: 0.7602, decode.d4.loss_cls: 0.2522, decode.d4.loss_mask: 0.5010, decode.d4.loss_dice: 0.7540, decode.d5.loss_cls: 0.2440, decode.d5.loss_mask: 0.5004, decode.d5.loss_dice: 0.7566, decode.d6.loss_cls: 0.2440, decode.d6.loss_mask: 0.5000, decode.d6.loss_dice: 0.7443, decode.d7.loss_cls: 0.2326, decode.d7.loss_mask: 0.4985, decode.d7.loss_dice: 0.7507, decode.d8.loss_cls: 0.2375, decode.d8.loss_mask: 0.4993, decode.d8.loss_dice: 0.7540, loss: 16.2149, grad_norm: 61.8373 2023-12-26 06:58:53,555 - mmseg - INFO - Iter [99050/160000] lr: 3.809e-05, eta: 8:31:12, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2421, decode.loss_mask: 0.4726, decode.loss_dice: 0.7223, decode.d0.loss_cls: 1.2452, decode.d0.loss_mask: 0.5077, decode.d0.loss_dice: 0.8002, decode.d1.loss_cls: 0.3227, decode.d1.loss_mask: 0.4887, decode.d1.loss_dice: 0.7688, decode.d2.loss_cls: 0.2739, decode.d2.loss_mask: 0.4810, decode.d2.loss_dice: 0.7390, decode.d3.loss_cls: 0.2654, decode.d3.loss_mask: 0.4780, decode.d3.loss_dice: 0.7300, decode.d4.loss_cls: 0.2532, decode.d4.loss_mask: 0.4764, decode.d4.loss_dice: 0.7302, decode.d5.loss_cls: 0.2526, decode.d5.loss_mask: 0.4747, decode.d5.loss_dice: 0.7258, decode.d6.loss_cls: 0.2524, decode.d6.loss_mask: 0.4734, decode.d6.loss_dice: 0.7218, decode.d7.loss_cls: 0.2484, decode.d7.loss_mask: 0.4736, decode.d7.loss_dice: 0.7177, decode.d8.loss_cls: 0.2409, decode.d8.loss_mask: 0.4746, decode.d8.loss_dice: 0.7232, loss: 15.7764, grad_norm: 64.1334 2023-12-26 06:59:17,878 - mmseg - INFO - Iter [99100/160000] lr: 3.806e-05, eta: 8:30:46, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2408, decode.loss_mask: 0.4717, decode.loss_dice: 0.7437, decode.d0.loss_cls: 1.2144, decode.d0.loss_mask: 0.5103, decode.d0.loss_dice: 0.8241, decode.d1.loss_cls: 0.3203, decode.d1.loss_mask: 0.4900, decode.d1.loss_dice: 0.7917, decode.d2.loss_cls: 0.2891, decode.d2.loss_mask: 0.4803, decode.d2.loss_dice: 0.7605, decode.d3.loss_cls: 0.2699, decode.d3.loss_mask: 0.4744, decode.d3.loss_dice: 0.7489, decode.d4.loss_cls: 0.2590, decode.d4.loss_mask: 0.4744, decode.d4.loss_dice: 0.7471, decode.d5.loss_cls: 0.2497, decode.d5.loss_mask: 0.4754, decode.d5.loss_dice: 0.7466, decode.d6.loss_cls: 0.2491, decode.d6.loss_mask: 0.4728, decode.d6.loss_dice: 0.7427, decode.d7.loss_cls: 0.2447, decode.d7.loss_mask: 0.4715, decode.d7.loss_dice: 0.7445, decode.d8.loss_cls: 0.2389, decode.d8.loss_mask: 0.4731, decode.d8.loss_dice: 0.7465, loss: 15.9660, grad_norm: 67.2115 2023-12-26 06:59:42,096 - mmseg - INFO - Iter [99150/160000] lr: 3.803e-05, eta: 8:30:20, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2395, decode.loss_mask: 0.4870, decode.loss_dice: 0.7282, decode.d0.loss_cls: 1.2431, decode.d0.loss_mask: 0.5303, decode.d0.loss_dice: 0.8118, decode.d1.loss_cls: 0.3124, decode.d1.loss_mask: 0.5051, decode.d1.loss_dice: 0.7621, decode.d2.loss_cls: 0.2858, decode.d2.loss_mask: 0.4949, decode.d2.loss_dice: 0.7451, decode.d3.loss_cls: 0.2668, decode.d3.loss_mask: 0.4905, decode.d3.loss_dice: 0.7308, decode.d4.loss_cls: 0.2573, decode.d4.loss_mask: 0.4897, decode.d4.loss_dice: 0.7330, decode.d5.loss_cls: 0.2500, decode.d5.loss_mask: 0.4894, decode.d5.loss_dice: 0.7330, decode.d6.loss_cls: 0.2454, decode.d6.loss_mask: 0.4870, decode.d6.loss_dice: 0.7263, decode.d7.loss_cls: 0.2420, decode.d7.loss_mask: 0.4857, decode.d7.loss_dice: 0.7262, decode.d8.loss_cls: 0.2388, decode.d8.loss_mask: 0.4864, decode.d8.loss_dice: 0.7268, loss: 15.9505, grad_norm: 61.1917 2023-12-26 07:00:06,725 - mmseg - INFO - Iter [99200/160000] lr: 3.800e-05, eta: 8:29:55, time: 0.493, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2313, decode.loss_mask: 0.4909, decode.loss_dice: 0.7331, decode.d0.loss_cls: 1.2223, decode.d0.loss_mask: 0.5345, decode.d0.loss_dice: 0.8189, decode.d1.loss_cls: 0.3167, decode.d1.loss_mask: 0.5097, decode.d1.loss_dice: 0.7782, decode.d2.loss_cls: 0.2847, decode.d2.loss_mask: 0.4988, decode.d2.loss_dice: 0.7581, decode.d3.loss_cls: 0.2637, decode.d3.loss_mask: 0.4971, decode.d3.loss_dice: 0.7477, decode.d4.loss_cls: 0.2506, decode.d4.loss_mask: 0.4967, decode.d4.loss_dice: 0.7502, decode.d5.loss_cls: 0.2511, decode.d5.loss_mask: 0.4944, decode.d5.loss_dice: 0.7428, decode.d6.loss_cls: 0.2390, decode.d6.loss_mask: 0.4927, decode.d6.loss_dice: 0.7404, decode.d7.loss_cls: 0.2321, decode.d7.loss_mask: 0.4930, decode.d7.loss_dice: 0.7372, decode.d8.loss_cls: 0.2342, decode.d8.loss_mask: 0.4931, decode.d8.loss_dice: 0.7353, loss: 16.0684, grad_norm: 59.2298 2023-12-26 07:00:30,957 - mmseg - INFO - Iter [99250/160000] lr: 3.797e-05, eta: 8:29:29, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2269, decode.loss_mask: 0.4810, decode.loss_dice: 0.7167, decode.d0.loss_cls: 1.2059, decode.d0.loss_mask: 0.5203, decode.d0.loss_dice: 0.7935, decode.d1.loss_cls: 0.3103, decode.d1.loss_mask: 0.4980, decode.d1.loss_dice: 0.7637, decode.d2.loss_cls: 0.2653, decode.d2.loss_mask: 0.4905, decode.d2.loss_dice: 0.7383, decode.d3.loss_cls: 0.2579, decode.d3.loss_mask: 0.4849, decode.d3.loss_dice: 0.7278, decode.d4.loss_cls: 0.2433, decode.d4.loss_mask: 0.4845, decode.d4.loss_dice: 0.7207, decode.d5.loss_cls: 0.2388, decode.d5.loss_mask: 0.4820, decode.d5.loss_dice: 0.7240, decode.d6.loss_cls: 0.2350, decode.d6.loss_mask: 0.4790, decode.d6.loss_dice: 0.7157, decode.d7.loss_cls: 0.2307, decode.d7.loss_mask: 0.4803, decode.d7.loss_dice: 0.7174, decode.d8.loss_cls: 0.2265, decode.d8.loss_mask: 0.4807, decode.d8.loss_dice: 0.7175, loss: 15.6570, grad_norm: 55.0896 2023-12-26 07:00:55,333 - mmseg - INFO - Iter [99300/160000] lr: 3.794e-05, eta: 8:29:03, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2400, decode.loss_mask: 0.5005, decode.loss_dice: 0.7602, decode.d0.loss_cls: 1.2194, decode.d0.loss_mask: 0.5390, decode.d0.loss_dice: 0.8490, decode.d1.loss_cls: 0.3265, decode.d1.loss_mask: 0.5154, decode.d1.loss_dice: 0.8088, decode.d2.loss_cls: 0.2727, decode.d2.loss_mask: 0.5065, decode.d2.loss_dice: 0.7841, decode.d3.loss_cls: 0.2667, decode.d3.loss_mask: 0.5009, decode.d3.loss_dice: 0.7654, decode.d4.loss_cls: 0.2484, decode.d4.loss_mask: 0.5007, decode.d4.loss_dice: 0.7711, decode.d5.loss_cls: 0.2502, decode.d5.loss_mask: 0.5012, decode.d5.loss_dice: 0.7693, decode.d6.loss_cls: 0.2417, decode.d6.loss_mask: 0.5012, decode.d6.loss_dice: 0.7615, decode.d7.loss_cls: 0.2402, decode.d7.loss_mask: 0.5001, decode.d7.loss_dice: 0.7601, decode.d8.loss_cls: 0.2373, decode.d8.loss_mask: 0.4991, decode.d8.loss_dice: 0.7604, loss: 16.3975, grad_norm: 60.6083 2023-12-26 07:01:19,701 - mmseg - INFO - Iter [99350/160000] lr: 3.791e-05, eta: 8:28:38, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2421, decode.loss_mask: 0.4845, decode.loss_dice: 0.7274, decode.d0.loss_cls: 1.2504, decode.d0.loss_mask: 0.5240, decode.d0.loss_dice: 0.8123, decode.d1.loss_cls: 0.3184, decode.d1.loss_mask: 0.5055, decode.d1.loss_dice: 0.7690, decode.d2.loss_cls: 0.2819, decode.d2.loss_mask: 0.4958, decode.d2.loss_dice: 0.7484, decode.d3.loss_cls: 0.2724, decode.d3.loss_mask: 0.4892, decode.d3.loss_dice: 0.7366, decode.d4.loss_cls: 0.2530, decode.d4.loss_mask: 0.4879, decode.d4.loss_dice: 0.7378, decode.d5.loss_cls: 0.2534, decode.d5.loss_mask: 0.4876, decode.d5.loss_dice: 0.7384, decode.d6.loss_cls: 0.2464, decode.d6.loss_mask: 0.4884, decode.d6.loss_dice: 0.7270, decode.d7.loss_cls: 0.2450, decode.d7.loss_mask: 0.4874, decode.d7.loss_dice: 0.7293, decode.d8.loss_cls: 0.2356, decode.d8.loss_mask: 0.4867, decode.d8.loss_dice: 0.7293, loss: 15.9911, grad_norm: 57.7188 2023-12-26 07:01:43,979 - mmseg - INFO - Iter [99400/160000] lr: 3.788e-05, eta: 8:28:12, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2400, decode.loss_mask: 0.4801, decode.loss_dice: 0.7304, decode.d0.loss_cls: 1.2462, decode.d0.loss_mask: 0.5174, decode.d0.loss_dice: 0.7977, decode.d1.loss_cls: 0.3262, decode.d1.loss_mask: 0.4963, decode.d1.loss_dice: 0.7704, decode.d2.loss_cls: 0.2813, decode.d2.loss_mask: 0.4878, decode.d2.loss_dice: 0.7543, decode.d3.loss_cls: 0.2680, decode.d3.loss_mask: 0.4844, decode.d3.loss_dice: 0.7403, decode.d4.loss_cls: 0.2611, decode.d4.loss_mask: 0.4826, decode.d4.loss_dice: 0.7392, decode.d5.loss_cls: 0.2572, decode.d5.loss_mask: 0.4814, decode.d5.loss_dice: 0.7370, decode.d6.loss_cls: 0.2531, decode.d6.loss_mask: 0.4796, decode.d6.loss_dice: 0.7318, decode.d7.loss_cls: 0.2430, decode.d7.loss_mask: 0.4817, decode.d7.loss_dice: 0.7290, decode.d8.loss_cls: 0.2420, decode.d8.loss_mask: 0.4818, decode.d8.loss_dice: 0.7313, loss: 15.9525, grad_norm: 59.3273 2023-12-26 07:02:08,455 - mmseg - INFO - Iter [99450/160000] lr: 3.784e-05, eta: 8:27:46, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2211, decode.loss_mask: 0.4809, decode.loss_dice: 0.7207, decode.d0.loss_cls: 1.2026, decode.d0.loss_mask: 0.5233, decode.d0.loss_dice: 0.7965, decode.d1.loss_cls: 0.2871, decode.d1.loss_mask: 0.4945, decode.d1.loss_dice: 0.7606, decode.d2.loss_cls: 0.2593, decode.d2.loss_mask: 0.4884, decode.d2.loss_dice: 0.7397, decode.d3.loss_cls: 0.2409, decode.d3.loss_mask: 0.4846, decode.d3.loss_dice: 0.7228, decode.d4.loss_cls: 0.2303, decode.d4.loss_mask: 0.4831, decode.d4.loss_dice: 0.7275, decode.d5.loss_cls: 0.2303, decode.d5.loss_mask: 0.4795, decode.d5.loss_dice: 0.7243, decode.d6.loss_cls: 0.2228, decode.d6.loss_mask: 0.4810, decode.d6.loss_dice: 0.7205, decode.d7.loss_cls: 0.2179, decode.d7.loss_mask: 0.4801, decode.d7.loss_dice: 0.7211, decode.d8.loss_cls: 0.2172, decode.d8.loss_mask: 0.4801, decode.d8.loss_dice: 0.7213, loss: 15.5599, grad_norm: 57.6016 2023-12-26 07:02:32,862 - mmseg - INFO - Iter [99500/160000] lr: 3.781e-05, eta: 8:27:21, time: 0.488, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2354, decode.loss_mask: 0.4921, decode.loss_dice: 0.7242, decode.d0.loss_cls: 1.2285, decode.d0.loss_mask: 0.5349, decode.d0.loss_dice: 0.8111, decode.d1.loss_cls: 0.3150, decode.d1.loss_mask: 0.5108, decode.d1.loss_dice: 0.7669, decode.d2.loss_cls: 0.2785, decode.d2.loss_mask: 0.4993, decode.d2.loss_dice: 0.7421, decode.d3.loss_cls: 0.2560, decode.d3.loss_mask: 0.4952, decode.d3.loss_dice: 0.7317, decode.d4.loss_cls: 0.2464, decode.d4.loss_mask: 0.4938, decode.d4.loss_dice: 0.7378, decode.d5.loss_cls: 0.2441, decode.d5.loss_mask: 0.4952, decode.d5.loss_dice: 0.7332, decode.d6.loss_cls: 0.2421, decode.d6.loss_mask: 0.4940, decode.d6.loss_dice: 0.7264, decode.d7.loss_cls: 0.2358, decode.d7.loss_mask: 0.4932, decode.d7.loss_dice: 0.7296, decode.d8.loss_cls: 0.2370, decode.d8.loss_mask: 0.4923, decode.d8.loss_dice: 0.7286, loss: 15.9511, grad_norm: 63.9962 2023-12-26 07:02:57,164 - mmseg - INFO - Iter [99550/160000] lr: 3.778e-05, eta: 8:26:55, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2484, decode.loss_mask: 0.5009, decode.loss_dice: 0.7399, decode.d0.loss_cls: 1.2314, decode.d0.loss_mask: 0.5424, decode.d0.loss_dice: 0.8207, decode.d1.loss_cls: 0.3315, decode.d1.loss_mask: 0.5200, decode.d1.loss_dice: 0.7855, decode.d2.loss_cls: 0.2972, decode.d2.loss_mask: 0.5082, decode.d2.loss_dice: 0.7629, decode.d3.loss_cls: 0.2817, decode.d3.loss_mask: 0.5037, decode.d3.loss_dice: 0.7485, decode.d4.loss_cls: 0.2643, decode.d4.loss_mask: 0.5040, decode.d4.loss_dice: 0.7498, decode.d5.loss_cls: 0.2571, decode.d5.loss_mask: 0.5038, decode.d5.loss_dice: 0.7492, decode.d6.loss_cls: 0.2535, decode.d6.loss_mask: 0.5034, decode.d6.loss_dice: 0.7410, decode.d7.loss_cls: 0.2469, decode.d7.loss_mask: 0.5014, decode.d7.loss_dice: 0.7416, decode.d8.loss_cls: 0.2466, decode.d8.loss_mask: 0.5012, decode.d8.loss_dice: 0.7420, loss: 16.3287, grad_norm: 64.9586 2023-12-26 07:03:21,546 - mmseg - INFO - Iter [99600/160000] lr: 3.775e-05, eta: 8:26:29, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2306, decode.loss_mask: 0.4936, decode.loss_dice: 0.7495, decode.d0.loss_cls: 1.2243, decode.d0.loss_mask: 0.5358, decode.d0.loss_dice: 0.8270, decode.d1.loss_cls: 0.3091, decode.d1.loss_mask: 0.5118, decode.d1.loss_dice: 0.7890, decode.d2.loss_cls: 0.2776, decode.d2.loss_mask: 0.4992, decode.d2.loss_dice: 0.7695, decode.d3.loss_cls: 0.2661, decode.d3.loss_mask: 0.4978, decode.d3.loss_dice: 0.7531, decode.d4.loss_cls: 0.2502, decode.d4.loss_mask: 0.4971, decode.d4.loss_dice: 0.7576, decode.d5.loss_cls: 0.2421, decode.d5.loss_mask: 0.4968, decode.d5.loss_dice: 0.7584, decode.d6.loss_cls: 0.2407, decode.d6.loss_mask: 0.4938, decode.d6.loss_dice: 0.7508, decode.d7.loss_cls: 0.2350, decode.d7.loss_mask: 0.4944, decode.d7.loss_dice: 0.7521, decode.d8.loss_cls: 0.2367, decode.d8.loss_mask: 0.4934, decode.d8.loss_dice: 0.7520, loss: 16.1853, grad_norm: 61.7917 2023-12-26 07:03:45,794 - mmseg - INFO - Iter [99650/160000] lr: 3.772e-05, eta: 8:26:03, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2270, decode.loss_mask: 0.4873, decode.loss_dice: 0.7150, decode.d0.loss_cls: 1.2193, decode.d0.loss_mask: 0.5280, decode.d0.loss_dice: 0.7900, decode.d1.loss_cls: 0.3092, decode.d1.loss_mask: 0.5068, decode.d1.loss_dice: 0.7606, decode.d2.loss_cls: 0.2750, decode.d2.loss_mask: 0.4964, decode.d2.loss_dice: 0.7347, decode.d3.loss_cls: 0.2542, decode.d3.loss_mask: 0.4901, decode.d3.loss_dice: 0.7211, decode.d4.loss_cls: 0.2415, decode.d4.loss_mask: 0.4899, decode.d4.loss_dice: 0.7236, decode.d5.loss_cls: 0.2357, decode.d5.loss_mask: 0.4889, decode.d5.loss_dice: 0.7166, decode.d6.loss_cls: 0.2325, decode.d6.loss_mask: 0.4883, decode.d6.loss_dice: 0.7165, decode.d7.loss_cls: 0.2321, decode.d7.loss_mask: 0.4882, decode.d7.loss_dice: 0.7137, decode.d8.loss_cls: 0.2357, decode.d8.loss_mask: 0.4866, decode.d8.loss_dice: 0.7151, loss: 15.7195, grad_norm: 63.5528 2023-12-26 07:04:12,774 - mmseg - INFO - Iter [99700/160000] lr: 3.769e-05, eta: 8:25:39, time: 0.540, data_time: 0.059, memory: 40245, decode.loss_cls: 0.2452, decode.loss_mask: 0.4801, decode.loss_dice: 0.7264, decode.d0.loss_cls: 1.2082, decode.d0.loss_mask: 0.5245, decode.d0.loss_dice: 0.8063, decode.d1.loss_cls: 0.3246, decode.d1.loss_mask: 0.4978, decode.d1.loss_dice: 0.7687, decode.d2.loss_cls: 0.2899, decode.d2.loss_mask: 0.4883, decode.d2.loss_dice: 0.7418, decode.d3.loss_cls: 0.2725, decode.d3.loss_mask: 0.4849, decode.d3.loss_dice: 0.7299, decode.d4.loss_cls: 0.2641, decode.d4.loss_mask: 0.4856, decode.d4.loss_dice: 0.7303, decode.d5.loss_cls: 0.2530, decode.d5.loss_mask: 0.4831, decode.d5.loss_dice: 0.7278, decode.d6.loss_cls: 0.2463, decode.d6.loss_mask: 0.4830, decode.d6.loss_dice: 0.7268, decode.d7.loss_cls: 0.2474, decode.d7.loss_mask: 0.4815, decode.d7.loss_dice: 0.7245, decode.d8.loss_cls: 0.2449, decode.d8.loss_mask: 0.4818, decode.d8.loss_dice: 0.7239, loss: 15.8931, grad_norm: 60.9172 2023-12-26 07:04:36,830 - mmseg - INFO - Iter [99750/160000] lr: 3.766e-05, eta: 8:25:14, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2385, decode.loss_mask: 0.4847, decode.loss_dice: 0.7327, decode.d0.loss_cls: 1.2240, decode.d0.loss_mask: 0.5281, decode.d0.loss_dice: 0.8218, decode.d1.loss_cls: 0.3232, decode.d1.loss_mask: 0.5018, decode.d1.loss_dice: 0.7740, decode.d2.loss_cls: 0.2828, decode.d2.loss_mask: 0.4940, decode.d2.loss_dice: 0.7509, decode.d3.loss_cls: 0.2699, decode.d3.loss_mask: 0.4882, decode.d3.loss_dice: 0.7389, decode.d4.loss_cls: 0.2556, decode.d4.loss_mask: 0.4867, decode.d4.loss_dice: 0.7335, decode.d5.loss_cls: 0.2507, decode.d5.loss_mask: 0.4846, decode.d5.loss_dice: 0.7335, decode.d6.loss_cls: 0.2433, decode.d6.loss_mask: 0.4851, decode.d6.loss_dice: 0.7295, decode.d7.loss_cls: 0.2404, decode.d7.loss_mask: 0.4861, decode.d7.loss_dice: 0.7340, decode.d8.loss_cls: 0.2374, decode.d8.loss_mask: 0.4848, decode.d8.loss_dice: 0.7313, loss: 15.9702, grad_norm: 61.9351 2023-12-26 07:05:01,260 - mmseg - INFO - Iter [99800/160000] lr: 3.763e-05, eta: 8:24:48, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2307, decode.loss_mask: 0.4963, decode.loss_dice: 0.7216, decode.d0.loss_cls: 1.2176, decode.d0.loss_mask: 0.5420, decode.d0.loss_dice: 0.8093, decode.d1.loss_cls: 0.3160, decode.d1.loss_mask: 0.5206, decode.d1.loss_dice: 0.7664, decode.d2.loss_cls: 0.2775, decode.d2.loss_mask: 0.5057, decode.d2.loss_dice: 0.7450, decode.d3.loss_cls: 0.2662, decode.d3.loss_mask: 0.5000, decode.d3.loss_dice: 0.7280, decode.d4.loss_cls: 0.2505, decode.d4.loss_mask: 0.4994, decode.d4.loss_dice: 0.7286, decode.d5.loss_cls: 0.2450, decode.d5.loss_mask: 0.4983, decode.d5.loss_dice: 0.7293, decode.d6.loss_cls: 0.2408, decode.d6.loss_mask: 0.4970, decode.d6.loss_dice: 0.7238, decode.d7.loss_cls: 0.2355, decode.d7.loss_mask: 0.4975, decode.d7.loss_dice: 0.7221, decode.d8.loss_cls: 0.2369, decode.d8.loss_mask: 0.4945, decode.d8.loss_dice: 0.7214, loss: 15.9635, grad_norm: 67.6534 2023-12-26 07:05:25,668 - mmseg - INFO - Iter [99850/160000] lr: 3.759e-05, eta: 8:24:22, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2143, decode.loss_mask: 0.4782, decode.loss_dice: 0.7142, decode.d0.loss_cls: 1.2300, decode.d0.loss_mask: 0.5161, decode.d0.loss_dice: 0.7903, decode.d1.loss_cls: 0.2940, decode.d1.loss_mask: 0.4969, decode.d1.loss_dice: 0.7516, decode.d2.loss_cls: 0.2566, decode.d2.loss_mask: 0.4870, decode.d2.loss_dice: 0.7299, decode.d3.loss_cls: 0.2381, decode.d3.loss_mask: 0.4852, decode.d3.loss_dice: 0.7226, decode.d4.loss_cls: 0.2295, decode.d4.loss_mask: 0.4834, decode.d4.loss_dice: 0.7209, decode.d5.loss_cls: 0.2303, decode.d5.loss_mask: 0.4810, decode.d5.loss_dice: 0.7181, decode.d6.loss_cls: 0.2182, decode.d6.loss_mask: 0.4816, decode.d6.loss_dice: 0.7177, decode.d7.loss_cls: 0.2132, decode.d7.loss_mask: 0.4793, decode.d7.loss_dice: 0.7151, decode.d8.loss_cls: 0.2149, decode.d8.loss_mask: 0.4793, decode.d8.loss_dice: 0.7151, loss: 15.5025, grad_norm: 57.6467 2023-12-26 07:05:49,916 - mmseg - INFO - Iter [99900/160000] lr: 3.756e-05, eta: 8:23:56, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2294, decode.loss_mask: 0.4808, decode.loss_dice: 0.7214, decode.d0.loss_cls: 1.2127, decode.d0.loss_mask: 0.5198, decode.d0.loss_dice: 0.7868, decode.d1.loss_cls: 0.2995, decode.d1.loss_mask: 0.5012, decode.d1.loss_dice: 0.7621, decode.d2.loss_cls: 0.2749, decode.d2.loss_mask: 0.4880, decode.d2.loss_dice: 0.7386, decode.d3.loss_cls: 0.2576, decode.d3.loss_mask: 0.4825, decode.d3.loss_dice: 0.7260, decode.d4.loss_cls: 0.2446, decode.d4.loss_mask: 0.4830, decode.d4.loss_dice: 0.7238, decode.d5.loss_cls: 0.2349, decode.d5.loss_mask: 0.4842, decode.d5.loss_dice: 0.7248, decode.d6.loss_cls: 0.2344, decode.d6.loss_mask: 0.4814, decode.d6.loss_dice: 0.7217, decode.d7.loss_cls: 0.2285, decode.d7.loss_mask: 0.4824, decode.d7.loss_dice: 0.7211, decode.d8.loss_cls: 0.2307, decode.d8.loss_mask: 0.4810, decode.d8.loss_dice: 0.7191, loss: 15.6767, grad_norm: 57.6902 2023-12-26 07:06:14,240 - mmseg - INFO - Iter [99950/160000] lr: 3.753e-05, eta: 8:23:31, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2205, decode.loss_mask: 0.4996, decode.loss_dice: 0.7434, decode.d0.loss_cls: 1.1946, decode.d0.loss_mask: 0.5409, decode.d0.loss_dice: 0.8198, decode.d1.loss_cls: 0.2918, decode.d1.loss_mask: 0.5161, decode.d1.loss_dice: 0.7852, decode.d2.loss_cls: 0.2587, decode.d2.loss_mask: 0.5070, decode.d2.loss_dice: 0.7607, decode.d3.loss_cls: 0.2492, decode.d3.loss_mask: 0.5042, decode.d3.loss_dice: 0.7452, decode.d4.loss_cls: 0.2359, decode.d4.loss_mask: 0.5033, decode.d4.loss_dice: 0.7441, decode.d5.loss_cls: 0.2300, decode.d5.loss_mask: 0.5012, decode.d5.loss_dice: 0.7456, decode.d6.loss_cls: 0.2287, decode.d6.loss_mask: 0.5008, decode.d6.loss_dice: 0.7404, decode.d7.loss_cls: 0.2221, decode.d7.loss_mask: 0.5009, decode.d7.loss_dice: 0.7403, decode.d8.loss_cls: 0.2183, decode.d8.loss_mask: 0.5003, decode.d8.loss_dice: 0.7414, loss: 15.9903, grad_norm: 62.6687 2023-12-26 07:06:38,629 - mmseg - INFO - Saving checkpoint at 100000 iterations 2023-12-26 07:06:40,935 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 07:06:40,935 - mmseg - INFO - Iter [100000/160000] lr: 3.750e-05, eta: 8:23:07, time: 0.534, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2210, decode.loss_mask: 0.4758, decode.loss_dice: 0.7010, decode.d0.loss_cls: 1.2215, decode.d0.loss_mask: 0.5169, decode.d0.loss_dice: 0.7782, decode.d1.loss_cls: 0.2951, decode.d1.loss_mask: 0.4901, decode.d1.loss_dice: 0.7409, decode.d2.loss_cls: 0.2591, decode.d2.loss_mask: 0.4823, decode.d2.loss_dice: 0.7213, decode.d3.loss_cls: 0.2439, decode.d3.loss_mask: 0.4773, decode.d3.loss_dice: 0.7069, decode.d4.loss_cls: 0.2328, decode.d4.loss_mask: 0.4764, decode.d4.loss_dice: 0.7076, decode.d5.loss_cls: 0.2331, decode.d5.loss_mask: 0.4779, decode.d5.loss_dice: 0.7111, decode.d6.loss_cls: 0.2283, decode.d6.loss_mask: 0.4777, decode.d6.loss_dice: 0.7040, decode.d7.loss_cls: 0.2274, decode.d7.loss_mask: 0.4759, decode.d7.loss_dice: 0.7024, decode.d8.loss_cls: 0.2256, decode.d8.loss_mask: 0.4743, decode.d8.loss_dice: 0.7000, loss: 15.3856, grad_norm: 59.5491 2023-12-26 07:07:02,378 - mmseg - INFO - per class results: 2023-12-26 07:07:02,387 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.23 | 86.79 | | building | 82.7 | 92.4 | | sky | 94.54 | 97.52 | | floor | 83.04 | 90.82 | | tree | 74.23 | 84.87 | | ceiling | 85.25 | 91.86 | | road | 84.62 | 89.98 | | bed | 90.79 | 95.43 | | windowpane | 63.81 | 80.91 | | grass | 66.87 | 80.67 | | cabinet | 59.09 | 74.88 | | sidewalk | 67.63 | 82.2 | | person | 84.55 | 92.77 | | earth | 36.0 | 48.39 | | door | 54.31 | 70.82 | | table | 66.1 | 79.43 | | mountain | 60.09 | 72.19 | | plant | 50.55 | 64.6 | | curtain | 76.75 | 85.54 | | chair | 63.02 | 78.09 | | car | 87.69 | 93.96 | | water | 48.63 | 57.61 | | painting | 70.94 | 87.41 | | sofa | 70.56 | 84.94 | | shelf | 44.18 | 65.71 | | house | 44.04 | 71.19 | | sea | 58.49 | 90.44 | | mirror | 72.25 | 79.05 | | rug | 65.66 | 78.28 | | field | 27.61 | 55.84 | | armchair | 49.39 | 70.08 | | seat | 64.57 | 83.41 | | fence | 53.3 | 68.37 | | desk | 50.06 | 72.36 | | rock | 48.63 | 73.21 | | wardrobe | 55.01 | 71.66 | | lamp | 70.8 | 82.46 | | bathtub | 80.07 | 87.0 | | railing | 34.73 | 50.57 | | cushion | 61.41 | 74.28 | | base | 37.71 | 64.54 | | box | 30.44 | 39.23 | | column | 50.19 | 65.02 | | signboard | 39.55 | 59.93 | | chest of drawers | 34.45 | 72.18 | | counter | 24.7 | 31.75 | | sand | 32.85 | 48.24 | | sink | 78.28 | 84.54 | | skyscraper | 43.4 | 55.52 | | fireplace | 74.74 | 88.63 | | refrigerator | 79.0 | 84.27 | | grandstand | 46.17 | 74.28 | | path | 22.09 | 47.57 | | stairs | 31.27 | 44.42 | | runway | 66.31 | 84.7 | | case | 55.32 | 67.9 | | pool table | 94.78 | 96.84 | | pillow | 60.72 | 72.42 | | screen door | 73.2 | 88.79 | | stairway | 29.78 | 41.81 | | river | 8.46 | 14.86 | | bridge | 77.7 | 87.51 | | bookcase | 35.99 | 53.66 | | blind | 36.29 | 39.2 | | coffee table | 65.99 | 84.55 | | toilet | 86.74 | 91.86 | | flower | 41.95 | 60.44 | | book | 51.48 | 72.13 | | hill | 11.06 | 21.47 | | bench | 47.69 | 56.44 | | countertop | 56.18 | 70.58 | | stove | 84.86 | 92.12 | | palm | 54.0 | 77.69 | | kitchen island | 46.51 | 75.85 | | computer | 69.01 | 74.91 | | swivel chair | 49.37 | 61.68 | | boat | 41.97 | 55.78 | | bar | 35.2 | 43.88 | | arcade machine | 76.97 | 93.04 | | hovel | 7.67 | 7.93 | | bus | 93.48 | 96.77 | | towel | 64.93 | 84.04 | | light | 62.33 | 78.77 | | truck | 41.71 | 54.18 | | tower | 36.53 | 50.17 | | chandelier | 59.24 | 82.55 | | awning | 31.32 | 41.97 | | streetlight | 41.06 | 60.85 | | booth | 57.29 | 71.72 | | television receiver | 76.93 | 83.69 | | airplane | 66.36 | 78.32 | | dirt track | 24.75 | 34.32 | | apparel | 42.94 | 70.05 | | pole | 33.37 | 53.5 | | land | 2.36 | 3.3 | | bannister | 18.78 | 31.89 | | escalator | 20.91 | 21.45 | | ottoman | 51.41 | 66.62 | | bottle | 26.69 | 33.39 | | buffet | 42.61 | 60.77 | | poster | 25.98 | 59.46 | | stage | 17.25 | 37.74 | | van | 52.37 | 74.16 | | ship | 6.78 | 10.15 | | fountain | 21.32 | 21.69 | | conveyer belt | 69.67 | 91.58 | | canopy | 15.18 | 31.96 | | washer | 72.96 | 75.03 | | plaything | 19.12 | 33.92 | | swimming pool | 51.46 | 62.39 | | stool | 43.71 | 72.53 | | barrel | 50.8 | 74.22 | | basket | 38.1 | 48.05 | | waterfall | 56.39 | 67.05 | | tent | 96.71 | 98.26 | | bag | 22.99 | 30.45 | | minibike | 68.66 | 88.87 | | cradle | 89.58 | 97.91 | | oven | 24.51 | 65.24 | | ball | 45.31 | 59.12 | | food | 62.6 | 71.22 | | step | 11.52 | 28.88 | | tank | 61.14 | 64.12 | | trade name | 23.45 | 27.69 | | microwave | 43.9 | 49.63 | | pot | 55.48 | 67.69 | | animal | 66.23 | 68.19 | | bicycle | 59.79 | 81.24 | | lake | 28.44 | 63.57 | | dishwasher | 65.26 | 72.57 | | screen | 66.75 | 92.15 | | blanket | 33.93 | 39.07 | | sculpture | 52.91 | 85.66 | | hood | 86.99 | 91.25 | | sconce | 53.84 | 72.12 | | vase | 46.38 | 64.41 | | traffic light | 40.67 | 69.73 | | tray | 21.17 | 29.68 | | ashcan | 50.69 | 73.66 | | fan | 68.21 | 83.11 | | pier | 13.5 | 16.97 | | crt screen | 0.56 | 1.94 | | plate | 58.58 | 75.38 | | monitor | 13.68 | 18.37 | | bulletin board | 53.85 | 76.39 | | shower | 7.73 | 19.84 | | radiator | 67.58 | 81.52 | | glass | 23.11 | 25.48 | | clock | 54.39 | 70.06 | | flag | 37.76 | 42.93 | +---------------------+-------+-------+ 2023-12-26 07:07:02,387 - mmseg - INFO - Summary: 2023-12-26 07:07:02,387 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.57 | 51.23 | 65.12 | +-------+-------+-------+ 2023-12-26 07:07:02,389 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 07:07:02,389 - mmseg - INFO - Iter(val) [250] aAcc: 0.8357, mIoU: 0.5123, mAcc: 0.6512, IoU.wall: 0.7923, IoU.building: 0.8270, IoU.sky: 0.9454, IoU.floor: 0.8304, IoU.tree: 0.7423, IoU.ceiling: 0.8525, IoU.road: 0.8462, IoU.bed : 0.9079, IoU.windowpane: 0.6381, IoU.grass: 0.6687, IoU.cabinet: 0.5909, IoU.sidewalk: 0.6763, IoU.person: 0.8455, IoU.earth: 0.3600, IoU.door: 0.5431, IoU.table: 0.6610, IoU.mountain: 0.6009, IoU.plant: 0.5055, IoU.curtain: 0.7675, IoU.chair: 0.6302, IoU.car: 0.8769, IoU.water: 0.4863, IoU.painting: 0.7094, IoU.sofa: 0.7056, IoU.shelf: 0.4418, IoU.house: 0.4404, IoU.sea: 0.5849, IoU.mirror: 0.7225, IoU.rug: 0.6566, IoU.field: 0.2761, IoU.armchair: 0.4939, IoU.seat: 0.6457, IoU.fence: 0.5330, IoU.desk: 0.5006, IoU.rock: 0.4863, IoU.wardrobe: 0.5501, IoU.lamp: 0.7080, IoU.bathtub: 0.8007, IoU.railing: 0.3473, IoU.cushion: 0.6141, IoU.base: 0.3771, IoU.box: 0.3044, IoU.column: 0.5019, IoU.signboard: 0.3955, IoU.chest of drawers: 0.3445, IoU.counter: 0.2470, IoU.sand: 0.3285, IoU.sink: 0.7828, IoU.skyscraper: 0.4340, IoU.fireplace: 0.7474, IoU.refrigerator: 0.7900, IoU.grandstand: 0.4617, IoU.path: 0.2209, IoU.stairs: 0.3127, IoU.runway: 0.6631, IoU.case: 0.5532, IoU.pool table: 0.9478, IoU.pillow: 0.6072, IoU.screen door: 0.7320, IoU.stairway: 0.2978, IoU.river: 0.0846, IoU.bridge: 0.7770, IoU.bookcase: 0.3599, IoU.blind: 0.3629, IoU.coffee table: 0.6599, IoU.toilet: 0.8674, IoU.flower: 0.4195, IoU.book: 0.5148, IoU.hill: 0.1106, IoU.bench: 0.4769, IoU.countertop: 0.5618, IoU.stove: 0.8486, IoU.palm: 0.5400, IoU.kitchen island: 0.4651, IoU.computer: 0.6901, IoU.swivel chair: 0.4937, IoU.boat: 0.4197, IoU.bar: 0.3520, IoU.arcade machine: 0.7697, IoU.hovel: 0.0767, IoU.bus: 0.9348, IoU.towel: 0.6493, IoU.light: 0.6233, IoU.truck: 0.4171, IoU.tower: 0.3653, IoU.chandelier: 0.5924, IoU.awning: 0.3132, IoU.streetlight: 0.4106, IoU.booth: 0.5729, IoU.television receiver: 0.7693, IoU.airplane: 0.6636, IoU.dirt track: 0.2475, IoU.apparel: 0.4294, IoU.pole: 0.3337, IoU.land: 0.0236, IoU.bannister: 0.1878, IoU.escalator: 0.2091, IoU.ottoman: 0.5141, IoU.bottle: 0.2669, IoU.buffet: 0.4261, IoU.poster: 0.2598, IoU.stage: 0.1725, IoU.van: 0.5237, IoU.ship: 0.0678, IoU.fountain: 0.2132, IoU.conveyer belt: 0.6967, IoU.canopy: 0.1518, IoU.washer: 0.7296, IoU.plaything: 0.1912, IoU.swimming pool: 0.5146, IoU.stool: 0.4371, IoU.barrel: 0.5080, IoU.basket: 0.3810, IoU.waterfall: 0.5639, IoU.tent: 0.9671, IoU.bag: 0.2299, IoU.minibike: 0.6866, IoU.cradle: 0.8958, IoU.oven: 0.2451, IoU.ball: 0.4531, IoU.food: 0.6260, IoU.step: 0.1152, IoU.tank: 0.6114, IoU.trade name: 0.2345, IoU.microwave: 0.4390, IoU.pot: 0.5548, IoU.animal: 0.6623, IoU.bicycle: 0.5979, IoU.lake: 0.2844, IoU.dishwasher: 0.6526, IoU.screen: 0.6675, IoU.blanket: 0.3393, IoU.sculpture: 0.5291, IoU.hood: 0.8699, IoU.sconce: 0.5384, IoU.vase: 0.4638, IoU.traffic light: 0.4067, IoU.tray: 0.2117, IoU.ashcan: 0.5069, IoU.fan: 0.6821, IoU.pier: 0.1350, IoU.crt screen: 0.0056, IoU.plate: 0.5858, IoU.monitor: 0.1368, IoU.bulletin board: 0.5385, IoU.shower: 0.0773, IoU.radiator: 0.6758, IoU.glass: 0.2311, IoU.clock: 0.5439, IoU.flag: 0.3776, Acc.wall: 0.8679, Acc.building: 0.9240, Acc.sky: 0.9752, Acc.floor: 0.9082, Acc.tree: 0.8487, Acc.ceiling: 0.9186, Acc.road: 0.8998, Acc.bed : 0.9543, Acc.windowpane: 0.8091, Acc.grass: 0.8067, Acc.cabinet: 0.7488, Acc.sidewalk: 0.8220, Acc.person: 0.9277, Acc.earth: 0.4839, Acc.door: 0.7082, Acc.table: 0.7943, Acc.mountain: 0.7219, Acc.plant: 0.6460, Acc.curtain: 0.8554, Acc.chair: 0.7809, Acc.car: 0.9396, Acc.water: 0.5761, Acc.painting: 0.8741, Acc.sofa: 0.8494, Acc.shelf: 0.6571, Acc.house: 0.7119, Acc.sea: 0.9044, Acc.mirror: 0.7905, Acc.rug: 0.7828, Acc.field: 0.5584, Acc.armchair: 0.7008, Acc.seat: 0.8341, Acc.fence: 0.6837, Acc.desk: 0.7236, Acc.rock: 0.7321, Acc.wardrobe: 0.7166, Acc.lamp: 0.8246, Acc.bathtub: 0.8700, Acc.railing: 0.5057, Acc.cushion: 0.7428, Acc.base: 0.6454, Acc.box: 0.3923, Acc.column: 0.6502, Acc.signboard: 0.5993, Acc.chest of drawers: 0.7218, Acc.counter: 0.3175, Acc.sand: 0.4824, Acc.sink: 0.8454, Acc.skyscraper: 0.5552, Acc.fireplace: 0.8863, Acc.refrigerator: 0.8427, Acc.grandstand: 0.7428, Acc.path: 0.4757, Acc.stairs: 0.4442, Acc.runway: 0.8470, Acc.case: 0.6790, Acc.pool table: 0.9684, Acc.pillow: 0.7242, Acc.screen door: 0.8879, Acc.stairway: 0.4181, Acc.river: 0.1486, Acc.bridge: 0.8751, Acc.bookcase: 0.5366, Acc.blind: 0.3920, Acc.coffee table: 0.8455, Acc.toilet: 0.9186, Acc.flower: 0.6044, Acc.book: 0.7213, Acc.hill: 0.2147, Acc.bench: 0.5644, Acc.countertop: 0.7058, Acc.stove: 0.9212, Acc.palm: 0.7769, Acc.kitchen island: 0.7585, Acc.computer: 0.7491, Acc.swivel chair: 0.6168, Acc.boat: 0.5578, Acc.bar: 0.4388, Acc.arcade machine: 0.9304, Acc.hovel: 0.0793, Acc.bus: 0.9677, Acc.towel: 0.8404, Acc.light: 0.7877, Acc.truck: 0.5418, Acc.tower: 0.5017, Acc.chandelier: 0.8255, Acc.awning: 0.4197, Acc.streetlight: 0.6085, Acc.booth: 0.7172, Acc.television receiver: 0.8369, Acc.airplane: 0.7832, Acc.dirt track: 0.3432, Acc.apparel: 0.7005, Acc.pole: 0.5350, Acc.land: 0.0330, Acc.bannister: 0.3189, Acc.escalator: 0.2145, Acc.ottoman: 0.6662, Acc.bottle: 0.3339, Acc.buffet: 0.6077, Acc.poster: 0.5946, Acc.stage: 0.3774, Acc.van: 0.7416, Acc.ship: 0.1015, Acc.fountain: 0.2169, Acc.conveyer belt: 0.9158, Acc.canopy: 0.3196, Acc.washer: 0.7503, Acc.plaything: 0.3392, Acc.swimming pool: 0.6239, Acc.stool: 0.7253, Acc.barrel: 0.7422, Acc.basket: 0.4805, Acc.waterfall: 0.6705, Acc.tent: 0.9826, Acc.bag: 0.3045, Acc.minibike: 0.8887, Acc.cradle: 0.9791, Acc.oven: 0.6524, Acc.ball: 0.5912, Acc.food: 0.7122, Acc.step: 0.2888, Acc.tank: 0.6412, Acc.trade name: 0.2769, Acc.microwave: 0.4963, Acc.pot: 0.6769, Acc.animal: 0.6819, Acc.bicycle: 0.8124, Acc.lake: 0.6357, Acc.dishwasher: 0.7257, Acc.screen: 0.9215, Acc.blanket: 0.3907, Acc.sculpture: 0.8566, Acc.hood: 0.9125, Acc.sconce: 0.7212, Acc.vase: 0.6441, Acc.traffic light: 0.6973, Acc.tray: 0.2968, Acc.ashcan: 0.7366, Acc.fan: 0.8311, Acc.pier: 0.1697, Acc.crt screen: 0.0194, Acc.plate: 0.7538, Acc.monitor: 0.1837, Acc.bulletin board: 0.7639, Acc.shower: 0.1984, Acc.radiator: 0.8152, Acc.glass: 0.2548, Acc.clock: 0.7006, Acc.flag: 0.4293 2023-12-26 07:07:26,591 - mmseg - INFO - Iter [100050/160000] lr: 3.747e-05, eta: 8:22:55, time: 0.913, data_time: 0.440, memory: 40245, decode.loss_cls: 0.2257, decode.loss_mask: 0.4919, decode.loss_dice: 0.7399, decode.d0.loss_cls: 1.2164, decode.d0.loss_mask: 0.5317, decode.d0.loss_dice: 0.8167, decode.d1.loss_cls: 0.3055, decode.d1.loss_mask: 0.5091, decode.d1.loss_dice: 0.7807, decode.d2.loss_cls: 0.2637, decode.d2.loss_mask: 0.5014, decode.d2.loss_dice: 0.7605, decode.d3.loss_cls: 0.2527, decode.d3.loss_mask: 0.4974, decode.d3.loss_dice: 0.7487, decode.d4.loss_cls: 0.2401, decode.d4.loss_mask: 0.4959, decode.d4.loss_dice: 0.7522, decode.d5.loss_cls: 0.2358, decode.d5.loss_mask: 0.4932, decode.d5.loss_dice: 0.7446, decode.d6.loss_cls: 0.2350, decode.d6.loss_mask: 0.4920, decode.d6.loss_dice: 0.7383, decode.d7.loss_cls: 0.2342, decode.d7.loss_mask: 0.4929, decode.d7.loss_dice: 0.7433, decode.d8.loss_cls: 0.2279, decode.d8.loss_mask: 0.4924, decode.d8.loss_dice: 0.7409, loss: 16.0007, grad_norm: 59.6377 2023-12-26 07:07:50,834 - mmseg - INFO - Iter [100100/160000] lr: 3.744e-05, eta: 8:22:29, time: 0.485, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2357, decode.loss_mask: 0.4772, decode.loss_dice: 0.7150, decode.d0.loss_cls: 1.2497, decode.d0.loss_mask: 0.5163, decode.d0.loss_dice: 0.7978, decode.d1.loss_cls: 0.3238, decode.d1.loss_mask: 0.4950, decode.d1.loss_dice: 0.7592, decode.d2.loss_cls: 0.2844, decode.d2.loss_mask: 0.4813, decode.d2.loss_dice: 0.7397, decode.d3.loss_cls: 0.2609, decode.d3.loss_mask: 0.4788, decode.d3.loss_dice: 0.7277, decode.d4.loss_cls: 0.2526, decode.d4.loss_mask: 0.4775, decode.d4.loss_dice: 0.7252, decode.d5.loss_cls: 0.2472, decode.d5.loss_mask: 0.4779, decode.d5.loss_dice: 0.7238, decode.d6.loss_cls: 0.2403, decode.d6.loss_mask: 0.4766, decode.d6.loss_dice: 0.7148, decode.d7.loss_cls: 0.2401, decode.d7.loss_mask: 0.4761, decode.d7.loss_dice: 0.7187, decode.d8.loss_cls: 0.2347, decode.d8.loss_mask: 0.4775, decode.d8.loss_dice: 0.7167, loss: 15.7423, grad_norm: 62.3056 2023-12-26 07:08:15,182 - mmseg - INFO - Iter [100150/160000] lr: 3.741e-05, eta: 8:22:04, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2293, decode.loss_mask: 0.4798, decode.loss_dice: 0.7314, decode.d0.loss_cls: 1.2465, decode.d0.loss_mask: 0.5263, decode.d0.loss_dice: 0.8080, decode.d1.loss_cls: 0.3143, decode.d1.loss_mask: 0.5005, decode.d1.loss_dice: 0.7794, decode.d2.loss_cls: 0.2819, decode.d2.loss_mask: 0.4899, decode.d2.loss_dice: 0.7511, decode.d3.loss_cls: 0.2692, decode.d3.loss_mask: 0.4856, decode.d3.loss_dice: 0.7400, decode.d4.loss_cls: 0.2518, decode.d4.loss_mask: 0.4857, decode.d4.loss_dice: 0.7422, decode.d5.loss_cls: 0.2392, decode.d5.loss_mask: 0.4823, decode.d5.loss_dice: 0.7432, decode.d6.loss_cls: 0.2393, decode.d6.loss_mask: 0.4814, decode.d6.loss_dice: 0.7361, decode.d7.loss_cls: 0.2364, decode.d7.loss_mask: 0.4818, decode.d7.loss_dice: 0.7305, decode.d8.loss_cls: 0.2360, decode.d8.loss_mask: 0.4797, decode.d8.loss_dice: 0.7373, loss: 15.9363, grad_norm: 55.9197 2023-12-26 07:08:39,582 - mmseg - INFO - Iter [100200/160000] lr: 3.738e-05, eta: 8:21:38, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2507, decode.loss_mask: 0.4726, decode.loss_dice: 0.7192, decode.d0.loss_cls: 1.2422, decode.d0.loss_mask: 0.5133, decode.d0.loss_dice: 0.7970, decode.d1.loss_cls: 0.3348, decode.d1.loss_mask: 0.4945, decode.d1.loss_dice: 0.7641, decode.d2.loss_cls: 0.2919, decode.d2.loss_mask: 0.4832, decode.d2.loss_dice: 0.7386, decode.d3.loss_cls: 0.2770, decode.d3.loss_mask: 0.4779, decode.d3.loss_dice: 0.7236, decode.d4.loss_cls: 0.2670, decode.d4.loss_mask: 0.4750, decode.d4.loss_dice: 0.7244, decode.d5.loss_cls: 0.2589, decode.d5.loss_mask: 0.4741, decode.d5.loss_dice: 0.7221, decode.d6.loss_cls: 0.2576, decode.d6.loss_mask: 0.4738, decode.d6.loss_dice: 0.7169, decode.d7.loss_cls: 0.2505, decode.d7.loss_mask: 0.4726, decode.d7.loss_dice: 0.7171, decode.d8.loss_cls: 0.2510, decode.d8.loss_mask: 0.4733, decode.d8.loss_dice: 0.7179, loss: 15.8329, grad_norm: 63.4434 2023-12-26 07:09:03,853 - mmseg - INFO - Iter [100250/160000] lr: 3.734e-05, eta: 8:21:12, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2241, decode.loss_mask: 0.4718, decode.loss_dice: 0.7222, decode.d0.loss_cls: 1.2385, decode.d0.loss_mask: 0.5083, decode.d0.loss_dice: 0.8035, decode.d1.loss_cls: 0.2994, decode.d1.loss_mask: 0.4840, decode.d1.loss_dice: 0.7598, decode.d2.loss_cls: 0.2622, decode.d2.loss_mask: 0.4780, decode.d2.loss_dice: 0.7428, decode.d3.loss_cls: 0.2491, decode.d3.loss_mask: 0.4759, decode.d3.loss_dice: 0.7333, decode.d4.loss_cls: 0.2427, decode.d4.loss_mask: 0.4737, decode.d4.loss_dice: 0.7280, decode.d5.loss_cls: 0.2396, decode.d5.loss_mask: 0.4742, decode.d5.loss_dice: 0.7268, decode.d6.loss_cls: 0.2358, decode.d6.loss_mask: 0.4716, decode.d6.loss_dice: 0.7192, decode.d7.loss_cls: 0.2267, decode.d7.loss_mask: 0.4725, decode.d7.loss_dice: 0.7214, decode.d8.loss_cls: 0.2274, decode.d8.loss_mask: 0.4722, decode.d8.loss_dice: 0.7230, loss: 15.6076, grad_norm: 59.4508 2023-12-26 07:09:28,360 - mmseg - INFO - Iter [100300/160000] lr: 3.731e-05, eta: 8:20:47, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2346, decode.loss_mask: 0.4848, decode.loss_dice: 0.7204, decode.d0.loss_cls: 1.2266, decode.d0.loss_mask: 0.5256, decode.d0.loss_dice: 0.8005, decode.d1.loss_cls: 0.3127, decode.d1.loss_mask: 0.5009, decode.d1.loss_dice: 0.7596, decode.d2.loss_cls: 0.2734, decode.d2.loss_mask: 0.4930, decode.d2.loss_dice: 0.7409, decode.d3.loss_cls: 0.2633, decode.d3.loss_mask: 0.4883, decode.d3.loss_dice: 0.7283, decode.d4.loss_cls: 0.2538, decode.d4.loss_mask: 0.4860, decode.d4.loss_dice: 0.7285, decode.d5.loss_cls: 0.2461, decode.d5.loss_mask: 0.4866, decode.d5.loss_dice: 0.7276, decode.d6.loss_cls: 0.2454, decode.d6.loss_mask: 0.4860, decode.d6.loss_dice: 0.7176, decode.d7.loss_cls: 0.2373, decode.d7.loss_mask: 0.4870, decode.d7.loss_dice: 0.7218, decode.d8.loss_cls: 0.2325, decode.d8.loss_mask: 0.4859, decode.d8.loss_dice: 0.7237, loss: 15.8189, grad_norm: 58.1997 2023-12-26 07:09:52,694 - mmseg - INFO - Iter [100350/160000] lr: 3.728e-05, eta: 8:20:21, time: 0.489, data_time: 0.015, memory: 40245, decode.loss_cls: 0.2331, decode.loss_mask: 0.4749, decode.loss_dice: 0.7273, decode.d0.loss_cls: 1.2166, decode.d0.loss_mask: 0.5143, decode.d0.loss_dice: 0.8014, decode.d1.loss_cls: 0.3054, decode.d1.loss_mask: 0.4902, decode.d1.loss_dice: 0.7638, decode.d2.loss_cls: 0.2760, decode.d2.loss_mask: 0.4814, decode.d2.loss_dice: 0.7438, decode.d3.loss_cls: 0.2590, decode.d3.loss_mask: 0.4765, decode.d3.loss_dice: 0.7264, decode.d4.loss_cls: 0.2477, decode.d4.loss_mask: 0.4769, decode.d4.loss_dice: 0.7306, decode.d5.loss_cls: 0.2449, decode.d5.loss_mask: 0.4758, decode.d5.loss_dice: 0.7295, decode.d6.loss_cls: 0.2426, decode.d6.loss_mask: 0.4731, decode.d6.loss_dice: 0.7229, decode.d7.loss_cls: 0.2361, decode.d7.loss_mask: 0.4739, decode.d7.loss_dice: 0.7243, decode.d8.loss_cls: 0.2338, decode.d8.loss_mask: 0.4749, decode.d8.loss_dice: 0.7270, loss: 15.7043, grad_norm: 62.2126 2023-12-26 07:10:17,019 - mmseg - INFO - Iter [100400/160000] lr: 3.725e-05, eta: 8:19:55, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2274, decode.loss_mask: 0.4765, decode.loss_dice: 0.7113, decode.d0.loss_cls: 1.1929, decode.d0.loss_mask: 0.5120, decode.d0.loss_dice: 0.7895, decode.d1.loss_cls: 0.3021, decode.d1.loss_mask: 0.4894, decode.d1.loss_dice: 0.7577, decode.d2.loss_cls: 0.2655, decode.d2.loss_mask: 0.4828, decode.d2.loss_dice: 0.7285, decode.d3.loss_cls: 0.2496, decode.d3.loss_mask: 0.4748, decode.d3.loss_dice: 0.7205, decode.d4.loss_cls: 0.2415, decode.d4.loss_mask: 0.4788, decode.d4.loss_dice: 0.7126, decode.d5.loss_cls: 0.2318, decode.d5.loss_mask: 0.4787, decode.d5.loss_dice: 0.7210, decode.d6.loss_cls: 0.2365, decode.d6.loss_mask: 0.4749, decode.d6.loss_dice: 0.7153, decode.d7.loss_cls: 0.2287, decode.d7.loss_mask: 0.4752, decode.d7.loss_dice: 0.7158, decode.d8.loss_cls: 0.2288, decode.d8.loss_mask: 0.4764, decode.d8.loss_dice: 0.7158, loss: 15.5124, grad_norm: 65.0968 2023-12-26 07:10:41,339 - mmseg - INFO - Iter [100450/160000] lr: 3.722e-05, eta: 8:19:29, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2213, decode.loss_mask: 0.4897, decode.loss_dice: 0.7265, decode.d0.loss_cls: 1.2316, decode.d0.loss_mask: 0.5339, decode.d0.loss_dice: 0.8039, decode.d1.loss_cls: 0.2965, decode.d1.loss_mask: 0.5116, decode.d1.loss_dice: 0.7749, decode.d2.loss_cls: 0.2678, decode.d2.loss_mask: 0.4991, decode.d2.loss_dice: 0.7487, decode.d3.loss_cls: 0.2458, decode.d3.loss_mask: 0.4939, decode.d3.loss_dice: 0.7365, decode.d4.loss_cls: 0.2382, decode.d4.loss_mask: 0.4932, decode.d4.loss_dice: 0.7305, decode.d5.loss_cls: 0.2302, decode.d5.loss_mask: 0.4933, decode.d5.loss_dice: 0.7364, decode.d6.loss_cls: 0.2322, decode.d6.loss_mask: 0.4897, decode.d6.loss_dice: 0.7275, decode.d7.loss_cls: 0.2284, decode.d7.loss_mask: 0.4885, decode.d7.loss_dice: 0.7285, decode.d8.loss_cls: 0.2264, decode.d8.loss_mask: 0.4904, decode.d8.loss_dice: 0.7249, loss: 15.8399, grad_norm: 60.2721 2023-12-26 07:11:05,796 - mmseg - INFO - Iter [100500/160000] lr: 3.719e-05, eta: 8:19:04, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2212, decode.loss_mask: 0.4959, decode.loss_dice: 0.7300, decode.d0.loss_cls: 1.2092, decode.d0.loss_mask: 0.5340, decode.d0.loss_dice: 0.8037, decode.d1.loss_cls: 0.3046, decode.d1.loss_mask: 0.5126, decode.d1.loss_dice: 0.7713, decode.d2.loss_cls: 0.2602, decode.d2.loss_mask: 0.5023, decode.d2.loss_dice: 0.7451, decode.d3.loss_cls: 0.2460, decode.d3.loss_mask: 0.4986, decode.d3.loss_dice: 0.7372, decode.d4.loss_cls: 0.2344, decode.d4.loss_mask: 0.4991, decode.d4.loss_dice: 0.7347, decode.d5.loss_cls: 0.2286, decode.d5.loss_mask: 0.4998, decode.d5.loss_dice: 0.7336, decode.d6.loss_cls: 0.2244, decode.d6.loss_mask: 0.4953, decode.d6.loss_dice: 0.7278, decode.d7.loss_cls: 0.2247, decode.d7.loss_mask: 0.4953, decode.d7.loss_dice: 0.7305, decode.d8.loss_cls: 0.2242, decode.d8.loss_mask: 0.4948, decode.d8.loss_dice: 0.7283, loss: 15.8473, grad_norm: 64.9967 2023-12-26 07:11:30,127 - mmseg - INFO - Iter [100550/160000] lr: 3.716e-05, eta: 8:18:38, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2071, decode.loss_mask: 0.4856, decode.loss_dice: 0.7066, decode.d0.loss_cls: 1.1893, decode.d0.loss_mask: 0.5256, decode.d0.loss_dice: 0.7863, decode.d1.loss_cls: 0.2808, decode.d1.loss_mask: 0.5014, decode.d1.loss_dice: 0.7493, decode.d2.loss_cls: 0.2504, decode.d2.loss_mask: 0.4936, decode.d2.loss_dice: 0.7288, decode.d3.loss_cls: 0.2324, decode.d3.loss_mask: 0.4892, decode.d3.loss_dice: 0.7173, decode.d4.loss_cls: 0.2222, decode.d4.loss_mask: 0.4874, decode.d4.loss_dice: 0.7164, decode.d5.loss_cls: 0.2222, decode.d5.loss_mask: 0.4876, decode.d5.loss_dice: 0.7148, decode.d6.loss_cls: 0.2199, decode.d6.loss_mask: 0.4858, decode.d6.loss_dice: 0.7092, decode.d7.loss_cls: 0.2104, decode.d7.loss_mask: 0.4877, decode.d7.loss_dice: 0.7120, decode.d8.loss_cls: 0.2070, decode.d8.loss_mask: 0.4871, decode.d8.loss_dice: 0.7110, loss: 15.4243, grad_norm: 61.7153 2023-12-26 07:11:54,572 - mmseg - INFO - Iter [100600/160000] lr: 3.713e-05, eta: 8:18:12, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2393, decode.loss_mask: 0.4825, decode.loss_dice: 0.7478, decode.d0.loss_cls: 1.2397, decode.d0.loss_mask: 0.5225, decode.d0.loss_dice: 0.8258, decode.d1.loss_cls: 0.3278, decode.d1.loss_mask: 0.4956, decode.d1.loss_dice: 0.7833, decode.d2.loss_cls: 0.2907, decode.d2.loss_mask: 0.4879, decode.d2.loss_dice: 0.7614, decode.d3.loss_cls: 0.2718, decode.d3.loss_mask: 0.4834, decode.d3.loss_dice: 0.7541, decode.d4.loss_cls: 0.2572, decode.d4.loss_mask: 0.4841, decode.d4.loss_dice: 0.7559, decode.d5.loss_cls: 0.2529, decode.d5.loss_mask: 0.4852, decode.d5.loss_dice: 0.7531, decode.d6.loss_cls: 0.2520, decode.d6.loss_mask: 0.4852, decode.d6.loss_dice: 0.7440, decode.d7.loss_cls: 0.2439, decode.d7.loss_mask: 0.4829, decode.d7.loss_dice: 0.7474, decode.d8.loss_cls: 0.2431, decode.d8.loss_mask: 0.4832, decode.d8.loss_dice: 0.7484, loss: 16.1322, grad_norm: 62.1913 2023-12-26 07:12:18,958 - mmseg - INFO - Iter [100650/160000] lr: 3.709e-05, eta: 8:17:47, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2380, decode.loss_mask: 0.4681, decode.loss_dice: 0.7068, decode.d0.loss_cls: 1.2313, decode.d0.loss_mask: 0.5033, decode.d0.loss_dice: 0.7893, decode.d1.loss_cls: 0.3244, decode.d1.loss_mask: 0.4836, decode.d1.loss_dice: 0.7431, decode.d2.loss_cls: 0.2857, decode.d2.loss_mask: 0.4762, decode.d2.loss_dice: 0.7277, decode.d3.loss_cls: 0.2675, decode.d3.loss_mask: 0.4717, decode.d3.loss_dice: 0.7145, decode.d4.loss_cls: 0.2556, decode.d4.loss_mask: 0.4695, decode.d4.loss_dice: 0.7195, decode.d5.loss_cls: 0.2517, decode.d5.loss_mask: 0.4687, decode.d5.loss_dice: 0.7134, decode.d6.loss_cls: 0.2500, decode.d6.loss_mask: 0.4677, decode.d6.loss_dice: 0.7076, decode.d7.loss_cls: 0.2393, decode.d7.loss_mask: 0.4682, decode.d7.loss_dice: 0.7108, decode.d8.loss_cls: 0.2349, decode.d8.loss_mask: 0.4680, decode.d8.loss_dice: 0.7096, loss: 15.5656, grad_norm: 63.2402 2023-12-26 07:12:43,346 - mmseg - INFO - Iter [100700/160000] lr: 3.706e-05, eta: 8:17:21, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2432, decode.loss_mask: 0.4812, decode.loss_dice: 0.7217, decode.d0.loss_cls: 1.2329, decode.d0.loss_mask: 0.5198, decode.d0.loss_dice: 0.8038, decode.d1.loss_cls: 0.3150, decode.d1.loss_mask: 0.4980, decode.d1.loss_dice: 0.7644, decode.d2.loss_cls: 0.2713, decode.d2.loss_mask: 0.4895, decode.d2.loss_dice: 0.7442, decode.d3.loss_cls: 0.2633, decode.d3.loss_mask: 0.4861, decode.d3.loss_dice: 0.7309, decode.d4.loss_cls: 0.2536, decode.d4.loss_mask: 0.4854, decode.d4.loss_dice: 0.7260, decode.d5.loss_cls: 0.2525, decode.d5.loss_mask: 0.4839, decode.d5.loss_dice: 0.7261, decode.d6.loss_cls: 0.2479, decode.d6.loss_mask: 0.4823, decode.d6.loss_dice: 0.7202, decode.d7.loss_cls: 0.2454, decode.d7.loss_mask: 0.4819, decode.d7.loss_dice: 0.7208, decode.d8.loss_cls: 0.2414, decode.d8.loss_mask: 0.4818, decode.d8.loss_dice: 0.7214, loss: 15.8360, grad_norm: 59.4095 2023-12-26 07:13:07,588 - mmseg - INFO - Iter [100750/160000] lr: 3.703e-05, eta: 8:16:55, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2557, decode.loss_mask: 0.4844, decode.loss_dice: 0.7385, decode.d0.loss_cls: 1.2495, decode.d0.loss_mask: 0.5254, decode.d0.loss_dice: 0.8250, decode.d1.loss_cls: 0.3290, decode.d1.loss_mask: 0.5034, decode.d1.loss_dice: 0.7875, decode.d2.loss_cls: 0.2945, decode.d2.loss_mask: 0.4934, decode.d2.loss_dice: 0.7630, decode.d3.loss_cls: 0.2825, decode.d3.loss_mask: 0.4878, decode.d3.loss_dice: 0.7517, decode.d4.loss_cls: 0.2680, decode.d4.loss_mask: 0.4874, decode.d4.loss_dice: 0.7519, decode.d5.loss_cls: 0.2663, decode.d5.loss_mask: 0.4865, decode.d5.loss_dice: 0.7469, decode.d6.loss_cls: 0.2628, decode.d6.loss_mask: 0.4860, decode.d6.loss_dice: 0.7411, decode.d7.loss_cls: 0.2522, decode.d7.loss_mask: 0.4863, decode.d7.loss_dice: 0.7439, decode.d8.loss_cls: 0.2591, decode.d8.loss_mask: 0.4849, decode.d8.loss_dice: 0.7421, loss: 16.2367, grad_norm: 64.3902 2023-12-26 07:13:31,841 - mmseg - INFO - Iter [100800/160000] lr: 3.700e-05, eta: 8:16:30, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2326, decode.loss_mask: 0.5064, decode.loss_dice: 0.7385, decode.d0.loss_cls: 1.1805, decode.d0.loss_mask: 0.5479, decode.d0.loss_dice: 0.8170, decode.d1.loss_cls: 0.2974, decode.d1.loss_mask: 0.5284, decode.d1.loss_dice: 0.7932, decode.d2.loss_cls: 0.2726, decode.d2.loss_mask: 0.5120, decode.d2.loss_dice: 0.7618, decode.d3.loss_cls: 0.2585, decode.d3.loss_mask: 0.5096, decode.d3.loss_dice: 0.7461, decode.d4.loss_cls: 0.2507, decode.d4.loss_mask: 0.5085, decode.d4.loss_dice: 0.7470, decode.d5.loss_cls: 0.2408, decode.d5.loss_mask: 0.5068, decode.d5.loss_dice: 0.7446, decode.d6.loss_cls: 0.2379, decode.d6.loss_mask: 0.5067, decode.d6.loss_dice: 0.7417, decode.d7.loss_cls: 0.2342, decode.d7.loss_mask: 0.5072, decode.d7.loss_dice: 0.7408, decode.d8.loss_cls: 0.2294, decode.d8.loss_mask: 0.5074, decode.d8.loss_dice: 0.7397, loss: 16.1458, grad_norm: 65.7958 2023-12-26 07:13:56,278 - mmseg - INFO - Iter [100850/160000] lr: 3.697e-05, eta: 8:16:04, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2470, decode.loss_mask: 0.4614, decode.loss_dice: 0.6984, decode.d0.loss_cls: 1.2405, decode.d0.loss_mask: 0.5014, decode.d0.loss_dice: 0.7749, decode.d1.loss_cls: 0.3256, decode.d1.loss_mask: 0.4803, decode.d1.loss_dice: 0.7383, decode.d2.loss_cls: 0.2790, decode.d2.loss_mask: 0.4734, decode.d2.loss_dice: 0.7217, decode.d3.loss_cls: 0.2710, decode.d3.loss_mask: 0.4658, decode.d3.loss_dice: 0.7108, decode.d4.loss_cls: 0.2624, decode.d4.loss_mask: 0.4661, decode.d4.loss_dice: 0.7091, decode.d5.loss_cls: 0.2566, decode.d5.loss_mask: 0.4653, decode.d5.loss_dice: 0.7052, decode.d6.loss_cls: 0.2535, decode.d6.loss_mask: 0.4629, decode.d6.loss_dice: 0.7004, decode.d7.loss_cls: 0.2501, decode.d7.loss_mask: 0.4624, decode.d7.loss_dice: 0.6995, decode.d8.loss_cls: 0.2483, decode.d8.loss_mask: 0.4622, decode.d8.loss_dice: 0.7010, loss: 15.4946, grad_norm: 61.4633 2023-12-26 07:14:20,660 - mmseg - INFO - Iter [100900/160000] lr: 3.694e-05, eta: 8:15:38, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2324, decode.loss_mask: 0.4670, decode.loss_dice: 0.7101, decode.d0.loss_cls: 1.2477, decode.d0.loss_mask: 0.5071, decode.d0.loss_dice: 0.7934, decode.d1.loss_cls: 0.3079, decode.d1.loss_mask: 0.4845, decode.d1.loss_dice: 0.7570, decode.d2.loss_cls: 0.2729, decode.d2.loss_mask: 0.4739, decode.d2.loss_dice: 0.7260, decode.d3.loss_cls: 0.2611, decode.d3.loss_mask: 0.4704, decode.d3.loss_dice: 0.7136, decode.d4.loss_cls: 0.2483, decode.d4.loss_mask: 0.4685, decode.d4.loss_dice: 0.7139, decode.d5.loss_cls: 0.2391, decode.d5.loss_mask: 0.4719, decode.d5.loss_dice: 0.7182, decode.d6.loss_cls: 0.2391, decode.d6.loss_mask: 0.4679, decode.d6.loss_dice: 0.7066, decode.d7.loss_cls: 0.2352, decode.d7.loss_mask: 0.4679, decode.d7.loss_dice: 0.7081, decode.d8.loss_cls: 0.2322, decode.d8.loss_mask: 0.4666, decode.d8.loss_dice: 0.7092, loss: 15.5175, grad_norm: 60.1469 2023-12-26 07:14:47,372 - mmseg - INFO - Iter [100950/160000] lr: 3.691e-05, eta: 8:15:14, time: 0.534, data_time: 0.057, memory: 40245, decode.loss_cls: 0.2362, decode.loss_mask: 0.4842, decode.loss_dice: 0.7297, decode.d0.loss_cls: 1.2209, decode.d0.loss_mask: 0.5247, decode.d0.loss_dice: 0.8091, decode.d1.loss_cls: 0.3064, decode.d1.loss_mask: 0.5038, decode.d1.loss_dice: 0.7708, decode.d2.loss_cls: 0.2721, decode.d2.loss_mask: 0.4944, decode.d2.loss_dice: 0.7506, decode.d3.loss_cls: 0.2576, decode.d3.loss_mask: 0.4904, decode.d3.loss_dice: 0.7376, decode.d4.loss_cls: 0.2458, decode.d4.loss_mask: 0.4873, decode.d4.loss_dice: 0.7396, decode.d5.loss_cls: 0.2462, decode.d5.loss_mask: 0.4847, decode.d5.loss_dice: 0.7325, decode.d6.loss_cls: 0.2386, decode.d6.loss_mask: 0.4854, decode.d6.loss_dice: 0.7329, decode.d7.loss_cls: 0.2369, decode.d7.loss_mask: 0.4842, decode.d7.loss_dice: 0.7291, decode.d8.loss_cls: 0.2380, decode.d8.loss_mask: 0.4854, decode.d8.loss_dice: 0.7317, loss: 15.8867, grad_norm: 60.2975 2023-12-26 07:15:11,721 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 07:15:11,721 - mmseg - INFO - Iter [101000/160000] lr: 3.688e-05, eta: 8:14:48, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2305, decode.loss_mask: 0.4858, decode.loss_dice: 0.7119, decode.d0.loss_cls: 1.1973, decode.d0.loss_mask: 0.5270, decode.d0.loss_dice: 0.7895, decode.d1.loss_cls: 0.3092, decode.d1.loss_mask: 0.5045, decode.d1.loss_dice: 0.7553, decode.d2.loss_cls: 0.2718, decode.d2.loss_mask: 0.4919, decode.d2.loss_dice: 0.7358, decode.d3.loss_cls: 0.2577, decode.d3.loss_mask: 0.4871, decode.d3.loss_dice: 0.7189, decode.d4.loss_cls: 0.2472, decode.d4.loss_mask: 0.4878, decode.d4.loss_dice: 0.7195, decode.d5.loss_cls: 0.2431, decode.d5.loss_mask: 0.4880, decode.d5.loss_dice: 0.7182, decode.d6.loss_cls: 0.2349, decode.d6.loss_mask: 0.4870, decode.d6.loss_dice: 0.7154, decode.d7.loss_cls: 0.2330, decode.d7.loss_mask: 0.4866, decode.d7.loss_dice: 0.7133, decode.d8.loss_cls: 0.2331, decode.d8.loss_mask: 0.4863, decode.d8.loss_dice: 0.7113, loss: 15.6791, grad_norm: 57.9691 2023-12-26 07:15:36,155 - mmseg - INFO - Iter [101050/160000] lr: 3.684e-05, eta: 8:14:23, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2147, decode.loss_mask: 0.4762, decode.loss_dice: 0.7264, decode.d0.loss_cls: 1.2167, decode.d0.loss_mask: 0.5183, decode.d0.loss_dice: 0.8023, decode.d1.loss_cls: 0.2895, decode.d1.loss_mask: 0.4934, decode.d1.loss_dice: 0.7639, decode.d2.loss_cls: 0.2580, decode.d2.loss_mask: 0.4829, decode.d2.loss_dice: 0.7439, decode.d3.loss_cls: 0.2368, decode.d3.loss_mask: 0.4811, decode.d3.loss_dice: 0.7330, decode.d4.loss_cls: 0.2268, decode.d4.loss_mask: 0.4796, decode.d4.loss_dice: 0.7266, decode.d5.loss_cls: 0.2212, decode.d5.loss_mask: 0.4791, decode.d5.loss_dice: 0.7252, decode.d6.loss_cls: 0.2218, decode.d6.loss_mask: 0.4791, decode.d6.loss_dice: 0.7260, decode.d7.loss_cls: 0.2163, decode.d7.loss_mask: 0.4793, decode.d7.loss_dice: 0.7261, decode.d8.loss_cls: 0.2143, decode.d8.loss_mask: 0.4772, decode.d8.loss_dice: 0.7214, loss: 15.5571, grad_norm: 65.1793 2023-12-26 07:16:00,426 - mmseg - INFO - Iter [101100/160000] lr: 3.681e-05, eta: 8:13:57, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2184, decode.loss_mask: 0.4784, decode.loss_dice: 0.7046, decode.d0.loss_cls: 1.2214, decode.d0.loss_mask: 0.5177, decode.d0.loss_dice: 0.7773, decode.d1.loss_cls: 0.2955, decode.d1.loss_mask: 0.4938, decode.d1.loss_dice: 0.7431, decode.d2.loss_cls: 0.2577, decode.d2.loss_mask: 0.4836, decode.d2.loss_dice: 0.7259, decode.d3.loss_cls: 0.2447, decode.d3.loss_mask: 0.4786, decode.d3.loss_dice: 0.7089, decode.d4.loss_cls: 0.2411, decode.d4.loss_mask: 0.4773, decode.d4.loss_dice: 0.7088, decode.d5.loss_cls: 0.2327, decode.d5.loss_mask: 0.4789, decode.d5.loss_dice: 0.7091, decode.d6.loss_cls: 0.2314, decode.d6.loss_mask: 0.4788, decode.d6.loss_dice: 0.7025, decode.d7.loss_cls: 0.2267, decode.d7.loss_mask: 0.4768, decode.d7.loss_dice: 0.7033, decode.d8.loss_cls: 0.2223, decode.d8.loss_mask: 0.4776, decode.d8.loss_dice: 0.7020, loss: 15.4189, grad_norm: 58.8684 2023-12-26 07:16:24,646 - mmseg - INFO - Iter [101150/160000] lr: 3.678e-05, eta: 8:13:31, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2028, decode.loss_mask: 0.4617, decode.loss_dice: 0.7011, decode.d0.loss_cls: 1.2222, decode.d0.loss_mask: 0.4991, decode.d0.loss_dice: 0.7849, decode.d1.loss_cls: 0.2896, decode.d1.loss_mask: 0.4750, decode.d1.loss_dice: 0.7414, decode.d2.loss_cls: 0.2511, decode.d2.loss_mask: 0.4689, decode.d2.loss_dice: 0.7168, decode.d3.loss_cls: 0.2283, decode.d3.loss_mask: 0.4646, decode.d3.loss_dice: 0.7110, decode.d4.loss_cls: 0.2240, decode.d4.loss_mask: 0.4647, decode.d4.loss_dice: 0.7048, decode.d5.loss_cls: 0.2166, decode.d5.loss_mask: 0.4620, decode.d5.loss_dice: 0.7036, decode.d6.loss_cls: 0.2151, decode.d6.loss_mask: 0.4602, decode.d6.loss_dice: 0.6986, decode.d7.loss_cls: 0.2066, decode.d7.loss_mask: 0.4617, decode.d7.loss_dice: 0.7005, decode.d8.loss_cls: 0.2048, decode.d8.loss_mask: 0.4624, decode.d8.loss_dice: 0.7024, loss: 15.1065, grad_norm: 54.2806 2023-12-26 07:16:49,025 - mmseg - INFO - Iter [101200/160000] lr: 3.675e-05, eta: 8:13:06, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2166, decode.loss_mask: 0.4973, decode.loss_dice: 0.7306, decode.d0.loss_cls: 1.2130, decode.d0.loss_mask: 0.5379, decode.d0.loss_dice: 0.8045, decode.d1.loss_cls: 0.3010, decode.d1.loss_mask: 0.5130, decode.d1.loss_dice: 0.7643, decode.d2.loss_cls: 0.2615, decode.d2.loss_mask: 0.5046, decode.d2.loss_dice: 0.7501, decode.d3.loss_cls: 0.2548, decode.d3.loss_mask: 0.4979, decode.d3.loss_dice: 0.7355, decode.d4.loss_cls: 0.2446, decode.d4.loss_mask: 0.4963, decode.d4.loss_dice: 0.7387, decode.d5.loss_cls: 0.2386, decode.d5.loss_mask: 0.4962, decode.d5.loss_dice: 0.7347, decode.d6.loss_cls: 0.2280, decode.d6.loss_mask: 0.4976, decode.d6.loss_dice: 0.7297, decode.d7.loss_cls: 0.2233, decode.d7.loss_mask: 0.4962, decode.d7.loss_dice: 0.7301, decode.d8.loss_cls: 0.2181, decode.d8.loss_mask: 0.4972, decode.d8.loss_dice: 0.7347, loss: 15.8865, grad_norm: 66.5914 2023-12-26 07:17:13,299 - mmseg - INFO - Iter [101250/160000] lr: 3.672e-05, eta: 8:12:40, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2246, decode.loss_mask: 0.4831, decode.loss_dice: 0.7237, decode.d0.loss_cls: 1.2282, decode.d0.loss_mask: 0.5186, decode.d0.loss_dice: 0.8084, decode.d1.loss_cls: 0.2980, decode.d1.loss_mask: 0.4996, decode.d1.loss_dice: 0.7728, decode.d2.loss_cls: 0.2638, decode.d2.loss_mask: 0.4937, decode.d2.loss_dice: 0.7521, decode.d3.loss_cls: 0.2516, decode.d3.loss_mask: 0.4857, decode.d3.loss_dice: 0.7365, decode.d4.loss_cls: 0.2446, decode.d4.loss_mask: 0.4842, decode.d4.loss_dice: 0.7377, decode.d5.loss_cls: 0.2350, decode.d5.loss_mask: 0.4857, decode.d5.loss_dice: 0.7333, decode.d6.loss_cls: 0.2338, decode.d6.loss_mask: 0.4837, decode.d6.loss_dice: 0.7241, decode.d7.loss_cls: 0.2267, decode.d7.loss_mask: 0.4845, decode.d7.loss_dice: 0.7266, decode.d8.loss_cls: 0.2264, decode.d8.loss_mask: 0.4835, decode.d8.loss_dice: 0.7274, loss: 15.7778, grad_norm: 60.1158 2023-12-26 07:17:37,462 - mmseg - INFO - Iter [101300/160000] lr: 3.669e-05, eta: 8:12:14, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2096, decode.loss_mask: 0.5096, decode.loss_dice: 0.7348, decode.d0.loss_cls: 1.1921, decode.d0.loss_mask: 0.5512, decode.d0.loss_dice: 0.8075, decode.d1.loss_cls: 0.2875, decode.d1.loss_mask: 0.5286, decode.d1.loss_dice: 0.7801, decode.d2.loss_cls: 0.2485, decode.d2.loss_mask: 0.5190, decode.d2.loss_dice: 0.7541, decode.d3.loss_cls: 0.2384, decode.d3.loss_mask: 0.5119, decode.d3.loss_dice: 0.7372, decode.d4.loss_cls: 0.2280, decode.d4.loss_mask: 0.5111, decode.d4.loss_dice: 0.7377, decode.d5.loss_cls: 0.2230, decode.d5.loss_mask: 0.5093, decode.d5.loss_dice: 0.7385, decode.d6.loss_cls: 0.2216, decode.d6.loss_mask: 0.5088, decode.d6.loss_dice: 0.7294, decode.d7.loss_cls: 0.2148, decode.d7.loss_mask: 0.5082, decode.d7.loss_dice: 0.7325, decode.d8.loss_cls: 0.2115, decode.d8.loss_mask: 0.5101, decode.d8.loss_dice: 0.7320, loss: 15.9265, grad_norm: 63.8970 2023-12-26 07:18:01,807 - mmseg - INFO - Iter [101350/160000] lr: 3.666e-05, eta: 8:11:48, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2309, decode.loss_mask: 0.4764, decode.loss_dice: 0.7199, decode.d0.loss_cls: 1.2200, decode.d0.loss_mask: 0.5193, decode.d0.loss_dice: 0.7943, decode.d1.loss_cls: 0.3098, decode.d1.loss_mask: 0.4969, decode.d1.loss_dice: 0.7626, decode.d2.loss_cls: 0.2646, decode.d2.loss_mask: 0.4860, decode.d2.loss_dice: 0.7374, decode.d3.loss_cls: 0.2546, decode.d3.loss_mask: 0.4806, decode.d3.loss_dice: 0.7232, decode.d4.loss_cls: 0.2480, decode.d4.loss_mask: 0.4795, decode.d4.loss_dice: 0.7169, decode.d5.loss_cls: 0.2421, decode.d5.loss_mask: 0.4780, decode.d5.loss_dice: 0.7132, decode.d6.loss_cls: 0.2332, decode.d6.loss_mask: 0.4796, decode.d6.loss_dice: 0.7129, decode.d7.loss_cls: 0.2346, decode.d7.loss_mask: 0.4772, decode.d7.loss_dice: 0.7096, decode.d8.loss_cls: 0.2312, decode.d8.loss_mask: 0.4794, decode.d8.loss_dice: 0.7137, loss: 15.6257, grad_norm: 63.0386 2023-12-26 07:18:26,146 - mmseg - INFO - Iter [101400/160000] lr: 3.663e-05, eta: 8:11:23, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2325, decode.loss_mask: 0.4778, decode.loss_dice: 0.7223, decode.d0.loss_cls: 1.2271, decode.d0.loss_mask: 0.5210, decode.d0.loss_dice: 0.8013, decode.d1.loss_cls: 0.3075, decode.d1.loss_mask: 0.4993, decode.d1.loss_dice: 0.7672, decode.d2.loss_cls: 0.2696, decode.d2.loss_mask: 0.4865, decode.d2.loss_dice: 0.7472, decode.d3.loss_cls: 0.2563, decode.d3.loss_mask: 0.4803, decode.d3.loss_dice: 0.7284, decode.d4.loss_cls: 0.2465, decode.d4.loss_mask: 0.4809, decode.d4.loss_dice: 0.7311, decode.d5.loss_cls: 0.2430, decode.d5.loss_mask: 0.4794, decode.d5.loss_dice: 0.7279, decode.d6.loss_cls: 0.2359, decode.d6.loss_mask: 0.4784, decode.d6.loss_dice: 0.7194, decode.d7.loss_cls: 0.2304, decode.d7.loss_mask: 0.4789, decode.d7.loss_dice: 0.7209, decode.d8.loss_cls: 0.2304, decode.d8.loss_mask: 0.4782, decode.d8.loss_dice: 0.7234, loss: 15.7290, grad_norm: 60.7195 2023-12-26 07:18:50,369 - mmseg - INFO - Iter [101450/160000] lr: 3.659e-05, eta: 8:10:57, time: 0.484, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2356, decode.loss_mask: 0.4854, decode.loss_dice: 0.7336, decode.d0.loss_cls: 1.2340, decode.d0.loss_mask: 0.5259, decode.d0.loss_dice: 0.8154, decode.d1.loss_cls: 0.3179, decode.d1.loss_mask: 0.5015, decode.d1.loss_dice: 0.7775, decode.d2.loss_cls: 0.2786, decode.d2.loss_mask: 0.4913, decode.d2.loss_dice: 0.7600, decode.d3.loss_cls: 0.2593, decode.d3.loss_mask: 0.4874, decode.d3.loss_dice: 0.7486, decode.d4.loss_cls: 0.2526, decode.d4.loss_mask: 0.4864, decode.d4.loss_dice: 0.7425, decode.d5.loss_cls: 0.2454, decode.d5.loss_mask: 0.4853, decode.d5.loss_dice: 0.7411, decode.d6.loss_cls: 0.2386, decode.d6.loss_mask: 0.4852, decode.d6.loss_dice: 0.7390, decode.d7.loss_cls: 0.2281, decode.d7.loss_mask: 0.4842, decode.d7.loss_dice: 0.7378, decode.d8.loss_cls: 0.2296, decode.d8.loss_mask: 0.4840, decode.d8.loss_dice: 0.7368, loss: 15.9688, grad_norm: 59.5480 2023-12-26 07:19:14,570 - mmseg - INFO - Iter [101500/160000] lr: 3.656e-05, eta: 8:10:31, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2391, decode.loss_mask: 0.4764, decode.loss_dice: 0.7326, decode.d0.loss_cls: 1.2424, decode.d0.loss_mask: 0.5143, decode.d0.loss_dice: 0.8116, decode.d1.loss_cls: 0.3209, decode.d1.loss_mask: 0.4945, decode.d1.loss_dice: 0.7703, decode.d2.loss_cls: 0.2869, decode.d2.loss_mask: 0.4844, decode.d2.loss_dice: 0.7495, decode.d3.loss_cls: 0.2708, decode.d3.loss_mask: 0.4818, decode.d3.loss_dice: 0.7393, decode.d4.loss_cls: 0.2659, decode.d4.loss_mask: 0.4797, decode.d4.loss_dice: 0.7340, decode.d5.loss_cls: 0.2513, decode.d5.loss_mask: 0.4788, decode.d5.loss_dice: 0.7354, decode.d6.loss_cls: 0.2519, decode.d6.loss_mask: 0.4783, decode.d6.loss_dice: 0.7324, decode.d7.loss_cls: 0.2414, decode.d7.loss_mask: 0.4763, decode.d7.loss_dice: 0.7306, decode.d8.loss_cls: 0.2396, decode.d8.loss_mask: 0.4767, decode.d8.loss_dice: 0.7338, loss: 15.9208, grad_norm: 62.6779 2023-12-26 07:19:39,033 - mmseg - INFO - Iter [101550/160000] lr: 3.653e-05, eta: 8:10:06, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2202, decode.loss_mask: 0.4689, decode.loss_dice: 0.7039, decode.d0.loss_cls: 1.2313, decode.d0.loss_mask: 0.5062, decode.d0.loss_dice: 0.7858, decode.d1.loss_cls: 0.2914, decode.d1.loss_mask: 0.4812, decode.d1.loss_dice: 0.7416, decode.d2.loss_cls: 0.2594, decode.d2.loss_mask: 0.4741, decode.d2.loss_dice: 0.7201, decode.d3.loss_cls: 0.2399, decode.d3.loss_mask: 0.4705, decode.d3.loss_dice: 0.7119, decode.d4.loss_cls: 0.2330, decode.d4.loss_mask: 0.4700, decode.d4.loss_dice: 0.7074, decode.d5.loss_cls: 0.2247, decode.d5.loss_mask: 0.4697, decode.d5.loss_dice: 0.7082, decode.d6.loss_cls: 0.2269, decode.d6.loss_mask: 0.4700, decode.d6.loss_dice: 0.7000, decode.d7.loss_cls: 0.2226, decode.d7.loss_mask: 0.4700, decode.d7.loss_dice: 0.7012, decode.d8.loss_cls: 0.2191, decode.d8.loss_mask: 0.4704, decode.d8.loss_dice: 0.6982, loss: 15.2976, grad_norm: 63.2350 2023-12-26 07:20:03,413 - mmseg - INFO - Iter [101600/160000] lr: 3.650e-05, eta: 8:09:40, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2288, decode.loss_mask: 0.4986, decode.loss_dice: 0.7325, decode.d0.loss_cls: 1.2437, decode.d0.loss_mask: 0.5349, decode.d0.loss_dice: 0.8111, decode.d1.loss_cls: 0.3061, decode.d1.loss_mask: 0.5159, decode.d1.loss_dice: 0.7762, decode.d2.loss_cls: 0.2706, decode.d2.loss_mask: 0.5089, decode.d2.loss_dice: 0.7577, decode.d3.loss_cls: 0.2619, decode.d3.loss_mask: 0.5017, decode.d3.loss_dice: 0.7386, decode.d4.loss_cls: 0.2473, decode.d4.loss_mask: 0.5017, decode.d4.loss_dice: 0.7396, decode.d5.loss_cls: 0.2417, decode.d5.loss_mask: 0.5003, decode.d5.loss_dice: 0.7342, decode.d6.loss_cls: 0.2455, decode.d6.loss_mask: 0.4976, decode.d6.loss_dice: 0.7267, decode.d7.loss_cls: 0.2359, decode.d7.loss_mask: 0.4993, decode.d7.loss_dice: 0.7324, decode.d8.loss_cls: 0.2324, decode.d8.loss_mask: 0.5009, decode.d8.loss_dice: 0.7323, loss: 16.0551, grad_norm: 65.0842 2023-12-26 07:20:27,726 - mmseg - INFO - Iter [101650/160000] lr: 3.647e-05, eta: 8:09:14, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2214, decode.loss_mask: 0.4848, decode.loss_dice: 0.7128, decode.d0.loss_cls: 1.2188, decode.d0.loss_mask: 0.5321, decode.d0.loss_dice: 0.7930, decode.d1.loss_cls: 0.2936, decode.d1.loss_mask: 0.5072, decode.d1.loss_dice: 0.7599, decode.d2.loss_cls: 0.2610, decode.d2.loss_mask: 0.4910, decode.d2.loss_dice: 0.7369, decode.d3.loss_cls: 0.2452, decode.d3.loss_mask: 0.4915, decode.d3.loss_dice: 0.7230, decode.d4.loss_cls: 0.2364, decode.d4.loss_mask: 0.4891, decode.d4.loss_dice: 0.7206, decode.d5.loss_cls: 0.2304, decode.d5.loss_mask: 0.4876, decode.d5.loss_dice: 0.7213, decode.d6.loss_cls: 0.2265, decode.d6.loss_mask: 0.4869, decode.d6.loss_dice: 0.7158, decode.d7.loss_cls: 0.2233, decode.d7.loss_mask: 0.4861, decode.d7.loss_dice: 0.7147, decode.d8.loss_cls: 0.2232, decode.d8.loss_mask: 0.4845, decode.d8.loss_dice: 0.7120, loss: 15.6306, grad_norm: 62.0860 2023-12-26 07:20:52,099 - mmseg - INFO - Iter [101700/160000] lr: 3.644e-05, eta: 8:08:49, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2291, decode.loss_mask: 0.5231, decode.loss_dice: 0.7552, decode.d0.loss_cls: 1.2191, decode.d0.loss_mask: 0.5673, decode.d0.loss_dice: 0.8336, decode.d1.loss_cls: 0.3088, decode.d1.loss_mask: 0.5391, decode.d1.loss_dice: 0.7966, decode.d2.loss_cls: 0.2695, decode.d2.loss_mask: 0.5294, decode.d2.loss_dice: 0.7748, decode.d3.loss_cls: 0.2552, decode.d3.loss_mask: 0.5266, decode.d3.loss_dice: 0.7625, decode.d4.loss_cls: 0.2485, decode.d4.loss_mask: 0.5254, decode.d4.loss_dice: 0.7627, decode.d5.loss_cls: 0.2375, decode.d5.loss_mask: 0.5245, decode.d5.loss_dice: 0.7627, decode.d6.loss_cls: 0.2367, decode.d6.loss_mask: 0.5249, decode.d6.loss_dice: 0.7596, decode.d7.loss_cls: 0.2322, decode.d7.loss_mask: 0.5236, decode.d7.loss_dice: 0.7567, decode.d8.loss_cls: 0.2280, decode.d8.loss_mask: 0.5243, decode.d8.loss_dice: 0.7578, loss: 16.4951, grad_norm: 62.8324 2023-12-26 07:21:16,507 - mmseg - INFO - Iter [101750/160000] lr: 3.641e-05, eta: 8:08:23, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2235, decode.loss_mask: 0.4664, decode.loss_dice: 0.7120, decode.d0.loss_cls: 1.2166, decode.d0.loss_mask: 0.5073, decode.d0.loss_dice: 0.8010, decode.d1.loss_cls: 0.2971, decode.d1.loss_mask: 0.4802, decode.d1.loss_dice: 0.7587, decode.d2.loss_cls: 0.2607, decode.d2.loss_mask: 0.4718, decode.d2.loss_dice: 0.7370, decode.d3.loss_cls: 0.2486, decode.d3.loss_mask: 0.4698, decode.d3.loss_dice: 0.7269, decode.d4.loss_cls: 0.2357, decode.d4.loss_mask: 0.4702, decode.d4.loss_dice: 0.7231, decode.d5.loss_cls: 0.2284, decode.d5.loss_mask: 0.4685, decode.d5.loss_dice: 0.7238, decode.d6.loss_cls: 0.2250, decode.d6.loss_mask: 0.4690, decode.d6.loss_dice: 0.7211, decode.d7.loss_cls: 0.2229, decode.d7.loss_mask: 0.4693, decode.d7.loss_dice: 0.7202, decode.d8.loss_cls: 0.2217, decode.d8.loss_mask: 0.4667, decode.d8.loss_dice: 0.7213, loss: 15.4645, grad_norm: 57.1512 2023-12-26 07:21:40,957 - mmseg - INFO - Iter [101800/160000] lr: 3.638e-05, eta: 8:07:57, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2278, decode.loss_mask: 0.4816, decode.loss_dice: 0.7341, decode.d0.loss_cls: 1.2548, decode.d0.loss_mask: 0.5255, decode.d0.loss_dice: 0.8236, decode.d1.loss_cls: 0.3149, decode.d1.loss_mask: 0.4991, decode.d1.loss_dice: 0.7846, decode.d2.loss_cls: 0.2669, decode.d2.loss_mask: 0.4892, decode.d2.loss_dice: 0.7613, decode.d3.loss_cls: 0.2545, decode.d3.loss_mask: 0.4839, decode.d3.loss_dice: 0.7431, decode.d4.loss_cls: 0.2526, decode.d4.loss_mask: 0.4838, decode.d4.loss_dice: 0.7433, decode.d5.loss_cls: 0.2387, decode.d5.loss_mask: 0.4858, decode.d5.loss_dice: 0.7458, decode.d6.loss_cls: 0.2354, decode.d6.loss_mask: 0.4822, decode.d6.loss_dice: 0.7392, decode.d7.loss_cls: 0.2336, decode.d7.loss_mask: 0.4829, decode.d7.loss_dice: 0.7372, decode.d8.loss_cls: 0.2268, decode.d8.loss_mask: 0.4814, decode.d8.loss_dice: 0.7398, loss: 15.9534, grad_norm: 64.6995 2023-12-26 07:22:05,201 - mmseg - INFO - Iter [101850/160000] lr: 3.634e-05, eta: 8:07:32, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2376, decode.loss_mask: 0.4654, decode.loss_dice: 0.7229, decode.d0.loss_cls: 1.2487, decode.d0.loss_mask: 0.5066, decode.d0.loss_dice: 0.8067, decode.d1.loss_cls: 0.3269, decode.d1.loss_mask: 0.4864, decode.d1.loss_dice: 0.7692, decode.d2.loss_cls: 0.2867, decode.d2.loss_mask: 0.4740, decode.d2.loss_dice: 0.7421, decode.d3.loss_cls: 0.2734, decode.d3.loss_mask: 0.4695, decode.d3.loss_dice: 0.7276, decode.d4.loss_cls: 0.2591, decode.d4.loss_mask: 0.4676, decode.d4.loss_dice: 0.7301, decode.d5.loss_cls: 0.2540, decode.d5.loss_mask: 0.4683, decode.d5.loss_dice: 0.7255, decode.d6.loss_cls: 0.2457, decode.d6.loss_mask: 0.4685, decode.d6.loss_dice: 0.7223, decode.d7.loss_cls: 0.2454, decode.d7.loss_mask: 0.4682, decode.d7.loss_dice: 0.7257, decode.d8.loss_cls: 0.2413, decode.d8.loss_mask: 0.4665, decode.d8.loss_dice: 0.7228, loss: 15.7549, grad_norm: 56.9724 2023-12-26 07:22:29,666 - mmseg - INFO - Iter [101900/160000] lr: 3.631e-05, eta: 8:07:06, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2227, decode.loss_mask: 0.4923, decode.loss_dice: 0.7234, decode.d0.loss_cls: 1.2208, decode.d0.loss_mask: 0.5317, decode.d0.loss_dice: 0.7987, decode.d1.loss_cls: 0.2984, decode.d1.loss_mask: 0.5073, decode.d1.loss_dice: 0.7636, decode.d2.loss_cls: 0.2636, decode.d2.loss_mask: 0.4983, decode.d2.loss_dice: 0.7372, decode.d3.loss_cls: 0.2474, decode.d3.loss_mask: 0.4971, decode.d3.loss_dice: 0.7293, decode.d4.loss_cls: 0.2394, decode.d4.loss_mask: 0.4950, decode.d4.loss_dice: 0.7283, decode.d5.loss_cls: 0.2324, decode.d5.loss_mask: 0.4930, decode.d5.loss_dice: 0.7271, decode.d6.loss_cls: 0.2276, decode.d6.loss_mask: 0.4927, decode.d6.loss_dice: 0.7245, decode.d7.loss_cls: 0.2249, decode.d7.loss_mask: 0.4925, decode.d7.loss_dice: 0.7262, decode.d8.loss_cls: 0.2236, decode.d8.loss_mask: 0.4914, decode.d8.loss_dice: 0.7238, loss: 15.7740, grad_norm: 61.8196 2023-12-26 07:22:54,070 - mmseg - INFO - Iter [101950/160000] lr: 3.628e-05, eta: 8:06:41, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2329, decode.loss_mask: 0.4761, decode.loss_dice: 0.7243, decode.d0.loss_cls: 1.2267, decode.d0.loss_mask: 0.5156, decode.d0.loss_dice: 0.8156, decode.d1.loss_cls: 0.3176, decode.d1.loss_mask: 0.4932, decode.d1.loss_dice: 0.7734, decode.d2.loss_cls: 0.2797, decode.d2.loss_mask: 0.4837, decode.d2.loss_dice: 0.7469, decode.d3.loss_cls: 0.2594, decode.d3.loss_mask: 0.4767, decode.d3.loss_dice: 0.7361, decode.d4.loss_cls: 0.2514, decode.d4.loss_mask: 0.4773, decode.d4.loss_dice: 0.7330, decode.d5.loss_cls: 0.2449, decode.d5.loss_mask: 0.4767, decode.d5.loss_dice: 0.7336, decode.d6.loss_cls: 0.2382, decode.d6.loss_mask: 0.4757, decode.d6.loss_dice: 0.7288, decode.d7.loss_cls: 0.2355, decode.d7.loss_mask: 0.4758, decode.d7.loss_dice: 0.7303, decode.d8.loss_cls: 0.2326, decode.d8.loss_mask: 0.4765, decode.d8.loss_dice: 0.7288, loss: 15.7969, grad_norm: 56.1811 2023-12-26 07:23:18,318 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 07:23:18,319 - mmseg - INFO - Iter [102000/160000] lr: 3.625e-05, eta: 8:06:15, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2105, decode.loss_mask: 0.4625, decode.loss_dice: 0.6957, decode.d0.loss_cls: 1.1982, decode.d0.loss_mask: 0.4974, decode.d0.loss_dice: 0.7713, decode.d1.loss_cls: 0.2944, decode.d1.loss_mask: 0.4787, decode.d1.loss_dice: 0.7365, decode.d2.loss_cls: 0.2527, decode.d2.loss_mask: 0.4712, decode.d2.loss_dice: 0.7106, decode.d3.loss_cls: 0.2348, decode.d3.loss_mask: 0.4641, decode.d3.loss_dice: 0.7042, decode.d4.loss_cls: 0.2301, decode.d4.loss_mask: 0.4635, decode.d4.loss_dice: 0.7039, decode.d5.loss_cls: 0.2178, decode.d5.loss_mask: 0.4632, decode.d5.loss_dice: 0.7023, decode.d6.loss_cls: 0.2186, decode.d6.loss_mask: 0.4622, decode.d6.loss_dice: 0.6968, decode.d7.loss_cls: 0.2158, decode.d7.loss_mask: 0.4626, decode.d7.loss_dice: 0.6946, decode.d8.loss_cls: 0.2130, decode.d8.loss_mask: 0.4616, decode.d8.loss_dice: 0.6941, loss: 15.0828, grad_norm: 60.0592 2023-12-26 07:23:42,599 - mmseg - INFO - Iter [102050/160000] lr: 3.622e-05, eta: 8:05:49, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2287, decode.loss_mask: 0.4862, decode.loss_dice: 0.7267, decode.d0.loss_cls: 1.2295, decode.d0.loss_mask: 0.5283, decode.d0.loss_dice: 0.8101, decode.d1.loss_cls: 0.3029, decode.d1.loss_mask: 0.5048, decode.d1.loss_dice: 0.7702, decode.d2.loss_cls: 0.2674, decode.d2.loss_mask: 0.4936, decode.d2.loss_dice: 0.7457, decode.d3.loss_cls: 0.2570, decode.d3.loss_mask: 0.4897, decode.d3.loss_dice: 0.7331, decode.d4.loss_cls: 0.2447, decode.d4.loss_mask: 0.4911, decode.d4.loss_dice: 0.7318, decode.d5.loss_cls: 0.2328, decode.d5.loss_mask: 0.4881, decode.d5.loss_dice: 0.7296, decode.d6.loss_cls: 0.2346, decode.d6.loss_mask: 0.4864, decode.d6.loss_dice: 0.7226, decode.d7.loss_cls: 0.2276, decode.d7.loss_mask: 0.4867, decode.d7.loss_dice: 0.7273, decode.d8.loss_cls: 0.2258, decode.d8.loss_mask: 0.4853, decode.d8.loss_dice: 0.7314, loss: 15.8194, grad_norm: 58.3127 2023-12-26 07:24:06,783 - mmseg - INFO - Iter [102100/160000] lr: 3.619e-05, eta: 8:05:23, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2239, decode.loss_mask: 0.4763, decode.loss_dice: 0.7158, decode.d0.loss_cls: 1.1781, decode.d0.loss_mask: 0.5132, decode.d0.loss_dice: 0.7911, decode.d1.loss_cls: 0.2950, decode.d1.loss_mask: 0.4991, decode.d1.loss_dice: 0.7575, decode.d2.loss_cls: 0.2652, decode.d2.loss_mask: 0.4848, decode.d2.loss_dice: 0.7340, decode.d3.loss_cls: 0.2524, decode.d3.loss_mask: 0.4806, decode.d3.loss_dice: 0.7203, decode.d4.loss_cls: 0.2359, decode.d4.loss_mask: 0.4811, decode.d4.loss_dice: 0.7208, decode.d5.loss_cls: 0.2373, decode.d5.loss_mask: 0.4795, decode.d5.loss_dice: 0.7234, decode.d6.loss_cls: 0.2298, decode.d6.loss_mask: 0.4781, decode.d6.loss_dice: 0.7151, decode.d7.loss_cls: 0.2248, decode.d7.loss_mask: 0.4777, decode.d7.loss_dice: 0.7171, decode.d8.loss_cls: 0.2275, decode.d8.loss_mask: 0.4766, decode.d8.loss_dice: 0.7169, loss: 15.5289, grad_norm: 61.6252 2023-12-26 07:24:31,074 - mmseg - INFO - Iter [102150/160000] lr: 3.616e-05, eta: 8:04:58, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2173, decode.loss_mask: 0.4901, decode.loss_dice: 0.7202, decode.d0.loss_cls: 1.1807, decode.d0.loss_mask: 0.5317, decode.d0.loss_dice: 0.7887, decode.d1.loss_cls: 0.2848, decode.d1.loss_mask: 0.5092, decode.d1.loss_dice: 0.7580, decode.d2.loss_cls: 0.2545, decode.d2.loss_mask: 0.4983, decode.d2.loss_dice: 0.7447, decode.d3.loss_cls: 0.2448, decode.d3.loss_mask: 0.4921, decode.d3.loss_dice: 0.7281, decode.d4.loss_cls: 0.2341, decode.d4.loss_mask: 0.4924, decode.d4.loss_dice: 0.7290, decode.d5.loss_cls: 0.2267, decode.d5.loss_mask: 0.4901, decode.d5.loss_dice: 0.7251, decode.d6.loss_cls: 0.2216, decode.d6.loss_mask: 0.4925, decode.d6.loss_dice: 0.7235, decode.d7.loss_cls: 0.2149, decode.d7.loss_mask: 0.4911, decode.d7.loss_dice: 0.7248, decode.d8.loss_cls: 0.2178, decode.d8.loss_mask: 0.4908, decode.d8.loss_dice: 0.7234, loss: 15.6407, grad_norm: 59.1030 2023-12-26 07:24:57,654 - mmseg - INFO - Iter [102200/160000] lr: 3.613e-05, eta: 8:04:33, time: 0.532, data_time: 0.059, memory: 40245, decode.loss_cls: 0.2264, decode.loss_mask: 0.4643, decode.loss_dice: 0.7066, decode.d0.loss_cls: 1.2336, decode.d0.loss_mask: 0.4978, decode.d0.loss_dice: 0.7751, decode.d1.loss_cls: 0.2994, decode.d1.loss_mask: 0.4817, decode.d1.loss_dice: 0.7461, decode.d2.loss_cls: 0.2718, decode.d2.loss_mask: 0.4703, decode.d2.loss_dice: 0.7250, decode.d3.loss_cls: 0.2510, decode.d3.loss_mask: 0.4688, decode.d3.loss_dice: 0.7150, decode.d4.loss_cls: 0.2425, decode.d4.loss_mask: 0.4666, decode.d4.loss_dice: 0.7158, decode.d5.loss_cls: 0.2355, decode.d5.loss_mask: 0.4652, decode.d5.loss_dice: 0.7124, decode.d6.loss_cls: 0.2338, decode.d6.loss_mask: 0.4646, decode.d6.loss_dice: 0.7102, decode.d7.loss_cls: 0.2354, decode.d7.loss_mask: 0.4630, decode.d7.loss_dice: 0.7077, decode.d8.loss_cls: 0.2288, decode.d8.loss_mask: 0.4646, decode.d8.loss_dice: 0.7069, loss: 15.3857, grad_norm: 57.0642 2023-12-26 07:25:22,200 - mmseg - INFO - Iter [102250/160000] lr: 3.609e-05, eta: 8:04:08, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2291, decode.loss_mask: 0.4820, decode.loss_dice: 0.7331, decode.d0.loss_cls: 1.2111, decode.d0.loss_mask: 0.5182, decode.d0.loss_dice: 0.8126, decode.d1.loss_cls: 0.3049, decode.d1.loss_mask: 0.4977, decode.d1.loss_dice: 0.7741, decode.d2.loss_cls: 0.2692, decode.d2.loss_mask: 0.4870, decode.d2.loss_dice: 0.7577, decode.d3.loss_cls: 0.2592, decode.d3.loss_mask: 0.4851, decode.d3.loss_dice: 0.7418, decode.d4.loss_cls: 0.2550, decode.d4.loss_mask: 0.4834, decode.d4.loss_dice: 0.7381, decode.d5.loss_cls: 0.2429, decode.d5.loss_mask: 0.4856, decode.d5.loss_dice: 0.7400, decode.d6.loss_cls: 0.2404, decode.d6.loss_mask: 0.4833, decode.d6.loss_dice: 0.7337, decode.d7.loss_cls: 0.2376, decode.d7.loss_mask: 0.4822, decode.d7.loss_dice: 0.7369, decode.d8.loss_cls: 0.2331, decode.d8.loss_mask: 0.4841, decode.d8.loss_dice: 0.7373, loss: 15.8766, grad_norm: 62.2718 2023-12-26 07:25:46,523 - mmseg - INFO - Iter [102300/160000] lr: 3.606e-05, eta: 8:03:42, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2222, decode.loss_mask: 0.4867, decode.loss_dice: 0.7146, decode.d0.loss_cls: 1.2075, decode.d0.loss_mask: 0.5213, decode.d0.loss_dice: 0.7864, decode.d1.loss_cls: 0.3051, decode.d1.loss_mask: 0.4985, decode.d1.loss_dice: 0.7537, decode.d2.loss_cls: 0.2662, decode.d2.loss_mask: 0.4935, decode.d2.loss_dice: 0.7357, decode.d3.loss_cls: 0.2410, decode.d3.loss_mask: 0.4927, decode.d3.loss_dice: 0.7202, decode.d4.loss_cls: 0.2387, decode.d4.loss_mask: 0.4898, decode.d4.loss_dice: 0.7243, decode.d5.loss_cls: 0.2368, decode.d5.loss_mask: 0.4899, decode.d5.loss_dice: 0.7225, decode.d6.loss_cls: 0.2319, decode.d6.loss_mask: 0.4877, decode.d6.loss_dice: 0.7188, decode.d7.loss_cls: 0.2248, decode.d7.loss_mask: 0.4869, decode.d7.loss_dice: 0.7150, decode.d8.loss_cls: 0.2236, decode.d8.loss_mask: 0.4877, decode.d8.loss_dice: 0.7187, loss: 15.6427, grad_norm: 61.0478 2023-12-26 07:26:10,888 - mmseg - INFO - Iter [102350/160000] lr: 3.603e-05, eta: 8:03:17, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2461, decode.loss_mask: 0.4703, decode.loss_dice: 0.7236, decode.d0.loss_cls: 1.2800, decode.d0.loss_mask: 0.5126, decode.d0.loss_dice: 0.8058, decode.d1.loss_cls: 0.3352, decode.d1.loss_mask: 0.4894, decode.d1.loss_dice: 0.7656, decode.d2.loss_cls: 0.2923, decode.d2.loss_mask: 0.4763, decode.d2.loss_dice: 0.7459, decode.d3.loss_cls: 0.2808, decode.d3.loss_mask: 0.4715, decode.d3.loss_dice: 0.7310, decode.d4.loss_cls: 0.2705, decode.d4.loss_mask: 0.4707, decode.d4.loss_dice: 0.7324, decode.d5.loss_cls: 0.2643, decode.d5.loss_mask: 0.4706, decode.d5.loss_dice: 0.7332, decode.d6.loss_cls: 0.2542, decode.d6.loss_mask: 0.4720, decode.d6.loss_dice: 0.7264, decode.d7.loss_cls: 0.2537, decode.d7.loss_mask: 0.4714, decode.d7.loss_dice: 0.7255, decode.d8.loss_cls: 0.2495, decode.d8.loss_mask: 0.4703, decode.d8.loss_dice: 0.7257, loss: 15.9166, grad_norm: 60.7413 2023-12-26 07:26:35,365 - mmseg - INFO - Iter [102400/160000] lr: 3.600e-05, eta: 8:02:51, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2343, decode.loss_mask: 0.4702, decode.loss_dice: 0.7258, decode.d0.loss_cls: 1.2526, decode.d0.loss_mask: 0.5116, decode.d0.loss_dice: 0.8013, decode.d1.loss_cls: 0.3115, decode.d1.loss_mask: 0.4858, decode.d1.loss_dice: 0.7602, decode.d2.loss_cls: 0.2784, decode.d2.loss_mask: 0.4765, decode.d2.loss_dice: 0.7441, decode.d3.loss_cls: 0.2645, decode.d3.loss_mask: 0.4721, decode.d3.loss_dice: 0.7319, decode.d4.loss_cls: 0.2573, decode.d4.loss_mask: 0.4693, decode.d4.loss_dice: 0.7331, decode.d5.loss_cls: 0.2478, decode.d5.loss_mask: 0.4714, decode.d5.loss_dice: 0.7252, decode.d6.loss_cls: 0.2454, decode.d6.loss_mask: 0.4701, decode.d6.loss_dice: 0.7219, decode.d7.loss_cls: 0.2402, decode.d7.loss_mask: 0.4692, decode.d7.loss_dice: 0.7236, decode.d8.loss_cls: 0.2378, decode.d8.loss_mask: 0.4692, decode.d8.loss_dice: 0.7220, loss: 15.7244, grad_norm: 67.7985 2023-12-26 07:26:59,728 - mmseg - INFO - Iter [102450/160000] lr: 3.597e-05, eta: 8:02:25, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2236, decode.loss_mask: 0.4783, decode.loss_dice: 0.7254, decode.d0.loss_cls: 1.1903, decode.d0.loss_mask: 0.5191, decode.d0.loss_dice: 0.8047, decode.d1.loss_cls: 0.2932, decode.d1.loss_mask: 0.4992, decode.d1.loss_dice: 0.7751, decode.d2.loss_cls: 0.2646, decode.d2.loss_mask: 0.4853, decode.d2.loss_dice: 0.7495, decode.d3.loss_cls: 0.2493, decode.d3.loss_mask: 0.4826, decode.d3.loss_dice: 0.7373, decode.d4.loss_cls: 0.2366, decode.d4.loss_mask: 0.4825, decode.d4.loss_dice: 0.7350, decode.d5.loss_cls: 0.2292, decode.d5.loss_mask: 0.4827, decode.d5.loss_dice: 0.7340, decode.d6.loss_cls: 0.2308, decode.d6.loss_mask: 0.4818, decode.d6.loss_dice: 0.7289, decode.d7.loss_cls: 0.2326, decode.d7.loss_mask: 0.4796, decode.d7.loss_dice: 0.7241, decode.d8.loss_cls: 0.2264, decode.d8.loss_mask: 0.4797, decode.d8.loss_dice: 0.7291, loss: 15.6906, grad_norm: 55.9626 2023-12-26 07:27:23,867 - mmseg - INFO - Iter [102500/160000] lr: 3.594e-05, eta: 8:02:00, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2101, decode.loss_mask: 0.4885, decode.loss_dice: 0.7029, decode.d0.loss_cls: 1.2060, decode.d0.loss_mask: 0.5265, decode.d0.loss_dice: 0.7825, decode.d1.loss_cls: 0.2853, decode.d1.loss_mask: 0.5063, decode.d1.loss_dice: 0.7467, decode.d2.loss_cls: 0.2501, decode.d2.loss_mask: 0.4952, decode.d2.loss_dice: 0.7226, decode.d3.loss_cls: 0.2307, decode.d3.loss_mask: 0.4903, decode.d3.loss_dice: 0.7145, decode.d4.loss_cls: 0.2294, decode.d4.loss_mask: 0.4875, decode.d4.loss_dice: 0.7114, decode.d5.loss_cls: 0.2179, decode.d5.loss_mask: 0.4879, decode.d5.loss_dice: 0.7106, decode.d6.loss_cls: 0.2153, decode.d6.loss_mask: 0.4879, decode.d6.loss_dice: 0.7030, decode.d7.loss_cls: 0.2120, decode.d7.loss_mask: 0.4881, decode.d7.loss_dice: 0.7027, decode.d8.loss_cls: 0.2130, decode.d8.loss_mask: 0.4888, decode.d8.loss_dice: 0.7068, loss: 15.4202, grad_norm: 58.0063 2023-12-26 07:27:47,888 - mmseg - INFO - Iter [102550/160000] lr: 3.591e-05, eta: 8:01:34, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2163, decode.loss_mask: 0.4902, decode.loss_dice: 0.7115, decode.d0.loss_cls: 1.2220, decode.d0.loss_mask: 0.5262, decode.d0.loss_dice: 0.7849, decode.d1.loss_cls: 0.2871, decode.d1.loss_mask: 0.5022, decode.d1.loss_dice: 0.7512, decode.d2.loss_cls: 0.2559, decode.d2.loss_mask: 0.4936, decode.d2.loss_dice: 0.7320, decode.d3.loss_cls: 0.2445, decode.d3.loss_mask: 0.4880, decode.d3.loss_dice: 0.7166, decode.d4.loss_cls: 0.2340, decode.d4.loss_mask: 0.4906, decode.d4.loss_dice: 0.7171, decode.d5.loss_cls: 0.2230, decode.d5.loss_mask: 0.4904, decode.d5.loss_dice: 0.7174, decode.d6.loss_cls: 0.2221, decode.d6.loss_mask: 0.4891, decode.d6.loss_dice: 0.7130, decode.d7.loss_cls: 0.2187, decode.d7.loss_mask: 0.4886, decode.d7.loss_dice: 0.7118, decode.d8.loss_cls: 0.2136, decode.d8.loss_mask: 0.4891, decode.d8.loss_dice: 0.7104, loss: 15.5514, grad_norm: 59.9981 2023-12-26 07:28:12,016 - mmseg - INFO - Iter [102600/160000] lr: 3.588e-05, eta: 8:01:08, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2088, decode.loss_mask: 0.4875, decode.loss_dice: 0.7105, decode.d0.loss_cls: 1.1817, decode.d0.loss_mask: 0.5319, decode.d0.loss_dice: 0.7860, decode.d1.loss_cls: 0.2771, decode.d1.loss_mask: 0.5068, decode.d1.loss_dice: 0.7495, decode.d2.loss_cls: 0.2547, decode.d2.loss_mask: 0.4954, decode.d2.loss_dice: 0.7277, decode.d3.loss_cls: 0.2345, decode.d3.loss_mask: 0.4926, decode.d3.loss_dice: 0.7130, decode.d4.loss_cls: 0.2266, decode.d4.loss_mask: 0.4894, decode.d4.loss_dice: 0.7149, decode.d5.loss_cls: 0.2215, decode.d5.loss_mask: 0.4898, decode.d5.loss_dice: 0.7163, decode.d6.loss_cls: 0.2193, decode.d6.loss_mask: 0.4894, decode.d6.loss_dice: 0.7101, decode.d7.loss_cls: 0.2088, decode.d7.loss_mask: 0.4879, decode.d7.loss_dice: 0.7131, decode.d8.loss_cls: 0.2128, decode.d8.loss_mask: 0.4874, decode.d8.loss_dice: 0.7148, loss: 15.4598, grad_norm: 59.1110 2023-12-26 07:28:36,439 - mmseg - INFO - Iter [102650/160000] lr: 3.584e-05, eta: 8:00:42, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2151, decode.loss_mask: 0.4601, decode.loss_dice: 0.6916, decode.d0.loss_cls: 1.1928, decode.d0.loss_mask: 0.5011, decode.d0.loss_dice: 0.7690, decode.d1.loss_cls: 0.2902, decode.d1.loss_mask: 0.4744, decode.d1.loss_dice: 0.7254, decode.d2.loss_cls: 0.2459, decode.d2.loss_mask: 0.4674, decode.d2.loss_dice: 0.7075, decode.d3.loss_cls: 0.2361, decode.d3.loss_mask: 0.4636, decode.d3.loss_dice: 0.6954, decode.d4.loss_cls: 0.2251, decode.d4.loss_mask: 0.4622, decode.d4.loss_dice: 0.6952, decode.d5.loss_cls: 0.2216, decode.d5.loss_mask: 0.4623, decode.d5.loss_dice: 0.6949, decode.d6.loss_cls: 0.2188, decode.d6.loss_mask: 0.4608, decode.d6.loss_dice: 0.6917, decode.d7.loss_cls: 0.2179, decode.d7.loss_mask: 0.4605, decode.d7.loss_dice: 0.6956, decode.d8.loss_cls: 0.2161, decode.d8.loss_mask: 0.4606, decode.d8.loss_dice: 0.6931, loss: 15.0119, grad_norm: 56.2617 2023-12-26 07:29:00,846 - mmseg - INFO - Iter [102700/160000] lr: 3.581e-05, eta: 8:00:17, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2355, decode.loss_mask: 0.4740, decode.loss_dice: 0.7174, decode.d0.loss_cls: 1.2119, decode.d0.loss_mask: 0.5113, decode.d0.loss_dice: 0.8107, decode.d1.loss_cls: 0.3086, decode.d1.loss_mask: 0.4922, decode.d1.loss_dice: 0.7630, decode.d2.loss_cls: 0.2772, decode.d2.loss_mask: 0.4821, decode.d2.loss_dice: 0.7392, decode.d3.loss_cls: 0.2574, decode.d3.loss_mask: 0.4793, decode.d3.loss_dice: 0.7229, decode.d4.loss_cls: 0.2433, decode.d4.loss_mask: 0.4804, decode.d4.loss_dice: 0.7288, decode.d5.loss_cls: 0.2403, decode.d5.loss_mask: 0.4765, decode.d5.loss_dice: 0.7248, decode.d6.loss_cls: 0.2366, decode.d6.loss_mask: 0.4750, decode.d6.loss_dice: 0.7188, decode.d7.loss_cls: 0.2345, decode.d7.loss_mask: 0.4744, decode.d7.loss_dice: 0.7224, decode.d8.loss_cls: 0.2330, decode.d8.loss_mask: 0.4735, decode.d8.loss_dice: 0.7175, loss: 15.6624, grad_norm: 59.2886 2023-12-26 07:29:25,224 - mmseg - INFO - Iter [102750/160000] lr: 3.578e-05, eta: 7:59:51, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2167, decode.loss_mask: 0.4874, decode.loss_dice: 0.7179, decode.d0.loss_cls: 1.2055, decode.d0.loss_mask: 0.5279, decode.d0.loss_dice: 0.7947, decode.d1.loss_cls: 0.2986, decode.d1.loss_mask: 0.5003, decode.d1.loss_dice: 0.7541, decode.d2.loss_cls: 0.2540, decode.d2.loss_mask: 0.4954, decode.d2.loss_dice: 0.7326, decode.d3.loss_cls: 0.2415, decode.d3.loss_mask: 0.4947, decode.d3.loss_dice: 0.7272, decode.d4.loss_cls: 0.2356, decode.d4.loss_mask: 0.4932, decode.d4.loss_dice: 0.7256, decode.d5.loss_cls: 0.2247, decode.d5.loss_mask: 0.4900, decode.d5.loss_dice: 0.7222, decode.d6.loss_cls: 0.2248, decode.d6.loss_mask: 0.4916, decode.d6.loss_dice: 0.7199, decode.d7.loss_cls: 0.2196, decode.d7.loss_mask: 0.4891, decode.d7.loss_dice: 0.7143, decode.d8.loss_cls: 0.2200, decode.d8.loss_mask: 0.4866, decode.d8.loss_dice: 0.7158, loss: 15.6215, grad_norm: 65.1708 2023-12-26 07:29:49,507 - mmseg - INFO - Iter [102800/160000] lr: 3.575e-05, eta: 7:59:25, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2407, decode.loss_mask: 0.4759, decode.loss_dice: 0.7236, decode.d0.loss_cls: 1.2065, decode.d0.loss_mask: 0.5184, decode.d0.loss_dice: 0.8163, decode.d1.loss_cls: 0.3125, decode.d1.loss_mask: 0.4929, decode.d1.loss_dice: 0.7662, decode.d2.loss_cls: 0.2737, decode.d2.loss_mask: 0.4836, decode.d2.loss_dice: 0.7450, decode.d3.loss_cls: 0.2635, decode.d3.loss_mask: 0.4810, decode.d3.loss_dice: 0.7327, decode.d4.loss_cls: 0.2545, decode.d4.loss_mask: 0.4784, decode.d4.loss_dice: 0.7318, decode.d5.loss_cls: 0.2474, decode.d5.loss_mask: 0.4788, decode.d5.loss_dice: 0.7275, decode.d6.loss_cls: 0.2422, decode.d6.loss_mask: 0.4765, decode.d6.loss_dice: 0.7255, decode.d7.loss_cls: 0.2374, decode.d7.loss_mask: 0.4780, decode.d7.loss_dice: 0.7266, decode.d8.loss_cls: 0.2359, decode.d8.loss_mask: 0.4764, decode.d8.loss_dice: 0.7253, loss: 15.7745, grad_norm: 64.7609 2023-12-26 07:30:13,825 - mmseg - INFO - Iter [102850/160000] lr: 3.572e-05, eta: 7:59:00, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2298, decode.loss_mask: 0.4824, decode.loss_dice: 0.7001, decode.d0.loss_cls: 1.2099, decode.d0.loss_mask: 0.5233, decode.d0.loss_dice: 0.7878, decode.d1.loss_cls: 0.2972, decode.d1.loss_mask: 0.5011, decode.d1.loss_dice: 0.7473, decode.d2.loss_cls: 0.2599, decode.d2.loss_mask: 0.4893, decode.d2.loss_dice: 0.7283, decode.d3.loss_cls: 0.2475, decode.d3.loss_mask: 0.4860, decode.d3.loss_dice: 0.7136, decode.d4.loss_cls: 0.2454, decode.d4.loss_mask: 0.4858, decode.d4.loss_dice: 0.7147, decode.d5.loss_cls: 0.2343, decode.d5.loss_mask: 0.4854, decode.d5.loss_dice: 0.7092, decode.d6.loss_cls: 0.2302, decode.d6.loss_mask: 0.4844, decode.d6.loss_dice: 0.7047, decode.d7.loss_cls: 0.2287, decode.d7.loss_mask: 0.4849, decode.d7.loss_dice: 0.7054, decode.d8.loss_cls: 0.2301, decode.d8.loss_mask: 0.4827, decode.d8.loss_dice: 0.7049, loss: 15.5343, grad_norm: 62.1673 2023-12-26 07:30:38,156 - mmseg - INFO - Iter [102900/160000] lr: 3.569e-05, eta: 7:58:34, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2240, decode.loss_mask: 0.4779, decode.loss_dice: 0.7242, decode.d0.loss_cls: 1.2238, decode.d0.loss_mask: 0.5206, decode.d0.loss_dice: 0.7953, decode.d1.loss_cls: 0.3054, decode.d1.loss_mask: 0.4992, decode.d1.loss_dice: 0.7622, decode.d2.loss_cls: 0.2647, decode.d2.loss_mask: 0.4884, decode.d2.loss_dice: 0.7431, decode.d3.loss_cls: 0.2500, decode.d3.loss_mask: 0.4849, decode.d3.loss_dice: 0.7311, decode.d4.loss_cls: 0.2392, decode.d4.loss_mask: 0.4830, decode.d4.loss_dice: 0.7273, decode.d5.loss_cls: 0.2316, decode.d5.loss_mask: 0.4815, decode.d5.loss_dice: 0.7296, decode.d6.loss_cls: 0.2283, decode.d6.loss_mask: 0.4768, decode.d6.loss_dice: 0.7210, decode.d7.loss_cls: 0.2260, decode.d7.loss_mask: 0.4777, decode.d7.loss_dice: 0.7234, decode.d8.loss_cls: 0.2207, decode.d8.loss_mask: 0.4783, decode.d8.loss_dice: 0.7216, loss: 15.6610, grad_norm: 56.0375 2023-12-26 07:31:02,674 - mmseg - INFO - Iter [102950/160000] lr: 3.566e-05, eta: 7:58:09, time: 0.490, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2189, decode.loss_mask: 0.4796, decode.loss_dice: 0.7090, decode.d0.loss_cls: 1.2220, decode.d0.loss_mask: 0.5241, decode.d0.loss_dice: 0.7931, decode.d1.loss_cls: 0.2912, decode.d1.loss_mask: 0.4980, decode.d1.loss_dice: 0.7522, decode.d2.loss_cls: 0.2540, decode.d2.loss_mask: 0.4869, decode.d2.loss_dice: 0.7345, decode.d3.loss_cls: 0.2449, decode.d3.loss_mask: 0.4837, decode.d3.loss_dice: 0.7162, decode.d4.loss_cls: 0.2372, decode.d4.loss_mask: 0.4841, decode.d4.loss_dice: 0.7176, decode.d5.loss_cls: 0.2316, decode.d5.loss_mask: 0.4830, decode.d5.loss_dice: 0.7140, decode.d6.loss_cls: 0.2278, decode.d6.loss_mask: 0.4811, decode.d6.loss_dice: 0.7096, decode.d7.loss_cls: 0.2217, decode.d7.loss_mask: 0.4826, decode.d7.loss_dice: 0.7163, decode.d8.loss_cls: 0.2181, decode.d8.loss_mask: 0.4801, decode.d8.loss_dice: 0.7113, loss: 15.5244, grad_norm: 58.9940 2023-12-26 07:31:27,281 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 07:31:27,281 - mmseg - INFO - Iter [103000/160000] lr: 3.563e-05, eta: 7:57:43, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2119, decode.loss_mask: 0.4825, decode.loss_dice: 0.7002, decode.d0.loss_cls: 1.1533, decode.d0.loss_mask: 0.5223, decode.d0.loss_dice: 0.7810, decode.d1.loss_cls: 0.2752, decode.d1.loss_mask: 0.4956, decode.d1.loss_dice: 0.7379, decode.d2.loss_cls: 0.2448, decode.d2.loss_mask: 0.4872, decode.d2.loss_dice: 0.7196, decode.d3.loss_cls: 0.2344, decode.d3.loss_mask: 0.4843, decode.d3.loss_dice: 0.7010, decode.d4.loss_cls: 0.2297, decode.d4.loss_mask: 0.4834, decode.d4.loss_dice: 0.7015, decode.d5.loss_cls: 0.2228, decode.d5.loss_mask: 0.4829, decode.d5.loss_dice: 0.7010, decode.d6.loss_cls: 0.2174, decode.d6.loss_mask: 0.4821, decode.d6.loss_dice: 0.7006, decode.d7.loss_cls: 0.2141, decode.d7.loss_mask: 0.4818, decode.d7.loss_dice: 0.7012, decode.d8.loss_cls: 0.2072, decode.d8.loss_mask: 0.4824, decode.d8.loss_dice: 0.6993, loss: 15.2385, grad_norm: 62.3540 2023-12-26 07:31:51,537 - mmseg - INFO - Iter [103050/160000] lr: 3.559e-05, eta: 7:57:17, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2180, decode.loss_mask: 0.4959, decode.loss_dice: 0.7388, decode.d0.loss_cls: 1.2265, decode.d0.loss_mask: 0.5367, decode.d0.loss_dice: 0.8206, decode.d1.loss_cls: 0.3064, decode.d1.loss_mask: 0.5107, decode.d1.loss_dice: 0.7764, decode.d2.loss_cls: 0.2664, decode.d2.loss_mask: 0.5012, decode.d2.loss_dice: 0.7566, decode.d3.loss_cls: 0.2544, decode.d3.loss_mask: 0.4970, decode.d3.loss_dice: 0.7433, decode.d4.loss_cls: 0.2372, decode.d4.loss_mask: 0.4985, decode.d4.loss_dice: 0.7444, decode.d5.loss_cls: 0.2299, decode.d5.loss_mask: 0.4964, decode.d5.loss_dice: 0.7424, decode.d6.loss_cls: 0.2310, decode.d6.loss_mask: 0.4965, decode.d6.loss_dice: 0.7311, decode.d7.loss_cls: 0.2222, decode.d7.loss_mask: 0.4950, decode.d7.loss_dice: 0.7344, decode.d8.loss_cls: 0.2180, decode.d8.loss_mask: 0.4948, decode.d8.loss_dice: 0.7352, loss: 15.9557, grad_norm: 63.1425 2023-12-26 07:32:15,701 - mmseg - INFO - Iter [103100/160000] lr: 3.556e-05, eta: 7:56:52, time: 0.483, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2456, decode.loss_mask: 0.4853, decode.loss_dice: 0.7272, decode.d0.loss_cls: 1.2392, decode.d0.loss_mask: 0.5248, decode.d0.loss_dice: 0.7962, decode.d1.loss_cls: 0.3220, decode.d1.loss_mask: 0.5056, decode.d1.loss_dice: 0.7645, decode.d2.loss_cls: 0.2890, decode.d2.loss_mask: 0.4935, decode.d2.loss_dice: 0.7456, decode.d3.loss_cls: 0.2735, decode.d3.loss_mask: 0.4909, decode.d3.loss_dice: 0.7350, decode.d4.loss_cls: 0.2641, decode.d4.loss_mask: 0.4887, decode.d4.loss_dice: 0.7306, decode.d5.loss_cls: 0.2598, decode.d5.loss_mask: 0.4849, decode.d5.loss_dice: 0.7326, decode.d6.loss_cls: 0.2512, decode.d6.loss_mask: 0.4855, decode.d6.loss_dice: 0.7272, decode.d7.loss_cls: 0.2474, decode.d7.loss_mask: 0.4852, decode.d7.loss_dice: 0.7299, decode.d8.loss_cls: 0.2462, decode.d8.loss_mask: 0.4853, decode.d8.loss_dice: 0.7290, loss: 15.9853, grad_norm: 66.5170 2023-12-26 07:32:40,010 - mmseg - INFO - Iter [103150/160000] lr: 3.553e-05, eta: 7:56:26, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2244, decode.loss_mask: 0.4553, decode.loss_dice: 0.7006, decode.d0.loss_cls: 1.2241, decode.d0.loss_mask: 0.4911, decode.d0.loss_dice: 0.7765, decode.d1.loss_cls: 0.2986, decode.d1.loss_mask: 0.4760, decode.d1.loss_dice: 0.7441, decode.d2.loss_cls: 0.2653, decode.d2.loss_mask: 0.4635, decode.d2.loss_dice: 0.7230, decode.d3.loss_cls: 0.2510, decode.d3.loss_mask: 0.4568, decode.d3.loss_dice: 0.7082, decode.d4.loss_cls: 0.2407, decode.d4.loss_mask: 0.4570, decode.d4.loss_dice: 0.7115, decode.d5.loss_cls: 0.2348, decode.d5.loss_mask: 0.4563, decode.d5.loss_dice: 0.7070, decode.d6.loss_cls: 0.2345, decode.d6.loss_mask: 0.4536, decode.d6.loss_dice: 0.7011, decode.d7.loss_cls: 0.2283, decode.d7.loss_mask: 0.4545, decode.d7.loss_dice: 0.7040, decode.d8.loss_cls: 0.2258, decode.d8.loss_mask: 0.4536, decode.d8.loss_dice: 0.7031, loss: 15.2244, grad_norm: 60.6181 2023-12-26 07:33:04,231 - mmseg - INFO - Iter [103200/160000] lr: 3.550e-05, eta: 7:56:00, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2234, decode.loss_mask: 0.5013, decode.loss_dice: 0.7214, decode.d0.loss_cls: 1.2067, decode.d0.loss_mask: 0.5411, decode.d0.loss_dice: 0.7909, decode.d1.loss_cls: 0.3036, decode.d1.loss_mask: 0.5194, decode.d1.loss_dice: 0.7548, decode.d2.loss_cls: 0.2620, decode.d2.loss_mask: 0.5089, decode.d2.loss_dice: 0.7413, decode.d3.loss_cls: 0.2543, decode.d3.loss_mask: 0.5074, decode.d3.loss_dice: 0.7285, decode.d4.loss_cls: 0.2442, decode.d4.loss_mask: 0.5060, decode.d4.loss_dice: 0.7274, decode.d5.loss_cls: 0.2355, decode.d5.loss_mask: 0.5071, decode.d5.loss_dice: 0.7271, decode.d6.loss_cls: 0.2308, decode.d6.loss_mask: 0.5040, decode.d6.loss_dice: 0.7223, decode.d7.loss_cls: 0.2293, decode.d7.loss_mask: 0.5028, decode.d7.loss_dice: 0.7184, decode.d8.loss_cls: 0.2273, decode.d8.loss_mask: 0.5024, decode.d8.loss_dice: 0.7240, loss: 15.8734, grad_norm: 58.3486 2023-12-26 07:33:28,476 - mmseg - INFO - Iter [103250/160000] lr: 3.547e-05, eta: 7:55:35, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2370, decode.loss_mask: 0.4820, decode.loss_dice: 0.7306, decode.d0.loss_cls: 1.2095, decode.d0.loss_mask: 0.5186, decode.d0.loss_dice: 0.8000, decode.d1.loss_cls: 0.3108, decode.d1.loss_mask: 0.5023, decode.d1.loss_dice: 0.7670, decode.d2.loss_cls: 0.2682, decode.d2.loss_mask: 0.4919, decode.d2.loss_dice: 0.7537, decode.d3.loss_cls: 0.2575, decode.d3.loss_mask: 0.4889, decode.d3.loss_dice: 0.7387, decode.d4.loss_cls: 0.2426, decode.d4.loss_mask: 0.4892, decode.d4.loss_dice: 0.7407, decode.d5.loss_cls: 0.2433, decode.d5.loss_mask: 0.4863, decode.d5.loss_dice: 0.7376, decode.d6.loss_cls: 0.2423, decode.d6.loss_mask: 0.4817, decode.d6.loss_dice: 0.7317, decode.d7.loss_cls: 0.2342, decode.d7.loss_mask: 0.4837, decode.d7.loss_dice: 0.7325, decode.d8.loss_cls: 0.2388, decode.d8.loss_mask: 0.4830, decode.d8.loss_dice: 0.7280, loss: 15.8523, grad_norm: 62.8539 2023-12-26 07:33:52,742 - mmseg - INFO - Iter [103300/160000] lr: 3.544e-05, eta: 7:55:09, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2231, decode.loss_mask: 0.4870, decode.loss_dice: 0.7193, decode.d0.loss_cls: 1.2230, decode.d0.loss_mask: 0.5222, decode.d0.loss_dice: 0.7858, decode.d1.loss_cls: 0.2999, decode.d1.loss_mask: 0.5004, decode.d1.loss_dice: 0.7488, decode.d2.loss_cls: 0.2611, decode.d2.loss_mask: 0.4872, decode.d2.loss_dice: 0.7347, decode.d3.loss_cls: 0.2477, decode.d3.loss_mask: 0.4880, decode.d3.loss_dice: 0.7224, decode.d4.loss_cls: 0.2399, decode.d4.loss_mask: 0.4875, decode.d4.loss_dice: 0.7230, decode.d5.loss_cls: 0.2318, decode.d5.loss_mask: 0.4868, decode.d5.loss_dice: 0.7223, decode.d6.loss_cls: 0.2305, decode.d6.loss_mask: 0.4850, decode.d6.loss_dice: 0.7138, decode.d7.loss_cls: 0.2290, decode.d7.loss_mask: 0.4864, decode.d7.loss_dice: 0.7178, decode.d8.loss_cls: 0.2222, decode.d8.loss_mask: 0.4869, decode.d8.loss_dice: 0.7198, loss: 15.6330, grad_norm: 61.1558 2023-12-26 07:34:16,954 - mmseg - INFO - Iter [103350/160000] lr: 3.541e-05, eta: 7:54:43, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2152, decode.loss_mask: 0.4914, decode.loss_dice: 0.7429, decode.d0.loss_cls: 1.2020, decode.d0.loss_mask: 0.5290, decode.d0.loss_dice: 0.8158, decode.d1.loss_cls: 0.2873, decode.d1.loss_mask: 0.5079, decode.d1.loss_dice: 0.7839, decode.d2.loss_cls: 0.2474, decode.d2.loss_mask: 0.4968, decode.d2.loss_dice: 0.7654, decode.d3.loss_cls: 0.2381, decode.d3.loss_mask: 0.4935, decode.d3.loss_dice: 0.7498, decode.d4.loss_cls: 0.2253, decode.d4.loss_mask: 0.4946, decode.d4.loss_dice: 0.7492, decode.d5.loss_cls: 0.2209, decode.d5.loss_mask: 0.4945, decode.d5.loss_dice: 0.7490, decode.d6.loss_cls: 0.2214, decode.d6.loss_mask: 0.4938, decode.d6.loss_dice: 0.7430, decode.d7.loss_cls: 0.2112, decode.d7.loss_mask: 0.4932, decode.d7.loss_dice: 0.7491, decode.d8.loss_cls: 0.2167, decode.d8.loss_mask: 0.4929, decode.d8.loss_dice: 0.7455, loss: 15.8668, grad_norm: 60.7896 2023-12-26 07:34:41,314 - mmseg - INFO - Iter [103400/160000] lr: 3.538e-05, eta: 7:54:18, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2425, decode.loss_mask: 0.4880, decode.loss_dice: 0.7249, decode.d0.loss_cls: 1.2590, decode.d0.loss_mask: 0.5250, decode.d0.loss_dice: 0.8126, decode.d1.loss_cls: 0.3262, decode.d1.loss_mask: 0.5095, decode.d1.loss_dice: 0.7777, decode.d2.loss_cls: 0.2828, decode.d2.loss_mask: 0.4999, decode.d2.loss_dice: 0.7481, decode.d3.loss_cls: 0.2707, decode.d3.loss_mask: 0.4929, decode.d3.loss_dice: 0.7359, decode.d4.loss_cls: 0.2632, decode.d4.loss_mask: 0.4917, decode.d4.loss_dice: 0.7299, decode.d5.loss_cls: 0.2547, decode.d5.loss_mask: 0.4901, decode.d5.loss_dice: 0.7292, decode.d6.loss_cls: 0.2480, decode.d6.loss_mask: 0.4899, decode.d6.loss_dice: 0.7245, decode.d7.loss_cls: 0.2409, decode.d7.loss_mask: 0.4899, decode.d7.loss_dice: 0.7256, decode.d8.loss_cls: 0.2408, decode.d8.loss_mask: 0.4894, decode.d8.loss_dice: 0.7246, loss: 16.0282, grad_norm: 65.1085 2023-12-26 07:35:05,729 - mmseg - INFO - Iter [103450/160000] lr: 3.534e-05, eta: 7:53:52, time: 0.491, data_time: 0.014, memory: 40245, decode.loss_cls: 0.2144, decode.loss_mask: 0.4608, decode.loss_dice: 0.6932, decode.d0.loss_cls: 1.2147, decode.d0.loss_mask: 0.5021, decode.d0.loss_dice: 0.7674, decode.d1.loss_cls: 0.2878, decode.d1.loss_mask: 0.4764, decode.d1.loss_dice: 0.7347, decode.d2.loss_cls: 0.2476, decode.d2.loss_mask: 0.4679, decode.d2.loss_dice: 0.7130, decode.d3.loss_cls: 0.2365, decode.d3.loss_mask: 0.4642, decode.d3.loss_dice: 0.6940, decode.d4.loss_cls: 0.2258, decode.d4.loss_mask: 0.4624, decode.d4.loss_dice: 0.6974, decode.d5.loss_cls: 0.2243, decode.d5.loss_mask: 0.4627, decode.d5.loss_dice: 0.6949, decode.d6.loss_cls: 0.2171, decode.d6.loss_mask: 0.4617, decode.d6.loss_dice: 0.6916, decode.d7.loss_cls: 0.2159, decode.d7.loss_mask: 0.4613, decode.d7.loss_dice: 0.6938, decode.d8.loss_cls: 0.2136, decode.d8.loss_mask: 0.4608, decode.d8.loss_dice: 0.6914, loss: 15.0496, grad_norm: 60.8559 2023-12-26 07:35:32,398 - mmseg - INFO - Iter [103500/160000] lr: 3.531e-05, eta: 7:53:28, time: 0.533, data_time: 0.060, memory: 40245, decode.loss_cls: 0.2229, decode.loss_mask: 0.4690, decode.loss_dice: 0.7186, decode.d0.loss_cls: 1.2552, decode.d0.loss_mask: 0.5052, decode.d0.loss_dice: 0.8023, decode.d1.loss_cls: 0.2975, decode.d1.loss_mask: 0.4855, decode.d1.loss_dice: 0.7545, decode.d2.loss_cls: 0.2656, decode.d2.loss_mask: 0.4771, decode.d2.loss_dice: 0.7375, decode.d3.loss_cls: 0.2487, decode.d3.loss_mask: 0.4756, decode.d3.loss_dice: 0.7259, decode.d4.loss_cls: 0.2324, decode.d4.loss_mask: 0.4724, decode.d4.loss_dice: 0.7249, decode.d5.loss_cls: 0.2307, decode.d5.loss_mask: 0.4705, decode.d5.loss_dice: 0.7225, decode.d6.loss_cls: 0.2319, decode.d6.loss_mask: 0.4695, decode.d6.loss_dice: 0.7189, decode.d7.loss_cls: 0.2256, decode.d7.loss_mask: 0.4697, decode.d7.loss_dice: 0.7167, decode.d8.loss_cls: 0.2247, decode.d8.loss_mask: 0.4676, decode.d8.loss_dice: 0.7157, loss: 15.5351, grad_norm: 60.6048 2023-12-26 07:35:56,559 - mmseg - INFO - Iter [103550/160000] lr: 3.528e-05, eta: 7:53:02, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2144, decode.loss_mask: 0.4633, decode.loss_dice: 0.7077, decode.d0.loss_cls: 1.1885, decode.d0.loss_mask: 0.5075, decode.d0.loss_dice: 0.7798, decode.d1.loss_cls: 0.2858, decode.d1.loss_mask: 0.4825, decode.d1.loss_dice: 0.7413, decode.d2.loss_cls: 0.2499, decode.d2.loss_mask: 0.4726, decode.d2.loss_dice: 0.7254, decode.d3.loss_cls: 0.2324, decode.d3.loss_mask: 0.4670, decode.d3.loss_dice: 0.7142, decode.d4.loss_cls: 0.2283, decode.d4.loss_mask: 0.4662, decode.d4.loss_dice: 0.7119, decode.d5.loss_cls: 0.2216, decode.d5.loss_mask: 0.4672, decode.d5.loss_dice: 0.7170, decode.d6.loss_cls: 0.2196, decode.d6.loss_mask: 0.4663, decode.d6.loss_dice: 0.7046, decode.d7.loss_cls: 0.2187, decode.d7.loss_mask: 0.4645, decode.d7.loss_dice: 0.7079, decode.d8.loss_cls: 0.2127, decode.d8.loss_mask: 0.4634, decode.d8.loss_dice: 0.7086, loss: 15.2108, grad_norm: 54.8830 2023-12-26 07:36:20,747 - mmseg - INFO - Iter [103600/160000] lr: 3.525e-05, eta: 7:52:36, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2193, decode.loss_mask: 0.4712, decode.loss_dice: 0.7077, decode.d0.loss_cls: 1.2242, decode.d0.loss_mask: 0.5124, decode.d0.loss_dice: 0.8006, decode.d1.loss_cls: 0.2949, decode.d1.loss_mask: 0.4884, decode.d1.loss_dice: 0.7538, decode.d2.loss_cls: 0.2537, decode.d2.loss_mask: 0.4816, decode.d2.loss_dice: 0.7317, decode.d3.loss_cls: 0.2417, decode.d3.loss_mask: 0.4784, decode.d3.loss_dice: 0.7210, decode.d4.loss_cls: 0.2301, decode.d4.loss_mask: 0.4765, decode.d4.loss_dice: 0.7207, decode.d5.loss_cls: 0.2255, decode.d5.loss_mask: 0.4740, decode.d5.loss_dice: 0.7172, decode.d6.loss_cls: 0.2228, decode.d6.loss_mask: 0.4718, decode.d6.loss_dice: 0.7116, decode.d7.loss_cls: 0.2177, decode.d7.loss_mask: 0.4706, decode.d7.loss_dice: 0.7109, decode.d8.loss_cls: 0.2206, decode.d8.loss_mask: 0.4699, decode.d8.loss_dice: 0.7121, loss: 15.4326, grad_norm: 61.2927 2023-12-26 07:36:45,178 - mmseg - INFO - Iter [103650/160000] lr: 3.522e-05, eta: 7:52:11, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2308, decode.loss_mask: 0.4619, decode.loss_dice: 0.7260, decode.d0.loss_cls: 1.2105, decode.d0.loss_mask: 0.4970, decode.d0.loss_dice: 0.8013, decode.d1.loss_cls: 0.3108, decode.d1.loss_mask: 0.4776, decode.d1.loss_dice: 0.7659, decode.d2.loss_cls: 0.2644, decode.d2.loss_mask: 0.4693, decode.d2.loss_dice: 0.7488, decode.d3.loss_cls: 0.2534, decode.d3.loss_mask: 0.4642, decode.d3.loss_dice: 0.7385, decode.d4.loss_cls: 0.2424, decode.d4.loss_mask: 0.4636, decode.d4.loss_dice: 0.7351, decode.d5.loss_cls: 0.2426, decode.d5.loss_mask: 0.4630, decode.d5.loss_dice: 0.7330, decode.d6.loss_cls: 0.2372, decode.d6.loss_mask: 0.4606, decode.d6.loss_dice: 0.7237, decode.d7.loss_cls: 0.2345, decode.d7.loss_mask: 0.4607, decode.d7.loss_dice: 0.7237, decode.d8.loss_cls: 0.2294, decode.d8.loss_mask: 0.4620, decode.d8.loss_dice: 0.7261, loss: 15.5579, grad_norm: 61.4774 2023-12-26 07:37:09,499 - mmseg - INFO - Iter [103700/160000] lr: 3.519e-05, eta: 7:51:45, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2174, decode.loss_mask: 0.4847, decode.loss_dice: 0.7157, decode.d0.loss_cls: 1.2323, decode.d0.loss_mask: 0.5300, decode.d0.loss_dice: 0.7983, decode.d1.loss_cls: 0.3026, decode.d1.loss_mask: 0.5074, decode.d1.loss_dice: 0.7600, decode.d2.loss_cls: 0.2576, decode.d2.loss_mask: 0.4932, decode.d2.loss_dice: 0.7350, decode.d3.loss_cls: 0.2446, decode.d3.loss_mask: 0.4906, decode.d3.loss_dice: 0.7238, decode.d4.loss_cls: 0.2367, decode.d4.loss_mask: 0.4883, decode.d4.loss_dice: 0.7253, decode.d5.loss_cls: 0.2339, decode.d5.loss_mask: 0.4847, decode.d5.loss_dice: 0.7207, decode.d6.loss_cls: 0.2255, decode.d6.loss_mask: 0.4846, decode.d6.loss_dice: 0.7186, decode.d7.loss_cls: 0.2215, decode.d7.loss_mask: 0.4851, decode.d7.loss_dice: 0.7128, decode.d8.loss_cls: 0.2204, decode.d8.loss_mask: 0.4834, decode.d8.loss_dice: 0.7162, loss: 15.6508, grad_norm: 63.8692 2023-12-26 07:37:33,781 - mmseg - INFO - Iter [103750/160000] lr: 3.516e-05, eta: 7:51:20, time: 0.486, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2350, decode.loss_mask: 0.4962, decode.loss_dice: 0.7308, decode.d0.loss_cls: 1.2264, decode.d0.loss_mask: 0.5404, decode.d0.loss_dice: 0.8043, decode.d1.loss_cls: 0.3167, decode.d1.loss_mask: 0.5084, decode.d1.loss_dice: 0.7660, decode.d2.loss_cls: 0.2827, decode.d2.loss_mask: 0.5035, decode.d2.loss_dice: 0.7500, decode.d3.loss_cls: 0.2663, decode.d3.loss_mask: 0.4984, decode.d3.loss_dice: 0.7340, decode.d4.loss_cls: 0.2540, decode.d4.loss_mask: 0.4993, decode.d4.loss_dice: 0.7326, decode.d5.loss_cls: 0.2493, decode.d5.loss_mask: 0.4965, decode.d5.loss_dice: 0.7342, decode.d6.loss_cls: 0.2495, decode.d6.loss_mask: 0.4962, decode.d6.loss_dice: 0.7284, decode.d7.loss_cls: 0.2387, decode.d7.loss_mask: 0.4961, decode.d7.loss_dice: 0.7289, decode.d8.loss_cls: 0.2373, decode.d8.loss_mask: 0.4965, decode.d8.loss_dice: 0.7294, loss: 16.0258, grad_norm: 60.4512 2023-12-26 07:37:58,244 - mmseg - INFO - Iter [103800/160000] lr: 3.513e-05, eta: 7:50:54, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2434, decode.loss_mask: 0.4812, decode.loss_dice: 0.7245, decode.d0.loss_cls: 1.2186, decode.d0.loss_mask: 0.5275, decode.d0.loss_dice: 0.8027, decode.d1.loss_cls: 0.3184, decode.d1.loss_mask: 0.4955, decode.d1.loss_dice: 0.7684, decode.d2.loss_cls: 0.2813, decode.d2.loss_mask: 0.4883, decode.d2.loss_dice: 0.7457, decode.d3.loss_cls: 0.2625, decode.d3.loss_mask: 0.4856, decode.d3.loss_dice: 0.7336, decode.d4.loss_cls: 0.2579, decode.d4.loss_mask: 0.4852, decode.d4.loss_dice: 0.7327, decode.d5.loss_cls: 0.2486, decode.d5.loss_mask: 0.4826, decode.d5.loss_dice: 0.7307, decode.d6.loss_cls: 0.2463, decode.d6.loss_mask: 0.4845, decode.d6.loss_dice: 0.7287, decode.d7.loss_cls: 0.2441, decode.d7.loss_mask: 0.4830, decode.d7.loss_dice: 0.7307, decode.d8.loss_cls: 0.2411, decode.d8.loss_mask: 0.4823, decode.d8.loss_dice: 0.7273, loss: 15.8828, grad_norm: 62.9375 2023-12-26 07:38:22,551 - mmseg - INFO - Iter [103850/160000] lr: 3.509e-05, eta: 7:50:28, time: 0.486, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2209, decode.loss_mask: 0.4841, decode.loss_dice: 0.7253, decode.d0.loss_cls: 1.2239, decode.d0.loss_mask: 0.5207, decode.d0.loss_dice: 0.7982, decode.d1.loss_cls: 0.3034, decode.d1.loss_mask: 0.4972, decode.d1.loss_dice: 0.7670, decode.d2.loss_cls: 0.2638, decode.d2.loss_mask: 0.4891, decode.d2.loss_dice: 0.7463, decode.d3.loss_cls: 0.2456, decode.d3.loss_mask: 0.4839, decode.d3.loss_dice: 0.7357, decode.d4.loss_cls: 0.2396, decode.d4.loss_mask: 0.4847, decode.d4.loss_dice: 0.7338, decode.d5.loss_cls: 0.2340, decode.d5.loss_mask: 0.4853, decode.d5.loss_dice: 0.7363, decode.d6.loss_cls: 0.2277, decode.d6.loss_mask: 0.4838, decode.d6.loss_dice: 0.7279, decode.d7.loss_cls: 0.2213, decode.d7.loss_mask: 0.4837, decode.d7.loss_dice: 0.7301, decode.d8.loss_cls: 0.2215, decode.d8.loss_mask: 0.4826, decode.d8.loss_dice: 0.7305, loss: 15.7280, grad_norm: 61.5525 2023-12-26 07:38:46,924 - mmseg - INFO - Iter [103900/160000] lr: 3.506e-05, eta: 7:50:03, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2133, decode.loss_mask: 0.4745, decode.loss_dice: 0.6979, decode.d0.loss_cls: 1.1881, decode.d0.loss_mask: 0.5120, decode.d0.loss_dice: 0.7725, decode.d1.loss_cls: 0.2843, decode.d1.loss_mask: 0.4922, decode.d1.loss_dice: 0.7359, decode.d2.loss_cls: 0.2534, decode.d2.loss_mask: 0.4813, decode.d2.loss_dice: 0.7152, decode.d3.loss_cls: 0.2351, decode.d3.loss_mask: 0.4794, decode.d3.loss_dice: 0.7022, decode.d4.loss_cls: 0.2321, decode.d4.loss_mask: 0.4753, decode.d4.loss_dice: 0.7065, decode.d5.loss_cls: 0.2238, decode.d5.loss_mask: 0.4741, decode.d5.loss_dice: 0.7041, decode.d6.loss_cls: 0.2248, decode.d6.loss_mask: 0.4752, decode.d6.loss_dice: 0.6994, decode.d7.loss_cls: 0.2198, decode.d7.loss_mask: 0.4730, decode.d7.loss_dice: 0.6976, decode.d8.loss_cls: 0.2169, decode.d8.loss_mask: 0.4732, decode.d8.loss_dice: 0.6984, loss: 15.2314, grad_norm: 63.8643 2023-12-26 07:39:10,980 - mmseg - INFO - Iter [103950/160000] lr: 3.503e-05, eta: 7:49:37, time: 0.484, data_time: 0.015, memory: 40245, decode.loss_cls: 0.2013, decode.loss_mask: 0.4830, decode.loss_dice: 0.7194, decode.d0.loss_cls: 1.1777, decode.d0.loss_mask: 0.5164, decode.d0.loss_dice: 0.7917, decode.d1.loss_cls: 0.2742, decode.d1.loss_mask: 0.4979, decode.d1.loss_dice: 0.7568, decode.d2.loss_cls: 0.2405, decode.d2.loss_mask: 0.4894, decode.d2.loss_dice: 0.7402, decode.d3.loss_cls: 0.2208, decode.d3.loss_mask: 0.4874, decode.d3.loss_dice: 0.7313, decode.d4.loss_cls: 0.2171, decode.d4.loss_mask: 0.4860, decode.d4.loss_dice: 0.7281, decode.d5.loss_cls: 0.2114, decode.d5.loss_mask: 0.4840, decode.d5.loss_dice: 0.7246, decode.d6.loss_cls: 0.2081, decode.d6.loss_mask: 0.4836, decode.d6.loss_dice: 0.7251, decode.d7.loss_cls: 0.2055, decode.d7.loss_mask: 0.4832, decode.d7.loss_dice: 0.7227, decode.d8.loss_cls: 0.2027, decode.d8.loss_mask: 0.4827, decode.d8.loss_dice: 0.7219, loss: 15.4149, grad_norm: 62.1492 2023-12-26 07:39:35,201 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 07:39:35,201 - mmseg - INFO - Iter [104000/160000] lr: 3.500e-05, eta: 7:49:11, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2330, decode.loss_mask: 0.4895, decode.loss_dice: 0.7271, decode.d0.loss_cls: 1.2103, decode.d0.loss_mask: 0.5346, decode.d0.loss_dice: 0.7952, decode.d1.loss_cls: 0.3180, decode.d1.loss_mask: 0.5057, decode.d1.loss_dice: 0.7635, decode.d2.loss_cls: 0.2741, decode.d2.loss_mask: 0.4991, decode.d2.loss_dice: 0.7459, decode.d3.loss_cls: 0.2613, decode.d3.loss_mask: 0.4954, decode.d3.loss_dice: 0.7358, decode.d4.loss_cls: 0.2508, decode.d4.loss_mask: 0.4943, decode.d4.loss_dice: 0.7355, decode.d5.loss_cls: 0.2437, decode.d5.loss_mask: 0.4917, decode.d5.loss_dice: 0.7343, decode.d6.loss_cls: 0.2393, decode.d6.loss_mask: 0.4915, decode.d6.loss_dice: 0.7267, decode.d7.loss_cls: 0.2377, decode.d7.loss_mask: 0.4888, decode.d7.loss_dice: 0.7323, decode.d8.loss_cls: 0.2328, decode.d8.loss_mask: 0.4883, decode.d8.loss_dice: 0.7309, loss: 15.9070, grad_norm: 72.0373 2023-12-26 07:39:59,375 - mmseg - INFO - Iter [104050/160000] lr: 3.497e-05, eta: 7:48:46, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2382, decode.loss_mask: 0.4853, decode.loss_dice: 0.7252, decode.d0.loss_cls: 1.2113, decode.d0.loss_mask: 0.5272, decode.d0.loss_dice: 0.8117, decode.d1.loss_cls: 0.3134, decode.d1.loss_mask: 0.4999, decode.d1.loss_dice: 0.7655, decode.d2.loss_cls: 0.2807, decode.d2.loss_mask: 0.4875, decode.d2.loss_dice: 0.7470, decode.d3.loss_cls: 0.2678, decode.d3.loss_mask: 0.4878, decode.d3.loss_dice: 0.7338, decode.d4.loss_cls: 0.2537, decode.d4.loss_mask: 0.4868, decode.d4.loss_dice: 0.7318, decode.d5.loss_cls: 0.2492, decode.d5.loss_mask: 0.4881, decode.d5.loss_dice: 0.7315, decode.d6.loss_cls: 0.2448, decode.d6.loss_mask: 0.4867, decode.d6.loss_dice: 0.7247, decode.d7.loss_cls: 0.2450, decode.d7.loss_mask: 0.4846, decode.d7.loss_dice: 0.7270, decode.d8.loss_cls: 0.2392, decode.d8.loss_mask: 0.4851, decode.d8.loss_dice: 0.7281, loss: 15.8886, grad_norm: 72.5499 2023-12-26 07:40:23,735 - mmseg - INFO - Iter [104100/160000] lr: 3.494e-05, eta: 7:48:20, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2271, decode.loss_mask: 0.4714, decode.loss_dice: 0.7118, decode.d0.loss_cls: 1.2269, decode.d0.loss_mask: 0.5121, decode.d0.loss_dice: 0.7901, decode.d1.loss_cls: 0.3010, decode.d1.loss_mask: 0.4909, decode.d1.loss_dice: 0.7502, decode.d2.loss_cls: 0.2654, decode.d2.loss_mask: 0.4825, decode.d2.loss_dice: 0.7301, decode.d3.loss_cls: 0.2507, decode.d3.loss_mask: 0.4769, decode.d3.loss_dice: 0.7198, decode.d4.loss_cls: 0.2415, decode.d4.loss_mask: 0.4762, decode.d4.loss_dice: 0.7196, decode.d5.loss_cls: 0.2368, decode.d5.loss_mask: 0.4742, decode.d5.loss_dice: 0.7146, decode.d6.loss_cls: 0.2380, decode.d6.loss_mask: 0.4727, decode.d6.loss_dice: 0.7119, decode.d7.loss_cls: 0.2288, decode.d7.loss_mask: 0.4720, decode.d7.loss_dice: 0.7177, decode.d8.loss_cls: 0.2282, decode.d8.loss_mask: 0.4715, decode.d8.loss_dice: 0.7122, loss: 15.5230, grad_norm: 58.9677 2023-12-26 07:40:47,931 - mmseg - INFO - Iter [104150/160000] lr: 3.491e-05, eta: 7:47:54, time: 0.484, data_time: 0.014, memory: 40245, decode.loss_cls: 0.2273, decode.loss_mask: 0.4772, decode.loss_dice: 0.7158, decode.d0.loss_cls: 1.2393, decode.d0.loss_mask: 0.5167, decode.d0.loss_dice: 0.7991, decode.d1.loss_cls: 0.3073, decode.d1.loss_mask: 0.4933, decode.d1.loss_dice: 0.7535, decode.d2.loss_cls: 0.2728, decode.d2.loss_mask: 0.4826, decode.d2.loss_dice: 0.7365, decode.d3.loss_cls: 0.2487, decode.d3.loss_mask: 0.4806, decode.d3.loss_dice: 0.7214, decode.d4.loss_cls: 0.2394, decode.d4.loss_mask: 0.4798, decode.d4.loss_dice: 0.7208, decode.d5.loss_cls: 0.2322, decode.d5.loss_mask: 0.4803, decode.d5.loss_dice: 0.7226, decode.d6.loss_cls: 0.2335, decode.d6.loss_mask: 0.4774, decode.d6.loss_dice: 0.7172, decode.d7.loss_cls: 0.2303, decode.d7.loss_mask: 0.4767, decode.d7.loss_dice: 0.7158, decode.d8.loss_cls: 0.2257, decode.d8.loss_mask: 0.4788, decode.d8.loss_dice: 0.7141, loss: 15.6166, grad_norm: 59.2263 2023-12-26 07:41:12,541 - mmseg - INFO - Iter [104200/160000] lr: 3.488e-05, eta: 7:47:29, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2363, decode.loss_mask: 0.4811, decode.loss_dice: 0.6924, decode.d0.loss_cls: 1.2098, decode.d0.loss_mask: 0.5218, decode.d0.loss_dice: 0.7682, decode.d1.loss_cls: 0.2957, decode.d1.loss_mask: 0.4968, decode.d1.loss_dice: 0.7325, decode.d2.loss_cls: 0.2696, decode.d2.loss_mask: 0.4919, decode.d2.loss_dice: 0.7127, decode.d3.loss_cls: 0.2494, decode.d3.loss_mask: 0.4884, decode.d3.loss_dice: 0.7039, decode.d4.loss_cls: 0.2394, decode.d4.loss_mask: 0.4870, decode.d4.loss_dice: 0.7020, decode.d5.loss_cls: 0.2420, decode.d5.loss_mask: 0.4853, decode.d5.loss_dice: 0.6988, decode.d6.loss_cls: 0.2385, decode.d6.loss_mask: 0.4816, decode.d6.loss_dice: 0.6917, decode.d7.loss_cls: 0.2346, decode.d7.loss_mask: 0.4815, decode.d7.loss_dice: 0.6964, decode.d8.loss_cls: 0.2332, decode.d8.loss_mask: 0.4821, decode.d8.loss_dice: 0.6935, loss: 15.4381, grad_norm: 64.2863 2023-12-26 07:41:36,787 - mmseg - INFO - Iter [104250/160000] lr: 3.484e-05, eta: 7:47:03, time: 0.485, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2389, decode.loss_mask: 0.4806, decode.loss_dice: 0.7209, decode.d0.loss_cls: 1.2189, decode.d0.loss_mask: 0.5207, decode.d0.loss_dice: 0.7965, decode.d1.loss_cls: 0.3123, decode.d1.loss_mask: 0.4972, decode.d1.loss_dice: 0.7609, decode.d2.loss_cls: 0.2722, decode.d2.loss_mask: 0.4861, decode.d2.loss_dice: 0.7344, decode.d3.loss_cls: 0.2651, decode.d3.loss_mask: 0.4842, decode.d3.loss_dice: 0.7279, decode.d4.loss_cls: 0.2516, decode.d4.loss_mask: 0.4863, decode.d4.loss_dice: 0.7267, decode.d5.loss_cls: 0.2447, decode.d5.loss_mask: 0.4842, decode.d5.loss_dice: 0.7266, decode.d6.loss_cls: 0.2451, decode.d6.loss_mask: 0.4797, decode.d6.loss_dice: 0.7184, decode.d7.loss_cls: 0.2340, decode.d7.loss_mask: 0.4800, decode.d7.loss_dice: 0.7201, decode.d8.loss_cls: 0.2354, decode.d8.loss_mask: 0.4813, decode.d8.loss_dice: 0.7220, loss: 15.7528, grad_norm: 59.2712 2023-12-26 07:42:01,146 - mmseg - INFO - Iter [104300/160000] lr: 3.481e-05, eta: 7:46:38, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2170, decode.loss_mask: 0.4953, decode.loss_dice: 0.7285, decode.d0.loss_cls: 1.2096, decode.d0.loss_mask: 0.5365, decode.d0.loss_dice: 0.8050, decode.d1.loss_cls: 0.2910, decode.d1.loss_mask: 0.5103, decode.d1.loss_dice: 0.7676, decode.d2.loss_cls: 0.2593, decode.d2.loss_mask: 0.5005, decode.d2.loss_dice: 0.7492, decode.d3.loss_cls: 0.2466, decode.d3.loss_mask: 0.4988, decode.d3.loss_dice: 0.7380, decode.d4.loss_cls: 0.2378, decode.d4.loss_mask: 0.4986, decode.d4.loss_dice: 0.7348, decode.d5.loss_cls: 0.2290, decode.d5.loss_mask: 0.4972, decode.d5.loss_dice: 0.7349, decode.d6.loss_cls: 0.2257, decode.d6.loss_mask: 0.4946, decode.d6.loss_dice: 0.7281, decode.d7.loss_cls: 0.2190, decode.d7.loss_mask: 0.4949, decode.d7.loss_dice: 0.7281, decode.d8.loss_cls: 0.2152, decode.d8.loss_mask: 0.4962, decode.d8.loss_dice: 0.7304, loss: 15.8177, grad_norm: 60.0772 2023-12-26 07:42:25,781 - mmseg - INFO - Iter [104350/160000] lr: 3.478e-05, eta: 7:46:12, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2387, decode.loss_mask: 0.4773, decode.loss_dice: 0.7521, decode.d0.loss_cls: 1.2530, decode.d0.loss_mask: 0.5156, decode.d0.loss_dice: 0.8301, decode.d1.loss_cls: 0.3254, decode.d1.loss_mask: 0.4918, decode.d1.loss_dice: 0.7994, decode.d2.loss_cls: 0.2802, decode.d2.loss_mask: 0.4879, decode.d2.loss_dice: 0.7708, decode.d3.loss_cls: 0.2692, decode.d3.loss_mask: 0.4827, decode.d3.loss_dice: 0.7636, decode.d4.loss_cls: 0.2580, decode.d4.loss_mask: 0.4819, decode.d4.loss_dice: 0.7620, decode.d5.loss_cls: 0.2540, decode.d5.loss_mask: 0.4818, decode.d5.loss_dice: 0.7581, decode.d6.loss_cls: 0.2510, decode.d6.loss_mask: 0.4797, decode.d6.loss_dice: 0.7579, decode.d7.loss_cls: 0.2404, decode.d7.loss_mask: 0.4799, decode.d7.loss_dice: 0.7553, decode.d8.loss_cls: 0.2388, decode.d8.loss_mask: 0.4793, decode.d8.loss_dice: 0.7577, loss: 16.1736, grad_norm: 64.1414 2023-12-26 07:42:50,523 - mmseg - INFO - Iter [104400/160000] lr: 3.475e-05, eta: 7:45:47, time: 0.495, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2409, decode.loss_mask: 0.4815, decode.loss_dice: 0.7117, decode.d0.loss_cls: 1.2508, decode.d0.loss_mask: 0.5210, decode.d0.loss_dice: 0.7923, decode.d1.loss_cls: 0.3123, decode.d1.loss_mask: 0.5002, decode.d1.loss_dice: 0.7551, decode.d2.loss_cls: 0.2827, decode.d2.loss_mask: 0.4876, decode.d2.loss_dice: 0.7275, decode.d3.loss_cls: 0.2660, decode.d3.loss_mask: 0.4839, decode.d3.loss_dice: 0.7239, decode.d4.loss_cls: 0.2526, decode.d4.loss_mask: 0.4836, decode.d4.loss_dice: 0.7177, decode.d5.loss_cls: 0.2515, decode.d5.loss_mask: 0.4821, decode.d5.loss_dice: 0.7179, decode.d6.loss_cls: 0.2475, decode.d6.loss_mask: 0.4804, decode.d6.loss_dice: 0.7138, decode.d7.loss_cls: 0.2446, decode.d7.loss_mask: 0.4837, decode.d7.loss_dice: 0.7115, decode.d8.loss_cls: 0.2395, decode.d8.loss_mask: 0.4804, decode.d8.loss_dice: 0.7150, loss: 15.7589, grad_norm: 63.2413 2023-12-26 07:43:14,953 - mmseg - INFO - Iter [104450/160000] lr: 3.472e-05, eta: 7:45:21, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2299, decode.loss_mask: 0.4835, decode.loss_dice: 0.7154, decode.d0.loss_cls: 1.1880, decode.d0.loss_mask: 0.5311, decode.d0.loss_dice: 0.7986, decode.d1.loss_cls: 0.2974, decode.d1.loss_mask: 0.5009, decode.d1.loss_dice: 0.7604, decode.d2.loss_cls: 0.2669, decode.d2.loss_mask: 0.4946, decode.d2.loss_dice: 0.7373, decode.d3.loss_cls: 0.2597, decode.d3.loss_mask: 0.4903, decode.d3.loss_dice: 0.7270, decode.d4.loss_cls: 0.2433, decode.d4.loss_mask: 0.4895, decode.d4.loss_dice: 0.7265, decode.d5.loss_cls: 0.2407, decode.d5.loss_mask: 0.4862, decode.d5.loss_dice: 0.7239, decode.d6.loss_cls: 0.2372, decode.d6.loss_mask: 0.4858, decode.d6.loss_dice: 0.7163, decode.d7.loss_cls: 0.2341, decode.d7.loss_mask: 0.4860, decode.d7.loss_dice: 0.7172, decode.d8.loss_cls: 0.2352, decode.d8.loss_mask: 0.4832, decode.d8.loss_dice: 0.7162, loss: 15.7022, grad_norm: 59.7592 2023-12-26 07:43:39,152 - mmseg - INFO - Iter [104500/160000] lr: 3.469e-05, eta: 7:44:56, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2049, decode.loss_mask: 0.4861, decode.loss_dice: 0.7006, decode.d0.loss_cls: 1.1738, decode.d0.loss_mask: 0.5232, decode.d0.loss_dice: 0.7786, decode.d1.loss_cls: 0.2681, decode.d1.loss_mask: 0.5047, decode.d1.loss_dice: 0.7436, decode.d2.loss_cls: 0.2442, decode.d2.loss_mask: 0.4952, decode.d2.loss_dice: 0.7211, decode.d3.loss_cls: 0.2274, decode.d3.loss_mask: 0.4915, decode.d3.loss_dice: 0.7116, decode.d4.loss_cls: 0.2149, decode.d4.loss_mask: 0.4910, decode.d4.loss_dice: 0.7111, decode.d5.loss_cls: 0.2109, decode.d5.loss_mask: 0.4899, decode.d5.loss_dice: 0.7056, decode.d6.loss_cls: 0.2085, decode.d6.loss_mask: 0.4876, decode.d6.loss_dice: 0.7007, decode.d7.loss_cls: 0.2032, decode.d7.loss_mask: 0.4871, decode.d7.loss_dice: 0.7027, decode.d8.loss_cls: 0.2043, decode.d8.loss_mask: 0.4868, decode.d8.loss_dice: 0.7009, loss: 15.2799, grad_norm: 64.7174 2023-12-26 07:44:03,380 - mmseg - INFO - Iter [104550/160000] lr: 3.466e-05, eta: 7:44:30, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2176, decode.loss_mask: 0.5012, decode.loss_dice: 0.7241, decode.d0.loss_cls: 1.2094, decode.d0.loss_mask: 0.5384, decode.d0.loss_dice: 0.8036, decode.d1.loss_cls: 0.2880, decode.d1.loss_mask: 0.5170, decode.d1.loss_dice: 0.7656, decode.d2.loss_cls: 0.2562, decode.d2.loss_mask: 0.5065, decode.d2.loss_dice: 0.7420, decode.d3.loss_cls: 0.2466, decode.d3.loss_mask: 0.5038, decode.d3.loss_dice: 0.7301, decode.d4.loss_cls: 0.2316, decode.d4.loss_mask: 0.5008, decode.d4.loss_dice: 0.7351, decode.d5.loss_cls: 0.2278, decode.d5.loss_mask: 0.5018, decode.d5.loss_dice: 0.7311, decode.d6.loss_cls: 0.2244, decode.d6.loss_mask: 0.4998, decode.d6.loss_dice: 0.7228, decode.d7.loss_cls: 0.2191, decode.d7.loss_mask: 0.4990, decode.d7.loss_dice: 0.7256, decode.d8.loss_cls: 0.2225, decode.d8.loss_mask: 0.5002, decode.d8.loss_dice: 0.7236, loss: 15.8153, grad_norm: 62.4552 2023-12-26 07:44:27,892 - mmseg - INFO - Iter [104600/160000] lr: 3.463e-05, eta: 7:44:05, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2349, decode.loss_mask: 0.4794, decode.loss_dice: 0.7298, decode.d0.loss_cls: 1.2530, decode.d0.loss_mask: 0.5193, decode.d0.loss_dice: 0.8100, decode.d1.loss_cls: 0.3163, decode.d1.loss_mask: 0.4957, decode.d1.loss_dice: 0.7671, decode.d2.loss_cls: 0.2743, decode.d2.loss_mask: 0.4876, decode.d2.loss_dice: 0.7455, decode.d3.loss_cls: 0.2578, decode.d3.loss_mask: 0.4844, decode.d3.loss_dice: 0.7355, decode.d4.loss_cls: 0.2514, decode.d4.loss_mask: 0.4827, decode.d4.loss_dice: 0.7288, decode.d5.loss_cls: 0.2508, decode.d5.loss_mask: 0.4812, decode.d5.loss_dice: 0.7281, decode.d6.loss_cls: 0.2429, decode.d6.loss_mask: 0.4811, decode.d6.loss_dice: 0.7270, decode.d7.loss_cls: 0.2386, decode.d7.loss_mask: 0.4802, decode.d7.loss_dice: 0.7296, decode.d8.loss_cls: 0.2362, decode.d8.loss_mask: 0.4793, decode.d8.loss_dice: 0.7279, loss: 15.8565, grad_norm: 59.6234 2023-12-26 07:44:52,072 - mmseg - INFO - Iter [104650/160000] lr: 3.459e-05, eta: 7:43:39, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2383, decode.loss_mask: 0.4766, decode.loss_dice: 0.7194, decode.d0.loss_cls: 1.2105, decode.d0.loss_mask: 0.5098, decode.d0.loss_dice: 0.7963, decode.d1.loss_cls: 0.3115, decode.d1.loss_mask: 0.4930, decode.d1.loss_dice: 0.7616, decode.d2.loss_cls: 0.2660, decode.d2.loss_mask: 0.4846, decode.d2.loss_dice: 0.7382, decode.d3.loss_cls: 0.2532, decode.d3.loss_mask: 0.4822, decode.d3.loss_dice: 0.7252, decode.d4.loss_cls: 0.2445, decode.d4.loss_mask: 0.4822, decode.d4.loss_dice: 0.7231, decode.d5.loss_cls: 0.2376, decode.d5.loss_mask: 0.4794, decode.d5.loss_dice: 0.7241, decode.d6.loss_cls: 0.2417, decode.d6.loss_mask: 0.4775, decode.d6.loss_dice: 0.7137, decode.d7.loss_cls: 0.2367, decode.d7.loss_mask: 0.4791, decode.d7.loss_dice: 0.7186, decode.d8.loss_cls: 0.2344, decode.d8.loss_mask: 0.4773, decode.d8.loss_dice: 0.7188, loss: 15.6551, grad_norm: 63.1223 2023-12-26 07:45:16,426 - mmseg - INFO - Iter [104700/160000] lr: 3.456e-05, eta: 7:43:13, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2214, decode.loss_mask: 0.4692, decode.loss_dice: 0.7038, decode.d0.loss_cls: 1.1920, decode.d0.loss_mask: 0.5058, decode.d0.loss_dice: 0.7883, decode.d1.loss_cls: 0.2974, decode.d1.loss_mask: 0.4860, decode.d1.loss_dice: 0.7411, decode.d2.loss_cls: 0.2657, decode.d2.loss_mask: 0.4773, decode.d2.loss_dice: 0.7157, decode.d3.loss_cls: 0.2492, decode.d3.loss_mask: 0.4722, decode.d3.loss_dice: 0.7066, decode.d4.loss_cls: 0.2390, decode.d4.loss_mask: 0.4702, decode.d4.loss_dice: 0.7083, decode.d5.loss_cls: 0.2320, decode.d5.loss_mask: 0.4719, decode.d5.loss_dice: 0.7081, decode.d6.loss_cls: 0.2297, decode.d6.loss_mask: 0.4683, decode.d6.loss_dice: 0.7049, decode.d7.loss_cls: 0.2261, decode.d7.loss_mask: 0.4684, decode.d7.loss_dice: 0.7008, decode.d8.loss_cls: 0.2206, decode.d8.loss_mask: 0.4705, decode.d8.loss_dice: 0.7041, loss: 15.3148, grad_norm: 58.1401 2023-12-26 07:45:43,244 - mmseg - INFO - Iter [104750/160000] lr: 3.453e-05, eta: 7:42:49, time: 0.536, data_time: 0.057, memory: 40245, decode.loss_cls: 0.2191, decode.loss_mask: 0.4782, decode.loss_dice: 0.7194, decode.d0.loss_cls: 1.2327, decode.d0.loss_mask: 0.5153, decode.d0.loss_dice: 0.7956, decode.d1.loss_cls: 0.3101, decode.d1.loss_mask: 0.4936, decode.d1.loss_dice: 0.7562, decode.d2.loss_cls: 0.2607, decode.d2.loss_mask: 0.4847, decode.d2.loss_dice: 0.7348, decode.d3.loss_cls: 0.2405, decode.d3.loss_mask: 0.4843, decode.d3.loss_dice: 0.7319, decode.d4.loss_cls: 0.2322, decode.d4.loss_mask: 0.4830, decode.d4.loss_dice: 0.7250, decode.d5.loss_cls: 0.2255, decode.d5.loss_mask: 0.4815, decode.d5.loss_dice: 0.7271, decode.d6.loss_cls: 0.2250, decode.d6.loss_mask: 0.4799, decode.d6.loss_dice: 0.7216, decode.d7.loss_cls: 0.2243, decode.d7.loss_mask: 0.4785, decode.d7.loss_dice: 0.7191, decode.d8.loss_cls: 0.2222, decode.d8.loss_mask: 0.4800, decode.d8.loss_dice: 0.7202, loss: 15.6025, grad_norm: 60.8325 2023-12-26 07:46:07,494 - mmseg - INFO - Iter [104800/160000] lr: 3.450e-05, eta: 7:42:23, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2046, decode.loss_mask: 0.4773, decode.loss_dice: 0.7013, decode.d0.loss_cls: 1.2008, decode.d0.loss_mask: 0.5113, decode.d0.loss_dice: 0.7650, decode.d1.loss_cls: 0.2829, decode.d1.loss_mask: 0.4879, decode.d1.loss_dice: 0.7318, decode.d2.loss_cls: 0.2444, decode.d2.loss_mask: 0.4789, decode.d2.loss_dice: 0.7137, decode.d3.loss_cls: 0.2324, decode.d3.loss_mask: 0.4780, decode.d3.loss_dice: 0.7059, decode.d4.loss_cls: 0.2245, decode.d4.loss_mask: 0.4776, decode.d4.loss_dice: 0.7004, decode.d5.loss_cls: 0.2173, decode.d5.loss_mask: 0.4769, decode.d5.loss_dice: 0.7010, decode.d6.loss_cls: 0.2100, decode.d6.loss_mask: 0.4769, decode.d6.loss_dice: 0.7015, decode.d7.loss_cls: 0.2062, decode.d7.loss_mask: 0.4765, decode.d7.loss_dice: 0.7001, decode.d8.loss_cls: 0.2032, decode.d8.loss_mask: 0.4779, decode.d8.loss_dice: 0.7008, loss: 15.1671, grad_norm: 62.9267 2023-12-26 07:46:31,880 - mmseg - INFO - Iter [104850/160000] lr: 3.447e-05, eta: 7:41:58, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2197, decode.loss_mask: 0.4715, decode.loss_dice: 0.7114, decode.d0.loss_cls: 1.2252, decode.d0.loss_mask: 0.5078, decode.d0.loss_dice: 0.7900, decode.d1.loss_cls: 0.2988, decode.d1.loss_mask: 0.4841, decode.d1.loss_dice: 0.7508, decode.d2.loss_cls: 0.2641, decode.d2.loss_mask: 0.4755, decode.d2.loss_dice: 0.7318, decode.d3.loss_cls: 0.2475, decode.d3.loss_mask: 0.4731, decode.d3.loss_dice: 0.7162, decode.d4.loss_cls: 0.2300, decode.d4.loss_mask: 0.4735, decode.d4.loss_dice: 0.7175, decode.d5.loss_cls: 0.2269, decode.d5.loss_mask: 0.4734, decode.d5.loss_dice: 0.7168, decode.d6.loss_cls: 0.2245, decode.d6.loss_mask: 0.4723, decode.d6.loss_dice: 0.7140, decode.d7.loss_cls: 0.2237, decode.d7.loss_mask: 0.4714, decode.d7.loss_dice: 0.7111, decode.d8.loss_cls: 0.2192, decode.d8.loss_mask: 0.4707, decode.d8.loss_dice: 0.7131, loss: 15.4254, grad_norm: 60.9549 2023-12-26 07:46:56,312 - mmseg - INFO - Iter [104900/160000] lr: 3.444e-05, eta: 7:41:32, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2261, decode.loss_mask: 0.4805, decode.loss_dice: 0.7362, decode.d0.loss_cls: 1.2074, decode.d0.loss_mask: 0.5177, decode.d0.loss_dice: 0.8110, decode.d1.loss_cls: 0.3068, decode.d1.loss_mask: 0.4955, decode.d1.loss_dice: 0.7745, decode.d2.loss_cls: 0.2705, decode.d2.loss_mask: 0.4875, decode.d2.loss_dice: 0.7513, decode.d3.loss_cls: 0.2495, decode.d3.loss_mask: 0.4845, decode.d3.loss_dice: 0.7436, decode.d4.loss_cls: 0.2423, decode.d4.loss_mask: 0.4842, decode.d4.loss_dice: 0.7404, decode.d5.loss_cls: 0.2350, decode.d5.loss_mask: 0.4792, decode.d5.loss_dice: 0.7400, decode.d6.loss_cls: 0.2303, decode.d6.loss_mask: 0.4808, decode.d6.loss_dice: 0.7350, decode.d7.loss_cls: 0.2226, decode.d7.loss_mask: 0.4805, decode.d7.loss_dice: 0.7383, decode.d8.loss_cls: 0.2294, decode.d8.loss_mask: 0.4810, decode.d8.loss_dice: 0.7380, loss: 15.7996, grad_norm: 59.7218 2023-12-26 07:47:20,547 - mmseg - INFO - Iter [104950/160000] lr: 3.441e-05, eta: 7:41:07, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2063, decode.loss_mask: 0.4708, decode.loss_dice: 0.7228, decode.d0.loss_cls: 1.1819, decode.d0.loss_mask: 0.5109, decode.d0.loss_dice: 0.7900, decode.d1.loss_cls: 0.2874, decode.d1.loss_mask: 0.4905, decode.d1.loss_dice: 0.7563, decode.d2.loss_cls: 0.2484, decode.d2.loss_mask: 0.4789, decode.d2.loss_dice: 0.7337, decode.d3.loss_cls: 0.2320, decode.d3.loss_mask: 0.4750, decode.d3.loss_dice: 0.7266, decode.d4.loss_cls: 0.2284, decode.d4.loss_mask: 0.4717, decode.d4.loss_dice: 0.7267, decode.d5.loss_cls: 0.2266, decode.d5.loss_mask: 0.4730, decode.d5.loss_dice: 0.7245, decode.d6.loss_cls: 0.2175, decode.d6.loss_mask: 0.4730, decode.d6.loss_dice: 0.7227, decode.d7.loss_cls: 0.2128, decode.d7.loss_mask: 0.4702, decode.d7.loss_dice: 0.7208, decode.d8.loss_cls: 0.2084, decode.d8.loss_mask: 0.4705, decode.d8.loss_dice: 0.7260, loss: 15.3844, grad_norm: 56.2453 2023-12-26 07:47:44,774 - mmseg - INFO - Saving checkpoint at 105000 iterations 2023-12-26 07:47:47,110 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 07:47:47,110 - mmseg - INFO - Iter [105000/160000] lr: 3.438e-05, eta: 7:40:42, time: 0.531, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2127, decode.loss_mask: 0.4771, decode.loss_dice: 0.7257, decode.d0.loss_cls: 1.2023, decode.d0.loss_mask: 0.5120, decode.d0.loss_dice: 0.8010, decode.d1.loss_cls: 0.2968, decode.d1.loss_mask: 0.4924, decode.d1.loss_dice: 0.7667, decode.d2.loss_cls: 0.2558, decode.d2.loss_mask: 0.4798, decode.d2.loss_dice: 0.7408, decode.d3.loss_cls: 0.2383, decode.d3.loss_mask: 0.4788, decode.d3.loss_dice: 0.7321, decode.d4.loss_cls: 0.2310, decode.d4.loss_mask: 0.4783, decode.d4.loss_dice: 0.7307, decode.d5.loss_cls: 0.2231, decode.d5.loss_mask: 0.4783, decode.d5.loss_dice: 0.7315, decode.d6.loss_cls: 0.2197, decode.d6.loss_mask: 0.4775, decode.d6.loss_dice: 0.7261, decode.d7.loss_cls: 0.2179, decode.d7.loss_mask: 0.4759, decode.d7.loss_dice: 0.7230, decode.d8.loss_cls: 0.2152, decode.d8.loss_mask: 0.4771, decode.d8.loss_dice: 0.7250, loss: 15.5423, grad_norm: 55.9575 2023-12-26 07:48:08,620 - mmseg - INFO - per class results: 2023-12-26 07:48:08,625 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.16 | 86.76 | | building | 82.89 | 91.95 | | sky | 94.61 | 97.45 | | floor | 83.13 | 90.35 | | tree | 74.69 | 87.43 | | ceiling | 85.49 | 91.77 | | road | 84.26 | 89.41 | | bed | 90.86 | 96.05 | | windowpane | 63.94 | 81.96 | | grass | 68.44 | 84.22 | | cabinet | 62.16 | 77.5 | | sidewalk | 69.29 | 82.67 | | person | 84.18 | 92.19 | | earth | 38.0 | 53.67 | | door | 52.47 | 71.89 | | table | 64.69 | 78.56 | | mountain | 59.27 | 78.63 | | plant | 51.6 | 62.69 | | curtain | 77.11 | 85.96 | | chair | 63.44 | 78.71 | | car | 86.45 | 94.58 | | water | 59.04 | 75.92 | | painting | 72.32 | 86.4 | | sofa | 70.29 | 84.94 | | shelf | 43.48 | 60.98 | | house | 45.28 | 71.1 | | sea | 62.81 | 86.52 | | mirror | 75.1 | 84.27 | | rug | 68.81 | 80.31 | | field | 32.26 | 43.44 | | armchair | 46.49 | 64.96 | | seat | 63.68 | 85.15 | | fence | 50.19 | 71.73 | | desk | 48.05 | 69.39 | | rock | 49.16 | 75.28 | | wardrobe | 47.42 | 72.22 | | lamp | 70.53 | 83.08 | | bathtub | 83.6 | 86.33 | | railing | 35.85 | 49.75 | | cushion | 62.87 | 74.44 | | base | 33.43 | 49.78 | | box | 27.66 | 38.4 | | column | 49.02 | 61.52 | | signboard | 39.39 | 57.45 | | chest of drawers | 33.17 | 45.05 | | counter | 40.04 | 55.46 | | sand | 39.89 | 60.24 | | sink | 77.97 | 86.18 | | skyscraper | 36.07 | 44.87 | | fireplace | 76.77 | 89.26 | | refrigerator | 77.88 | 92.1 | | grandstand | 48.97 | 74.13 | | path | 24.82 | 46.59 | | stairs | 27.59 | 34.05 | | runway | 70.03 | 97.31 | | case | 53.88 | 76.05 | | pool table | 94.81 | 97.0 | | pillow | 60.53 | 72.55 | | screen door | 76.29 | 82.61 | | stairway | 29.96 | 42.16 | | river | 11.01 | 14.43 | | bridge | 63.07 | 90.87 | | bookcase | 41.77 | 54.01 | | blind | 40.07 | 42.79 | | coffee table | 68.09 | 83.06 | | toilet | 88.26 | 91.58 | | flower | 39.8 | 55.78 | | book | 51.95 | 72.82 | | hill | 7.65 | 10.91 | | bench | 44.07 | 49.1 | | countertop | 55.26 | 68.28 | | stove | 84.15 | 91.51 | | palm | 55.44 | 73.23 | | kitchen island | 48.49 | 77.27 | | computer | 70.13 | 76.47 | | swivel chair | 44.11 | 58.42 | | boat | 39.19 | 57.6 | | bar | 50.58 | 62.12 | | arcade machine | 87.4 | 91.81 | | hovel | 28.21 | 41.61 | | bus | 92.94 | 96.41 | | towel | 67.23 | 84.32 | | light | 63.85 | 77.9 | | truck | 43.56 | 52.94 | | tower | 44.9 | 60.83 | | chandelier | 69.72 | 85.44 | | awning | 33.6 | 42.46 | | streetlight | 41.0 | 57.53 | | booth | 46.05 | 64.43 | | television receiver | 67.56 | 84.87 | | airplane | 72.08 | 96.22 | | dirt track | 21.22 | 36.36 | | apparel | 37.33 | 71.24 | | pole | 29.79 | 48.7 | | land | 1.34 | 1.85 | | bannister | 24.77 | 39.92 | | escalator | 20.03 | 21.17 | | ottoman | 49.67 | 64.51 | | bottle | 28.49 | 36.21 | | buffet | 29.17 | 40.71 | | poster | 20.72 | 35.48 | | stage | 15.46 | 33.31 | | van | 30.12 | 38.64 | | ship | 6.49 | 12.23 | | fountain | 21.01 | 21.74 | | conveyer belt | 62.94 | 91.45 | | canopy | 11.87 | 23.04 | | washer | 71.7 | 74.6 | | plaything | 21.89 | 44.1 | | swimming pool | 51.15 | 65.87 | | stool | 49.67 | 66.88 | | barrel | 48.44 | 74.51 | | basket | 38.53 | 49.8 | | waterfall | 38.76 | 47.24 | | tent | 85.67 | 98.34 | | bag | 25.74 | 35.0 | | minibike | 72.6 | 90.53 | | cradle | 72.16 | 78.37 | | oven | 58.18 | 70.11 | | ball | 53.59 | 63.6 | | food | 65.68 | 79.15 | | step | 19.1 | 27.44 | | tank | 44.09 | 53.97 | | trade name | 26.76 | 32.68 | | microwave | 84.17 | 95.54 | | pot | 56.25 | 67.35 | | animal | 60.12 | 62.2 | | bicycle | 62.85 | 83.6 | | lake | 56.72 | 62.42 | | dishwasher | 64.33 | 72.75 | | screen | 56.13 | 72.78 | | blanket | 29.06 | 35.66 | | sculpture | 57.23 | 85.79 | | hood | 88.32 | 93.28 | | sconce | 54.99 | 72.18 | | vase | 51.63 | 67.48 | | traffic light | 39.5 | 70.14 | | tray | 22.29 | 28.11 | | ashcan | 49.8 | 73.21 | | fan | 68.4 | 86.18 | | pier | 17.93 | 19.82 | | crt screen | 3.75 | 14.42 | | plate | 60.13 | 75.09 | | monitor | 10.34 | 14.51 | | bulletin board | 51.92 | 76.42 | | shower | 13.23 | 23.76 | | radiator | 64.2 | 73.46 | | glass | 23.25 | 25.28 | | clock | 48.02 | 67.55 | | flag | 36.27 | 43.98 | +---------------------+-------+-------+ 2023-12-26 07:48:08,625 - mmseg - INFO - Summary: 2023-12-26 07:48:08,626 - mmseg - INFO - +------+-------+-------+ | aAcc | mIoU | mAcc | +------+-------+-------+ | 84.0 | 51.78 | 65.08 | +------+-------+-------+ 2023-12-26 07:48:08,634 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/FlashInternImage/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_65000.pth was removed 2023-12-26 07:48:10,717 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_105000.pth. 2023-12-26 07:48:10,718 - mmseg - INFO - Best mIoU is 0.5178 at 105000 iter. 2023-12-26 07:48:10,718 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 07:48:10,718 - mmseg - INFO - Iter(val) [250] aAcc: 0.8400, mIoU: 0.5178, mAcc: 0.6508, IoU.wall: 0.7916, IoU.building: 0.8289, IoU.sky: 0.9461, IoU.floor: 0.8313, IoU.tree: 0.7469, IoU.ceiling: 0.8549, IoU.road: 0.8426, IoU.bed : 0.9086, IoU.windowpane: 0.6394, IoU.grass: 0.6844, IoU.cabinet: 0.6216, IoU.sidewalk: 0.6929, IoU.person: 0.8418, IoU.earth: 0.3800, IoU.door: 0.5247, IoU.table: 0.6469, IoU.mountain: 0.5927, IoU.plant: 0.5160, IoU.curtain: 0.7711, IoU.chair: 0.6344, IoU.car: 0.8645, IoU.water: 0.5904, IoU.painting: 0.7232, IoU.sofa: 0.7029, IoU.shelf: 0.4348, IoU.house: 0.4528, IoU.sea: 0.6281, IoU.mirror: 0.7510, IoU.rug: 0.6881, IoU.field: 0.3226, IoU.armchair: 0.4649, IoU.seat: 0.6368, IoU.fence: 0.5019, IoU.desk: 0.4805, IoU.rock: 0.4916, IoU.wardrobe: 0.4742, IoU.lamp: 0.7053, IoU.bathtub: 0.8360, IoU.railing: 0.3585, IoU.cushion: 0.6287, IoU.base: 0.3343, IoU.box: 0.2766, IoU.column: 0.4902, IoU.signboard: 0.3939, IoU.chest of drawers: 0.3317, IoU.counter: 0.4004, IoU.sand: 0.3989, IoU.sink: 0.7797, IoU.skyscraper: 0.3607, IoU.fireplace: 0.7677, IoU.refrigerator: 0.7788, IoU.grandstand: 0.4897, IoU.path: 0.2482, IoU.stairs: 0.2759, IoU.runway: 0.7003, IoU.case: 0.5388, IoU.pool table: 0.9481, IoU.pillow: 0.6053, IoU.screen door: 0.7629, IoU.stairway: 0.2996, IoU.river: 0.1101, IoU.bridge: 0.6307, IoU.bookcase: 0.4177, IoU.blind: 0.4007, IoU.coffee table: 0.6809, IoU.toilet: 0.8826, IoU.flower: 0.3980, IoU.book: 0.5195, IoU.hill: 0.0765, IoU.bench: 0.4407, IoU.countertop: 0.5526, IoU.stove: 0.8415, IoU.palm: 0.5544, IoU.kitchen island: 0.4849, IoU.computer: 0.7013, IoU.swivel chair: 0.4411, IoU.boat: 0.3919, IoU.bar: 0.5058, IoU.arcade machine: 0.8740, IoU.hovel: 0.2821, IoU.bus: 0.9294, IoU.towel: 0.6723, IoU.light: 0.6385, IoU.truck: 0.4356, IoU.tower: 0.4490, IoU.chandelier: 0.6972, IoU.awning: 0.3360, IoU.streetlight: 0.4100, IoU.booth: 0.4605, IoU.television receiver: 0.6756, IoU.airplane: 0.7208, IoU.dirt track: 0.2122, IoU.apparel: 0.3733, IoU.pole: 0.2979, IoU.land: 0.0134, IoU.bannister: 0.2477, IoU.escalator: 0.2003, IoU.ottoman: 0.4967, IoU.bottle: 0.2849, IoU.buffet: 0.2917, IoU.poster: 0.2072, IoU.stage: 0.1546, IoU.van: 0.3012, IoU.ship: 0.0649, IoU.fountain: 0.2101, IoU.conveyer belt: 0.6294, IoU.canopy: 0.1187, IoU.washer: 0.7170, IoU.plaything: 0.2189, IoU.swimming pool: 0.5115, IoU.stool: 0.4967, IoU.barrel: 0.4844, IoU.basket: 0.3853, IoU.waterfall: 0.3876, IoU.tent: 0.8567, IoU.bag: 0.2574, IoU.minibike: 0.7260, IoU.cradle: 0.7216, IoU.oven: 0.5818, IoU.ball: 0.5359, IoU.food: 0.6568, IoU.step: 0.1910, IoU.tank: 0.4409, IoU.trade name: 0.2676, IoU.microwave: 0.8417, IoU.pot: 0.5625, IoU.animal: 0.6012, IoU.bicycle: 0.6285, IoU.lake: 0.5672, IoU.dishwasher: 0.6433, IoU.screen: 0.5613, IoU.blanket: 0.2906, IoU.sculpture: 0.5723, IoU.hood: 0.8832, IoU.sconce: 0.5499, IoU.vase: 0.5163, IoU.traffic light: 0.3950, IoU.tray: 0.2229, IoU.ashcan: 0.4980, IoU.fan: 0.6840, IoU.pier: 0.1793, IoU.crt screen: 0.0375, IoU.plate: 0.6013, IoU.monitor: 0.1034, IoU.bulletin board: 0.5192, IoU.shower: 0.1323, IoU.radiator: 0.6420, IoU.glass: 0.2325, IoU.clock: 0.4802, IoU.flag: 0.3627, Acc.wall: 0.8676, Acc.building: 0.9195, Acc.sky: 0.9745, Acc.floor: 0.9035, Acc.tree: 0.8743, Acc.ceiling: 0.9177, Acc.road: 0.8941, Acc.bed : 0.9605, Acc.windowpane: 0.8196, Acc.grass: 0.8422, Acc.cabinet: 0.7750, Acc.sidewalk: 0.8267, Acc.person: 0.9219, Acc.earth: 0.5367, Acc.door: 0.7189, Acc.table: 0.7856, Acc.mountain: 0.7863, Acc.plant: 0.6269, Acc.curtain: 0.8596, Acc.chair: 0.7871, Acc.car: 0.9458, Acc.water: 0.7592, Acc.painting: 0.8640, Acc.sofa: 0.8494, Acc.shelf: 0.6098, Acc.house: 0.7110, Acc.sea: 0.8652, Acc.mirror: 0.8427, Acc.rug: 0.8031, Acc.field: 0.4344, Acc.armchair: 0.6496, Acc.seat: 0.8515, Acc.fence: 0.7173, Acc.desk: 0.6939, Acc.rock: 0.7528, Acc.wardrobe: 0.7222, Acc.lamp: 0.8308, Acc.bathtub: 0.8633, Acc.railing: 0.4975, Acc.cushion: 0.7444, Acc.base: 0.4978, Acc.box: 0.3840, Acc.column: 0.6152, Acc.signboard: 0.5745, Acc.chest of drawers: 0.4505, Acc.counter: 0.5546, Acc.sand: 0.6024, Acc.sink: 0.8618, Acc.skyscraper: 0.4487, Acc.fireplace: 0.8926, Acc.refrigerator: 0.9210, Acc.grandstand: 0.7413, Acc.path: 0.4659, Acc.stairs: 0.3405, Acc.runway: 0.9731, Acc.case: 0.7605, Acc.pool table: 0.9700, Acc.pillow: 0.7255, Acc.screen door: 0.8261, Acc.stairway: 0.4216, Acc.river: 0.1443, Acc.bridge: 0.9087, Acc.bookcase: 0.5401, Acc.blind: 0.4279, Acc.coffee table: 0.8306, Acc.toilet: 0.9158, Acc.flower: 0.5578, Acc.book: 0.7282, Acc.hill: 0.1091, Acc.bench: 0.4910, Acc.countertop: 0.6828, Acc.stove: 0.9151, Acc.palm: 0.7323, Acc.kitchen island: 0.7727, Acc.computer: 0.7647, Acc.swivel chair: 0.5842, Acc.boat: 0.5760, Acc.bar: 0.6212, Acc.arcade machine: 0.9181, Acc.hovel: 0.4161, Acc.bus: 0.9641, Acc.towel: 0.8432, Acc.light: 0.7790, Acc.truck: 0.5294, Acc.tower: 0.6083, Acc.chandelier: 0.8544, Acc.awning: 0.4246, Acc.streetlight: 0.5753, Acc.booth: 0.6443, Acc.television receiver: 0.8487, Acc.airplane: 0.9622, Acc.dirt track: 0.3636, Acc.apparel: 0.7124, Acc.pole: 0.4870, Acc.land: 0.0185, Acc.bannister: 0.3992, Acc.escalator: 0.2117, Acc.ottoman: 0.6451, Acc.bottle: 0.3621, Acc.buffet: 0.4071, Acc.poster: 0.3548, Acc.stage: 0.3331, Acc.van: 0.3864, Acc.ship: 0.1223, Acc.fountain: 0.2174, Acc.conveyer belt: 0.9145, Acc.canopy: 0.2304, Acc.washer: 0.7460, Acc.plaything: 0.4410, Acc.swimming pool: 0.6587, Acc.stool: 0.6688, Acc.barrel: 0.7451, Acc.basket: 0.4980, Acc.waterfall: 0.4724, Acc.tent: 0.9834, Acc.bag: 0.3500, Acc.minibike: 0.9053, Acc.cradle: 0.7837, Acc.oven: 0.7011, Acc.ball: 0.6360, Acc.food: 0.7915, Acc.step: 0.2744, Acc.tank: 0.5397, Acc.trade name: 0.3268, Acc.microwave: 0.9554, Acc.pot: 0.6735, Acc.animal: 0.6220, Acc.bicycle: 0.8360, Acc.lake: 0.6242, Acc.dishwasher: 0.7275, Acc.screen: 0.7278, Acc.blanket: 0.3566, Acc.sculpture: 0.8579, Acc.hood: 0.9328, Acc.sconce: 0.7218, Acc.vase: 0.6748, Acc.traffic light: 0.7014, Acc.tray: 0.2811, Acc.ashcan: 0.7321, Acc.fan: 0.8618, Acc.pier: 0.1982, Acc.crt screen: 0.1442, Acc.plate: 0.7509, Acc.monitor: 0.1451, Acc.bulletin board: 0.7642, Acc.shower: 0.2376, Acc.radiator: 0.7346, Acc.glass: 0.2528, Acc.clock: 0.6755, Acc.flag: 0.4398 2023-12-26 07:48:35,125 - mmseg - INFO - Iter [105050/160000] lr: 3.434e-05, eta: 7:40:31, time: 0.960, data_time: 0.484, memory: 40245, decode.loss_cls: 0.2371, decode.loss_mask: 0.4651, decode.loss_dice: 0.7182, decode.d0.loss_cls: 1.2463, decode.d0.loss_mask: 0.5026, decode.d0.loss_dice: 0.7992, decode.d1.loss_cls: 0.3129, decode.d1.loss_mask: 0.4837, decode.d1.loss_dice: 0.7504, decode.d2.loss_cls: 0.2735, decode.d2.loss_mask: 0.4719, decode.d2.loss_dice: 0.7354, decode.d3.loss_cls: 0.2642, decode.d3.loss_mask: 0.4704, decode.d3.loss_dice: 0.7219, decode.d4.loss_cls: 0.2568, decode.d4.loss_mask: 0.4689, decode.d4.loss_dice: 0.7230, decode.d5.loss_cls: 0.2468, decode.d5.loss_mask: 0.4679, decode.d5.loss_dice: 0.7202, decode.d6.loss_cls: 0.2444, decode.d6.loss_mask: 0.4662, decode.d6.loss_dice: 0.7151, decode.d7.loss_cls: 0.2386, decode.d7.loss_mask: 0.4645, decode.d7.loss_dice: 0.7181, decode.d8.loss_cls: 0.2379, decode.d8.loss_mask: 0.4651, decode.d8.loss_dice: 0.7152, loss: 15.6016, grad_norm: 61.7504 2023-12-26 07:48:59,485 - mmseg - INFO - Iter [105100/160000] lr: 3.431e-05, eta: 7:40:05, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2130, decode.loss_mask: 0.4566, decode.loss_dice: 0.7230, decode.d0.loss_cls: 1.2139, decode.d0.loss_mask: 0.4939, decode.d0.loss_dice: 0.7973, decode.d1.loss_cls: 0.2994, decode.d1.loss_mask: 0.4733, decode.d1.loss_dice: 0.7583, decode.d2.loss_cls: 0.2559, decode.d2.loss_mask: 0.4640, decode.d2.loss_dice: 0.7407, decode.d3.loss_cls: 0.2403, decode.d3.loss_mask: 0.4598, decode.d3.loss_dice: 0.7319, decode.d4.loss_cls: 0.2310, decode.d4.loss_mask: 0.4592, decode.d4.loss_dice: 0.7305, decode.d5.loss_cls: 0.2250, decode.d5.loss_mask: 0.4574, decode.d5.loss_dice: 0.7307, decode.d6.loss_cls: 0.2203, decode.d6.loss_mask: 0.4588, decode.d6.loss_dice: 0.7241, decode.d7.loss_cls: 0.2157, decode.d7.loss_mask: 0.4567, decode.d7.loss_dice: 0.7234, decode.d8.loss_cls: 0.2129, decode.d8.loss_mask: 0.4564, decode.d8.loss_dice: 0.7271, loss: 15.3505, grad_norm: 62.2224 2023-12-26 07:49:23,763 - mmseg - INFO - Iter [105150/160000] lr: 3.428e-05, eta: 7:39:39, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2277, decode.loss_mask: 0.4743, decode.loss_dice: 0.7249, decode.d0.loss_cls: 1.1955, decode.d0.loss_mask: 0.5136, decode.d0.loss_dice: 0.8007, decode.d1.loss_cls: 0.3088, decode.d1.loss_mask: 0.4885, decode.d1.loss_dice: 0.7613, decode.d2.loss_cls: 0.2698, decode.d2.loss_mask: 0.4820, decode.d2.loss_dice: 0.7381, decode.d3.loss_cls: 0.2517, decode.d3.loss_mask: 0.4802, decode.d3.loss_dice: 0.7292, decode.d4.loss_cls: 0.2432, decode.d4.loss_mask: 0.4775, decode.d4.loss_dice: 0.7294, decode.d5.loss_cls: 0.2399, decode.d5.loss_mask: 0.4750, decode.d5.loss_dice: 0.7260, decode.d6.loss_cls: 0.2338, decode.d6.loss_mask: 0.4760, decode.d6.loss_dice: 0.7228, decode.d7.loss_cls: 0.2290, decode.d7.loss_mask: 0.4765, decode.d7.loss_dice: 0.7247, decode.d8.loss_cls: 0.2273, decode.d8.loss_mask: 0.4745, decode.d8.loss_dice: 0.7213, loss: 15.6231, grad_norm: 62.2423 2023-12-26 07:49:48,175 - mmseg - INFO - Iter [105200/160000] lr: 3.425e-05, eta: 7:39:14, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2204, decode.loss_mask: 0.4759, decode.loss_dice: 0.7238, decode.d0.loss_cls: 1.2081, decode.d0.loss_mask: 0.5127, decode.d0.loss_dice: 0.8071, decode.d1.loss_cls: 0.2967, decode.d1.loss_mask: 0.4915, decode.d1.loss_dice: 0.7738, decode.d2.loss_cls: 0.2608, decode.d2.loss_mask: 0.4841, decode.d2.loss_dice: 0.7467, decode.d3.loss_cls: 0.2450, decode.d3.loss_mask: 0.4783, decode.d3.loss_dice: 0.7326, decode.d4.loss_cls: 0.2299, decode.d4.loss_mask: 0.4786, decode.d4.loss_dice: 0.7366, decode.d5.loss_cls: 0.2258, decode.d5.loss_mask: 0.4772, decode.d5.loss_dice: 0.7326, decode.d6.loss_cls: 0.2248, decode.d6.loss_mask: 0.4752, decode.d6.loss_dice: 0.7243, decode.d7.loss_cls: 0.2210, decode.d7.loss_mask: 0.4766, decode.d7.loss_dice: 0.7268, decode.d8.loss_cls: 0.2177, decode.d8.loss_mask: 0.4756, decode.d8.loss_dice: 0.7201, loss: 15.5998, grad_norm: 61.9433 2023-12-26 07:50:12,655 - mmseg - INFO - Iter [105250/160000] lr: 3.422e-05, eta: 7:38:48, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2293, decode.loss_mask: 0.4769, decode.loss_dice: 0.7128, decode.d0.loss_cls: 1.2285, decode.d0.loss_mask: 0.5153, decode.d0.loss_dice: 0.7883, decode.d1.loss_cls: 0.3188, decode.d1.loss_mask: 0.4931, decode.d1.loss_dice: 0.7558, decode.d2.loss_cls: 0.2793, decode.d2.loss_mask: 0.4830, decode.d2.loss_dice: 0.7314, decode.d3.loss_cls: 0.2579, decode.d3.loss_mask: 0.4793, decode.d3.loss_dice: 0.7181, decode.d4.loss_cls: 0.2452, decode.d4.loss_mask: 0.4798, decode.d4.loss_dice: 0.7187, decode.d5.loss_cls: 0.2373, decode.d5.loss_mask: 0.4777, decode.d5.loss_dice: 0.7171, decode.d6.loss_cls: 0.2378, decode.d6.loss_mask: 0.4776, decode.d6.loss_dice: 0.7108, decode.d7.loss_cls: 0.2312, decode.d7.loss_mask: 0.4761, decode.d7.loss_dice: 0.7116, decode.d8.loss_cls: 0.2291, decode.d8.loss_mask: 0.4776, decode.d8.loss_dice: 0.7121, loss: 15.6077, grad_norm: 61.5365 2023-12-26 07:50:36,906 - mmseg - INFO - Iter [105300/160000] lr: 3.419e-05, eta: 7:38:23, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2060, decode.loss_mask: 0.4687, decode.loss_dice: 0.7102, decode.d0.loss_cls: 1.2192, decode.d0.loss_mask: 0.5066, decode.d0.loss_dice: 0.7843, decode.d1.loss_cls: 0.2890, decode.d1.loss_mask: 0.4845, decode.d1.loss_dice: 0.7500, decode.d2.loss_cls: 0.2493, decode.d2.loss_mask: 0.4757, decode.d2.loss_dice: 0.7291, decode.d3.loss_cls: 0.2341, decode.d3.loss_mask: 0.4722, decode.d3.loss_dice: 0.7139, decode.d4.loss_cls: 0.2262, decode.d4.loss_mask: 0.4707, decode.d4.loss_dice: 0.7130, decode.d5.loss_cls: 0.2184, decode.d5.loss_mask: 0.4691, decode.d5.loss_dice: 0.7156, decode.d6.loss_cls: 0.2173, decode.d6.loss_mask: 0.4713, decode.d6.loss_dice: 0.7124, decode.d7.loss_cls: 0.2113, decode.d7.loss_mask: 0.4683, decode.d7.loss_dice: 0.7125, decode.d8.loss_cls: 0.2020, decode.d8.loss_mask: 0.4700, decode.d8.loss_dice: 0.7114, loss: 15.2824, grad_norm: 57.6857 2023-12-26 07:51:01,076 - mmseg - INFO - Iter [105350/160000] lr: 3.416e-05, eta: 7:37:57, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2022, decode.loss_mask: 0.4890, decode.loss_dice: 0.6990, decode.d0.loss_cls: 1.1771, decode.d0.loss_mask: 0.5321, decode.d0.loss_dice: 0.7790, decode.d1.loss_cls: 0.2704, decode.d1.loss_mask: 0.5093, decode.d1.loss_dice: 0.7363, decode.d2.loss_cls: 0.2398, decode.d2.loss_mask: 0.4978, decode.d2.loss_dice: 0.7206, decode.d3.loss_cls: 0.2232, decode.d3.loss_mask: 0.4937, decode.d3.loss_dice: 0.7072, decode.d4.loss_cls: 0.2132, decode.d4.loss_mask: 0.4929, decode.d4.loss_dice: 0.7064, decode.d5.loss_cls: 0.2119, decode.d5.loss_mask: 0.4902, decode.d5.loss_dice: 0.7045, decode.d6.loss_cls: 0.2097, decode.d6.loss_mask: 0.4912, decode.d6.loss_dice: 0.6994, decode.d7.loss_cls: 0.2046, decode.d7.loss_mask: 0.4912, decode.d7.loss_dice: 0.7007, decode.d8.loss_cls: 0.2007, decode.d8.loss_mask: 0.4893, decode.d8.loss_dice: 0.7005, loss: 15.2832, grad_norm: 59.4628 2023-12-26 07:51:25,651 - mmseg - INFO - Iter [105400/160000] lr: 3.413e-05, eta: 7:37:31, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2106, decode.loss_mask: 0.4755, decode.loss_dice: 0.7041, decode.d0.loss_cls: 1.2294, decode.d0.loss_mask: 0.5134, decode.d0.loss_dice: 0.7790, decode.d1.loss_cls: 0.2908, decode.d1.loss_mask: 0.4895, decode.d1.loss_dice: 0.7411, decode.d2.loss_cls: 0.2503, decode.d2.loss_mask: 0.4791, decode.d2.loss_dice: 0.7249, decode.d3.loss_cls: 0.2334, decode.d3.loss_mask: 0.4762, decode.d3.loss_dice: 0.7150, decode.d4.loss_cls: 0.2194, decode.d4.loss_mask: 0.4750, decode.d4.loss_dice: 0.7080, decode.d5.loss_cls: 0.2214, decode.d5.loss_mask: 0.4752, decode.d5.loss_dice: 0.7052, decode.d6.loss_cls: 0.2159, decode.d6.loss_mask: 0.4746, decode.d6.loss_dice: 0.7009, decode.d7.loss_cls: 0.2156, decode.d7.loss_mask: 0.4738, decode.d7.loss_dice: 0.7039, decode.d8.loss_cls: 0.2147, decode.d8.loss_mask: 0.4738, decode.d8.loss_dice: 0.7044, loss: 15.2942, grad_norm: 56.8287 2023-12-26 07:51:49,973 - mmseg - INFO - Iter [105450/160000] lr: 3.409e-05, eta: 7:37:06, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2234, decode.loss_mask: 0.4682, decode.loss_dice: 0.7047, decode.d0.loss_cls: 1.2078, decode.d0.loss_mask: 0.5099, decode.d0.loss_dice: 0.7857, decode.d1.loss_cls: 0.3009, decode.d1.loss_mask: 0.4831, decode.d1.loss_dice: 0.7503, decode.d2.loss_cls: 0.2642, decode.d2.loss_mask: 0.4764, decode.d2.loss_dice: 0.7229, decode.d3.loss_cls: 0.2457, decode.d3.loss_mask: 0.4719, decode.d3.loss_dice: 0.7174, decode.d4.loss_cls: 0.2382, decode.d4.loss_mask: 0.4715, decode.d4.loss_dice: 0.7156, decode.d5.loss_cls: 0.2344, decode.d5.loss_mask: 0.4712, decode.d5.loss_dice: 0.7100, decode.d6.loss_cls: 0.2295, decode.d6.loss_mask: 0.4688, decode.d6.loss_dice: 0.7108, decode.d7.loss_cls: 0.2296, decode.d7.loss_mask: 0.4672, decode.d7.loss_dice: 0.7025, decode.d8.loss_cls: 0.2258, decode.d8.loss_mask: 0.4683, decode.d8.loss_dice: 0.7047, loss: 15.3806, grad_norm: 59.9012 2023-12-26 07:52:14,109 - mmseg - INFO - Iter [105500/160000] lr: 3.406e-05, eta: 7:36:40, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2332, decode.loss_mask: 0.4773, decode.loss_dice: 0.7198, decode.d0.loss_cls: 1.2317, decode.d0.loss_mask: 0.5164, decode.d0.loss_dice: 0.7934, decode.d1.loss_cls: 0.3130, decode.d1.loss_mask: 0.4946, decode.d1.loss_dice: 0.7503, decode.d2.loss_cls: 0.2727, decode.d2.loss_mask: 0.4849, decode.d2.loss_dice: 0.7330, decode.d3.loss_cls: 0.2564, decode.d3.loss_mask: 0.4805, decode.d3.loss_dice: 0.7229, decode.d4.loss_cls: 0.2483, decode.d4.loss_mask: 0.4787, decode.d4.loss_dice: 0.7204, decode.d5.loss_cls: 0.2445, decode.d5.loss_mask: 0.4795, decode.d5.loss_dice: 0.7260, decode.d6.loss_cls: 0.2371, decode.d6.loss_mask: 0.4799, decode.d6.loss_dice: 0.7176, decode.d7.loss_cls: 0.2360, decode.d7.loss_mask: 0.4794, decode.d7.loss_dice: 0.7221, decode.d8.loss_cls: 0.2352, decode.d8.loss_mask: 0.4782, decode.d8.loss_dice: 0.7168, loss: 15.6799, grad_norm: 55.7017 2023-12-26 07:52:38,514 - mmseg - INFO - Iter [105550/160000] lr: 3.403e-05, eta: 7:36:14, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1969, decode.loss_mask: 0.4724, decode.loss_dice: 0.6917, decode.d0.loss_cls: 1.1851, decode.d0.loss_mask: 0.5133, decode.d0.loss_dice: 0.7647, decode.d1.loss_cls: 0.2730, decode.d1.loss_mask: 0.4889, decode.d1.loss_dice: 0.7244, decode.d2.loss_cls: 0.2380, decode.d2.loss_mask: 0.4781, decode.d2.loss_dice: 0.7007, decode.d3.loss_cls: 0.2249, decode.d3.loss_mask: 0.4761, decode.d3.loss_dice: 0.6919, decode.d4.loss_cls: 0.2140, decode.d4.loss_mask: 0.4748, decode.d4.loss_dice: 0.6894, decode.d5.loss_cls: 0.2056, decode.d5.loss_mask: 0.4747, decode.d5.loss_dice: 0.6902, decode.d6.loss_cls: 0.1982, decode.d6.loss_mask: 0.4736, decode.d6.loss_dice: 0.6851, decode.d7.loss_cls: 0.1979, decode.d7.loss_mask: 0.4737, decode.d7.loss_dice: 0.6874, decode.d8.loss_cls: 0.1981, decode.d8.loss_mask: 0.4719, decode.d8.loss_dice: 0.6885, loss: 14.9430, grad_norm: 60.3309 2023-12-26 07:53:02,510 - mmseg - INFO - Iter [105600/160000] lr: 3.400e-05, eta: 7:35:49, time: 0.482, data_time: 0.014, memory: 40245, decode.loss_cls: 0.2122, decode.loss_mask: 0.4860, decode.loss_dice: 0.7007, decode.d0.loss_cls: 1.1769, decode.d0.loss_mask: 0.5291, decode.d0.loss_dice: 0.7742, decode.d1.loss_cls: 0.2901, decode.d1.loss_mask: 0.5055, decode.d1.loss_dice: 0.7380, decode.d2.loss_cls: 0.2472, decode.d2.loss_mask: 0.4945, decode.d2.loss_dice: 0.7168, decode.d3.loss_cls: 0.2348, decode.d3.loss_mask: 0.4898, decode.d3.loss_dice: 0.7081, decode.d4.loss_cls: 0.2266, decode.d4.loss_mask: 0.4881, decode.d4.loss_dice: 0.7062, decode.d5.loss_cls: 0.2234, decode.d5.loss_mask: 0.4871, decode.d5.loss_dice: 0.7059, decode.d6.loss_cls: 0.2199, decode.d6.loss_mask: 0.4865, decode.d6.loss_dice: 0.6990, decode.d7.loss_cls: 0.2101, decode.d7.loss_mask: 0.4863, decode.d7.loss_dice: 0.7035, decode.d8.loss_cls: 0.2116, decode.d8.loss_mask: 0.4865, decode.d8.loss_dice: 0.7020, loss: 15.3464, grad_norm: 59.4284 2023-12-26 07:53:26,867 - mmseg - INFO - Iter [105650/160000] lr: 3.397e-05, eta: 7:35:23, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2183, decode.loss_mask: 0.4753, decode.loss_dice: 0.7178, decode.d0.loss_cls: 1.2096, decode.d0.loss_mask: 0.5143, decode.d0.loss_dice: 0.7924, decode.d1.loss_cls: 0.2943, decode.d1.loss_mask: 0.4878, decode.d1.loss_dice: 0.7522, decode.d2.loss_cls: 0.2595, decode.d2.loss_mask: 0.4823, decode.d2.loss_dice: 0.7311, decode.d3.loss_cls: 0.2399, decode.d3.loss_mask: 0.4812, decode.d3.loss_dice: 0.7204, decode.d4.loss_cls: 0.2332, decode.d4.loss_mask: 0.4809, decode.d4.loss_dice: 0.7218, decode.d5.loss_cls: 0.2299, decode.d5.loss_mask: 0.4768, decode.d5.loss_dice: 0.7154, decode.d6.loss_cls: 0.2311, decode.d6.loss_mask: 0.4763, decode.d6.loss_dice: 0.7111, decode.d7.loss_cls: 0.2261, decode.d7.loss_mask: 0.4749, decode.d7.loss_dice: 0.7122, decode.d8.loss_cls: 0.2210, decode.d8.loss_mask: 0.4740, decode.d8.loss_dice: 0.7154, loss: 15.4763, grad_norm: 57.3987 2023-12-26 07:53:51,350 - mmseg - INFO - Iter [105700/160000] lr: 3.394e-05, eta: 7:34:58, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2264, decode.loss_mask: 0.4809, decode.loss_dice: 0.7267, decode.d0.loss_cls: 1.2330, decode.d0.loss_mask: 0.5161, decode.d0.loss_dice: 0.8080, decode.d1.loss_cls: 0.3038, decode.d1.loss_mask: 0.4970, decode.d1.loss_dice: 0.7739, decode.d2.loss_cls: 0.2731, decode.d2.loss_mask: 0.4902, decode.d2.loss_dice: 0.7452, decode.d3.loss_cls: 0.2513, decode.d3.loss_mask: 0.4847, decode.d3.loss_dice: 0.7363, decode.d4.loss_cls: 0.2452, decode.d4.loss_mask: 0.4843, decode.d4.loss_dice: 0.7361, decode.d5.loss_cls: 0.2356, decode.d5.loss_mask: 0.4804, decode.d5.loss_dice: 0.7276, decode.d6.loss_cls: 0.2373, decode.d6.loss_mask: 0.4797, decode.d6.loss_dice: 0.7267, decode.d7.loss_cls: 0.2284, decode.d7.loss_mask: 0.4796, decode.d7.loss_dice: 0.7281, decode.d8.loss_cls: 0.2281, decode.d8.loss_mask: 0.4805, decode.d8.loss_dice: 0.7212, loss: 15.7657, grad_norm: 57.3709 2023-12-26 07:54:15,861 - mmseg - INFO - Iter [105750/160000] lr: 3.391e-05, eta: 7:34:32, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2247, decode.loss_mask: 0.4738, decode.loss_dice: 0.7077, decode.d0.loss_cls: 1.2191, decode.d0.loss_mask: 0.5160, decode.d0.loss_dice: 0.7875, decode.d1.loss_cls: 0.3045, decode.d1.loss_mask: 0.4895, decode.d1.loss_dice: 0.7474, decode.d2.loss_cls: 0.2762, decode.d2.loss_mask: 0.4794, decode.d2.loss_dice: 0.7239, decode.d3.loss_cls: 0.2559, decode.d3.loss_mask: 0.4758, decode.d3.loss_dice: 0.7135, decode.d4.loss_cls: 0.2408, decode.d4.loss_mask: 0.4752, decode.d4.loss_dice: 0.7145, decode.d5.loss_cls: 0.2374, decode.d5.loss_mask: 0.4753, decode.d5.loss_dice: 0.7116, decode.d6.loss_cls: 0.2309, decode.d6.loss_mask: 0.4759, decode.d6.loss_dice: 0.7046, decode.d7.loss_cls: 0.2293, decode.d7.loss_mask: 0.4747, decode.d7.loss_dice: 0.7097, decode.d8.loss_cls: 0.2257, decode.d8.loss_mask: 0.4744, decode.d8.loss_dice: 0.7040, loss: 15.4789, grad_norm: 61.5754 2023-12-26 07:54:40,274 - mmseg - INFO - Iter [105800/160000] lr: 3.388e-05, eta: 7:34:07, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2314, decode.loss_mask: 0.4706, decode.loss_dice: 0.7206, decode.d0.loss_cls: 1.2293, decode.d0.loss_mask: 0.5165, decode.d0.loss_dice: 0.8015, decode.d1.loss_cls: 0.3125, decode.d1.loss_mask: 0.4923, decode.d1.loss_dice: 0.7600, decode.d2.loss_cls: 0.2669, decode.d2.loss_mask: 0.4803, decode.d2.loss_dice: 0.7394, decode.d3.loss_cls: 0.2524, decode.d3.loss_mask: 0.4771, decode.d3.loss_dice: 0.7272, decode.d4.loss_cls: 0.2504, decode.d4.loss_mask: 0.4731, decode.d4.loss_dice: 0.7242, decode.d5.loss_cls: 0.2410, decode.d5.loss_mask: 0.4723, decode.d5.loss_dice: 0.7236, decode.d6.loss_cls: 0.2387, decode.d6.loss_mask: 0.4702, decode.d6.loss_dice: 0.7160, decode.d7.loss_cls: 0.2358, decode.d7.loss_mask: 0.4710, decode.d7.loss_dice: 0.7197, decode.d8.loss_cls: 0.2321, decode.d8.loss_mask: 0.4710, decode.d8.loss_dice: 0.7171, loss: 15.6342, grad_norm: 63.9961 2023-12-26 07:55:04,369 - mmseg - INFO - Iter [105850/160000] lr: 3.384e-05, eta: 7:33:41, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2228, decode.loss_mask: 0.4763, decode.loss_dice: 0.7154, decode.d0.loss_cls: 1.2319, decode.d0.loss_mask: 0.5190, decode.d0.loss_dice: 0.7938, decode.d1.loss_cls: 0.2956, decode.d1.loss_mask: 0.4958, decode.d1.loss_dice: 0.7577, decode.d2.loss_cls: 0.2582, decode.d2.loss_mask: 0.4840, decode.d2.loss_dice: 0.7348, decode.d3.loss_cls: 0.2543, decode.d3.loss_mask: 0.4822, decode.d3.loss_dice: 0.7239, decode.d4.loss_cls: 0.2404, decode.d4.loss_mask: 0.4815, decode.d4.loss_dice: 0.7213, decode.d5.loss_cls: 0.2349, decode.d5.loss_mask: 0.4799, decode.d5.loss_dice: 0.7249, decode.d6.loss_cls: 0.2317, decode.d6.loss_mask: 0.4778, decode.d6.loss_dice: 0.7150, decode.d7.loss_cls: 0.2222, decode.d7.loss_mask: 0.4782, decode.d7.loss_dice: 0.7134, decode.d8.loss_cls: 0.2268, decode.d8.loss_mask: 0.4776, decode.d8.loss_dice: 0.7183, loss: 15.5895, grad_norm: 58.9588 2023-12-26 07:55:28,808 - mmseg - INFO - Iter [105900/160000] lr: 3.381e-05, eta: 7:33:15, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2255, decode.loss_mask: 0.4821, decode.loss_dice: 0.7237, decode.d0.loss_cls: 1.2360, decode.d0.loss_mask: 0.5200, decode.d0.loss_dice: 0.7989, decode.d1.loss_cls: 0.3118, decode.d1.loss_mask: 0.4981, decode.d1.loss_dice: 0.7688, decode.d2.loss_cls: 0.2743, decode.d2.loss_mask: 0.4872, decode.d2.loss_dice: 0.7441, decode.d3.loss_cls: 0.2602, decode.d3.loss_mask: 0.4804, decode.d3.loss_dice: 0.7291, decode.d4.loss_cls: 0.2445, decode.d4.loss_mask: 0.4828, decode.d4.loss_dice: 0.7307, decode.d5.loss_cls: 0.2422, decode.d5.loss_mask: 0.4817, decode.d5.loss_dice: 0.7320, decode.d6.loss_cls: 0.2363, decode.d6.loss_mask: 0.4797, decode.d6.loss_dice: 0.7270, decode.d7.loss_cls: 0.2313, decode.d7.loss_mask: 0.4797, decode.d7.loss_dice: 0.7251, decode.d8.loss_cls: 0.2249, decode.d8.loss_mask: 0.4793, decode.d8.loss_dice: 0.7257, loss: 15.7631, grad_norm: 54.6586 2023-12-26 07:55:53,198 - mmseg - INFO - Iter [105950/160000] lr: 3.378e-05, eta: 7:32:50, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2195, decode.loss_mask: 0.4803, decode.loss_dice: 0.7250, decode.d0.loss_cls: 1.2108, decode.d0.loss_mask: 0.5159, decode.d0.loss_dice: 0.7943, decode.d1.loss_cls: 0.2998, decode.d1.loss_mask: 0.4929, decode.d1.loss_dice: 0.7628, decode.d2.loss_cls: 0.2598, decode.d2.loss_mask: 0.4850, decode.d2.loss_dice: 0.7388, decode.d3.loss_cls: 0.2475, decode.d3.loss_mask: 0.4824, decode.d3.loss_dice: 0.7265, decode.d4.loss_cls: 0.2371, decode.d4.loss_mask: 0.4823, decode.d4.loss_dice: 0.7287, decode.d5.loss_cls: 0.2327, decode.d5.loss_mask: 0.4801, decode.d5.loss_dice: 0.7256, decode.d6.loss_cls: 0.2265, decode.d6.loss_mask: 0.4791, decode.d6.loss_dice: 0.7223, decode.d7.loss_cls: 0.2225, decode.d7.loss_mask: 0.4800, decode.d7.loss_dice: 0.7266, decode.d8.loss_cls: 0.2210, decode.d8.loss_mask: 0.4786, decode.d8.loss_dice: 0.7209, loss: 15.6054, grad_norm: 62.7185 2023-12-26 07:56:19,810 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 07:56:19,811 - mmseg - INFO - Iter [106000/160000] lr: 3.375e-05, eta: 7:32:25, time: 0.532, data_time: 0.058, memory: 40245, decode.loss_cls: 0.2227, decode.loss_mask: 0.4622, decode.loss_dice: 0.7162, decode.d0.loss_cls: 1.2084, decode.d0.loss_mask: 0.5016, decode.d0.loss_dice: 0.7929, decode.d1.loss_cls: 0.3058, decode.d1.loss_mask: 0.4771, decode.d1.loss_dice: 0.7529, decode.d2.loss_cls: 0.2643, decode.d2.loss_mask: 0.4671, decode.d2.loss_dice: 0.7329, decode.d3.loss_cls: 0.2484, decode.d3.loss_mask: 0.4639, decode.d3.loss_dice: 0.7207, decode.d4.loss_cls: 0.2441, decode.d4.loss_mask: 0.4627, decode.d4.loss_dice: 0.7236, decode.d5.loss_cls: 0.2360, decode.d5.loss_mask: 0.4608, decode.d5.loss_dice: 0.7196, decode.d6.loss_cls: 0.2313, decode.d6.loss_mask: 0.4611, decode.d6.loss_dice: 0.7139, decode.d7.loss_cls: 0.2275, decode.d7.loss_mask: 0.4635, decode.d7.loss_dice: 0.7167, decode.d8.loss_cls: 0.2253, decode.d8.loss_mask: 0.4607, decode.d8.loss_dice: 0.7155, loss: 15.3995, grad_norm: 62.6816 2023-12-26 07:56:44,249 - mmseg - INFO - Iter [106050/160000] lr: 3.372e-05, eta: 7:32:00, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2134, decode.loss_mask: 0.4855, decode.loss_dice: 0.7059, decode.d0.loss_cls: 1.2123, decode.d0.loss_mask: 0.5286, decode.d0.loss_dice: 0.7719, decode.d1.loss_cls: 0.2892, decode.d1.loss_mask: 0.5008, decode.d1.loss_dice: 0.7375, decode.d2.loss_cls: 0.2549, decode.d2.loss_mask: 0.4916, decode.d2.loss_dice: 0.7218, decode.d3.loss_cls: 0.2386, decode.d3.loss_mask: 0.4856, decode.d3.loss_dice: 0.7058, decode.d4.loss_cls: 0.2312, decode.d4.loss_mask: 0.4863, decode.d4.loss_dice: 0.7070, decode.d5.loss_cls: 0.2240, decode.d5.loss_mask: 0.4864, decode.d5.loss_dice: 0.7096, decode.d6.loss_cls: 0.2186, decode.d6.loss_mask: 0.4841, decode.d6.loss_dice: 0.7000, decode.d7.loss_cls: 0.2146, decode.d7.loss_mask: 0.4843, decode.d7.loss_dice: 0.7034, decode.d8.loss_cls: 0.2119, decode.d8.loss_mask: 0.4850, decode.d8.loss_dice: 0.7061, loss: 15.3958, grad_norm: 57.7901 2023-12-26 07:57:08,606 - mmseg - INFO - Iter [106100/160000] lr: 3.369e-05, eta: 7:31:34, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2025, decode.loss_mask: 0.4568, decode.loss_dice: 0.6881, decode.d0.loss_cls: 1.2019, decode.d0.loss_mask: 0.4940, decode.d0.loss_dice: 0.7626, decode.d1.loss_cls: 0.2809, decode.d1.loss_mask: 0.4676, decode.d1.loss_dice: 0.7285, decode.d2.loss_cls: 0.2418, decode.d2.loss_mask: 0.4608, decode.d2.loss_dice: 0.7087, decode.d3.loss_cls: 0.2266, decode.d3.loss_mask: 0.4563, decode.d3.loss_dice: 0.6995, decode.d4.loss_cls: 0.2169, decode.d4.loss_mask: 0.4562, decode.d4.loss_dice: 0.6950, decode.d5.loss_cls: 0.2116, decode.d5.loss_mask: 0.4578, decode.d5.loss_dice: 0.6981, decode.d6.loss_cls: 0.2101, decode.d6.loss_mask: 0.4562, decode.d6.loss_dice: 0.6924, decode.d7.loss_cls: 0.2049, decode.d7.loss_mask: 0.4564, decode.d7.loss_dice: 0.6934, decode.d8.loss_cls: 0.1995, decode.d8.loss_mask: 0.4571, decode.d8.loss_dice: 0.6929, loss: 14.8752, grad_norm: 63.0300 2023-12-26 07:57:32,776 - mmseg - INFO - Iter [106150/160000] lr: 3.366e-05, eta: 7:31:09, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2184, decode.loss_mask: 0.4700, decode.loss_dice: 0.7159, decode.d0.loss_cls: 1.2221, decode.d0.loss_mask: 0.5138, decode.d0.loss_dice: 0.7981, decode.d1.loss_cls: 0.3040, decode.d1.loss_mask: 0.4834, decode.d1.loss_dice: 0.7625, decode.d2.loss_cls: 0.2650, decode.d2.loss_mask: 0.4756, decode.d2.loss_dice: 0.7370, decode.d3.loss_cls: 0.2468, decode.d3.loss_mask: 0.4724, decode.d3.loss_dice: 0.7217, decode.d4.loss_cls: 0.2359, decode.d4.loss_mask: 0.4715, decode.d4.loss_dice: 0.7256, decode.d5.loss_cls: 0.2328, decode.d5.loss_mask: 0.4711, decode.d5.loss_dice: 0.7248, decode.d6.loss_cls: 0.2272, decode.d6.loss_mask: 0.4714, decode.d6.loss_dice: 0.7157, decode.d7.loss_cls: 0.2227, decode.d7.loss_mask: 0.4702, decode.d7.loss_dice: 0.7170, decode.d8.loss_cls: 0.2214, decode.d8.loss_mask: 0.4704, decode.d8.loss_dice: 0.7216, loss: 15.5059, grad_norm: 62.2488 2023-12-26 07:57:57,145 - mmseg - INFO - Iter [106200/160000] lr: 3.363e-05, eta: 7:30:43, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2225, decode.loss_mask: 0.4831, decode.loss_dice: 0.7242, decode.d0.loss_cls: 1.1712, decode.d0.loss_mask: 0.5207, decode.d0.loss_dice: 0.7975, decode.d1.loss_cls: 0.3064, decode.d1.loss_mask: 0.4963, decode.d1.loss_dice: 0.7625, decode.d2.loss_cls: 0.2633, decode.d2.loss_mask: 0.4889, decode.d2.loss_dice: 0.7425, decode.d3.loss_cls: 0.2463, decode.d3.loss_mask: 0.4874, decode.d3.loss_dice: 0.7266, decode.d4.loss_cls: 0.2360, decode.d4.loss_mask: 0.4873, decode.d4.loss_dice: 0.7321, decode.d5.loss_cls: 0.2325, decode.d5.loss_mask: 0.4847, decode.d5.loss_dice: 0.7303, decode.d6.loss_cls: 0.2285, decode.d6.loss_mask: 0.4853, decode.d6.loss_dice: 0.7251, decode.d7.loss_cls: 0.2284, decode.d7.loss_mask: 0.4830, decode.d7.loss_dice: 0.7220, decode.d8.loss_cls: 0.2224, decode.d8.loss_mask: 0.4831, decode.d8.loss_dice: 0.7278, loss: 15.6483, grad_norm: 63.2859 2023-12-26 07:58:21,458 - mmseg - INFO - Iter [106250/160000] lr: 3.359e-05, eta: 7:30:18, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2243, decode.loss_mask: 0.4906, decode.loss_dice: 0.7211, decode.d0.loss_cls: 1.2085, decode.d0.loss_mask: 0.5322, decode.d0.loss_dice: 0.7969, decode.d1.loss_cls: 0.3020, decode.d1.loss_mask: 0.5068, decode.d1.loss_dice: 0.7616, decode.d2.loss_cls: 0.2684, decode.d2.loss_mask: 0.4940, decode.d2.loss_dice: 0.7379, decode.d3.loss_cls: 0.2489, decode.d3.loss_mask: 0.4933, decode.d3.loss_dice: 0.7271, decode.d4.loss_cls: 0.2417, decode.d4.loss_mask: 0.4921, decode.d4.loss_dice: 0.7250, decode.d5.loss_cls: 0.2361, decode.d5.loss_mask: 0.4918, decode.d5.loss_dice: 0.7321, decode.d6.loss_cls: 0.2335, decode.d6.loss_mask: 0.4884, decode.d6.loss_dice: 0.7253, decode.d7.loss_cls: 0.2291, decode.d7.loss_mask: 0.4896, decode.d7.loss_dice: 0.7252, decode.d8.loss_cls: 0.2288, decode.d8.loss_mask: 0.4904, decode.d8.loss_dice: 0.7239, loss: 15.7663, grad_norm: 63.3166 2023-12-26 07:58:45,778 - mmseg - INFO - Iter [106300/160000] lr: 3.356e-05, eta: 7:29:52, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2134, decode.loss_mask: 0.4611, decode.loss_dice: 0.7051, decode.d0.loss_cls: 1.2229, decode.d0.loss_mask: 0.4957, decode.d0.loss_dice: 0.7674, decode.d1.loss_cls: 0.2896, decode.d1.loss_mask: 0.4803, decode.d1.loss_dice: 0.7401, decode.d2.loss_cls: 0.2550, decode.d2.loss_mask: 0.4710, decode.d2.loss_dice: 0.7219, decode.d3.loss_cls: 0.2406, decode.d3.loss_mask: 0.4678, decode.d3.loss_dice: 0.7107, decode.d4.loss_cls: 0.2265, decode.d4.loss_mask: 0.4667, decode.d4.loss_dice: 0.7068, decode.d5.loss_cls: 0.2257, decode.d5.loss_mask: 0.4627, decode.d5.loss_dice: 0.7033, decode.d6.loss_cls: 0.2213, decode.d6.loss_mask: 0.4620, decode.d6.loss_dice: 0.6996, decode.d7.loss_cls: 0.2121, decode.d7.loss_mask: 0.4602, decode.d7.loss_dice: 0.7032, decode.d8.loss_cls: 0.2137, decode.d8.loss_mask: 0.4611, decode.d8.loss_dice: 0.7029, loss: 15.1704, grad_norm: 55.0299 2023-12-26 07:59:09,979 - mmseg - INFO - Iter [106350/160000] lr: 3.353e-05, eta: 7:29:26, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2266, decode.loss_mask: 0.4738, decode.loss_dice: 0.7205, decode.d0.loss_cls: 1.2167, decode.d0.loss_mask: 0.5162, decode.d0.loss_dice: 0.7975, decode.d1.loss_cls: 0.3006, decode.d1.loss_mask: 0.4912, decode.d1.loss_dice: 0.7573, decode.d2.loss_cls: 0.2681, decode.d2.loss_mask: 0.4823, decode.d2.loss_dice: 0.7409, decode.d3.loss_cls: 0.2540, decode.d3.loss_mask: 0.4778, decode.d3.loss_dice: 0.7222, decode.d4.loss_cls: 0.2443, decode.d4.loss_mask: 0.4758, decode.d4.loss_dice: 0.7240, decode.d5.loss_cls: 0.2354, decode.d5.loss_mask: 0.4780, decode.d5.loss_dice: 0.7260, decode.d6.loss_cls: 0.2297, decode.d6.loss_mask: 0.4752, decode.d6.loss_dice: 0.7220, decode.d7.loss_cls: 0.2336, decode.d7.loss_mask: 0.4724, decode.d7.loss_dice: 0.7167, decode.d8.loss_cls: 0.2271, decode.d8.loss_mask: 0.4736, decode.d8.loss_dice: 0.7215, loss: 15.6010, grad_norm: 59.7667 2023-12-26 07:59:34,433 - mmseg - INFO - Iter [106400/160000] lr: 3.350e-05, eta: 7:29:01, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2200, decode.loss_mask: 0.4717, decode.loss_dice: 0.7061, decode.d0.loss_cls: 1.2062, decode.d0.loss_mask: 0.5030, decode.d0.loss_dice: 0.7825, decode.d1.loss_cls: 0.2948, decode.d1.loss_mask: 0.4793, decode.d1.loss_dice: 0.7471, decode.d2.loss_cls: 0.2614, decode.d2.loss_mask: 0.4753, decode.d2.loss_dice: 0.7235, decode.d3.loss_cls: 0.2423, decode.d3.loss_mask: 0.4743, decode.d3.loss_dice: 0.7174, decode.d4.loss_cls: 0.2351, decode.d4.loss_mask: 0.4728, decode.d4.loss_dice: 0.7183, decode.d5.loss_cls: 0.2273, decode.d5.loss_mask: 0.4725, decode.d5.loss_dice: 0.7156, decode.d6.loss_cls: 0.2235, decode.d6.loss_mask: 0.4718, decode.d6.loss_dice: 0.7090, decode.d7.loss_cls: 0.2220, decode.d7.loss_mask: 0.4708, decode.d7.loss_dice: 0.7054, decode.d8.loss_cls: 0.2193, decode.d8.loss_mask: 0.4713, decode.d8.loss_dice: 0.7134, loss: 15.3529, grad_norm: 70.9247 2023-12-26 07:59:58,922 - mmseg - INFO - Iter [106450/160000] lr: 3.347e-05, eta: 7:28:35, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2233, decode.loss_mask: 0.4942, decode.loss_dice: 0.7316, decode.d0.loss_cls: 1.1897, decode.d0.loss_mask: 0.5401, decode.d0.loss_dice: 0.8071, decode.d1.loss_cls: 0.2827, decode.d1.loss_mask: 0.5135, decode.d1.loss_dice: 0.7720, decode.d2.loss_cls: 0.2557, decode.d2.loss_mask: 0.5018, decode.d2.loss_dice: 0.7472, decode.d3.loss_cls: 0.2410, decode.d3.loss_mask: 0.4994, decode.d3.loss_dice: 0.7360, decode.d4.loss_cls: 0.2345, decode.d4.loss_mask: 0.4986, decode.d4.loss_dice: 0.7388, decode.d5.loss_cls: 0.2311, decode.d5.loss_mask: 0.4961, decode.d5.loss_dice: 0.7363, decode.d6.loss_cls: 0.2241, decode.d6.loss_mask: 0.4951, decode.d6.loss_dice: 0.7316, decode.d7.loss_cls: 0.2233, decode.d7.loss_mask: 0.4941, decode.d7.loss_dice: 0.7309, decode.d8.loss_cls: 0.2206, decode.d8.loss_mask: 0.4940, decode.d8.loss_dice: 0.7300, loss: 15.8145, grad_norm: 63.8228 2023-12-26 08:00:23,164 - mmseg - INFO - Iter [106500/160000] lr: 3.344e-05, eta: 7:28:10, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2202, decode.loss_mask: 0.4911, decode.loss_dice: 0.7237, decode.d0.loss_cls: 1.1897, decode.d0.loss_mask: 0.5296, decode.d0.loss_dice: 0.8018, decode.d1.loss_cls: 0.2919, decode.d1.loss_mask: 0.5079, decode.d1.loss_dice: 0.7615, decode.d2.loss_cls: 0.2487, decode.d2.loss_mask: 0.4972, decode.d2.loss_dice: 0.7383, decode.d3.loss_cls: 0.2385, decode.d3.loss_mask: 0.4950, decode.d3.loss_dice: 0.7338, decode.d4.loss_cls: 0.2315, decode.d4.loss_mask: 0.4939, decode.d4.loss_dice: 0.7305, decode.d5.loss_cls: 0.2293, decode.d5.loss_mask: 0.4901, decode.d5.loss_dice: 0.7282, decode.d6.loss_cls: 0.2214, decode.d6.loss_mask: 0.4904, decode.d6.loss_dice: 0.7251, decode.d7.loss_cls: 0.2209, decode.d7.loss_mask: 0.4903, decode.d7.loss_dice: 0.7270, decode.d8.loss_cls: 0.2203, decode.d8.loss_mask: 0.4893, decode.d8.loss_dice: 0.7293, loss: 15.6865, grad_norm: 59.7171 2023-12-26 08:00:47,351 - mmseg - INFO - Iter [106550/160000] lr: 3.341e-05, eta: 7:27:44, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2131, decode.loss_mask: 0.4719, decode.loss_dice: 0.7122, decode.d0.loss_cls: 1.2047, decode.d0.loss_mask: 0.5085, decode.d0.loss_dice: 0.7847, decode.d1.loss_cls: 0.2897, decode.d1.loss_mask: 0.4849, decode.d1.loss_dice: 0.7518, decode.d2.loss_cls: 0.2560, decode.d2.loss_mask: 0.4783, decode.d2.loss_dice: 0.7303, decode.d3.loss_cls: 0.2382, decode.d3.loss_mask: 0.4735, decode.d3.loss_dice: 0.7160, decode.d4.loss_cls: 0.2267, decode.d4.loss_mask: 0.4745, decode.d4.loss_dice: 0.7167, decode.d5.loss_cls: 0.2268, decode.d5.loss_mask: 0.4735, decode.d5.loss_dice: 0.7140, decode.d6.loss_cls: 0.2212, decode.d6.loss_mask: 0.4730, decode.d6.loss_dice: 0.7096, decode.d7.loss_cls: 0.2197, decode.d7.loss_mask: 0.4725, decode.d7.loss_dice: 0.7101, decode.d8.loss_cls: 0.2140, decode.d8.loss_mask: 0.4736, decode.d8.loss_dice: 0.7083, loss: 15.3478, grad_norm: 57.7889 2023-12-26 08:01:11,528 - mmseg - INFO - Iter [106600/160000] lr: 3.338e-05, eta: 7:27:18, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2006, decode.loss_mask: 0.4768, decode.loss_dice: 0.6958, decode.d0.loss_cls: 1.1737, decode.d0.loss_mask: 0.5129, decode.d0.loss_dice: 0.7672, decode.d1.loss_cls: 0.2695, decode.d1.loss_mask: 0.4899, decode.d1.loss_dice: 0.7320, decode.d2.loss_cls: 0.2388, decode.d2.loss_mask: 0.4835, decode.d2.loss_dice: 0.7119, decode.d3.loss_cls: 0.2280, decode.d3.loss_mask: 0.4788, decode.d3.loss_dice: 0.7033, decode.d4.loss_cls: 0.2157, decode.d4.loss_mask: 0.4791, decode.d4.loss_dice: 0.7001, decode.d5.loss_cls: 0.2112, decode.d5.loss_mask: 0.4786, decode.d5.loss_dice: 0.7020, decode.d6.loss_cls: 0.2082, decode.d6.loss_mask: 0.4779, decode.d6.loss_dice: 0.6983, decode.d7.loss_cls: 0.2104, decode.d7.loss_mask: 0.4773, decode.d7.loss_dice: 0.6990, decode.d8.loss_cls: 0.2052, decode.d8.loss_mask: 0.4760, decode.d8.loss_dice: 0.6955, loss: 15.0969, grad_norm: 63.1965 2023-12-26 08:01:35,822 - mmseg - INFO - Iter [106650/160000] lr: 3.334e-05, eta: 7:26:53, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2275, decode.loss_mask: 0.4695, decode.loss_dice: 0.7108, decode.d0.loss_cls: 1.2432, decode.d0.loss_mask: 0.5066, decode.d0.loss_dice: 0.7858, decode.d1.loss_cls: 0.3067, decode.d1.loss_mask: 0.4817, decode.d1.loss_dice: 0.7474, decode.d2.loss_cls: 0.2764, decode.d2.loss_mask: 0.4729, decode.d2.loss_dice: 0.7235, decode.d3.loss_cls: 0.2566, decode.d3.loss_mask: 0.4745, decode.d3.loss_dice: 0.7177, decode.d4.loss_cls: 0.2420, decode.d4.loss_mask: 0.4726, decode.d4.loss_dice: 0.7150, decode.d5.loss_cls: 0.2385, decode.d5.loss_mask: 0.4698, decode.d5.loss_dice: 0.7110, decode.d6.loss_cls: 0.2329, decode.d6.loss_mask: 0.4696, decode.d6.loss_dice: 0.7095, decode.d7.loss_cls: 0.2300, decode.d7.loss_mask: 0.4701, decode.d7.loss_dice: 0.7100, decode.d8.loss_cls: 0.2284, decode.d8.loss_mask: 0.4689, decode.d8.loss_dice: 0.7076, loss: 15.4767, grad_norm: 62.8060 2023-12-26 08:02:00,384 - mmseg - INFO - Iter [106700/160000] lr: 3.331e-05, eta: 7:26:27, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2236, decode.loss_mask: 0.4802, decode.loss_dice: 0.7153, decode.d0.loss_cls: 1.2041, decode.d0.loss_mask: 0.5210, decode.d0.loss_dice: 0.7865, decode.d1.loss_cls: 0.3022, decode.d1.loss_mask: 0.4927, decode.d1.loss_dice: 0.7482, decode.d2.loss_cls: 0.2643, decode.d2.loss_mask: 0.4856, decode.d2.loss_dice: 0.7281, decode.d3.loss_cls: 0.2490, decode.d3.loss_mask: 0.4822, decode.d3.loss_dice: 0.7197, decode.d4.loss_cls: 0.2383, decode.d4.loss_mask: 0.4822, decode.d4.loss_dice: 0.7199, decode.d5.loss_cls: 0.2341, decode.d5.loss_mask: 0.4827, decode.d5.loss_dice: 0.7141, decode.d6.loss_cls: 0.2284, decode.d6.loss_mask: 0.4810, decode.d6.loss_dice: 0.7099, decode.d7.loss_cls: 0.2224, decode.d7.loss_mask: 0.4810, decode.d7.loss_dice: 0.7137, decode.d8.loss_cls: 0.2220, decode.d8.loss_mask: 0.4818, decode.d8.loss_dice: 0.7140, loss: 15.5282, grad_norm: 60.9428 2023-12-26 08:02:25,277 - mmseg - INFO - Iter [106750/160000] lr: 3.328e-05, eta: 7:26:02, time: 0.498, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2028, decode.loss_mask: 0.4817, decode.loss_dice: 0.7067, decode.d0.loss_cls: 1.1944, decode.d0.loss_mask: 0.5179, decode.d0.loss_dice: 0.7823, decode.d1.loss_cls: 0.2734, decode.d1.loss_mask: 0.4939, decode.d1.loss_dice: 0.7462, decode.d2.loss_cls: 0.2489, decode.d2.loss_mask: 0.4881, decode.d2.loss_dice: 0.7209, decode.d3.loss_cls: 0.2272, decode.d3.loss_mask: 0.4860, decode.d3.loss_dice: 0.7146, decode.d4.loss_cls: 0.2206, decode.d4.loss_mask: 0.4832, decode.d4.loss_dice: 0.7157, decode.d5.loss_cls: 0.2112, decode.d5.loss_mask: 0.4842, decode.d5.loss_dice: 0.7114, decode.d6.loss_cls: 0.2110, decode.d6.loss_mask: 0.4825, decode.d6.loss_dice: 0.7131, decode.d7.loss_cls: 0.2080, decode.d7.loss_mask: 0.4831, decode.d7.loss_dice: 0.7050, decode.d8.loss_cls: 0.2059, decode.d8.loss_mask: 0.4821, decode.d8.loss_dice: 0.7087, loss: 15.3105, grad_norm: 57.0566 2023-12-26 08:02:49,939 - mmseg - INFO - Iter [106800/160000] lr: 3.325e-05, eta: 7:25:37, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2275, decode.loss_mask: 0.4788, decode.loss_dice: 0.7332, decode.d0.loss_cls: 1.2275, decode.d0.loss_mask: 0.5117, decode.d0.loss_dice: 0.8066, decode.d1.loss_cls: 0.2892, decode.d1.loss_mask: 0.4933, decode.d1.loss_dice: 0.7747, decode.d2.loss_cls: 0.2664, decode.d2.loss_mask: 0.4853, decode.d2.loss_dice: 0.7519, decode.d3.loss_cls: 0.2518, decode.d3.loss_mask: 0.4811, decode.d3.loss_dice: 0.7388, decode.d4.loss_cls: 0.2400, decode.d4.loss_mask: 0.4802, decode.d4.loss_dice: 0.7384, decode.d5.loss_cls: 0.2358, decode.d5.loss_mask: 0.4803, decode.d5.loss_dice: 0.7368, decode.d6.loss_cls: 0.2333, decode.d6.loss_mask: 0.4770, decode.d6.loss_dice: 0.7307, decode.d7.loss_cls: 0.2254, decode.d7.loss_mask: 0.4786, decode.d7.loss_dice: 0.7321, decode.d8.loss_cls: 0.2225, decode.d8.loss_mask: 0.4785, decode.d8.loss_dice: 0.7334, loss: 15.7404, grad_norm: 60.9506 2023-12-26 08:03:14,175 - mmseg - INFO - Iter [106850/160000] lr: 3.322e-05, eta: 7:25:11, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2139, decode.loss_mask: 0.4765, decode.loss_dice: 0.7226, decode.d0.loss_cls: 1.1744, decode.d0.loss_mask: 0.5208, decode.d0.loss_dice: 0.8055, decode.d1.loss_cls: 0.2867, decode.d1.loss_mask: 0.4918, decode.d1.loss_dice: 0.7631, decode.d2.loss_cls: 0.2510, decode.d2.loss_mask: 0.4840, decode.d2.loss_dice: 0.7410, decode.d3.loss_cls: 0.2431, decode.d3.loss_mask: 0.4789, decode.d3.loss_dice: 0.7311, decode.d4.loss_cls: 0.2303, decode.d4.loss_mask: 0.4785, decode.d4.loss_dice: 0.7282, decode.d5.loss_cls: 0.2237, decode.d5.loss_mask: 0.4783, decode.d5.loss_dice: 0.7281, decode.d6.loss_cls: 0.2191, decode.d6.loss_mask: 0.4759, decode.d6.loss_dice: 0.7211, decode.d7.loss_cls: 0.2158, decode.d7.loss_mask: 0.4762, decode.d7.loss_dice: 0.7239, decode.d8.loss_cls: 0.2132, decode.d8.loss_mask: 0.4772, decode.d8.loss_dice: 0.7230, loss: 15.4968, grad_norm: 59.2852 2023-12-26 08:03:38,749 - mmseg - INFO - Iter [106900/160000] lr: 3.319e-05, eta: 7:24:46, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2102, decode.loss_mask: 0.4749, decode.loss_dice: 0.7177, decode.d0.loss_cls: 1.2165, decode.d0.loss_mask: 0.5119, decode.d0.loss_dice: 0.7868, decode.d1.loss_cls: 0.2878, decode.d1.loss_mask: 0.4900, decode.d1.loss_dice: 0.7559, decode.d2.loss_cls: 0.2565, decode.d2.loss_mask: 0.4795, decode.d2.loss_dice: 0.7273, decode.d3.loss_cls: 0.2351, decode.d3.loss_mask: 0.4784, decode.d3.loss_dice: 0.7228, decode.d4.loss_cls: 0.2297, decode.d4.loss_mask: 0.4765, decode.d4.loss_dice: 0.7213, decode.d5.loss_cls: 0.2233, decode.d5.loss_mask: 0.4761, decode.d5.loss_dice: 0.7187, decode.d6.loss_cls: 0.2167, decode.d6.loss_mask: 0.4744, decode.d6.loss_dice: 0.7142, decode.d7.loss_cls: 0.2120, decode.d7.loss_mask: 0.4736, decode.d7.loss_dice: 0.7161, decode.d8.loss_cls: 0.2077, decode.d8.loss_mask: 0.4733, decode.d8.loss_dice: 0.7123, loss: 15.3970, grad_norm: 64.2547 2023-12-26 08:04:03,196 - mmseg - INFO - Iter [106950/160000] lr: 3.316e-05, eta: 7:24:20, time: 0.489, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2157, decode.loss_mask: 0.4623, decode.loss_dice: 0.6778, decode.d0.loss_cls: 1.1996, decode.d0.loss_mask: 0.5014, decode.d0.loss_dice: 0.7656, decode.d1.loss_cls: 0.2959, decode.d1.loss_mask: 0.4780, decode.d1.loss_dice: 0.7148, decode.d2.loss_cls: 0.2575, decode.d2.loss_mask: 0.4696, decode.d2.loss_dice: 0.6929, decode.d3.loss_cls: 0.2430, decode.d3.loss_mask: 0.4644, decode.d3.loss_dice: 0.6799, decode.d4.loss_cls: 0.2340, decode.d4.loss_mask: 0.4635, decode.d4.loss_dice: 0.6853, decode.d5.loss_cls: 0.2269, decode.d5.loss_mask: 0.4636, decode.d5.loss_dice: 0.6851, decode.d6.loss_cls: 0.2266, decode.d6.loss_mask: 0.4612, decode.d6.loss_dice: 0.6778, decode.d7.loss_cls: 0.2241, decode.d7.loss_mask: 0.4604, decode.d7.loss_dice: 0.6779, decode.d8.loss_cls: 0.2219, decode.d8.loss_mask: 0.4611, decode.d8.loss_dice: 0.6766, loss: 14.9643, grad_norm: 60.1267 2023-12-26 08:04:27,600 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 08:04:27,600 - mmseg - INFO - Iter [107000/160000] lr: 3.313e-05, eta: 7:23:55, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2252, decode.loss_mask: 0.4897, decode.loss_dice: 0.7338, decode.d0.loss_cls: 1.2263, decode.d0.loss_mask: 0.5251, decode.d0.loss_dice: 0.8122, decode.d1.loss_cls: 0.3005, decode.d1.loss_mask: 0.5085, decode.d1.loss_dice: 0.7647, decode.d2.loss_cls: 0.2684, decode.d2.loss_mask: 0.4937, decode.d2.loss_dice: 0.7429, decode.d3.loss_cls: 0.2537, decode.d3.loss_mask: 0.4931, decode.d3.loss_dice: 0.7353, decode.d4.loss_cls: 0.2475, decode.d4.loss_mask: 0.4916, decode.d4.loss_dice: 0.7396, decode.d5.loss_cls: 0.2379, decode.d5.loss_mask: 0.4930, decode.d5.loss_dice: 0.7365, decode.d6.loss_cls: 0.2339, decode.d6.loss_mask: 0.4905, decode.d6.loss_dice: 0.7312, decode.d7.loss_cls: 0.2278, decode.d7.loss_mask: 0.4911, decode.d7.loss_dice: 0.7342, decode.d8.loss_cls: 0.2284, decode.d8.loss_mask: 0.4877, decode.d8.loss_dice: 0.7295, loss: 15.8735, grad_norm: 60.2517 2023-12-26 08:04:52,227 - mmseg - INFO - Iter [107050/160000] lr: 3.309e-05, eta: 7:23:29, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2202, decode.loss_mask: 0.4822, decode.loss_dice: 0.7094, decode.d0.loss_cls: 1.2204, decode.d0.loss_mask: 0.5233, decode.d0.loss_dice: 0.7839, decode.d1.loss_cls: 0.2964, decode.d1.loss_mask: 0.4994, decode.d1.loss_dice: 0.7452, decode.d2.loss_cls: 0.2600, decode.d2.loss_mask: 0.4906, decode.d2.loss_dice: 0.7225, decode.d3.loss_cls: 0.2429, decode.d3.loss_mask: 0.4853, decode.d3.loss_dice: 0.7118, decode.d4.loss_cls: 0.2360, decode.d4.loss_mask: 0.4831, decode.d4.loss_dice: 0.7134, decode.d5.loss_cls: 0.2308, decode.d5.loss_mask: 0.4847, decode.d5.loss_dice: 0.7113, decode.d6.loss_cls: 0.2319, decode.d6.loss_mask: 0.4795, decode.d6.loss_dice: 0.7061, decode.d7.loss_cls: 0.2219, decode.d7.loss_mask: 0.4809, decode.d7.loss_dice: 0.7080, decode.d8.loss_cls: 0.2274, decode.d8.loss_mask: 0.4806, decode.d8.loss_dice: 0.7045, loss: 15.4936, grad_norm: 61.6265 2023-12-26 08:05:16,560 - mmseg - INFO - Iter [107100/160000] lr: 3.306e-05, eta: 7:23:04, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2359, decode.loss_mask: 0.4770, decode.loss_dice: 0.6907, decode.d0.loss_cls: 1.2105, decode.d0.loss_mask: 0.5179, decode.d0.loss_dice: 0.7660, decode.d1.loss_cls: 0.2960, decode.d1.loss_mask: 0.4936, decode.d1.loss_dice: 0.7287, decode.d2.loss_cls: 0.2668, decode.d2.loss_mask: 0.4843, decode.d2.loss_dice: 0.7116, decode.d3.loss_cls: 0.2558, decode.d3.loss_mask: 0.4826, decode.d3.loss_dice: 0.6979, decode.d4.loss_cls: 0.2509, decode.d4.loss_mask: 0.4812, decode.d4.loss_dice: 0.6968, decode.d5.loss_cls: 0.2412, decode.d5.loss_mask: 0.4798, decode.d5.loss_dice: 0.6965, decode.d6.loss_cls: 0.2377, decode.d6.loss_mask: 0.4782, decode.d6.loss_dice: 0.6900, decode.d7.loss_cls: 0.2399, decode.d7.loss_mask: 0.4792, decode.d7.loss_dice: 0.6919, decode.d8.loss_cls: 0.2394, decode.d8.loss_mask: 0.4779, decode.d8.loss_dice: 0.6922, loss: 15.3881, grad_norm: 67.5321 2023-12-26 08:05:40,964 - mmseg - INFO - Iter [107150/160000] lr: 3.303e-05, eta: 7:22:38, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2270, decode.loss_mask: 0.4644, decode.loss_dice: 0.7025, decode.d0.loss_cls: 1.2560, decode.d0.loss_mask: 0.5017, decode.d0.loss_dice: 0.7854, decode.d1.loss_cls: 0.3101, decode.d1.loss_mask: 0.4802, decode.d1.loss_dice: 0.7462, decode.d2.loss_cls: 0.2691, decode.d2.loss_mask: 0.4715, decode.d2.loss_dice: 0.7206, decode.d3.loss_cls: 0.2494, decode.d3.loss_mask: 0.4673, decode.d3.loss_dice: 0.7145, decode.d4.loss_cls: 0.2367, decode.d4.loss_mask: 0.4669, decode.d4.loss_dice: 0.7100, decode.d5.loss_cls: 0.2341, decode.d5.loss_mask: 0.4643, decode.d5.loss_dice: 0.7089, decode.d6.loss_cls: 0.2332, decode.d6.loss_mask: 0.4633, decode.d6.loss_dice: 0.7007, decode.d7.loss_cls: 0.2306, decode.d7.loss_mask: 0.4638, decode.d7.loss_dice: 0.7048, decode.d8.loss_cls: 0.2275, decode.d8.loss_mask: 0.4647, decode.d8.loss_dice: 0.7024, loss: 15.3779, grad_norm: 63.0369 2023-12-26 08:06:05,358 - mmseg - INFO - Iter [107200/160000] lr: 3.300e-05, eta: 7:22:13, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2237, decode.loss_mask: 0.4945, decode.loss_dice: 0.7215, decode.d0.loss_cls: 1.2180, decode.d0.loss_mask: 0.5265, decode.d0.loss_dice: 0.7818, decode.d1.loss_cls: 0.3046, decode.d1.loss_mask: 0.5068, decode.d1.loss_dice: 0.7556, decode.d2.loss_cls: 0.2680, decode.d2.loss_mask: 0.4950, decode.d2.loss_dice: 0.7318, decode.d3.loss_cls: 0.2482, decode.d3.loss_mask: 0.4904, decode.d3.loss_dice: 0.7262, decode.d4.loss_cls: 0.2380, decode.d4.loss_mask: 0.4910, decode.d4.loss_dice: 0.7232, decode.d5.loss_cls: 0.2342, decode.d5.loss_mask: 0.4907, decode.d5.loss_dice: 0.7259, decode.d6.loss_cls: 0.2290, decode.d6.loss_mask: 0.4934, decode.d6.loss_dice: 0.7170, decode.d7.loss_cls: 0.2251, decode.d7.loss_mask: 0.4927, decode.d7.loss_dice: 0.7194, decode.d8.loss_cls: 0.2262, decode.d8.loss_mask: 0.4940, decode.d8.loss_dice: 0.7219, loss: 15.7144, grad_norm: 59.6527 2023-12-26 08:06:29,454 - mmseg - INFO - Iter [107250/160000] lr: 3.297e-05, eta: 7:21:47, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2281, decode.loss_mask: 0.4788, decode.loss_dice: 0.7052, decode.d0.loss_cls: 1.1958, decode.d0.loss_mask: 0.5172, decode.d0.loss_dice: 0.7802, decode.d1.loss_cls: 0.3069, decode.d1.loss_mask: 0.4962, decode.d1.loss_dice: 0.7437, decode.d2.loss_cls: 0.2741, decode.d2.loss_mask: 0.4850, decode.d2.loss_dice: 0.7247, decode.d3.loss_cls: 0.2584, decode.d3.loss_mask: 0.4835, decode.d3.loss_dice: 0.7123, decode.d4.loss_cls: 0.2453, decode.d4.loss_mask: 0.4833, decode.d4.loss_dice: 0.7155, decode.d5.loss_cls: 0.2429, decode.d5.loss_mask: 0.4809, decode.d5.loss_dice: 0.7089, decode.d6.loss_cls: 0.2380, decode.d6.loss_mask: 0.4773, decode.d6.loss_dice: 0.7067, decode.d7.loss_cls: 0.2319, decode.d7.loss_mask: 0.4779, decode.d7.loss_dice: 0.7030, decode.d8.loss_cls: 0.2280, decode.d8.loss_mask: 0.4783, decode.d8.loss_dice: 0.7121, loss: 15.5201, grad_norm: 62.0915 2023-12-26 08:06:56,497 - mmseg - INFO - Iter [107300/160000] lr: 3.294e-05, eta: 7:21:23, time: 0.541, data_time: 0.056, memory: 40245, decode.loss_cls: 0.2222, decode.loss_mask: 0.4875, decode.loss_dice: 0.7210, decode.d0.loss_cls: 1.2022, decode.d0.loss_mask: 0.5305, decode.d0.loss_dice: 0.7930, decode.d1.loss_cls: 0.2920, decode.d1.loss_mask: 0.5059, decode.d1.loss_dice: 0.7642, decode.d2.loss_cls: 0.2606, decode.d2.loss_mask: 0.4935, decode.d2.loss_dice: 0.7387, decode.d3.loss_cls: 0.2474, decode.d3.loss_mask: 0.4895, decode.d3.loss_dice: 0.7237, decode.d4.loss_cls: 0.2389, decode.d4.loss_mask: 0.4876, decode.d4.loss_dice: 0.7232, decode.d5.loss_cls: 0.2319, decode.d5.loss_mask: 0.4874, decode.d5.loss_dice: 0.7226, decode.d6.loss_cls: 0.2260, decode.d6.loss_mask: 0.4876, decode.d6.loss_dice: 0.7177, decode.d7.loss_cls: 0.2235, decode.d7.loss_mask: 0.4868, decode.d7.loss_dice: 0.7242, decode.d8.loss_cls: 0.2218, decode.d8.loss_mask: 0.4875, decode.d8.loss_dice: 0.7226, loss: 15.6610, grad_norm: 63.4271 2023-12-26 08:07:20,963 - mmseg - INFO - Iter [107350/160000] lr: 3.291e-05, eta: 7:20:57, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2139, decode.loss_mask: 0.4702, decode.loss_dice: 0.7039, decode.d0.loss_cls: 1.2081, decode.d0.loss_mask: 0.5080, decode.d0.loss_dice: 0.7868, decode.d1.loss_cls: 0.2996, decode.d1.loss_mask: 0.4864, decode.d1.loss_dice: 0.7474, decode.d2.loss_cls: 0.2514, decode.d2.loss_mask: 0.4794, decode.d2.loss_dice: 0.7264, decode.d3.loss_cls: 0.2370, decode.d3.loss_mask: 0.4762, decode.d3.loss_dice: 0.7126, decode.d4.loss_cls: 0.2277, decode.d4.loss_mask: 0.4743, decode.d4.loss_dice: 0.7111, decode.d5.loss_cls: 0.2225, decode.d5.loss_mask: 0.4735, decode.d5.loss_dice: 0.7090, decode.d6.loss_cls: 0.2225, decode.d6.loss_mask: 0.4726, decode.d6.loss_dice: 0.7052, decode.d7.loss_cls: 0.2139, decode.d7.loss_mask: 0.4719, decode.d7.loss_dice: 0.7077, decode.d8.loss_cls: 0.2192, decode.d8.loss_mask: 0.4706, decode.d8.loss_dice: 0.7081, loss: 15.3173, grad_norm: 67.1322 2023-12-26 08:07:45,262 - mmseg - INFO - Iter [107400/160000] lr: 3.288e-05, eta: 7:20:32, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2071, decode.loss_mask: 0.4794, decode.loss_dice: 0.7127, decode.d0.loss_cls: 1.2112, decode.d0.loss_mask: 0.5167, decode.d0.loss_dice: 0.7881, decode.d1.loss_cls: 0.2882, decode.d1.loss_mask: 0.4932, decode.d1.loss_dice: 0.7520, decode.d2.loss_cls: 0.2578, decode.d2.loss_mask: 0.4825, decode.d2.loss_dice: 0.7292, decode.d3.loss_cls: 0.2361, decode.d3.loss_mask: 0.4815, decode.d3.loss_dice: 0.7168, decode.d4.loss_cls: 0.2274, decode.d4.loss_mask: 0.4816, decode.d4.loss_dice: 0.7137, decode.d5.loss_cls: 0.2153, decode.d5.loss_mask: 0.4788, decode.d5.loss_dice: 0.7185, decode.d6.loss_cls: 0.2150, decode.d6.loss_mask: 0.4784, decode.d6.loss_dice: 0.7140, decode.d7.loss_cls: 0.2083, decode.d7.loss_mask: 0.4794, decode.d7.loss_dice: 0.7112, decode.d8.loss_cls: 0.2089, decode.d8.loss_mask: 0.4797, decode.d8.loss_dice: 0.7168, loss: 15.3998, grad_norm: 58.1096 2023-12-26 08:08:09,635 - mmseg - INFO - Iter [107450/160000] lr: 3.284e-05, eta: 7:20:06, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2225, decode.loss_mask: 0.4735, decode.loss_dice: 0.7218, decode.d0.loss_cls: 1.2184, decode.d0.loss_mask: 0.5101, decode.d0.loss_dice: 0.8011, decode.d1.loss_cls: 0.2933, decode.d1.loss_mask: 0.4898, decode.d1.loss_dice: 0.7677, decode.d2.loss_cls: 0.2667, decode.d2.loss_mask: 0.4831, decode.d2.loss_dice: 0.7388, decode.d3.loss_cls: 0.2473, decode.d3.loss_mask: 0.4803, decode.d3.loss_dice: 0.7288, decode.d4.loss_cls: 0.2376, decode.d4.loss_mask: 0.4782, decode.d4.loss_dice: 0.7355, decode.d5.loss_cls: 0.2340, decode.d5.loss_mask: 0.4747, decode.d5.loss_dice: 0.7277, decode.d6.loss_cls: 0.2296, decode.d6.loss_mask: 0.4746, decode.d6.loss_dice: 0.7221, decode.d7.loss_cls: 0.2277, decode.d7.loss_mask: 0.4748, decode.d7.loss_dice: 0.7269, decode.d8.loss_cls: 0.2235, decode.d8.loss_mask: 0.4751, decode.d8.loss_dice: 0.7270, loss: 15.6123, grad_norm: 59.4878 2023-12-26 08:08:34,123 - mmseg - INFO - Iter [107500/160000] lr: 3.281e-05, eta: 7:19:41, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2026, decode.loss_mask: 0.4526, decode.loss_dice: 0.6923, decode.d0.loss_cls: 1.1798, decode.d0.loss_mask: 0.4908, decode.d0.loss_dice: 0.7630, decode.d1.loss_cls: 0.2692, decode.d1.loss_mask: 0.4656, decode.d1.loss_dice: 0.7285, decode.d2.loss_cls: 0.2418, decode.d2.loss_mask: 0.4622, decode.d2.loss_dice: 0.7043, decode.d3.loss_cls: 0.2288, decode.d3.loss_mask: 0.4544, decode.d3.loss_dice: 0.6913, decode.d4.loss_cls: 0.2223, decode.d4.loss_mask: 0.4520, decode.d4.loss_dice: 0.6914, decode.d5.loss_cls: 0.2115, decode.d5.loss_mask: 0.4536, decode.d5.loss_dice: 0.6938, decode.d6.loss_cls: 0.2098, decode.d6.loss_mask: 0.4533, decode.d6.loss_dice: 0.6874, decode.d7.loss_cls: 0.2081, decode.d7.loss_mask: 0.4526, decode.d7.loss_dice: 0.6858, decode.d8.loss_cls: 0.2032, decode.d8.loss_mask: 0.4540, decode.d8.loss_dice: 0.6911, loss: 14.7971, grad_norm: 53.7913 2023-12-26 08:08:58,665 - mmseg - INFO - Iter [107550/160000] lr: 3.278e-05, eta: 7:19:15, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2259, decode.loss_mask: 0.4532, decode.loss_dice: 0.7091, decode.d0.loss_cls: 1.2400, decode.d0.loss_mask: 0.4915, decode.d0.loss_dice: 0.7760, decode.d1.loss_cls: 0.3013, decode.d1.loss_mask: 0.4698, decode.d1.loss_dice: 0.7494, decode.d2.loss_cls: 0.2693, decode.d2.loss_mask: 0.4607, decode.d2.loss_dice: 0.7230, decode.d3.loss_cls: 0.2524, decode.d3.loss_mask: 0.4593, decode.d3.loss_dice: 0.7104, decode.d4.loss_cls: 0.2380, decode.d4.loss_mask: 0.4568, decode.d4.loss_dice: 0.7116, decode.d5.loss_cls: 0.2357, decode.d5.loss_mask: 0.4566, decode.d5.loss_dice: 0.7146, decode.d6.loss_cls: 0.2310, decode.d6.loss_mask: 0.4550, decode.d6.loss_dice: 0.7087, decode.d7.loss_cls: 0.2246, decode.d7.loss_mask: 0.4545, decode.d7.loss_dice: 0.7086, decode.d8.loss_cls: 0.2216, decode.d8.loss_mask: 0.4542, decode.d8.loss_dice: 0.7097, loss: 15.2723, grad_norm: 52.1122 2023-12-26 08:09:23,126 - mmseg - INFO - Iter [107600/160000] lr: 3.275e-05, eta: 7:18:50, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2016, decode.loss_mask: 0.4811, decode.loss_dice: 0.6963, decode.d0.loss_cls: 1.2076, decode.d0.loss_mask: 0.5235, decode.d0.loss_dice: 0.7788, decode.d1.loss_cls: 0.2880, decode.d1.loss_mask: 0.4969, decode.d1.loss_dice: 0.7411, decode.d2.loss_cls: 0.2458, decode.d2.loss_mask: 0.4879, decode.d2.loss_dice: 0.7182, decode.d3.loss_cls: 0.2299, decode.d3.loss_mask: 0.4846, decode.d3.loss_dice: 0.7052, decode.d4.loss_cls: 0.2202, decode.d4.loss_mask: 0.4835, decode.d4.loss_dice: 0.7039, decode.d5.loss_cls: 0.2148, decode.d5.loss_mask: 0.4829, decode.d5.loss_dice: 0.7043, decode.d6.loss_cls: 0.2144, decode.d6.loss_mask: 0.4828, decode.d6.loss_dice: 0.6976, decode.d7.loss_cls: 0.2088, decode.d7.loss_mask: 0.4816, decode.d7.loss_dice: 0.6968, decode.d8.loss_cls: 0.2041, decode.d8.loss_mask: 0.4829, decode.d8.loss_dice: 0.7002, loss: 15.2652, grad_norm: 63.9496 2023-12-26 08:09:47,203 - mmseg - INFO - Iter [107650/160000] lr: 3.272e-05, eta: 7:18:24, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2317, decode.loss_mask: 0.4597, decode.loss_dice: 0.7169, decode.d0.loss_cls: 1.2059, decode.d0.loss_mask: 0.5011, decode.d0.loss_dice: 0.7900, decode.d1.loss_cls: 0.3059, decode.d1.loss_mask: 0.4801, decode.d1.loss_dice: 0.7562, decode.d2.loss_cls: 0.2762, decode.d2.loss_mask: 0.4689, decode.d2.loss_dice: 0.7317, decode.d3.loss_cls: 0.2692, decode.d3.loss_mask: 0.4613, decode.d3.loss_dice: 0.7142, decode.d4.loss_cls: 0.2532, decode.d4.loss_mask: 0.4604, decode.d4.loss_dice: 0.7154, decode.d5.loss_cls: 0.2455, decode.d5.loss_mask: 0.4603, decode.d5.loss_dice: 0.7147, decode.d6.loss_cls: 0.2416, decode.d6.loss_mask: 0.4603, decode.d6.loss_dice: 0.7101, decode.d7.loss_cls: 0.2357, decode.d7.loss_mask: 0.4607, decode.d7.loss_dice: 0.7174, decode.d8.loss_cls: 0.2325, decode.d8.loss_mask: 0.4602, decode.d8.loss_dice: 0.7181, loss: 15.4552, grad_norm: 66.3634 2023-12-26 08:10:11,679 - mmseg - INFO - Iter [107700/160000] lr: 3.269e-05, eta: 7:17:59, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2026, decode.loss_mask: 0.4817, decode.loss_dice: 0.6903, decode.d0.loss_cls: 1.1851, decode.d0.loss_mask: 0.5195, decode.d0.loss_dice: 0.7719, decode.d1.loss_cls: 0.2776, decode.d1.loss_mask: 0.4955, decode.d1.loss_dice: 0.7336, decode.d2.loss_cls: 0.2383, decode.d2.loss_mask: 0.4893, decode.d2.loss_dice: 0.7064, decode.d3.loss_cls: 0.2292, decode.d3.loss_mask: 0.4836, decode.d3.loss_dice: 0.6941, decode.d4.loss_cls: 0.2204, decode.d4.loss_mask: 0.4861, decode.d4.loss_dice: 0.6996, decode.d5.loss_cls: 0.2132, decode.d5.loss_mask: 0.4839, decode.d5.loss_dice: 0.6960, decode.d6.loss_cls: 0.2112, decode.d6.loss_mask: 0.4840, decode.d6.loss_dice: 0.6900, decode.d7.loss_cls: 0.2089, decode.d7.loss_mask: 0.4805, decode.d7.loss_dice: 0.6912, decode.d8.loss_cls: 0.2048, decode.d8.loss_mask: 0.4825, decode.d8.loss_dice: 0.6922, loss: 15.1432, grad_norm: 62.7070 2023-12-26 08:10:36,228 - mmseg - INFO - Iter [107750/160000] lr: 3.266e-05, eta: 7:17:33, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2116, decode.loss_mask: 0.4802, decode.loss_dice: 0.7223, decode.d0.loss_cls: 1.1882, decode.d0.loss_mask: 0.5189, decode.d0.loss_dice: 0.7968, decode.d1.loss_cls: 0.2893, decode.d1.loss_mask: 0.4988, decode.d1.loss_dice: 0.7629, decode.d2.loss_cls: 0.2503, decode.d2.loss_mask: 0.4872, decode.d2.loss_dice: 0.7398, decode.d3.loss_cls: 0.2395, decode.d3.loss_mask: 0.4826, decode.d3.loss_dice: 0.7277, decode.d4.loss_cls: 0.2294, decode.d4.loss_mask: 0.4817, decode.d4.loss_dice: 0.7268, decode.d5.loss_cls: 0.2214, decode.d5.loss_mask: 0.4818, decode.d5.loss_dice: 0.7214, decode.d6.loss_cls: 0.2176, decode.d6.loss_mask: 0.4817, decode.d6.loss_dice: 0.7191, decode.d7.loss_cls: 0.2168, decode.d7.loss_mask: 0.4808, decode.d7.loss_dice: 0.7214, decode.d8.loss_cls: 0.2171, decode.d8.loss_mask: 0.4807, decode.d8.loss_dice: 0.7199, loss: 15.5138, grad_norm: 57.7603 2023-12-26 08:11:00,629 - mmseg - INFO - Iter [107800/160000] lr: 3.263e-05, eta: 7:17:08, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2128, decode.loss_mask: 0.4677, decode.loss_dice: 0.7053, decode.d0.loss_cls: 1.2255, decode.d0.loss_mask: 0.5047, decode.d0.loss_dice: 0.7838, decode.d1.loss_cls: 0.2967, decode.d1.loss_mask: 0.4818, decode.d1.loss_dice: 0.7476, decode.d2.loss_cls: 0.2605, decode.d2.loss_mask: 0.4708, decode.d2.loss_dice: 0.7236, decode.d3.loss_cls: 0.2473, decode.d3.loss_mask: 0.4692, decode.d3.loss_dice: 0.7089, decode.d4.loss_cls: 0.2355, decode.d4.loss_mask: 0.4699, decode.d4.loss_dice: 0.7138, decode.d5.loss_cls: 0.2278, decode.d5.loss_mask: 0.4685, decode.d5.loss_dice: 0.7107, decode.d6.loss_cls: 0.2224, decode.d6.loss_mask: 0.4678, decode.d6.loss_dice: 0.7092, decode.d7.loss_cls: 0.2220, decode.d7.loss_mask: 0.4672, decode.d7.loss_dice: 0.7045, decode.d8.loss_cls: 0.2174, decode.d8.loss_mask: 0.4674, decode.d8.loss_dice: 0.7065, loss: 15.3167, grad_norm: 65.5780 2023-12-26 08:11:25,048 - mmseg - INFO - Iter [107850/160000] lr: 3.259e-05, eta: 7:16:42, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2160, decode.loss_mask: 0.4817, decode.loss_dice: 0.7226, decode.d0.loss_cls: 1.1882, decode.d0.loss_mask: 0.5216, decode.d0.loss_dice: 0.7967, decode.d1.loss_cls: 0.2880, decode.d1.loss_mask: 0.5018, decode.d1.loss_dice: 0.7633, decode.d2.loss_cls: 0.2456, decode.d2.loss_mask: 0.4930, decode.d2.loss_dice: 0.7452, decode.d3.loss_cls: 0.2413, decode.d3.loss_mask: 0.4879, decode.d3.loss_dice: 0.7281, decode.d4.loss_cls: 0.2317, decode.d4.loss_mask: 0.4853, decode.d4.loss_dice: 0.7287, decode.d5.loss_cls: 0.2261, decode.d5.loss_mask: 0.4844, decode.d5.loss_dice: 0.7264, decode.d6.loss_cls: 0.2295, decode.d6.loss_mask: 0.4836, decode.d6.loss_dice: 0.7250, decode.d7.loss_cls: 0.2231, decode.d7.loss_mask: 0.4834, decode.d7.loss_dice: 0.7252, decode.d8.loss_cls: 0.2205, decode.d8.loss_mask: 0.4822, decode.d8.loss_dice: 0.7232, loss: 15.5991, grad_norm: 61.0845 2023-12-26 08:11:49,314 - mmseg - INFO - Iter [107900/160000] lr: 3.256e-05, eta: 7:16:17, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2095, decode.loss_mask: 0.4705, decode.loss_dice: 0.7078, decode.d0.loss_cls: 1.2146, decode.d0.loss_mask: 0.5085, decode.d0.loss_dice: 0.7757, decode.d1.loss_cls: 0.2737, decode.d1.loss_mask: 0.4859, decode.d1.loss_dice: 0.7429, decode.d2.loss_cls: 0.2465, decode.d2.loss_mask: 0.4766, decode.d2.loss_dice: 0.7257, decode.d3.loss_cls: 0.2399, decode.d3.loss_mask: 0.4714, decode.d3.loss_dice: 0.7115, decode.d4.loss_cls: 0.2213, decode.d4.loss_mask: 0.4697, decode.d4.loss_dice: 0.7129, decode.d5.loss_cls: 0.2205, decode.d5.loss_mask: 0.4717, decode.d5.loss_dice: 0.7128, decode.d6.loss_cls: 0.2159, decode.d6.loss_mask: 0.4695, decode.d6.loss_dice: 0.7054, decode.d7.loss_cls: 0.2097, decode.d7.loss_mask: 0.4711, decode.d7.loss_dice: 0.7095, decode.d8.loss_cls: 0.2077, decode.d8.loss_mask: 0.4705, decode.d8.loss_dice: 0.7072, loss: 15.2360, grad_norm: 59.0625 2023-12-26 08:12:13,581 - mmseg - INFO - Iter [107950/160000] lr: 3.253e-05, eta: 7:15:51, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2118, decode.loss_mask: 0.4727, decode.loss_dice: 0.6995, decode.d0.loss_cls: 1.1845, decode.d0.loss_mask: 0.5163, decode.d0.loss_dice: 0.7730, decode.d1.loss_cls: 0.2923, decode.d1.loss_mask: 0.4891, decode.d1.loss_dice: 0.7355, decode.d2.loss_cls: 0.2519, decode.d2.loss_mask: 0.4806, decode.d2.loss_dice: 0.7169, decode.d3.loss_cls: 0.2366, decode.d3.loss_mask: 0.4753, decode.d3.loss_dice: 0.7067, decode.d4.loss_cls: 0.2298, decode.d4.loss_mask: 0.4731, decode.d4.loss_dice: 0.7094, decode.d5.loss_cls: 0.2201, decode.d5.loss_mask: 0.4741, decode.d5.loss_dice: 0.7062, decode.d6.loss_cls: 0.2185, decode.d6.loss_mask: 0.4741, decode.d6.loss_dice: 0.6965, decode.d7.loss_cls: 0.2190, decode.d7.loss_mask: 0.4734, decode.d7.loss_dice: 0.6995, decode.d8.loss_cls: 0.2096, decode.d8.loss_mask: 0.4727, decode.d8.loss_dice: 0.6982, loss: 15.2169, grad_norm: 59.2169 2023-12-26 08:12:37,774 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 08:12:37,774 - mmseg - INFO - Iter [108000/160000] lr: 3.250e-05, eta: 7:15:26, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2119, decode.loss_mask: 0.4747, decode.loss_dice: 0.7118, decode.d0.loss_cls: 1.1958, decode.d0.loss_mask: 0.5135, decode.d0.loss_dice: 0.7864, decode.d1.loss_cls: 0.2929, decode.d1.loss_mask: 0.4896, decode.d1.loss_dice: 0.7461, decode.d2.loss_cls: 0.2525, decode.d2.loss_mask: 0.4798, decode.d2.loss_dice: 0.7243, decode.d3.loss_cls: 0.2383, decode.d3.loss_mask: 0.4799, decode.d3.loss_dice: 0.7178, decode.d4.loss_cls: 0.2252, decode.d4.loss_mask: 0.4775, decode.d4.loss_dice: 0.7176, decode.d5.loss_cls: 0.2172, decode.d5.loss_mask: 0.4753, decode.d5.loss_dice: 0.7146, decode.d6.loss_cls: 0.2113, decode.d6.loss_mask: 0.4753, decode.d6.loss_dice: 0.7124, decode.d7.loss_cls: 0.2090, decode.d7.loss_mask: 0.4748, decode.d7.loss_dice: 0.7134, decode.d8.loss_cls: 0.2107, decode.d8.loss_mask: 0.4743, decode.d8.loss_dice: 0.7121, loss: 15.3358, grad_norm: 66.4857 2023-12-26 08:13:02,382 - mmseg - INFO - Iter [108050/160000] lr: 3.247e-05, eta: 7:15:00, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2099, decode.loss_mask: 0.4677, decode.loss_dice: 0.7057, decode.d0.loss_cls: 1.1968, decode.d0.loss_mask: 0.5115, decode.d0.loss_dice: 0.7827, decode.d1.loss_cls: 0.2902, decode.d1.loss_mask: 0.4831, decode.d1.loss_dice: 0.7440, decode.d2.loss_cls: 0.2526, decode.d2.loss_mask: 0.4753, decode.d2.loss_dice: 0.7227, decode.d3.loss_cls: 0.2375, decode.d3.loss_mask: 0.4729, decode.d3.loss_dice: 0.7131, decode.d4.loss_cls: 0.2292, decode.d4.loss_mask: 0.4716, decode.d4.loss_dice: 0.7105, decode.d5.loss_cls: 0.2262, decode.d5.loss_mask: 0.4688, decode.d5.loss_dice: 0.7079, decode.d6.loss_cls: 0.2198, decode.d6.loss_mask: 0.4674, decode.d6.loss_dice: 0.7025, decode.d7.loss_cls: 0.2168, decode.d7.loss_mask: 0.4675, decode.d7.loss_dice: 0.7068, decode.d8.loss_cls: 0.2125, decode.d8.loss_mask: 0.4675, decode.d8.loss_dice: 0.7066, loss: 15.2475, grad_norm: 56.6985 2023-12-26 08:13:26,881 - mmseg - INFO - Iter [108100/160000] lr: 3.244e-05, eta: 7:14:35, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2168, decode.loss_mask: 0.4628, decode.loss_dice: 0.7047, decode.d0.loss_cls: 1.2114, decode.d0.loss_mask: 0.5063, decode.d0.loss_dice: 0.7870, decode.d1.loss_cls: 0.3102, decode.d1.loss_mask: 0.4827, decode.d1.loss_dice: 0.7470, decode.d2.loss_cls: 0.2633, decode.d2.loss_mask: 0.4696, decode.d2.loss_dice: 0.7226, decode.d3.loss_cls: 0.2382, decode.d3.loss_mask: 0.4657, decode.d3.loss_dice: 0.7122, decode.d4.loss_cls: 0.2304, decode.d4.loss_mask: 0.4651, decode.d4.loss_dice: 0.7135, decode.d5.loss_cls: 0.2286, decode.d5.loss_mask: 0.4651, decode.d5.loss_dice: 0.7094, decode.d6.loss_cls: 0.2244, decode.d6.loss_mask: 0.4628, decode.d6.loss_dice: 0.7037, decode.d7.loss_cls: 0.2185, decode.d7.loss_mask: 0.4621, decode.d7.loss_dice: 0.7039, decode.d8.loss_cls: 0.2196, decode.d8.loss_mask: 0.4627, decode.d8.loss_dice: 0.7048, loss: 15.2752, grad_norm: 62.7686 2023-12-26 08:13:51,242 - mmseg - INFO - Iter [108150/160000] lr: 3.241e-05, eta: 7:14:09, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2263, decode.loss_mask: 0.4906, decode.loss_dice: 0.7310, decode.d0.loss_cls: 1.2085, decode.d0.loss_mask: 0.5220, decode.d0.loss_dice: 0.8006, decode.d1.loss_cls: 0.2993, decode.d1.loss_mask: 0.5043, decode.d1.loss_dice: 0.7632, decode.d2.loss_cls: 0.2621, decode.d2.loss_mask: 0.4938, decode.d2.loss_dice: 0.7439, decode.d3.loss_cls: 0.2504, decode.d3.loss_mask: 0.4914, decode.d3.loss_dice: 0.7340, decode.d4.loss_cls: 0.2353, decode.d4.loss_mask: 0.4909, decode.d4.loss_dice: 0.7353, decode.d5.loss_cls: 0.2326, decode.d5.loss_mask: 0.4926, decode.d5.loss_dice: 0.7367, decode.d6.loss_cls: 0.2305, decode.d6.loss_mask: 0.4892, decode.d6.loss_dice: 0.7321, decode.d7.loss_cls: 0.2282, decode.d7.loss_mask: 0.4904, decode.d7.loss_dice: 0.7304, decode.d8.loss_cls: 0.2294, decode.d8.loss_mask: 0.4907, decode.d8.loss_dice: 0.7283, loss: 15.7942, grad_norm: 64.6110 2023-12-26 08:14:15,562 - mmseg - INFO - Iter [108200/160000] lr: 3.238e-05, eta: 7:13:44, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2071, decode.loss_mask: 0.4733, decode.loss_dice: 0.6975, decode.d0.loss_cls: 1.1930, decode.d0.loss_mask: 0.5159, decode.d0.loss_dice: 0.7720, decode.d1.loss_cls: 0.2841, decode.d1.loss_mask: 0.4889, decode.d1.loss_dice: 0.7306, decode.d2.loss_cls: 0.2487, decode.d2.loss_mask: 0.4784, decode.d2.loss_dice: 0.7131, decode.d3.loss_cls: 0.2257, decode.d3.loss_mask: 0.4775, decode.d3.loss_dice: 0.7029, decode.d4.loss_cls: 0.2213, decode.d4.loss_mask: 0.4780, decode.d4.loss_dice: 0.7024, decode.d5.loss_cls: 0.2182, decode.d5.loss_mask: 0.4751, decode.d5.loss_dice: 0.7013, decode.d6.loss_cls: 0.2153, decode.d6.loss_mask: 0.4724, decode.d6.loss_dice: 0.6954, decode.d7.loss_cls: 0.2091, decode.d7.loss_mask: 0.4738, decode.d7.loss_dice: 0.6973, decode.d8.loss_cls: 0.2043, decode.d8.loss_mask: 0.4742, decode.d8.loss_dice: 0.6976, loss: 15.1446, grad_norm: 64.0760 2023-12-26 08:14:40,136 - mmseg - INFO - Iter [108250/160000] lr: 3.234e-05, eta: 7:13:18, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2199, decode.loss_mask: 0.4677, decode.loss_dice: 0.6966, decode.d0.loss_cls: 1.2032, decode.d0.loss_mask: 0.5035, decode.d0.loss_dice: 0.7769, decode.d1.loss_cls: 0.2885, decode.d1.loss_mask: 0.4829, decode.d1.loss_dice: 0.7433, decode.d2.loss_cls: 0.2646, decode.d2.loss_mask: 0.4734, decode.d2.loss_dice: 0.7172, decode.d3.loss_cls: 0.2450, decode.d3.loss_mask: 0.4679, decode.d3.loss_dice: 0.7038, decode.d4.loss_cls: 0.2357, decode.d4.loss_mask: 0.4689, decode.d4.loss_dice: 0.7025, decode.d5.loss_cls: 0.2316, decode.d5.loss_mask: 0.4685, decode.d5.loss_dice: 0.7021, decode.d6.loss_cls: 0.2258, decode.d6.loss_mask: 0.4669, decode.d6.loss_dice: 0.6987, decode.d7.loss_cls: 0.2216, decode.d7.loss_mask: 0.4679, decode.d7.loss_dice: 0.6986, decode.d8.loss_cls: 0.2186, decode.d8.loss_mask: 0.4664, decode.d8.loss_dice: 0.6998, loss: 15.2279, grad_norm: 61.1266 2023-12-26 08:15:04,494 - mmseg - INFO - Iter [108300/160000] lr: 3.231e-05, eta: 7:12:53, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2000, decode.loss_mask: 0.4680, decode.loss_dice: 0.6844, decode.d0.loss_cls: 1.1845, decode.d0.loss_mask: 0.5094, decode.d0.loss_dice: 0.7646, decode.d1.loss_cls: 0.2768, decode.d1.loss_mask: 0.4839, decode.d1.loss_dice: 0.7210, decode.d2.loss_cls: 0.2335, decode.d2.loss_mask: 0.4757, decode.d2.loss_dice: 0.7065, decode.d3.loss_cls: 0.2231, decode.d3.loss_mask: 0.4724, decode.d3.loss_dice: 0.6945, decode.d4.loss_cls: 0.2144, decode.d4.loss_mask: 0.4706, decode.d4.loss_dice: 0.6907, decode.d5.loss_cls: 0.2052, decode.d5.loss_mask: 0.4668, decode.d5.loss_dice: 0.6906, decode.d6.loss_cls: 0.2047, decode.d6.loss_mask: 0.4682, decode.d6.loss_dice: 0.6873, decode.d7.loss_cls: 0.2029, decode.d7.loss_mask: 0.4662, decode.d7.loss_dice: 0.6885, decode.d8.loss_cls: 0.2022, decode.d8.loss_mask: 0.4661, decode.d8.loss_dice: 0.6859, loss: 14.9085, grad_norm: 57.9806 2023-12-26 08:15:29,099 - mmseg - INFO - Iter [108350/160000] lr: 3.228e-05, eta: 7:12:27, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2199, decode.loss_mask: 0.4747, decode.loss_dice: 0.7094, decode.d0.loss_cls: 1.2338, decode.d0.loss_mask: 0.5109, decode.d0.loss_dice: 0.7832, decode.d1.loss_cls: 0.3026, decode.d1.loss_mask: 0.4909, decode.d1.loss_dice: 0.7499, decode.d2.loss_cls: 0.2641, decode.d2.loss_mask: 0.4807, decode.d2.loss_dice: 0.7309, decode.d3.loss_cls: 0.2493, decode.d3.loss_mask: 0.4764, decode.d3.loss_dice: 0.7171, decode.d4.loss_cls: 0.2384, decode.d4.loss_mask: 0.4760, decode.d4.loss_dice: 0.7151, decode.d5.loss_cls: 0.2258, decode.d5.loss_mask: 0.4764, decode.d5.loss_dice: 0.7151, decode.d6.loss_cls: 0.2293, decode.d6.loss_mask: 0.4750, decode.d6.loss_dice: 0.7063, decode.d7.loss_cls: 0.2279, decode.d7.loss_mask: 0.4747, decode.d7.loss_dice: 0.7082, decode.d8.loss_cls: 0.2221, decode.d8.loss_mask: 0.4751, decode.d8.loss_dice: 0.7097, loss: 15.4691, grad_norm: 63.9620 2023-12-26 08:15:53,559 - mmseg - INFO - Iter [108400/160000] lr: 3.225e-05, eta: 7:12:02, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2141, decode.loss_mask: 0.4701, decode.loss_dice: 0.7156, decode.d0.loss_cls: 1.2105, decode.d0.loss_mask: 0.5073, decode.d0.loss_dice: 0.7887, decode.d1.loss_cls: 0.2899, decode.d1.loss_mask: 0.4885, decode.d1.loss_dice: 0.7567, decode.d2.loss_cls: 0.2575, decode.d2.loss_mask: 0.4780, decode.d2.loss_dice: 0.7425, decode.d3.loss_cls: 0.2354, decode.d3.loss_mask: 0.4737, decode.d3.loss_dice: 0.7235, decode.d4.loss_cls: 0.2259, decode.d4.loss_mask: 0.4720, decode.d4.loss_dice: 0.7200, decode.d5.loss_cls: 0.2211, decode.d5.loss_mask: 0.4709, decode.d5.loss_dice: 0.7201, decode.d6.loss_cls: 0.2252, decode.d6.loss_mask: 0.4693, decode.d6.loss_dice: 0.7160, decode.d7.loss_cls: 0.2175, decode.d7.loss_mask: 0.4689, decode.d7.loss_dice: 0.7159, decode.d8.loss_cls: 0.2156, decode.d8.loss_mask: 0.4701, decode.d8.loss_dice: 0.7198, loss: 15.4000, grad_norm: 63.3428 2023-12-26 08:16:17,805 - mmseg - INFO - Iter [108450/160000] lr: 3.222e-05, eta: 7:11:36, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2305, decode.loss_mask: 0.4613, decode.loss_dice: 0.7176, decode.d0.loss_cls: 1.2364, decode.d0.loss_mask: 0.5018, decode.d0.loss_dice: 0.7968, decode.d1.loss_cls: 0.3123, decode.d1.loss_mask: 0.4756, decode.d1.loss_dice: 0.7598, decode.d2.loss_cls: 0.2758, decode.d2.loss_mask: 0.4677, decode.d2.loss_dice: 0.7370, decode.d3.loss_cls: 0.2594, decode.d3.loss_mask: 0.4645, decode.d3.loss_dice: 0.7258, decode.d4.loss_cls: 0.2416, decode.d4.loss_mask: 0.4638, decode.d4.loss_dice: 0.7269, decode.d5.loss_cls: 0.2399, decode.d5.loss_mask: 0.4629, decode.d5.loss_dice: 0.7234, decode.d6.loss_cls: 0.2384, decode.d6.loss_mask: 0.4614, decode.d6.loss_dice: 0.7195, decode.d7.loss_cls: 0.2351, decode.d7.loss_mask: 0.4602, decode.d7.loss_dice: 0.7189, decode.d8.loss_cls: 0.2292, decode.d8.loss_mask: 0.4601, decode.d8.loss_dice: 0.7198, loss: 15.5234, grad_norm: 54.5772 2023-12-26 08:16:42,101 - mmseg - INFO - Iter [108500/160000] lr: 3.219e-05, eta: 7:11:11, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2275, decode.loss_mask: 0.4677, decode.loss_dice: 0.7031, decode.d0.loss_cls: 1.2315, decode.d0.loss_mask: 0.5071, decode.d0.loss_dice: 0.7884, decode.d1.loss_cls: 0.3163, decode.d1.loss_mask: 0.4813, decode.d1.loss_dice: 0.7557, decode.d2.loss_cls: 0.2733, decode.d2.loss_mask: 0.4744, decode.d2.loss_dice: 0.7306, decode.d3.loss_cls: 0.2628, decode.d3.loss_mask: 0.4706, decode.d3.loss_dice: 0.7147, decode.d4.loss_cls: 0.2475, decode.d4.loss_mask: 0.4698, decode.d4.loss_dice: 0.7103, decode.d5.loss_cls: 0.2400, decode.d5.loss_mask: 0.4692, decode.d5.loss_dice: 0.7097, decode.d6.loss_cls: 0.2374, decode.d6.loss_mask: 0.4679, decode.d6.loss_dice: 0.7043, decode.d7.loss_cls: 0.2337, decode.d7.loss_mask: 0.4665, decode.d7.loss_dice: 0.7076, decode.d8.loss_cls: 0.2300, decode.d8.loss_mask: 0.4674, decode.d8.loss_dice: 0.7105, loss: 15.4768, grad_norm: 60.6891 2023-12-26 08:17:08,707 - mmseg - INFO - Iter [108550/160000] lr: 3.216e-05, eta: 7:10:46, time: 0.532, data_time: 0.056, memory: 40245, decode.loss_cls: 0.2215, decode.loss_mask: 0.4883, decode.loss_dice: 0.7277, decode.d0.loss_cls: 1.1898, decode.d0.loss_mask: 0.5361, decode.d0.loss_dice: 0.8203, decode.d1.loss_cls: 0.2949, decode.d1.loss_mask: 0.5071, decode.d1.loss_dice: 0.7737, decode.d2.loss_cls: 0.2614, decode.d2.loss_mask: 0.4966, decode.d2.loss_dice: 0.7523, decode.d3.loss_cls: 0.2479, decode.d3.loss_mask: 0.4919, decode.d3.loss_dice: 0.7351, decode.d4.loss_cls: 0.2395, decode.d4.loss_mask: 0.4896, decode.d4.loss_dice: 0.7338, decode.d5.loss_cls: 0.2321, decode.d5.loss_mask: 0.4892, decode.d5.loss_dice: 0.7342, decode.d6.loss_cls: 0.2256, decode.d6.loss_mask: 0.4890, decode.d6.loss_dice: 0.7295, decode.d7.loss_cls: 0.2233, decode.d7.loss_mask: 0.4886, decode.d7.loss_dice: 0.7285, decode.d8.loss_cls: 0.2230, decode.d8.loss_mask: 0.4873, decode.d8.loss_dice: 0.7285, loss: 15.7863, grad_norm: 67.1068 2023-12-26 08:17:33,073 - mmseg - INFO - Iter [108600/160000] lr: 3.213e-05, eta: 7:10:21, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2076, decode.loss_mask: 0.4789, decode.loss_dice: 0.6880, decode.d0.loss_cls: 1.1870, decode.d0.loss_mask: 0.5161, decode.d0.loss_dice: 0.7708, decode.d1.loss_cls: 0.2879, decode.d1.loss_mask: 0.4928, decode.d1.loss_dice: 0.7266, decode.d2.loss_cls: 0.2464, decode.d2.loss_mask: 0.4847, decode.d2.loss_dice: 0.7088, decode.d3.loss_cls: 0.2328, decode.d3.loss_mask: 0.4851, decode.d3.loss_dice: 0.6948, decode.d4.loss_cls: 0.2274, decode.d4.loss_mask: 0.4818, decode.d4.loss_dice: 0.6904, decode.d5.loss_cls: 0.2144, decode.d5.loss_mask: 0.4798, decode.d5.loss_dice: 0.6920, decode.d6.loss_cls: 0.2128, decode.d6.loss_mask: 0.4803, decode.d6.loss_dice: 0.6908, decode.d7.loss_cls: 0.2055, decode.d7.loss_mask: 0.4811, decode.d7.loss_dice: 0.6926, decode.d8.loss_cls: 0.2041, decode.d8.loss_mask: 0.4789, decode.d8.loss_dice: 0.6906, loss: 15.1309, grad_norm: 63.0279 2023-12-26 08:17:57,802 - mmseg - INFO - Iter [108650/160000] lr: 3.209e-05, eta: 7:09:56, time: 0.495, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2133, decode.loss_mask: 0.4663, decode.loss_dice: 0.6998, decode.d0.loss_cls: 1.2108, decode.d0.loss_mask: 0.5119, decode.d0.loss_dice: 0.7805, decode.d1.loss_cls: 0.2898, decode.d1.loss_mask: 0.4887, decode.d1.loss_dice: 0.7429, decode.d2.loss_cls: 0.2605, decode.d2.loss_mask: 0.4776, decode.d2.loss_dice: 0.7252, decode.d3.loss_cls: 0.2446, decode.d3.loss_mask: 0.4724, decode.d3.loss_dice: 0.7084, decode.d4.loss_cls: 0.2286, decode.d4.loss_mask: 0.4717, decode.d4.loss_dice: 0.7104, decode.d5.loss_cls: 0.2264, decode.d5.loss_mask: 0.4704, decode.d5.loss_dice: 0.7088, decode.d6.loss_cls: 0.2215, decode.d6.loss_mask: 0.4685, decode.d6.loss_dice: 0.7019, decode.d7.loss_cls: 0.2185, decode.d7.loss_mask: 0.4681, decode.d7.loss_dice: 0.7009, decode.d8.loss_cls: 0.2133, decode.d8.loss_mask: 0.4685, decode.d8.loss_dice: 0.7026, loss: 15.2727, grad_norm: 57.8007 2023-12-26 08:18:22,107 - mmseg - INFO - Iter [108700/160000] lr: 3.206e-05, eta: 7:09:30, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2028, decode.loss_mask: 0.4510, decode.loss_dice: 0.6888, decode.d0.loss_cls: 1.1809, decode.d0.loss_mask: 0.4914, decode.d0.loss_dice: 0.7820, decode.d1.loss_cls: 0.2683, decode.d1.loss_mask: 0.4661, decode.d1.loss_dice: 0.7360, decode.d2.loss_cls: 0.2370, decode.d2.loss_mask: 0.4559, decode.d2.loss_dice: 0.7163, decode.d3.loss_cls: 0.2237, decode.d3.loss_mask: 0.4532, decode.d3.loss_dice: 0.6968, decode.d4.loss_cls: 0.2184, decode.d4.loss_mask: 0.4533, decode.d4.loss_dice: 0.6960, decode.d5.loss_cls: 0.2074, decode.d5.loss_mask: 0.4536, decode.d5.loss_dice: 0.6999, decode.d6.loss_cls: 0.2101, decode.d6.loss_mask: 0.4510, decode.d6.loss_dice: 0.6941, decode.d7.loss_cls: 0.2056, decode.d7.loss_mask: 0.4518, decode.d7.loss_dice: 0.6946, decode.d8.loss_cls: 0.2042, decode.d8.loss_mask: 0.4523, decode.d8.loss_dice: 0.6944, loss: 14.8371, grad_norm: 59.5608 2023-12-26 08:18:46,652 - mmseg - INFO - Iter [108750/160000] lr: 3.203e-05, eta: 7:09:05, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2059, decode.loss_mask: 0.4700, decode.loss_dice: 0.6943, decode.d0.loss_cls: 1.2120, decode.d0.loss_mask: 0.5051, decode.d0.loss_dice: 0.7641, decode.d1.loss_cls: 0.2875, decode.d1.loss_mask: 0.4856, decode.d1.loss_dice: 0.7234, decode.d2.loss_cls: 0.2561, decode.d2.loss_mask: 0.4736, decode.d2.loss_dice: 0.7025, decode.d3.loss_cls: 0.2362, decode.d3.loss_mask: 0.4703, decode.d3.loss_dice: 0.6949, decode.d4.loss_cls: 0.2293, decode.d4.loss_mask: 0.4696, decode.d4.loss_dice: 0.6939, decode.d5.loss_cls: 0.2176, decode.d5.loss_mask: 0.4711, decode.d5.loss_dice: 0.6944, decode.d6.loss_cls: 0.2165, decode.d6.loss_mask: 0.4703, decode.d6.loss_dice: 0.6914, decode.d7.loss_cls: 0.2146, decode.d7.loss_mask: 0.4687, decode.d7.loss_dice: 0.6925, decode.d8.loss_cls: 0.2088, decode.d8.loss_mask: 0.4697, decode.d8.loss_dice: 0.6924, loss: 15.0824, grad_norm: 54.6468 2023-12-26 08:19:11,193 - mmseg - INFO - Iter [108800/160000] lr: 3.200e-05, eta: 7:08:39, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2167, decode.loss_mask: 0.4494, decode.loss_dice: 0.6927, decode.d0.loss_cls: 1.2235, decode.d0.loss_mask: 0.4927, decode.d0.loss_dice: 0.7674, decode.d1.loss_cls: 0.2967, decode.d1.loss_mask: 0.4703, decode.d1.loss_dice: 0.7297, decode.d2.loss_cls: 0.2624, decode.d2.loss_mask: 0.4579, decode.d2.loss_dice: 0.7078, decode.d3.loss_cls: 0.2428, decode.d3.loss_mask: 0.4558, decode.d3.loss_dice: 0.7035, decode.d4.loss_cls: 0.2321, decode.d4.loss_mask: 0.4545, decode.d4.loss_dice: 0.6989, decode.d5.loss_cls: 0.2250, decode.d5.loss_mask: 0.4536, decode.d5.loss_dice: 0.7002, decode.d6.loss_cls: 0.2228, decode.d6.loss_mask: 0.4512, decode.d6.loss_dice: 0.6948, decode.d7.loss_cls: 0.2193, decode.d7.loss_mask: 0.4503, decode.d7.loss_dice: 0.7014, decode.d8.loss_cls: 0.2227, decode.d8.loss_mask: 0.4518, decode.d8.loss_dice: 0.6935, loss: 15.0415, grad_norm: 54.4520 2023-12-26 08:19:35,734 - mmseg - INFO - Iter [108850/160000] lr: 3.197e-05, eta: 7:08:14, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2177, decode.loss_mask: 0.4801, decode.loss_dice: 0.7264, decode.d0.loss_cls: 1.2032, decode.d0.loss_mask: 0.5176, decode.d0.loss_dice: 0.8030, decode.d1.loss_cls: 0.2885, decode.d1.loss_mask: 0.4972, decode.d1.loss_dice: 0.7653, decode.d2.loss_cls: 0.2529, decode.d2.loss_mask: 0.4882, decode.d2.loss_dice: 0.7445, decode.d3.loss_cls: 0.2438, decode.d3.loss_mask: 0.4837, decode.d3.loss_dice: 0.7359, decode.d4.loss_cls: 0.2331, decode.d4.loss_mask: 0.4845, decode.d4.loss_dice: 0.7358, decode.d5.loss_cls: 0.2300, decode.d5.loss_mask: 0.4836, decode.d5.loss_dice: 0.7286, decode.d6.loss_cls: 0.2272, decode.d6.loss_mask: 0.4795, decode.d6.loss_dice: 0.7236, decode.d7.loss_cls: 0.2238, decode.d7.loss_mask: 0.4799, decode.d7.loss_dice: 0.7266, decode.d8.loss_cls: 0.2204, decode.d8.loss_mask: 0.4809, decode.d8.loss_dice: 0.7281, loss: 15.6338, grad_norm: 67.7866 2023-12-26 08:20:00,243 - mmseg - INFO - Iter [108900/160000] lr: 3.194e-05, eta: 7:07:48, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2122, decode.loss_mask: 0.4612, decode.loss_dice: 0.7063, decode.d0.loss_cls: 1.2120, decode.d0.loss_mask: 0.4999, decode.d0.loss_dice: 0.7765, decode.d1.loss_cls: 0.2884, decode.d1.loss_mask: 0.4771, decode.d1.loss_dice: 0.7421, decode.d2.loss_cls: 0.2536, decode.d2.loss_mask: 0.4662, decode.d2.loss_dice: 0.7223, decode.d3.loss_cls: 0.2399, decode.d3.loss_mask: 0.4629, decode.d3.loss_dice: 0.7111, decode.d4.loss_cls: 0.2258, decode.d4.loss_mask: 0.4616, decode.d4.loss_dice: 0.7073, decode.d5.loss_cls: 0.2167, decode.d5.loss_mask: 0.4617, decode.d5.loss_dice: 0.7103, decode.d6.loss_cls: 0.2206, decode.d6.loss_mask: 0.4599, decode.d6.loss_dice: 0.7047, decode.d7.loss_cls: 0.2170, decode.d7.loss_mask: 0.4610, decode.d7.loss_dice: 0.7061, decode.d8.loss_cls: 0.2173, decode.d8.loss_mask: 0.4614, decode.d8.loss_dice: 0.7041, loss: 15.1674, grad_norm: 62.7441 2023-12-26 08:20:24,979 - mmseg - INFO - Iter [108950/160000] lr: 3.191e-05, eta: 7:07:23, time: 0.495, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2131, decode.loss_mask: 0.4834, decode.loss_dice: 0.7180, decode.d0.loss_cls: 1.2142, decode.d0.loss_mask: 0.5260, decode.d0.loss_dice: 0.7888, decode.d1.loss_cls: 0.2861, decode.d1.loss_mask: 0.5058, decode.d1.loss_dice: 0.7609, decode.d2.loss_cls: 0.2497, decode.d2.loss_mask: 0.4936, decode.d2.loss_dice: 0.7376, decode.d3.loss_cls: 0.2338, decode.d3.loss_mask: 0.4879, decode.d3.loss_dice: 0.7279, decode.d4.loss_cls: 0.2244, decode.d4.loss_mask: 0.4872, decode.d4.loss_dice: 0.7257, decode.d5.loss_cls: 0.2222, decode.d5.loss_mask: 0.4865, decode.d5.loss_dice: 0.7221, decode.d6.loss_cls: 0.2193, decode.d6.loss_mask: 0.4853, decode.d6.loss_dice: 0.7189, decode.d7.loss_cls: 0.2136, decode.d7.loss_mask: 0.4840, decode.d7.loss_dice: 0.7222, decode.d8.loss_cls: 0.2107, decode.d8.loss_mask: 0.4845, decode.d8.loss_dice: 0.7199, loss: 15.5533, grad_norm: 61.1675 2023-12-26 08:20:49,317 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 08:20:49,317 - mmseg - INFO - Iter [109000/160000] lr: 3.188e-05, eta: 7:06:57, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2113, decode.loss_mask: 0.4503, decode.loss_dice: 0.6967, decode.d0.loss_cls: 1.2085, decode.d0.loss_mask: 0.4825, decode.d0.loss_dice: 0.7651, decode.d1.loss_cls: 0.2879, decode.d1.loss_mask: 0.4632, decode.d1.loss_dice: 0.7298, decode.d2.loss_cls: 0.2490, decode.d2.loss_mask: 0.4573, decode.d2.loss_dice: 0.7137, decode.d3.loss_cls: 0.2390, decode.d3.loss_mask: 0.4539, decode.d3.loss_dice: 0.6997, decode.d4.loss_cls: 0.2284, decode.d4.loss_mask: 0.4529, decode.d4.loss_dice: 0.7009, decode.d5.loss_cls: 0.2219, decode.d5.loss_mask: 0.4542, decode.d5.loss_dice: 0.7016, decode.d6.loss_cls: 0.2224, decode.d6.loss_mask: 0.4511, decode.d6.loss_dice: 0.6967, decode.d7.loss_cls: 0.2199, decode.d7.loss_mask: 0.4503, decode.d7.loss_dice: 0.6963, decode.d8.loss_cls: 0.2167, decode.d8.loss_mask: 0.4505, decode.d8.loss_dice: 0.6980, loss: 14.9697, grad_norm: 59.7461 2023-12-26 08:21:13,723 - mmseg - INFO - Iter [109050/160000] lr: 3.184e-05, eta: 7:06:32, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2118, decode.loss_mask: 0.4732, decode.loss_dice: 0.7221, decode.d0.loss_cls: 1.2206, decode.d0.loss_mask: 0.5165, decode.d0.loss_dice: 0.8009, decode.d1.loss_cls: 0.2842, decode.d1.loss_mask: 0.4931, decode.d1.loss_dice: 0.7657, decode.d2.loss_cls: 0.2543, decode.d2.loss_mask: 0.4782, decode.d2.loss_dice: 0.7393, decode.d3.loss_cls: 0.2379, decode.d3.loss_mask: 0.4749, decode.d3.loss_dice: 0.7296, decode.d4.loss_cls: 0.2313, decode.d4.loss_mask: 0.4732, decode.d4.loss_dice: 0.7284, decode.d5.loss_cls: 0.2221, decode.d5.loss_mask: 0.4743, decode.d5.loss_dice: 0.7283, decode.d6.loss_cls: 0.2165, decode.d6.loss_mask: 0.4726, decode.d6.loss_dice: 0.7255, decode.d7.loss_cls: 0.2128, decode.d7.loss_mask: 0.4740, decode.d7.loss_dice: 0.7213, decode.d8.loss_cls: 0.2067, decode.d8.loss_mask: 0.4744, decode.d8.loss_dice: 0.7242, loss: 15.4878, grad_norm: 63.8034 2023-12-26 08:21:38,173 - mmseg - INFO - Iter [109100/160000] lr: 3.181e-05, eta: 7:06:07, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2145, decode.loss_mask: 0.4785, decode.loss_dice: 0.6973, decode.d0.loss_cls: 1.1880, decode.d0.loss_mask: 0.5156, decode.d0.loss_dice: 0.7655, decode.d1.loss_cls: 0.2772, decode.d1.loss_mask: 0.4961, decode.d1.loss_dice: 0.7372, decode.d2.loss_cls: 0.2429, decode.d2.loss_mask: 0.4890, decode.d2.loss_dice: 0.7195, decode.d3.loss_cls: 0.2356, decode.d3.loss_mask: 0.4821, decode.d3.loss_dice: 0.7087, decode.d4.loss_cls: 0.2209, decode.d4.loss_mask: 0.4822, decode.d4.loss_dice: 0.7052, decode.d5.loss_cls: 0.2138, decode.d5.loss_mask: 0.4819, decode.d5.loss_dice: 0.7046, decode.d6.loss_cls: 0.2151, decode.d6.loss_mask: 0.4807, decode.d6.loss_dice: 0.6983, decode.d7.loss_cls: 0.2101, decode.d7.loss_mask: 0.4812, decode.d7.loss_dice: 0.6967, decode.d8.loss_cls: 0.2090, decode.d8.loss_mask: 0.4805, decode.d8.loss_dice: 0.7019, loss: 15.2301, grad_norm: 58.9088 2023-12-26 08:22:02,473 - mmseg - INFO - Iter [109150/160000] lr: 3.178e-05, eta: 7:05:41, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2087, decode.loss_mask: 0.4857, decode.loss_dice: 0.7069, decode.d0.loss_cls: 1.1938, decode.d0.loss_mask: 0.5265, decode.d0.loss_dice: 0.7767, decode.d1.loss_cls: 0.2795, decode.d1.loss_mask: 0.5013, decode.d1.loss_dice: 0.7413, decode.d2.loss_cls: 0.2509, decode.d2.loss_mask: 0.4944, decode.d2.loss_dice: 0.7194, decode.d3.loss_cls: 0.2323, decode.d3.loss_mask: 0.4889, decode.d3.loss_dice: 0.7113, decode.d4.loss_cls: 0.2248, decode.d4.loss_mask: 0.4887, decode.d4.loss_dice: 0.7109, decode.d5.loss_cls: 0.2142, decode.d5.loss_mask: 0.4876, decode.d5.loss_dice: 0.7109, decode.d6.loss_cls: 0.2194, decode.d6.loss_mask: 0.4861, decode.d6.loss_dice: 0.7064, decode.d7.loss_cls: 0.2172, decode.d7.loss_mask: 0.4855, decode.d7.loss_dice: 0.7068, decode.d8.loss_cls: 0.2128, decode.d8.loss_mask: 0.4850, decode.d8.loss_dice: 0.7045, loss: 15.3784, grad_norm: 66.3119 2023-12-26 08:22:26,880 - mmseg - INFO - Iter [109200/160000] lr: 3.175e-05, eta: 7:05:16, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2165, decode.loss_mask: 0.4526, decode.loss_dice: 0.7120, decode.d0.loss_cls: 1.2070, decode.d0.loss_mask: 0.4889, decode.d0.loss_dice: 0.7974, decode.d1.loss_cls: 0.3014, decode.d1.loss_mask: 0.4669, decode.d1.loss_dice: 0.7476, decode.d2.loss_cls: 0.2601, decode.d2.loss_mask: 0.4590, decode.d2.loss_dice: 0.7289, decode.d3.loss_cls: 0.2450, decode.d3.loss_mask: 0.4559, decode.d3.loss_dice: 0.7205, decode.d4.loss_cls: 0.2346, decode.d4.loss_mask: 0.4544, decode.d4.loss_dice: 0.7172, decode.d5.loss_cls: 0.2311, decode.d5.loss_mask: 0.4537, decode.d5.loss_dice: 0.7152, decode.d6.loss_cls: 0.2227, decode.d6.loss_mask: 0.4527, decode.d6.loss_dice: 0.7139, decode.d7.loss_cls: 0.2204, decode.d7.loss_mask: 0.4512, decode.d7.loss_dice: 0.7122, decode.d8.loss_cls: 0.2144, decode.d8.loss_mask: 0.4528, decode.d8.loss_dice: 0.7162, loss: 15.2224, grad_norm: 58.3920 2023-12-26 08:22:51,397 - mmseg - INFO - Iter [109250/160000] lr: 3.172e-05, eta: 7:04:50, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2124, decode.loss_mask: 0.4490, decode.loss_dice: 0.6886, decode.d0.loss_cls: 1.2152, decode.d0.loss_mask: 0.4861, decode.d0.loss_dice: 0.7647, decode.d1.loss_cls: 0.2861, decode.d1.loss_mask: 0.4642, decode.d1.loss_dice: 0.7284, decode.d2.loss_cls: 0.2485, decode.d2.loss_mask: 0.4544, decode.d2.loss_dice: 0.7030, decode.d3.loss_cls: 0.2364, decode.d3.loss_mask: 0.4550, decode.d3.loss_dice: 0.6967, decode.d4.loss_cls: 0.2281, decode.d4.loss_mask: 0.4523, decode.d4.loss_dice: 0.6947, decode.d5.loss_cls: 0.2225, decode.d5.loss_mask: 0.4510, decode.d5.loss_dice: 0.6925, decode.d6.loss_cls: 0.2223, decode.d6.loss_mask: 0.4486, decode.d6.loss_dice: 0.6856, decode.d7.loss_cls: 0.2130, decode.d7.loss_mask: 0.4483, decode.d7.loss_dice: 0.6857, decode.d8.loss_cls: 0.2142, decode.d8.loss_mask: 0.4497, decode.d8.loss_dice: 0.6895, loss: 14.8866, grad_norm: 57.4848 2023-12-26 08:23:15,848 - mmseg - INFO - Iter [109300/160000] lr: 3.169e-05, eta: 7:04:25, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2121, decode.loss_mask: 0.4563, decode.loss_dice: 0.7036, decode.d0.loss_cls: 1.2201, decode.d0.loss_mask: 0.4910, decode.d0.loss_dice: 0.7825, decode.d1.loss_cls: 0.2889, decode.d1.loss_mask: 0.4721, decode.d1.loss_dice: 0.7443, decode.d2.loss_cls: 0.2493, decode.d2.loss_mask: 0.4626, decode.d2.loss_dice: 0.7228, decode.d3.loss_cls: 0.2368, decode.d3.loss_mask: 0.4569, decode.d3.loss_dice: 0.7110, decode.d4.loss_cls: 0.2307, decode.d4.loss_mask: 0.4548, decode.d4.loss_dice: 0.7073, decode.d5.loss_cls: 0.2219, decode.d5.loss_mask: 0.4542, decode.d5.loss_dice: 0.7079, decode.d6.loss_cls: 0.2181, decode.d6.loss_mask: 0.4553, decode.d6.loss_dice: 0.7026, decode.d7.loss_cls: 0.2191, decode.d7.loss_mask: 0.4532, decode.d7.loss_dice: 0.7021, decode.d8.loss_cls: 0.2135, decode.d8.loss_mask: 0.4537, decode.d8.loss_dice: 0.7042, loss: 15.1092, grad_norm: 63.6664 2023-12-26 08:23:40,504 - mmseg - INFO - Iter [109350/160000] lr: 3.166e-05, eta: 7:03:59, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2108, decode.loss_mask: 0.4698, decode.loss_dice: 0.7165, decode.d0.loss_cls: 1.1892, decode.d0.loss_mask: 0.5156, decode.d0.loss_dice: 0.8073, decode.d1.loss_cls: 0.2820, decode.d1.loss_mask: 0.4885, decode.d1.loss_dice: 0.7553, decode.d2.loss_cls: 0.2518, decode.d2.loss_mask: 0.4783, decode.d2.loss_dice: 0.7335, decode.d3.loss_cls: 0.2361, decode.d3.loss_mask: 0.4759, decode.d3.loss_dice: 0.7235, decode.d4.loss_cls: 0.2289, decode.d4.loss_mask: 0.4762, decode.d4.loss_dice: 0.7222, decode.d5.loss_cls: 0.2239, decode.d5.loss_mask: 0.4733, decode.d5.loss_dice: 0.7182, decode.d6.loss_cls: 0.2198, decode.d6.loss_mask: 0.4717, decode.d6.loss_dice: 0.7136, decode.d7.loss_cls: 0.2168, decode.d7.loss_mask: 0.4693, decode.d7.loss_dice: 0.7124, decode.d8.loss_cls: 0.2120, decode.d8.loss_mask: 0.4707, decode.d8.loss_dice: 0.7160, loss: 15.3794, grad_norm: 62.0958 2023-12-26 08:24:04,948 - mmseg - INFO - Iter [109400/160000] lr: 3.163e-05, eta: 7:03:34, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2013, decode.loss_mask: 0.4734, decode.loss_dice: 0.7179, decode.d0.loss_cls: 1.1972, decode.d0.loss_mask: 0.5174, decode.d0.loss_dice: 0.8023, decode.d1.loss_cls: 0.2834, decode.d1.loss_mask: 0.4937, decode.d1.loss_dice: 0.7672, decode.d2.loss_cls: 0.2512, decode.d2.loss_mask: 0.4838, decode.d2.loss_dice: 0.7335, decode.d3.loss_cls: 0.2351, decode.d3.loss_mask: 0.4818, decode.d3.loss_dice: 0.7223, decode.d4.loss_cls: 0.2209, decode.d4.loss_mask: 0.4795, decode.d4.loss_dice: 0.7246, decode.d5.loss_cls: 0.2166, decode.d5.loss_mask: 0.4784, decode.d5.loss_dice: 0.7222, decode.d6.loss_cls: 0.2118, decode.d6.loss_mask: 0.4769, decode.d6.loss_dice: 0.7193, decode.d7.loss_cls: 0.2084, decode.d7.loss_mask: 0.4751, decode.d7.loss_dice: 0.7208, decode.d8.loss_cls: 0.2040, decode.d8.loss_mask: 0.4759, decode.d8.loss_dice: 0.7195, loss: 15.4154, grad_norm: 66.0831 2023-12-26 08:24:29,259 - mmseg - INFO - Iter [109450/160000] lr: 3.159e-05, eta: 7:03:08, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2182, decode.loss_mask: 0.4559, decode.loss_dice: 0.7042, decode.d0.loss_cls: 1.1992, decode.d0.loss_mask: 0.4993, decode.d0.loss_dice: 0.7794, decode.d1.loss_cls: 0.2924, decode.d1.loss_mask: 0.4717, decode.d1.loss_dice: 0.7397, decode.d2.loss_cls: 0.2647, decode.d2.loss_mask: 0.4624, decode.d2.loss_dice: 0.7185, decode.d3.loss_cls: 0.2340, decode.d3.loss_mask: 0.4596, decode.d3.loss_dice: 0.7079, decode.d4.loss_cls: 0.2300, decode.d4.loss_mask: 0.4600, decode.d4.loss_dice: 0.7072, decode.d5.loss_cls: 0.2221, decode.d5.loss_mask: 0.4597, decode.d5.loss_dice: 0.7084, decode.d6.loss_cls: 0.2248, decode.d6.loss_mask: 0.4587, decode.d6.loss_dice: 0.7061, decode.d7.loss_cls: 0.2182, decode.d7.loss_mask: 0.4559, decode.d7.loss_dice: 0.7034, decode.d8.loss_cls: 0.2213, decode.d8.loss_mask: 0.4572, decode.d8.loss_dice: 0.7052, loss: 15.1453, grad_norm: 61.7994 2023-12-26 08:24:53,536 - mmseg - INFO - Iter [109500/160000] lr: 3.156e-05, eta: 7:02:43, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2230, decode.loss_mask: 0.4687, decode.loss_dice: 0.6890, decode.d0.loss_cls: 1.2178, decode.d0.loss_mask: 0.5118, decode.d0.loss_dice: 0.7664, decode.d1.loss_cls: 0.2973, decode.d1.loss_mask: 0.4896, decode.d1.loss_dice: 0.7244, decode.d2.loss_cls: 0.2574, decode.d2.loss_mask: 0.4793, decode.d2.loss_dice: 0.7042, decode.d3.loss_cls: 0.2475, decode.d3.loss_mask: 0.4754, decode.d3.loss_dice: 0.6934, decode.d4.loss_cls: 0.2325, decode.d4.loss_mask: 0.4728, decode.d4.loss_dice: 0.6966, decode.d5.loss_cls: 0.2411, decode.d5.loss_mask: 0.4697, decode.d5.loss_dice: 0.6907, decode.d6.loss_cls: 0.2320, decode.d6.loss_mask: 0.4691, decode.d6.loss_dice: 0.6866, decode.d7.loss_cls: 0.2218, decode.d7.loss_mask: 0.4690, decode.d7.loss_dice: 0.6894, decode.d8.loss_cls: 0.2263, decode.d8.loss_mask: 0.4678, decode.d8.loss_dice: 0.6898, loss: 15.2005, grad_norm: 58.2138 2023-12-26 08:25:17,840 - mmseg - INFO - Iter [109550/160000] lr: 3.153e-05, eta: 7:02:17, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2076, decode.loss_mask: 0.4887, decode.loss_dice: 0.6993, decode.d0.loss_cls: 1.1792, decode.d0.loss_mask: 0.5275, decode.d0.loss_dice: 0.7728, decode.d1.loss_cls: 0.2857, decode.d1.loss_mask: 0.5055, decode.d1.loss_dice: 0.7399, decode.d2.loss_cls: 0.2494, decode.d2.loss_mask: 0.4971, decode.d2.loss_dice: 0.7175, decode.d3.loss_cls: 0.2343, decode.d3.loss_mask: 0.4927, decode.d3.loss_dice: 0.7039, decode.d4.loss_cls: 0.2258, decode.d4.loss_mask: 0.4947, decode.d4.loss_dice: 0.7078, decode.d5.loss_cls: 0.2180, decode.d5.loss_mask: 0.4922, decode.d5.loss_dice: 0.7066, decode.d6.loss_cls: 0.2156, decode.d6.loss_mask: 0.4917, decode.d6.loss_dice: 0.7040, decode.d7.loss_cls: 0.2120, decode.d7.loss_mask: 0.4897, decode.d7.loss_dice: 0.7018, decode.d8.loss_cls: 0.2083, decode.d8.loss_mask: 0.4913, decode.d8.loss_dice: 0.7005, loss: 15.3615, grad_norm: 57.6115 2023-12-26 08:25:42,442 - mmseg - INFO - Iter [109600/160000] lr: 3.150e-05, eta: 7:01:52, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2242, decode.loss_mask: 0.4804, decode.loss_dice: 0.7405, decode.d0.loss_cls: 1.1976, decode.d0.loss_mask: 0.5154, decode.d0.loss_dice: 0.8085, decode.d1.loss_cls: 0.3004, decode.d1.loss_mask: 0.4918, decode.d1.loss_dice: 0.7740, decode.d2.loss_cls: 0.2585, decode.d2.loss_mask: 0.4882, decode.d2.loss_dice: 0.7597, decode.d3.loss_cls: 0.2559, decode.d3.loss_mask: 0.4829, decode.d3.loss_dice: 0.7450, decode.d4.loss_cls: 0.2393, decode.d4.loss_mask: 0.4819, decode.d4.loss_dice: 0.7456, decode.d5.loss_cls: 0.2334, decode.d5.loss_mask: 0.4823, decode.d5.loss_dice: 0.7439, decode.d6.loss_cls: 0.2323, decode.d6.loss_mask: 0.4794, decode.d6.loss_dice: 0.7363, decode.d7.loss_cls: 0.2284, decode.d7.loss_mask: 0.4805, decode.d7.loss_dice: 0.7387, decode.d8.loss_cls: 0.2264, decode.d8.loss_mask: 0.4797, decode.d8.loss_dice: 0.7390, loss: 15.7901, grad_norm: 59.7780 2023-12-26 08:26:06,770 - mmseg - INFO - Iter [109650/160000] lr: 3.147e-05, eta: 7:01:26, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2114, decode.loss_mask: 0.4706, decode.loss_dice: 0.7237, decode.d0.loss_cls: 1.1629, decode.d0.loss_mask: 0.5110, decode.d0.loss_dice: 0.7982, decode.d1.loss_cls: 0.2905, decode.d1.loss_mask: 0.4911, decode.d1.loss_dice: 0.7626, decode.d2.loss_cls: 0.2594, decode.d2.loss_mask: 0.4805, decode.d2.loss_dice: 0.7418, decode.d3.loss_cls: 0.2378, decode.d3.loss_mask: 0.4760, decode.d3.loss_dice: 0.7336, decode.d4.loss_cls: 0.2296, decode.d4.loss_mask: 0.4734, decode.d4.loss_dice: 0.7260, decode.d5.loss_cls: 0.2262, decode.d5.loss_mask: 0.4732, decode.d5.loss_dice: 0.7229, decode.d6.loss_cls: 0.2236, decode.d6.loss_mask: 0.4712, decode.d6.loss_dice: 0.7206, decode.d7.loss_cls: 0.2154, decode.d7.loss_mask: 0.4717, decode.d7.loss_dice: 0.7234, decode.d8.loss_cls: 0.2128, decode.d8.loss_mask: 0.4726, decode.d8.loss_dice: 0.7248, loss: 15.4384, grad_norm: 66.2230 2023-12-26 08:26:31,313 - mmseg - INFO - Iter [109700/160000] lr: 3.144e-05, eta: 7:01:01, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2079, decode.loss_mask: 0.4626, decode.loss_dice: 0.7079, decode.d0.loss_cls: 1.1833, decode.d0.loss_mask: 0.4977, decode.d0.loss_dice: 0.7810, decode.d1.loss_cls: 0.2865, decode.d1.loss_mask: 0.4790, decode.d1.loss_dice: 0.7414, decode.d2.loss_cls: 0.2515, decode.d2.loss_mask: 0.4713, decode.d2.loss_dice: 0.7276, decode.d3.loss_cls: 0.2370, decode.d3.loss_mask: 0.4650, decode.d3.loss_dice: 0.7159, decode.d4.loss_cls: 0.2306, decode.d4.loss_mask: 0.4662, decode.d4.loss_dice: 0.7127, decode.d5.loss_cls: 0.2207, decode.d5.loss_mask: 0.4650, decode.d5.loss_dice: 0.7089, decode.d6.loss_cls: 0.2143, decode.d6.loss_mask: 0.4649, decode.d6.loss_dice: 0.7073, decode.d7.loss_cls: 0.2127, decode.d7.loss_mask: 0.4640, decode.d7.loss_dice: 0.7079, decode.d8.loss_cls: 0.2098, decode.d8.loss_mask: 0.4630, decode.d8.loss_dice: 0.7094, loss: 15.1731, grad_norm: 59.7581 2023-12-26 08:26:55,725 - mmseg - INFO - Iter [109750/160000] lr: 3.141e-05, eta: 7:00:36, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2149, decode.loss_mask: 0.4843, decode.loss_dice: 0.7087, decode.d0.loss_cls: 1.2245, decode.d0.loss_mask: 0.5280, decode.d0.loss_dice: 0.7853, decode.d1.loss_cls: 0.2987, decode.d1.loss_mask: 0.5032, decode.d1.loss_dice: 0.7456, decode.d2.loss_cls: 0.2633, decode.d2.loss_mask: 0.4902, decode.d2.loss_dice: 0.7207, decode.d3.loss_cls: 0.2498, decode.d3.loss_mask: 0.4868, decode.d3.loss_dice: 0.7134, decode.d4.loss_cls: 0.2351, decode.d4.loss_mask: 0.4864, decode.d4.loss_dice: 0.7101, decode.d5.loss_cls: 0.2280, decode.d5.loss_mask: 0.4858, decode.d5.loss_dice: 0.7128, decode.d6.loss_cls: 0.2247, decode.d6.loss_mask: 0.4847, decode.d6.loss_dice: 0.7069, decode.d7.loss_cls: 0.2197, decode.d7.loss_mask: 0.4847, decode.d7.loss_dice: 0.7083, decode.d8.loss_cls: 0.2185, decode.d8.loss_mask: 0.4833, decode.d8.loss_dice: 0.7085, loss: 15.5147, grad_norm: 71.0947 2023-12-26 08:27:22,562 - mmseg - INFO - Iter [109800/160000] lr: 3.138e-05, eta: 7:00:11, time: 0.537, data_time: 0.059, memory: 40245, decode.loss_cls: 0.2176, decode.loss_mask: 0.4900, decode.loss_dice: 0.7254, decode.d0.loss_cls: 1.2099, decode.d0.loss_mask: 0.5264, decode.d0.loss_dice: 0.8011, decode.d1.loss_cls: 0.2862, decode.d1.loss_mask: 0.5083, decode.d1.loss_dice: 0.7624, decode.d2.loss_cls: 0.2566, decode.d2.loss_mask: 0.5029, decode.d2.loss_dice: 0.7413, decode.d3.loss_cls: 0.2461, decode.d3.loss_mask: 0.4977, decode.d3.loss_dice: 0.7341, decode.d4.loss_cls: 0.2369, decode.d4.loss_mask: 0.4949, decode.d4.loss_dice: 0.7319, decode.d5.loss_cls: 0.2277, decode.d5.loss_mask: 0.4932, decode.d5.loss_dice: 0.7315, decode.d6.loss_cls: 0.2264, decode.d6.loss_mask: 0.4910, decode.d6.loss_dice: 0.7223, decode.d7.loss_cls: 0.2189, decode.d7.loss_mask: 0.4913, decode.d7.loss_dice: 0.7221, decode.d8.loss_cls: 0.2195, decode.d8.loss_mask: 0.4923, decode.d8.loss_dice: 0.7287, loss: 15.7347, grad_norm: 72.5094 2023-12-26 08:27:47,280 - mmseg - INFO - Iter [109850/160000] lr: 3.134e-05, eta: 6:59:46, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1933, decode.loss_mask: 0.4391, decode.loss_dice: 0.6706, decode.d0.loss_cls: 1.1796, decode.d0.loss_mask: 0.4723, decode.d0.loss_dice: 0.7415, decode.d1.loss_cls: 0.2671, decode.d1.loss_mask: 0.4492, decode.d1.loss_dice: 0.7099, decode.d2.loss_cls: 0.2375, decode.d2.loss_mask: 0.4440, decode.d2.loss_dice: 0.6926, decode.d3.loss_cls: 0.2254, decode.d3.loss_mask: 0.4412, decode.d3.loss_dice: 0.6744, decode.d4.loss_cls: 0.2148, decode.d4.loss_mask: 0.4434, decode.d4.loss_dice: 0.6765, decode.d5.loss_cls: 0.2057, decode.d5.loss_mask: 0.4401, decode.d5.loss_dice: 0.6716, decode.d6.loss_cls: 0.2041, decode.d6.loss_mask: 0.4399, decode.d6.loss_dice: 0.6684, decode.d7.loss_cls: 0.1977, decode.d7.loss_mask: 0.4406, decode.d7.loss_dice: 0.6680, decode.d8.loss_cls: 0.1934, decode.d8.loss_mask: 0.4394, decode.d8.loss_dice: 0.6707, loss: 14.4121, grad_norm: 63.8127 2023-12-26 08:28:11,653 - mmseg - INFO - Iter [109900/160000] lr: 3.131e-05, eta: 6:59:21, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2066, decode.loss_mask: 0.4917, decode.loss_dice: 0.7266, decode.d0.loss_cls: 1.1653, decode.d0.loss_mask: 0.5293, decode.d0.loss_dice: 0.7929, decode.d1.loss_cls: 0.2821, decode.d1.loss_mask: 0.5034, decode.d1.loss_dice: 0.7637, decode.d2.loss_cls: 0.2412, decode.d2.loss_mask: 0.4964, decode.d2.loss_dice: 0.7430, decode.d3.loss_cls: 0.2316, decode.d3.loss_mask: 0.4948, decode.d3.loss_dice: 0.7337, decode.d4.loss_cls: 0.2236, decode.d4.loss_mask: 0.4951, decode.d4.loss_dice: 0.7333, decode.d5.loss_cls: 0.2151, decode.d5.loss_mask: 0.4941, decode.d5.loss_dice: 0.7283, decode.d6.loss_cls: 0.2087, decode.d6.loss_mask: 0.4952, decode.d6.loss_dice: 0.7273, decode.d7.loss_cls: 0.2103, decode.d7.loss_mask: 0.4929, decode.d7.loss_dice: 0.7295, decode.d8.loss_cls: 0.2056, decode.d8.loss_mask: 0.4927, decode.d8.loss_dice: 0.7241, loss: 15.5782, grad_norm: 63.8409 2023-12-26 08:28:35,961 - mmseg - INFO - Iter [109950/160000] lr: 3.128e-05, eta: 6:58:55, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2152, decode.loss_mask: 0.4721, decode.loss_dice: 0.7072, decode.d0.loss_cls: 1.1975, decode.d0.loss_mask: 0.5115, decode.d0.loss_dice: 0.7905, decode.d1.loss_cls: 0.2883, decode.d1.loss_mask: 0.4901, decode.d1.loss_dice: 0.7532, decode.d2.loss_cls: 0.2509, decode.d2.loss_mask: 0.4827, decode.d2.loss_dice: 0.7338, decode.d3.loss_cls: 0.2413, decode.d3.loss_mask: 0.4798, decode.d3.loss_dice: 0.7185, decode.d4.loss_cls: 0.2358, decode.d4.loss_mask: 0.4773, decode.d4.loss_dice: 0.7158, decode.d5.loss_cls: 0.2267, decode.d5.loss_mask: 0.4771, decode.d5.loss_dice: 0.7135, decode.d6.loss_cls: 0.2233, decode.d6.loss_mask: 0.4736, decode.d6.loss_dice: 0.7092, decode.d7.loss_cls: 0.2200, decode.d7.loss_mask: 0.4725, decode.d7.loss_dice: 0.7095, decode.d8.loss_cls: 0.2270, decode.d8.loss_mask: 0.4729, decode.d8.loss_dice: 0.7118, loss: 15.3985, grad_norm: 60.8917 2023-12-26 08:29:00,388 - mmseg - INFO - Saving checkpoint at 110000 iterations 2023-12-26 08:29:02,854 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 08:29:02,855 - mmseg - INFO - Iter [110000/160000] lr: 3.125e-05, eta: 6:58:31, time: 0.538, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1988, decode.loss_mask: 0.4764, decode.loss_dice: 0.6876, decode.d0.loss_cls: 1.1803, decode.d0.loss_mask: 0.5117, decode.d0.loss_dice: 0.7622, decode.d1.loss_cls: 0.2812, decode.d1.loss_mask: 0.4918, decode.d1.loss_dice: 0.7278, decode.d2.loss_cls: 0.2416, decode.d2.loss_mask: 0.4838, decode.d2.loss_dice: 0.7089, decode.d3.loss_cls: 0.2257, decode.d3.loss_mask: 0.4816, decode.d3.loss_dice: 0.6912, decode.d4.loss_cls: 0.2201, decode.d4.loss_mask: 0.4800, decode.d4.loss_dice: 0.6937, decode.d5.loss_cls: 0.2136, decode.d5.loss_mask: 0.4789, decode.d5.loss_dice: 0.6901, decode.d6.loss_cls: 0.2102, decode.d6.loss_mask: 0.4769, decode.d6.loss_dice: 0.6838, decode.d7.loss_cls: 0.2032, decode.d7.loss_mask: 0.4762, decode.d7.loss_dice: 0.6883, decode.d8.loss_cls: 0.2022, decode.d8.loss_mask: 0.4763, decode.d8.loss_dice: 0.6881, loss: 15.0323, grad_norm: 62.2583 2023-12-26 08:29:25,275 - mmseg - INFO - per class results: 2023-12-26 08:29:25,280 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.28 | 86.85 | | building | 81.72 | 90.61 | | sky | 94.74 | 97.35 | | floor | 83.58 | 90.61 | | tree | 74.45 | 86.76 | | ceiling | 84.72 | 91.36 | | road | 84.75 | 91.29 | | bed | 91.58 | 96.34 | | windowpane | 62.05 | 79.38 | | grass | 70.4 | 85.06 | | cabinet | 59.23 | 73.21 | | sidewalk | 70.2 | 83.69 | | person | 84.7 | 92.98 | | earth | 38.19 | 52.52 | | door | 49.95 | 69.18 | | table | 64.99 | 80.42 | | mountain | 63.7 | 79.15 | | plant | 50.23 | 62.54 | | curtain | 76.36 | 85.45 | | chair | 64.15 | 77.11 | | car | 86.82 | 93.0 | | water | 50.31 | 62.31 | | painting | 72.6 | 87.56 | | sofa | 70.67 | 90.56 | | shelf | 41.4 | 56.81 | | house | 42.08 | 81.87 | | sea | 58.45 | 89.73 | | mirror | 74.31 | 82.66 | | rug | 67.29 | 79.84 | | field | 33.48 | 43.01 | | armchair | 43.91 | 58.48 | | seat | 63.81 | 82.98 | | fence | 53.11 | 70.23 | | desk | 52.05 | 75.73 | | rock | 51.75 | 76.01 | | wardrobe | 43.87 | 71.9 | | lamp | 70.77 | 82.83 | | bathtub | 83.47 | 85.84 | | railing | 36.37 | 55.06 | | cushion | 61.83 | 75.64 | | base | 35.58 | 54.36 | | box | 30.12 | 40.22 | | column | 53.28 | 64.52 | | signboard | 35.93 | 49.76 | | chest of drawers | 47.03 | 67.26 | | counter | 34.36 | 46.58 | | sand | 42.2 | 69.42 | | sink | 75.73 | 84.16 | | skyscraper | 38.45 | 47.54 | | fireplace | 72.97 | 89.8 | | refrigerator | 72.1 | 82.49 | | grandstand | 46.47 | 75.63 | | path | 22.76 | 33.91 | | stairs | 34.93 | 45.85 | | runway | 69.51 | 88.04 | | case | 41.8 | 61.15 | | pool table | 94.53 | 96.89 | | pillow | 62.0 | 73.51 | | screen door | 77.77 | 83.98 | | stairway | 32.37 | 38.16 | | river | 11.49 | 20.3 | | bridge | 73.51 | 89.91 | | bookcase | 36.77 | 63.01 | | blind | 45.24 | 53.41 | | coffee table | 66.85 | 84.23 | | toilet | 88.14 | 91.61 | | flower | 40.81 | 55.83 | | book | 51.37 | 70.04 | | hill | 9.8 | 22.74 | | bench | 48.8 | 56.44 | | countertop | 55.46 | 68.28 | | stove | 85.95 | 90.6 | | palm | 53.21 | 67.07 | | kitchen island | 55.65 | 80.68 | | computer | 58.94 | 62.3 | | swivel chair | 46.17 | 61.53 | | boat | 36.78 | 56.33 | | bar | 19.85 | 24.66 | | arcade machine | 83.11 | 92.96 | | hovel | 28.81 | 41.79 | | bus | 92.27 | 97.15 | | towel | 72.43 | 83.05 | | light | 61.63 | 81.77 | | truck | 44.87 | 56.56 | | tower | 46.79 | 80.58 | | chandelier | 65.45 | 79.79 | | awning | 36.82 | 46.67 | | streetlight | 40.69 | 60.69 | | booth | 46.89 | 74.91 | | television receiver | 76.76 | 84.28 | | airplane | 58.48 | 70.05 | | dirt track | 14.71 | 36.13 | | apparel | 42.21 | 67.58 | | pole | 28.49 | 44.01 | | land | 3.08 | 5.48 | | bannister | 17.37 | 33.42 | | escalator | 20.23 | 20.68 | | ottoman | 53.07 | 69.16 | | bottle | 29.68 | 38.86 | | buffet | 46.72 | 64.6 | | poster | 24.37 | 45.07 | | stage | 22.95 | 34.9 | | van | 41.42 | 57.2 | | ship | 10.8 | 16.52 | | fountain | 21.35 | 21.76 | | conveyer belt | 78.1 | 91.45 | | canopy | 17.7 | 41.96 | | washer | 71.61 | 75.52 | | plaything | 20.82 | 34.01 | | swimming pool | 52.1 | 62.0 | | stool | 45.95 | 70.35 | | barrel | 45.78 | 74.73 | | basket | 39.27 | 48.74 | | waterfall | 41.75 | 49.6 | | tent | 90.27 | 98.68 | | bag | 24.98 | 32.81 | | minibike | 67.88 | 89.26 | | cradle | 85.33 | 98.17 | | oven | 24.99 | 67.02 | | ball | 52.07 | 59.58 | | food | 63.82 | 80.01 | | step | 12.05 | 26.47 | | tank | 51.46 | 55.03 | | trade name | 27.87 | 36.72 | | microwave | 45.1 | 50.52 | | pot | 55.92 | 68.94 | | animal | 54.33 | 55.15 | | bicycle | 62.06 | 82.02 | | lake | 52.95 | 61.44 | | dishwasher | 68.04 | 74.64 | | screen | 51.46 | 70.89 | | blanket | 23.93 | 27.38 | | sculpture | 53.37 | 84.55 | | hood | 87.4 | 94.97 | | sconce | 54.55 | 75.1 | | vase | 48.57 | 67.99 | | traffic light | 38.81 | 68.36 | | tray | 21.95 | 30.21 | | ashcan | 48.05 | 68.87 | | fan | 69.79 | 84.12 | | pier | 14.82 | 16.98 | | crt screen | 3.23 | 15.03 | | plate | 60.56 | 73.16 | | monitor | 16.45 | 21.98 | | bulletin board | 47.14 | 83.01 | | shower | 4.69 | 20.34 | | radiator | 76.17 | 84.5 | | glass | 23.13 | 25.81 | | clock | 46.88 | 65.17 | | flag | 36.78 | 43.06 | +---------------------+-------+-------+ 2023-12-26 08:29:25,280 - mmseg - INFO - Summary: 2023-12-26 08:29:25,280 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.69 | 51.36 | 65.19 | +-------+-------+-------+ 2023-12-26 08:29:25,281 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 08:29:25,281 - mmseg - INFO - Iter(val) [250] aAcc: 0.8369, mIoU: 0.5136, mAcc: 0.6519, IoU.wall: 0.7928, IoU.building: 0.8172, IoU.sky: 0.9474, IoU.floor: 0.8358, IoU.tree: 0.7445, IoU.ceiling: 0.8472, IoU.road: 0.8475, IoU.bed : 0.9158, IoU.windowpane: 0.6205, IoU.grass: 0.7040, IoU.cabinet: 0.5923, IoU.sidewalk: 0.7020, IoU.person: 0.8470, IoU.earth: 0.3819, IoU.door: 0.4995, IoU.table: 0.6499, IoU.mountain: 0.6370, IoU.plant: 0.5023, IoU.curtain: 0.7636, IoU.chair: 0.6415, IoU.car: 0.8682, IoU.water: 0.5031, IoU.painting: 0.7260, IoU.sofa: 0.7067, IoU.shelf: 0.4140, IoU.house: 0.4208, IoU.sea: 0.5845, IoU.mirror: 0.7431, IoU.rug: 0.6729, IoU.field: 0.3348, IoU.armchair: 0.4391, IoU.seat: 0.6381, IoU.fence: 0.5311, IoU.desk: 0.5205, IoU.rock: 0.5175, IoU.wardrobe: 0.4387, IoU.lamp: 0.7077, IoU.bathtub: 0.8347, IoU.railing: 0.3637, IoU.cushion: 0.6183, IoU.base: 0.3558, IoU.box: 0.3012, IoU.column: 0.5328, IoU.signboard: 0.3593, IoU.chest of drawers: 0.4703, IoU.counter: 0.3436, IoU.sand: 0.4220, IoU.sink: 0.7573, IoU.skyscraper: 0.3845, IoU.fireplace: 0.7297, IoU.refrigerator: 0.7210, IoU.grandstand: 0.4647, IoU.path: 0.2276, IoU.stairs: 0.3493, IoU.runway: 0.6951, IoU.case: 0.4180, IoU.pool table: 0.9453, IoU.pillow: 0.6200, IoU.screen door: 0.7777, IoU.stairway: 0.3237, IoU.river: 0.1149, IoU.bridge: 0.7351, IoU.bookcase: 0.3677, IoU.blind: 0.4524, IoU.coffee table: 0.6685, IoU.toilet: 0.8814, IoU.flower: 0.4081, IoU.book: 0.5137, IoU.hill: 0.0980, IoU.bench: 0.4880, IoU.countertop: 0.5546, IoU.stove: 0.8595, IoU.palm: 0.5321, IoU.kitchen island: 0.5565, IoU.computer: 0.5894, IoU.swivel chair: 0.4617, IoU.boat: 0.3678, IoU.bar: 0.1985, IoU.arcade machine: 0.8311, IoU.hovel: 0.2881, IoU.bus: 0.9227, IoU.towel: 0.7243, IoU.light: 0.6163, IoU.truck: 0.4487, IoU.tower: 0.4679, IoU.chandelier: 0.6545, IoU.awning: 0.3682, IoU.streetlight: 0.4069, IoU.booth: 0.4689, IoU.television receiver: 0.7676, IoU.airplane: 0.5848, IoU.dirt track: 0.1471, IoU.apparel: 0.4221, IoU.pole: 0.2849, IoU.land: 0.0308, IoU.bannister: 0.1737, IoU.escalator: 0.2023, IoU.ottoman: 0.5307, IoU.bottle: 0.2968, IoU.buffet: 0.4672, IoU.poster: 0.2437, IoU.stage: 0.2295, IoU.van: 0.4142, IoU.ship: 0.1080, IoU.fountain: 0.2135, IoU.conveyer belt: 0.7810, IoU.canopy: 0.1770, IoU.washer: 0.7161, IoU.plaything: 0.2082, IoU.swimming pool: 0.5210, IoU.stool: 0.4595, IoU.barrel: 0.4578, IoU.basket: 0.3927, IoU.waterfall: 0.4175, IoU.tent: 0.9027, IoU.bag: 0.2498, IoU.minibike: 0.6788, IoU.cradle: 0.8533, IoU.oven: 0.2499, IoU.ball: 0.5207, IoU.food: 0.6382, IoU.step: 0.1205, IoU.tank: 0.5146, IoU.trade name: 0.2787, IoU.microwave: 0.4510, IoU.pot: 0.5592, IoU.animal: 0.5433, IoU.bicycle: 0.6206, IoU.lake: 0.5295, IoU.dishwasher: 0.6804, IoU.screen: 0.5146, IoU.blanket: 0.2393, IoU.sculpture: 0.5337, IoU.hood: 0.8740, IoU.sconce: 0.5455, IoU.vase: 0.4857, IoU.traffic light: 0.3881, IoU.tray: 0.2195, IoU.ashcan: 0.4805, IoU.fan: 0.6979, IoU.pier: 0.1482, IoU.crt screen: 0.0323, IoU.plate: 0.6056, IoU.monitor: 0.1645, IoU.bulletin board: 0.4714, IoU.shower: 0.0469, IoU.radiator: 0.7617, IoU.glass: 0.2313, IoU.clock: 0.4688, IoU.flag: 0.3678, Acc.wall: 0.8685, Acc.building: 0.9061, Acc.sky: 0.9735, Acc.floor: 0.9061, Acc.tree: 0.8676, Acc.ceiling: 0.9136, Acc.road: 0.9129, Acc.bed : 0.9634, Acc.windowpane: 0.7938, Acc.grass: 0.8506, Acc.cabinet: 0.7321, Acc.sidewalk: 0.8369, Acc.person: 0.9298, Acc.earth: 0.5252, Acc.door: 0.6918, Acc.table: 0.8042, Acc.mountain: 0.7915, Acc.plant: 0.6254, Acc.curtain: 0.8545, Acc.chair: 0.7711, Acc.car: 0.9300, Acc.water: 0.6231, Acc.painting: 0.8756, Acc.sofa: 0.9056, Acc.shelf: 0.5681, Acc.house: 0.8187, Acc.sea: 0.8973, Acc.mirror: 0.8266, Acc.rug: 0.7984, Acc.field: 0.4301, Acc.armchair: 0.5848, Acc.seat: 0.8298, Acc.fence: 0.7023, Acc.desk: 0.7573, Acc.rock: 0.7601, Acc.wardrobe: 0.7190, Acc.lamp: 0.8283, Acc.bathtub: 0.8584, Acc.railing: 0.5506, Acc.cushion: 0.7564, Acc.base: 0.5436, Acc.box: 0.4022, Acc.column: 0.6452, Acc.signboard: 0.4976, Acc.chest of drawers: 0.6726, Acc.counter: 0.4658, Acc.sand: 0.6942, Acc.sink: 0.8416, Acc.skyscraper: 0.4754, Acc.fireplace: 0.8980, Acc.refrigerator: 0.8249, Acc.grandstand: 0.7563, Acc.path: 0.3391, Acc.stairs: 0.4585, Acc.runway: 0.8804, Acc.case: 0.6115, Acc.pool table: 0.9689, Acc.pillow: 0.7351, Acc.screen door: 0.8398, Acc.stairway: 0.3816, Acc.river: 0.2030, Acc.bridge: 0.8991, Acc.bookcase: 0.6301, Acc.blind: 0.5341, Acc.coffee table: 0.8423, Acc.toilet: 0.9161, Acc.flower: 0.5583, Acc.book: 0.7004, Acc.hill: 0.2274, Acc.bench: 0.5644, Acc.countertop: 0.6828, Acc.stove: 0.9060, Acc.palm: 0.6707, Acc.kitchen island: 0.8068, Acc.computer: 0.6230, Acc.swivel chair: 0.6153, Acc.boat: 0.5633, Acc.bar: 0.2466, Acc.arcade machine: 0.9296, Acc.hovel: 0.4179, Acc.bus: 0.9715, Acc.towel: 0.8305, Acc.light: 0.8177, Acc.truck: 0.5656, Acc.tower: 0.8058, Acc.chandelier: 0.7979, Acc.awning: 0.4667, Acc.streetlight: 0.6069, Acc.booth: 0.7491, Acc.television receiver: 0.8428, Acc.airplane: 0.7005, Acc.dirt track: 0.3613, Acc.apparel: 0.6758, Acc.pole: 0.4401, Acc.land: 0.0548, Acc.bannister: 0.3342, Acc.escalator: 0.2068, Acc.ottoman: 0.6916, Acc.bottle: 0.3886, Acc.buffet: 0.6460, Acc.poster: 0.4507, Acc.stage: 0.3490, Acc.van: 0.5720, Acc.ship: 0.1652, Acc.fountain: 0.2176, Acc.conveyer belt: 0.9145, Acc.canopy: 0.4196, Acc.washer: 0.7552, Acc.plaything: 0.3401, Acc.swimming pool: 0.6200, Acc.stool: 0.7035, Acc.barrel: 0.7473, Acc.basket: 0.4874, Acc.waterfall: 0.4960, Acc.tent: 0.9868, Acc.bag: 0.3281, Acc.minibike: 0.8926, Acc.cradle: 0.9817, Acc.oven: 0.6702, Acc.ball: 0.5958, Acc.food: 0.8001, Acc.step: 0.2647, Acc.tank: 0.5503, Acc.trade name: 0.3672, Acc.microwave: 0.5052, Acc.pot: 0.6894, Acc.animal: 0.5515, Acc.bicycle: 0.8202, Acc.lake: 0.6144, Acc.dishwasher: 0.7464, Acc.screen: 0.7089, Acc.blanket: 0.2738, Acc.sculpture: 0.8455, Acc.hood: 0.9497, Acc.sconce: 0.7510, Acc.vase: 0.6799, Acc.traffic light: 0.6836, Acc.tray: 0.3021, Acc.ashcan: 0.6887, Acc.fan: 0.8412, Acc.pier: 0.1698, Acc.crt screen: 0.1503, Acc.plate: 0.7316, Acc.monitor: 0.2198, Acc.bulletin board: 0.8301, Acc.shower: 0.2034, Acc.radiator: 0.8450, Acc.glass: 0.2581, Acc.clock: 0.6517, Acc.flag: 0.4306 2023-12-26 08:29:49,739 - mmseg - INFO - Iter [110050/160000] lr: 3.122e-05, eta: 6:58:17, time: 0.938, data_time: 0.461, memory: 40245, decode.loss_cls: 0.2078, decode.loss_mask: 0.4839, decode.loss_dice: 0.7358, decode.d0.loss_cls: 1.1654, decode.d0.loss_mask: 0.5187, decode.d0.loss_dice: 0.7995, decode.d1.loss_cls: 0.2793, decode.d1.loss_mask: 0.4977, decode.d1.loss_dice: 0.7705, decode.d2.loss_cls: 0.2415, decode.d2.loss_mask: 0.4899, decode.d2.loss_dice: 0.7518, decode.d3.loss_cls: 0.2314, decode.d3.loss_mask: 0.4886, decode.d3.loss_dice: 0.7412, decode.d4.loss_cls: 0.2253, decode.d4.loss_mask: 0.4842, decode.d4.loss_dice: 0.7415, decode.d5.loss_cls: 0.2156, decode.d5.loss_mask: 0.4859, decode.d5.loss_dice: 0.7380, decode.d6.loss_cls: 0.2122, decode.d6.loss_mask: 0.4842, decode.d6.loss_dice: 0.7332, decode.d7.loss_cls: 0.2122, decode.d7.loss_mask: 0.4847, decode.d7.loss_dice: 0.7389, decode.d8.loss_cls: 0.2154, decode.d8.loss_mask: 0.4839, decode.d8.loss_dice: 0.7343, loss: 15.5923, grad_norm: 61.1679 2023-12-26 08:30:14,268 - mmseg - INFO - Iter [110100/160000] lr: 3.119e-05, eta: 6:57:51, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1961, decode.loss_mask: 0.4666, decode.loss_dice: 0.6929, decode.d0.loss_cls: 1.1822, decode.d0.loss_mask: 0.5034, decode.d0.loss_dice: 0.7674, decode.d1.loss_cls: 0.2822, decode.d1.loss_mask: 0.4824, decode.d1.loss_dice: 0.7283, decode.d2.loss_cls: 0.2395, decode.d2.loss_mask: 0.4768, decode.d2.loss_dice: 0.7127, decode.d3.loss_cls: 0.2342, decode.d3.loss_mask: 0.4710, decode.d3.loss_dice: 0.6952, decode.d4.loss_cls: 0.2167, decode.d4.loss_mask: 0.4690, decode.d4.loss_dice: 0.6941, decode.d5.loss_cls: 0.2136, decode.d5.loss_mask: 0.4675, decode.d5.loss_dice: 0.6948, decode.d6.loss_cls: 0.2061, decode.d6.loss_mask: 0.4679, decode.d6.loss_dice: 0.6911, decode.d7.loss_cls: 0.2076, decode.d7.loss_mask: 0.4657, decode.d7.loss_dice: 0.6917, decode.d8.loss_cls: 0.2003, decode.d8.loss_mask: 0.4660, decode.d8.loss_dice: 0.6894, loss: 14.9724, grad_norm: 62.8461 2023-12-26 08:30:38,794 - mmseg - INFO - Iter [110150/160000] lr: 3.116e-05, eta: 6:57:26, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2156, decode.loss_mask: 0.4721, decode.loss_dice: 0.7018, decode.d0.loss_cls: 1.2133, decode.d0.loss_mask: 0.5105, decode.d0.loss_dice: 0.7741, decode.d1.loss_cls: 0.2942, decode.d1.loss_mask: 0.4904, decode.d1.loss_dice: 0.7361, decode.d2.loss_cls: 0.2583, decode.d2.loss_mask: 0.4788, decode.d2.loss_dice: 0.7157, decode.d3.loss_cls: 0.2436, decode.d3.loss_mask: 0.4764, decode.d3.loss_dice: 0.7055, decode.d4.loss_cls: 0.2359, decode.d4.loss_mask: 0.4756, decode.d4.loss_dice: 0.7065, decode.d5.loss_cls: 0.2272, decode.d5.loss_mask: 0.4746, decode.d5.loss_dice: 0.7069, decode.d6.loss_cls: 0.2236, decode.d6.loss_mask: 0.4726, decode.d6.loss_dice: 0.7025, decode.d7.loss_cls: 0.2190, decode.d7.loss_mask: 0.4728, decode.d7.loss_dice: 0.7011, decode.d8.loss_cls: 0.2139, decode.d8.loss_mask: 0.4721, decode.d8.loss_dice: 0.7009, loss: 15.2915, grad_norm: 58.6300 2023-12-26 08:31:03,407 - mmseg - INFO - Iter [110200/160000] lr: 3.113e-05, eta: 6:57:00, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2165, decode.loss_mask: 0.4787, decode.loss_dice: 0.7048, decode.d0.loss_cls: 1.1847, decode.d0.loss_mask: 0.5243, decode.d0.loss_dice: 0.7858, decode.d1.loss_cls: 0.2919, decode.d1.loss_mask: 0.4936, decode.d1.loss_dice: 0.7457, decode.d2.loss_cls: 0.2561, decode.d2.loss_mask: 0.4855, decode.d2.loss_dice: 0.7272, decode.d3.loss_cls: 0.2389, decode.d3.loss_mask: 0.4831, decode.d3.loss_dice: 0.7150, decode.d4.loss_cls: 0.2341, decode.d4.loss_mask: 0.4819, decode.d4.loss_dice: 0.7135, decode.d5.loss_cls: 0.2266, decode.d5.loss_mask: 0.4796, decode.d5.loss_dice: 0.7094, decode.d6.loss_cls: 0.2262, decode.d6.loss_mask: 0.4783, decode.d6.loss_dice: 0.7042, decode.d7.loss_cls: 0.2169, decode.d7.loss_mask: 0.4786, decode.d7.loss_dice: 0.7078, decode.d8.loss_cls: 0.2171, decode.d8.loss_mask: 0.4792, decode.d8.loss_dice: 0.7048, loss: 15.3900, grad_norm: 62.8891 2023-12-26 08:31:27,742 - mmseg - INFO - Iter [110250/160000] lr: 3.109e-05, eta: 6:56:35, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2093, decode.loss_mask: 0.4556, decode.loss_dice: 0.6924, decode.d0.loss_cls: 1.1977, decode.d0.loss_mask: 0.4926, decode.d0.loss_dice: 0.7700, decode.d1.loss_cls: 0.2895, decode.d1.loss_mask: 0.4704, decode.d1.loss_dice: 0.7357, decode.d2.loss_cls: 0.2586, decode.d2.loss_mask: 0.4589, decode.d2.loss_dice: 0.7097, decode.d3.loss_cls: 0.2382, decode.d3.loss_mask: 0.4566, decode.d3.loss_dice: 0.6996, decode.d4.loss_cls: 0.2262, decode.d4.loss_mask: 0.4567, decode.d4.loss_dice: 0.7006, decode.d5.loss_cls: 0.2159, decode.d5.loss_mask: 0.4561, decode.d5.loss_dice: 0.6985, decode.d6.loss_cls: 0.2183, decode.d6.loss_mask: 0.4552, decode.d6.loss_dice: 0.6901, decode.d7.loss_cls: 0.2069, decode.d7.loss_mask: 0.4561, decode.d7.loss_dice: 0.6974, decode.d8.loss_cls: 0.2081, decode.d8.loss_mask: 0.4547, decode.d8.loss_dice: 0.6957, loss: 14.9713, grad_norm: 61.5433 2023-12-26 08:31:52,390 - mmseg - INFO - Iter [110300/160000] lr: 3.106e-05, eta: 6:56:09, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2153, decode.loss_mask: 0.4628, decode.loss_dice: 0.6908, decode.d0.loss_cls: 1.2277, decode.d0.loss_mask: 0.5007, decode.d0.loss_dice: 0.7653, decode.d1.loss_cls: 0.2997, decode.d1.loss_mask: 0.4778, decode.d1.loss_dice: 0.7309, decode.d2.loss_cls: 0.2615, decode.d2.loss_mask: 0.4737, decode.d2.loss_dice: 0.7075, decode.d3.loss_cls: 0.2456, decode.d3.loss_mask: 0.4662, decode.d3.loss_dice: 0.6988, decode.d4.loss_cls: 0.2325, decode.d4.loss_mask: 0.4668, decode.d4.loss_dice: 0.6999, decode.d5.loss_cls: 0.2251, decode.d5.loss_mask: 0.4658, decode.d5.loss_dice: 0.6982, decode.d6.loss_cls: 0.2242, decode.d6.loss_mask: 0.4629, decode.d6.loss_dice: 0.6905, decode.d7.loss_cls: 0.2239, decode.d7.loss_mask: 0.4618, decode.d7.loss_dice: 0.6932, decode.d8.loss_cls: 0.2187, decode.d8.loss_mask: 0.4626, decode.d8.loss_dice: 0.6897, loss: 15.1401, grad_norm: 61.5199 2023-12-26 08:32:16,644 - mmseg - INFO - Iter [110350/160000] lr: 3.103e-05, eta: 6:55:44, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2049, decode.loss_mask: 0.4699, decode.loss_dice: 0.7128, decode.d0.loss_cls: 1.2044, decode.d0.loss_mask: 0.5097, decode.d0.loss_dice: 0.7837, decode.d1.loss_cls: 0.2719, decode.d1.loss_mask: 0.4860, decode.d1.loss_dice: 0.7522, decode.d2.loss_cls: 0.2486, decode.d2.loss_mask: 0.4742, decode.d2.loss_dice: 0.7298, decode.d3.loss_cls: 0.2351, decode.d3.loss_mask: 0.4719, decode.d3.loss_dice: 0.7176, decode.d4.loss_cls: 0.2218, decode.d4.loss_mask: 0.4715, decode.d4.loss_dice: 0.7192, decode.d5.loss_cls: 0.2196, decode.d5.loss_mask: 0.4704, decode.d5.loss_dice: 0.7194, decode.d6.loss_cls: 0.2139, decode.d6.loss_mask: 0.4702, decode.d6.loss_dice: 0.7129, decode.d7.loss_cls: 0.2071, decode.d7.loss_mask: 0.4713, decode.d7.loss_dice: 0.7117, decode.d8.loss_cls: 0.2062, decode.d8.loss_mask: 0.4698, decode.d8.loss_dice: 0.7145, loss: 15.2724, grad_norm: 63.9201 2023-12-26 08:32:40,981 - mmseg - INFO - Iter [110400/160000] lr: 3.100e-05, eta: 6:55:18, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2163, decode.loss_mask: 0.4555, decode.loss_dice: 0.7118, decode.d0.loss_cls: 1.2190, decode.d0.loss_mask: 0.4910, decode.d0.loss_dice: 0.7871, decode.d1.loss_cls: 0.2979, decode.d1.loss_mask: 0.4691, decode.d1.loss_dice: 0.7487, decode.d2.loss_cls: 0.2627, decode.d2.loss_mask: 0.4613, decode.d2.loss_dice: 0.7306, decode.d3.loss_cls: 0.2429, decode.d3.loss_mask: 0.4601, decode.d3.loss_dice: 0.7164, decode.d4.loss_cls: 0.2334, decode.d4.loss_mask: 0.4577, decode.d4.loss_dice: 0.7133, decode.d5.loss_cls: 0.2292, decode.d5.loss_mask: 0.4580, decode.d5.loss_dice: 0.7133, decode.d6.loss_cls: 0.2225, decode.d6.loss_mask: 0.4568, decode.d6.loss_dice: 0.7101, decode.d7.loss_cls: 0.2208, decode.d7.loss_mask: 0.4576, decode.d7.loss_dice: 0.7107, decode.d8.loss_cls: 0.2196, decode.d8.loss_mask: 0.4563, decode.d8.loss_dice: 0.7120, loss: 15.2416, grad_norm: 55.6565 2023-12-26 08:33:05,395 - mmseg - INFO - Iter [110450/160000] lr: 3.097e-05, eta: 6:54:53, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2019, decode.loss_mask: 0.4720, decode.loss_dice: 0.7182, decode.d0.loss_cls: 1.1884, decode.d0.loss_mask: 0.5080, decode.d0.loss_dice: 0.7909, decode.d1.loss_cls: 0.2842, decode.d1.loss_mask: 0.4872, decode.d1.loss_dice: 0.7568, decode.d2.loss_cls: 0.2456, decode.d2.loss_mask: 0.4783, decode.d2.loss_dice: 0.7339, decode.d3.loss_cls: 0.2240, decode.d3.loss_mask: 0.4769, decode.d3.loss_dice: 0.7270, decode.d4.loss_cls: 0.2166, decode.d4.loss_mask: 0.4758, decode.d4.loss_dice: 0.7272, decode.d5.loss_cls: 0.2095, decode.d5.loss_mask: 0.4732, decode.d5.loss_dice: 0.7246, decode.d6.loss_cls: 0.2037, decode.d6.loss_mask: 0.4720, decode.d6.loss_dice: 0.7172, decode.d7.loss_cls: 0.2006, decode.d7.loss_mask: 0.4731, decode.d7.loss_dice: 0.7210, decode.d8.loss_cls: 0.1995, decode.d8.loss_mask: 0.4720, decode.d8.loss_dice: 0.7223, loss: 15.3015, grad_norm: 62.4091 2023-12-26 08:33:29,708 - mmseg - INFO - Iter [110500/160000] lr: 3.094e-05, eta: 6:54:27, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2244, decode.loss_mask: 0.4653, decode.loss_dice: 0.7224, decode.d0.loss_cls: 1.2074, decode.d0.loss_mask: 0.5068, decode.d0.loss_dice: 0.7996, decode.d1.loss_cls: 0.2978, decode.d1.loss_mask: 0.4838, decode.d1.loss_dice: 0.7602, decode.d2.loss_cls: 0.2622, decode.d2.loss_mask: 0.4746, decode.d2.loss_dice: 0.7405, decode.d3.loss_cls: 0.2447, decode.d3.loss_mask: 0.4696, decode.d3.loss_dice: 0.7279, decode.d4.loss_cls: 0.2344, decode.d4.loss_mask: 0.4685, decode.d4.loss_dice: 0.7272, decode.d5.loss_cls: 0.2333, decode.d5.loss_mask: 0.4657, decode.d5.loss_dice: 0.7228, decode.d6.loss_cls: 0.2300, decode.d6.loss_mask: 0.4652, decode.d6.loss_dice: 0.7203, decode.d7.loss_cls: 0.2202, decode.d7.loss_mask: 0.4663, decode.d7.loss_dice: 0.7223, decode.d8.loss_cls: 0.2199, decode.d8.loss_mask: 0.4662, decode.d8.loss_dice: 0.7209, loss: 15.4703, grad_norm: 60.3254 2023-12-26 08:33:54,101 - mmseg - INFO - Iter [110550/160000] lr: 3.091e-05, eta: 6:54:02, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2190, decode.loss_mask: 0.4768, decode.loss_dice: 0.7262, decode.d0.loss_cls: 1.2307, decode.d0.loss_mask: 0.5190, decode.d0.loss_dice: 0.7955, decode.d1.loss_cls: 0.2932, decode.d1.loss_mask: 0.4947, decode.d1.loss_dice: 0.7682, decode.d2.loss_cls: 0.2679, decode.d2.loss_mask: 0.4843, decode.d2.loss_dice: 0.7417, decode.d3.loss_cls: 0.2498, decode.d3.loss_mask: 0.4799, decode.d3.loss_dice: 0.7312, decode.d4.loss_cls: 0.2379, decode.d4.loss_mask: 0.4791, decode.d4.loss_dice: 0.7299, decode.d5.loss_cls: 0.2297, decode.d5.loss_mask: 0.4781, decode.d5.loss_dice: 0.7283, decode.d6.loss_cls: 0.2246, decode.d6.loss_mask: 0.4781, decode.d6.loss_dice: 0.7240, decode.d7.loss_cls: 0.2217, decode.d7.loss_mask: 0.4785, decode.d7.loss_dice: 0.7234, decode.d8.loss_cls: 0.2158, decode.d8.loss_mask: 0.4787, decode.d8.loss_dice: 0.7297, loss: 15.6355, grad_norm: 61.7955 2023-12-26 08:34:18,683 - mmseg - INFO - Iter [110600/160000] lr: 3.088e-05, eta: 6:53:37, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2044, decode.loss_mask: 0.4771, decode.loss_dice: 0.7180, decode.d0.loss_cls: 1.1868, decode.d0.loss_mask: 0.5206, decode.d0.loss_dice: 0.7928, decode.d1.loss_cls: 0.2906, decode.d1.loss_mask: 0.4933, decode.d1.loss_dice: 0.7546, decode.d2.loss_cls: 0.2481, decode.d2.loss_mask: 0.4831, decode.d2.loss_dice: 0.7349, decode.d3.loss_cls: 0.2274, decode.d3.loss_mask: 0.4836, decode.d3.loss_dice: 0.7247, decode.d4.loss_cls: 0.2237, decode.d4.loss_mask: 0.4799, decode.d4.loss_dice: 0.7221, decode.d5.loss_cls: 0.2092, decode.d5.loss_mask: 0.4804, decode.d5.loss_dice: 0.7225, decode.d6.loss_cls: 0.2092, decode.d6.loss_mask: 0.4795, decode.d6.loss_dice: 0.7190, decode.d7.loss_cls: 0.2028, decode.d7.loss_mask: 0.4773, decode.d7.loss_dice: 0.7184, decode.d8.loss_cls: 0.2081, decode.d8.loss_mask: 0.4760, decode.d8.loss_dice: 0.7202, loss: 15.3883, grad_norm: 58.3647 2023-12-26 08:34:43,200 - mmseg - INFO - Iter [110650/160000] lr: 3.084e-05, eta: 6:53:11, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2024, decode.loss_mask: 0.4527, decode.loss_dice: 0.6725, decode.d0.loss_cls: 1.1621, decode.d0.loss_mask: 0.4892, decode.d0.loss_dice: 0.7435, decode.d1.loss_cls: 0.2671, decode.d1.loss_mask: 0.4682, decode.d1.loss_dice: 0.7111, decode.d2.loss_cls: 0.2408, decode.d2.loss_mask: 0.4587, decode.d2.loss_dice: 0.6880, decode.d3.loss_cls: 0.2199, decode.d3.loss_mask: 0.4567, decode.d3.loss_dice: 0.6851, decode.d4.loss_cls: 0.2123, decode.d4.loss_mask: 0.4582, decode.d4.loss_dice: 0.6813, decode.d5.loss_cls: 0.2088, decode.d5.loss_mask: 0.4542, decode.d5.loss_dice: 0.6794, decode.d6.loss_cls: 0.2071, decode.d6.loss_mask: 0.4532, decode.d6.loss_dice: 0.6717, decode.d7.loss_cls: 0.2024, decode.d7.loss_mask: 0.4525, decode.d7.loss_dice: 0.6727, decode.d8.loss_cls: 0.1992, decode.d8.loss_mask: 0.4536, decode.d8.loss_dice: 0.6726, loss: 14.5972, grad_norm: 58.7844 2023-12-26 08:35:07,687 - mmseg - INFO - Iter [110700/160000] lr: 3.081e-05, eta: 6:52:46, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2234, decode.loss_mask: 0.4596, decode.loss_dice: 0.7060, decode.d0.loss_cls: 1.1993, decode.d0.loss_mask: 0.4954, decode.d0.loss_dice: 0.7752, decode.d1.loss_cls: 0.2953, decode.d1.loss_mask: 0.4758, decode.d1.loss_dice: 0.7406, decode.d2.loss_cls: 0.2635, decode.d2.loss_mask: 0.4681, decode.d2.loss_dice: 0.7222, decode.d3.loss_cls: 0.2503, decode.d3.loss_mask: 0.4643, decode.d3.loss_dice: 0.7125, decode.d4.loss_cls: 0.2398, decode.d4.loss_mask: 0.4627, decode.d4.loss_dice: 0.7127, decode.d5.loss_cls: 0.2383, decode.d5.loss_mask: 0.4589, decode.d5.loss_dice: 0.7050, decode.d6.loss_cls: 0.2344, decode.d6.loss_mask: 0.4604, decode.d6.loss_dice: 0.7095, decode.d7.loss_cls: 0.2272, decode.d7.loss_mask: 0.4598, decode.d7.loss_dice: 0.7051, decode.d8.loss_cls: 0.2278, decode.d8.loss_mask: 0.4594, decode.d8.loss_dice: 0.7033, loss: 15.2560, grad_norm: 61.0261 2023-12-26 08:35:32,061 - mmseg - INFO - Iter [110750/160000] lr: 3.078e-05, eta: 6:52:20, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2199, decode.loss_mask: 0.4837, decode.loss_dice: 0.7263, decode.d0.loss_cls: 1.2262, decode.d0.loss_mask: 0.5201, decode.d0.loss_dice: 0.7975, decode.d1.loss_cls: 0.3025, decode.d1.loss_mask: 0.5035, decode.d1.loss_dice: 0.7637, decode.d2.loss_cls: 0.2614, decode.d2.loss_mask: 0.4914, decode.d2.loss_dice: 0.7422, decode.d3.loss_cls: 0.2434, decode.d3.loss_mask: 0.4868, decode.d3.loss_dice: 0.7326, decode.d4.loss_cls: 0.2340, decode.d4.loss_mask: 0.4880, decode.d4.loss_dice: 0.7319, decode.d5.loss_cls: 0.2254, decode.d5.loss_mask: 0.4862, decode.d5.loss_dice: 0.7275, decode.d6.loss_cls: 0.2240, decode.d6.loss_mask: 0.4848, decode.d6.loss_dice: 0.7254, decode.d7.loss_cls: 0.2182, decode.d7.loss_mask: 0.4848, decode.d7.loss_dice: 0.7247, decode.d8.loss_cls: 0.2133, decode.d8.loss_mask: 0.4852, decode.d8.loss_dice: 0.7261, loss: 15.6808, grad_norm: 65.4505 2023-12-26 08:35:56,625 - mmseg - INFO - Iter [110800/160000] lr: 3.075e-05, eta: 6:51:55, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2164, decode.loss_mask: 0.4850, decode.loss_dice: 0.7148, decode.d0.loss_cls: 1.2165, decode.d0.loss_mask: 0.5262, decode.d0.loss_dice: 0.7932, decode.d1.loss_cls: 0.2905, decode.d1.loss_mask: 0.5021, decode.d1.loss_dice: 0.7542, decode.d2.loss_cls: 0.2454, decode.d2.loss_mask: 0.4908, decode.d2.loss_dice: 0.7371, decode.d3.loss_cls: 0.2375, decode.d3.loss_mask: 0.4899, decode.d3.loss_dice: 0.7235, decode.d4.loss_cls: 0.2327, decode.d4.loss_mask: 0.4892, decode.d4.loss_dice: 0.7215, decode.d5.loss_cls: 0.2213, decode.d5.loss_mask: 0.4874, decode.d5.loss_dice: 0.7175, decode.d6.loss_cls: 0.2244, decode.d6.loss_mask: 0.4857, decode.d6.loss_dice: 0.7139, decode.d7.loss_cls: 0.2170, decode.d7.loss_mask: 0.4868, decode.d7.loss_dice: 0.7172, decode.d8.loss_cls: 0.2168, decode.d8.loss_mask: 0.4847, decode.d8.loss_dice: 0.7091, loss: 15.5484, grad_norm: 62.7704 2023-12-26 08:36:20,922 - mmseg - INFO - Iter [110850/160000] lr: 3.072e-05, eta: 6:51:29, time: 0.486, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2108, decode.loss_mask: 0.4791, decode.loss_dice: 0.7053, decode.d0.loss_cls: 1.1798, decode.d0.loss_mask: 0.5122, decode.d0.loss_dice: 0.7770, decode.d1.loss_cls: 0.2846, decode.d1.loss_mask: 0.4958, decode.d1.loss_dice: 0.7364, decode.d2.loss_cls: 0.2490, decode.d2.loss_mask: 0.4866, decode.d2.loss_dice: 0.7182, decode.d3.loss_cls: 0.2347, decode.d3.loss_mask: 0.4845, decode.d3.loss_dice: 0.7081, decode.d4.loss_cls: 0.2229, decode.d4.loss_mask: 0.4828, decode.d4.loss_dice: 0.7077, decode.d5.loss_cls: 0.2242, decode.d5.loss_mask: 0.4809, decode.d5.loss_dice: 0.7036, decode.d6.loss_cls: 0.2173, decode.d6.loss_mask: 0.4794, decode.d6.loss_dice: 0.7013, decode.d7.loss_cls: 0.2147, decode.d7.loss_mask: 0.4795, decode.d7.loss_dice: 0.7016, decode.d8.loss_cls: 0.2098, decode.d8.loss_mask: 0.4799, decode.d8.loss_dice: 0.7050, loss: 15.2728, grad_norm: 61.6881 2023-12-26 08:36:45,143 - mmseg - INFO - Iter [110900/160000] lr: 3.069e-05, eta: 6:51:04, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1892, decode.loss_mask: 0.4624, decode.loss_dice: 0.7045, decode.d0.loss_cls: 1.1966, decode.d0.loss_mask: 0.4970, decode.d0.loss_dice: 0.7740, decode.d1.loss_cls: 0.2591, decode.d1.loss_mask: 0.4773, decode.d1.loss_dice: 0.7456, decode.d2.loss_cls: 0.2235, decode.d2.loss_mask: 0.4689, decode.d2.loss_dice: 0.7222, decode.d3.loss_cls: 0.2108, decode.d3.loss_mask: 0.4624, decode.d3.loss_dice: 0.7070, decode.d4.loss_cls: 0.2023, decode.d4.loss_mask: 0.4632, decode.d4.loss_dice: 0.7103, decode.d5.loss_cls: 0.1995, decode.d5.loss_mask: 0.4615, decode.d5.loss_dice: 0.7072, decode.d6.loss_cls: 0.1947, decode.d6.loss_mask: 0.4614, decode.d6.loss_dice: 0.7022, decode.d7.loss_cls: 0.1932, decode.d7.loss_mask: 0.4609, decode.d7.loss_dice: 0.7033, decode.d8.loss_cls: 0.1892, decode.d8.loss_mask: 0.4622, decode.d8.loss_dice: 0.7025, loss: 14.9144, grad_norm: 61.8788 2023-12-26 08:37:09,253 - mmseg - INFO - Iter [110950/160000] lr: 3.066e-05, eta: 6:50:38, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2265, decode.loss_mask: 0.4814, decode.loss_dice: 0.7334, decode.d0.loss_cls: 1.2309, decode.d0.loss_mask: 0.5254, decode.d0.loss_dice: 0.8119, decode.d1.loss_cls: 0.3066, decode.d1.loss_mask: 0.4996, decode.d1.loss_dice: 0.7734, decode.d2.loss_cls: 0.2666, decode.d2.loss_mask: 0.4876, decode.d2.loss_dice: 0.7432, decode.d3.loss_cls: 0.2560, decode.d3.loss_mask: 0.4872, decode.d3.loss_dice: 0.7358, decode.d4.loss_cls: 0.2491, decode.d4.loss_mask: 0.4832, decode.d4.loss_dice: 0.7357, decode.d5.loss_cls: 0.2404, decode.d5.loss_mask: 0.4835, decode.d5.loss_dice: 0.7368, decode.d6.loss_cls: 0.2378, decode.d6.loss_mask: 0.4810, decode.d6.loss_dice: 0.7284, decode.d7.loss_cls: 0.2318, decode.d7.loss_mask: 0.4803, decode.d7.loss_dice: 0.7308, decode.d8.loss_cls: 0.2285, decode.d8.loss_mask: 0.4821, decode.d8.loss_dice: 0.7326, loss: 15.8276, grad_norm: 74.2650 2023-12-26 08:37:33,618 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 08:37:33,618 - mmseg - INFO - Iter [111000/160000] lr: 3.063e-05, eta: 6:50:13, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2148, decode.loss_mask: 0.4697, decode.loss_dice: 0.7021, decode.d0.loss_cls: 1.2122, decode.d0.loss_mask: 0.5135, decode.d0.loss_dice: 0.7857, decode.d1.loss_cls: 0.2832, decode.d1.loss_mask: 0.4899, decode.d1.loss_dice: 0.7507, decode.d2.loss_cls: 0.2480, decode.d2.loss_mask: 0.4776, decode.d2.loss_dice: 0.7247, decode.d3.loss_cls: 0.2335, decode.d3.loss_mask: 0.4735, decode.d3.loss_dice: 0.7097, decode.d4.loss_cls: 0.2263, decode.d4.loss_mask: 0.4732, decode.d4.loss_dice: 0.7083, decode.d5.loss_cls: 0.2192, decode.d5.loss_mask: 0.4738, decode.d5.loss_dice: 0.7090, decode.d6.loss_cls: 0.2180, decode.d6.loss_mask: 0.4717, decode.d6.loss_dice: 0.7034, decode.d7.loss_cls: 0.2118, decode.d7.loss_mask: 0.4717, decode.d7.loss_dice: 0.7011, decode.d8.loss_cls: 0.2097, decode.d8.loss_mask: 0.4713, decode.d8.loss_dice: 0.7071, loss: 15.2645, grad_norm: 61.8538 2023-12-26 08:38:00,334 - mmseg - INFO - Iter [111050/160000] lr: 3.059e-05, eta: 6:49:48, time: 0.534, data_time: 0.059, memory: 40245, decode.loss_cls: 0.2117, decode.loss_mask: 0.4609, decode.loss_dice: 0.6962, decode.d0.loss_cls: 1.2020, decode.d0.loss_mask: 0.4979, decode.d0.loss_dice: 0.7734, decode.d1.loss_cls: 0.2823, decode.d1.loss_mask: 0.4743, decode.d1.loss_dice: 0.7334, decode.d2.loss_cls: 0.2503, decode.d2.loss_mask: 0.4677, decode.d2.loss_dice: 0.7137, decode.d3.loss_cls: 0.2349, decode.d3.loss_mask: 0.4633, decode.d3.loss_dice: 0.6985, decode.d4.loss_cls: 0.2265, decode.d4.loss_mask: 0.4618, decode.d4.loss_dice: 0.6986, decode.d5.loss_cls: 0.2187, decode.d5.loss_mask: 0.4612, decode.d5.loss_dice: 0.7002, decode.d6.loss_cls: 0.2169, decode.d6.loss_mask: 0.4616, decode.d6.loss_dice: 0.6960, decode.d7.loss_cls: 0.2103, decode.d7.loss_mask: 0.4621, decode.d7.loss_dice: 0.6983, decode.d8.loss_cls: 0.2118, decode.d8.loss_mask: 0.4604, decode.d8.loss_dice: 0.6960, loss: 15.0408, grad_norm: 56.4393 2023-12-26 08:38:24,857 - mmseg - INFO - Iter [111100/160000] lr: 3.056e-05, eta: 6:49:23, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2132, decode.loss_mask: 0.4875, decode.loss_dice: 0.7337, decode.d0.loss_cls: 1.1974, decode.d0.loss_mask: 0.5303, decode.d0.loss_dice: 0.8148, decode.d1.loss_cls: 0.2809, decode.d1.loss_mask: 0.5051, decode.d1.loss_dice: 0.7726, decode.d2.loss_cls: 0.2529, decode.d2.loss_mask: 0.4946, decode.d2.loss_dice: 0.7505, decode.d3.loss_cls: 0.2378, decode.d3.loss_mask: 0.4918, decode.d3.loss_dice: 0.7394, decode.d4.loss_cls: 0.2300, decode.d4.loss_mask: 0.4895, decode.d4.loss_dice: 0.7361, decode.d5.loss_cls: 0.2259, decode.d5.loss_mask: 0.4883, decode.d5.loss_dice: 0.7351, decode.d6.loss_cls: 0.2141, decode.d6.loss_mask: 0.4885, decode.d6.loss_dice: 0.7346, decode.d7.loss_cls: 0.2132, decode.d7.loss_mask: 0.4872, decode.d7.loss_dice: 0.7344, decode.d8.loss_cls: 0.2117, decode.d8.loss_mask: 0.4871, decode.d8.loss_dice: 0.7328, loss: 15.7109, grad_norm: 66.4254 2023-12-26 08:38:49,252 - mmseg - INFO - Iter [111150/160000] lr: 3.053e-05, eta: 6:48:57, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2057, decode.loss_mask: 0.4742, decode.loss_dice: 0.7061, decode.d0.loss_cls: 1.1964, decode.d0.loss_mask: 0.5144, decode.d0.loss_dice: 0.7760, decode.d1.loss_cls: 0.2818, decode.d1.loss_mask: 0.4882, decode.d1.loss_dice: 0.7411, decode.d2.loss_cls: 0.2390, decode.d2.loss_mask: 0.4799, decode.d2.loss_dice: 0.7218, decode.d3.loss_cls: 0.2311, decode.d3.loss_mask: 0.4780, decode.d3.loss_dice: 0.7104, decode.d4.loss_cls: 0.2193, decode.d4.loss_mask: 0.4771, decode.d4.loss_dice: 0.7095, decode.d5.loss_cls: 0.2157, decode.d5.loss_mask: 0.4757, decode.d5.loss_dice: 0.7137, decode.d6.loss_cls: 0.2089, decode.d6.loss_mask: 0.4739, decode.d6.loss_dice: 0.7048, decode.d7.loss_cls: 0.2045, decode.d7.loss_mask: 0.4751, decode.d7.loss_dice: 0.7089, decode.d8.loss_cls: 0.2028, decode.d8.loss_mask: 0.4752, decode.d8.loss_dice: 0.7061, loss: 15.2153, grad_norm: 60.5780 2023-12-26 08:39:13,791 - mmseg - INFO - Iter [111200/160000] lr: 3.050e-05, eta: 6:48:32, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2044, decode.loss_mask: 0.4691, decode.loss_dice: 0.6787, decode.d0.loss_cls: 1.1770, decode.d0.loss_mask: 0.5073, decode.d0.loss_dice: 0.7514, decode.d1.loss_cls: 0.2700, decode.d1.loss_mask: 0.4861, decode.d1.loss_dice: 0.7161, decode.d2.loss_cls: 0.2418, decode.d2.loss_mask: 0.4764, decode.d2.loss_dice: 0.6956, decode.d3.loss_cls: 0.2309, decode.d3.loss_mask: 0.4755, decode.d3.loss_dice: 0.6840, decode.d4.loss_cls: 0.2190, decode.d4.loss_mask: 0.4726, decode.d4.loss_dice: 0.6870, decode.d5.loss_cls: 0.2146, decode.d5.loss_mask: 0.4690, decode.d5.loss_dice: 0.6796, decode.d6.loss_cls: 0.2085, decode.d6.loss_mask: 0.4700, decode.d6.loss_dice: 0.6810, decode.d7.loss_cls: 0.2021, decode.d7.loss_mask: 0.4697, decode.d7.loss_dice: 0.6771, decode.d8.loss_cls: 0.2038, decode.d8.loss_mask: 0.4694, decode.d8.loss_dice: 0.6768, loss: 14.8646, grad_norm: 64.1137 2023-12-26 08:39:38,312 - mmseg - INFO - Iter [111250/160000] lr: 3.047e-05, eta: 6:48:07, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2203, decode.loss_mask: 0.4821, decode.loss_dice: 0.7228, decode.d0.loss_cls: 1.1829, decode.d0.loss_mask: 0.5255, decode.d0.loss_dice: 0.7977, decode.d1.loss_cls: 0.2906, decode.d1.loss_mask: 0.5015, decode.d1.loss_dice: 0.7615, decode.d2.loss_cls: 0.2618, decode.d2.loss_mask: 0.4917, decode.d2.loss_dice: 0.7427, decode.d3.loss_cls: 0.2444, decode.d3.loss_mask: 0.4859, decode.d3.loss_dice: 0.7298, decode.d4.loss_cls: 0.2340, decode.d4.loss_mask: 0.4845, decode.d4.loss_dice: 0.7279, decode.d5.loss_cls: 0.2368, decode.d5.loss_mask: 0.4834, decode.d5.loss_dice: 0.7272, decode.d6.loss_cls: 0.2290, decode.d6.loss_mask: 0.4840, decode.d6.loss_dice: 0.7181, decode.d7.loss_cls: 0.2207, decode.d7.loss_mask: 0.4832, decode.d7.loss_dice: 0.7229, decode.d8.loss_cls: 0.2225, decode.d8.loss_mask: 0.4818, decode.d8.loss_dice: 0.7195, loss: 15.6168, grad_norm: 63.9809 2023-12-26 08:40:03,081 - mmseg - INFO - Iter [111300/160000] lr: 3.044e-05, eta: 6:47:41, time: 0.495, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1919, decode.loss_mask: 0.4683, decode.loss_dice: 0.7204, decode.d0.loss_cls: 1.2119, decode.d0.loss_mask: 0.5026, decode.d0.loss_dice: 0.7906, decode.d1.loss_cls: 0.2732, decode.d1.loss_mask: 0.4793, decode.d1.loss_dice: 0.7576, decode.d2.loss_cls: 0.2337, decode.d2.loss_mask: 0.4737, decode.d2.loss_dice: 0.7392, decode.d3.loss_cls: 0.2243, decode.d3.loss_mask: 0.4678, decode.d3.loss_dice: 0.7274, decode.d4.loss_cls: 0.2112, decode.d4.loss_mask: 0.4680, decode.d4.loss_dice: 0.7245, decode.d5.loss_cls: 0.2101, decode.d5.loss_mask: 0.4658, decode.d5.loss_dice: 0.7239, decode.d6.loss_cls: 0.1985, decode.d6.loss_mask: 0.4654, decode.d6.loss_dice: 0.7202, decode.d7.loss_cls: 0.1972, decode.d7.loss_mask: 0.4663, decode.d7.loss_dice: 0.7210, decode.d8.loss_cls: 0.1949, decode.d8.loss_mask: 0.4668, decode.d8.loss_dice: 0.7238, loss: 15.2195, grad_norm: 56.8219 2023-12-26 08:40:27,416 - mmseg - INFO - Iter [111350/160000] lr: 3.041e-05, eta: 6:47:16, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2108, decode.loss_mask: 0.4431, decode.loss_dice: 0.7001, decode.d0.loss_cls: 1.1976, decode.d0.loss_mask: 0.4786, decode.d0.loss_dice: 0.7815, decode.d1.loss_cls: 0.2917, decode.d1.loss_mask: 0.4607, decode.d1.loss_dice: 0.7352, decode.d2.loss_cls: 0.2512, decode.d2.loss_mask: 0.4504, decode.d2.loss_dice: 0.7158, decode.d3.loss_cls: 0.2404, decode.d3.loss_mask: 0.4458, decode.d3.loss_dice: 0.7008, decode.d4.loss_cls: 0.2293, decode.d4.loss_mask: 0.4452, decode.d4.loss_dice: 0.7065, decode.d5.loss_cls: 0.2212, decode.d5.loss_mask: 0.4447, decode.d5.loss_dice: 0.7023, decode.d6.loss_cls: 0.2194, decode.d6.loss_mask: 0.4439, decode.d6.loss_dice: 0.6971, decode.d7.loss_cls: 0.2157, decode.d7.loss_mask: 0.4440, decode.d7.loss_dice: 0.6983, decode.d8.loss_cls: 0.2115, decode.d8.loss_mask: 0.4439, decode.d8.loss_dice: 0.7023, loss: 14.9292, grad_norm: 54.7992 2023-12-26 08:40:51,880 - mmseg - INFO - Iter [111400/160000] lr: 3.038e-05, eta: 6:46:50, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2031, decode.loss_mask: 0.4757, decode.loss_dice: 0.6982, decode.d0.loss_cls: 1.2108, decode.d0.loss_mask: 0.5191, decode.d0.loss_dice: 0.7746, decode.d1.loss_cls: 0.2844, decode.d1.loss_mask: 0.4920, decode.d1.loss_dice: 0.7361, decode.d2.loss_cls: 0.2552, decode.d2.loss_mask: 0.4810, decode.d2.loss_dice: 0.7142, decode.d3.loss_cls: 0.2372, decode.d3.loss_mask: 0.4782, decode.d3.loss_dice: 0.7037, decode.d4.loss_cls: 0.2215, decode.d4.loss_mask: 0.4785, decode.d4.loss_dice: 0.7052, decode.d5.loss_cls: 0.2228, decode.d5.loss_mask: 0.4767, decode.d5.loss_dice: 0.7029, decode.d6.loss_cls: 0.2171, decode.d6.loss_mask: 0.4755, decode.d6.loss_dice: 0.7019, decode.d7.loss_cls: 0.2072, decode.d7.loss_mask: 0.4768, decode.d7.loss_dice: 0.7000, decode.d8.loss_cls: 0.2093, decode.d8.loss_mask: 0.4756, decode.d8.loss_dice: 0.6984, loss: 15.2329, grad_norm: 64.8948 2023-12-26 08:41:16,148 - mmseg - INFO - Iter [111450/160000] lr: 3.034e-05, eta: 6:46:25, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2161, decode.loss_mask: 0.4592, decode.loss_dice: 0.7133, decode.d0.loss_cls: 1.2146, decode.d0.loss_mask: 0.4934, decode.d0.loss_dice: 0.7892, decode.d1.loss_cls: 0.2971, decode.d1.loss_mask: 0.4736, decode.d1.loss_dice: 0.7522, decode.d2.loss_cls: 0.2559, decode.d2.loss_mask: 0.4650, decode.d2.loss_dice: 0.7294, decode.d3.loss_cls: 0.2400, decode.d3.loss_mask: 0.4609, decode.d3.loss_dice: 0.7188, decode.d4.loss_cls: 0.2337, decode.d4.loss_mask: 0.4599, decode.d4.loss_dice: 0.7162, decode.d5.loss_cls: 0.2267, decode.d5.loss_mask: 0.4608, decode.d5.loss_dice: 0.7181, decode.d6.loss_cls: 0.2219, decode.d6.loss_mask: 0.4598, decode.d6.loss_dice: 0.7085, decode.d7.loss_cls: 0.2195, decode.d7.loss_mask: 0.4602, decode.d7.loss_dice: 0.7145, decode.d8.loss_cls: 0.2174, decode.d8.loss_mask: 0.4592, decode.d8.loss_dice: 0.7126, loss: 15.2677, grad_norm: 58.4385 2023-12-26 08:41:40,425 - mmseg - INFO - Iter [111500/160000] lr: 3.031e-05, eta: 6:45:59, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2284, decode.loss_mask: 0.4874, decode.loss_dice: 0.7224, decode.d0.loss_cls: 1.2097, decode.d0.loss_mask: 0.5280, decode.d0.loss_dice: 0.7999, decode.d1.loss_cls: 0.3063, decode.d1.loss_mask: 0.5035, decode.d1.loss_dice: 0.7611, decode.d2.loss_cls: 0.2657, decode.d2.loss_mask: 0.4946, decode.d2.loss_dice: 0.7387, decode.d3.loss_cls: 0.2516, decode.d3.loss_mask: 0.4920, decode.d3.loss_dice: 0.7266, decode.d4.loss_cls: 0.2435, decode.d4.loss_mask: 0.4891, decode.d4.loss_dice: 0.7294, decode.d5.loss_cls: 0.2332, decode.d5.loss_mask: 0.4910, decode.d5.loss_dice: 0.7256, decode.d6.loss_cls: 0.2342, decode.d6.loss_mask: 0.4885, decode.d6.loss_dice: 0.7173, decode.d7.loss_cls: 0.2274, decode.d7.loss_mask: 0.4897, decode.d7.loss_dice: 0.7191, decode.d8.loss_cls: 0.2279, decode.d8.loss_mask: 0.4897, decode.d8.loss_dice: 0.7215, loss: 15.7431, grad_norm: 69.9198 2023-12-26 08:42:04,577 - mmseg - INFO - Iter [111550/160000] lr: 3.028e-05, eta: 6:45:34, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2187, decode.loss_mask: 0.4723, decode.loss_dice: 0.7179, decode.d0.loss_cls: 1.2093, decode.d0.loss_mask: 0.5113, decode.d0.loss_dice: 0.7897, decode.d1.loss_cls: 0.2905, decode.d1.loss_mask: 0.4883, decode.d1.loss_dice: 0.7512, decode.d2.loss_cls: 0.2620, decode.d2.loss_mask: 0.4793, decode.d2.loss_dice: 0.7319, decode.d3.loss_cls: 0.2488, decode.d3.loss_mask: 0.4758, decode.d3.loss_dice: 0.7226, decode.d4.loss_cls: 0.2371, decode.d4.loss_mask: 0.4748, decode.d4.loss_dice: 0.7210, decode.d5.loss_cls: 0.2323, decode.d5.loss_mask: 0.4750, decode.d5.loss_dice: 0.7232, decode.d6.loss_cls: 0.2217, decode.d6.loss_mask: 0.4761, decode.d6.loss_dice: 0.7190, decode.d7.loss_cls: 0.2199, decode.d7.loss_mask: 0.4746, decode.d7.loss_dice: 0.7157, decode.d8.loss_cls: 0.2195, decode.d8.loss_mask: 0.4741, decode.d8.loss_dice: 0.7156, loss: 15.4692, grad_norm: 60.4766 2023-12-26 08:42:28,796 - mmseg - INFO - Iter [111600/160000] lr: 3.025e-05, eta: 6:45:08, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2263, decode.loss_mask: 0.4891, decode.loss_dice: 0.7244, decode.d0.loss_cls: 1.2006, decode.d0.loss_mask: 0.5294, decode.d0.loss_dice: 0.7913, decode.d1.loss_cls: 0.2916, decode.d1.loss_mask: 0.5073, decode.d1.loss_dice: 0.7603, decode.d2.loss_cls: 0.2594, decode.d2.loss_mask: 0.4960, decode.d2.loss_dice: 0.7448, decode.d3.loss_cls: 0.2538, decode.d3.loss_mask: 0.4939, decode.d3.loss_dice: 0.7308, decode.d4.loss_cls: 0.2405, decode.d4.loss_mask: 0.4943, decode.d4.loss_dice: 0.7310, decode.d5.loss_cls: 0.2304, decode.d5.loss_mask: 0.4941, decode.d5.loss_dice: 0.7289, decode.d6.loss_cls: 0.2324, decode.d6.loss_mask: 0.4909, decode.d6.loss_dice: 0.7240, decode.d7.loss_cls: 0.2278, decode.d7.loss_mask: 0.4918, decode.d7.loss_dice: 0.7215, decode.d8.loss_cls: 0.2236, decode.d8.loss_mask: 0.4910, decode.d8.loss_dice: 0.7212, loss: 15.7424, grad_norm: 67.9437 2023-12-26 08:42:53,089 - mmseg - INFO - Iter [111650/160000] lr: 3.022e-05, eta: 6:44:43, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2245, decode.loss_mask: 0.4612, decode.loss_dice: 0.7100, decode.d0.loss_cls: 1.2280, decode.d0.loss_mask: 0.4979, decode.d0.loss_dice: 0.7899, decode.d1.loss_cls: 0.3051, decode.d1.loss_mask: 0.4743, decode.d1.loss_dice: 0.7454, decode.d2.loss_cls: 0.2712, decode.d2.loss_mask: 0.4651, decode.d2.loss_dice: 0.7284, decode.d3.loss_cls: 0.2494, decode.d3.loss_mask: 0.4630, decode.d3.loss_dice: 0.7195, decode.d4.loss_cls: 0.2381, decode.d4.loss_mask: 0.4610, decode.d4.loss_dice: 0.7156, decode.d5.loss_cls: 0.2280, decode.d5.loss_mask: 0.4626, decode.d5.loss_dice: 0.7186, decode.d6.loss_cls: 0.2307, decode.d6.loss_mask: 0.4620, decode.d6.loss_dice: 0.7141, decode.d7.loss_cls: 0.2262, decode.d7.loss_mask: 0.4615, decode.d7.loss_dice: 0.7134, decode.d8.loss_cls: 0.2206, decode.d8.loss_mask: 0.4615, decode.d8.loss_dice: 0.7147, loss: 15.3616, grad_norm: 57.4672 2023-12-26 08:43:17,635 - mmseg - INFO - Iter [111700/160000] lr: 3.019e-05, eta: 6:44:17, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2131, decode.loss_mask: 0.4682, decode.loss_dice: 0.7038, decode.d0.loss_cls: 1.1970, decode.d0.loss_mask: 0.5087, decode.d0.loss_dice: 0.7751, decode.d1.loss_cls: 0.2885, decode.d1.loss_mask: 0.4861, decode.d1.loss_dice: 0.7367, decode.d2.loss_cls: 0.2537, decode.d2.loss_mask: 0.4745, decode.d2.loss_dice: 0.7231, decode.d3.loss_cls: 0.2460, decode.d3.loss_mask: 0.4715, decode.d3.loss_dice: 0.7135, decode.d4.loss_cls: 0.2322, decode.d4.loss_mask: 0.4702, decode.d4.loss_dice: 0.7115, decode.d5.loss_cls: 0.2313, decode.d5.loss_mask: 0.4673, decode.d5.loss_dice: 0.7090, decode.d6.loss_cls: 0.2258, decode.d6.loss_mask: 0.4675, decode.d6.loss_dice: 0.7062, decode.d7.loss_cls: 0.2193, decode.d7.loss_mask: 0.4670, decode.d7.loss_dice: 0.7072, decode.d8.loss_cls: 0.2183, decode.d8.loss_mask: 0.4675, decode.d8.loss_dice: 0.7050, loss: 15.2650, grad_norm: 63.1385 2023-12-26 08:43:41,990 - mmseg - INFO - Iter [111750/160000] lr: 3.016e-05, eta: 6:43:52, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2208, decode.loss_mask: 0.4743, decode.loss_dice: 0.7080, decode.d0.loss_cls: 1.2282, decode.d0.loss_mask: 0.5133, decode.d0.loss_dice: 0.7763, decode.d1.loss_cls: 0.2901, decode.d1.loss_mask: 0.4900, decode.d1.loss_dice: 0.7454, decode.d2.loss_cls: 0.2592, decode.d2.loss_mask: 0.4790, decode.d2.loss_dice: 0.7232, decode.d3.loss_cls: 0.2470, decode.d3.loss_mask: 0.4760, decode.d3.loss_dice: 0.7132, decode.d4.loss_cls: 0.2342, decode.d4.loss_mask: 0.4766, decode.d4.loss_dice: 0.7147, decode.d5.loss_cls: 0.2304, decode.d5.loss_mask: 0.4771, decode.d5.loss_dice: 0.7142, decode.d6.loss_cls: 0.2271, decode.d6.loss_mask: 0.4749, decode.d6.loss_dice: 0.7073, decode.d7.loss_cls: 0.2244, decode.d7.loss_mask: 0.4746, decode.d7.loss_dice: 0.7088, decode.d8.loss_cls: 0.2234, decode.d8.loss_mask: 0.4733, decode.d8.loss_dice: 0.7066, loss: 15.4117, grad_norm: 58.5075 2023-12-26 08:44:06,345 - mmseg - INFO - Iter [111800/160000] lr: 3.013e-05, eta: 6:43:27, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2138, decode.loss_mask: 0.4570, decode.loss_dice: 0.7008, decode.d0.loss_cls: 1.2006, decode.d0.loss_mask: 0.4947, decode.d0.loss_dice: 0.7716, decode.d1.loss_cls: 0.2768, decode.d1.loss_mask: 0.4732, decode.d1.loss_dice: 0.7413, decode.d2.loss_cls: 0.2569, decode.d2.loss_mask: 0.4627, decode.d2.loss_dice: 0.7174, decode.d3.loss_cls: 0.2434, decode.d3.loss_mask: 0.4614, decode.d3.loss_dice: 0.7024, decode.d4.loss_cls: 0.2308, decode.d4.loss_mask: 0.4581, decode.d4.loss_dice: 0.7047, decode.d5.loss_cls: 0.2269, decode.d5.loss_mask: 0.4581, decode.d5.loss_dice: 0.7001, decode.d6.loss_cls: 0.2268, decode.d6.loss_mask: 0.4571, decode.d6.loss_dice: 0.6947, decode.d7.loss_cls: 0.2129, decode.d7.loss_mask: 0.4569, decode.d7.loss_dice: 0.6999, decode.d8.loss_cls: 0.2153, decode.d8.loss_mask: 0.4572, decode.d8.loss_dice: 0.7013, loss: 15.0745, grad_norm: 58.0516 2023-12-26 08:44:30,526 - mmseg - INFO - Iter [111850/160000] lr: 3.009e-05, eta: 6:43:01, time: 0.484, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2063, decode.loss_mask: 0.4576, decode.loss_dice: 0.6904, decode.d0.loss_cls: 1.1744, decode.d0.loss_mask: 0.4983, decode.d0.loss_dice: 0.7665, decode.d1.loss_cls: 0.2888, decode.d1.loss_mask: 0.4749, decode.d1.loss_dice: 0.7292, decode.d2.loss_cls: 0.2479, decode.d2.loss_mask: 0.4661, decode.d2.loss_dice: 0.7041, decode.d3.loss_cls: 0.2317, decode.d3.loss_mask: 0.4605, decode.d3.loss_dice: 0.6952, decode.d4.loss_cls: 0.2174, decode.d4.loss_mask: 0.4615, decode.d4.loss_dice: 0.6978, decode.d5.loss_cls: 0.2122, decode.d5.loss_mask: 0.4604, decode.d5.loss_dice: 0.6970, decode.d6.loss_cls: 0.2103, decode.d6.loss_mask: 0.4587, decode.d6.loss_dice: 0.6923, decode.d7.loss_cls: 0.2082, decode.d7.loss_mask: 0.4591, decode.d7.loss_dice: 0.6867, decode.d8.loss_cls: 0.2061, decode.d8.loss_mask: 0.4581, decode.d8.loss_dice: 0.6903, loss: 14.9080, grad_norm: 56.6858 2023-12-26 08:44:55,099 - mmseg - INFO - Iter [111900/160000] lr: 3.006e-05, eta: 6:42:36, time: 0.491, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1888, decode.loss_mask: 0.4676, decode.loss_dice: 0.6786, decode.d0.loss_cls: 1.1759, decode.d0.loss_mask: 0.5092, decode.d0.loss_dice: 0.7469, decode.d1.loss_cls: 0.2681, decode.d1.loss_mask: 0.4872, decode.d1.loss_dice: 0.7120, decode.d2.loss_cls: 0.2329, decode.d2.loss_mask: 0.4727, decode.d2.loss_dice: 0.6927, decode.d3.loss_cls: 0.2166, decode.d3.loss_mask: 0.4704, decode.d3.loss_dice: 0.6832, decode.d4.loss_cls: 0.2051, decode.d4.loss_mask: 0.4709, decode.d4.loss_dice: 0.6875, decode.d5.loss_cls: 0.1998, decode.d5.loss_mask: 0.4692, decode.d5.loss_dice: 0.6834, decode.d6.loss_cls: 0.1991, decode.d6.loss_mask: 0.4672, decode.d6.loss_dice: 0.6732, decode.d7.loss_cls: 0.1940, decode.d7.loss_mask: 0.4679, decode.d7.loss_dice: 0.6764, decode.d8.loss_cls: 0.1901, decode.d8.loss_mask: 0.4668, decode.d8.loss_dice: 0.6754, loss: 14.7287, grad_norm: 58.9216 2023-12-26 08:45:19,396 - mmseg - INFO - Iter [111950/160000] lr: 3.003e-05, eta: 6:42:10, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1999, decode.loss_mask: 0.4703, decode.loss_dice: 0.6985, decode.d0.loss_cls: 1.1754, decode.d0.loss_mask: 0.5069, decode.d0.loss_dice: 0.7701, decode.d1.loss_cls: 0.2720, decode.d1.loss_mask: 0.4839, decode.d1.loss_dice: 0.7369, decode.d2.loss_cls: 0.2411, decode.d2.loss_mask: 0.4757, decode.d2.loss_dice: 0.7160, decode.d3.loss_cls: 0.2270, decode.d3.loss_mask: 0.4730, decode.d3.loss_dice: 0.7046, decode.d4.loss_cls: 0.2175, decode.d4.loss_mask: 0.4724, decode.d4.loss_dice: 0.7099, decode.d5.loss_cls: 0.2085, decode.d5.loss_mask: 0.4722, decode.d5.loss_dice: 0.7074, decode.d6.loss_cls: 0.2052, decode.d6.loss_mask: 0.4681, decode.d6.loss_dice: 0.7013, decode.d7.loss_cls: 0.1979, decode.d7.loss_mask: 0.4680, decode.d7.loss_dice: 0.7006, decode.d8.loss_cls: 0.1999, decode.d8.loss_mask: 0.4691, decode.d8.loss_dice: 0.7034, loss: 15.0526, grad_norm: 62.2332 2023-12-26 08:45:43,748 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 08:45:43,748 - mmseg - INFO - Iter [112000/160000] lr: 3.000e-05, eta: 6:41:45, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1999, decode.loss_mask: 0.4766, decode.loss_dice: 0.7032, decode.d0.loss_cls: 1.1658, decode.d0.loss_mask: 0.5162, decode.d0.loss_dice: 0.7697, decode.d1.loss_cls: 0.2758, decode.d1.loss_mask: 0.4902, decode.d1.loss_dice: 0.7394, decode.d2.loss_cls: 0.2453, decode.d2.loss_mask: 0.4830, decode.d2.loss_dice: 0.7206, decode.d3.loss_cls: 0.2309, decode.d3.loss_mask: 0.4800, decode.d3.loss_dice: 0.7112, decode.d4.loss_cls: 0.2172, decode.d4.loss_mask: 0.4782, decode.d4.loss_dice: 0.7110, decode.d5.loss_cls: 0.2080, decode.d5.loss_mask: 0.4774, decode.d5.loss_dice: 0.7110, decode.d6.loss_cls: 0.2071, decode.d6.loss_mask: 0.4762, decode.d6.loss_dice: 0.7065, decode.d7.loss_cls: 0.2014, decode.d7.loss_mask: 0.4779, decode.d7.loss_dice: 0.7079, decode.d8.loss_cls: 0.1963, decode.d8.loss_mask: 0.4777, decode.d8.loss_dice: 0.7110, loss: 15.1723, grad_norm: 59.8620 2023-12-26 08:46:07,943 - mmseg - INFO - Iter [112050/160000] lr: 2.997e-05, eta: 6:41:19, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2225, decode.loss_mask: 0.4723, decode.loss_dice: 0.7207, decode.d0.loss_cls: 1.2226, decode.d0.loss_mask: 0.5086, decode.d0.loss_dice: 0.7920, decode.d1.loss_cls: 0.3012, decode.d1.loss_mask: 0.4908, decode.d1.loss_dice: 0.7652, decode.d2.loss_cls: 0.2653, decode.d2.loss_mask: 0.4806, decode.d2.loss_dice: 0.7447, decode.d3.loss_cls: 0.2514, decode.d3.loss_mask: 0.4761, decode.d3.loss_dice: 0.7287, decode.d4.loss_cls: 0.2406, decode.d4.loss_mask: 0.4748, decode.d4.loss_dice: 0.7317, decode.d5.loss_cls: 0.2324, decode.d5.loss_mask: 0.4728, decode.d5.loss_dice: 0.7279, decode.d6.loss_cls: 0.2264, decode.d6.loss_mask: 0.4743, decode.d6.loss_dice: 0.7219, decode.d7.loss_cls: 0.2230, decode.d7.loss_mask: 0.4742, decode.d7.loss_dice: 0.7256, decode.d8.loss_cls: 0.2226, decode.d8.loss_mask: 0.4734, decode.d8.loss_dice: 0.7266, loss: 15.5909, grad_norm: 60.8165 2023-12-26 08:46:32,272 - mmseg - INFO - Iter [112100/160000] lr: 2.994e-05, eta: 6:40:54, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2187, decode.loss_mask: 0.4638, decode.loss_dice: 0.6917, decode.d0.loss_cls: 1.2095, decode.d0.loss_mask: 0.4988, decode.d0.loss_dice: 0.7752, decode.d1.loss_cls: 0.2936, decode.d1.loss_mask: 0.4771, decode.d1.loss_dice: 0.7348, decode.d2.loss_cls: 0.2586, decode.d2.loss_mask: 0.4654, decode.d2.loss_dice: 0.7124, decode.d3.loss_cls: 0.2452, decode.d3.loss_mask: 0.4644, decode.d3.loss_dice: 0.7005, decode.d4.loss_cls: 0.2335, decode.d4.loss_mask: 0.4638, decode.d4.loss_dice: 0.7002, decode.d5.loss_cls: 0.2291, decode.d5.loss_mask: 0.4627, decode.d5.loss_dice: 0.6965, decode.d6.loss_cls: 0.2254, decode.d6.loss_mask: 0.4643, decode.d6.loss_dice: 0.6932, decode.d7.loss_cls: 0.2217, decode.d7.loss_mask: 0.4622, decode.d7.loss_dice: 0.6955, decode.d8.loss_cls: 0.2207, decode.d8.loss_mask: 0.4615, decode.d8.loss_dice: 0.6930, loss: 15.1327, grad_norm: 66.1457 2023-12-26 08:46:56,617 - mmseg - INFO - Iter [112150/160000] lr: 2.991e-05, eta: 6:40:28, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2163, decode.loss_mask: 0.4689, decode.loss_dice: 0.7118, decode.d0.loss_cls: 1.2205, decode.d0.loss_mask: 0.5099, decode.d0.loss_dice: 0.7878, decode.d1.loss_cls: 0.2854, decode.d1.loss_mask: 0.4887, decode.d1.loss_dice: 0.7562, decode.d2.loss_cls: 0.2516, decode.d2.loss_mask: 0.4798, decode.d2.loss_dice: 0.7322, decode.d3.loss_cls: 0.2380, decode.d3.loss_mask: 0.4735, decode.d3.loss_dice: 0.7198, decode.d4.loss_cls: 0.2286, decode.d4.loss_mask: 0.4714, decode.d4.loss_dice: 0.7200, decode.d5.loss_cls: 0.2266, decode.d5.loss_mask: 0.4701, decode.d5.loss_dice: 0.7196, decode.d6.loss_cls: 0.2245, decode.d6.loss_mask: 0.4700, decode.d6.loss_dice: 0.7127, decode.d7.loss_cls: 0.2157, decode.d7.loss_mask: 0.4696, decode.d7.loss_dice: 0.7186, decode.d8.loss_cls: 0.2164, decode.d8.loss_mask: 0.4690, decode.d8.loss_dice: 0.7137, loss: 15.3867, grad_norm: 62.5707 2023-12-26 08:47:20,820 - mmseg - INFO - Iter [112200/160000] lr: 2.988e-05, eta: 6:40:03, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1790, decode.loss_mask: 0.4713, decode.loss_dice: 0.6832, decode.d0.loss_cls: 1.1625, decode.d0.loss_mask: 0.5068, decode.d0.loss_dice: 0.7543, decode.d1.loss_cls: 0.2536, decode.d1.loss_mask: 0.4826, decode.d1.loss_dice: 0.7256, decode.d2.loss_cls: 0.2199, decode.d2.loss_mask: 0.4754, decode.d2.loss_dice: 0.7021, decode.d3.loss_cls: 0.2035, decode.d3.loss_mask: 0.4729, decode.d3.loss_dice: 0.6954, decode.d4.loss_cls: 0.1945, decode.d4.loss_mask: 0.4736, decode.d4.loss_dice: 0.6938, decode.d5.loss_cls: 0.1856, decode.d5.loss_mask: 0.4757, decode.d5.loss_dice: 0.6947, decode.d6.loss_cls: 0.1844, decode.d6.loss_mask: 0.4744, decode.d6.loss_dice: 0.6906, decode.d7.loss_cls: 0.1794, decode.d7.loss_mask: 0.4731, decode.d7.loss_dice: 0.6866, decode.d8.loss_cls: 0.1801, decode.d8.loss_mask: 0.4721, decode.d8.loss_dice: 0.6878, loss: 14.7347, grad_norm: 62.3688 2023-12-26 08:47:45,203 - mmseg - INFO - Iter [112250/160000] lr: 2.984e-05, eta: 6:39:37, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2097, decode.loss_mask: 0.4744, decode.loss_dice: 0.6957, decode.d0.loss_cls: 1.2009, decode.d0.loss_mask: 0.5101, decode.d0.loss_dice: 0.7628, decode.d1.loss_cls: 0.2858, decode.d1.loss_mask: 0.4854, decode.d1.loss_dice: 0.7322, decode.d2.loss_cls: 0.2525, decode.d2.loss_mask: 0.4760, decode.d2.loss_dice: 0.7092, decode.d3.loss_cls: 0.2414, decode.d3.loss_mask: 0.4744, decode.d3.loss_dice: 0.6995, decode.d4.loss_cls: 0.2257, decode.d4.loss_mask: 0.4742, decode.d4.loss_dice: 0.6957, decode.d5.loss_cls: 0.2193, decode.d5.loss_mask: 0.4744, decode.d5.loss_dice: 0.6965, decode.d6.loss_cls: 0.2173, decode.d6.loss_mask: 0.4750, decode.d6.loss_dice: 0.6902, decode.d7.loss_cls: 0.2098, decode.d7.loss_mask: 0.4753, decode.d7.loss_dice: 0.6914, decode.d8.loss_cls: 0.2136, decode.d8.loss_mask: 0.4734, decode.d8.loss_dice: 0.6902, loss: 15.1317, grad_norm: 60.3909 2023-12-26 08:48:09,767 - mmseg - INFO - Iter [112300/160000] lr: 2.981e-05, eta: 6:39:12, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2159, decode.loss_mask: 0.4597, decode.loss_dice: 0.6842, decode.d0.loss_cls: 1.2304, decode.d0.loss_mask: 0.4988, decode.d0.loss_dice: 0.7588, decode.d1.loss_cls: 0.2909, decode.d1.loss_mask: 0.4735, decode.d1.loss_dice: 0.7273, decode.d2.loss_cls: 0.2611, decode.d2.loss_mask: 0.4681, decode.d2.loss_dice: 0.7024, decode.d3.loss_cls: 0.2454, decode.d3.loss_mask: 0.4631, decode.d3.loss_dice: 0.6913, decode.d4.loss_cls: 0.2291, decode.d4.loss_mask: 0.4599, decode.d4.loss_dice: 0.6895, decode.d5.loss_cls: 0.2265, decode.d5.loss_mask: 0.4590, decode.d5.loss_dice: 0.6874, decode.d6.loss_cls: 0.2193, decode.d6.loss_mask: 0.4602, decode.d6.loss_dice: 0.6877, decode.d7.loss_cls: 0.2172, decode.d7.loss_mask: 0.4591, decode.d7.loss_dice: 0.6860, decode.d8.loss_cls: 0.2190, decode.d8.loss_mask: 0.4569, decode.d8.loss_dice: 0.6801, loss: 15.0075, grad_norm: 61.2822 2023-12-26 08:48:36,446 - mmseg - INFO - Iter [112350/160000] lr: 2.978e-05, eta: 6:38:47, time: 0.534, data_time: 0.058, memory: 40245, decode.loss_cls: 0.1967, decode.loss_mask: 0.4669, decode.loss_dice: 0.7022, decode.d0.loss_cls: 1.1948, decode.d0.loss_mask: 0.5040, decode.d0.loss_dice: 0.7788, decode.d1.loss_cls: 0.2720, decode.d1.loss_mask: 0.4855, decode.d1.loss_dice: 0.7469, decode.d2.loss_cls: 0.2409, decode.d2.loss_mask: 0.4728, decode.d2.loss_dice: 0.7206, decode.d3.loss_cls: 0.2230, decode.d3.loss_mask: 0.4688, decode.d3.loss_dice: 0.7097, decode.d4.loss_cls: 0.2137, decode.d4.loss_mask: 0.4691, decode.d4.loss_dice: 0.7058, decode.d5.loss_cls: 0.2098, decode.d5.loss_mask: 0.4685, decode.d5.loss_dice: 0.7037, decode.d6.loss_cls: 0.2074, decode.d6.loss_mask: 0.4680, decode.d6.loss_dice: 0.7015, decode.d7.loss_cls: 0.2017, decode.d7.loss_mask: 0.4653, decode.d7.loss_dice: 0.6997, decode.d8.loss_cls: 0.2003, decode.d8.loss_mask: 0.4665, decode.d8.loss_dice: 0.7006, loss: 15.0653, grad_norm: 59.3997 2023-12-26 08:49:00,699 - mmseg - INFO - Iter [112400/160000] lr: 2.975e-05, eta: 6:38:22, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2105, decode.loss_mask: 0.4793, decode.loss_dice: 0.7117, decode.d0.loss_cls: 1.1802, decode.d0.loss_mask: 0.5193, decode.d0.loss_dice: 0.7856, decode.d1.loss_cls: 0.2873, decode.d1.loss_mask: 0.4962, decode.d1.loss_dice: 0.7510, decode.d2.loss_cls: 0.2532, decode.d2.loss_mask: 0.4850, decode.d2.loss_dice: 0.7276, decode.d3.loss_cls: 0.2403, decode.d3.loss_mask: 0.4822, decode.d3.loss_dice: 0.7188, decode.d4.loss_cls: 0.2276, decode.d4.loss_mask: 0.4824, decode.d4.loss_dice: 0.7194, decode.d5.loss_cls: 0.2212, decode.d5.loss_mask: 0.4831, decode.d5.loss_dice: 0.7137, decode.d6.loss_cls: 0.2174, decode.d6.loss_mask: 0.4822, decode.d6.loss_dice: 0.7104, decode.d7.loss_cls: 0.2165, decode.d7.loss_mask: 0.4789, decode.d7.loss_dice: 0.7097, decode.d8.loss_cls: 0.2124, decode.d8.loss_mask: 0.4794, decode.d8.loss_dice: 0.7196, loss: 15.4019, grad_norm: 60.4900 2023-12-26 08:49:25,172 - mmseg - INFO - Iter [112450/160000] lr: 2.972e-05, eta: 6:37:57, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2106, decode.loss_mask: 0.4818, decode.loss_dice: 0.6976, decode.d0.loss_cls: 1.1546, decode.d0.loss_mask: 0.5187, decode.d0.loss_dice: 0.7668, decode.d1.loss_cls: 0.2884, decode.d1.loss_mask: 0.4993, decode.d1.loss_dice: 0.7420, decode.d2.loss_cls: 0.2506, decode.d2.loss_mask: 0.4908, decode.d2.loss_dice: 0.7177, decode.d3.loss_cls: 0.2394, decode.d3.loss_mask: 0.4871, decode.d3.loss_dice: 0.7049, decode.d4.loss_cls: 0.2281, decode.d4.loss_mask: 0.4859, decode.d4.loss_dice: 0.7091, decode.d5.loss_cls: 0.2233, decode.d5.loss_mask: 0.4816, decode.d5.loss_dice: 0.7023, decode.d6.loss_cls: 0.2215, decode.d6.loss_mask: 0.4810, decode.d6.loss_dice: 0.6964, decode.d7.loss_cls: 0.2089, decode.d7.loss_mask: 0.4803, decode.d7.loss_dice: 0.7017, decode.d8.loss_cls: 0.2127, decode.d8.loss_mask: 0.4798, decode.d8.loss_dice: 0.7021, loss: 15.2649, grad_norm: 61.7564 2023-12-26 08:49:49,426 - mmseg - INFO - Iter [112500/160000] lr: 2.969e-05, eta: 6:37:31, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1979, decode.loss_mask: 0.4616, decode.loss_dice: 0.6992, decode.d0.loss_cls: 1.2054, decode.d0.loss_mask: 0.4942, decode.d0.loss_dice: 0.7797, decode.d1.loss_cls: 0.2738, decode.d1.loss_mask: 0.4750, decode.d1.loss_dice: 0.7446, decode.d2.loss_cls: 0.2366, decode.d2.loss_mask: 0.4658, decode.d2.loss_dice: 0.7173, decode.d3.loss_cls: 0.2258, decode.d3.loss_mask: 0.4648, decode.d3.loss_dice: 0.7037, decode.d4.loss_cls: 0.2180, decode.d4.loss_mask: 0.4634, decode.d4.loss_dice: 0.7058, decode.d5.loss_cls: 0.2120, decode.d5.loss_mask: 0.4610, decode.d5.loss_dice: 0.7049, decode.d6.loss_cls: 0.2066, decode.d6.loss_mask: 0.4608, decode.d6.loss_dice: 0.6992, decode.d7.loss_cls: 0.1979, decode.d7.loss_mask: 0.4618, decode.d7.loss_dice: 0.7017, decode.d8.loss_cls: 0.1996, decode.d8.loss_mask: 0.4603, decode.d8.loss_dice: 0.7024, loss: 15.0010, grad_norm: 63.2068 2023-12-26 08:50:13,736 - mmseg - INFO - Iter [112550/160000] lr: 2.966e-05, eta: 6:37:06, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2009, decode.loss_mask: 0.4787, decode.loss_dice: 0.7065, decode.d0.loss_cls: 1.1505, decode.d0.loss_mask: 0.5190, decode.d0.loss_dice: 0.7781, decode.d1.loss_cls: 0.2829, decode.d1.loss_mask: 0.4931, decode.d1.loss_dice: 0.7385, decode.d2.loss_cls: 0.2508, decode.d2.loss_mask: 0.4803, decode.d2.loss_dice: 0.7182, decode.d3.loss_cls: 0.2353, decode.d3.loss_mask: 0.4822, decode.d3.loss_dice: 0.7067, decode.d4.loss_cls: 0.2218, decode.d4.loss_mask: 0.4803, decode.d4.loss_dice: 0.7061, decode.d5.loss_cls: 0.2180, decode.d5.loss_mask: 0.4795, decode.d5.loss_dice: 0.7094, decode.d6.loss_cls: 0.2151, decode.d6.loss_mask: 0.4774, decode.d6.loss_dice: 0.7052, decode.d7.loss_cls: 0.2112, decode.d7.loss_mask: 0.4767, decode.d7.loss_dice: 0.7054, decode.d8.loss_cls: 0.2106, decode.d8.loss_mask: 0.4784, decode.d8.loss_dice: 0.7059, loss: 15.2226, grad_norm: 67.1386 2023-12-26 08:50:38,067 - mmseg - INFO - Iter [112600/160000] lr: 2.963e-05, eta: 6:36:40, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2019, decode.loss_mask: 0.4671, decode.loss_dice: 0.6841, decode.d0.loss_cls: 1.2187, decode.d0.loss_mask: 0.5034, decode.d0.loss_dice: 0.7588, decode.d1.loss_cls: 0.2920, decode.d1.loss_mask: 0.4779, decode.d1.loss_dice: 0.7235, decode.d2.loss_cls: 0.2537, decode.d2.loss_mask: 0.4720, decode.d2.loss_dice: 0.6998, decode.d3.loss_cls: 0.2383, decode.d3.loss_mask: 0.4713, decode.d3.loss_dice: 0.6885, decode.d4.loss_cls: 0.2239, decode.d4.loss_mask: 0.4720, decode.d4.loss_dice: 0.6922, decode.d5.loss_cls: 0.2194, decode.d5.loss_mask: 0.4682, decode.d5.loss_dice: 0.6895, decode.d6.loss_cls: 0.2135, decode.d6.loss_mask: 0.4690, decode.d6.loss_dice: 0.6850, decode.d7.loss_cls: 0.2056, decode.d7.loss_mask: 0.4682, decode.d7.loss_dice: 0.6872, decode.d8.loss_cls: 0.2057, decode.d8.loss_mask: 0.4679, decode.d8.loss_dice: 0.6844, loss: 15.0028, grad_norm: 58.4594 2023-12-26 08:51:02,566 - mmseg - INFO - Iter [112650/160000] lr: 2.959e-05, eta: 6:36:15, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1955, decode.loss_mask: 0.4163, decode.loss_dice: 0.6627, decode.d0.loss_cls: 1.1988, decode.d0.loss_mask: 0.4537, decode.d0.loss_dice: 0.7422, decode.d1.loss_cls: 0.2664, decode.d1.loss_mask: 0.4357, decode.d1.loss_dice: 0.7006, decode.d2.loss_cls: 0.2297, decode.d2.loss_mask: 0.4233, decode.d2.loss_dice: 0.6804, decode.d3.loss_cls: 0.2171, decode.d3.loss_mask: 0.4214, decode.d3.loss_dice: 0.6678, decode.d4.loss_cls: 0.2077, decode.d4.loss_mask: 0.4211, decode.d4.loss_dice: 0.6709, decode.d5.loss_cls: 0.1995, decode.d5.loss_mask: 0.4190, decode.d5.loss_dice: 0.6666, decode.d6.loss_cls: 0.1937, decode.d6.loss_mask: 0.4201, decode.d6.loss_dice: 0.6600, decode.d7.loss_cls: 0.1947, decode.d7.loss_mask: 0.4194, decode.d7.loss_dice: 0.6586, decode.d8.loss_cls: 0.1955, decode.d8.loss_mask: 0.4185, decode.d8.loss_dice: 0.6588, loss: 14.1157, grad_norm: 51.8846 2023-12-26 08:51:26,996 - mmseg - INFO - Iter [112700/160000] lr: 2.956e-05, eta: 6:35:49, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2072, decode.loss_mask: 0.4667, decode.loss_dice: 0.6943, decode.d0.loss_cls: 1.2149, decode.d0.loss_mask: 0.5033, decode.d0.loss_dice: 0.7783, decode.d1.loss_cls: 0.2948, decode.d1.loss_mask: 0.4832, decode.d1.loss_dice: 0.7360, decode.d2.loss_cls: 0.2611, decode.d2.loss_mask: 0.4730, decode.d2.loss_dice: 0.7125, decode.d3.loss_cls: 0.2412, decode.d3.loss_mask: 0.4693, decode.d3.loss_dice: 0.7039, decode.d4.loss_cls: 0.2258, decode.d4.loss_mask: 0.4675, decode.d4.loss_dice: 0.7007, decode.d5.loss_cls: 0.2200, decode.d5.loss_mask: 0.4668, decode.d5.loss_dice: 0.7026, decode.d6.loss_cls: 0.2156, decode.d6.loss_mask: 0.4664, decode.d6.loss_dice: 0.6947, decode.d7.loss_cls: 0.2118, decode.d7.loss_mask: 0.4655, decode.d7.loss_dice: 0.6959, decode.d8.loss_cls: 0.2073, decode.d8.loss_mask: 0.4660, decode.d8.loss_dice: 0.6949, loss: 15.1412, grad_norm: 60.5916 2023-12-26 08:51:51,266 - mmseg - INFO - Iter [112750/160000] lr: 2.953e-05, eta: 6:35:24, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1987, decode.loss_mask: 0.4651, decode.loss_dice: 0.6932, decode.d0.loss_cls: 1.1882, decode.d0.loss_mask: 0.5050, decode.d0.loss_dice: 0.7647, decode.d1.loss_cls: 0.2678, decode.d1.loss_mask: 0.4817, decode.d1.loss_dice: 0.7288, decode.d2.loss_cls: 0.2366, decode.d2.loss_mask: 0.4683, decode.d2.loss_dice: 0.7106, decode.d3.loss_cls: 0.2232, decode.d3.loss_mask: 0.4664, decode.d3.loss_dice: 0.6982, decode.d4.loss_cls: 0.2109, decode.d4.loss_mask: 0.4659, decode.d4.loss_dice: 0.6961, decode.d5.loss_cls: 0.2058, decode.d5.loss_mask: 0.4649, decode.d5.loss_dice: 0.6971, decode.d6.loss_cls: 0.2041, decode.d6.loss_mask: 0.4648, decode.d6.loss_dice: 0.6923, decode.d7.loss_cls: 0.1973, decode.d7.loss_mask: 0.4638, decode.d7.loss_dice: 0.6966, decode.d8.loss_cls: 0.1974, decode.d8.loss_mask: 0.4647, decode.d8.loss_dice: 0.6927, loss: 14.9108, grad_norm: 58.9060 2023-12-26 08:52:15,729 - mmseg - INFO - Iter [112800/160000] lr: 2.950e-05, eta: 6:34:58, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1991, decode.loss_mask: 0.4786, decode.loss_dice: 0.7110, decode.d0.loss_cls: 1.1965, decode.d0.loss_mask: 0.5233, decode.d0.loss_dice: 0.7836, decode.d1.loss_cls: 0.2778, decode.d1.loss_mask: 0.4952, decode.d1.loss_dice: 0.7473, decode.d2.loss_cls: 0.2427, decode.d2.loss_mask: 0.4874, decode.d2.loss_dice: 0.7279, decode.d3.loss_cls: 0.2285, decode.d3.loss_mask: 0.4817, decode.d3.loss_dice: 0.7175, decode.d4.loss_cls: 0.2180, decode.d4.loss_mask: 0.4823, decode.d4.loss_dice: 0.7172, decode.d5.loss_cls: 0.2092, decode.d5.loss_mask: 0.4814, decode.d5.loss_dice: 0.7125, decode.d6.loss_cls: 0.2074, decode.d6.loss_mask: 0.4811, decode.d6.loss_dice: 0.7077, decode.d7.loss_cls: 0.2058, decode.d7.loss_mask: 0.4802, decode.d7.loss_dice: 0.7079, decode.d8.loss_cls: 0.1984, decode.d8.loss_mask: 0.4783, decode.d8.loss_dice: 0.7095, loss: 15.2947, grad_norm: 69.5632 2023-12-26 08:52:40,097 - mmseg - INFO - Iter [112850/160000] lr: 2.947e-05, eta: 6:34:33, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1857, decode.loss_mask: 0.4564, decode.loss_dice: 0.7183, decode.d0.loss_cls: 1.1996, decode.d0.loss_mask: 0.4973, decode.d0.loss_dice: 0.7929, decode.d1.loss_cls: 0.2729, decode.d1.loss_mask: 0.4715, decode.d1.loss_dice: 0.7556, decode.d2.loss_cls: 0.2334, decode.d2.loss_mask: 0.4633, decode.d2.loss_dice: 0.7318, decode.d3.loss_cls: 0.2259, decode.d3.loss_mask: 0.4580, decode.d3.loss_dice: 0.7192, decode.d4.loss_cls: 0.2097, decode.d4.loss_mask: 0.4580, decode.d4.loss_dice: 0.7205, decode.d5.loss_cls: 0.2029, decode.d5.loss_mask: 0.4566, decode.d5.loss_dice: 0.7163, decode.d6.loss_cls: 0.2014, decode.d6.loss_mask: 0.4577, decode.d6.loss_dice: 0.7111, decode.d7.loss_cls: 0.1963, decode.d7.loss_mask: 0.4567, decode.d7.loss_dice: 0.7127, decode.d8.loss_cls: 0.1920, decode.d8.loss_mask: 0.4560, decode.d8.loss_dice: 0.7150, loss: 15.0444, grad_norm: 54.9694 2023-12-26 08:53:04,283 - mmseg - INFO - Iter [112900/160000] lr: 2.944e-05, eta: 6:34:07, time: 0.484, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2176, decode.loss_mask: 0.4803, decode.loss_dice: 0.7344, decode.d0.loss_cls: 1.2005, decode.d0.loss_mask: 0.5179, decode.d0.loss_dice: 0.8218, decode.d1.loss_cls: 0.2910, decode.d1.loss_mask: 0.4933, decode.d1.loss_dice: 0.7779, decode.d2.loss_cls: 0.2580, decode.d2.loss_mask: 0.4852, decode.d2.loss_dice: 0.7510, decode.d3.loss_cls: 0.2453, decode.d3.loss_mask: 0.4833, decode.d3.loss_dice: 0.7360, decode.d4.loss_cls: 0.2369, decode.d4.loss_mask: 0.4796, decode.d4.loss_dice: 0.7414, decode.d5.loss_cls: 0.2307, decode.d5.loss_mask: 0.4805, decode.d5.loss_dice: 0.7396, decode.d6.loss_cls: 0.2269, decode.d6.loss_mask: 0.4801, decode.d6.loss_dice: 0.7309, decode.d7.loss_cls: 0.2214, decode.d7.loss_mask: 0.4811, decode.d7.loss_dice: 0.7346, decode.d8.loss_cls: 0.2161, decode.d8.loss_mask: 0.4801, decode.d8.loss_dice: 0.7362, loss: 15.7097, grad_norm: 56.9874 2023-12-26 08:53:28,685 - mmseg - INFO - Iter [112950/160000] lr: 2.941e-05, eta: 6:33:42, time: 0.488, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2061, decode.loss_mask: 0.4824, decode.loss_dice: 0.6989, decode.d0.loss_cls: 1.1704, decode.d0.loss_mask: 0.5220, decode.d0.loss_dice: 0.7651, decode.d1.loss_cls: 0.2763, decode.d1.loss_mask: 0.4972, decode.d1.loss_dice: 0.7292, decode.d2.loss_cls: 0.2517, decode.d2.loss_mask: 0.4883, decode.d2.loss_dice: 0.7088, decode.d3.loss_cls: 0.2327, decode.d3.loss_mask: 0.4854, decode.d3.loss_dice: 0.7025, decode.d4.loss_cls: 0.2247, decode.d4.loss_mask: 0.4846, decode.d4.loss_dice: 0.6986, decode.d5.loss_cls: 0.2198, decode.d5.loss_mask: 0.4855, decode.d5.loss_dice: 0.6971, decode.d6.loss_cls: 0.2191, decode.d6.loss_mask: 0.4822, decode.d6.loss_dice: 0.6914, decode.d7.loss_cls: 0.2135, decode.d7.loss_mask: 0.4836, decode.d7.loss_dice: 0.6959, decode.d8.loss_cls: 0.2100, decode.d8.loss_mask: 0.4825, decode.d8.loss_dice: 0.6900, loss: 15.1958, grad_norm: 64.9611 2023-12-26 08:53:52,869 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 08:53:52,869 - mmseg - INFO - Iter [113000/160000] lr: 2.938e-05, eta: 6:33:16, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2106, decode.loss_mask: 0.4417, decode.loss_dice: 0.7080, decode.d0.loss_cls: 1.1981, decode.d0.loss_mask: 0.4851, decode.d0.loss_dice: 0.7901, decode.d1.loss_cls: 0.2884, decode.d1.loss_mask: 0.4607, decode.d1.loss_dice: 0.7459, decode.d2.loss_cls: 0.2475, decode.d2.loss_mask: 0.4514, decode.d2.loss_dice: 0.7326, decode.d3.loss_cls: 0.2284, decode.d3.loss_mask: 0.4488, decode.d3.loss_dice: 0.7169, decode.d4.loss_cls: 0.2207, decode.d4.loss_mask: 0.4469, decode.d4.loss_dice: 0.7106, decode.d5.loss_cls: 0.2156, decode.d5.loss_mask: 0.4459, decode.d5.loss_dice: 0.7124, decode.d6.loss_cls: 0.2127, decode.d6.loss_mask: 0.4441, decode.d6.loss_dice: 0.7095, decode.d7.loss_cls: 0.2085, decode.d7.loss_mask: 0.4436, decode.d7.loss_dice: 0.7114, decode.d8.loss_cls: 0.2107, decode.d8.loss_mask: 0.4423, decode.d8.loss_dice: 0.7115, loss: 15.0006, grad_norm: 55.7753 2023-12-26 08:54:17,067 - mmseg - INFO - Iter [113050/160000] lr: 2.934e-05, eta: 6:32:51, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2075, decode.loss_mask: 0.4630, decode.loss_dice: 0.7055, decode.d0.loss_cls: 1.1933, decode.d0.loss_mask: 0.5060, decode.d0.loss_dice: 0.7842, decode.d1.loss_cls: 0.2806, decode.d1.loss_mask: 0.4826, decode.d1.loss_dice: 0.7489, decode.d2.loss_cls: 0.2462, decode.d2.loss_mask: 0.4709, decode.d2.loss_dice: 0.7271, decode.d3.loss_cls: 0.2291, decode.d3.loss_mask: 0.4694, decode.d3.loss_dice: 0.7174, decode.d4.loss_cls: 0.2185, decode.d4.loss_mask: 0.4696, decode.d4.loss_dice: 0.7158, decode.d5.loss_cls: 0.2143, decode.d5.loss_mask: 0.4681, decode.d5.loss_dice: 0.7176, decode.d6.loss_cls: 0.2103, decode.d6.loss_mask: 0.4667, decode.d6.loss_dice: 0.7096, decode.d7.loss_cls: 0.2046, decode.d7.loss_mask: 0.4656, decode.d7.loss_dice: 0.7097, decode.d8.loss_cls: 0.2056, decode.d8.loss_mask: 0.4638, decode.d8.loss_dice: 0.7042, loss: 15.1757, grad_norm: 63.3929 2023-12-26 08:54:41,294 - mmseg - INFO - Iter [113100/160000] lr: 2.931e-05, eta: 6:32:25, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2230, decode.loss_mask: 0.4767, decode.loss_dice: 0.7057, decode.d0.loss_cls: 1.1982, decode.d0.loss_mask: 0.5142, decode.d0.loss_dice: 0.7865, decode.d1.loss_cls: 0.3020, decode.d1.loss_mask: 0.4917, decode.d1.loss_dice: 0.7476, decode.d2.loss_cls: 0.2655, decode.d2.loss_mask: 0.4848, decode.d2.loss_dice: 0.7226, decode.d3.loss_cls: 0.2523, decode.d3.loss_mask: 0.4789, decode.d3.loss_dice: 0.7129, decode.d4.loss_cls: 0.2440, decode.d4.loss_mask: 0.4772, decode.d4.loss_dice: 0.7096, decode.d5.loss_cls: 0.2351, decode.d5.loss_mask: 0.4781, decode.d5.loss_dice: 0.7088, decode.d6.loss_cls: 0.2279, decode.d6.loss_mask: 0.4784, decode.d6.loss_dice: 0.7056, decode.d7.loss_cls: 0.2270, decode.d7.loss_mask: 0.4781, decode.d7.loss_dice: 0.7066, decode.d8.loss_cls: 0.2227, decode.d8.loss_mask: 0.4774, decode.d8.loss_dice: 0.7123, loss: 15.4513, grad_norm: 74.5706 2023-12-26 08:55:05,642 - mmseg - INFO - Iter [113150/160000] lr: 2.928e-05, eta: 6:32:00, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2058, decode.loss_mask: 0.4564, decode.loss_dice: 0.6794, decode.d0.loss_cls: 1.2129, decode.d0.loss_mask: 0.4972, decode.d0.loss_dice: 0.7525, decode.d1.loss_cls: 0.2889, decode.d1.loss_mask: 0.4732, decode.d1.loss_dice: 0.7213, decode.d2.loss_cls: 0.2478, decode.d2.loss_mask: 0.4629, decode.d2.loss_dice: 0.6951, decode.d3.loss_cls: 0.2288, decode.d3.loss_mask: 0.4610, decode.d3.loss_dice: 0.6873, decode.d4.loss_cls: 0.2223, decode.d4.loss_mask: 0.4593, decode.d4.loss_dice: 0.6791, decode.d5.loss_cls: 0.2212, decode.d5.loss_mask: 0.4575, decode.d5.loss_dice: 0.6814, decode.d6.loss_cls: 0.2143, decode.d6.loss_mask: 0.4573, decode.d6.loss_dice: 0.6773, decode.d7.loss_cls: 0.2054, decode.d7.loss_mask: 0.4566, decode.d7.loss_dice: 0.6823, decode.d8.loss_cls: 0.2072, decode.d8.loss_mask: 0.4560, decode.d8.loss_dice: 0.6772, loss: 14.8249, grad_norm: 59.1650 2023-12-26 08:55:29,972 - mmseg - INFO - Iter [113200/160000] lr: 2.925e-05, eta: 6:31:35, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2131, decode.loss_mask: 0.4582, decode.loss_dice: 0.6904, decode.d0.loss_cls: 1.2032, decode.d0.loss_mask: 0.4943, decode.d0.loss_dice: 0.7741, decode.d1.loss_cls: 0.2884, decode.d1.loss_mask: 0.4686, decode.d1.loss_dice: 0.7263, decode.d2.loss_cls: 0.2483, decode.d2.loss_mask: 0.4629, decode.d2.loss_dice: 0.7144, decode.d3.loss_cls: 0.2386, decode.d3.loss_mask: 0.4614, decode.d3.loss_dice: 0.7006, decode.d4.loss_cls: 0.2318, decode.d4.loss_mask: 0.4590, decode.d4.loss_dice: 0.7002, decode.d5.loss_cls: 0.2212, decode.d5.loss_mask: 0.4575, decode.d5.loss_dice: 0.7001, decode.d6.loss_cls: 0.2171, decode.d6.loss_mask: 0.4576, decode.d6.loss_dice: 0.6951, decode.d7.loss_cls: 0.2145, decode.d7.loss_mask: 0.4593, decode.d7.loss_dice: 0.6935, decode.d8.loss_cls: 0.2132, decode.d8.loss_mask: 0.4592, decode.d8.loss_dice: 0.6947, loss: 15.0166, grad_norm: 58.2677 2023-12-26 08:55:54,384 - mmseg - INFO - Iter [113250/160000] lr: 2.922e-05, eta: 6:31:09, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1835, decode.loss_mask: 0.4531, decode.loss_dice: 0.6798, decode.d0.loss_cls: 1.1656, decode.d0.loss_mask: 0.4875, decode.d0.loss_dice: 0.7538, decode.d1.loss_cls: 0.2569, decode.d1.loss_mask: 0.4678, decode.d1.loss_dice: 0.7168, decode.d2.loss_cls: 0.2247, decode.d2.loss_mask: 0.4610, decode.d2.loss_dice: 0.7001, decode.d3.loss_cls: 0.2159, decode.d3.loss_mask: 0.4558, decode.d3.loss_dice: 0.6801, decode.d4.loss_cls: 0.2025, decode.d4.loss_mask: 0.4554, decode.d4.loss_dice: 0.6872, decode.d5.loss_cls: 0.1981, decode.d5.loss_mask: 0.4551, decode.d5.loss_dice: 0.6800, decode.d6.loss_cls: 0.1898, decode.d6.loss_mask: 0.4558, decode.d6.loss_dice: 0.6800, decode.d7.loss_cls: 0.1840, decode.d7.loss_mask: 0.4550, decode.d7.loss_dice: 0.6806, decode.d8.loss_cls: 0.1849, decode.d8.loss_mask: 0.4534, decode.d8.loss_dice: 0.6803, loss: 14.5447, grad_norm: 58.7270 2023-12-26 08:56:18,771 - mmseg - INFO - Iter [113300/160000] lr: 2.919e-05, eta: 6:30:44, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1871, decode.loss_mask: 0.4673, decode.loss_dice: 0.6891, decode.d0.loss_cls: 1.1859, decode.d0.loss_mask: 0.5101, decode.d0.loss_dice: 0.7590, decode.d1.loss_cls: 0.2689, decode.d1.loss_mask: 0.4847, decode.d1.loss_dice: 0.7223, decode.d2.loss_cls: 0.2299, decode.d2.loss_mask: 0.4740, decode.d2.loss_dice: 0.7045, decode.d3.loss_cls: 0.2162, decode.d3.loss_mask: 0.4698, decode.d3.loss_dice: 0.6934, decode.d4.loss_cls: 0.2076, decode.d4.loss_mask: 0.4703, decode.d4.loss_dice: 0.6945, decode.d5.loss_cls: 0.2024, decode.d5.loss_mask: 0.4689, decode.d5.loss_dice: 0.6877, decode.d6.loss_cls: 0.1970, decode.d6.loss_mask: 0.4676, decode.d6.loss_dice: 0.6851, decode.d7.loss_cls: 0.1898, decode.d7.loss_mask: 0.4666, decode.d7.loss_dice: 0.6903, decode.d8.loss_cls: 0.1891, decode.d8.loss_mask: 0.4663, decode.d8.loss_dice: 0.6907, loss: 14.8363, grad_norm: 59.4719 2023-12-26 08:56:43,022 - mmseg - INFO - Iter [113350/160000] lr: 2.916e-05, eta: 6:30:18, time: 0.485, data_time: 0.014, memory: 40245, decode.loss_cls: 0.2089, decode.loss_mask: 0.4475, decode.loss_dice: 0.6853, decode.d0.loss_cls: 1.2446, decode.d0.loss_mask: 0.4883, decode.d0.loss_dice: 0.7636, decode.d1.loss_cls: 0.2915, decode.d1.loss_mask: 0.4635, decode.d1.loss_dice: 0.7203, decode.d2.loss_cls: 0.2502, decode.d2.loss_mask: 0.4545, decode.d2.loss_dice: 0.6999, decode.d3.loss_cls: 0.2361, decode.d3.loss_mask: 0.4533, decode.d3.loss_dice: 0.6937, decode.d4.loss_cls: 0.2265, decode.d4.loss_mask: 0.4514, decode.d4.loss_dice: 0.6915, decode.d5.loss_cls: 0.2167, decode.d5.loss_mask: 0.4509, decode.d5.loss_dice: 0.6903, decode.d6.loss_cls: 0.2105, decode.d6.loss_mask: 0.4490, decode.d6.loss_dice: 0.6905, decode.d7.loss_cls: 0.2070, decode.d7.loss_mask: 0.4494, decode.d7.loss_dice: 0.6902, decode.d8.loss_cls: 0.2093, decode.d8.loss_mask: 0.4473, decode.d8.loss_dice: 0.6859, loss: 14.8675, grad_norm: 56.2492 2023-12-26 08:57:07,231 - mmseg - INFO - Iter [113400/160000] lr: 2.913e-05, eta: 6:29:53, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2409, decode.loss_mask: 0.4715, decode.loss_dice: 0.7182, decode.d0.loss_cls: 1.2467, decode.d0.loss_mask: 0.5117, decode.d0.loss_dice: 0.7927, decode.d1.loss_cls: 0.3175, decode.d1.loss_mask: 0.4847, decode.d1.loss_dice: 0.7560, decode.d2.loss_cls: 0.2762, decode.d2.loss_mask: 0.4779, decode.d2.loss_dice: 0.7365, decode.d3.loss_cls: 0.2674, decode.d3.loss_mask: 0.4732, decode.d3.loss_dice: 0.7256, decode.d4.loss_cls: 0.2543, decode.d4.loss_mask: 0.4731, decode.d4.loss_dice: 0.7226, decode.d5.loss_cls: 0.2425, decode.d5.loss_mask: 0.4735, decode.d5.loss_dice: 0.7250, decode.d6.loss_cls: 0.2438, decode.d6.loss_mask: 0.4706, decode.d6.loss_dice: 0.7206, decode.d7.loss_cls: 0.2372, decode.d7.loss_mask: 0.4721, decode.d7.loss_dice: 0.7186, decode.d8.loss_cls: 0.2384, decode.d8.loss_mask: 0.4725, decode.d8.loss_dice: 0.7211, loss: 15.6828, grad_norm: 68.0427 2023-12-26 08:57:31,463 - mmseg - INFO - Iter [113450/160000] lr: 2.909e-05, eta: 6:29:27, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2164, decode.loss_mask: 0.4765, decode.loss_dice: 0.7232, decode.d0.loss_cls: 1.1995, decode.d0.loss_mask: 0.5193, decode.d0.loss_dice: 0.8082, decode.d1.loss_cls: 0.2822, decode.d1.loss_mask: 0.4944, decode.d1.loss_dice: 0.7710, decode.d2.loss_cls: 0.2575, decode.d2.loss_mask: 0.4855, decode.d2.loss_dice: 0.7449, decode.d3.loss_cls: 0.2423, decode.d3.loss_mask: 0.4781, decode.d3.loss_dice: 0.7294, decode.d4.loss_cls: 0.2293, decode.d4.loss_mask: 0.4781, decode.d4.loss_dice: 0.7332, decode.d5.loss_cls: 0.2313, decode.d5.loss_mask: 0.4754, decode.d5.loss_dice: 0.7307, decode.d6.loss_cls: 0.2203, decode.d6.loss_mask: 0.4762, decode.d6.loss_dice: 0.7227, decode.d7.loss_cls: 0.2183, decode.d7.loss_mask: 0.4759, decode.d7.loss_dice: 0.7230, decode.d8.loss_cls: 0.2188, decode.d8.loss_mask: 0.4754, decode.d8.loss_dice: 0.7270, loss: 15.5637, grad_norm: 56.0036 2023-12-26 08:57:55,797 - mmseg - INFO - Iter [113500/160000] lr: 2.906e-05, eta: 6:29:02, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2284, decode.loss_mask: 0.4724, decode.loss_dice: 0.7183, decode.d0.loss_cls: 1.2157, decode.d0.loss_mask: 0.5163, decode.d0.loss_dice: 0.8014, decode.d1.loss_cls: 0.2927, decode.d1.loss_mask: 0.4929, decode.d1.loss_dice: 0.7614, decode.d2.loss_cls: 0.2634, decode.d2.loss_mask: 0.4844, decode.d2.loss_dice: 0.7385, decode.d3.loss_cls: 0.2505, decode.d3.loss_mask: 0.4787, decode.d3.loss_dice: 0.7294, decode.d4.loss_cls: 0.2387, decode.d4.loss_mask: 0.4752, decode.d4.loss_dice: 0.7277, decode.d5.loss_cls: 0.2356, decode.d5.loss_mask: 0.4745, decode.d5.loss_dice: 0.7239, decode.d6.loss_cls: 0.2344, decode.d6.loss_mask: 0.4754, decode.d6.loss_dice: 0.7204, decode.d7.loss_cls: 0.2267, decode.d7.loss_mask: 0.4747, decode.d7.loss_dice: 0.7200, decode.d8.loss_cls: 0.2270, decode.d8.loss_mask: 0.4732, decode.d8.loss_dice: 0.7244, loss: 15.5961, grad_norm: 63.9824 2023-12-26 08:58:20,069 - mmseg - INFO - Iter [113550/160000] lr: 2.903e-05, eta: 6:28:36, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2177, decode.loss_mask: 0.4676, decode.loss_dice: 0.6927, decode.d0.loss_cls: 1.1940, decode.d0.loss_mask: 0.5084, decode.d0.loss_dice: 0.7702, decode.d1.loss_cls: 0.2988, decode.d1.loss_mask: 0.4855, decode.d1.loss_dice: 0.7312, decode.d2.loss_cls: 0.2568, decode.d2.loss_mask: 0.4729, decode.d2.loss_dice: 0.7102, decode.d3.loss_cls: 0.2418, decode.d3.loss_mask: 0.4695, decode.d3.loss_dice: 0.7004, decode.d4.loss_cls: 0.2325, decode.d4.loss_mask: 0.4701, decode.d4.loss_dice: 0.7004, decode.d5.loss_cls: 0.2273, decode.d5.loss_mask: 0.4680, decode.d5.loss_dice: 0.6976, decode.d6.loss_cls: 0.2231, decode.d6.loss_mask: 0.4667, decode.d6.loss_dice: 0.6934, decode.d7.loss_cls: 0.2169, decode.d7.loss_mask: 0.4669, decode.d7.loss_dice: 0.6923, decode.d8.loss_cls: 0.2190, decode.d8.loss_mask: 0.4668, decode.d8.loss_dice: 0.6957, loss: 15.1542, grad_norm: 64.8528 2023-12-26 08:58:46,755 - mmseg - INFO - Iter [113600/160000] lr: 2.900e-05, eta: 6:28:12, time: 0.534, data_time: 0.060, memory: 40245, decode.loss_cls: 0.2068, decode.loss_mask: 0.4637, decode.loss_dice: 0.7171, decode.d0.loss_cls: 1.1809, decode.d0.loss_mask: 0.5065, decode.d0.loss_dice: 0.7914, decode.d1.loss_cls: 0.2763, decode.d1.loss_mask: 0.4823, decode.d1.loss_dice: 0.7540, decode.d2.loss_cls: 0.2466, decode.d2.loss_mask: 0.4697, decode.d2.loss_dice: 0.7322, decode.d3.loss_cls: 0.2311, decode.d3.loss_mask: 0.4650, decode.d3.loss_dice: 0.7178, decode.d4.loss_cls: 0.2235, decode.d4.loss_mask: 0.4663, decode.d4.loss_dice: 0.7178, decode.d5.loss_cls: 0.2134, decode.d5.loss_mask: 0.4646, decode.d5.loss_dice: 0.7163, decode.d6.loss_cls: 0.2174, decode.d6.loss_mask: 0.4649, decode.d6.loss_dice: 0.7120, decode.d7.loss_cls: 0.2044, decode.d7.loss_mask: 0.4631, decode.d7.loss_dice: 0.7152, decode.d8.loss_cls: 0.2053, decode.d8.loss_mask: 0.4635, decode.d8.loss_dice: 0.7159, loss: 15.2049, grad_norm: 64.6076 2023-12-26 08:59:11,219 - mmseg - INFO - Iter [113650/160000] lr: 2.897e-05, eta: 6:27:47, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1920, decode.loss_mask: 0.4719, decode.loss_dice: 0.7063, decode.d0.loss_cls: 1.1624, decode.d0.loss_mask: 0.5126, decode.d0.loss_dice: 0.7655, decode.d1.loss_cls: 0.2667, decode.d1.loss_mask: 0.4854, decode.d1.loss_dice: 0.7392, decode.d2.loss_cls: 0.2354, decode.d2.loss_mask: 0.4758, decode.d2.loss_dice: 0.7191, decode.d3.loss_cls: 0.2232, decode.d3.loss_mask: 0.4733, decode.d3.loss_dice: 0.7057, decode.d4.loss_cls: 0.2085, decode.d4.loss_mask: 0.4742, decode.d4.loss_dice: 0.7103, decode.d5.loss_cls: 0.2073, decode.d5.loss_mask: 0.4716, decode.d5.loss_dice: 0.7073, decode.d6.loss_cls: 0.2000, decode.d6.loss_mask: 0.4709, decode.d6.loss_dice: 0.7027, decode.d7.loss_cls: 0.1977, decode.d7.loss_mask: 0.4704, decode.d7.loss_dice: 0.7038, decode.d8.loss_cls: 0.1924, decode.d8.loss_mask: 0.4710, decode.d8.loss_dice: 0.7025, loss: 15.0251, grad_norm: 68.2991 2023-12-26 08:59:35,384 - mmseg - INFO - Iter [113700/160000] lr: 2.894e-05, eta: 6:27:21, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2055, decode.loss_mask: 0.4771, decode.loss_dice: 0.6811, decode.d0.loss_cls: 1.2058, decode.d0.loss_mask: 0.5148, decode.d0.loss_dice: 0.7507, decode.d1.loss_cls: 0.2706, decode.d1.loss_mask: 0.4937, decode.d1.loss_dice: 0.7168, decode.d2.loss_cls: 0.2421, decode.d2.loss_mask: 0.4823, decode.d2.loss_dice: 0.6983, decode.d3.loss_cls: 0.2357, decode.d3.loss_mask: 0.4805, decode.d3.loss_dice: 0.6855, decode.d4.loss_cls: 0.2205, decode.d4.loss_mask: 0.4795, decode.d4.loss_dice: 0.6849, decode.d5.loss_cls: 0.2149, decode.d5.loss_mask: 0.4785, decode.d5.loss_dice: 0.6857, decode.d6.loss_cls: 0.2152, decode.d6.loss_mask: 0.4772, decode.d6.loss_dice: 0.6782, decode.d7.loss_cls: 0.2074, decode.d7.loss_mask: 0.4769, decode.d7.loss_dice: 0.6840, decode.d8.loss_cls: 0.2041, decode.d8.loss_mask: 0.4770, decode.d8.loss_dice: 0.6834, loss: 15.0081, grad_norm: 63.6003 2023-12-26 08:59:59,742 - mmseg - INFO - Iter [113750/160000] lr: 2.891e-05, eta: 6:26:56, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2103, decode.loss_mask: 0.4532, decode.loss_dice: 0.6735, decode.d0.loss_cls: 1.2053, decode.d0.loss_mask: 0.4910, decode.d0.loss_dice: 0.7497, decode.d1.loss_cls: 0.2827, decode.d1.loss_mask: 0.4669, decode.d1.loss_dice: 0.7111, decode.d2.loss_cls: 0.2470, decode.d2.loss_mask: 0.4617, decode.d2.loss_dice: 0.6878, decode.d3.loss_cls: 0.2369, decode.d3.loss_mask: 0.4578, decode.d3.loss_dice: 0.6838, decode.d4.loss_cls: 0.2251, decode.d4.loss_mask: 0.4569, decode.d4.loss_dice: 0.6808, decode.d5.loss_cls: 0.2182, decode.d5.loss_mask: 0.4543, decode.d5.loss_dice: 0.6788, decode.d6.loss_cls: 0.2162, decode.d6.loss_mask: 0.4539, decode.d6.loss_dice: 0.6723, decode.d7.loss_cls: 0.2140, decode.d7.loss_mask: 0.4540, decode.d7.loss_dice: 0.6791, decode.d8.loss_cls: 0.2134, decode.d8.loss_mask: 0.4535, decode.d8.loss_dice: 0.6749, loss: 14.7643, grad_norm: 58.3832 2023-12-26 09:00:24,046 - mmseg - INFO - Iter [113800/160000] lr: 2.888e-05, eta: 6:26:30, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1890, decode.loss_mask: 0.4613, decode.loss_dice: 0.6981, decode.d0.loss_cls: 1.1767, decode.d0.loss_mask: 0.5026, decode.d0.loss_dice: 0.7631, decode.d1.loss_cls: 0.2707, decode.d1.loss_mask: 0.4777, decode.d1.loss_dice: 0.7336, decode.d2.loss_cls: 0.2292, decode.d2.loss_mask: 0.4676, decode.d2.loss_dice: 0.7162, decode.d3.loss_cls: 0.2123, decode.d3.loss_mask: 0.4654, decode.d3.loss_dice: 0.7049, decode.d4.loss_cls: 0.2043, decode.d4.loss_mask: 0.4645, decode.d4.loss_dice: 0.7035, decode.d5.loss_cls: 0.1999, decode.d5.loss_mask: 0.4627, decode.d5.loss_dice: 0.7025, decode.d6.loss_cls: 0.1925, decode.d6.loss_mask: 0.4608, decode.d6.loss_dice: 0.6987, decode.d7.loss_cls: 0.1922, decode.d7.loss_mask: 0.4602, decode.d7.loss_dice: 0.6982, decode.d8.loss_cls: 0.1902, decode.d8.loss_mask: 0.4609, decode.d8.loss_dice: 0.7002, loss: 14.8596, grad_norm: 57.1378 2023-12-26 09:00:48,120 - mmseg - INFO - Iter [113850/160000] lr: 2.884e-05, eta: 6:26:05, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1957, decode.loss_mask: 0.4597, decode.loss_dice: 0.7046, decode.d0.loss_cls: 1.2043, decode.d0.loss_mask: 0.4986, decode.d0.loss_dice: 0.7767, decode.d1.loss_cls: 0.2705, decode.d1.loss_mask: 0.4750, decode.d1.loss_dice: 0.7426, decode.d2.loss_cls: 0.2347, decode.d2.loss_mask: 0.4651, decode.d2.loss_dice: 0.7224, decode.d3.loss_cls: 0.2175, decode.d3.loss_mask: 0.4606, decode.d3.loss_dice: 0.7097, decode.d4.loss_cls: 0.2061, decode.d4.loss_mask: 0.4593, decode.d4.loss_dice: 0.7115, decode.d5.loss_cls: 0.2015, decode.d5.loss_mask: 0.4601, decode.d5.loss_dice: 0.7088, decode.d6.loss_cls: 0.2029, decode.d6.loss_mask: 0.4572, decode.d6.loss_dice: 0.7029, decode.d7.loss_cls: 0.1961, decode.d7.loss_mask: 0.4579, decode.d7.loss_dice: 0.7035, decode.d8.loss_cls: 0.1909, decode.d8.loss_mask: 0.4605, decode.d8.loss_dice: 0.7077, loss: 14.9646, grad_norm: 61.2140 2023-12-26 09:01:12,252 - mmseg - INFO - Iter [113900/160000] lr: 2.881e-05, eta: 6:25:39, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2029, decode.loss_mask: 0.4557, decode.loss_dice: 0.6834, decode.d0.loss_cls: 1.1694, decode.d0.loss_mask: 0.4957, decode.d0.loss_dice: 0.7539, decode.d1.loss_cls: 0.2814, decode.d1.loss_mask: 0.4741, decode.d1.loss_dice: 0.7191, decode.d2.loss_cls: 0.2423, decode.d2.loss_mask: 0.4651, decode.d2.loss_dice: 0.6996, decode.d3.loss_cls: 0.2269, decode.d3.loss_mask: 0.4625, decode.d3.loss_dice: 0.6859, decode.d4.loss_cls: 0.2206, decode.d4.loss_mask: 0.4587, decode.d4.loss_dice: 0.6854, decode.d5.loss_cls: 0.2168, decode.d5.loss_mask: 0.4593, decode.d5.loss_dice: 0.6828, decode.d6.loss_cls: 0.2143, decode.d6.loss_mask: 0.4571, decode.d6.loss_dice: 0.6770, decode.d7.loss_cls: 0.2068, decode.d7.loss_mask: 0.4570, decode.d7.loss_dice: 0.6785, decode.d8.loss_cls: 0.2045, decode.d8.loss_mask: 0.4570, decode.d8.loss_dice: 0.6802, loss: 14.7738, grad_norm: 56.9026 2023-12-26 09:01:36,421 - mmseg - INFO - Iter [113950/160000] lr: 2.878e-05, eta: 6:25:14, time: 0.483, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2156, decode.loss_mask: 0.4650, decode.loss_dice: 0.6881, decode.d0.loss_cls: 1.1802, decode.d0.loss_mask: 0.4987, decode.d0.loss_dice: 0.7600, decode.d1.loss_cls: 0.2893, decode.d1.loss_mask: 0.4808, decode.d1.loss_dice: 0.7246, decode.d2.loss_cls: 0.2502, decode.d2.loss_mask: 0.4724, decode.d2.loss_dice: 0.7040, decode.d3.loss_cls: 0.2354, decode.d3.loss_mask: 0.4701, decode.d3.loss_dice: 0.6927, decode.d4.loss_cls: 0.2311, decode.d4.loss_mask: 0.4670, decode.d4.loss_dice: 0.6906, decode.d5.loss_cls: 0.2220, decode.d5.loss_mask: 0.4691, decode.d5.loss_dice: 0.6929, decode.d6.loss_cls: 0.2194, decode.d6.loss_mask: 0.4661, decode.d6.loss_dice: 0.6849, decode.d7.loss_cls: 0.2162, decode.d7.loss_mask: 0.4661, decode.d7.loss_dice: 0.6895, decode.d8.loss_cls: 0.2095, decode.d8.loss_mask: 0.4669, decode.d8.loss_dice: 0.6878, loss: 15.0064, grad_norm: 63.7184 2023-12-26 09:02:00,626 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 09:02:00,626 - mmseg - INFO - Iter [114000/160000] lr: 2.875e-05, eta: 6:24:48, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2193, decode.loss_mask: 0.4641, decode.loss_dice: 0.7083, decode.d0.loss_cls: 1.2356, decode.d0.loss_mask: 0.5035, decode.d0.loss_dice: 0.7812, decode.d1.loss_cls: 0.3082, decode.d1.loss_mask: 0.4795, decode.d1.loss_dice: 0.7470, decode.d2.loss_cls: 0.2681, decode.d2.loss_mask: 0.4718, decode.d2.loss_dice: 0.7261, decode.d3.loss_cls: 0.2521, decode.d3.loss_mask: 0.4661, decode.d3.loss_dice: 0.7081, decode.d4.loss_cls: 0.2356, decode.d4.loss_mask: 0.4651, decode.d4.loss_dice: 0.7108, decode.d5.loss_cls: 0.2337, decode.d5.loss_mask: 0.4643, decode.d5.loss_dice: 0.7098, decode.d6.loss_cls: 0.2294, decode.d6.loss_mask: 0.4647, decode.d6.loss_dice: 0.7007, decode.d7.loss_cls: 0.2219, decode.d7.loss_mask: 0.4640, decode.d7.loss_dice: 0.7025, decode.d8.loss_cls: 0.2235, decode.d8.loss_mask: 0.4644, decode.d8.loss_dice: 0.7033, loss: 15.3327, grad_norm: 60.6806 2023-12-26 09:02:24,928 - mmseg - INFO - Iter [114050/160000] lr: 2.872e-05, eta: 6:24:23, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2202, decode.loss_mask: 0.4622, decode.loss_dice: 0.6930, decode.d0.loss_cls: 1.2202, decode.d0.loss_mask: 0.5030, decode.d0.loss_dice: 0.7757, decode.d1.loss_cls: 0.2865, decode.d1.loss_mask: 0.4830, decode.d1.loss_dice: 0.7447, decode.d2.loss_cls: 0.2574, decode.d2.loss_mask: 0.4716, decode.d2.loss_dice: 0.7186, decode.d3.loss_cls: 0.2452, decode.d3.loss_mask: 0.4685, decode.d3.loss_dice: 0.7039, decode.d4.loss_cls: 0.2326, decode.d4.loss_mask: 0.4672, decode.d4.loss_dice: 0.7005, decode.d5.loss_cls: 0.2275, decode.d5.loss_mask: 0.4647, decode.d5.loss_dice: 0.7045, decode.d6.loss_cls: 0.2257, decode.d6.loss_mask: 0.4629, decode.d6.loss_dice: 0.6923, decode.d7.loss_cls: 0.2186, decode.d7.loss_mask: 0.4648, decode.d7.loss_dice: 0.6968, decode.d8.loss_cls: 0.2201, decode.d8.loss_mask: 0.4638, decode.d8.loss_dice: 0.6943, loss: 15.1904, grad_norm: 55.5349 2023-12-26 09:02:48,971 - mmseg - INFO - Iter [114100/160000] lr: 2.869e-05, eta: 6:23:57, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2096, decode.loss_mask: 0.4743, decode.loss_dice: 0.6937, decode.d0.loss_cls: 1.1884, decode.d0.loss_mask: 0.5134, decode.d0.loss_dice: 0.7629, decode.d1.loss_cls: 0.2760, decode.d1.loss_mask: 0.4886, decode.d1.loss_dice: 0.7315, decode.d2.loss_cls: 0.2397, decode.d2.loss_mask: 0.4804, decode.d2.loss_dice: 0.7076, decode.d3.loss_cls: 0.2306, decode.d3.loss_mask: 0.4774, decode.d3.loss_dice: 0.7006, decode.d4.loss_cls: 0.2216, decode.d4.loss_mask: 0.4774, decode.d4.loss_dice: 0.6962, decode.d5.loss_cls: 0.2170, decode.d5.loss_mask: 0.4773, decode.d5.loss_dice: 0.6960, decode.d6.loss_cls: 0.2127, decode.d6.loss_mask: 0.4758, decode.d6.loss_dice: 0.6919, decode.d7.loss_cls: 0.2051, decode.d7.loss_mask: 0.4759, decode.d7.loss_dice: 0.6930, decode.d8.loss_cls: 0.2087, decode.d8.loss_mask: 0.4745, decode.d8.loss_dice: 0.6919, loss: 15.0896, grad_norm: 63.3467 2023-12-26 09:03:13,311 - mmseg - INFO - Iter [114150/160000] lr: 2.866e-05, eta: 6:23:32, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2079, decode.loss_mask: 0.4494, decode.loss_dice: 0.6822, decode.d0.loss_cls: 1.2126, decode.d0.loss_mask: 0.4894, decode.d0.loss_dice: 0.7587, decode.d1.loss_cls: 0.2781, decode.d1.loss_mask: 0.4634, decode.d1.loss_dice: 0.7226, decode.d2.loss_cls: 0.2505, decode.d2.loss_mask: 0.4539, decode.d2.loss_dice: 0.7081, decode.d3.loss_cls: 0.2323, decode.d3.loss_mask: 0.4547, decode.d3.loss_dice: 0.6921, decode.d4.loss_cls: 0.2209, decode.d4.loss_mask: 0.4523, decode.d4.loss_dice: 0.6870, decode.d5.loss_cls: 0.2152, decode.d5.loss_mask: 0.4512, decode.d5.loss_dice: 0.6879, decode.d6.loss_cls: 0.2112, decode.d6.loss_mask: 0.4512, decode.d6.loss_dice: 0.6857, decode.d7.loss_cls: 0.2067, decode.d7.loss_mask: 0.4501, decode.d7.loss_dice: 0.6877, decode.d8.loss_cls: 0.2083, decode.d8.loss_mask: 0.4488, decode.d8.loss_dice: 0.6862, loss: 14.8062, grad_norm: 65.9901 2023-12-26 09:03:37,521 - mmseg - INFO - Iter [114200/160000] lr: 2.863e-05, eta: 6:23:06, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2218, decode.loss_mask: 0.4672, decode.loss_dice: 0.7242, decode.d0.loss_cls: 1.1968, decode.d0.loss_mask: 0.5054, decode.d0.loss_dice: 0.8011, decode.d1.loss_cls: 0.2998, decode.d1.loss_mask: 0.4814, decode.d1.loss_dice: 0.7714, decode.d2.loss_cls: 0.2617, decode.d2.loss_mask: 0.4728, decode.d2.loss_dice: 0.7463, decode.d3.loss_cls: 0.2429, decode.d3.loss_mask: 0.4708, decode.d3.loss_dice: 0.7329, decode.d4.loss_cls: 0.2366, decode.d4.loss_mask: 0.4702, decode.d4.loss_dice: 0.7355, decode.d5.loss_cls: 0.2306, decode.d5.loss_mask: 0.4677, decode.d5.loss_dice: 0.7307, decode.d6.loss_cls: 0.2235, decode.d6.loss_mask: 0.4685, decode.d6.loss_dice: 0.7312, decode.d7.loss_cls: 0.2218, decode.d7.loss_mask: 0.4677, decode.d7.loss_dice: 0.7293, decode.d8.loss_cls: 0.2260, decode.d8.loss_mask: 0.4673, decode.d8.loss_dice: 0.7263, loss: 15.5295, grad_norm: 60.4523 2023-12-26 09:04:01,881 - mmseg - INFO - Iter [114250/160000] lr: 2.859e-05, eta: 6:22:41, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1967, decode.loss_mask: 0.4602, decode.loss_dice: 0.6855, decode.d0.loss_cls: 1.1728, decode.d0.loss_mask: 0.4970, decode.d0.loss_dice: 0.7522, decode.d1.loss_cls: 0.2690, decode.d1.loss_mask: 0.4782, decode.d1.loss_dice: 0.7175, decode.d2.loss_cls: 0.2454, decode.d2.loss_mask: 0.4658, decode.d2.loss_dice: 0.6977, decode.d3.loss_cls: 0.2273, decode.d3.loss_mask: 0.4622, decode.d3.loss_dice: 0.6807, decode.d4.loss_cls: 0.2175, decode.d4.loss_mask: 0.4618, decode.d4.loss_dice: 0.6877, decode.d5.loss_cls: 0.2075, decode.d5.loss_mask: 0.4614, decode.d5.loss_dice: 0.6850, decode.d6.loss_cls: 0.2054, decode.d6.loss_mask: 0.4593, decode.d6.loss_dice: 0.6793, decode.d7.loss_cls: 0.2035, decode.d7.loss_mask: 0.4581, decode.d7.loss_dice: 0.6819, decode.d8.loss_cls: 0.2022, decode.d8.loss_mask: 0.4584, decode.d8.loss_dice: 0.6804, loss: 14.7572, grad_norm: 61.5189 2023-12-26 09:04:26,063 - mmseg - INFO - Iter [114300/160000] lr: 2.856e-05, eta: 6:22:15, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1969, decode.loss_mask: 0.4560, decode.loss_dice: 0.6854, decode.d0.loss_cls: 1.1980, decode.d0.loss_mask: 0.4936, decode.d0.loss_dice: 0.7532, decode.d1.loss_cls: 0.2799, decode.d1.loss_mask: 0.4731, decode.d1.loss_dice: 0.7274, decode.d2.loss_cls: 0.2369, decode.d2.loss_mask: 0.4639, decode.d2.loss_dice: 0.7079, decode.d3.loss_cls: 0.2227, decode.d3.loss_mask: 0.4628, decode.d3.loss_dice: 0.6976, decode.d4.loss_cls: 0.2122, decode.d4.loss_mask: 0.4596, decode.d4.loss_dice: 0.6933, decode.d5.loss_cls: 0.2057, decode.d5.loss_mask: 0.4600, decode.d5.loss_dice: 0.6924, decode.d6.loss_cls: 0.2071, decode.d6.loss_mask: 0.4576, decode.d6.loss_dice: 0.6897, decode.d7.loss_cls: 0.2004, decode.d7.loss_mask: 0.4571, decode.d7.loss_dice: 0.6890, decode.d8.loss_cls: 0.1991, decode.d8.loss_mask: 0.4566, decode.d8.loss_dice: 0.6882, loss: 14.8234, grad_norm: 60.1609 2023-12-26 09:04:50,649 - mmseg - INFO - Iter [114350/160000] lr: 2.853e-05, eta: 6:21:50, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2150, decode.loss_mask: 0.4467, decode.loss_dice: 0.6891, decode.d0.loss_cls: 1.2321, decode.d0.loss_mask: 0.4828, decode.d0.loss_dice: 0.7598, decode.d1.loss_cls: 0.2841, decode.d1.loss_mask: 0.4615, decode.d1.loss_dice: 0.7323, decode.d2.loss_cls: 0.2529, decode.d2.loss_mask: 0.4503, decode.d2.loss_dice: 0.7098, decode.d3.loss_cls: 0.2455, decode.d3.loss_mask: 0.4521, decode.d3.loss_dice: 0.6965, decode.d4.loss_cls: 0.2364, decode.d4.loss_mask: 0.4497, decode.d4.loss_dice: 0.6962, decode.d5.loss_cls: 0.2247, decode.d5.loss_mask: 0.4508, decode.d5.loss_dice: 0.6944, decode.d6.loss_cls: 0.2192, decode.d6.loss_mask: 0.4472, decode.d6.loss_dice: 0.6869, decode.d7.loss_cls: 0.2181, decode.d7.loss_mask: 0.4479, decode.d7.loss_dice: 0.6896, decode.d8.loss_cls: 0.2137, decode.d8.loss_mask: 0.4471, decode.d8.loss_dice: 0.6924, loss: 14.9250, grad_norm: 59.6499 2023-12-26 09:05:14,911 - mmseg - INFO - Iter [114400/160000] lr: 2.850e-05, eta: 6:21:24, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1954, decode.loss_mask: 0.4730, decode.loss_dice: 0.7202, decode.d0.loss_cls: 1.1197, decode.d0.loss_mask: 0.5094, decode.d0.loss_dice: 0.7936, decode.d1.loss_cls: 0.2651, decode.d1.loss_mask: 0.4879, decode.d1.loss_dice: 0.7574, decode.d2.loss_cls: 0.2357, decode.d2.loss_mask: 0.4776, decode.d2.loss_dice: 0.7389, decode.d3.loss_cls: 0.2218, decode.d3.loss_mask: 0.4739, decode.d3.loss_dice: 0.7278, decode.d4.loss_cls: 0.2152, decode.d4.loss_mask: 0.4719, decode.d4.loss_dice: 0.7255, decode.d5.loss_cls: 0.2067, decode.d5.loss_mask: 0.4731, decode.d5.loss_dice: 0.7240, decode.d6.loss_cls: 0.2042, decode.d6.loss_mask: 0.4708, decode.d6.loss_dice: 0.7217, decode.d7.loss_cls: 0.1993, decode.d7.loss_mask: 0.4719, decode.d7.loss_dice: 0.7191, decode.d8.loss_cls: 0.1979, decode.d8.loss_mask: 0.4723, decode.d8.loss_dice: 0.7220, loss: 15.1927, grad_norm: 61.2976 2023-12-26 09:05:39,120 - mmseg - INFO - Iter [114450/160000] lr: 2.847e-05, eta: 6:20:59, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2150, decode.loss_mask: 0.4828, decode.loss_dice: 0.7107, decode.d0.loss_cls: 1.2033, decode.d0.loss_mask: 0.5233, decode.d0.loss_dice: 0.7860, decode.d1.loss_cls: 0.2934, decode.d1.loss_mask: 0.4994, decode.d1.loss_dice: 0.7474, decode.d2.loss_cls: 0.2605, decode.d2.loss_mask: 0.4918, decode.d2.loss_dice: 0.7323, decode.d3.loss_cls: 0.2385, decode.d3.loss_mask: 0.4883, decode.d3.loss_dice: 0.7188, decode.d4.loss_cls: 0.2319, decode.d4.loss_mask: 0.4859, decode.d4.loss_dice: 0.7194, decode.d5.loss_cls: 0.2269, decode.d5.loss_mask: 0.4847, decode.d5.loss_dice: 0.7154, decode.d6.loss_cls: 0.2224, decode.d6.loss_mask: 0.4831, decode.d6.loss_dice: 0.7059, decode.d7.loss_cls: 0.2161, decode.d7.loss_mask: 0.4838, decode.d7.loss_dice: 0.7099, decode.d8.loss_cls: 0.2204, decode.d8.loss_mask: 0.4828, decode.d8.loss_dice: 0.7102, loss: 15.4903, grad_norm: 57.6851 2023-12-26 09:06:03,345 - mmseg - INFO - Iter [114500/160000] lr: 2.844e-05, eta: 6:20:34, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2251, decode.loss_mask: 0.4729, decode.loss_dice: 0.7262, decode.d0.loss_cls: 1.2340, decode.d0.loss_mask: 0.5123, decode.d0.loss_dice: 0.7983, decode.d1.loss_cls: 0.3058, decode.d1.loss_mask: 0.4927, decode.d1.loss_dice: 0.7665, decode.d2.loss_cls: 0.2740, decode.d2.loss_mask: 0.4803, decode.d2.loss_dice: 0.7460, decode.d3.loss_cls: 0.2503, decode.d3.loss_mask: 0.4774, decode.d3.loss_dice: 0.7319, decode.d4.loss_cls: 0.2356, decode.d4.loss_mask: 0.4776, decode.d4.loss_dice: 0.7324, decode.d5.loss_cls: 0.2396, decode.d5.loss_mask: 0.4743, decode.d5.loss_dice: 0.7294, decode.d6.loss_cls: 0.2323, decode.d6.loss_mask: 0.4747, decode.d6.loss_dice: 0.7289, decode.d7.loss_cls: 0.2286, decode.d7.loss_mask: 0.4730, decode.d7.loss_dice: 0.7237, decode.d8.loss_cls: 0.2206, decode.d8.loss_mask: 0.4734, decode.d8.loss_dice: 0.7263, loss: 15.6640, grad_norm: 59.6221 2023-12-26 09:06:27,662 - mmseg - INFO - Iter [114550/160000] lr: 2.841e-05, eta: 6:20:08, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2171, decode.loss_mask: 0.4655, decode.loss_dice: 0.6904, decode.d0.loss_cls: 1.1833, decode.d0.loss_mask: 0.5034, decode.d0.loss_dice: 0.7649, decode.d1.loss_cls: 0.2861, decode.d1.loss_mask: 0.4809, decode.d1.loss_dice: 0.7328, decode.d2.loss_cls: 0.2548, decode.d2.loss_mask: 0.4716, decode.d2.loss_dice: 0.7050, decode.d3.loss_cls: 0.2381, decode.d3.loss_mask: 0.4708, decode.d3.loss_dice: 0.7014, decode.d4.loss_cls: 0.2291, decode.d4.loss_mask: 0.4691, decode.d4.loss_dice: 0.7000, decode.d5.loss_cls: 0.2283, decode.d5.loss_mask: 0.4681, decode.d5.loss_dice: 0.6914, decode.d6.loss_cls: 0.2235, decode.d6.loss_mask: 0.4664, decode.d6.loss_dice: 0.6891, decode.d7.loss_cls: 0.2172, decode.d7.loss_mask: 0.4668, decode.d7.loss_dice: 0.6871, decode.d8.loss_cls: 0.2144, decode.d8.loss_mask: 0.4655, decode.d8.loss_dice: 0.6908, loss: 15.0730, grad_norm: 63.6224 2023-12-26 09:06:52,365 - mmseg - INFO - Iter [114600/160000] lr: 2.838e-05, eta: 6:19:43, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2023, decode.loss_mask: 0.4579, decode.loss_dice: 0.7015, decode.d0.loss_cls: 1.1947, decode.d0.loss_mask: 0.4943, decode.d0.loss_dice: 0.7781, decode.d1.loss_cls: 0.2682, decode.d1.loss_mask: 0.4755, decode.d1.loss_dice: 0.7363, decode.d2.loss_cls: 0.2462, decode.d2.loss_mask: 0.4646, decode.d2.loss_dice: 0.7189, decode.d3.loss_cls: 0.2338, decode.d3.loss_mask: 0.4638, decode.d3.loss_dice: 0.7032, decode.d4.loss_cls: 0.2215, decode.d4.loss_mask: 0.4605, decode.d4.loss_dice: 0.7038, decode.d5.loss_cls: 0.2111, decode.d5.loss_mask: 0.4604, decode.d5.loss_dice: 0.7051, decode.d6.loss_cls: 0.2161, decode.d6.loss_mask: 0.4593, decode.d6.loss_dice: 0.6977, decode.d7.loss_cls: 0.2067, decode.d7.loss_mask: 0.4593, decode.d7.loss_dice: 0.7017, decode.d8.loss_cls: 0.2074, decode.d8.loss_mask: 0.4574, decode.d8.loss_dice: 0.7002, loss: 15.0077, grad_norm: 57.8779 2023-12-26 09:07:17,035 - mmseg - INFO - Iter [114650/160000] lr: 2.834e-05, eta: 6:19:18, time: 0.494, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2121, decode.loss_mask: 0.4734, decode.loss_dice: 0.7281, decode.d0.loss_cls: 1.1648, decode.d0.loss_mask: 0.5128, decode.d0.loss_dice: 0.7996, decode.d1.loss_cls: 0.2848, decode.d1.loss_mask: 0.4897, decode.d1.loss_dice: 0.7651, decode.d2.loss_cls: 0.2468, decode.d2.loss_mask: 0.4782, decode.d2.loss_dice: 0.7476, decode.d3.loss_cls: 0.2357, decode.d3.loss_mask: 0.4767, decode.d3.loss_dice: 0.7334, decode.d4.loss_cls: 0.2278, decode.d4.loss_mask: 0.4762, decode.d4.loss_dice: 0.7303, decode.d5.loss_cls: 0.2209, decode.d5.loss_mask: 0.4763, decode.d5.loss_dice: 0.7356, decode.d6.loss_cls: 0.2178, decode.d6.loss_mask: 0.4759, decode.d6.loss_dice: 0.7266, decode.d7.loss_cls: 0.2130, decode.d7.loss_mask: 0.4754, decode.d7.loss_dice: 0.7280, decode.d8.loss_cls: 0.2129, decode.d8.loss_mask: 0.4743, decode.d8.loss_dice: 0.7294, loss: 15.4692, grad_norm: 61.2607 2023-12-26 09:07:41,157 - mmseg - INFO - Iter [114700/160000] lr: 2.831e-05, eta: 6:18:52, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2193, decode.loss_mask: 0.4975, decode.loss_dice: 0.7214, decode.d0.loss_cls: 1.1921, decode.d0.loss_mask: 0.5332, decode.d0.loss_dice: 0.7904, decode.d1.loss_cls: 0.3023, decode.d1.loss_mask: 0.5127, decode.d1.loss_dice: 0.7589, decode.d2.loss_cls: 0.2588, decode.d2.loss_mask: 0.5043, decode.d2.loss_dice: 0.7366, decode.d3.loss_cls: 0.2467, decode.d3.loss_mask: 0.5019, decode.d3.loss_dice: 0.7269, decode.d4.loss_cls: 0.2311, decode.d4.loss_mask: 0.5020, decode.d4.loss_dice: 0.7234, decode.d5.loss_cls: 0.2259, decode.d5.loss_mask: 0.5007, decode.d5.loss_dice: 0.7299, decode.d6.loss_cls: 0.2271, decode.d6.loss_mask: 0.4975, decode.d6.loss_dice: 0.7167, decode.d7.loss_cls: 0.2215, decode.d7.loss_mask: 0.4991, decode.d7.loss_dice: 0.7257, decode.d8.loss_cls: 0.2167, decode.d8.loss_mask: 0.4976, decode.d8.loss_dice: 0.7239, loss: 15.7416, grad_norm: 62.2477 2023-12-26 09:08:06,073 - mmseg - INFO - Iter [114750/160000] lr: 2.828e-05, eta: 6:18:27, time: 0.498, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2294, decode.loss_mask: 0.4540, decode.loss_dice: 0.7083, decode.d0.loss_cls: 1.2090, decode.d0.loss_mask: 0.4914, decode.d0.loss_dice: 0.7905, decode.d1.loss_cls: 0.3086, decode.d1.loss_mask: 0.4700, decode.d1.loss_dice: 0.7574, decode.d2.loss_cls: 0.2736, decode.d2.loss_mask: 0.4640, decode.d2.loss_dice: 0.7297, decode.d3.loss_cls: 0.2563, decode.d3.loss_mask: 0.4582, decode.d3.loss_dice: 0.7209, decode.d4.loss_cls: 0.2473, decode.d4.loss_mask: 0.4576, decode.d4.loss_dice: 0.7174, decode.d5.loss_cls: 0.2404, decode.d5.loss_mask: 0.4577, decode.d5.loss_dice: 0.7166, decode.d6.loss_cls: 0.2354, decode.d6.loss_mask: 0.4540, decode.d6.loss_dice: 0.7061, decode.d7.loss_cls: 0.2305, decode.d7.loss_mask: 0.4547, decode.d7.loss_dice: 0.7048, decode.d8.loss_cls: 0.2260, decode.d8.loss_mask: 0.4549, decode.d8.loss_dice: 0.7153, loss: 15.3402, grad_norm: 63.5838 2023-12-26 09:08:30,349 - mmseg - INFO - Iter [114800/160000] lr: 2.825e-05, eta: 6:18:01, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1966, decode.loss_mask: 0.4519, decode.loss_dice: 0.7098, decode.d0.loss_cls: 1.1885, decode.d0.loss_mask: 0.4915, decode.d0.loss_dice: 0.7920, decode.d1.loss_cls: 0.2770, decode.d1.loss_mask: 0.4736, decode.d1.loss_dice: 0.7522, decode.d2.loss_cls: 0.2396, decode.d2.loss_mask: 0.4632, decode.d2.loss_dice: 0.7304, decode.d3.loss_cls: 0.2198, decode.d3.loss_mask: 0.4589, decode.d3.loss_dice: 0.7177, decode.d4.loss_cls: 0.2080, decode.d4.loss_mask: 0.4565, decode.d4.loss_dice: 0.7157, decode.d5.loss_cls: 0.2078, decode.d5.loss_mask: 0.4539, decode.d5.loss_dice: 0.7108, decode.d6.loss_cls: 0.2008, decode.d6.loss_mask: 0.4519, decode.d6.loss_dice: 0.7068, decode.d7.loss_cls: 0.1968, decode.d7.loss_mask: 0.4521, decode.d7.loss_dice: 0.7091, decode.d8.loss_cls: 0.1970, decode.d8.loss_mask: 0.4536, decode.d8.loss_dice: 0.7117, loss: 14.9953, grad_norm: 59.8561 2023-12-26 09:08:56,985 - mmseg - INFO - Iter [114850/160000] lr: 2.822e-05, eta: 6:17:37, time: 0.533, data_time: 0.058, memory: 40245, decode.loss_cls: 0.1946, decode.loss_mask: 0.4599, decode.loss_dice: 0.6995, decode.d0.loss_cls: 1.1852, decode.d0.loss_mask: 0.4981, decode.d0.loss_dice: 0.7760, decode.d1.loss_cls: 0.2676, decode.d1.loss_mask: 0.4764, decode.d1.loss_dice: 0.7336, decode.d2.loss_cls: 0.2353, decode.d2.loss_mask: 0.4652, decode.d2.loss_dice: 0.7172, decode.d3.loss_cls: 0.2191, decode.d3.loss_mask: 0.4621, decode.d3.loss_dice: 0.7045, decode.d4.loss_cls: 0.2115, decode.d4.loss_mask: 0.4610, decode.d4.loss_dice: 0.7036, decode.d5.loss_cls: 0.2091, decode.d5.loss_mask: 0.4594, decode.d5.loss_dice: 0.7027, decode.d6.loss_cls: 0.2054, decode.d6.loss_mask: 0.4599, decode.d6.loss_dice: 0.6997, decode.d7.loss_cls: 0.1977, decode.d7.loss_mask: 0.4598, decode.d7.loss_dice: 0.7004, decode.d8.loss_cls: 0.1977, decode.d8.loss_mask: 0.4596, decode.d8.loss_dice: 0.7040, loss: 14.9259, grad_norm: 58.7692 2023-12-26 09:09:21,324 - mmseg - INFO - Iter [114900/160000] lr: 2.819e-05, eta: 6:17:12, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2142, decode.loss_mask: 0.4554, decode.loss_dice: 0.7103, decode.d0.loss_cls: 1.2138, decode.d0.loss_mask: 0.4942, decode.d0.loss_dice: 0.7893, decode.d1.loss_cls: 0.2932, decode.d1.loss_mask: 0.4727, decode.d1.loss_dice: 0.7489, decode.d2.loss_cls: 0.2566, decode.d2.loss_mask: 0.4634, decode.d2.loss_dice: 0.7289, decode.d3.loss_cls: 0.2400, decode.d3.loss_mask: 0.4594, decode.d3.loss_dice: 0.7131, decode.d4.loss_cls: 0.2290, decode.d4.loss_mask: 0.4598, decode.d4.loss_dice: 0.7141, decode.d5.loss_cls: 0.2232, decode.d5.loss_mask: 0.4596, decode.d5.loss_dice: 0.7132, decode.d6.loss_cls: 0.2208, decode.d6.loss_mask: 0.4574, decode.d6.loss_dice: 0.7059, decode.d7.loss_cls: 0.2152, decode.d7.loss_mask: 0.4569, decode.d7.loss_dice: 0.7076, decode.d8.loss_cls: 0.2133, decode.d8.loss_mask: 0.4564, decode.d8.loss_dice: 0.7083, loss: 15.1943, grad_norm: 54.6433 2023-12-26 09:09:45,676 - mmseg - INFO - Iter [114950/160000] lr: 2.816e-05, eta: 6:16:46, time: 0.487, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1884, decode.loss_mask: 0.4574, decode.loss_dice: 0.6841, decode.d0.loss_cls: 1.1817, decode.d0.loss_mask: 0.4924, decode.d0.loss_dice: 0.7609, decode.d1.loss_cls: 0.2665, decode.d1.loss_mask: 0.4681, decode.d1.loss_dice: 0.7214, decode.d2.loss_cls: 0.2350, decode.d2.loss_mask: 0.4627, decode.d2.loss_dice: 0.6987, decode.d3.loss_cls: 0.2249, decode.d3.loss_mask: 0.4583, decode.d3.loss_dice: 0.6925, decode.d4.loss_cls: 0.2089, decode.d4.loss_mask: 0.4579, decode.d4.loss_dice: 0.6896, decode.d5.loss_cls: 0.2054, decode.d5.loss_mask: 0.4580, decode.d5.loss_dice: 0.6874, decode.d6.loss_cls: 0.1956, decode.d6.loss_mask: 0.4556, decode.d6.loss_dice: 0.6809, decode.d7.loss_cls: 0.1922, decode.d7.loss_mask: 0.4557, decode.d7.loss_dice: 0.6843, decode.d8.loss_cls: 0.1923, decode.d8.loss_mask: 0.4570, decode.d8.loss_dice: 0.6834, loss: 14.6974, grad_norm: 55.7518 2023-12-26 09:10:09,918 - mmseg - INFO - Saving checkpoint at 115000 iterations 2023-12-26 09:10:12,435 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 09:10:12,435 - mmseg - INFO - Iter [115000/160000] lr: 2.813e-05, eta: 6:16:22, time: 0.535, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2141, decode.loss_mask: 0.4692, decode.loss_dice: 0.6794, decode.d0.loss_cls: 1.1876, decode.d0.loss_mask: 0.5040, decode.d0.loss_dice: 0.7460, decode.d1.loss_cls: 0.2803, decode.d1.loss_mask: 0.4861, decode.d1.loss_dice: 0.7167, decode.d2.loss_cls: 0.2523, decode.d2.loss_mask: 0.4750, decode.d2.loss_dice: 0.6929, decode.d3.loss_cls: 0.2390, decode.d3.loss_mask: 0.4709, decode.d3.loss_dice: 0.6817, decode.d4.loss_cls: 0.2312, decode.d4.loss_mask: 0.4690, decode.d4.loss_dice: 0.6832, decode.d5.loss_cls: 0.2233, decode.d5.loss_mask: 0.4705, decode.d5.loss_dice: 0.6835, decode.d6.loss_cls: 0.2227, decode.d6.loss_mask: 0.4693, decode.d6.loss_dice: 0.6805, decode.d7.loss_cls: 0.2170, decode.d7.loss_mask: 0.4692, decode.d7.loss_dice: 0.6818, decode.d8.loss_cls: 0.2149, decode.d8.loss_mask: 0.4692, decode.d8.loss_dice: 0.6792, loss: 14.9598, grad_norm: 65.6133 2023-12-26 09:10:34,228 - mmseg - INFO - per class results: 2023-12-26 09:10:34,233 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.06 | 86.16 | | building | 82.44 | 92.33 | | sky | 94.55 | 97.25 | | floor | 82.74 | 89.69 | | tree | 74.25 | 86.69 | | ceiling | 85.48 | 92.24 | | road | 85.8 | 90.49 | | bed | 90.94 | 96.22 | | windowpane | 62.62 | 80.72 | | grass | 69.83 | 81.05 | | cabinet | 59.09 | 71.43 | | sidewalk | 70.33 | 84.89 | | person | 84.41 | 93.06 | | earth | 38.66 | 58.7 | | door | 53.41 | 67.47 | | table | 65.42 | 80.22 | | mountain | 57.87 | 71.04 | | plant | 51.51 | 62.81 | | curtain | 75.67 | 87.33 | | chair | 63.59 | 75.47 | | car | 87.82 | 94.59 | | water | 49.69 | 63.35 | | painting | 71.29 | 88.06 | | sofa | 71.62 | 85.43 | | shelf | 42.7 | 59.11 | | house | 42.84 | 73.32 | | sea | 60.4 | 86.52 | | mirror | 70.89 | 82.61 | | rug | 67.21 | 80.61 | | field | 29.13 | 42.69 | | armchair | 47.44 | 70.63 | | seat | 58.01 | 82.03 | | fence | 51.55 | 68.74 | | desk | 47.9 | 80.65 | | rock | 44.8 | 68.77 | | wardrobe | 43.71 | 72.01 | | lamp | 70.97 | 83.19 | | bathtub | 80.96 | 87.62 | | railing | 37.45 | 56.1 | | cushion | 60.13 | 71.23 | | base | 41.44 | 69.66 | | box | 30.06 | 38.71 | | column | 51.96 | 67.77 | | signboard | 39.09 | 55.57 | | chest of drawers | 42.19 | 73.08 | | counter | 38.1 | 42.31 | | sand | 45.03 | 68.88 | | sink | 77.38 | 86.4 | | skyscraper | 43.08 | 52.3 | | fireplace | 76.07 | 88.62 | | refrigerator | 86.88 | 93.35 | | grandstand | 42.66 | 76.4 | | path | 22.88 | 34.67 | | stairs | 38.57 | 45.72 | | runway | 75.97 | 96.86 | | case | 46.0 | 63.8 | | pool table | 94.68 | 96.93 | | pillow | 58.92 | 73.63 | | screen door | 73.01 | 92.96 | | stairway | 34.85 | 39.98 | | river | 11.77 | 16.83 | | bridge | 82.23 | 89.62 | | bookcase | 36.99 | 54.11 | | blind | 47.16 | 57.43 | | coffee table | 68.74 | 83.96 | | toilet | 86.68 | 92.01 | | flower | 41.39 | 56.98 | | book | 51.27 | 69.73 | | hill | 12.96 | 28.98 | | bench | 47.09 | 54.44 | | countertop | 49.46 | 70.44 | | stove | 84.73 | 92.81 | | palm | 57.03 | 75.21 | | kitchen island | 48.9 | 74.8 | | computer | 62.15 | 68.36 | | swivel chair | 50.44 | 70.63 | | boat | 57.35 | 92.63 | | bar | 40.58 | 51.8 | | arcade machine | 63.35 | 66.51 | | hovel | 7.57 | 8.49 | | bus | 92.2 | 96.9 | | towel | 71.29 | 83.36 | | light | 62.2 | 82.15 | | truck | 41.07 | 56.4 | | tower | 29.62 | 36.94 | | chandelier | 62.68 | 82.73 | | awning | 34.35 | 48.76 | | streetlight | 39.7 | 52.7 | | booth | 40.68 | 65.36 | | television receiver | 76.77 | 84.19 | | airplane | 55.7 | 79.86 | | dirt track | 12.57 | 36.11 | | apparel | 40.02 | 65.83 | | pole | 28.98 | 48.46 | | land | 4.3 | 7.4 | | bannister | 21.6 | 32.57 | | escalator | 26.69 | 27.47 | | ottoman | 56.19 | 68.55 | | bottle | 27.94 | 34.28 | | buffet | 40.52 | 54.73 | | poster | 22.45 | 37.74 | | stage | 17.33 | 40.19 | | van | 40.73 | 54.41 | | ship | 6.28 | 6.67 | | fountain | 20.94 | 21.7 | | conveyer belt | 84.26 | 91.59 | | canopy | 14.99 | 34.2 | | washer | 73.22 | 75.2 | | plaything | 20.51 | 38.94 | | swimming pool | 42.77 | 66.24 | | stool | 45.57 | 71.54 | | barrel | 63.9 | 74.35 | | basket | 35.68 | 45.17 | | waterfall | 38.47 | 46.09 | | tent | 93.25 | 98.48 | | bag | 25.69 | 35.51 | | minibike | 71.84 | 89.06 | | cradle | 85.04 | 97.72 | | oven | 29.47 | 71.08 | | ball | 50.69 | 61.34 | | food | 66.15 | 73.68 | | step | 18.96 | 28.92 | | tank | 50.76 | 52.51 | | trade name | 24.9 | 30.88 | | microwave | 52.33 | 57.84 | | pot | 56.26 | 67.95 | | animal | 69.31 | 73.76 | | bicycle | 61.27 | 80.04 | | lake | 42.59 | 69.13 | | dishwasher | 67.8 | 74.52 | | screen | 51.36 | 71.08 | | blanket | 27.89 | 33.26 | | sculpture | 55.8 | 82.14 | | hood | 87.19 | 94.54 | | sconce | 54.96 | 70.14 | | vase | 46.31 | 66.9 | | traffic light | 39.74 | 68.75 | | tray | 21.07 | 30.2 | | ashcan | 53.31 | 72.56 | | fan | 70.07 | 84.79 | | pier | 13.76 | 17.58 | | crt screen | 0.55 | 2.52 | | plate | 58.68 | 79.09 | | monitor | 15.16 | 21.09 | | bulletin board | 45.56 | 83.87 | | shower | 10.21 | 21.76 | | radiator | 68.39 | 81.91 | | glass | 22.82 | 26.13 | | clock | 53.4 | 70.58 | | flag | 48.49 | 57.37 | +---------------------+-------+-------+ 2023-12-26 09:10:34,233 - mmseg - INFO - Summary: 2023-12-26 09:10:34,233 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.74 | 51.56 | 65.49 | +-------+-------+-------+ 2023-12-26 09:10:34,234 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 09:10:34,234 - mmseg - INFO - Iter(val) [250] aAcc: 0.8374, mIoU: 0.5156, mAcc: 0.6549, IoU.wall: 0.7906, IoU.building: 0.8244, IoU.sky: 0.9455, IoU.floor: 0.8274, IoU.tree: 0.7425, IoU.ceiling: 0.8548, IoU.road: 0.8580, IoU.bed : 0.9094, IoU.windowpane: 0.6262, IoU.grass: 0.6983, IoU.cabinet: 0.5909, IoU.sidewalk: 0.7033, IoU.person: 0.8441, IoU.earth: 0.3866, IoU.door: 0.5341, IoU.table: 0.6542, IoU.mountain: 0.5787, IoU.plant: 0.5151, IoU.curtain: 0.7567, IoU.chair: 0.6359, IoU.car: 0.8782, IoU.water: 0.4969, IoU.painting: 0.7129, IoU.sofa: 0.7162, IoU.shelf: 0.4270, IoU.house: 0.4284, IoU.sea: 0.6040, IoU.mirror: 0.7089, IoU.rug: 0.6721, IoU.field: 0.2913, IoU.armchair: 0.4744, IoU.seat: 0.5801, IoU.fence: 0.5155, IoU.desk: 0.4790, IoU.rock: 0.4480, IoU.wardrobe: 0.4371, IoU.lamp: 0.7097, IoU.bathtub: 0.8096, IoU.railing: 0.3745, IoU.cushion: 0.6013, IoU.base: 0.4144, IoU.box: 0.3006, IoU.column: 0.5196, IoU.signboard: 0.3909, IoU.chest of drawers: 0.4219, IoU.counter: 0.3810, IoU.sand: 0.4503, IoU.sink: 0.7738, IoU.skyscraper: 0.4308, IoU.fireplace: 0.7607, IoU.refrigerator: 0.8688, IoU.grandstand: 0.4266, IoU.path: 0.2288, IoU.stairs: 0.3857, IoU.runway: 0.7597, IoU.case: 0.4600, IoU.pool table: 0.9468, IoU.pillow: 0.5892, IoU.screen door: 0.7301, IoU.stairway: 0.3485, IoU.river: 0.1177, IoU.bridge: 0.8223, IoU.bookcase: 0.3699, IoU.blind: 0.4716, IoU.coffee table: 0.6874, IoU.toilet: 0.8668, IoU.flower: 0.4139, IoU.book: 0.5127, IoU.hill: 0.1296, IoU.bench: 0.4709, IoU.countertop: 0.4946, IoU.stove: 0.8473, IoU.palm: 0.5703, IoU.kitchen island: 0.4890, IoU.computer: 0.6215, IoU.swivel chair: 0.5044, IoU.boat: 0.5735, IoU.bar: 0.4058, IoU.arcade machine: 0.6335, IoU.hovel: 0.0757, IoU.bus: 0.9220, IoU.towel: 0.7129, IoU.light: 0.6220, IoU.truck: 0.4107, IoU.tower: 0.2962, IoU.chandelier: 0.6268, IoU.awning: 0.3435, IoU.streetlight: 0.3970, IoU.booth: 0.4068, IoU.television receiver: 0.7677, IoU.airplane: 0.5570, IoU.dirt track: 0.1257, IoU.apparel: 0.4002, IoU.pole: 0.2898, IoU.land: 0.0430, IoU.bannister: 0.2160, IoU.escalator: 0.2669, IoU.ottoman: 0.5619, IoU.bottle: 0.2794, IoU.buffet: 0.4052, IoU.poster: 0.2245, IoU.stage: 0.1733, IoU.van: 0.4073, IoU.ship: 0.0628, IoU.fountain: 0.2094, IoU.conveyer belt: 0.8426, IoU.canopy: 0.1499, IoU.washer: 0.7322, IoU.plaything: 0.2051, IoU.swimming pool: 0.4277, IoU.stool: 0.4557, IoU.barrel: 0.6390, IoU.basket: 0.3568, IoU.waterfall: 0.3847, IoU.tent: 0.9325, IoU.bag: 0.2569, IoU.minibike: 0.7184, IoU.cradle: 0.8504, IoU.oven: 0.2947, IoU.ball: 0.5069, IoU.food: 0.6615, IoU.step: 0.1896, IoU.tank: 0.5076, IoU.trade name: 0.2490, IoU.microwave: 0.5233, IoU.pot: 0.5626, IoU.animal: 0.6931, IoU.bicycle: 0.6127, IoU.lake: 0.4259, IoU.dishwasher: 0.6780, IoU.screen: 0.5136, IoU.blanket: 0.2789, IoU.sculpture: 0.5580, IoU.hood: 0.8719, IoU.sconce: 0.5496, IoU.vase: 0.4631, IoU.traffic light: 0.3974, IoU.tray: 0.2107, IoU.ashcan: 0.5331, IoU.fan: 0.7007, IoU.pier: 0.1376, IoU.crt screen: 0.0055, IoU.plate: 0.5868, IoU.monitor: 0.1516, IoU.bulletin board: 0.4556, IoU.shower: 0.1021, IoU.radiator: 0.6839, IoU.glass: 0.2282, IoU.clock: 0.5340, IoU.flag: 0.4849, Acc.wall: 0.8616, Acc.building: 0.9233, Acc.sky: 0.9725, Acc.floor: 0.8969, Acc.tree: 0.8669, Acc.ceiling: 0.9224, Acc.road: 0.9049, Acc.bed : 0.9622, Acc.windowpane: 0.8072, Acc.grass: 0.8105, Acc.cabinet: 0.7143, Acc.sidewalk: 0.8489, Acc.person: 0.9306, Acc.earth: 0.5870, Acc.door: 0.6747, Acc.table: 0.8022, Acc.mountain: 0.7104, Acc.plant: 0.6281, Acc.curtain: 0.8733, Acc.chair: 0.7547, Acc.car: 0.9459, Acc.water: 0.6335, Acc.painting: 0.8806, Acc.sofa: 0.8543, Acc.shelf: 0.5911, Acc.house: 0.7332, Acc.sea: 0.8652, Acc.mirror: 0.8261, Acc.rug: 0.8061, Acc.field: 0.4269, Acc.armchair: 0.7063, Acc.seat: 0.8203, Acc.fence: 0.6874, Acc.desk: 0.8065, Acc.rock: 0.6877, Acc.wardrobe: 0.7201, Acc.lamp: 0.8319, Acc.bathtub: 0.8762, Acc.railing: 0.5610, Acc.cushion: 0.7123, Acc.base: 0.6966, Acc.box: 0.3871, Acc.column: 0.6777, Acc.signboard: 0.5557, Acc.chest of drawers: 0.7308, Acc.counter: 0.4231, Acc.sand: 0.6888, Acc.sink: 0.8640, Acc.skyscraper: 0.5230, Acc.fireplace: 0.8862, Acc.refrigerator: 0.9335, Acc.grandstand: 0.7640, Acc.path: 0.3467, Acc.stairs: 0.4572, Acc.runway: 0.9686, Acc.case: 0.6380, Acc.pool table: 0.9693, Acc.pillow: 0.7363, Acc.screen door: 0.9296, Acc.stairway: 0.3998, Acc.river: 0.1683, Acc.bridge: 0.8962, Acc.bookcase: 0.5411, Acc.blind: 0.5743, Acc.coffee table: 0.8396, Acc.toilet: 0.9201, Acc.flower: 0.5698, Acc.book: 0.6973, Acc.hill: 0.2898, Acc.bench: 0.5444, Acc.countertop: 0.7044, Acc.stove: 0.9281, Acc.palm: 0.7521, Acc.kitchen island: 0.7480, Acc.computer: 0.6836, Acc.swivel chair: 0.7063, Acc.boat: 0.9263, Acc.bar: 0.5180, Acc.arcade machine: 0.6651, Acc.hovel: 0.0849, Acc.bus: 0.9690, Acc.towel: 0.8336, Acc.light: 0.8215, Acc.truck: 0.5640, Acc.tower: 0.3694, Acc.chandelier: 0.8273, Acc.awning: 0.4876, Acc.streetlight: 0.5270, Acc.booth: 0.6536, Acc.television receiver: 0.8419, Acc.airplane: 0.7986, Acc.dirt track: 0.3611, Acc.apparel: 0.6583, Acc.pole: 0.4846, Acc.land: 0.0740, Acc.bannister: 0.3257, Acc.escalator: 0.2747, Acc.ottoman: 0.6855, Acc.bottle: 0.3428, Acc.buffet: 0.5473, Acc.poster: 0.3774, Acc.stage: 0.4019, Acc.van: 0.5441, Acc.ship: 0.0667, Acc.fountain: 0.2170, Acc.conveyer belt: 0.9159, Acc.canopy: 0.3420, Acc.washer: 0.7520, Acc.plaything: 0.3894, Acc.swimming pool: 0.6624, Acc.stool: 0.7154, Acc.barrel: 0.7435, Acc.basket: 0.4517, Acc.waterfall: 0.4609, Acc.tent: 0.9848, Acc.bag: 0.3551, Acc.minibike: 0.8906, Acc.cradle: 0.9772, Acc.oven: 0.7108, Acc.ball: 0.6134, Acc.food: 0.7368, Acc.step: 0.2892, Acc.tank: 0.5251, Acc.trade name: 0.3088, Acc.microwave: 0.5784, Acc.pot: 0.6795, Acc.animal: 0.7376, Acc.bicycle: 0.8004, Acc.lake: 0.6913, Acc.dishwasher: 0.7452, Acc.screen: 0.7108, Acc.blanket: 0.3326, Acc.sculpture: 0.8214, Acc.hood: 0.9454, Acc.sconce: 0.7014, Acc.vase: 0.6690, Acc.traffic light: 0.6875, Acc.tray: 0.3020, Acc.ashcan: 0.7256, Acc.fan: 0.8479, Acc.pier: 0.1758, Acc.crt screen: 0.0252, Acc.plate: 0.7909, Acc.monitor: 0.2109, Acc.bulletin board: 0.8387, Acc.shower: 0.2176, Acc.radiator: 0.8191, Acc.glass: 0.2613, Acc.clock: 0.7058, Acc.flag: 0.5737 2023-12-26 09:10:58,586 - mmseg - INFO - Iter [115050/160000] lr: 2.809e-05, eta: 6:16:06, time: 0.923, data_time: 0.448, memory: 40245, decode.loss_cls: 0.2029, decode.loss_mask: 0.4658, decode.loss_dice: 0.7112, decode.d0.loss_cls: 1.2086, decode.d0.loss_mask: 0.5035, decode.d0.loss_dice: 0.7853, decode.d1.loss_cls: 0.2828, decode.d1.loss_mask: 0.4821, decode.d1.loss_dice: 0.7483, decode.d2.loss_cls: 0.2416, decode.d2.loss_mask: 0.4713, decode.d2.loss_dice: 0.7285, decode.d3.loss_cls: 0.2277, decode.d3.loss_mask: 0.4673, decode.d3.loss_dice: 0.7155, decode.d4.loss_cls: 0.2207, decode.d4.loss_mask: 0.4674, decode.d4.loss_dice: 0.7179, decode.d5.loss_cls: 0.2136, decode.d5.loss_mask: 0.4652, decode.d5.loss_dice: 0.7171, decode.d6.loss_cls: 0.2107, decode.d6.loss_mask: 0.4642, decode.d6.loss_dice: 0.7136, decode.d7.loss_cls: 0.2032, decode.d7.loss_mask: 0.4657, decode.d7.loss_dice: 0.7160, decode.d8.loss_cls: 0.1999, decode.d8.loss_mask: 0.4645, decode.d8.loss_dice: 0.7123, loss: 15.1946, grad_norm: 58.4940 2023-12-26 09:11:23,008 - mmseg - INFO - Iter [115100/160000] lr: 2.806e-05, eta: 6:15:40, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2137, decode.loss_mask: 0.4745, decode.loss_dice: 0.7088, decode.d0.loss_cls: 1.1920, decode.d0.loss_mask: 0.5066, decode.d0.loss_dice: 0.7829, decode.d1.loss_cls: 0.2954, decode.d1.loss_mask: 0.4861, decode.d1.loss_dice: 0.7472, decode.d2.loss_cls: 0.2672, decode.d2.loss_mask: 0.4777, decode.d2.loss_dice: 0.7257, decode.d3.loss_cls: 0.2384, decode.d3.loss_mask: 0.4754, decode.d3.loss_dice: 0.7145, decode.d4.loss_cls: 0.2288, decode.d4.loss_mask: 0.4754, decode.d4.loss_dice: 0.7153, decode.d5.loss_cls: 0.2221, decode.d5.loss_mask: 0.4734, decode.d5.loss_dice: 0.7153, decode.d6.loss_cls: 0.2222, decode.d6.loss_mask: 0.4726, decode.d6.loss_dice: 0.7108, decode.d7.loss_cls: 0.2186, decode.d7.loss_mask: 0.4736, decode.d7.loss_dice: 0.7092, decode.d8.loss_cls: 0.2151, decode.d8.loss_mask: 0.4734, decode.d8.loss_dice: 0.7137, loss: 15.3457, grad_norm: 66.4049 2023-12-26 09:11:47,468 - mmseg - INFO - Iter [115150/160000] lr: 2.803e-05, eta: 6:15:15, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2021, decode.loss_mask: 0.4472, decode.loss_dice: 0.6869, decode.d0.loss_cls: 1.1785, decode.d0.loss_mask: 0.4862, decode.d0.loss_dice: 0.7618, decode.d1.loss_cls: 0.2687, decode.d1.loss_mask: 0.4660, decode.d1.loss_dice: 0.7291, decode.d2.loss_cls: 0.2379, decode.d2.loss_mask: 0.4571, decode.d2.loss_dice: 0.7056, decode.d3.loss_cls: 0.2218, decode.d3.loss_mask: 0.4537, decode.d3.loss_dice: 0.6937, decode.d4.loss_cls: 0.2129, decode.d4.loss_mask: 0.4521, decode.d4.loss_dice: 0.6935, decode.d5.loss_cls: 0.2129, decode.d5.loss_mask: 0.4504, decode.d5.loss_dice: 0.6938, decode.d6.loss_cls: 0.2075, decode.d6.loss_mask: 0.4490, decode.d6.loss_dice: 0.6912, decode.d7.loss_cls: 0.2057, decode.d7.loss_mask: 0.4492, decode.d7.loss_dice: 0.6906, decode.d8.loss_cls: 0.2046, decode.d8.loss_mask: 0.4476, decode.d8.loss_dice: 0.6891, loss: 14.7463, grad_norm: 58.1002 2023-12-26 09:12:11,848 - mmseg - INFO - Iter [115200/160000] lr: 2.800e-05, eta: 6:14:50, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2088, decode.loss_mask: 0.4800, decode.loss_dice: 0.6985, decode.d0.loss_cls: 1.2206, decode.d0.loss_mask: 0.5189, decode.d0.loss_dice: 0.7736, decode.d1.loss_cls: 0.2834, decode.d1.loss_mask: 0.5051, decode.d1.loss_dice: 0.7402, decode.d2.loss_cls: 0.2430, decode.d2.loss_mask: 0.4891, decode.d2.loss_dice: 0.7159, decode.d3.loss_cls: 0.2303, decode.d3.loss_mask: 0.4833, decode.d3.loss_dice: 0.7078, decode.d4.loss_cls: 0.2184, decode.d4.loss_mask: 0.4820, decode.d4.loss_dice: 0.7036, decode.d5.loss_cls: 0.2086, decode.d5.loss_mask: 0.4817, decode.d5.loss_dice: 0.7055, decode.d6.loss_cls: 0.2102, decode.d6.loss_mask: 0.4814, decode.d6.loss_dice: 0.6969, decode.d7.loss_cls: 0.2071, decode.d7.loss_mask: 0.4800, decode.d7.loss_dice: 0.6970, decode.d8.loss_cls: 0.2055, decode.d8.loss_mask: 0.4800, decode.d8.loss_dice: 0.6992, loss: 15.2557, grad_norm: 64.1394 2023-12-26 09:12:36,283 - mmseg - INFO - Iter [115250/160000] lr: 2.797e-05, eta: 6:14:24, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2131, decode.loss_mask: 0.4607, decode.loss_dice: 0.7145, decode.d0.loss_cls: 1.2076, decode.d0.loss_mask: 0.4978, decode.d0.loss_dice: 0.8050, decode.d1.loss_cls: 0.2933, decode.d1.loss_mask: 0.4760, decode.d1.loss_dice: 0.7614, decode.d2.loss_cls: 0.2617, decode.d2.loss_mask: 0.4663, decode.d2.loss_dice: 0.7302, decode.d3.loss_cls: 0.2403, decode.d3.loss_mask: 0.4622, decode.d3.loss_dice: 0.7236, decode.d4.loss_cls: 0.2330, decode.d4.loss_mask: 0.4602, decode.d4.loss_dice: 0.7216, decode.d5.loss_cls: 0.2278, decode.d5.loss_mask: 0.4607, decode.d5.loss_dice: 0.7163, decode.d6.loss_cls: 0.2233, decode.d6.loss_mask: 0.4605, decode.d6.loss_dice: 0.7161, decode.d7.loss_cls: 0.2168, decode.d7.loss_mask: 0.4611, decode.d7.loss_dice: 0.7158, decode.d8.loss_cls: 0.2184, decode.d8.loss_mask: 0.4603, decode.d8.loss_dice: 0.7145, loss: 15.3200, grad_norm: 61.3686 2023-12-26 09:13:00,735 - mmseg - INFO - Iter [115300/160000] lr: 2.794e-05, eta: 6:13:59, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2218, decode.loss_mask: 0.4765, decode.loss_dice: 0.7070, decode.d0.loss_cls: 1.1869, decode.d0.loss_mask: 0.5136, decode.d0.loss_dice: 0.7800, decode.d1.loss_cls: 0.2898, decode.d1.loss_mask: 0.4911, decode.d1.loss_dice: 0.7476, decode.d2.loss_cls: 0.2555, decode.d2.loss_mask: 0.4834, decode.d2.loss_dice: 0.7232, decode.d3.loss_cls: 0.2478, decode.d3.loss_mask: 0.4792, decode.d3.loss_dice: 0.7126, decode.d4.loss_cls: 0.2369, decode.d4.loss_mask: 0.4772, decode.d4.loss_dice: 0.7108, decode.d5.loss_cls: 0.2299, decode.d5.loss_mask: 0.4750, decode.d5.loss_dice: 0.7114, decode.d6.loss_cls: 0.2294, decode.d6.loss_mask: 0.4763, decode.d6.loss_dice: 0.7059, decode.d7.loss_cls: 0.2228, decode.d7.loss_mask: 0.4758, decode.d7.loss_dice: 0.7070, decode.d8.loss_cls: 0.2230, decode.d8.loss_mask: 0.4759, decode.d8.loss_dice: 0.7058, loss: 15.3794, grad_norm: 69.9747 2023-12-26 09:13:25,119 - mmseg - INFO - Iter [115350/160000] lr: 2.791e-05, eta: 6:13:33, time: 0.488, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2035, decode.loss_mask: 0.4771, decode.loss_dice: 0.7200, decode.d0.loss_cls: 1.1901, decode.d0.loss_mask: 0.5178, decode.d0.loss_dice: 0.7877, decode.d1.loss_cls: 0.2819, decode.d1.loss_mask: 0.4935, decode.d1.loss_dice: 0.7613, decode.d2.loss_cls: 0.2447, decode.d2.loss_mask: 0.4831, decode.d2.loss_dice: 0.7270, decode.d3.loss_cls: 0.2315, decode.d3.loss_mask: 0.4785, decode.d3.loss_dice: 0.7226, decode.d4.loss_cls: 0.2234, decode.d4.loss_mask: 0.4776, decode.d4.loss_dice: 0.7238, decode.d5.loss_cls: 0.2161, decode.d5.loss_mask: 0.4767, decode.d5.loss_dice: 0.7199, decode.d6.loss_cls: 0.2085, decode.d6.loss_mask: 0.4789, decode.d6.loss_dice: 0.7197, decode.d7.loss_cls: 0.2070, decode.d7.loss_mask: 0.4775, decode.d7.loss_dice: 0.7167, decode.d8.loss_cls: 0.2041, decode.d8.loss_mask: 0.4775, decode.d8.loss_dice: 0.7170, loss: 15.3647, grad_norm: 61.3004 2023-12-26 09:13:49,453 - mmseg - INFO - Iter [115400/160000] lr: 2.788e-05, eta: 6:13:08, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1951, decode.loss_mask: 0.4730, decode.loss_dice: 0.6884, decode.d0.loss_cls: 1.1833, decode.d0.loss_mask: 0.5150, decode.d0.loss_dice: 0.7581, decode.d1.loss_cls: 0.2744, decode.d1.loss_mask: 0.4890, decode.d1.loss_dice: 0.7314, decode.d2.loss_cls: 0.2432, decode.d2.loss_mask: 0.4797, decode.d2.loss_dice: 0.7107, decode.d3.loss_cls: 0.2303, decode.d3.loss_mask: 0.4780, decode.d3.loss_dice: 0.7004, decode.d4.loss_cls: 0.2147, decode.d4.loss_mask: 0.4765, decode.d4.loss_dice: 0.6967, decode.d5.loss_cls: 0.2045, decode.d5.loss_mask: 0.4761, decode.d5.loss_dice: 0.6961, decode.d6.loss_cls: 0.2037, decode.d6.loss_mask: 0.4743, decode.d6.loss_dice: 0.6903, decode.d7.loss_cls: 0.1980, decode.d7.loss_mask: 0.4742, decode.d7.loss_dice: 0.6925, decode.d8.loss_cls: 0.1973, decode.d8.loss_mask: 0.4731, decode.d8.loss_dice: 0.6914, loss: 15.0095, grad_norm: 66.6344 2023-12-26 09:14:13,792 - mmseg - INFO - Iter [115450/160000] lr: 2.784e-05, eta: 6:12:43, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2023, decode.loss_mask: 0.4762, decode.loss_dice: 0.6862, decode.d0.loss_cls: 1.2107, decode.d0.loss_mask: 0.5157, decode.d0.loss_dice: 0.7620, decode.d1.loss_cls: 0.2742, decode.d1.loss_mask: 0.4899, decode.d1.loss_dice: 0.7239, decode.d2.loss_cls: 0.2383, decode.d2.loss_mask: 0.4834, decode.d2.loss_dice: 0.7045, decode.d3.loss_cls: 0.2242, decode.d3.loss_mask: 0.4814, decode.d3.loss_dice: 0.6996, decode.d4.loss_cls: 0.2131, decode.d4.loss_mask: 0.4802, decode.d4.loss_dice: 0.6990, decode.d5.loss_cls: 0.2125, decode.d5.loss_mask: 0.4746, decode.d5.loss_dice: 0.6940, decode.d6.loss_cls: 0.2068, decode.d6.loss_mask: 0.4754, decode.d6.loss_dice: 0.6853, decode.d7.loss_cls: 0.2063, decode.d7.loss_mask: 0.4744, decode.d7.loss_dice: 0.6852, decode.d8.loss_cls: 0.1992, decode.d8.loss_mask: 0.4760, decode.d8.loss_dice: 0.6889, loss: 15.0437, grad_norm: 66.9994 2023-12-26 09:14:38,299 - mmseg - INFO - Iter [115500/160000] lr: 2.781e-05, eta: 6:12:17, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2176, decode.loss_mask: 0.4892, decode.loss_dice: 0.7187, decode.d0.loss_cls: 1.1943, decode.d0.loss_mask: 0.5272, decode.d0.loss_dice: 0.7969, decode.d1.loss_cls: 0.2957, decode.d1.loss_mask: 0.5060, decode.d1.loss_dice: 0.7591, decode.d2.loss_cls: 0.2602, decode.d2.loss_mask: 0.4968, decode.d2.loss_dice: 0.7393, decode.d3.loss_cls: 0.2466, decode.d3.loss_mask: 0.4919, decode.d3.loss_dice: 0.7236, decode.d4.loss_cls: 0.2367, decode.d4.loss_mask: 0.4908, decode.d4.loss_dice: 0.7221, decode.d5.loss_cls: 0.2328, decode.d5.loss_mask: 0.4898, decode.d5.loss_dice: 0.7210, decode.d6.loss_cls: 0.2274, decode.d6.loss_mask: 0.4898, decode.d6.loss_dice: 0.7152, decode.d7.loss_cls: 0.2204, decode.d7.loss_mask: 0.4911, decode.d7.loss_dice: 0.7172, decode.d8.loss_cls: 0.2193, decode.d8.loss_mask: 0.4901, decode.d8.loss_dice: 0.7205, loss: 15.6472, grad_norm: 63.7718 2023-12-26 09:15:02,803 - mmseg - INFO - Iter [115550/160000] lr: 2.778e-05, eta: 6:11:52, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2140, decode.loss_mask: 0.4638, decode.loss_dice: 0.7088, decode.d0.loss_cls: 1.2058, decode.d0.loss_mask: 0.5051, decode.d0.loss_dice: 0.7847, decode.d1.loss_cls: 0.2861, decode.d1.loss_mask: 0.4789, decode.d1.loss_dice: 0.7434, decode.d2.loss_cls: 0.2540, decode.d2.loss_mask: 0.4729, decode.d2.loss_dice: 0.7273, decode.d3.loss_cls: 0.2396, decode.d3.loss_mask: 0.4688, decode.d3.loss_dice: 0.7178, decode.d4.loss_cls: 0.2311, decode.d4.loss_mask: 0.4679, decode.d4.loss_dice: 0.7147, decode.d5.loss_cls: 0.2287, decode.d5.loss_mask: 0.4656, decode.d5.loss_dice: 0.7140, decode.d6.loss_cls: 0.2243, decode.d6.loss_mask: 0.4639, decode.d6.loss_dice: 0.7073, decode.d7.loss_cls: 0.2171, decode.d7.loss_mask: 0.4655, decode.d7.loss_dice: 0.7102, decode.d8.loss_cls: 0.2174, decode.d8.loss_mask: 0.4624, decode.d8.loss_dice: 0.7088, loss: 15.2697, grad_norm: 60.5363 2023-12-26 09:15:27,205 - mmseg - INFO - Iter [115600/160000] lr: 2.775e-05, eta: 6:11:26, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2142, decode.loss_mask: 0.4635, decode.loss_dice: 0.7027, decode.d0.loss_cls: 1.2187, decode.d0.loss_mask: 0.5016, decode.d0.loss_dice: 0.7766, decode.d1.loss_cls: 0.2872, decode.d1.loss_mask: 0.4809, decode.d1.loss_dice: 0.7464, decode.d2.loss_cls: 0.2534, decode.d2.loss_mask: 0.4713, decode.d2.loss_dice: 0.7225, decode.d3.loss_cls: 0.2411, decode.d3.loss_mask: 0.4683, decode.d3.loss_dice: 0.7086, decode.d4.loss_cls: 0.2318, decode.d4.loss_mask: 0.4663, decode.d4.loss_dice: 0.7102, decode.d5.loss_cls: 0.2213, decode.d5.loss_mask: 0.4634, decode.d5.loss_dice: 0.7071, decode.d6.loss_cls: 0.2206, decode.d6.loss_mask: 0.4624, decode.d6.loss_dice: 0.7018, decode.d7.loss_cls: 0.2149, decode.d7.loss_mask: 0.4615, decode.d7.loss_dice: 0.7030, decode.d8.loss_cls: 0.2148, decode.d8.loss_mask: 0.4610, decode.d8.loss_dice: 0.7005, loss: 15.1976, grad_norm: 58.4818 2023-12-26 09:15:51,835 - mmseg - INFO - Iter [115650/160000] lr: 2.772e-05, eta: 6:11:01, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2108, decode.loss_mask: 0.4752, decode.loss_dice: 0.6888, decode.d0.loss_cls: 1.1960, decode.d0.loss_mask: 0.5155, decode.d0.loss_dice: 0.7703, decode.d1.loss_cls: 0.2832, decode.d1.loss_mask: 0.4910, decode.d1.loss_dice: 0.7295, decode.d2.loss_cls: 0.2499, decode.d2.loss_mask: 0.4816, decode.d2.loss_dice: 0.7080, decode.d3.loss_cls: 0.2367, decode.d3.loss_mask: 0.4783, decode.d3.loss_dice: 0.6961, decode.d4.loss_cls: 0.2246, decode.d4.loss_mask: 0.4802, decode.d4.loss_dice: 0.6978, decode.d5.loss_cls: 0.2167, decode.d5.loss_mask: 0.4787, decode.d5.loss_dice: 0.6942, decode.d6.loss_cls: 0.2142, decode.d6.loss_mask: 0.4768, decode.d6.loss_dice: 0.6916, decode.d7.loss_cls: 0.2088, decode.d7.loss_mask: 0.4755, decode.d7.loss_dice: 0.6899, decode.d8.loss_cls: 0.2099, decode.d8.loss_mask: 0.4755, decode.d8.loss_dice: 0.6921, loss: 15.1373, grad_norm: 68.0106 2023-12-26 09:16:16,277 - mmseg - INFO - Iter [115700/160000] lr: 2.769e-05, eta: 6:10:36, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2055, decode.loss_mask: 0.4494, decode.loss_dice: 0.6878, decode.d0.loss_cls: 1.1941, decode.d0.loss_mask: 0.4875, decode.d0.loss_dice: 0.7619, decode.d1.loss_cls: 0.2891, decode.d1.loss_mask: 0.4663, decode.d1.loss_dice: 0.7312, decode.d2.loss_cls: 0.2574, decode.d2.loss_mask: 0.4548, decode.d2.loss_dice: 0.7022, decode.d3.loss_cls: 0.2382, decode.d3.loss_mask: 0.4513, decode.d3.loss_dice: 0.6967, decode.d4.loss_cls: 0.2279, decode.d4.loss_mask: 0.4498, decode.d4.loss_dice: 0.6903, decode.d5.loss_cls: 0.2193, decode.d5.loss_mask: 0.4495, decode.d5.loss_dice: 0.6943, decode.d6.loss_cls: 0.2194, decode.d6.loss_mask: 0.4498, decode.d6.loss_dice: 0.6866, decode.d7.loss_cls: 0.2154, decode.d7.loss_mask: 0.4497, decode.d7.loss_dice: 0.6889, decode.d8.loss_cls: 0.2071, decode.d8.loss_mask: 0.4487, decode.d8.loss_dice: 0.6872, loss: 14.8571, grad_norm: 64.7048 2023-12-26 09:16:40,923 - mmseg - INFO - Iter [115750/160000] lr: 2.766e-05, eta: 6:10:11, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1962, decode.loss_mask: 0.4686, decode.loss_dice: 0.6955, decode.d0.loss_cls: 1.1972, decode.d0.loss_mask: 0.4961, decode.d0.loss_dice: 0.7612, decode.d1.loss_cls: 0.2734, decode.d1.loss_mask: 0.4803, decode.d1.loss_dice: 0.7356, decode.d2.loss_cls: 0.2347, decode.d2.loss_mask: 0.4743, decode.d2.loss_dice: 0.7192, decode.d3.loss_cls: 0.2206, decode.d3.loss_mask: 0.4709, decode.d3.loss_dice: 0.7032, decode.d4.loss_cls: 0.2094, decode.d4.loss_mask: 0.4704, decode.d4.loss_dice: 0.6985, decode.d5.loss_cls: 0.2072, decode.d5.loss_mask: 0.4704, decode.d5.loss_dice: 0.6987, decode.d6.loss_cls: 0.1994, decode.d6.loss_mask: 0.4720, decode.d6.loss_dice: 0.6975, decode.d7.loss_cls: 0.2023, decode.d7.loss_mask: 0.4684, decode.d7.loss_dice: 0.6960, decode.d8.loss_cls: 0.1975, decode.d8.loss_mask: 0.4688, decode.d8.loss_dice: 0.6961, loss: 14.9796, grad_norm: 60.8893 2023-12-26 09:17:05,194 - mmseg - INFO - Iter [115800/160000] lr: 2.763e-05, eta: 6:09:45, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1968, decode.loss_mask: 0.4709, decode.loss_dice: 0.6926, decode.d0.loss_cls: 1.1541, decode.d0.loss_mask: 0.5064, decode.d0.loss_dice: 0.7591, decode.d1.loss_cls: 0.2750, decode.d1.loss_mask: 0.4825, decode.d1.loss_dice: 0.7338, decode.d2.loss_cls: 0.2422, decode.d2.loss_mask: 0.4752, decode.d2.loss_dice: 0.7132, decode.d3.loss_cls: 0.2303, decode.d3.loss_mask: 0.4736, decode.d3.loss_dice: 0.7002, decode.d4.loss_cls: 0.2155, decode.d4.loss_mask: 0.4705, decode.d4.loss_dice: 0.6998, decode.d5.loss_cls: 0.2092, decode.d5.loss_mask: 0.4690, decode.d5.loss_dice: 0.6968, decode.d6.loss_cls: 0.2045, decode.d6.loss_mask: 0.4690, decode.d6.loss_dice: 0.6957, decode.d7.loss_cls: 0.1988, decode.d7.loss_mask: 0.4687, decode.d7.loss_dice: 0.6975, decode.d8.loss_cls: 0.2039, decode.d8.loss_mask: 0.4697, decode.d8.loss_dice: 0.7002, loss: 14.9749, grad_norm: 58.8695 2023-12-26 09:17:29,473 - mmseg - INFO - Iter [115850/160000] lr: 2.759e-05, eta: 6:09:20, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2025, decode.loss_mask: 0.4611, decode.loss_dice: 0.6984, decode.d0.loss_cls: 1.2045, decode.d0.loss_mask: 0.4995, decode.d0.loss_dice: 0.7633, decode.d1.loss_cls: 0.2798, decode.d1.loss_mask: 0.4725, decode.d1.loss_dice: 0.7363, decode.d2.loss_cls: 0.2445, decode.d2.loss_mask: 0.4661, decode.d2.loss_dice: 0.7162, decode.d3.loss_cls: 0.2305, decode.d3.loss_mask: 0.4642, decode.d3.loss_dice: 0.7091, decode.d4.loss_cls: 0.2204, decode.d4.loss_mask: 0.4636, decode.d4.loss_dice: 0.7035, decode.d5.loss_cls: 0.2134, decode.d5.loss_mask: 0.4643, decode.d5.loss_dice: 0.7037, decode.d6.loss_cls: 0.2111, decode.d6.loss_mask: 0.4621, decode.d6.loss_dice: 0.6968, decode.d7.loss_cls: 0.2070, decode.d7.loss_mask: 0.4622, decode.d7.loss_dice: 0.6959, decode.d8.loss_cls: 0.2041, decode.d8.loss_mask: 0.4620, decode.d8.loss_dice: 0.7005, loss: 15.0189, grad_norm: 65.7550 2023-12-26 09:17:53,806 - mmseg - INFO - Iter [115900/160000] lr: 2.756e-05, eta: 6:08:54, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2263, decode.loss_mask: 0.4538, decode.loss_dice: 0.6970, decode.d0.loss_cls: 1.2078, decode.d0.loss_mask: 0.4960, decode.d0.loss_dice: 0.7744, decode.d1.loss_cls: 0.2931, decode.d1.loss_mask: 0.4713, decode.d1.loss_dice: 0.7379, decode.d2.loss_cls: 0.2546, decode.d2.loss_mask: 0.4611, decode.d2.loss_dice: 0.7146, decode.d3.loss_cls: 0.2461, decode.d3.loss_mask: 0.4588, decode.d3.loss_dice: 0.7036, decode.d4.loss_cls: 0.2384, decode.d4.loss_mask: 0.4576, decode.d4.loss_dice: 0.7055, decode.d5.loss_cls: 0.2344, decode.d5.loss_mask: 0.4536, decode.d5.loss_dice: 0.7025, decode.d6.loss_cls: 0.2265, decode.d6.loss_mask: 0.4534, decode.d6.loss_dice: 0.6997, decode.d7.loss_cls: 0.2262, decode.d7.loss_mask: 0.4531, decode.d7.loss_dice: 0.7015, decode.d8.loss_cls: 0.2212, decode.d8.loss_mask: 0.4551, decode.d8.loss_dice: 0.6972, loss: 15.1224, grad_norm: 57.5765 2023-12-26 09:18:18,251 - mmseg - INFO - Iter [115950/160000] lr: 2.753e-05, eta: 6:08:29, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1990, decode.loss_mask: 0.4584, decode.loss_dice: 0.6904, decode.d0.loss_cls: 1.1944, decode.d0.loss_mask: 0.4881, decode.d0.loss_dice: 0.7628, decode.d1.loss_cls: 0.2687, decode.d1.loss_mask: 0.4703, decode.d1.loss_dice: 0.7297, decode.d2.loss_cls: 0.2393, decode.d2.loss_mask: 0.4623, decode.d2.loss_dice: 0.7104, decode.d3.loss_cls: 0.2240, decode.d3.loss_mask: 0.4602, decode.d3.loss_dice: 0.7025, decode.d4.loss_cls: 0.2134, decode.d4.loss_mask: 0.4587, decode.d4.loss_dice: 0.7020, decode.d5.loss_cls: 0.2109, decode.d5.loss_mask: 0.4584, decode.d5.loss_dice: 0.6962, decode.d6.loss_cls: 0.2062, decode.d6.loss_mask: 0.4598, decode.d6.loss_dice: 0.6953, decode.d7.loss_cls: 0.2034, decode.d7.loss_mask: 0.4584, decode.d7.loss_dice: 0.6907, decode.d8.loss_cls: 0.1998, decode.d8.loss_mask: 0.4577, decode.d8.loss_dice: 0.6946, loss: 14.8657, grad_norm: 63.7379 2023-12-26 09:18:42,538 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 09:18:42,538 - mmseg - INFO - Iter [116000/160000] lr: 2.750e-05, eta: 6:08:03, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2105, decode.loss_mask: 0.4681, decode.loss_dice: 0.7112, decode.d0.loss_cls: 1.2044, decode.d0.loss_mask: 0.5081, decode.d0.loss_dice: 0.7839, decode.d1.loss_cls: 0.2944, decode.d1.loss_mask: 0.4829, decode.d1.loss_dice: 0.7470, decode.d2.loss_cls: 0.2521, decode.d2.loss_mask: 0.4731, decode.d2.loss_dice: 0.7280, decode.d3.loss_cls: 0.2400, decode.d3.loss_mask: 0.4706, decode.d3.loss_dice: 0.7176, decode.d4.loss_cls: 0.2269, decode.d4.loss_mask: 0.4682, decode.d4.loss_dice: 0.7161, decode.d5.loss_cls: 0.2211, decode.d5.loss_mask: 0.4680, decode.d5.loss_dice: 0.7140, decode.d6.loss_cls: 0.2183, decode.d6.loss_mask: 0.4672, decode.d6.loss_dice: 0.7129, decode.d7.loss_cls: 0.2174, decode.d7.loss_mask: 0.4676, decode.d7.loss_dice: 0.7143, decode.d8.loss_cls: 0.2129, decode.d8.loss_mask: 0.4677, decode.d8.loss_dice: 0.7142, loss: 15.2987, grad_norm: 55.5586 2023-12-26 09:19:07,050 - mmseg - INFO - Iter [116050/160000] lr: 2.747e-05, eta: 6:07:38, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2100, decode.loss_mask: 0.4562, decode.loss_dice: 0.6883, decode.d0.loss_cls: 1.1696, decode.d0.loss_mask: 0.4964, decode.d0.loss_dice: 0.7684, decode.d1.loss_cls: 0.2786, decode.d1.loss_mask: 0.4759, decode.d1.loss_dice: 0.7308, decode.d2.loss_cls: 0.2478, decode.d2.loss_mask: 0.4673, decode.d2.loss_dice: 0.7096, decode.d3.loss_cls: 0.2358, decode.d3.loss_mask: 0.4606, decode.d3.loss_dice: 0.6948, decode.d4.loss_cls: 0.2185, decode.d4.loss_mask: 0.4613, decode.d4.loss_dice: 0.6987, decode.d5.loss_cls: 0.2158, decode.d5.loss_mask: 0.4606, decode.d5.loss_dice: 0.6956, decode.d6.loss_cls: 0.2127, decode.d6.loss_mask: 0.4570, decode.d6.loss_dice: 0.6915, decode.d7.loss_cls: 0.2122, decode.d7.loss_mask: 0.4569, decode.d7.loss_dice: 0.6882, decode.d8.loss_cls: 0.2034, decode.d8.loss_mask: 0.4564, decode.d8.loss_dice: 0.6870, loss: 14.9057, grad_norm: 58.1517 2023-12-26 09:19:33,787 - mmseg - INFO - Iter [116100/160000] lr: 2.744e-05, eta: 6:07:14, time: 0.535, data_time: 0.060, memory: 40245, decode.loss_cls: 0.1972, decode.loss_mask: 0.4609, decode.loss_dice: 0.7082, decode.d0.loss_cls: 1.1634, decode.d0.loss_mask: 0.4981, decode.d0.loss_dice: 0.7763, decode.d1.loss_cls: 0.2772, decode.d1.loss_mask: 0.4818, decode.d1.loss_dice: 0.7477, decode.d2.loss_cls: 0.2395, decode.d2.loss_mask: 0.4712, decode.d2.loss_dice: 0.7240, decode.d3.loss_cls: 0.2272, decode.d3.loss_mask: 0.4638, decode.d3.loss_dice: 0.7137, decode.d4.loss_cls: 0.2150, decode.d4.loss_mask: 0.4632, decode.d4.loss_dice: 0.7193, decode.d5.loss_cls: 0.2118, decode.d5.loss_mask: 0.4608, decode.d5.loss_dice: 0.7138, decode.d6.loss_cls: 0.2062, decode.d6.loss_mask: 0.4600, decode.d6.loss_dice: 0.7102, decode.d7.loss_cls: 0.1997, decode.d7.loss_mask: 0.4585, decode.d7.loss_dice: 0.7097, decode.d8.loss_cls: 0.1986, decode.d8.loss_mask: 0.4595, decode.d8.loss_dice: 0.7074, loss: 15.0439, grad_norm: 59.8398 2023-12-26 09:19:58,317 - mmseg - INFO - Iter [116150/160000] lr: 2.741e-05, eta: 6:06:48, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2164, decode.loss_mask: 0.4700, decode.loss_dice: 0.7078, decode.d0.loss_cls: 1.1976, decode.d0.loss_mask: 0.5134, decode.d0.loss_dice: 0.7917, decode.d1.loss_cls: 0.2803, decode.d1.loss_mask: 0.4874, decode.d1.loss_dice: 0.7544, decode.d2.loss_cls: 0.2534, decode.d2.loss_mask: 0.4769, decode.d2.loss_dice: 0.7285, decode.d3.loss_cls: 0.2404, decode.d3.loss_mask: 0.4744, decode.d3.loss_dice: 0.7165, decode.d4.loss_cls: 0.2301, decode.d4.loss_mask: 0.4737, decode.d4.loss_dice: 0.7199, decode.d5.loss_cls: 0.2248, decode.d5.loss_mask: 0.4714, decode.d5.loss_dice: 0.7148, decode.d6.loss_cls: 0.2195, decode.d6.loss_mask: 0.4707, decode.d6.loss_dice: 0.7109, decode.d7.loss_cls: 0.2143, decode.d7.loss_mask: 0.4692, decode.d7.loss_dice: 0.7091, decode.d8.loss_cls: 0.2138, decode.d8.loss_mask: 0.4701, decode.d8.loss_dice: 0.7116, loss: 15.3330, grad_norm: 63.7748 2023-12-26 09:20:22,888 - mmseg - INFO - Iter [116200/160000] lr: 2.738e-05, eta: 6:06:23, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2056, decode.loss_mask: 0.4749, decode.loss_dice: 0.6990, decode.d0.loss_cls: 1.1771, decode.d0.loss_mask: 0.5167, decode.d0.loss_dice: 0.7732, decode.d1.loss_cls: 0.2795, decode.d1.loss_mask: 0.4900, decode.d1.loss_dice: 0.7343, decode.d2.loss_cls: 0.2469, decode.d2.loss_mask: 0.4800, decode.d2.loss_dice: 0.7157, decode.d3.loss_cls: 0.2327, decode.d3.loss_mask: 0.4789, decode.d3.loss_dice: 0.7050, decode.d4.loss_cls: 0.2213, decode.d4.loss_mask: 0.4777, decode.d4.loss_dice: 0.7054, decode.d5.loss_cls: 0.2101, decode.d5.loss_mask: 0.4749, decode.d5.loss_dice: 0.7026, decode.d6.loss_cls: 0.2102, decode.d6.loss_mask: 0.4751, decode.d6.loss_dice: 0.6978, decode.d7.loss_cls: 0.2085, decode.d7.loss_mask: 0.4747, decode.d7.loss_dice: 0.7005, decode.d8.loss_cls: 0.2080, decode.d8.loss_mask: 0.4744, decode.d8.loss_dice: 0.6990, loss: 15.1498, grad_norm: 61.3191 2023-12-26 09:20:47,468 - mmseg - INFO - Iter [116250/160000] lr: 2.734e-05, eta: 6:05:58, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2164, decode.loss_mask: 0.4770, decode.loss_dice: 0.7007, decode.d0.loss_cls: 1.1878, decode.d0.loss_mask: 0.5186, decode.d0.loss_dice: 0.7787, decode.d1.loss_cls: 0.2823, decode.d1.loss_mask: 0.4935, decode.d1.loss_dice: 0.7378, decode.d2.loss_cls: 0.2495, decode.d2.loss_mask: 0.4832, decode.d2.loss_dice: 0.7178, decode.d3.loss_cls: 0.2374, decode.d3.loss_mask: 0.4812, decode.d3.loss_dice: 0.7075, decode.d4.loss_cls: 0.2286, decode.d4.loss_mask: 0.4783, decode.d4.loss_dice: 0.7053, decode.d5.loss_cls: 0.2223, decode.d5.loss_mask: 0.4771, decode.d5.loss_dice: 0.7057, decode.d6.loss_cls: 0.2230, decode.d6.loss_mask: 0.4755, decode.d6.loss_dice: 0.6968, decode.d7.loss_cls: 0.2184, decode.d7.loss_mask: 0.4772, decode.d7.loss_dice: 0.6998, decode.d8.loss_cls: 0.2130, decode.d8.loss_mask: 0.4764, decode.d8.loss_dice: 0.6972, loss: 15.2639, grad_norm: 62.9285 2023-12-26 09:21:12,812 - mmseg - INFO - Iter [116300/160000] lr: 2.731e-05, eta: 6:05:33, time: 0.507, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2097, decode.loss_mask: 0.4635, decode.loss_dice: 0.7057, decode.d0.loss_cls: 1.1886, decode.d0.loss_mask: 0.5016, decode.d0.loss_dice: 0.7881, decode.d1.loss_cls: 0.2773, decode.d1.loss_mask: 0.4777, decode.d1.loss_dice: 0.7408, decode.d2.loss_cls: 0.2408, decode.d2.loss_mask: 0.4698, decode.d2.loss_dice: 0.7225, decode.d3.loss_cls: 0.2320, decode.d3.loss_mask: 0.4688, decode.d3.loss_dice: 0.7081, decode.d4.loss_cls: 0.2259, decode.d4.loss_mask: 0.4674, decode.d4.loss_dice: 0.7117, decode.d5.loss_cls: 0.2156, decode.d5.loss_mask: 0.4663, decode.d5.loss_dice: 0.7140, decode.d6.loss_cls: 0.2162, decode.d6.loss_mask: 0.4654, decode.d6.loss_dice: 0.7050, decode.d7.loss_cls: 0.2113, decode.d7.loss_mask: 0.4648, decode.d7.loss_dice: 0.7024, decode.d8.loss_cls: 0.2109, decode.d8.loss_mask: 0.4642, decode.d8.loss_dice: 0.7069, loss: 15.1432, grad_norm: 59.7273 2023-12-26 09:21:37,306 - mmseg - INFO - Iter [116350/160000] lr: 2.728e-05, eta: 6:05:07, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2087, decode.loss_mask: 0.4701, decode.loss_dice: 0.6950, decode.d0.loss_cls: 1.1646, decode.d0.loss_mask: 0.5119, decode.d0.loss_dice: 0.7648, decode.d1.loss_cls: 0.2759, decode.d1.loss_mask: 0.4868, decode.d1.loss_dice: 0.7398, decode.d2.loss_cls: 0.2389, decode.d2.loss_mask: 0.4800, decode.d2.loss_dice: 0.7209, decode.d3.loss_cls: 0.2279, decode.d3.loss_mask: 0.4760, decode.d3.loss_dice: 0.7053, decode.d4.loss_cls: 0.2188, decode.d4.loss_mask: 0.4755, decode.d4.loss_dice: 0.7057, decode.d5.loss_cls: 0.2174, decode.d5.loss_mask: 0.4733, decode.d5.loss_dice: 0.7030, decode.d6.loss_cls: 0.2158, decode.d6.loss_mask: 0.4715, decode.d6.loss_dice: 0.6978, decode.d7.loss_cls: 0.2091, decode.d7.loss_mask: 0.4715, decode.d7.loss_dice: 0.6985, decode.d8.loss_cls: 0.2056, decode.d8.loss_mask: 0.4704, decode.d8.loss_dice: 0.6978, loss: 15.0983, grad_norm: 62.8096 2023-12-26 09:22:01,625 - mmseg - INFO - Iter [116400/160000] lr: 2.725e-05, eta: 6:04:42, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1942, decode.loss_mask: 0.4768, decode.loss_dice: 0.7047, decode.d0.loss_cls: 1.1693, decode.d0.loss_mask: 0.5123, decode.d0.loss_dice: 0.7845, decode.d1.loss_cls: 0.2583, decode.d1.loss_mask: 0.4938, decode.d1.loss_dice: 0.7485, decode.d2.loss_cls: 0.2306, decode.d2.loss_mask: 0.4843, decode.d2.loss_dice: 0.7240, decode.d3.loss_cls: 0.2158, decode.d3.loss_mask: 0.4806, decode.d3.loss_dice: 0.7131, decode.d4.loss_cls: 0.2075, decode.d4.loss_mask: 0.4797, decode.d4.loss_dice: 0.7105, decode.d5.loss_cls: 0.2002, decode.d5.loss_mask: 0.4795, decode.d5.loss_dice: 0.7115, decode.d6.loss_cls: 0.1968, decode.d6.loss_mask: 0.4785, decode.d6.loss_dice: 0.7036, decode.d7.loss_cls: 0.1964, decode.d7.loss_mask: 0.4775, decode.d7.loss_dice: 0.7048, decode.d8.loss_cls: 0.1907, decode.d8.loss_mask: 0.4770, decode.d8.loss_dice: 0.7075, loss: 15.1126, grad_norm: 61.2968 2023-12-26 09:22:25,867 - mmseg - INFO - Iter [116450/160000] lr: 2.722e-05, eta: 6:04:17, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1993, decode.loss_mask: 0.4586, decode.loss_dice: 0.6891, decode.d0.loss_cls: 1.1840, decode.d0.loss_mask: 0.5002, decode.d0.loss_dice: 0.7627, decode.d1.loss_cls: 0.2692, decode.d1.loss_mask: 0.4768, decode.d1.loss_dice: 0.7320, decode.d2.loss_cls: 0.2384, decode.d2.loss_mask: 0.4658, decode.d2.loss_dice: 0.7093, decode.d3.loss_cls: 0.2241, decode.d3.loss_mask: 0.4619, decode.d3.loss_dice: 0.6994, decode.d4.loss_cls: 0.2134, decode.d4.loss_mask: 0.4604, decode.d4.loss_dice: 0.7004, decode.d5.loss_cls: 0.2070, decode.d5.loss_mask: 0.4604, decode.d5.loss_dice: 0.6965, decode.d6.loss_cls: 0.2035, decode.d6.loss_mask: 0.4587, decode.d6.loss_dice: 0.6929, decode.d7.loss_cls: 0.2004, decode.d7.loss_mask: 0.4576, decode.d7.loss_dice: 0.6915, decode.d8.loss_cls: 0.2007, decode.d8.loss_mask: 0.4564, decode.d8.loss_dice: 0.6910, loss: 14.8617, grad_norm: 64.6799 2023-12-26 09:22:50,264 - mmseg - INFO - Iter [116500/160000] lr: 2.719e-05, eta: 6:03:51, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1823, decode.loss_mask: 0.4550, decode.loss_dice: 0.6752, decode.d0.loss_cls: 1.1827, decode.d0.loss_mask: 0.4896, decode.d0.loss_dice: 0.7444, decode.d1.loss_cls: 0.2494, decode.d1.loss_mask: 0.4713, decode.d1.loss_dice: 0.7123, decode.d2.loss_cls: 0.2149, decode.d2.loss_mask: 0.4639, decode.d2.loss_dice: 0.6880, decode.d3.loss_cls: 0.2068, decode.d3.loss_mask: 0.4628, decode.d3.loss_dice: 0.6811, decode.d4.loss_cls: 0.1953, decode.d4.loss_mask: 0.4593, decode.d4.loss_dice: 0.6804, decode.d5.loss_cls: 0.1924, decode.d5.loss_mask: 0.4577, decode.d5.loss_dice: 0.6809, decode.d6.loss_cls: 0.1902, decode.d6.loss_mask: 0.4593, decode.d6.loss_dice: 0.6758, decode.d7.loss_cls: 0.1821, decode.d7.loss_mask: 0.4585, decode.d7.loss_dice: 0.6789, decode.d8.loss_cls: 0.1799, decode.d8.loss_mask: 0.4576, decode.d8.loss_dice: 0.6766, loss: 14.5045, grad_norm: 57.5266 2023-12-26 09:23:14,884 - mmseg - INFO - Iter [116550/160000] lr: 2.716e-05, eta: 6:03:26, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1882, decode.loss_mask: 0.4539, decode.loss_dice: 0.6878, decode.d0.loss_cls: 1.1740, decode.d0.loss_mask: 0.4850, decode.d0.loss_dice: 0.7508, decode.d1.loss_cls: 0.2598, decode.d1.loss_mask: 0.4655, decode.d1.loss_dice: 0.7209, decode.d2.loss_cls: 0.2238, decode.d2.loss_mask: 0.4599, decode.d2.loss_dice: 0.7037, decode.d3.loss_cls: 0.2160, decode.d3.loss_mask: 0.4562, decode.d3.loss_dice: 0.6922, decode.d4.loss_cls: 0.1993, decode.d4.loss_mask: 0.4551, decode.d4.loss_dice: 0.6907, decode.d5.loss_cls: 0.2025, decode.d5.loss_mask: 0.4544, decode.d5.loss_dice: 0.6897, decode.d6.loss_cls: 0.2003, decode.d6.loss_mask: 0.4538, decode.d6.loss_dice: 0.6878, decode.d7.loss_cls: 0.1903, decode.d7.loss_mask: 0.4532, decode.d7.loss_dice: 0.6887, decode.d8.loss_cls: 0.1923, decode.d8.loss_mask: 0.4518, decode.d8.loss_dice: 0.6867, loss: 14.6343, grad_norm: 55.2042 2023-12-26 09:23:39,719 - mmseg - INFO - Iter [116600/160000] lr: 2.713e-05, eta: 6:03:01, time: 0.497, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2152, decode.loss_mask: 0.4771, decode.loss_dice: 0.7099, decode.d0.loss_cls: 1.2222, decode.d0.loss_mask: 0.5131, decode.d0.loss_dice: 0.7798, decode.d1.loss_cls: 0.2942, decode.d1.loss_mask: 0.4959, decode.d1.loss_dice: 0.7527, decode.d2.loss_cls: 0.2548, decode.d2.loss_mask: 0.4857, decode.d2.loss_dice: 0.7305, decode.d3.loss_cls: 0.2394, decode.d3.loss_mask: 0.4791, decode.d3.loss_dice: 0.7163, decode.d4.loss_cls: 0.2288, decode.d4.loss_mask: 0.4784, decode.d4.loss_dice: 0.7183, decode.d5.loss_cls: 0.2290, decode.d5.loss_mask: 0.4774, decode.d5.loss_dice: 0.7161, decode.d6.loss_cls: 0.2244, decode.d6.loss_mask: 0.4785, decode.d6.loss_dice: 0.7077, decode.d7.loss_cls: 0.2186, decode.d7.loss_mask: 0.4764, decode.d7.loss_dice: 0.7091, decode.d8.loss_cls: 0.2165, decode.d8.loss_mask: 0.4768, decode.d8.loss_dice: 0.7095, loss: 15.4313, grad_norm: 63.4012 2023-12-26 09:24:04,106 - mmseg - INFO - Iter [116650/160000] lr: 2.709e-05, eta: 6:02:35, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2064, decode.loss_mask: 0.4637, decode.loss_dice: 0.6917, decode.d0.loss_cls: 1.1897, decode.d0.loss_mask: 0.5079, decode.d0.loss_dice: 0.7750, decode.d1.loss_cls: 0.2837, decode.d1.loss_mask: 0.4789, decode.d1.loss_dice: 0.7342, decode.d2.loss_cls: 0.2497, decode.d2.loss_mask: 0.4707, decode.d2.loss_dice: 0.7084, decode.d3.loss_cls: 0.2324, decode.d3.loss_mask: 0.4669, decode.d3.loss_dice: 0.6975, decode.d4.loss_cls: 0.2187, decode.d4.loss_mask: 0.4668, decode.d4.loss_dice: 0.7030, decode.d5.loss_cls: 0.2134, decode.d5.loss_mask: 0.4664, decode.d5.loss_dice: 0.6983, decode.d6.loss_cls: 0.2151, decode.d6.loss_mask: 0.4649, decode.d6.loss_dice: 0.6918, decode.d7.loss_cls: 0.2089, decode.d7.loss_mask: 0.4646, decode.d7.loss_dice: 0.6946, decode.d8.loss_cls: 0.2089, decode.d8.loss_mask: 0.4627, decode.d8.loss_dice: 0.6940, loss: 15.0286, grad_norm: 62.1317 2023-12-26 09:24:28,671 - mmseg - INFO - Iter [116700/160000] lr: 2.706e-05, eta: 6:02:10, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1973, decode.loss_mask: 0.4590, decode.loss_dice: 0.7011, decode.d0.loss_cls: 1.2052, decode.d0.loss_mask: 0.4971, decode.d0.loss_dice: 0.7760, decode.d1.loss_cls: 0.2671, decode.d1.loss_mask: 0.4763, decode.d1.loss_dice: 0.7390, decode.d2.loss_cls: 0.2412, decode.d2.loss_mask: 0.4655, decode.d2.loss_dice: 0.7200, decode.d3.loss_cls: 0.2206, decode.d3.loss_mask: 0.4611, decode.d3.loss_dice: 0.7133, decode.d4.loss_cls: 0.2106, decode.d4.loss_mask: 0.4611, decode.d4.loss_dice: 0.7094, decode.d5.loss_cls: 0.2056, decode.d5.loss_mask: 0.4614, decode.d5.loss_dice: 0.7146, decode.d6.loss_cls: 0.2053, decode.d6.loss_mask: 0.4598, decode.d6.loss_dice: 0.7043, decode.d7.loss_cls: 0.1964, decode.d7.loss_mask: 0.4587, decode.d7.loss_dice: 0.7061, decode.d8.loss_cls: 0.1932, decode.d8.loss_mask: 0.4597, decode.d8.loss_dice: 0.7050, loss: 14.9912, grad_norm: 62.1306 2023-12-26 09:24:52,958 - mmseg - INFO - Iter [116750/160000] lr: 2.703e-05, eta: 6:01:45, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1882, decode.loss_mask: 0.4503, decode.loss_dice: 0.6775, decode.d0.loss_cls: 1.1783, decode.d0.loss_mask: 0.4846, decode.d0.loss_dice: 0.7491, decode.d1.loss_cls: 0.2624, decode.d1.loss_mask: 0.4642, decode.d1.loss_dice: 0.7068, decode.d2.loss_cls: 0.2251, decode.d2.loss_mask: 0.4568, decode.d2.loss_dice: 0.6946, decode.d3.loss_cls: 0.2162, decode.d3.loss_mask: 0.4540, decode.d3.loss_dice: 0.6845, decode.d4.loss_cls: 0.2042, decode.d4.loss_mask: 0.4544, decode.d4.loss_dice: 0.6781, decode.d5.loss_cls: 0.2002, decode.d5.loss_mask: 0.4508, decode.d5.loss_dice: 0.6847, decode.d6.loss_cls: 0.1955, decode.d6.loss_mask: 0.4490, decode.d6.loss_dice: 0.6758, decode.d7.loss_cls: 0.1945, decode.d7.loss_mask: 0.4494, decode.d7.loss_dice: 0.6764, decode.d8.loss_cls: 0.1885, decode.d8.loss_mask: 0.4499, decode.d8.loss_dice: 0.6790, loss: 14.5232, grad_norm: 54.8470 2023-12-26 09:25:17,531 - mmseg - INFO - Iter [116800/160000] lr: 2.700e-05, eta: 6:01:19, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2072, decode.loss_mask: 0.4566, decode.loss_dice: 0.6884, decode.d0.loss_cls: 1.2057, decode.d0.loss_mask: 0.4895, decode.d0.loss_dice: 0.7571, decode.d1.loss_cls: 0.2835, decode.d1.loss_mask: 0.4702, decode.d1.loss_dice: 0.7260, decode.d2.loss_cls: 0.2491, decode.d2.loss_mask: 0.4610, decode.d2.loss_dice: 0.7068, decode.d3.loss_cls: 0.2309, decode.d3.loss_mask: 0.4602, decode.d3.loss_dice: 0.6923, decode.d4.loss_cls: 0.2281, decode.d4.loss_mask: 0.4582, decode.d4.loss_dice: 0.6977, decode.d5.loss_cls: 0.2214, decode.d5.loss_mask: 0.4573, decode.d5.loss_dice: 0.6972, decode.d6.loss_cls: 0.2152, decode.d6.loss_mask: 0.4574, decode.d6.loss_dice: 0.6898, decode.d7.loss_cls: 0.2106, decode.d7.loss_mask: 0.4567, decode.d7.loss_dice: 0.6878, decode.d8.loss_cls: 0.2083, decode.d8.loss_mask: 0.4563, decode.d8.loss_dice: 0.6892, loss: 14.9155, grad_norm: 55.1637 2023-12-26 09:25:42,037 - mmseg - INFO - Iter [116850/160000] lr: 2.697e-05, eta: 6:00:54, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1929, decode.loss_mask: 0.4477, decode.loss_dice: 0.6750, decode.d0.loss_cls: 1.1856, decode.d0.loss_mask: 0.4911, decode.d0.loss_dice: 0.7502, decode.d1.loss_cls: 0.2611, decode.d1.loss_mask: 0.4640, decode.d1.loss_dice: 0.7106, decode.d2.loss_cls: 0.2294, decode.d2.loss_mask: 0.4551, decode.d2.loss_dice: 0.6914, decode.d3.loss_cls: 0.2181, decode.d3.loss_mask: 0.4517, decode.d3.loss_dice: 0.6857, decode.d4.loss_cls: 0.2073, decode.d4.loss_mask: 0.4501, decode.d4.loss_dice: 0.6860, decode.d5.loss_cls: 0.2022, decode.d5.loss_mask: 0.4487, decode.d5.loss_dice: 0.6824, decode.d6.loss_cls: 0.1998, decode.d6.loss_mask: 0.4491, decode.d6.loss_dice: 0.6770, decode.d7.loss_cls: 0.1944, decode.d7.loss_mask: 0.4487, decode.d7.loss_dice: 0.6799, decode.d8.loss_cls: 0.1883, decode.d8.loss_mask: 0.4483, decode.d8.loss_dice: 0.6790, loss: 14.5510, grad_norm: 53.7281 2023-12-26 09:26:06,400 - mmseg - INFO - Iter [116900/160000] lr: 2.694e-05, eta: 6:00:29, time: 0.487, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2060, decode.loss_mask: 0.4670, decode.loss_dice: 0.7045, decode.d0.loss_cls: 1.1913, decode.d0.loss_mask: 0.5037, decode.d0.loss_dice: 0.7784, decode.d1.loss_cls: 0.2786, decode.d1.loss_mask: 0.4827, decode.d1.loss_dice: 0.7496, decode.d2.loss_cls: 0.2437, decode.d2.loss_mask: 0.4737, decode.d2.loss_dice: 0.7207, decode.d3.loss_cls: 0.2296, decode.d3.loss_mask: 0.4696, decode.d3.loss_dice: 0.7083, decode.d4.loss_cls: 0.2237, decode.d4.loss_mask: 0.4687, decode.d4.loss_dice: 0.7106, decode.d5.loss_cls: 0.2131, decode.d5.loss_mask: 0.4671, decode.d5.loss_dice: 0.7066, decode.d6.loss_cls: 0.2152, decode.d6.loss_mask: 0.4672, decode.d6.loss_dice: 0.7019, decode.d7.loss_cls: 0.2111, decode.d7.loss_mask: 0.4660, decode.d7.loss_dice: 0.7024, decode.d8.loss_cls: 0.2048, decode.d8.loss_mask: 0.4678, decode.d8.loss_dice: 0.7025, loss: 15.1362, grad_norm: 58.7165 2023-12-26 09:26:30,718 - mmseg - INFO - Iter [116950/160000] lr: 2.691e-05, eta: 6:00:03, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2037, decode.loss_mask: 0.4543, decode.loss_dice: 0.6847, decode.d0.loss_cls: 1.1847, decode.d0.loss_mask: 0.4925, decode.d0.loss_dice: 0.7554, decode.d1.loss_cls: 0.2681, decode.d1.loss_mask: 0.4731, decode.d1.loss_dice: 0.7199, decode.d2.loss_cls: 0.2360, decode.d2.loss_mask: 0.4640, decode.d2.loss_dice: 0.6978, decode.d3.loss_cls: 0.2224, decode.d3.loss_mask: 0.4609, decode.d3.loss_dice: 0.6932, decode.d4.loss_cls: 0.2131, decode.d4.loss_mask: 0.4582, decode.d4.loss_dice: 0.6901, decode.d5.loss_cls: 0.2073, decode.d5.loss_mask: 0.4581, decode.d5.loss_dice: 0.6895, decode.d6.loss_cls: 0.2063, decode.d6.loss_mask: 0.4579, decode.d6.loss_dice: 0.6859, decode.d7.loss_cls: 0.2014, decode.d7.loss_mask: 0.4572, decode.d7.loss_dice: 0.6865, decode.d8.loss_cls: 0.2009, decode.d8.loss_mask: 0.4558, decode.d8.loss_dice: 0.6858, loss: 14.7648, grad_norm: 63.3808 2023-12-26 09:26:55,103 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 09:26:55,103 - mmseg - INFO - Iter [117000/160000] lr: 2.688e-05, eta: 5:59:38, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2237, decode.loss_mask: 0.4717, decode.loss_dice: 0.7015, decode.d0.loss_cls: 1.1777, decode.d0.loss_mask: 0.5105, decode.d0.loss_dice: 0.7810, decode.d1.loss_cls: 0.2962, decode.d1.loss_mask: 0.4903, decode.d1.loss_dice: 0.7398, decode.d2.loss_cls: 0.2611, decode.d2.loss_mask: 0.4815, decode.d2.loss_dice: 0.7290, decode.d3.loss_cls: 0.2499, decode.d3.loss_mask: 0.4754, decode.d3.loss_dice: 0.7092, decode.d4.loss_cls: 0.2388, decode.d4.loss_mask: 0.4755, decode.d4.loss_dice: 0.7118, decode.d5.loss_cls: 0.2298, decode.d5.loss_mask: 0.4748, decode.d5.loss_dice: 0.7079, decode.d6.loss_cls: 0.2290, decode.d6.loss_mask: 0.4729, decode.d6.loss_dice: 0.7049, decode.d7.loss_cls: 0.2231, decode.d7.loss_mask: 0.4728, decode.d7.loss_dice: 0.7052, decode.d8.loss_cls: 0.2183, decode.d8.loss_mask: 0.4722, decode.d8.loss_dice: 0.7008, loss: 15.3362, grad_norm: 63.1178 2023-12-26 09:27:19,448 - mmseg - INFO - Iter [117050/160000] lr: 2.684e-05, eta: 5:59:12, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1893, decode.loss_mask: 0.4516, decode.loss_dice: 0.6877, decode.d0.loss_cls: 1.1643, decode.d0.loss_mask: 0.4891, decode.d0.loss_dice: 0.7687, decode.d1.loss_cls: 0.2646, decode.d1.loss_mask: 0.4664, decode.d1.loss_dice: 0.7262, decode.d2.loss_cls: 0.2284, decode.d2.loss_mask: 0.4586, decode.d2.loss_dice: 0.7075, decode.d3.loss_cls: 0.2169, decode.d3.loss_mask: 0.4574, decode.d3.loss_dice: 0.6971, decode.d4.loss_cls: 0.2054, decode.d4.loss_mask: 0.4549, decode.d4.loss_dice: 0.6891, decode.d5.loss_cls: 0.2023, decode.d5.loss_mask: 0.4538, decode.d5.loss_dice: 0.6884, decode.d6.loss_cls: 0.2006, decode.d6.loss_mask: 0.4525, decode.d6.loss_dice: 0.6876, decode.d7.loss_cls: 0.1908, decode.d7.loss_mask: 0.4506, decode.d7.loss_dice: 0.6874, decode.d8.loss_cls: 0.1893, decode.d8.loss_mask: 0.4526, decode.d8.loss_dice: 0.6899, loss: 14.6688, grad_norm: 63.4350 2023-12-26 09:27:44,651 - mmseg - INFO - Iter [117100/160000] lr: 2.681e-05, eta: 5:58:47, time: 0.504, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1994, decode.loss_mask: 0.4393, decode.loss_dice: 0.6831, decode.d0.loss_cls: 1.1730, decode.d0.loss_mask: 0.4838, decode.d0.loss_dice: 0.7632, decode.d1.loss_cls: 0.2780, decode.d1.loss_mask: 0.4576, decode.d1.loss_dice: 0.7290, decode.d2.loss_cls: 0.2401, decode.d2.loss_mask: 0.4485, decode.d2.loss_dice: 0.7029, decode.d3.loss_cls: 0.2302, decode.d3.loss_mask: 0.4439, decode.d3.loss_dice: 0.6908, decode.d4.loss_cls: 0.2152, decode.d4.loss_mask: 0.4407, decode.d4.loss_dice: 0.6914, decode.d5.loss_cls: 0.2143, decode.d5.loss_mask: 0.4415, decode.d5.loss_dice: 0.6904, decode.d6.loss_cls: 0.2079, decode.d6.loss_mask: 0.4416, decode.d6.loss_dice: 0.6822, decode.d7.loss_cls: 0.2019, decode.d7.loss_mask: 0.4410, decode.d7.loss_dice: 0.6860, decode.d8.loss_cls: 0.2004, decode.d8.loss_mask: 0.4404, decode.d8.loss_dice: 0.6869, loss: 14.6444, grad_norm: 56.3732 2023-12-26 09:28:10,291 - mmseg - INFO - Iter [117150/160000] lr: 2.678e-05, eta: 5:58:22, time: 0.513, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2035, decode.loss_mask: 0.4431, decode.loss_dice: 0.7004, decode.d0.loss_cls: 1.1981, decode.d0.loss_mask: 0.4808, decode.d0.loss_dice: 0.7774, decode.d1.loss_cls: 0.2836, decode.d1.loss_mask: 0.4599, decode.d1.loss_dice: 0.7335, decode.d2.loss_cls: 0.2402, decode.d2.loss_mask: 0.4490, decode.d2.loss_dice: 0.7161, decode.d3.loss_cls: 0.2291, decode.d3.loss_mask: 0.4451, decode.d3.loss_dice: 0.7043, decode.d4.loss_cls: 0.2204, decode.d4.loss_mask: 0.4454, decode.d4.loss_dice: 0.7033, decode.d5.loss_cls: 0.2106, decode.d5.loss_mask: 0.4453, decode.d5.loss_dice: 0.7006, decode.d6.loss_cls: 0.2069, decode.d6.loss_mask: 0.4443, decode.d6.loss_dice: 0.6978, decode.d7.loss_cls: 0.2013, decode.d7.loss_mask: 0.4447, decode.d7.loss_dice: 0.7015, decode.d8.loss_cls: 0.2028, decode.d8.loss_mask: 0.4429, decode.d8.loss_dice: 0.7037, loss: 14.8355, grad_norm: 58.9306 2023-12-26 09:28:34,787 - mmseg - INFO - Iter [117200/160000] lr: 2.675e-05, eta: 5:57:57, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2050, decode.loss_mask: 0.4568, decode.loss_dice: 0.7070, decode.d0.loss_cls: 1.2215, decode.d0.loss_mask: 0.4915, decode.d0.loss_dice: 0.7811, decode.d1.loss_cls: 0.2854, decode.d1.loss_mask: 0.4706, decode.d1.loss_dice: 0.7446, decode.d2.loss_cls: 0.2495, decode.d2.loss_mask: 0.4630, decode.d2.loss_dice: 0.7269, decode.d3.loss_cls: 0.2394, decode.d3.loss_mask: 0.4583, decode.d3.loss_dice: 0.7126, decode.d4.loss_cls: 0.2237, decode.d4.loss_mask: 0.4581, decode.d4.loss_dice: 0.7097, decode.d5.loss_cls: 0.2213, decode.d5.loss_mask: 0.4558, decode.d5.loss_dice: 0.7122, decode.d6.loss_cls: 0.2108, decode.d6.loss_mask: 0.4575, decode.d6.loss_dice: 0.7039, decode.d7.loss_cls: 0.2089, decode.d7.loss_mask: 0.4575, decode.d7.loss_dice: 0.7083, decode.d8.loss_cls: 0.2017, decode.d8.loss_mask: 0.4571, decode.d8.loss_dice: 0.7066, loss: 15.1060, grad_norm: 54.5086 2023-12-26 09:28:59,315 - mmseg - INFO - Iter [117250/160000] lr: 2.672e-05, eta: 5:57:32, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2148, decode.loss_mask: 0.4465, decode.loss_dice: 0.7034, decode.d0.loss_cls: 1.2173, decode.d0.loss_mask: 0.4799, decode.d0.loss_dice: 0.7789, decode.d1.loss_cls: 0.2932, decode.d1.loss_mask: 0.4586, decode.d1.loss_dice: 0.7410, decode.d2.loss_cls: 0.2565, decode.d2.loss_mask: 0.4499, decode.d2.loss_dice: 0.7209, decode.d3.loss_cls: 0.2403, decode.d3.loss_mask: 0.4485, decode.d3.loss_dice: 0.7093, decode.d4.loss_cls: 0.2287, decode.d4.loss_mask: 0.4469, decode.d4.loss_dice: 0.7048, decode.d5.loss_cls: 0.2205, decode.d5.loss_mask: 0.4466, decode.d5.loss_dice: 0.7063, decode.d6.loss_cls: 0.2221, decode.d6.loss_mask: 0.4446, decode.d6.loss_dice: 0.6996, decode.d7.loss_cls: 0.2171, decode.d7.loss_mask: 0.4434, decode.d7.loss_dice: 0.7027, decode.d8.loss_cls: 0.2133, decode.d8.loss_mask: 0.4450, decode.d8.loss_dice: 0.7053, loss: 15.0060, grad_norm: 55.9421 2023-12-26 09:29:23,850 - mmseg - INFO - Iter [117300/160000] lr: 2.669e-05, eta: 5:57:07, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2118, decode.loss_mask: 0.4762, decode.loss_dice: 0.7138, decode.d0.loss_cls: 1.2197, decode.d0.loss_mask: 0.5200, decode.d0.loss_dice: 0.7886, decode.d1.loss_cls: 0.2901, decode.d1.loss_mask: 0.4973, decode.d1.loss_dice: 0.7509, decode.d2.loss_cls: 0.2533, decode.d2.loss_mask: 0.4811, decode.d2.loss_dice: 0.7283, decode.d3.loss_cls: 0.2407, decode.d3.loss_mask: 0.4758, decode.d3.loss_dice: 0.7167, decode.d4.loss_cls: 0.2383, decode.d4.loss_mask: 0.4770, decode.d4.loss_dice: 0.7139, decode.d5.loss_cls: 0.2218, decode.d5.loss_mask: 0.4760, decode.d5.loss_dice: 0.7188, decode.d6.loss_cls: 0.2189, decode.d6.loss_mask: 0.4752, decode.d6.loss_dice: 0.7153, decode.d7.loss_cls: 0.2161, decode.d7.loss_mask: 0.4750, decode.d7.loss_dice: 0.7180, decode.d8.loss_cls: 0.2171, decode.d8.loss_mask: 0.4748, decode.d8.loss_dice: 0.7148, loss: 15.4352, grad_norm: 69.6100 2023-12-26 09:29:48,232 - mmseg - INFO - Iter [117350/160000] lr: 2.666e-05, eta: 5:56:41, time: 0.488, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2164, decode.loss_mask: 0.4546, decode.loss_dice: 0.6861, decode.d0.loss_cls: 1.2156, decode.d0.loss_mask: 0.4918, decode.d0.loss_dice: 0.7647, decode.d1.loss_cls: 0.2854, decode.d1.loss_mask: 0.4709, decode.d1.loss_dice: 0.7214, decode.d2.loss_cls: 0.2511, decode.d2.loss_mask: 0.4635, decode.d2.loss_dice: 0.7068, decode.d3.loss_cls: 0.2394, decode.d3.loss_mask: 0.4610, decode.d3.loss_dice: 0.6985, decode.d4.loss_cls: 0.2312, decode.d4.loss_mask: 0.4586, decode.d4.loss_dice: 0.6899, decode.d5.loss_cls: 0.2244, decode.d5.loss_mask: 0.4574, decode.d5.loss_dice: 0.6932, decode.d6.loss_cls: 0.2238, decode.d6.loss_mask: 0.4559, decode.d6.loss_dice: 0.6877, decode.d7.loss_cls: 0.2156, decode.d7.loss_mask: 0.4557, decode.d7.loss_dice: 0.6839, decode.d8.loss_cls: 0.2177, decode.d8.loss_mask: 0.4534, decode.d8.loss_dice: 0.6888, loss: 14.9643, grad_norm: 60.1190 2023-12-26 09:30:15,031 - mmseg - INFO - Iter [117400/160000] lr: 2.663e-05, eta: 5:56:17, time: 0.536, data_time: 0.058, memory: 40245, decode.loss_cls: 0.2049, decode.loss_mask: 0.4670, decode.loss_dice: 0.6872, decode.d0.loss_cls: 1.2080, decode.d0.loss_mask: 0.5057, decode.d0.loss_dice: 0.7500, decode.d1.loss_cls: 0.2751, decode.d1.loss_mask: 0.4826, decode.d1.loss_dice: 0.7198, decode.d2.loss_cls: 0.2430, decode.d2.loss_mask: 0.4741, decode.d2.loss_dice: 0.6989, decode.d3.loss_cls: 0.2267, decode.d3.loss_mask: 0.4709, decode.d3.loss_dice: 0.6883, decode.d4.loss_cls: 0.2166, decode.d4.loss_mask: 0.4700, decode.d4.loss_dice: 0.6911, decode.d5.loss_cls: 0.2129, decode.d5.loss_mask: 0.4677, decode.d5.loss_dice: 0.6900, decode.d6.loss_cls: 0.2122, decode.d6.loss_mask: 0.4676, decode.d6.loss_dice: 0.6826, decode.d7.loss_cls: 0.2114, decode.d7.loss_mask: 0.4660, decode.d7.loss_dice: 0.6843, decode.d8.loss_cls: 0.2048, decode.d8.loss_mask: 0.4663, decode.d8.loss_dice: 0.6848, loss: 14.9304, grad_norm: 63.9103 2023-12-26 09:30:39,449 - mmseg - INFO - Iter [117450/160000] lr: 2.659e-05, eta: 5:55:51, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2091, decode.loss_mask: 0.4464, decode.loss_dice: 0.6973, decode.d0.loss_cls: 1.1851, decode.d0.loss_mask: 0.4824, decode.d0.loss_dice: 0.7713, decode.d1.loss_cls: 0.2899, decode.d1.loss_mask: 0.4620, decode.d1.loss_dice: 0.7383, decode.d2.loss_cls: 0.2503, decode.d2.loss_mask: 0.4554, decode.d2.loss_dice: 0.7201, decode.d3.loss_cls: 0.2360, decode.d3.loss_mask: 0.4515, decode.d3.loss_dice: 0.7073, decode.d4.loss_cls: 0.2198, decode.d4.loss_mask: 0.4518, decode.d4.loss_dice: 0.7049, decode.d5.loss_cls: 0.2192, decode.d5.loss_mask: 0.4490, decode.d5.loss_dice: 0.7041, decode.d6.loss_cls: 0.2193, decode.d6.loss_mask: 0.4473, decode.d6.loss_dice: 0.6999, decode.d7.loss_cls: 0.2129, decode.d7.loss_mask: 0.4472, decode.d7.loss_dice: 0.7021, decode.d8.loss_cls: 0.2100, decode.d8.loss_mask: 0.4475, decode.d8.loss_dice: 0.6979, loss: 14.9351, grad_norm: 59.3859 2023-12-26 09:31:04,071 - mmseg - INFO - Iter [117500/160000] lr: 2.656e-05, eta: 5:55:26, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2046, decode.loss_mask: 0.4718, decode.loss_dice: 0.7314, decode.d0.loss_cls: 1.1999, decode.d0.loss_mask: 0.5149, decode.d0.loss_dice: 0.8034, decode.d1.loss_cls: 0.2756, decode.d1.loss_mask: 0.4878, decode.d1.loss_dice: 0.7701, decode.d2.loss_cls: 0.2438, decode.d2.loss_mask: 0.4771, decode.d2.loss_dice: 0.7426, decode.d3.loss_cls: 0.2316, decode.d3.loss_mask: 0.4755, decode.d3.loss_dice: 0.7296, decode.d4.loss_cls: 0.2185, decode.d4.loss_mask: 0.4742, decode.d4.loss_dice: 0.7310, decode.d5.loss_cls: 0.2106, decode.d5.loss_mask: 0.4722, decode.d5.loss_dice: 0.7321, decode.d6.loss_cls: 0.2097, decode.d6.loss_mask: 0.4706, decode.d6.loss_dice: 0.7264, decode.d7.loss_cls: 0.2056, decode.d7.loss_mask: 0.4716, decode.d7.loss_dice: 0.7296, decode.d8.loss_cls: 0.2008, decode.d8.loss_mask: 0.4726, decode.d8.loss_dice: 0.7301, loss: 15.4153, grad_norm: 62.4437 2023-12-26 09:31:28,532 - mmseg - INFO - Iter [117550/160000] lr: 2.653e-05, eta: 5:55:01, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2110, decode.loss_mask: 0.4713, decode.loss_dice: 0.7143, decode.d0.loss_cls: 1.1954, decode.d0.loss_mask: 0.5107, decode.d0.loss_dice: 0.7926, decode.d1.loss_cls: 0.2883, decode.d1.loss_mask: 0.4904, decode.d1.loss_dice: 0.7521, decode.d2.loss_cls: 0.2533, decode.d2.loss_mask: 0.4771, decode.d2.loss_dice: 0.7267, decode.d3.loss_cls: 0.2326, decode.d3.loss_mask: 0.4733, decode.d3.loss_dice: 0.7188, decode.d4.loss_cls: 0.2219, decode.d4.loss_mask: 0.4725, decode.d4.loss_dice: 0.7203, decode.d5.loss_cls: 0.2188, decode.d5.loss_mask: 0.4707, decode.d5.loss_dice: 0.7190, decode.d6.loss_cls: 0.2130, decode.d6.loss_mask: 0.4710, decode.d6.loss_dice: 0.7126, decode.d7.loss_cls: 0.2104, decode.d7.loss_mask: 0.4708, decode.d7.loss_dice: 0.7100, decode.d8.loss_cls: 0.2089, decode.d8.loss_mask: 0.4700, decode.d8.loss_dice: 0.7098, loss: 15.3076, grad_norm: 59.4514 2023-12-26 09:31:52,762 - mmseg - INFO - Iter [117600/160000] lr: 2.650e-05, eta: 5:54:35, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2028, decode.loss_mask: 0.4861, decode.loss_dice: 0.6899, decode.d0.loss_cls: 1.1454, decode.d0.loss_mask: 0.5226, decode.d0.loss_dice: 0.7645, decode.d1.loss_cls: 0.2598, decode.d1.loss_mask: 0.4977, decode.d1.loss_dice: 0.7290, decode.d2.loss_cls: 0.2326, decode.d2.loss_mask: 0.4904, decode.d2.loss_dice: 0.7051, decode.d3.loss_cls: 0.2216, decode.d3.loss_mask: 0.4872, decode.d3.loss_dice: 0.6985, decode.d4.loss_cls: 0.2154, decode.d4.loss_mask: 0.4859, decode.d4.loss_dice: 0.7005, decode.d5.loss_cls: 0.2126, decode.d5.loss_mask: 0.4864, decode.d5.loss_dice: 0.6948, decode.d6.loss_cls: 0.2096, decode.d6.loss_mask: 0.4869, decode.d6.loss_dice: 0.6913, decode.d7.loss_cls: 0.2052, decode.d7.loss_mask: 0.4878, decode.d7.loss_dice: 0.6927, decode.d8.loss_cls: 0.2016, decode.d8.loss_mask: 0.4837, decode.d8.loss_dice: 0.6916, loss: 15.0791, grad_norm: 64.9085 2023-12-26 09:32:17,286 - mmseg - INFO - Iter [117650/160000] lr: 2.647e-05, eta: 5:54:10, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1923, decode.loss_mask: 0.4467, decode.loss_dice: 0.7046, decode.d0.loss_cls: 1.1860, decode.d0.loss_mask: 0.4832, decode.d0.loss_dice: 0.7855, decode.d1.loss_cls: 0.2660, decode.d1.loss_mask: 0.4614, decode.d1.loss_dice: 0.7342, decode.d2.loss_cls: 0.2301, decode.d2.loss_mask: 0.4514, decode.d2.loss_dice: 0.7200, decode.d3.loss_cls: 0.2216, decode.d3.loss_mask: 0.4511, decode.d3.loss_dice: 0.7092, decode.d4.loss_cls: 0.2096, decode.d4.loss_mask: 0.4511, decode.d4.loss_dice: 0.7105, decode.d5.loss_cls: 0.2015, decode.d5.loss_mask: 0.4488, decode.d5.loss_dice: 0.7014, decode.d6.loss_cls: 0.2000, decode.d6.loss_mask: 0.4470, decode.d6.loss_dice: 0.7019, decode.d7.loss_cls: 0.1971, decode.d7.loss_mask: 0.4466, decode.d7.loss_dice: 0.7010, decode.d8.loss_cls: 0.1925, decode.d8.loss_mask: 0.4458, decode.d8.loss_dice: 0.7039, loss: 14.8018, grad_norm: 64.3946 2023-12-26 09:32:41,814 - mmseg - INFO - Iter [117700/160000] lr: 2.644e-05, eta: 5:53:45, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1938, decode.loss_mask: 0.4644, decode.loss_dice: 0.6911, decode.d0.loss_cls: 1.1934, decode.d0.loss_mask: 0.5004, decode.d0.loss_dice: 0.7637, decode.d1.loss_cls: 0.2659, decode.d1.loss_mask: 0.4800, decode.d1.loss_dice: 0.7245, decode.d2.loss_cls: 0.2329, decode.d2.loss_mask: 0.4714, decode.d2.loss_dice: 0.7042, decode.d3.loss_cls: 0.2229, decode.d3.loss_mask: 0.4685, decode.d3.loss_dice: 0.6984, decode.d4.loss_cls: 0.2131, decode.d4.loss_mask: 0.4669, decode.d4.loss_dice: 0.7002, decode.d5.loss_cls: 0.2078, decode.d5.loss_mask: 0.4684, decode.d5.loss_dice: 0.6962, decode.d6.loss_cls: 0.2065, decode.d6.loss_mask: 0.4677, decode.d6.loss_dice: 0.6934, decode.d7.loss_cls: 0.2031, decode.d7.loss_mask: 0.4668, decode.d7.loss_dice: 0.6930, decode.d8.loss_cls: 0.1991, decode.d8.loss_mask: 0.4649, decode.d8.loss_dice: 0.6907, loss: 14.9134, grad_norm: 63.9363 2023-12-26 09:33:06,155 - mmseg - INFO - Iter [117750/160000] lr: 2.641e-05, eta: 5:53:19, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1971, decode.loss_mask: 0.4624, decode.loss_dice: 0.6915, decode.d0.loss_cls: 1.1686, decode.d0.loss_mask: 0.5061, decode.d0.loss_dice: 0.7656, decode.d1.loss_cls: 0.2833, decode.d1.loss_mask: 0.4774, decode.d1.loss_dice: 0.7266, decode.d2.loss_cls: 0.2338, decode.d2.loss_mask: 0.4700, decode.d2.loss_dice: 0.7085, decode.d3.loss_cls: 0.2261, decode.d3.loss_mask: 0.4662, decode.d3.loss_dice: 0.6979, decode.d4.loss_cls: 0.2207, decode.d4.loss_mask: 0.4659, decode.d4.loss_dice: 0.6957, decode.d5.loss_cls: 0.2103, decode.d5.loss_mask: 0.4643, decode.d5.loss_dice: 0.6925, decode.d6.loss_cls: 0.2068, decode.d6.loss_mask: 0.4653, decode.d6.loss_dice: 0.6904, decode.d7.loss_cls: 0.2064, decode.d7.loss_mask: 0.4653, decode.d7.loss_dice: 0.6938, decode.d8.loss_cls: 0.2020, decode.d8.loss_mask: 0.4634, decode.d8.loss_dice: 0.6913, loss: 14.9151, grad_norm: 62.5705 2023-12-26 09:33:30,411 - mmseg - INFO - Iter [117800/160000] lr: 2.638e-05, eta: 5:52:54, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2019, decode.loss_mask: 0.4833, decode.loss_dice: 0.7134, decode.d0.loss_cls: 1.1948, decode.d0.loss_mask: 0.5227, decode.d0.loss_dice: 0.7840, decode.d1.loss_cls: 0.2835, decode.d1.loss_mask: 0.4963, decode.d1.loss_dice: 0.7466, decode.d2.loss_cls: 0.2504, decode.d2.loss_mask: 0.4850, decode.d2.loss_dice: 0.7189, decode.d3.loss_cls: 0.2322, decode.d3.loss_mask: 0.4829, decode.d3.loss_dice: 0.7179, decode.d4.loss_cls: 0.2201, decode.d4.loss_mask: 0.4850, decode.d4.loss_dice: 0.7195, decode.d5.loss_cls: 0.2098, decode.d5.loss_mask: 0.4837, decode.d5.loss_dice: 0.7160, decode.d6.loss_cls: 0.2072, decode.d6.loss_mask: 0.4844, decode.d6.loss_dice: 0.7160, decode.d7.loss_cls: 0.2072, decode.d7.loss_mask: 0.4829, decode.d7.loss_dice: 0.7121, decode.d8.loss_cls: 0.2073, decode.d8.loss_mask: 0.4831, decode.d8.loss_dice: 0.7129, loss: 15.3611, grad_norm: 57.6769 2023-12-26 09:33:54,893 - mmseg - INFO - Iter [117850/160000] lr: 2.634e-05, eta: 5:52:29, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2130, decode.loss_mask: 0.4718, decode.loss_dice: 0.6916, decode.d0.loss_cls: 1.1898, decode.d0.loss_mask: 0.5132, decode.d0.loss_dice: 0.7681, decode.d1.loss_cls: 0.2839, decode.d1.loss_mask: 0.4895, decode.d1.loss_dice: 0.7346, decode.d2.loss_cls: 0.2462, decode.d2.loss_mask: 0.4782, decode.d2.loss_dice: 0.7075, decode.d3.loss_cls: 0.2369, decode.d3.loss_mask: 0.4746, decode.d3.loss_dice: 0.6928, decode.d4.loss_cls: 0.2233, decode.d4.loss_mask: 0.4738, decode.d4.loss_dice: 0.6960, decode.d5.loss_cls: 0.2228, decode.d5.loss_mask: 0.4716, decode.d5.loss_dice: 0.6974, decode.d6.loss_cls: 0.2214, decode.d6.loss_mask: 0.4723, decode.d6.loss_dice: 0.6876, decode.d7.loss_cls: 0.2186, decode.d7.loss_mask: 0.4718, decode.d7.loss_dice: 0.6877, decode.d8.loss_cls: 0.2119, decode.d8.loss_mask: 0.4722, decode.d8.loss_dice: 0.6902, loss: 15.1102, grad_norm: 58.7002 2023-12-26 09:34:19,535 - mmseg - INFO - Iter [117900/160000] lr: 2.631e-05, eta: 5:52:03, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1913, decode.loss_mask: 0.4657, decode.loss_dice: 0.6982, decode.d0.loss_cls: 1.1636, decode.d0.loss_mask: 0.5050, decode.d0.loss_dice: 0.7615, decode.d1.loss_cls: 0.2769, decode.d1.loss_mask: 0.4814, decode.d1.loss_dice: 0.7329, decode.d2.loss_cls: 0.2351, decode.d2.loss_mask: 0.4735, decode.d2.loss_dice: 0.7097, decode.d3.loss_cls: 0.2201, decode.d3.loss_mask: 0.4722, decode.d3.loss_dice: 0.7006, decode.d4.loss_cls: 0.2130, decode.d4.loss_mask: 0.4702, decode.d4.loss_dice: 0.7025, decode.d5.loss_cls: 0.2047, decode.d5.loss_mask: 0.4691, decode.d5.loss_dice: 0.6968, decode.d6.loss_cls: 0.1978, decode.d6.loss_mask: 0.4686, decode.d6.loss_dice: 0.6970, decode.d7.loss_cls: 0.1957, decode.d7.loss_mask: 0.4670, decode.d7.loss_dice: 0.6972, decode.d8.loss_cls: 0.1972, decode.d8.loss_mask: 0.4665, decode.d8.loss_dice: 0.6942, loss: 14.9252, grad_norm: 60.8430 2023-12-26 09:34:44,648 - mmseg - INFO - Iter [117950/160000] lr: 2.628e-05, eta: 5:51:38, time: 0.502, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1988, decode.loss_mask: 0.4574, decode.loss_dice: 0.6974, decode.d0.loss_cls: 1.1669, decode.d0.loss_mask: 0.4971, decode.d0.loss_dice: 0.7643, decode.d1.loss_cls: 0.2768, decode.d1.loss_mask: 0.4736, decode.d1.loss_dice: 0.7228, decode.d2.loss_cls: 0.2365, decode.d2.loss_mask: 0.4638, decode.d2.loss_dice: 0.7135, decode.d3.loss_cls: 0.2273, decode.d3.loss_mask: 0.4573, decode.d3.loss_dice: 0.6992, decode.d4.loss_cls: 0.2132, decode.d4.loss_mask: 0.4571, decode.d4.loss_dice: 0.6976, decode.d5.loss_cls: 0.2056, decode.d5.loss_mask: 0.4580, decode.d5.loss_dice: 0.6964, decode.d6.loss_cls: 0.2055, decode.d6.loss_mask: 0.4583, decode.d6.loss_dice: 0.6929, decode.d7.loss_cls: 0.2043, decode.d7.loss_mask: 0.4570, decode.d7.loss_dice: 0.6923, decode.d8.loss_cls: 0.2010, decode.d8.loss_mask: 0.4577, decode.d8.loss_dice: 0.6949, loss: 14.8446, grad_norm: 60.3739 2023-12-26 09:35:09,777 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 09:35:09,777 - mmseg - INFO - Iter [118000/160000] lr: 2.625e-05, eta: 5:51:13, time: 0.503, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1963, decode.loss_mask: 0.4435, decode.loss_dice: 0.6714, decode.d0.loss_cls: 1.1796, decode.d0.loss_mask: 0.4780, decode.d0.loss_dice: 0.7329, decode.d1.loss_cls: 0.2764, decode.d1.loss_mask: 0.4563, decode.d1.loss_dice: 0.7072, decode.d2.loss_cls: 0.2388, decode.d2.loss_mask: 0.4503, decode.d2.loss_dice: 0.6855, decode.d3.loss_cls: 0.2281, decode.d3.loss_mask: 0.4479, decode.d3.loss_dice: 0.6735, decode.d4.loss_cls: 0.2141, decode.d4.loss_mask: 0.4466, decode.d4.loss_dice: 0.6738, decode.d5.loss_cls: 0.2038, decode.d5.loss_mask: 0.4460, decode.d5.loss_dice: 0.6749, decode.d6.loss_cls: 0.2052, decode.d6.loss_mask: 0.4459, decode.d6.loss_dice: 0.6746, decode.d7.loss_cls: 0.1979, decode.d7.loss_mask: 0.4441, decode.d7.loss_dice: 0.6711, decode.d8.loss_cls: 0.1948, decode.d8.loss_mask: 0.4440, decode.d8.loss_dice: 0.6716, loss: 14.4741, grad_norm: 56.6821 2023-12-26 09:35:34,256 - mmseg - INFO - Iter [118050/160000] lr: 2.622e-05, eta: 5:50:48, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2175, decode.loss_mask: 0.4690, decode.loss_dice: 0.7025, decode.d0.loss_cls: 1.2084, decode.d0.loss_mask: 0.5075, decode.d0.loss_dice: 0.7721, decode.d1.loss_cls: 0.2891, decode.d1.loss_mask: 0.4866, decode.d1.loss_dice: 0.7378, decode.d2.loss_cls: 0.2564, decode.d2.loss_mask: 0.4767, decode.d2.loss_dice: 0.7198, decode.d3.loss_cls: 0.2473, decode.d3.loss_mask: 0.4705, decode.d3.loss_dice: 0.7068, decode.d4.loss_cls: 0.2348, decode.d4.loss_mask: 0.4701, decode.d4.loss_dice: 0.7062, decode.d5.loss_cls: 0.2275, decode.d5.loss_mask: 0.4706, decode.d5.loss_dice: 0.7081, decode.d6.loss_cls: 0.2282, decode.d6.loss_mask: 0.4698, decode.d6.loss_dice: 0.7031, decode.d7.loss_cls: 0.2213, decode.d7.loss_mask: 0.4690, decode.d7.loss_dice: 0.7067, decode.d8.loss_cls: 0.2209, decode.d8.loss_mask: 0.4695, decode.d8.loss_dice: 0.7014, loss: 15.2752, grad_norm: 61.8880 2023-12-26 09:35:58,707 - mmseg - INFO - Iter [118100/160000] lr: 2.619e-05, eta: 5:50:23, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1815, decode.loss_mask: 0.4643, decode.loss_dice: 0.6994, decode.d0.loss_cls: 1.1763, decode.d0.loss_mask: 0.4970, decode.d0.loss_dice: 0.7764, decode.d1.loss_cls: 0.2583, decode.d1.loss_mask: 0.4722, decode.d1.loss_dice: 0.7330, decode.d2.loss_cls: 0.2167, decode.d2.loss_mask: 0.4674, decode.d2.loss_dice: 0.7149, decode.d3.loss_cls: 0.2064, decode.d3.loss_mask: 0.4662, decode.d3.loss_dice: 0.7068, decode.d4.loss_cls: 0.2007, decode.d4.loss_mask: 0.4668, decode.d4.loss_dice: 0.7060, decode.d5.loss_cls: 0.1946, decode.d5.loss_mask: 0.4650, decode.d5.loss_dice: 0.7052, decode.d6.loss_cls: 0.1927, decode.d6.loss_mask: 0.4634, decode.d6.loss_dice: 0.6984, decode.d7.loss_cls: 0.1834, decode.d7.loss_mask: 0.4634, decode.d7.loss_dice: 0.7024, decode.d8.loss_cls: 0.1814, decode.d8.loss_mask: 0.4641, decode.d8.loss_dice: 0.7014, loss: 14.8255, grad_norm: 57.1389 2023-12-26 09:36:23,160 - mmseg - INFO - Iter [118150/160000] lr: 2.616e-05, eta: 5:49:57, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1890, decode.loss_mask: 0.4401, decode.loss_dice: 0.6454, decode.d0.loss_cls: 1.1478, decode.d0.loss_mask: 0.4790, decode.d0.loss_dice: 0.7234, decode.d1.loss_cls: 0.2553, decode.d1.loss_mask: 0.4589, decode.d1.loss_dice: 0.6894, decode.d2.loss_cls: 0.2192, decode.d2.loss_mask: 0.4497, decode.d2.loss_dice: 0.6661, decode.d3.loss_cls: 0.2058, decode.d3.loss_mask: 0.4418, decode.d3.loss_dice: 0.6591, decode.d4.loss_cls: 0.2020, decode.d4.loss_mask: 0.4420, decode.d4.loss_dice: 0.6529, decode.d5.loss_cls: 0.1940, decode.d5.loss_mask: 0.4419, decode.d5.loss_dice: 0.6548, decode.d6.loss_cls: 0.1897, decode.d6.loss_mask: 0.4428, decode.d6.loss_dice: 0.6508, decode.d7.loss_cls: 0.1909, decode.d7.loss_mask: 0.4410, decode.d7.loss_dice: 0.6513, decode.d8.loss_cls: 0.1894, decode.d8.loss_mask: 0.4408, decode.d8.loss_dice: 0.6469, loss: 14.1013, grad_norm: 61.9339 2023-12-26 09:36:47,825 - mmseg - INFO - Iter [118200/160000] lr: 2.613e-05, eta: 5:49:32, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1962, decode.loss_mask: 0.4420, decode.loss_dice: 0.6833, decode.d0.loss_cls: 1.1985, decode.d0.loss_mask: 0.4835, decode.d0.loss_dice: 0.7584, decode.d1.loss_cls: 0.2769, decode.d1.loss_mask: 0.4567, decode.d1.loss_dice: 0.7227, decode.d2.loss_cls: 0.2339, decode.d2.loss_mask: 0.4474, decode.d2.loss_dice: 0.7010, decode.d3.loss_cls: 0.2177, decode.d3.loss_mask: 0.4459, decode.d3.loss_dice: 0.6893, decode.d4.loss_cls: 0.2130, decode.d4.loss_mask: 0.4440, decode.d4.loss_dice: 0.6845, decode.d5.loss_cls: 0.2070, decode.d5.loss_mask: 0.4423, decode.d5.loss_dice: 0.6872, decode.d6.loss_cls: 0.2018, decode.d6.loss_mask: 0.4436, decode.d6.loss_dice: 0.6823, decode.d7.loss_cls: 0.2012, decode.d7.loss_mask: 0.4424, decode.d7.loss_dice: 0.6870, decode.d8.loss_cls: 0.1981, decode.d8.loss_mask: 0.4413, decode.d8.loss_dice: 0.6883, loss: 14.6174, grad_norm: 54.5816 2023-12-26 09:37:12,217 - mmseg - INFO - Iter [118250/160000] lr: 2.609e-05, eta: 5:49:07, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2063, decode.loss_mask: 0.4481, decode.loss_dice: 0.6768, decode.d0.loss_cls: 1.2035, decode.d0.loss_mask: 0.4859, decode.d0.loss_dice: 0.7473, decode.d1.loss_cls: 0.2779, decode.d1.loss_mask: 0.4621, decode.d1.loss_dice: 0.7134, decode.d2.loss_cls: 0.2421, decode.d2.loss_mask: 0.4534, decode.d2.loss_dice: 0.6966, decode.d3.loss_cls: 0.2291, decode.d3.loss_mask: 0.4504, decode.d3.loss_dice: 0.6790, decode.d4.loss_cls: 0.2203, decode.d4.loss_mask: 0.4509, decode.d4.loss_dice: 0.6881, decode.d5.loss_cls: 0.2127, decode.d5.loss_mask: 0.4481, decode.d5.loss_dice: 0.6835, decode.d6.loss_cls: 0.2115, decode.d6.loss_mask: 0.4471, decode.d6.loss_dice: 0.6763, decode.d7.loss_cls: 0.2044, decode.d7.loss_mask: 0.4471, decode.d7.loss_dice: 0.6787, decode.d8.loss_cls: 0.2079, decode.d8.loss_mask: 0.4472, decode.d8.loss_dice: 0.6788, loss: 14.6742, grad_norm: 62.0697 2023-12-26 09:37:36,499 - mmseg - INFO - Iter [118300/160000] lr: 2.606e-05, eta: 5:48:41, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1971, decode.loss_mask: 0.4801, decode.loss_dice: 0.6959, decode.d0.loss_cls: 1.1623, decode.d0.loss_mask: 0.5271, decode.d0.loss_dice: 0.7690, decode.d1.loss_cls: 0.2629, decode.d1.loss_mask: 0.5021, decode.d1.loss_dice: 0.7311, decode.d2.loss_cls: 0.2373, decode.d2.loss_mask: 0.4914, decode.d2.loss_dice: 0.7132, decode.d3.loss_cls: 0.2131, decode.d3.loss_mask: 0.4856, decode.d3.loss_dice: 0.6999, decode.d4.loss_cls: 0.2108, decode.d4.loss_mask: 0.4824, decode.d4.loss_dice: 0.7011, decode.d5.loss_cls: 0.2047, decode.d5.loss_mask: 0.4820, decode.d5.loss_dice: 0.6990, decode.d6.loss_cls: 0.2001, decode.d6.loss_mask: 0.4807, decode.d6.loss_dice: 0.6964, decode.d7.loss_cls: 0.1972, decode.d7.loss_mask: 0.4816, decode.d7.loss_dice: 0.6946, decode.d8.loss_cls: 0.1931, decode.d8.loss_mask: 0.4813, decode.d8.loss_dice: 0.6939, loss: 15.0671, grad_norm: 61.9811 2023-12-26 09:38:00,920 - mmseg - INFO - Iter [118350/160000] lr: 2.603e-05, eta: 5:48:16, time: 0.488, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1937, decode.loss_mask: 0.4576, decode.loss_dice: 0.6898, decode.d0.loss_cls: 1.1770, decode.d0.loss_mask: 0.4987, decode.d0.loss_dice: 0.7620, decode.d1.loss_cls: 0.2645, decode.d1.loss_mask: 0.4758, decode.d1.loss_dice: 0.7285, decode.d2.loss_cls: 0.2380, decode.d2.loss_mask: 0.4653, decode.d2.loss_dice: 0.7085, decode.d3.loss_cls: 0.2196, decode.d3.loss_mask: 0.4621, decode.d3.loss_dice: 0.6977, decode.d4.loss_cls: 0.2066, decode.d4.loss_mask: 0.4637, decode.d4.loss_dice: 0.6991, decode.d5.loss_cls: 0.2030, decode.d5.loss_mask: 0.4607, decode.d5.loss_dice: 0.6942, decode.d6.loss_cls: 0.2011, decode.d6.loss_mask: 0.4593, decode.d6.loss_dice: 0.6882, decode.d7.loss_cls: 0.1996, decode.d7.loss_mask: 0.4588, decode.d7.loss_dice: 0.6898, decode.d8.loss_cls: 0.1992, decode.d8.loss_mask: 0.4578, decode.d8.loss_dice: 0.6886, loss: 14.8087, grad_norm: 59.2224 2023-12-26 09:38:25,178 - mmseg - INFO - Iter [118400/160000] lr: 2.600e-05, eta: 5:47:50, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2092, decode.loss_mask: 0.4634, decode.loss_dice: 0.6997, decode.d0.loss_cls: 1.1861, decode.d0.loss_mask: 0.5099, decode.d0.loss_dice: 0.7793, decode.d1.loss_cls: 0.2859, decode.d1.loss_mask: 0.4817, decode.d1.loss_dice: 0.7407, decode.d2.loss_cls: 0.2473, decode.d2.loss_mask: 0.4716, decode.d2.loss_dice: 0.7180, decode.d3.loss_cls: 0.2380, decode.d3.loss_mask: 0.4674, decode.d3.loss_dice: 0.6993, decode.d4.loss_cls: 0.2229, decode.d4.loss_mask: 0.4666, decode.d4.loss_dice: 0.7034, decode.d5.loss_cls: 0.2195, decode.d5.loss_mask: 0.4652, decode.d5.loss_dice: 0.7023, decode.d6.loss_cls: 0.2147, decode.d6.loss_mask: 0.4652, decode.d6.loss_dice: 0.6953, decode.d7.loss_cls: 0.2118, decode.d7.loss_mask: 0.4636, decode.d7.loss_dice: 0.6959, decode.d8.loss_cls: 0.2118, decode.d8.loss_mask: 0.4627, decode.d8.loss_dice: 0.7002, loss: 15.0981, grad_norm: 65.2758 2023-12-26 09:38:49,472 - mmseg - INFO - Iter [118450/160000] lr: 2.597e-05, eta: 5:47:25, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2149, decode.loss_mask: 0.4554, decode.loss_dice: 0.6850, decode.d0.loss_cls: 1.2095, decode.d0.loss_mask: 0.4946, decode.d0.loss_dice: 0.7620, decode.d1.loss_cls: 0.2907, decode.d1.loss_mask: 0.4672, decode.d1.loss_dice: 0.7263, decode.d2.loss_cls: 0.2518, decode.d2.loss_mask: 0.4571, decode.d2.loss_dice: 0.7079, decode.d3.loss_cls: 0.2317, decode.d3.loss_mask: 0.4577, decode.d3.loss_dice: 0.6936, decode.d4.loss_cls: 0.2293, decode.d4.loss_mask: 0.4567, decode.d4.loss_dice: 0.6929, decode.d5.loss_cls: 0.2211, decode.d5.loss_mask: 0.4551, decode.d5.loss_dice: 0.6934, decode.d6.loss_cls: 0.2209, decode.d6.loss_mask: 0.4562, decode.d6.loss_dice: 0.6809, decode.d7.loss_cls: 0.2175, decode.d7.loss_mask: 0.4553, decode.d7.loss_dice: 0.6825, decode.d8.loss_cls: 0.2125, decode.d8.loss_mask: 0.4542, decode.d8.loss_dice: 0.6871, loss: 14.9210, grad_norm: 62.6945 2023-12-26 09:39:13,794 - mmseg - INFO - Iter [118500/160000] lr: 2.594e-05, eta: 5:47:00, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1997, decode.loss_mask: 0.4535, decode.loss_dice: 0.6895, decode.d0.loss_cls: 1.2231, decode.d0.loss_mask: 0.4905, decode.d0.loss_dice: 0.7636, decode.d1.loss_cls: 0.2843, decode.d1.loss_mask: 0.4680, decode.d1.loss_dice: 0.7214, decode.d2.loss_cls: 0.2401, decode.d2.loss_mask: 0.4597, decode.d2.loss_dice: 0.7050, decode.d3.loss_cls: 0.2292, decode.d3.loss_mask: 0.4573, decode.d3.loss_dice: 0.6940, decode.d4.loss_cls: 0.2129, decode.d4.loss_mask: 0.4555, decode.d4.loss_dice: 0.6967, decode.d5.loss_cls: 0.2112, decode.d5.loss_mask: 0.4546, decode.d5.loss_dice: 0.6970, decode.d6.loss_cls: 0.2046, decode.d6.loss_mask: 0.4543, decode.d6.loss_dice: 0.6919, decode.d7.loss_cls: 0.2016, decode.d7.loss_mask: 0.4527, decode.d7.loss_dice: 0.6899, decode.d8.loss_cls: 0.2003, decode.d8.loss_mask: 0.4525, decode.d8.loss_dice: 0.6897, loss: 14.8444, grad_norm: 59.6601 2023-12-26 09:39:37,970 - mmseg - INFO - Iter [118550/160000] lr: 2.591e-05, eta: 5:46:34, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1883, decode.loss_mask: 0.4574, decode.loss_dice: 0.6843, decode.d0.loss_cls: 1.1911, decode.d0.loss_mask: 0.4938, decode.d0.loss_dice: 0.7455, decode.d1.loss_cls: 0.2652, decode.d1.loss_mask: 0.4726, decode.d1.loss_dice: 0.7176, decode.d2.loss_cls: 0.2298, decode.d2.loss_mask: 0.4657, decode.d2.loss_dice: 0.7027, decode.d3.loss_cls: 0.2157, decode.d3.loss_mask: 0.4612, decode.d3.loss_dice: 0.6865, decode.d4.loss_cls: 0.2002, decode.d4.loss_mask: 0.4605, decode.d4.loss_dice: 0.6890, decode.d5.loss_cls: 0.1971, decode.d5.loss_mask: 0.4590, decode.d5.loss_dice: 0.6877, decode.d6.loss_cls: 0.1946, decode.d6.loss_mask: 0.4592, decode.d6.loss_dice: 0.6850, decode.d7.loss_cls: 0.1900, decode.d7.loss_mask: 0.4578, decode.d7.loss_dice: 0.6831, decode.d8.loss_cls: 0.1889, decode.d8.loss_mask: 0.4581, decode.d8.loss_dice: 0.6846, loss: 14.6721, grad_norm: 60.3298 2023-12-26 09:40:02,432 - mmseg - INFO - Iter [118600/160000] lr: 2.588e-05, eta: 5:46:09, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1995, decode.loss_mask: 0.4661, decode.loss_dice: 0.6998, decode.d0.loss_cls: 1.1875, decode.d0.loss_mask: 0.5061, decode.d0.loss_dice: 0.7676, decode.d1.loss_cls: 0.2750, decode.d1.loss_mask: 0.4820, decode.d1.loss_dice: 0.7345, decode.d2.loss_cls: 0.2382, decode.d2.loss_mask: 0.4729, decode.d2.loss_dice: 0.7144, decode.d3.loss_cls: 0.2257, decode.d3.loss_mask: 0.4705, decode.d3.loss_dice: 0.7031, decode.d4.loss_cls: 0.2147, decode.d4.loss_mask: 0.4718, decode.d4.loss_dice: 0.7048, decode.d5.loss_cls: 0.2081, decode.d5.loss_mask: 0.4692, decode.d5.loss_dice: 0.7032, decode.d6.loss_cls: 0.2074, decode.d6.loss_mask: 0.4695, decode.d6.loss_dice: 0.6995, decode.d7.loss_cls: 0.2030, decode.d7.loss_mask: 0.4673, decode.d7.loss_dice: 0.6975, decode.d8.loss_cls: 0.1991, decode.d8.loss_mask: 0.4671, decode.d8.loss_dice: 0.6986, loss: 15.0234, grad_norm: 59.9017 2023-12-26 09:40:29,384 - mmseg - INFO - Iter [118650/160000] lr: 2.584e-05, eta: 5:45:45, time: 0.539, data_time: 0.059, memory: 40245, decode.loss_cls: 0.1860, decode.loss_mask: 0.4437, decode.loss_dice: 0.6851, decode.d0.loss_cls: 1.1798, decode.d0.loss_mask: 0.4753, decode.d0.loss_dice: 0.7625, decode.d1.loss_cls: 0.2543, decode.d1.loss_mask: 0.4592, decode.d1.loss_dice: 0.7262, decode.d2.loss_cls: 0.2218, decode.d2.loss_mask: 0.4502, decode.d2.loss_dice: 0.7068, decode.d3.loss_cls: 0.2126, decode.d3.loss_mask: 0.4474, decode.d3.loss_dice: 0.6981, decode.d4.loss_cls: 0.2029, decode.d4.loss_mask: 0.4466, decode.d4.loss_dice: 0.6968, decode.d5.loss_cls: 0.1932, decode.d5.loss_mask: 0.4447, decode.d5.loss_dice: 0.6942, decode.d6.loss_cls: 0.1921, decode.d6.loss_mask: 0.4436, decode.d6.loss_dice: 0.6898, decode.d7.loss_cls: 0.1887, decode.d7.loss_mask: 0.4451, decode.d7.loss_dice: 0.6896, decode.d8.loss_cls: 0.1864, decode.d8.loss_mask: 0.4455, decode.d8.loss_dice: 0.6900, loss: 14.5584, grad_norm: 55.3739 2023-12-26 09:40:54,064 - mmseg - INFO - Iter [118700/160000] lr: 2.581e-05, eta: 5:45:19, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1800, decode.loss_mask: 0.4624, decode.loss_dice: 0.6583, decode.d0.loss_cls: 1.1547, decode.d0.loss_mask: 0.5024, decode.d0.loss_dice: 0.7218, decode.d1.loss_cls: 0.2469, decode.d1.loss_mask: 0.4803, decode.d1.loss_dice: 0.6942, decode.d2.loss_cls: 0.2063, decode.d2.loss_mask: 0.4707, decode.d2.loss_dice: 0.6721, decode.d3.loss_cls: 0.1955, decode.d3.loss_mask: 0.4667, decode.d3.loss_dice: 0.6601, decode.d4.loss_cls: 0.1878, decode.d4.loss_mask: 0.4634, decode.d4.loss_dice: 0.6634, decode.d5.loss_cls: 0.1841, decode.d5.loss_mask: 0.4629, decode.d5.loss_dice: 0.6570, decode.d6.loss_cls: 0.1835, decode.d6.loss_mask: 0.4637, decode.d6.loss_dice: 0.6542, decode.d7.loss_cls: 0.1820, decode.d7.loss_mask: 0.4618, decode.d7.loss_dice: 0.6563, decode.d8.loss_cls: 0.1807, decode.d8.loss_mask: 0.4612, decode.d8.loss_dice: 0.6552, loss: 14.2896, grad_norm: 65.0342 2023-12-26 09:41:18,581 - mmseg - INFO - Iter [118750/160000] lr: 2.578e-05, eta: 5:44:54, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1914, decode.loss_mask: 0.4427, decode.loss_dice: 0.6767, decode.d0.loss_cls: 1.1532, decode.d0.loss_mask: 0.4791, decode.d0.loss_dice: 0.7496, decode.d1.loss_cls: 0.2682, decode.d1.loss_mask: 0.4607, decode.d1.loss_dice: 0.7154, decode.d2.loss_cls: 0.2350, decode.d2.loss_mask: 0.4511, decode.d2.loss_dice: 0.6933, decode.d3.loss_cls: 0.2236, decode.d3.loss_mask: 0.4430, decode.d3.loss_dice: 0.6820, decode.d4.loss_cls: 0.2081, decode.d4.loss_mask: 0.4438, decode.d4.loss_dice: 0.6850, decode.d5.loss_cls: 0.2064, decode.d5.loss_mask: 0.4432, decode.d5.loss_dice: 0.6780, decode.d6.loss_cls: 0.2032, decode.d6.loss_mask: 0.4419, decode.d6.loss_dice: 0.6747, decode.d7.loss_cls: 0.1958, decode.d7.loss_mask: 0.4432, decode.d7.loss_dice: 0.6766, decode.d8.loss_cls: 0.1908, decode.d8.loss_mask: 0.4444, decode.d8.loss_dice: 0.6784, loss: 14.4785, grad_norm: 57.8697 2023-12-26 09:41:43,138 - mmseg - INFO - Iter [118800/160000] lr: 2.575e-05, eta: 5:44:29, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1961, decode.loss_mask: 0.4459, decode.loss_dice: 0.6803, decode.d0.loss_cls: 1.2103, decode.d0.loss_mask: 0.4798, decode.d0.loss_dice: 0.7525, decode.d1.loss_cls: 0.2708, decode.d1.loss_mask: 0.4565, decode.d1.loss_dice: 0.7159, decode.d2.loss_cls: 0.2438, decode.d2.loss_mask: 0.4491, decode.d2.loss_dice: 0.6966, decode.d3.loss_cls: 0.2242, decode.d3.loss_mask: 0.4471, decode.d3.loss_dice: 0.6852, decode.d4.loss_cls: 0.2089, decode.d4.loss_mask: 0.4486, decode.d4.loss_dice: 0.6884, decode.d5.loss_cls: 0.2077, decode.d5.loss_mask: 0.4470, decode.d5.loss_dice: 0.6805, decode.d6.loss_cls: 0.2019, decode.d6.loss_mask: 0.4468, decode.d6.loss_dice: 0.6804, decode.d7.loss_cls: 0.2018, decode.d7.loss_mask: 0.4451, decode.d7.loss_dice: 0.6803, decode.d8.loss_cls: 0.1959, decode.d8.loss_mask: 0.4467, decode.d8.loss_dice: 0.6807, loss: 14.6149, grad_norm: 62.9298 2023-12-26 09:42:07,738 - mmseg - INFO - Iter [118850/160000] lr: 2.572e-05, eta: 5:44:03, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2050, decode.loss_mask: 0.4645, decode.loss_dice: 0.6942, decode.d0.loss_cls: 1.1946, decode.d0.loss_mask: 0.5047, decode.d0.loss_dice: 0.7637, decode.d1.loss_cls: 0.2817, decode.d1.loss_mask: 0.4795, decode.d1.loss_dice: 0.7280, decode.d2.loss_cls: 0.2456, decode.d2.loss_mask: 0.4722, decode.d2.loss_dice: 0.7150, decode.d3.loss_cls: 0.2351, decode.d3.loss_mask: 0.4672, decode.d3.loss_dice: 0.6997, decode.d4.loss_cls: 0.2233, decode.d4.loss_mask: 0.4665, decode.d4.loss_dice: 0.7007, decode.d5.loss_cls: 0.2194, decode.d5.loss_mask: 0.4648, decode.d5.loss_dice: 0.7023, decode.d6.loss_cls: 0.2138, decode.d6.loss_mask: 0.4655, decode.d6.loss_dice: 0.6962, decode.d7.loss_cls: 0.2093, decode.d7.loss_mask: 0.4651, decode.d7.loss_dice: 0.6955, decode.d8.loss_cls: 0.2068, decode.d8.loss_mask: 0.4649, decode.d8.loss_dice: 0.6932, loss: 15.0380, grad_norm: 67.9096 2023-12-26 09:42:32,117 - mmseg - INFO - Iter [118900/160000] lr: 2.569e-05, eta: 5:43:38, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2134, decode.loss_mask: 0.4550, decode.loss_dice: 0.7099, decode.d0.loss_cls: 1.2305, decode.d0.loss_mask: 0.4934, decode.d0.loss_dice: 0.7913, decode.d1.loss_cls: 0.2905, decode.d1.loss_mask: 0.4722, decode.d1.loss_dice: 0.7526, decode.d2.loss_cls: 0.2570, decode.d2.loss_mask: 0.4606, decode.d2.loss_dice: 0.7274, decode.d3.loss_cls: 0.2449, decode.d3.loss_mask: 0.4564, decode.d3.loss_dice: 0.7177, decode.d4.loss_cls: 0.2319, decode.d4.loss_mask: 0.4549, decode.d4.loss_dice: 0.7139, decode.d5.loss_cls: 0.2265, decode.d5.loss_mask: 0.4538, decode.d5.loss_dice: 0.7154, decode.d6.loss_cls: 0.2211, decode.d6.loss_mask: 0.4557, decode.d6.loss_dice: 0.7144, decode.d7.loss_cls: 0.2176, decode.d7.loss_mask: 0.4556, decode.d7.loss_dice: 0.7106, decode.d8.loss_cls: 0.2165, decode.d8.loss_mask: 0.4538, decode.d8.loss_dice: 0.7094, loss: 15.2238, grad_norm: 56.8966 2023-12-26 09:42:56,576 - mmseg - INFO - Iter [118950/160000] lr: 2.566e-05, eta: 5:43:13, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2149, decode.loss_mask: 0.4715, decode.loss_dice: 0.7042, decode.d0.loss_cls: 1.2054, decode.d0.loss_mask: 0.5142, decode.d0.loss_dice: 0.7847, decode.d1.loss_cls: 0.2958, decode.d1.loss_mask: 0.4872, decode.d1.loss_dice: 0.7431, decode.d2.loss_cls: 0.2543, decode.d2.loss_mask: 0.4814, decode.d2.loss_dice: 0.7248, decode.d3.loss_cls: 0.2431, decode.d3.loss_mask: 0.4758, decode.d3.loss_dice: 0.7095, decode.d4.loss_cls: 0.2346, decode.d4.loss_mask: 0.4728, decode.d4.loss_dice: 0.7069, decode.d5.loss_cls: 0.2251, decode.d5.loss_mask: 0.4724, decode.d5.loss_dice: 0.7038, decode.d6.loss_cls: 0.2176, decode.d6.loss_mask: 0.4737, decode.d6.loss_dice: 0.7029, decode.d7.loss_cls: 0.2142, decode.d7.loss_mask: 0.4728, decode.d7.loss_dice: 0.7026, decode.d8.loss_cls: 0.2141, decode.d8.loss_mask: 0.4723, decode.d8.loss_dice: 0.7010, loss: 15.2968, grad_norm: 60.8298 2023-12-26 09:43:21,060 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 09:43:21,060 - mmseg - INFO - Iter [119000/160000] lr: 2.563e-05, eta: 5:42:47, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1934, decode.loss_mask: 0.4603, decode.loss_dice: 0.7052, decode.d0.loss_cls: 1.1742, decode.d0.loss_mask: 0.4989, decode.d0.loss_dice: 0.7839, decode.d1.loss_cls: 0.2718, decode.d1.loss_mask: 0.4757, decode.d1.loss_dice: 0.7429, decode.d2.loss_cls: 0.2346, decode.d2.loss_mask: 0.4671, decode.d2.loss_dice: 0.7242, decode.d3.loss_cls: 0.2227, decode.d3.loss_mask: 0.4640, decode.d3.loss_dice: 0.7084, decode.d4.loss_cls: 0.2059, decode.d4.loss_mask: 0.4645, decode.d4.loss_dice: 0.7113, decode.d5.loss_cls: 0.2052, decode.d5.loss_mask: 0.4615, decode.d5.loss_dice: 0.7049, decode.d6.loss_cls: 0.1990, decode.d6.loss_mask: 0.4617, decode.d6.loss_dice: 0.7088, decode.d7.loss_cls: 0.1917, decode.d7.loss_mask: 0.4609, decode.d7.loss_dice: 0.7043, decode.d8.loss_cls: 0.1947, decode.d8.loss_mask: 0.4593, decode.d8.loss_dice: 0.7022, loss: 14.9632, grad_norm: 56.8102 2023-12-26 09:43:45,505 - mmseg - INFO - Iter [119050/160000] lr: 2.559e-05, eta: 5:42:22, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1922, decode.loss_mask: 0.4385, decode.loss_dice: 0.6727, decode.d0.loss_cls: 1.1689, decode.d0.loss_mask: 0.4720, decode.d0.loss_dice: 0.7474, decode.d1.loss_cls: 0.2617, decode.d1.loss_mask: 0.4559, decode.d1.loss_dice: 0.7106, decode.d2.loss_cls: 0.2313, decode.d2.loss_mask: 0.4478, decode.d2.loss_dice: 0.6884, decode.d3.loss_cls: 0.2183, decode.d3.loss_mask: 0.4425, decode.d3.loss_dice: 0.6819, decode.d4.loss_cls: 0.2022, decode.d4.loss_mask: 0.4423, decode.d4.loss_dice: 0.6819, decode.d5.loss_cls: 0.2017, decode.d5.loss_mask: 0.4402, decode.d5.loss_dice: 0.6782, decode.d6.loss_cls: 0.1956, decode.d6.loss_mask: 0.4385, decode.d6.loss_dice: 0.6758, decode.d7.loss_cls: 0.1914, decode.d7.loss_mask: 0.4388, decode.d7.loss_dice: 0.6775, decode.d8.loss_cls: 0.1921, decode.d8.loss_mask: 0.4392, decode.d8.loss_dice: 0.6751, loss: 14.4007, grad_norm: 61.5890 2023-12-26 09:44:10,171 - mmseg - INFO - Iter [119100/160000] lr: 2.556e-05, eta: 5:41:57, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1718, decode.loss_mask: 0.4769, decode.loss_dice: 0.6746, decode.d0.loss_cls: 1.1428, decode.d0.loss_mask: 0.5157, decode.d0.loss_dice: 0.7379, decode.d1.loss_cls: 0.2436, decode.d1.loss_mask: 0.4906, decode.d1.loss_dice: 0.7060, decode.d2.loss_cls: 0.2134, decode.d2.loss_mask: 0.4850, decode.d2.loss_dice: 0.6920, decode.d3.loss_cls: 0.1989, decode.d3.loss_mask: 0.4837, decode.d3.loss_dice: 0.6807, decode.d4.loss_cls: 0.1906, decode.d4.loss_mask: 0.4801, decode.d4.loss_dice: 0.6785, decode.d5.loss_cls: 0.1838, decode.d5.loss_mask: 0.4784, decode.d5.loss_dice: 0.6757, decode.d6.loss_cls: 0.1771, decode.d6.loss_mask: 0.4776, decode.d6.loss_dice: 0.6718, decode.d7.loss_cls: 0.1732, decode.d7.loss_mask: 0.4781, decode.d7.loss_dice: 0.6720, decode.d8.loss_cls: 0.1753, decode.d8.loss_mask: 0.4773, decode.d8.loss_dice: 0.6716, loss: 14.5748, grad_norm: 60.9841 2023-12-26 09:44:34,552 - mmseg - INFO - Iter [119150/160000] lr: 2.553e-05, eta: 5:41:32, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1889, decode.loss_mask: 0.4656, decode.loss_dice: 0.7107, decode.d0.loss_cls: 1.1614, decode.d0.loss_mask: 0.5017, decode.d0.loss_dice: 0.7779, decode.d1.loss_cls: 0.2544, decode.d1.loss_mask: 0.4820, decode.d1.loss_dice: 0.7454, decode.d2.loss_cls: 0.2347, decode.d2.loss_mask: 0.4725, decode.d2.loss_dice: 0.7286, decode.d3.loss_cls: 0.2136, decode.d3.loss_mask: 0.4710, decode.d3.loss_dice: 0.7149, decode.d4.loss_cls: 0.2052, decode.d4.loss_mask: 0.4702, decode.d4.loss_dice: 0.7152, decode.d5.loss_cls: 0.1996, decode.d5.loss_mask: 0.4687, decode.d5.loss_dice: 0.7157, decode.d6.loss_cls: 0.1963, decode.d6.loss_mask: 0.4676, decode.d6.loss_dice: 0.7093, decode.d7.loss_cls: 0.1892, decode.d7.loss_mask: 0.4680, decode.d7.loss_dice: 0.7120, decode.d8.loss_cls: 0.1908, decode.d8.loss_mask: 0.4676, decode.d8.loss_dice: 0.7106, loss: 15.0091, grad_norm: 62.2732 2023-12-26 09:44:59,118 - mmseg - INFO - Iter [119200/160000] lr: 2.550e-05, eta: 5:41:06, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1973, decode.loss_mask: 0.4671, decode.loss_dice: 0.7026, decode.d0.loss_cls: 1.1897, decode.d0.loss_mask: 0.5076, decode.d0.loss_dice: 0.7858, decode.d1.loss_cls: 0.2717, decode.d1.loss_mask: 0.4840, decode.d1.loss_dice: 0.7410, decode.d2.loss_cls: 0.2354, decode.d2.loss_mask: 0.4742, decode.d2.loss_dice: 0.7231, decode.d3.loss_cls: 0.2223, decode.d3.loss_mask: 0.4704, decode.d3.loss_dice: 0.7121, decode.d4.loss_cls: 0.2114, decode.d4.loss_mask: 0.4707, decode.d4.loss_dice: 0.7153, decode.d5.loss_cls: 0.2056, decode.d5.loss_mask: 0.4706, decode.d5.loss_dice: 0.7057, decode.d6.loss_cls: 0.2017, decode.d6.loss_mask: 0.4694, decode.d6.loss_dice: 0.6993, decode.d7.loss_cls: 0.1971, decode.d7.loss_mask: 0.4679, decode.d7.loss_dice: 0.7076, decode.d8.loss_cls: 0.1976, decode.d8.loss_mask: 0.4692, decode.d8.loss_dice: 0.7043, loss: 15.0775, grad_norm: 57.9658 2023-12-26 09:45:23,485 - mmseg - INFO - Iter [119250/160000] lr: 2.547e-05, eta: 5:40:41, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1836, decode.loss_mask: 0.4696, decode.loss_dice: 0.6794, decode.d0.loss_cls: 1.1548, decode.d0.loss_mask: 0.5103, decode.d0.loss_dice: 0.7495, decode.d1.loss_cls: 0.2488, decode.d1.loss_mask: 0.4864, decode.d1.loss_dice: 0.7204, decode.d2.loss_cls: 0.2205, decode.d2.loss_mask: 0.4771, decode.d2.loss_dice: 0.7001, decode.d3.loss_cls: 0.2113, decode.d3.loss_mask: 0.4716, decode.d3.loss_dice: 0.6860, decode.d4.loss_cls: 0.1998, decode.d4.loss_mask: 0.4711, decode.d4.loss_dice: 0.6875, decode.d5.loss_cls: 0.1936, decode.d5.loss_mask: 0.4714, decode.d5.loss_dice: 0.6847, decode.d6.loss_cls: 0.1875, decode.d6.loss_mask: 0.4699, decode.d6.loss_dice: 0.6815, decode.d7.loss_cls: 0.1836, decode.d7.loss_mask: 0.4697, decode.d7.loss_dice: 0.6835, decode.d8.loss_cls: 0.1845, decode.d8.loss_mask: 0.4700, decode.d8.loss_dice: 0.6845, loss: 14.6922, grad_norm: 58.5366 2023-12-26 09:45:47,770 - mmseg - INFO - Iter [119300/160000] lr: 2.544e-05, eta: 5:40:16, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1975, decode.loss_mask: 0.4595, decode.loss_dice: 0.6951, decode.d0.loss_cls: 1.1985, decode.d0.loss_mask: 0.5020, decode.d0.loss_dice: 0.7631, decode.d1.loss_cls: 0.2651, decode.d1.loss_mask: 0.4716, decode.d1.loss_dice: 0.7306, decode.d2.loss_cls: 0.2347, decode.d2.loss_mask: 0.4661, decode.d2.loss_dice: 0.7144, decode.d3.loss_cls: 0.2189, decode.d3.loss_mask: 0.4625, decode.d3.loss_dice: 0.7035, decode.d4.loss_cls: 0.2135, decode.d4.loss_mask: 0.4605, decode.d4.loss_dice: 0.7018, decode.d5.loss_cls: 0.2094, decode.d5.loss_mask: 0.4606, decode.d5.loss_dice: 0.7015, decode.d6.loss_cls: 0.2068, decode.d6.loss_mask: 0.4609, decode.d6.loss_dice: 0.6950, decode.d7.loss_cls: 0.1991, decode.d7.loss_mask: 0.4597, decode.d7.loss_dice: 0.6956, decode.d8.loss_cls: 0.1986, decode.d8.loss_mask: 0.4602, decode.d8.loss_dice: 0.6978, loss: 14.9044, grad_norm: 57.1971 2023-12-26 09:46:12,146 - mmseg - INFO - Iter [119350/160000] lr: 2.541e-05, eta: 5:39:50, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1943, decode.loss_mask: 0.4500, decode.loss_dice: 0.6950, decode.d0.loss_cls: 1.1715, decode.d0.loss_mask: 0.4887, decode.d0.loss_dice: 0.7738, decode.d1.loss_cls: 0.2771, decode.d1.loss_mask: 0.4621, decode.d1.loss_dice: 0.7312, decode.d2.loss_cls: 0.2270, decode.d2.loss_mask: 0.4546, decode.d2.loss_dice: 0.7137, decode.d3.loss_cls: 0.2211, decode.d3.loss_mask: 0.4544, decode.d3.loss_dice: 0.6965, decode.d4.loss_cls: 0.2139, decode.d4.loss_mask: 0.4517, decode.d4.loss_dice: 0.6979, decode.d5.loss_cls: 0.2049, decode.d5.loss_mask: 0.4495, decode.d5.loss_dice: 0.7009, decode.d6.loss_cls: 0.1989, decode.d6.loss_mask: 0.4508, decode.d6.loss_dice: 0.6924, decode.d7.loss_cls: 0.1999, decode.d7.loss_mask: 0.4504, decode.d7.loss_dice: 0.6936, decode.d8.loss_cls: 0.1917, decode.d8.loss_mask: 0.4512, decode.d8.loss_dice: 0.6968, loss: 14.7555, grad_norm: 58.7070 2023-12-26 09:46:36,381 - mmseg - INFO - Iter [119400/160000] lr: 2.538e-05, eta: 5:39:25, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1946, decode.loss_mask: 0.4609, decode.loss_dice: 0.6772, decode.d0.loss_cls: 1.1680, decode.d0.loss_mask: 0.4953, decode.d0.loss_dice: 0.7450, decode.d1.loss_cls: 0.2723, decode.d1.loss_mask: 0.4754, decode.d1.loss_dice: 0.7132, decode.d2.loss_cls: 0.2433, decode.d2.loss_mask: 0.4672, decode.d2.loss_dice: 0.6932, decode.d3.loss_cls: 0.2286, decode.d3.loss_mask: 0.4612, decode.d3.loss_dice: 0.6869, decode.d4.loss_cls: 0.2138, decode.d4.loss_mask: 0.4604, decode.d4.loss_dice: 0.6897, decode.d5.loss_cls: 0.2077, decode.d5.loss_mask: 0.4616, decode.d5.loss_dice: 0.6853, decode.d6.loss_cls: 0.1991, decode.d6.loss_mask: 0.4608, decode.d6.loss_dice: 0.6826, decode.d7.loss_cls: 0.1973, decode.d7.loss_mask: 0.4607, decode.d7.loss_dice: 0.6797, decode.d8.loss_cls: 0.1952, decode.d8.loss_mask: 0.4611, decode.d8.loss_dice: 0.6850, loss: 14.7221, grad_norm: 62.2648 2023-12-26 09:47:00,581 - mmseg - INFO - Iter [119450/160000] lr: 2.534e-05, eta: 5:38:59, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2021, decode.loss_mask: 0.4594, decode.loss_dice: 0.6790, decode.d0.loss_cls: 1.1657, decode.d0.loss_mask: 0.4962, decode.d0.loss_dice: 0.7509, decode.d1.loss_cls: 0.2722, decode.d1.loss_mask: 0.4715, decode.d1.loss_dice: 0.7119, decode.d2.loss_cls: 0.2456, decode.d2.loss_mask: 0.4639, decode.d2.loss_dice: 0.6962, decode.d3.loss_cls: 0.2291, decode.d3.loss_mask: 0.4600, decode.d3.loss_dice: 0.6886, decode.d4.loss_cls: 0.2210, decode.d4.loss_mask: 0.4591, decode.d4.loss_dice: 0.6873, decode.d5.loss_cls: 0.2140, decode.d5.loss_mask: 0.4612, decode.d5.loss_dice: 0.6861, decode.d6.loss_cls: 0.2100, decode.d6.loss_mask: 0.4595, decode.d6.loss_dice: 0.6826, decode.d7.loss_cls: 0.2056, decode.d7.loss_mask: 0.4585, decode.d7.loss_dice: 0.6829, decode.d8.loss_cls: 0.2061, decode.d8.loss_mask: 0.4585, decode.d8.loss_dice: 0.6834, loss: 14.7682, grad_norm: 63.1605 2023-12-26 09:47:25,078 - mmseg - INFO - Iter [119500/160000] lr: 2.531e-05, eta: 5:38:34, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2039, decode.loss_mask: 0.4722, decode.loss_dice: 0.7075, decode.d0.loss_cls: 1.1930, decode.d0.loss_mask: 0.5098, decode.d0.loss_dice: 0.7804, decode.d1.loss_cls: 0.2770, decode.d1.loss_mask: 0.4891, decode.d1.loss_dice: 0.7436, decode.d2.loss_cls: 0.2433, decode.d2.loss_mask: 0.4793, decode.d2.loss_dice: 0.7256, decode.d3.loss_cls: 0.2296, decode.d3.loss_mask: 0.4777, decode.d3.loss_dice: 0.7112, decode.d4.loss_cls: 0.2216, decode.d4.loss_mask: 0.4740, decode.d4.loss_dice: 0.7125, decode.d5.loss_cls: 0.2118, decode.d5.loss_mask: 0.4747, decode.d5.loss_dice: 0.7106, decode.d6.loss_cls: 0.2066, decode.d6.loss_mask: 0.4750, decode.d6.loss_dice: 0.7055, decode.d7.loss_cls: 0.2058, decode.d7.loss_mask: 0.4734, decode.d7.loss_dice: 0.7083, decode.d8.loss_cls: 0.2048, decode.d8.loss_mask: 0.4724, decode.d8.loss_dice: 0.7116, loss: 15.2117, grad_norm: 62.9063 2023-12-26 09:47:49,241 - mmseg - INFO - Iter [119550/160000] lr: 2.528e-05, eta: 5:38:09, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1900, decode.loss_mask: 0.4704, decode.loss_dice: 0.6954, decode.d0.loss_cls: 1.1578, decode.d0.loss_mask: 0.5081, decode.d0.loss_dice: 0.7513, decode.d1.loss_cls: 0.2514, decode.d1.loss_mask: 0.4868, decode.d1.loss_dice: 0.7233, decode.d2.loss_cls: 0.2267, decode.d2.loss_mask: 0.4769, decode.d2.loss_dice: 0.7040, decode.d3.loss_cls: 0.2130, decode.d3.loss_mask: 0.4729, decode.d3.loss_dice: 0.6949, decode.d4.loss_cls: 0.2027, decode.d4.loss_mask: 0.4727, decode.d4.loss_dice: 0.6981, decode.d5.loss_cls: 0.1987, decode.d5.loss_mask: 0.4720, decode.d5.loss_dice: 0.6939, decode.d6.loss_cls: 0.1961, decode.d6.loss_mask: 0.4702, decode.d6.loss_dice: 0.6931, decode.d7.loss_cls: 0.1910, decode.d7.loss_mask: 0.4708, decode.d7.loss_dice: 0.6918, decode.d8.loss_cls: 0.1912, decode.d8.loss_mask: 0.4704, decode.d8.loss_dice: 0.6937, loss: 14.8295, grad_norm: 65.9260 2023-12-26 09:48:13,678 - mmseg - INFO - Iter [119600/160000] lr: 2.525e-05, eta: 5:37:43, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1899, decode.loss_mask: 0.4571, decode.loss_dice: 0.6929, decode.d0.loss_cls: 1.1758, decode.d0.loss_mask: 0.4970, decode.d0.loss_dice: 0.7691, decode.d1.loss_cls: 0.2600, decode.d1.loss_mask: 0.4755, decode.d1.loss_dice: 0.7281, decode.d2.loss_cls: 0.2263, decode.d2.loss_mask: 0.4679, decode.d2.loss_dice: 0.7108, decode.d3.loss_cls: 0.2202, decode.d3.loss_mask: 0.4634, decode.d3.loss_dice: 0.6988, decode.d4.loss_cls: 0.2054, decode.d4.loss_mask: 0.4629, decode.d4.loss_dice: 0.6956, decode.d5.loss_cls: 0.2016, decode.d5.loss_mask: 0.4606, decode.d5.loss_dice: 0.6951, decode.d6.loss_cls: 0.2005, decode.d6.loss_mask: 0.4586, decode.d6.loss_dice: 0.6903, decode.d7.loss_cls: 0.1926, decode.d7.loss_mask: 0.4577, decode.d7.loss_dice: 0.6883, decode.d8.loss_cls: 0.1901, decode.d8.loss_mask: 0.4581, decode.d8.loss_dice: 0.6930, loss: 14.7831, grad_norm: 60.3713 2023-12-26 09:48:38,235 - mmseg - INFO - Iter [119650/160000] lr: 2.522e-05, eta: 5:37:18, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2126, decode.loss_mask: 0.4626, decode.loss_dice: 0.7072, decode.d0.loss_cls: 1.1946, decode.d0.loss_mask: 0.4950, decode.d0.loss_dice: 0.7850, decode.d1.loss_cls: 0.2879, decode.d1.loss_mask: 0.4785, decode.d1.loss_dice: 0.7460, decode.d2.loss_cls: 0.2507, decode.d2.loss_mask: 0.4691, decode.d2.loss_dice: 0.7320, decode.d3.loss_cls: 0.2393, decode.d3.loss_mask: 0.4640, decode.d3.loss_dice: 0.7171, decode.d4.loss_cls: 0.2279, decode.d4.loss_mask: 0.4626, decode.d4.loss_dice: 0.7145, decode.d5.loss_cls: 0.2203, decode.d5.loss_mask: 0.4612, decode.d5.loss_dice: 0.7139, decode.d6.loss_cls: 0.2203, decode.d6.loss_mask: 0.4593, decode.d6.loss_dice: 0.7020, decode.d7.loss_cls: 0.2137, decode.d7.loss_mask: 0.4618, decode.d7.loss_dice: 0.7094, decode.d8.loss_cls: 0.2101, decode.d8.loss_mask: 0.4613, decode.d8.loss_dice: 0.7111, loss: 15.1909, grad_norm: 67.9573 2023-12-26 09:49:02,741 - mmseg - INFO - Iter [119700/160000] lr: 2.519e-05, eta: 5:36:53, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1853, decode.loss_mask: 0.4580, decode.loss_dice: 0.6931, decode.d0.loss_cls: 1.1922, decode.d0.loss_mask: 0.5021, decode.d0.loss_dice: 0.7590, decode.d1.loss_cls: 0.2506, decode.d1.loss_mask: 0.4738, decode.d1.loss_dice: 0.7267, decode.d2.loss_cls: 0.2172, decode.d2.loss_mask: 0.4665, decode.d2.loss_dice: 0.7127, decode.d3.loss_cls: 0.2077, decode.d3.loss_mask: 0.4600, decode.d3.loss_dice: 0.7006, decode.d4.loss_cls: 0.1912, decode.d4.loss_mask: 0.4603, decode.d4.loss_dice: 0.7005, decode.d5.loss_cls: 0.1913, decode.d5.loss_mask: 0.4592, decode.d5.loss_dice: 0.6997, decode.d6.loss_cls: 0.1848, decode.d6.loss_mask: 0.4581, decode.d6.loss_dice: 0.6951, decode.d7.loss_cls: 0.1833, decode.d7.loss_mask: 0.4589, decode.d7.loss_dice: 0.6963, decode.d8.loss_cls: 0.1836, decode.d8.loss_mask: 0.4583, decode.d8.loss_dice: 0.6940, loss: 14.7202, grad_norm: 58.7282 2023-12-26 09:49:27,202 - mmseg - INFO - Iter [119750/160000] lr: 2.516e-05, eta: 5:36:28, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1997, decode.loss_mask: 0.4498, decode.loss_dice: 0.6825, decode.d0.loss_cls: 1.1821, decode.d0.loss_mask: 0.4858, decode.d0.loss_dice: 0.7565, decode.d1.loss_cls: 0.2714, decode.d1.loss_mask: 0.4596, decode.d1.loss_dice: 0.7137, decode.d2.loss_cls: 0.2317, decode.d2.loss_mask: 0.4545, decode.d2.loss_dice: 0.6989, decode.d3.loss_cls: 0.2282, decode.d3.loss_mask: 0.4519, decode.d3.loss_dice: 0.6873, decode.d4.loss_cls: 0.2141, decode.d4.loss_mask: 0.4533, decode.d4.loss_dice: 0.6883, decode.d5.loss_cls: 0.2126, decode.d5.loss_mask: 0.4513, decode.d5.loss_dice: 0.6870, decode.d6.loss_cls: 0.2087, decode.d6.loss_mask: 0.4514, decode.d6.loss_dice: 0.6852, decode.d7.loss_cls: 0.2031, decode.d7.loss_mask: 0.4498, decode.d7.loss_dice: 0.6845, decode.d8.loss_cls: 0.1989, decode.d8.loss_mask: 0.4508, decode.d8.loss_dice: 0.6870, loss: 14.6795, grad_norm: 62.4216 2023-12-26 09:49:51,675 - mmseg - INFO - Iter [119800/160000] lr: 2.513e-05, eta: 5:36:02, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2016, decode.loss_mask: 0.4569, decode.loss_dice: 0.6976, decode.d0.loss_cls: 1.1733, decode.d0.loss_mask: 0.5016, decode.d0.loss_dice: 0.7747, decode.d1.loss_cls: 0.2737, decode.d1.loss_mask: 0.4730, decode.d1.loss_dice: 0.7317, decode.d2.loss_cls: 0.2411, decode.d2.loss_mask: 0.4637, decode.d2.loss_dice: 0.7117, decode.d3.loss_cls: 0.2244, decode.d3.loss_mask: 0.4602, decode.d3.loss_dice: 0.7059, decode.d4.loss_cls: 0.2158, decode.d4.loss_mask: 0.4598, decode.d4.loss_dice: 0.7047, decode.d5.loss_cls: 0.2160, decode.d5.loss_mask: 0.4568, decode.d5.loss_dice: 0.6978, decode.d6.loss_cls: 0.2065, decode.d6.loss_mask: 0.4572, decode.d6.loss_dice: 0.6955, decode.d7.loss_cls: 0.2061, decode.d7.loss_mask: 0.4567, decode.d7.loss_dice: 0.6994, decode.d8.loss_cls: 0.2056, decode.d8.loss_mask: 0.4560, decode.d8.loss_dice: 0.6963, loss: 14.9211, grad_norm: 67.0001 2023-12-26 09:50:16,149 - mmseg - INFO - Iter [119850/160000] lr: 2.509e-05, eta: 5:35:37, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2111, decode.loss_mask: 0.4532, decode.loss_dice: 0.7003, decode.d0.loss_cls: 1.2000, decode.d0.loss_mask: 0.4932, decode.d0.loss_dice: 0.7823, decode.d1.loss_cls: 0.2854, decode.d1.loss_mask: 0.4698, decode.d1.loss_dice: 0.7450, decode.d2.loss_cls: 0.2498, decode.d2.loss_mask: 0.4649, decode.d2.loss_dice: 0.7250, decode.d3.loss_cls: 0.2329, decode.d3.loss_mask: 0.4605, decode.d3.loss_dice: 0.7085, decode.d4.loss_cls: 0.2276, decode.d4.loss_mask: 0.4580, decode.d4.loss_dice: 0.7057, decode.d5.loss_cls: 0.2220, decode.d5.loss_mask: 0.4561, decode.d5.loss_dice: 0.7084, decode.d6.loss_cls: 0.2158, decode.d6.loss_mask: 0.4547, decode.d6.loss_dice: 0.7045, decode.d7.loss_cls: 0.2103, decode.d7.loss_mask: 0.4547, decode.d7.loss_dice: 0.7017, decode.d8.loss_cls: 0.2111, decode.d8.loss_mask: 0.4530, decode.d8.loss_dice: 0.7045, loss: 15.0700, grad_norm: 64.2821 2023-12-26 09:50:42,990 - mmseg - INFO - Iter [119900/160000] lr: 2.506e-05, eta: 5:35:12, time: 0.537, data_time: 0.060, memory: 40245, decode.loss_cls: 0.1781, decode.loss_mask: 0.4497, decode.loss_dice: 0.6771, decode.d0.loss_cls: 1.1802, decode.d0.loss_mask: 0.4907, decode.d0.loss_dice: 0.7548, decode.d1.loss_cls: 0.2595, decode.d1.loss_mask: 0.4661, decode.d1.loss_dice: 0.7157, decode.d2.loss_cls: 0.2166, decode.d2.loss_mask: 0.4561, decode.d2.loss_dice: 0.6962, decode.d3.loss_cls: 0.2090, decode.d3.loss_mask: 0.4544, decode.d3.loss_dice: 0.6824, decode.d4.loss_cls: 0.1963, decode.d4.loss_mask: 0.4532, decode.d4.loss_dice: 0.6810, decode.d5.loss_cls: 0.1900, decode.d5.loss_mask: 0.4511, decode.d5.loss_dice: 0.6811, decode.d6.loss_cls: 0.1863, decode.d6.loss_mask: 0.4503, decode.d6.loss_dice: 0.6783, decode.d7.loss_cls: 0.1822, decode.d7.loss_mask: 0.4506, decode.d7.loss_dice: 0.6833, decode.d8.loss_cls: 0.1776, decode.d8.loss_mask: 0.4500, decode.d8.loss_dice: 0.6813, loss: 14.4790, grad_norm: 59.0098 2023-12-26 09:51:07,636 - mmseg - INFO - Iter [119950/160000] lr: 2.503e-05, eta: 5:34:47, time: 0.493, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2008, decode.loss_mask: 0.4634, decode.loss_dice: 0.7056, decode.d0.loss_cls: 1.2062, decode.d0.loss_mask: 0.4994, decode.d0.loss_dice: 0.7801, decode.d1.loss_cls: 0.2761, decode.d1.loss_mask: 0.4818, decode.d1.loss_dice: 0.7524, decode.d2.loss_cls: 0.2405, decode.d2.loss_mask: 0.4707, decode.d2.loss_dice: 0.7288, decode.d3.loss_cls: 0.2284, decode.d3.loss_mask: 0.4681, decode.d3.loss_dice: 0.7127, decode.d4.loss_cls: 0.2117, decode.d4.loss_mask: 0.4652, decode.d4.loss_dice: 0.7084, decode.d5.loss_cls: 0.2113, decode.d5.loss_mask: 0.4639, decode.d5.loss_dice: 0.7105, decode.d6.loss_cls: 0.2082, decode.d6.loss_mask: 0.4642, decode.d6.loss_dice: 0.7033, decode.d7.loss_cls: 0.2036, decode.d7.loss_mask: 0.4638, decode.d7.loss_dice: 0.7057, decode.d8.loss_cls: 0.2047, decode.d8.loss_mask: 0.4629, decode.d8.loss_dice: 0.7065, loss: 15.1086, grad_norm: 65.9233 2023-12-26 09:51:32,268 - mmseg - INFO - Saving checkpoint at 120000 iterations 2023-12-26 09:51:34,602 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 09:51:34,602 - mmseg - INFO - Iter [120000/160000] lr: 2.500e-05, eta: 5:34:23, time: 0.539, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1995, decode.loss_mask: 0.4664, decode.loss_dice: 0.7035, decode.d0.loss_cls: 1.2048, decode.d0.loss_mask: 0.5082, decode.d0.loss_dice: 0.7713, decode.d1.loss_cls: 0.2754, decode.d1.loss_mask: 0.4836, decode.d1.loss_dice: 0.7360, decode.d2.loss_cls: 0.2439, decode.d2.loss_mask: 0.4745, decode.d2.loss_dice: 0.7179, decode.d3.loss_cls: 0.2279, decode.d3.loss_mask: 0.4720, decode.d3.loss_dice: 0.7096, decode.d4.loss_cls: 0.2221, decode.d4.loss_mask: 0.4668, decode.d4.loss_dice: 0.7047, decode.d5.loss_cls: 0.2103, decode.d5.loss_mask: 0.4700, decode.d5.loss_dice: 0.7049, decode.d6.loss_cls: 0.2097, decode.d6.loss_mask: 0.4667, decode.d6.loss_dice: 0.7006, decode.d7.loss_cls: 0.2038, decode.d7.loss_mask: 0.4666, decode.d7.loss_dice: 0.6990, decode.d8.loss_cls: 0.2038, decode.d8.loss_mask: 0.4647, decode.d8.loss_dice: 0.7016, loss: 15.0898, grad_norm: 60.5622 2023-12-26 09:51:56,217 - mmseg - INFO - per class results: 2023-12-26 09:51:56,222 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.68 | 87.65 | | building | 83.93 | 93.99 | | sky | 94.81 | 97.48 | | floor | 83.0 | 91.16 | | tree | 75.05 | 86.92 | | ceiling | 85.04 | 92.1 | | road | 85.7 | 89.89 | | bed | 91.16 | 95.98 | | windowpane | 61.92 | 79.94 | | grass | 70.24 | 84.65 | | cabinet | 59.98 | 72.33 | | sidewalk | 69.0 | 84.27 | | person | 84.68 | 92.69 | | earth | 39.89 | 57.12 | | door | 54.75 | 71.45 | | table | 65.77 | 81.33 | | mountain | 55.93 | 72.59 | | plant | 51.79 | 65.29 | | curtain | 74.98 | 85.15 | | chair | 64.25 | 76.87 | | car | 87.76 | 94.07 | | water | 49.57 | 61.25 | | painting | 73.76 | 85.56 | | sofa | 73.11 | 89.39 | | shelf | 43.51 | 59.46 | | house | 48.75 | 60.41 | | sea | 58.94 | 90.14 | | mirror | 73.09 | 82.09 | | rug | 64.24 | 75.85 | | field | 31.83 | 44.52 | | armchair | 47.52 | 64.95 | | seat | 64.88 | 86.07 | | fence | 52.93 | 67.4 | | desk | 54.49 | 77.13 | | rock | 45.51 | 64.97 | | wardrobe | 42.76 | 68.76 | | lamp | 71.9 | 83.19 | | bathtub | 84.12 | 87.56 | | railing | 36.18 | 52.5 | | cushion | 61.94 | 77.06 | | base | 40.86 | 61.01 | | box | 28.7 | 36.37 | | column | 55.69 | 65.49 | | signboard | 38.4 | 54.9 | | chest of drawers | 37.14 | 68.07 | | counter | 36.73 | 45.81 | | sand | 36.69 | 52.31 | | sink | 75.79 | 83.32 | | skyscraper | 34.09 | 41.34 | | fireplace | 75.84 | 88.66 | | refrigerator | 86.21 | 93.23 | | grandstand | 49.34 | 75.77 | | path | 21.75 | 33.65 | | stairs | 24.37 | 28.65 | | runway | 75.75 | 97.52 | | case | 43.55 | 62.35 | | pool table | 94.81 | 96.96 | | pillow | 59.78 | 70.78 | | screen door | 66.13 | 81.67 | | stairway | 31.05 | 49.0 | | river | 12.08 | 17.59 | | bridge | 83.05 | 90.64 | | bookcase | 41.33 | 54.96 | | blind | 48.89 | 57.91 | | coffee table | 67.92 | 85.24 | | toilet | 88.87 | 91.49 | | flower | 44.34 | 64.57 | | book | 52.88 | 70.74 | | hill | 8.62 | 11.01 | | bench | 49.81 | 55.72 | | countertop | 63.24 | 81.75 | | stove | 84.52 | 91.6 | | palm | 53.84 | 74.07 | | kitchen island | 55.09 | 76.38 | | computer | 72.53 | 80.33 | | swivel chair | 51.06 | 67.4 | | boat | 35.71 | 55.67 | | bar | 41.26 | 67.65 | | arcade machine | 69.46 | 80.35 | | hovel | 5.97 | 8.46 | | bus | 93.09 | 96.8 | | towel | 67.75 | 84.86 | | light | 63.65 | 78.04 | | truck | 41.07 | 51.16 | | tower | 51.62 | 70.67 | | chandelier | 71.79 | 85.2 | | awning | 33.46 | 47.07 | | streetlight | 39.72 | 55.61 | | booth | 61.18 | 75.32 | | television receiver | 79.03 | 84.59 | | airplane | 60.22 | 71.53 | | dirt track | 18.86 | 36.17 | | apparel | 43.46 | 72.51 | | pole | 29.69 | 47.16 | | land | 13.44 | 18.94 | | bannister | 21.07 | 42.02 | | escalator | 23.17 | 23.79 | | ottoman | 52.85 | 72.75 | | bottle | 26.03 | 31.27 | | buffet | 42.34 | 53.72 | | poster | 25.22 | 46.83 | | stage | 17.77 | 30.63 | | van | 47.95 | 68.26 | | ship | 4.89 | 7.23 | | fountain | 31.76 | 33.01 | | conveyer belt | 75.49 | 91.49 | | canopy | 10.37 | 21.69 | | washer | 72.75 | 74.24 | | plaything | 20.38 | 34.51 | | swimming pool | 48.27 | 65.63 | | stool | 45.83 | 68.96 | | barrel | 51.79 | 74.58 | | basket | 31.5 | 37.66 | | waterfall | 39.94 | 49.07 | | tent | 89.93 | 98.53 | | bag | 24.99 | 30.51 | | minibike | 73.62 | 88.01 | | cradle | 86.82 | 98.13 | | oven | 26.9 | 65.48 | | ball | 52.86 | 63.64 | | food | 62.43 | 74.68 | | step | 18.65 | 33.81 | | tank | 47.08 | 53.4 | | trade name | 26.39 | 35.02 | | microwave | 48.98 | 54.77 | | pot | 55.47 | 67.35 | | animal | 58.87 | 59.81 | | bicycle | 59.33 | 80.06 | | lake | 34.61 | 69.67 | | dishwasher | 70.25 | 77.12 | | screen | 51.96 | 76.01 | | blanket | 26.72 | 30.93 | | sculpture | 55.44 | 80.02 | | hood | 86.69 | 93.5 | | sconce | 53.99 | 73.0 | | vase | 49.2 | 66.77 | | traffic light | 41.11 | 67.06 | | tray | 20.88 | 30.99 | | ashcan | 52.25 | 74.62 | | fan | 69.76 | 86.24 | | pier | 15.71 | 17.81 | | crt screen | 0.3 | 1.05 | | plate | 60.57 | 74.31 | | monitor | 15.69 | 20.46 | | bulletin board | 62.28 | 76.56 | | shower | 9.16 | 19.83 | | radiator | 70.4 | 81.24 | | glass | 21.58 | 24.14 | | clock | 51.68 | 67.36 | | flag | 36.95 | 43.78 | +---------------------+-------+-------+ 2023-12-26 09:51:56,222 - mmseg - INFO - Summary: 2023-12-26 09:51:56,223 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 84.18 | 51.92 | 65.07 | +-------+-------+-------+ 2023-12-26 09:51:56,231 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/FlashInternImage/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_105000.pth was removed 2023-12-26 09:51:58,345 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_120000.pth. 2023-12-26 09:51:58,346 - mmseg - INFO - Best mIoU is 0.5192 at 120000 iter. 2023-12-26 09:51:58,346 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 09:51:58,346 - mmseg - INFO - Iter(val) [250] aAcc: 0.8418, mIoU: 0.5192, mAcc: 0.6507, IoU.wall: 0.7968, IoU.building: 0.8393, IoU.sky: 0.9481, IoU.floor: 0.8300, IoU.tree: 0.7505, IoU.ceiling: 0.8504, IoU.road: 0.8570, IoU.bed : 0.9116, IoU.windowpane: 0.6192, IoU.grass: 0.7024, IoU.cabinet: 0.5998, IoU.sidewalk: 0.6900, IoU.person: 0.8468, IoU.earth: 0.3989, IoU.door: 0.5475, IoU.table: 0.6577, IoU.mountain: 0.5593, IoU.plant: 0.5179, IoU.curtain: 0.7498, IoU.chair: 0.6425, IoU.car: 0.8776, IoU.water: 0.4957, IoU.painting: 0.7376, IoU.sofa: 0.7311, IoU.shelf: 0.4351, IoU.house: 0.4875, IoU.sea: 0.5894, IoU.mirror: 0.7309, IoU.rug: 0.6424, IoU.field: 0.3183, IoU.armchair: 0.4752, IoU.seat: 0.6488, IoU.fence: 0.5293, IoU.desk: 0.5449, IoU.rock: 0.4551, IoU.wardrobe: 0.4276, IoU.lamp: 0.7190, IoU.bathtub: 0.8412, IoU.railing: 0.3618, IoU.cushion: 0.6194, IoU.base: 0.4086, IoU.box: 0.2870, IoU.column: 0.5569, IoU.signboard: 0.3840, IoU.chest of drawers: 0.3714, IoU.counter: 0.3673, IoU.sand: 0.3669, IoU.sink: 0.7579, IoU.skyscraper: 0.3409, IoU.fireplace: 0.7584, IoU.refrigerator: 0.8621, IoU.grandstand: 0.4934, IoU.path: 0.2175, IoU.stairs: 0.2437, IoU.runway: 0.7575, IoU.case: 0.4355, IoU.pool table: 0.9481, IoU.pillow: 0.5978, IoU.screen door: 0.6613, IoU.stairway: 0.3105, IoU.river: 0.1208, IoU.bridge: 0.8305, IoU.bookcase: 0.4133, IoU.blind: 0.4889, IoU.coffee table: 0.6792, IoU.toilet: 0.8887, IoU.flower: 0.4434, IoU.book: 0.5288, IoU.hill: 0.0862, IoU.bench: 0.4981, IoU.countertop: 0.6324, IoU.stove: 0.8452, IoU.palm: 0.5384, IoU.kitchen island: 0.5509, IoU.computer: 0.7253, IoU.swivel chair: 0.5106, IoU.boat: 0.3571, IoU.bar: 0.4126, IoU.arcade machine: 0.6946, IoU.hovel: 0.0597, IoU.bus: 0.9309, IoU.towel: 0.6775, IoU.light: 0.6365, IoU.truck: 0.4107, IoU.tower: 0.5162, IoU.chandelier: 0.7179, IoU.awning: 0.3346, IoU.streetlight: 0.3972, IoU.booth: 0.6118, IoU.television receiver: 0.7903, IoU.airplane: 0.6022, IoU.dirt track: 0.1886, IoU.apparel: 0.4346, IoU.pole: 0.2969, IoU.land: 0.1344, IoU.bannister: 0.2107, IoU.escalator: 0.2317, IoU.ottoman: 0.5285, IoU.bottle: 0.2603, IoU.buffet: 0.4234, IoU.poster: 0.2522, IoU.stage: 0.1777, IoU.van: 0.4795, IoU.ship: 0.0489, IoU.fountain: 0.3176, IoU.conveyer belt: 0.7549, IoU.canopy: 0.1037, IoU.washer: 0.7275, IoU.plaything: 0.2038, IoU.swimming pool: 0.4827, IoU.stool: 0.4583, IoU.barrel: 0.5179, IoU.basket: 0.3150, IoU.waterfall: 0.3994, IoU.tent: 0.8993, IoU.bag: 0.2499, IoU.minibike: 0.7362, IoU.cradle: 0.8682, IoU.oven: 0.2690, IoU.ball: 0.5286, IoU.food: 0.6243, IoU.step: 0.1865, IoU.tank: 0.4708, IoU.trade name: 0.2639, IoU.microwave: 0.4898, IoU.pot: 0.5547, IoU.animal: 0.5887, IoU.bicycle: 0.5933, IoU.lake: 0.3461, IoU.dishwasher: 0.7025, IoU.screen: 0.5196, IoU.blanket: 0.2672, IoU.sculpture: 0.5544, IoU.hood: 0.8669, IoU.sconce: 0.5399, IoU.vase: 0.4920, IoU.traffic light: 0.4111, IoU.tray: 0.2088, IoU.ashcan: 0.5225, IoU.fan: 0.6976, IoU.pier: 0.1571, IoU.crt screen: 0.0030, IoU.plate: 0.6057, IoU.monitor: 0.1569, IoU.bulletin board: 0.6228, IoU.shower: 0.0916, IoU.radiator: 0.7040, IoU.glass: 0.2158, IoU.clock: 0.5168, IoU.flag: 0.3695, Acc.wall: 0.8765, Acc.building: 0.9399, Acc.sky: 0.9748, Acc.floor: 0.9116, Acc.tree: 0.8692, Acc.ceiling: 0.9210, Acc.road: 0.8989, Acc.bed : 0.9598, Acc.windowpane: 0.7994, Acc.grass: 0.8465, Acc.cabinet: 0.7233, Acc.sidewalk: 0.8427, Acc.person: 0.9269, Acc.earth: 0.5712, Acc.door: 0.7145, Acc.table: 0.8133, Acc.mountain: 0.7259, Acc.plant: 0.6529, Acc.curtain: 0.8515, Acc.chair: 0.7687, Acc.car: 0.9407, Acc.water: 0.6125, Acc.painting: 0.8556, Acc.sofa: 0.8939, Acc.shelf: 0.5946, Acc.house: 0.6041, Acc.sea: 0.9014, Acc.mirror: 0.8209, Acc.rug: 0.7585, Acc.field: 0.4452, Acc.armchair: 0.6495, Acc.seat: 0.8607, Acc.fence: 0.6740, Acc.desk: 0.7713, Acc.rock: 0.6497, Acc.wardrobe: 0.6876, Acc.lamp: 0.8319, Acc.bathtub: 0.8756, Acc.railing: 0.5250, Acc.cushion: 0.7706, Acc.base: 0.6101, Acc.box: 0.3637, Acc.column: 0.6549, Acc.signboard: 0.5490, Acc.chest of drawers: 0.6807, Acc.counter: 0.4581, Acc.sand: 0.5231, Acc.sink: 0.8332, Acc.skyscraper: 0.4134, Acc.fireplace: 0.8866, Acc.refrigerator: 0.9323, Acc.grandstand: 0.7577, Acc.path: 0.3365, Acc.stairs: 0.2865, Acc.runway: 0.9752, Acc.case: 0.6235, Acc.pool table: 0.9696, Acc.pillow: 0.7078, Acc.screen door: 0.8167, Acc.stairway: 0.4900, Acc.river: 0.1759, Acc.bridge: 0.9064, Acc.bookcase: 0.5496, Acc.blind: 0.5791, Acc.coffee table: 0.8524, Acc.toilet: 0.9149, Acc.flower: 0.6457, Acc.book: 0.7074, Acc.hill: 0.1101, Acc.bench: 0.5572, Acc.countertop: 0.8175, Acc.stove: 0.9160, Acc.palm: 0.7407, Acc.kitchen island: 0.7638, Acc.computer: 0.8033, Acc.swivel chair: 0.6740, Acc.boat: 0.5567, Acc.bar: 0.6765, Acc.arcade machine: 0.8035, Acc.hovel: 0.0846, Acc.bus: 0.9680, Acc.towel: 0.8486, Acc.light: 0.7804, Acc.truck: 0.5116, Acc.tower: 0.7067, Acc.chandelier: 0.8520, Acc.awning: 0.4707, Acc.streetlight: 0.5561, Acc.booth: 0.7532, Acc.television receiver: 0.8459, Acc.airplane: 0.7153, Acc.dirt track: 0.3617, Acc.apparel: 0.7251, Acc.pole: 0.4716, Acc.land: 0.1894, Acc.bannister: 0.4202, Acc.escalator: 0.2379, Acc.ottoman: 0.7275, Acc.bottle: 0.3127, Acc.buffet: 0.5372, Acc.poster: 0.4683, Acc.stage: 0.3063, Acc.van: 0.6826, Acc.ship: 0.0723, Acc.fountain: 0.3301, Acc.conveyer belt: 0.9149, Acc.canopy: 0.2169, Acc.washer: 0.7424, Acc.plaything: 0.3451, Acc.swimming pool: 0.6563, Acc.stool: 0.6896, Acc.barrel: 0.7458, Acc.basket: 0.3766, Acc.waterfall: 0.4907, Acc.tent: 0.9853, Acc.bag: 0.3051, Acc.minibike: 0.8801, Acc.cradle: 0.9813, Acc.oven: 0.6548, Acc.ball: 0.6364, Acc.food: 0.7468, Acc.step: 0.3381, Acc.tank: 0.5340, Acc.trade name: 0.3502, Acc.microwave: 0.5477, Acc.pot: 0.6735, Acc.animal: 0.5981, Acc.bicycle: 0.8006, Acc.lake: 0.6967, Acc.dishwasher: 0.7712, Acc.screen: 0.7601, Acc.blanket: 0.3093, Acc.sculpture: 0.8002, Acc.hood: 0.9350, Acc.sconce: 0.7300, Acc.vase: 0.6677, Acc.traffic light: 0.6706, Acc.tray: 0.3099, Acc.ashcan: 0.7462, Acc.fan: 0.8624, Acc.pier: 0.1781, Acc.crt screen: 0.0105, Acc.plate: 0.7431, Acc.monitor: 0.2046, Acc.bulletin board: 0.7656, Acc.shower: 0.1983, Acc.radiator: 0.8124, Acc.glass: 0.2414, Acc.clock: 0.6736, Acc.flag: 0.4378 2023-12-26 09:52:22,849 - mmseg - INFO - Iter [120050/160000] lr: 2.497e-05, eta: 5:34:06, time: 0.965, data_time: 0.487, memory: 40245, decode.loss_cls: 0.1926, decode.loss_mask: 0.4573, decode.loss_dice: 0.6882, decode.d0.loss_cls: 1.1703, decode.d0.loss_mask: 0.4952, decode.d0.loss_dice: 0.7553, decode.d1.loss_cls: 0.2818, decode.d1.loss_mask: 0.4713, decode.d1.loss_dice: 0.7219, decode.d2.loss_cls: 0.2412, decode.d2.loss_mask: 0.4656, decode.d2.loss_dice: 0.7104, decode.d3.loss_cls: 0.2273, decode.d3.loss_mask: 0.4612, decode.d3.loss_dice: 0.6962, decode.d4.loss_cls: 0.2094, decode.d4.loss_mask: 0.4597, decode.d4.loss_dice: 0.6972, decode.d5.loss_cls: 0.2091, decode.d5.loss_mask: 0.4591, decode.d5.loss_dice: 0.6926, decode.d6.loss_cls: 0.2036, decode.d6.loss_mask: 0.4572, decode.d6.loss_dice: 0.6888, decode.d7.loss_cls: 0.1975, decode.d7.loss_mask: 0.4567, decode.d7.loss_dice: 0.6856, decode.d8.loss_cls: 0.1950, decode.d8.loss_mask: 0.4577, decode.d8.loss_dice: 0.6883, loss: 14.7930, grad_norm: 62.8746 2023-12-26 09:52:47,382 - mmseg - INFO - Iter [120100/160000] lr: 2.494e-05, eta: 5:33:41, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1894, decode.loss_mask: 0.4426, decode.loss_dice: 0.6703, decode.d0.loss_cls: 1.1619, decode.d0.loss_mask: 0.4821, decode.d0.loss_dice: 0.7420, decode.d1.loss_cls: 0.2640, decode.d1.loss_mask: 0.4631, decode.d1.loss_dice: 0.7127, decode.d2.loss_cls: 0.2249, decode.d2.loss_mask: 0.4529, decode.d2.loss_dice: 0.6959, decode.d3.loss_cls: 0.2165, decode.d3.loss_mask: 0.4460, decode.d3.loss_dice: 0.6807, decode.d4.loss_cls: 0.2043, decode.d4.loss_mask: 0.4470, decode.d4.loss_dice: 0.6812, decode.d5.loss_cls: 0.1991, decode.d5.loss_mask: 0.4464, decode.d5.loss_dice: 0.6752, decode.d6.loss_cls: 0.1921, decode.d6.loss_mask: 0.4448, decode.d6.loss_dice: 0.6728, decode.d7.loss_cls: 0.1914, decode.d7.loss_mask: 0.4444, decode.d7.loss_dice: 0.6727, decode.d8.loss_cls: 0.1848, decode.d8.loss_mask: 0.4432, decode.d8.loss_dice: 0.6722, loss: 14.4165, grad_norm: 64.9378 2023-12-26 09:53:11,864 - mmseg - INFO - Iter [120150/160000] lr: 2.491e-05, eta: 5:33:16, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1785, decode.loss_mask: 0.4546, decode.loss_dice: 0.6762, decode.d0.loss_cls: 1.1741, decode.d0.loss_mask: 0.4954, decode.d0.loss_dice: 0.7460, decode.d1.loss_cls: 0.2580, decode.d1.loss_mask: 0.4707, decode.d1.loss_dice: 0.7171, decode.d2.loss_cls: 0.2227, decode.d2.loss_mask: 0.4606, decode.d2.loss_dice: 0.6930, decode.d3.loss_cls: 0.2063, decode.d3.loss_mask: 0.4565, decode.d3.loss_dice: 0.6818, decode.d4.loss_cls: 0.1993, decode.d4.loss_mask: 0.4576, decode.d4.loss_dice: 0.6836, decode.d5.loss_cls: 0.1923, decode.d5.loss_mask: 0.4565, decode.d5.loss_dice: 0.6862, decode.d6.loss_cls: 0.1874, decode.d6.loss_mask: 0.4549, decode.d6.loss_dice: 0.6781, decode.d7.loss_cls: 0.1873, decode.d7.loss_mask: 0.4547, decode.d7.loss_dice: 0.6746, decode.d8.loss_cls: 0.1881, decode.d8.loss_mask: 0.4546, decode.d8.loss_dice: 0.6833, loss: 14.5299, grad_norm: 60.8413 2023-12-26 09:53:36,364 - mmseg - INFO - Iter [120200/160000] lr: 2.488e-05, eta: 5:32:50, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1942, decode.loss_mask: 0.4602, decode.loss_dice: 0.7013, decode.d0.loss_cls: 1.2116, decode.d0.loss_mask: 0.5004, decode.d0.loss_dice: 0.7756, decode.d1.loss_cls: 0.2789, decode.d1.loss_mask: 0.4753, decode.d1.loss_dice: 0.7417, decode.d2.loss_cls: 0.2424, decode.d2.loss_mask: 0.4648, decode.d2.loss_dice: 0.7170, decode.d3.loss_cls: 0.2307, decode.d3.loss_mask: 0.4620, decode.d3.loss_dice: 0.7029, decode.d4.loss_cls: 0.2119, decode.d4.loss_mask: 0.4607, decode.d4.loss_dice: 0.7038, decode.d5.loss_cls: 0.2079, decode.d5.loss_mask: 0.4619, decode.d5.loss_dice: 0.7025, decode.d6.loss_cls: 0.2039, decode.d6.loss_mask: 0.4608, decode.d6.loss_dice: 0.6971, decode.d7.loss_cls: 0.2012, decode.d7.loss_mask: 0.4616, decode.d7.loss_dice: 0.7024, decode.d8.loss_cls: 0.1967, decode.d8.loss_mask: 0.4598, decode.d8.loss_dice: 0.7005, loss: 14.9918, grad_norm: 58.7777 2023-12-26 09:54:00,764 - mmseg - INFO - Iter [120250/160000] lr: 2.484e-05, eta: 5:32:25, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2090, decode.loss_mask: 0.4719, decode.loss_dice: 0.6943, decode.d0.loss_cls: 1.1731, decode.d0.loss_mask: 0.5132, decode.d0.loss_dice: 0.7729, decode.d1.loss_cls: 0.2731, decode.d1.loss_mask: 0.4855, decode.d1.loss_dice: 0.7318, decode.d2.loss_cls: 0.2333, decode.d2.loss_mask: 0.4795, decode.d2.loss_dice: 0.7126, decode.d3.loss_cls: 0.2274, decode.d3.loss_mask: 0.4755, decode.d3.loss_dice: 0.6973, decode.d4.loss_cls: 0.2158, decode.d4.loss_mask: 0.4740, decode.d4.loss_dice: 0.6998, decode.d5.loss_cls: 0.2159, decode.d5.loss_mask: 0.4762, decode.d5.loss_dice: 0.6978, decode.d6.loss_cls: 0.2081, decode.d6.loss_mask: 0.4730, decode.d6.loss_dice: 0.6924, decode.d7.loss_cls: 0.2027, decode.d7.loss_mask: 0.4731, decode.d7.loss_dice: 0.6932, decode.d8.loss_cls: 0.2071, decode.d8.loss_mask: 0.4720, decode.d8.loss_dice: 0.6948, loss: 15.0461, grad_norm: 68.1188 2023-12-26 09:54:25,137 - mmseg - INFO - Iter [120300/160000] lr: 2.481e-05, eta: 5:32:00, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2014, decode.loss_mask: 0.4426, decode.loss_dice: 0.6854, decode.d0.loss_cls: 1.2034, decode.d0.loss_mask: 0.4802, decode.d0.loss_dice: 0.7588, decode.d1.loss_cls: 0.2747, decode.d1.loss_mask: 0.4585, decode.d1.loss_dice: 0.7181, decode.d2.loss_cls: 0.2411, decode.d2.loss_mask: 0.4512, decode.d2.loss_dice: 0.7011, decode.d3.loss_cls: 0.2300, decode.d3.loss_mask: 0.4461, decode.d3.loss_dice: 0.6881, decode.d4.loss_cls: 0.2228, decode.d4.loss_mask: 0.4443, decode.d4.loss_dice: 0.6891, decode.d5.loss_cls: 0.2118, decode.d5.loss_mask: 0.4444, decode.d5.loss_dice: 0.6908, decode.d6.loss_cls: 0.2057, decode.d6.loss_mask: 0.4426, decode.d6.loss_dice: 0.6853, decode.d7.loss_cls: 0.2010, decode.d7.loss_mask: 0.4427, decode.d7.loss_dice: 0.6862, decode.d8.loss_cls: 0.2016, decode.d8.loss_mask: 0.4430, decode.d8.loss_dice: 0.6884, loss: 14.6805, grad_norm: 63.2217 2023-12-26 09:54:49,563 - mmseg - INFO - Iter [120350/160000] lr: 2.478e-05, eta: 5:31:34, time: 0.489, data_time: 0.011, memory: 40245, decode.loss_cls: 0.2153, decode.loss_mask: 0.4669, decode.loss_dice: 0.7175, decode.d0.loss_cls: 1.2155, decode.d0.loss_mask: 0.5041, decode.d0.loss_dice: 0.7931, decode.d1.loss_cls: 0.3045, decode.d1.loss_mask: 0.4787, decode.d1.loss_dice: 0.7552, decode.d2.loss_cls: 0.2598, decode.d2.loss_mask: 0.4732, decode.d2.loss_dice: 0.7348, decode.d3.loss_cls: 0.2447, decode.d3.loss_mask: 0.4690, decode.d3.loss_dice: 0.7215, decode.d4.loss_cls: 0.2297, decode.d4.loss_mask: 0.4692, decode.d4.loss_dice: 0.7264, decode.d5.loss_cls: 0.2261, decode.d5.loss_mask: 0.4664, decode.d5.loss_dice: 0.7187, decode.d6.loss_cls: 0.2207, decode.d6.loss_mask: 0.4654, decode.d6.loss_dice: 0.7201, decode.d7.loss_cls: 0.2174, decode.d7.loss_mask: 0.4643, decode.d7.loss_dice: 0.7181, decode.d8.loss_cls: 0.2155, decode.d8.loss_mask: 0.4657, decode.d8.loss_dice: 0.7171, loss: 15.3944, grad_norm: 59.6133 2023-12-26 09:55:13,862 - mmseg - INFO - Iter [120400/160000] lr: 2.475e-05, eta: 5:31:09, time: 0.486, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1922, decode.loss_mask: 0.4685, decode.loss_dice: 0.6750, decode.d0.loss_cls: 1.1559, decode.d0.loss_mask: 0.5072, decode.d0.loss_dice: 0.7419, decode.d1.loss_cls: 0.2598, decode.d1.loss_mask: 0.4820, decode.d1.loss_dice: 0.7076, decode.d2.loss_cls: 0.2283, decode.d2.loss_mask: 0.4745, decode.d2.loss_dice: 0.6957, decode.d3.loss_cls: 0.2115, decode.d3.loss_mask: 0.4753, decode.d3.loss_dice: 0.6809, decode.d4.loss_cls: 0.2028, decode.d4.loss_mask: 0.4710, decode.d4.loss_dice: 0.6808, decode.d5.loss_cls: 0.1966, decode.d5.loss_mask: 0.4703, decode.d5.loss_dice: 0.6757, decode.d6.loss_cls: 0.1923, decode.d6.loss_mask: 0.4686, decode.d6.loss_dice: 0.6765, decode.d7.loss_cls: 0.1935, decode.d7.loss_mask: 0.4680, decode.d7.loss_dice: 0.6767, decode.d8.loss_cls: 0.1903, decode.d8.loss_mask: 0.4695, decode.d8.loss_dice: 0.6755, loss: 14.6644, grad_norm: 57.9308 2023-12-26 09:55:38,475 - mmseg - INFO - Iter [120450/160000] lr: 2.472e-05, eta: 5:30:44, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1937, decode.loss_mask: 0.4630, decode.loss_dice: 0.6901, decode.d0.loss_cls: 1.1658, decode.d0.loss_mask: 0.5015, decode.d0.loss_dice: 0.7527, decode.d1.loss_cls: 0.2678, decode.d1.loss_mask: 0.4780, decode.d1.loss_dice: 0.7243, decode.d2.loss_cls: 0.2308, decode.d2.loss_mask: 0.4693, decode.d2.loss_dice: 0.7068, decode.d3.loss_cls: 0.2202, decode.d3.loss_mask: 0.4670, decode.d3.loss_dice: 0.6941, decode.d4.loss_cls: 0.2068, decode.d4.loss_mask: 0.4656, decode.d4.loss_dice: 0.6934, decode.d5.loss_cls: 0.2040, decode.d5.loss_mask: 0.4657, decode.d5.loss_dice: 0.6903, decode.d6.loss_cls: 0.1971, decode.d6.loss_mask: 0.4642, decode.d6.loss_dice: 0.6858, decode.d7.loss_cls: 0.1943, decode.d7.loss_mask: 0.4639, decode.d7.loss_dice: 0.6872, decode.d8.loss_cls: 0.1917, decode.d8.loss_mask: 0.4631, decode.d8.loss_dice: 0.6861, loss: 14.7843, grad_norm: 63.3920 2023-12-26 09:56:02,894 - mmseg - INFO - Iter [120500/160000] lr: 2.469e-05, eta: 5:30:18, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1980, decode.loss_mask: 0.4541, decode.loss_dice: 0.7029, decode.d0.loss_cls: 1.1509, decode.d0.loss_mask: 0.4930, decode.d0.loss_dice: 0.7715, decode.d1.loss_cls: 0.2808, decode.d1.loss_mask: 0.4668, decode.d1.loss_dice: 0.7364, decode.d2.loss_cls: 0.2450, decode.d2.loss_mask: 0.4598, decode.d2.loss_dice: 0.7160, decode.d3.loss_cls: 0.2245, decode.d3.loss_mask: 0.4607, decode.d3.loss_dice: 0.7058, decode.d4.loss_cls: 0.2129, decode.d4.loss_mask: 0.4572, decode.d4.loss_dice: 0.7069, decode.d5.loss_cls: 0.2041, decode.d5.loss_mask: 0.4564, decode.d5.loss_dice: 0.7065, decode.d6.loss_cls: 0.2022, decode.d6.loss_mask: 0.4548, decode.d6.loss_dice: 0.6973, decode.d7.loss_cls: 0.2009, decode.d7.loss_mask: 0.4550, decode.d7.loss_dice: 0.7010, decode.d8.loss_cls: 0.1982, decode.d8.loss_mask: 0.4540, decode.d8.loss_dice: 0.6977, loss: 14.8711, grad_norm: 64.5173 2023-12-26 09:56:27,519 - mmseg - INFO - Iter [120550/160000] lr: 2.466e-05, eta: 5:29:53, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1884, decode.loss_mask: 0.4521, decode.loss_dice: 0.6841, decode.d0.loss_cls: 1.1650, decode.d0.loss_mask: 0.4890, decode.d0.loss_dice: 0.7569, decode.d1.loss_cls: 0.2526, decode.d1.loss_mask: 0.4690, decode.d1.loss_dice: 0.7220, decode.d2.loss_cls: 0.2206, decode.d2.loss_mask: 0.4605, decode.d2.loss_dice: 0.7007, decode.d3.loss_cls: 0.2096, decode.d3.loss_mask: 0.4571, decode.d3.loss_dice: 0.6911, decode.d4.loss_cls: 0.2013, decode.d4.loss_mask: 0.4566, decode.d4.loss_dice: 0.6895, decode.d5.loss_cls: 0.2012, decode.d5.loss_mask: 0.4536, decode.d5.loss_dice: 0.6851, decode.d6.loss_cls: 0.1968, decode.d6.loss_mask: 0.4546, decode.d6.loss_dice: 0.6849, decode.d7.loss_cls: 0.1914, decode.d7.loss_mask: 0.4543, decode.d7.loss_dice: 0.6846, decode.d8.loss_cls: 0.1882, decode.d8.loss_mask: 0.4526, decode.d8.loss_dice: 0.6866, loss: 14.5999, grad_norm: 65.4702 2023-12-26 09:56:52,142 - mmseg - INFO - Iter [120600/160000] lr: 2.463e-05, eta: 5:29:28, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2064, decode.loss_mask: 0.4594, decode.loss_dice: 0.6965, decode.d0.loss_cls: 1.1881, decode.d0.loss_mask: 0.4971, decode.d0.loss_dice: 0.7744, decode.d1.loss_cls: 0.2842, decode.d1.loss_mask: 0.4747, decode.d1.loss_dice: 0.7362, decode.d2.loss_cls: 0.2439, decode.d2.loss_mask: 0.4669, decode.d2.loss_dice: 0.7162, decode.d3.loss_cls: 0.2311, decode.d3.loss_mask: 0.4624, decode.d3.loss_dice: 0.7044, decode.d4.loss_cls: 0.2244, decode.d4.loss_mask: 0.4612, decode.d4.loss_dice: 0.7054, decode.d5.loss_cls: 0.2153, decode.d5.loss_mask: 0.4615, decode.d5.loss_dice: 0.7028, decode.d6.loss_cls: 0.2148, decode.d6.loss_mask: 0.4598, decode.d6.loss_dice: 0.6971, decode.d7.loss_cls: 0.2109, decode.d7.loss_mask: 0.4607, decode.d7.loss_dice: 0.7005, decode.d8.loss_cls: 0.2043, decode.d8.loss_mask: 0.4593, decode.d8.loss_dice: 0.7005, loss: 15.0202, grad_norm: 63.0482 2023-12-26 09:57:16,636 - mmseg - INFO - Iter [120650/160000] lr: 2.459e-05, eta: 5:29:03, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2063, decode.loss_mask: 0.4535, decode.loss_dice: 0.6917, decode.d0.loss_cls: 1.2029, decode.d0.loss_mask: 0.4939, decode.d0.loss_dice: 0.7711, decode.d1.loss_cls: 0.2875, decode.d1.loss_mask: 0.4721, decode.d1.loss_dice: 0.7312, decode.d2.loss_cls: 0.2460, decode.d2.loss_mask: 0.4614, decode.d2.loss_dice: 0.7137, decode.d3.loss_cls: 0.2313, decode.d3.loss_mask: 0.4578, decode.d3.loss_dice: 0.6959, decode.d4.loss_cls: 0.2156, decode.d4.loss_mask: 0.4552, decode.d4.loss_dice: 0.6947, decode.d5.loss_cls: 0.2152, decode.d5.loss_mask: 0.4553, decode.d5.loss_dice: 0.6968, decode.d6.loss_cls: 0.2116, decode.d6.loss_mask: 0.4546, decode.d6.loss_dice: 0.6892, decode.d7.loss_cls: 0.2083, decode.d7.loss_mask: 0.4548, decode.d7.loss_dice: 0.6893, decode.d8.loss_cls: 0.2044, decode.d8.loss_mask: 0.4553, decode.d8.loss_dice: 0.6935, loss: 14.9102, grad_norm: 62.2635 2023-12-26 09:57:40,996 - mmseg - INFO - Iter [120700/160000] lr: 2.456e-05, eta: 5:28:37, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1988, decode.loss_mask: 0.4575, decode.loss_dice: 0.6885, decode.d0.loss_cls: 1.1943, decode.d0.loss_mask: 0.4926, decode.d0.loss_dice: 0.7650, decode.d1.loss_cls: 0.2724, decode.d1.loss_mask: 0.4723, decode.d1.loss_dice: 0.7204, decode.d2.loss_cls: 0.2402, decode.d2.loss_mask: 0.4649, decode.d2.loss_dice: 0.7069, decode.d3.loss_cls: 0.2290, decode.d3.loss_mask: 0.4630, decode.d3.loss_dice: 0.6956, decode.d4.loss_cls: 0.2202, decode.d4.loss_mask: 0.4610, decode.d4.loss_dice: 0.6957, decode.d5.loss_cls: 0.2053, decode.d5.loss_mask: 0.4592, decode.d5.loss_dice: 0.6927, decode.d6.loss_cls: 0.2006, decode.d6.loss_mask: 0.4586, decode.d6.loss_dice: 0.6915, decode.d7.loss_cls: 0.2050, decode.d7.loss_mask: 0.4585, decode.d7.loss_dice: 0.6897, decode.d8.loss_cls: 0.2013, decode.d8.loss_mask: 0.4580, decode.d8.loss_dice: 0.6883, loss: 14.8469, grad_norm: 60.5385 2023-12-26 09:58:05,349 - mmseg - INFO - Iter [120750/160000] lr: 2.453e-05, eta: 5:28:12, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1856, decode.loss_mask: 0.4416, decode.loss_dice: 0.6497, decode.d0.loss_cls: 1.1696, decode.d0.loss_mask: 0.4829, decode.d0.loss_dice: 0.7244, decode.d1.loss_cls: 0.2526, decode.d1.loss_mask: 0.4606, decode.d1.loss_dice: 0.6897, decode.d2.loss_cls: 0.2223, decode.d2.loss_mask: 0.4476, decode.d2.loss_dice: 0.6681, decode.d3.loss_cls: 0.2105, decode.d3.loss_mask: 0.4443, decode.d3.loss_dice: 0.6591, decode.d4.loss_cls: 0.1971, decode.d4.loss_mask: 0.4436, decode.d4.loss_dice: 0.6591, decode.d5.loss_cls: 0.1965, decode.d5.loss_mask: 0.4441, decode.d5.loss_dice: 0.6574, decode.d6.loss_cls: 0.1923, decode.d6.loss_mask: 0.4436, decode.d6.loss_dice: 0.6547, decode.d7.loss_cls: 0.1899, decode.d7.loss_mask: 0.4428, decode.d7.loss_dice: 0.6529, decode.d8.loss_cls: 0.1872, decode.d8.loss_mask: 0.4438, decode.d8.loss_dice: 0.6495, loss: 14.1633, grad_norm: 60.3856 2023-12-26 09:58:29,694 - mmseg - INFO - Iter [120800/160000] lr: 2.450e-05, eta: 5:27:46, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1829, decode.loss_mask: 0.4780, decode.loss_dice: 0.7184, decode.d0.loss_cls: 1.1464, decode.d0.loss_mask: 0.5136, decode.d0.loss_dice: 0.7805, decode.d1.loss_cls: 0.2437, decode.d1.loss_mask: 0.4918, decode.d1.loss_dice: 0.7475, decode.d2.loss_cls: 0.2113, decode.d2.loss_mask: 0.4821, decode.d2.loss_dice: 0.7295, decode.d3.loss_cls: 0.2000, decode.d3.loss_mask: 0.4801, decode.d3.loss_dice: 0.7190, decode.d4.loss_cls: 0.1931, decode.d4.loss_mask: 0.4800, decode.d4.loss_dice: 0.7214, decode.d5.loss_cls: 0.1905, decode.d5.loss_mask: 0.4793, decode.d5.loss_dice: 0.7219, decode.d6.loss_cls: 0.1872, decode.d6.loss_mask: 0.4773, decode.d6.loss_dice: 0.7167, decode.d7.loss_cls: 0.1862, decode.d7.loss_mask: 0.4772, decode.d7.loss_dice: 0.7134, decode.d8.loss_cls: 0.1803, decode.d8.loss_mask: 0.4780, decode.d8.loss_dice: 0.7126, loss: 15.0397, grad_norm: 62.1463 2023-12-26 09:58:54,085 - mmseg - INFO - Iter [120850/160000] lr: 2.447e-05, eta: 5:27:21, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2052, decode.loss_mask: 0.4536, decode.loss_dice: 0.7034, decode.d0.loss_cls: 1.2234, decode.d0.loss_mask: 0.4891, decode.d0.loss_dice: 0.7763, decode.d1.loss_cls: 0.2867, decode.d1.loss_mask: 0.4667, decode.d1.loss_dice: 0.7336, decode.d2.loss_cls: 0.2493, decode.d2.loss_mask: 0.4598, decode.d2.loss_dice: 0.7177, decode.d3.loss_cls: 0.2301, decode.d3.loss_mask: 0.4566, decode.d3.loss_dice: 0.7081, decode.d4.loss_cls: 0.2235, decode.d4.loss_mask: 0.4565, decode.d4.loss_dice: 0.7092, decode.d5.loss_cls: 0.2112, decode.d5.loss_mask: 0.4550, decode.d5.loss_dice: 0.7061, decode.d6.loss_cls: 0.2101, decode.d6.loss_mask: 0.4537, decode.d6.loss_dice: 0.7013, decode.d7.loss_cls: 0.2068, decode.d7.loss_mask: 0.4545, decode.d7.loss_dice: 0.7005, decode.d8.loss_cls: 0.2066, decode.d8.loss_mask: 0.4525, decode.d8.loss_dice: 0.7004, loss: 15.0075, grad_norm: 66.6263 2023-12-26 09:59:18,505 - mmseg - INFO - Iter [120900/160000] lr: 2.444e-05, eta: 5:26:56, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1840, decode.loss_mask: 0.4443, decode.loss_dice: 0.6678, decode.d0.loss_cls: 1.1788, decode.d0.loss_mask: 0.4810, decode.d0.loss_dice: 0.7338, decode.d1.loss_cls: 0.2557, decode.d1.loss_mask: 0.4599, decode.d1.loss_dice: 0.7014, decode.d2.loss_cls: 0.2209, decode.d2.loss_mask: 0.4501, decode.d2.loss_dice: 0.6829, decode.d3.loss_cls: 0.2115, decode.d3.loss_mask: 0.4454, decode.d3.loss_dice: 0.6752, decode.d4.loss_cls: 0.2017, decode.d4.loss_mask: 0.4431, decode.d4.loss_dice: 0.6707, decode.d5.loss_cls: 0.1948, decode.d5.loss_mask: 0.4453, decode.d5.loss_dice: 0.6734, decode.d6.loss_cls: 0.1901, decode.d6.loss_mask: 0.4430, decode.d6.loss_dice: 0.6713, decode.d7.loss_cls: 0.1851, decode.d7.loss_mask: 0.4441, decode.d7.loss_dice: 0.6693, decode.d8.loss_cls: 0.1858, decode.d8.loss_mask: 0.4432, decode.d8.loss_dice: 0.6705, loss: 14.3244, grad_norm: 58.8460 2023-12-26 09:59:42,892 - mmseg - INFO - Iter [120950/160000] lr: 2.441e-05, eta: 5:26:31, time: 0.490, data_time: 0.015, memory: 40245, decode.loss_cls: 0.1824, decode.loss_mask: 0.4572, decode.loss_dice: 0.6815, decode.d0.loss_cls: 1.1630, decode.d0.loss_mask: 0.4942, decode.d0.loss_dice: 0.7643, decode.d1.loss_cls: 0.2480, decode.d1.loss_mask: 0.4729, decode.d1.loss_dice: 0.7226, decode.d2.loss_cls: 0.2214, decode.d2.loss_mask: 0.4650, decode.d2.loss_dice: 0.6998, decode.d3.loss_cls: 0.2019, decode.d3.loss_mask: 0.4614, decode.d3.loss_dice: 0.6915, decode.d4.loss_cls: 0.1922, decode.d4.loss_mask: 0.4589, decode.d4.loss_dice: 0.6888, decode.d5.loss_cls: 0.1884, decode.d5.loss_mask: 0.4589, decode.d5.loss_dice: 0.6888, decode.d6.loss_cls: 0.1866, decode.d6.loss_mask: 0.4578, decode.d6.loss_dice: 0.6866, decode.d7.loss_cls: 0.1798, decode.d7.loss_mask: 0.4585, decode.d7.loss_dice: 0.6844, decode.d8.loss_cls: 0.1804, decode.d8.loss_mask: 0.4580, decode.d8.loss_dice: 0.6861, loss: 14.5813, grad_norm: 59.6248 2023-12-26 10:00:07,440 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 10:00:07,440 - mmseg - INFO - Iter [121000/160000] lr: 2.438e-05, eta: 5:26:05, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1892, decode.loss_mask: 0.4684, decode.loss_dice: 0.6867, decode.d0.loss_cls: 1.1658, decode.d0.loss_mask: 0.5065, decode.d0.loss_dice: 0.7615, decode.d1.loss_cls: 0.2580, decode.d1.loss_mask: 0.4794, decode.d1.loss_dice: 0.7264, decode.d2.loss_cls: 0.2233, decode.d2.loss_mask: 0.4739, decode.d2.loss_dice: 0.7044, decode.d3.loss_cls: 0.2140, decode.d3.loss_mask: 0.4713, decode.d3.loss_dice: 0.6962, decode.d4.loss_cls: 0.1993, decode.d4.loss_mask: 0.4687, decode.d4.loss_dice: 0.6909, decode.d5.loss_cls: 0.2046, decode.d5.loss_mask: 0.4686, decode.d5.loss_dice: 0.6891, decode.d6.loss_cls: 0.1969, decode.d6.loss_mask: 0.4682, decode.d6.loss_dice: 0.6862, decode.d7.loss_cls: 0.1900, decode.d7.loss_mask: 0.4685, decode.d7.loss_dice: 0.6852, decode.d8.loss_cls: 0.1889, decode.d8.loss_mask: 0.4685, decode.d8.loss_dice: 0.6858, loss: 14.7845, grad_norm: 62.5534 2023-12-26 10:00:31,908 - mmseg - INFO - Iter [121050/160000] lr: 2.434e-05, eta: 5:25:40, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2035, decode.loss_mask: 0.4615, decode.loss_dice: 0.7055, decode.d0.loss_cls: 1.1911, decode.d0.loss_mask: 0.5020, decode.d0.loss_dice: 0.7786, decode.d1.loss_cls: 0.2803, decode.d1.loss_mask: 0.4756, decode.d1.loss_dice: 0.7408, decode.d2.loss_cls: 0.2458, decode.d2.loss_mask: 0.4657, decode.d2.loss_dice: 0.7178, decode.d3.loss_cls: 0.2348, decode.d3.loss_mask: 0.4630, decode.d3.loss_dice: 0.7115, decode.d4.loss_cls: 0.2231, decode.d4.loss_mask: 0.4642, decode.d4.loss_dice: 0.7097, decode.d5.loss_cls: 0.2141, decode.d5.loss_mask: 0.4626, decode.d5.loss_dice: 0.7095, decode.d6.loss_cls: 0.2136, decode.d6.loss_mask: 0.4603, decode.d6.loss_dice: 0.7040, decode.d7.loss_cls: 0.2075, decode.d7.loss_mask: 0.4612, decode.d7.loss_dice: 0.7081, decode.d8.loss_cls: 0.2049, decode.d8.loss_mask: 0.4609, decode.d8.loss_dice: 0.7063, loss: 15.0875, grad_norm: 68.7268 2023-12-26 10:00:56,203 - mmseg - INFO - Iter [121100/160000] lr: 2.431e-05, eta: 5:25:15, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2027, decode.loss_mask: 0.4611, decode.loss_dice: 0.6981, decode.d0.loss_cls: 1.1883, decode.d0.loss_mask: 0.4945, decode.d0.loss_dice: 0.7659, decode.d1.loss_cls: 0.2739, decode.d1.loss_mask: 0.4788, decode.d1.loss_dice: 0.7375, decode.d2.loss_cls: 0.2413, decode.d2.loss_mask: 0.4693, decode.d2.loss_dice: 0.7161, decode.d3.loss_cls: 0.2316, decode.d3.loss_mask: 0.4656, decode.d3.loss_dice: 0.7072, decode.d4.loss_cls: 0.2174, decode.d4.loss_mask: 0.4645, decode.d4.loss_dice: 0.7053, decode.d5.loss_cls: 0.2100, decode.d5.loss_mask: 0.4623, decode.d5.loss_dice: 0.7009, decode.d6.loss_cls: 0.2073, decode.d6.loss_mask: 0.4606, decode.d6.loss_dice: 0.6969, decode.d7.loss_cls: 0.2034, decode.d7.loss_mask: 0.4610, decode.d7.loss_dice: 0.6935, decode.d8.loss_cls: 0.2008, decode.d8.loss_mask: 0.4615, decode.d8.loss_dice: 0.6952, loss: 14.9728, grad_norm: 60.9208 2023-12-26 10:01:23,053 - mmseg - INFO - Iter [121150/160000] lr: 2.428e-05, eta: 5:24:50, time: 0.537, data_time: 0.058, memory: 40245, decode.loss_cls: 0.1927, decode.loss_mask: 0.4432, decode.loss_dice: 0.6771, decode.d0.loss_cls: 1.1566, decode.d0.loss_mask: 0.4835, decode.d0.loss_dice: 0.7450, decode.d1.loss_cls: 0.2562, decode.d1.loss_mask: 0.4573, decode.d1.loss_dice: 0.7092, decode.d2.loss_cls: 0.2264, decode.d2.loss_mask: 0.4489, decode.d2.loss_dice: 0.6959, decode.d3.loss_cls: 0.2135, decode.d3.loss_mask: 0.4459, decode.d3.loss_dice: 0.6843, decode.d4.loss_cls: 0.1985, decode.d4.loss_mask: 0.4462, decode.d4.loss_dice: 0.6841, decode.d5.loss_cls: 0.1968, decode.d5.loss_mask: 0.4447, decode.d5.loss_dice: 0.6800, decode.d6.loss_cls: 0.1959, decode.d6.loss_mask: 0.4426, decode.d6.loss_dice: 0.6769, decode.d7.loss_cls: 0.1920, decode.d7.loss_mask: 0.4450, decode.d7.loss_dice: 0.6784, decode.d8.loss_cls: 0.1912, decode.d8.loss_mask: 0.4427, decode.d8.loss_dice: 0.6749, loss: 14.4258, grad_norm: 58.0752 2023-12-26 10:01:47,592 - mmseg - INFO - Iter [121200/160000] lr: 2.425e-05, eta: 5:24:25, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2006, decode.loss_mask: 0.4678, decode.loss_dice: 0.7044, decode.d0.loss_cls: 1.1941, decode.d0.loss_mask: 0.5087, decode.d0.loss_dice: 0.7702, decode.d1.loss_cls: 0.2749, decode.d1.loss_mask: 0.4829, decode.d1.loss_dice: 0.7445, decode.d2.loss_cls: 0.2427, decode.d2.loss_mask: 0.4743, decode.d2.loss_dice: 0.7221, decode.d3.loss_cls: 0.2212, decode.d3.loss_mask: 0.4712, decode.d3.loss_dice: 0.7113, decode.d4.loss_cls: 0.2157, decode.d4.loss_mask: 0.4695, decode.d4.loss_dice: 0.7067, decode.d5.loss_cls: 0.2096, decode.d5.loss_mask: 0.4709, decode.d5.loss_dice: 0.7057, decode.d6.loss_cls: 0.2063, decode.d6.loss_mask: 0.4692, decode.d6.loss_dice: 0.6999, decode.d7.loss_cls: 0.2053, decode.d7.loss_mask: 0.4695, decode.d7.loss_dice: 0.7017, decode.d8.loss_cls: 0.1994, decode.d8.loss_mask: 0.4673, decode.d8.loss_dice: 0.6990, loss: 15.0864, grad_norm: 60.0215 2023-12-26 10:02:12,055 - mmseg - INFO - Iter [121250/160000] lr: 2.422e-05, eta: 5:24:00, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1755, decode.loss_mask: 0.4660, decode.loss_dice: 0.6943, decode.d0.loss_cls: 1.1672, decode.d0.loss_mask: 0.5054, decode.d0.loss_dice: 0.7741, decode.d1.loss_cls: 0.2511, decode.d1.loss_mask: 0.4802, decode.d1.loss_dice: 0.7330, decode.d2.loss_cls: 0.2197, decode.d2.loss_mask: 0.4736, decode.d2.loss_dice: 0.7145, decode.d3.loss_cls: 0.1996, decode.d3.loss_mask: 0.4711, decode.d3.loss_dice: 0.7023, decode.d4.loss_cls: 0.1934, decode.d4.loss_mask: 0.4681, decode.d4.loss_dice: 0.7013, decode.d5.loss_cls: 0.1880, decode.d5.loss_mask: 0.4688, decode.d5.loss_dice: 0.6990, decode.d6.loss_cls: 0.1798, decode.d6.loss_mask: 0.4670, decode.d6.loss_dice: 0.7006, decode.d7.loss_cls: 0.1793, decode.d7.loss_mask: 0.4659, decode.d7.loss_dice: 0.6979, decode.d8.loss_cls: 0.1765, decode.d8.loss_mask: 0.4664, decode.d8.loss_dice: 0.6955, loss: 14.7750, grad_norm: 60.5659 2023-12-26 10:02:36,397 - mmseg - INFO - Iter [121300/160000] lr: 2.419e-05, eta: 5:23:34, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2170, decode.loss_mask: 0.4575, decode.loss_dice: 0.6860, decode.d0.loss_cls: 1.1757, decode.d0.loss_mask: 0.4957, decode.d0.loss_dice: 0.7563, decode.d1.loss_cls: 0.2794, decode.d1.loss_mask: 0.4714, decode.d1.loss_dice: 0.7236, decode.d2.loss_cls: 0.2578, decode.d2.loss_mask: 0.4627, decode.d2.loss_dice: 0.7050, decode.d3.loss_cls: 0.2450, decode.d3.loss_mask: 0.4606, decode.d3.loss_dice: 0.6904, decode.d4.loss_cls: 0.2285, decode.d4.loss_mask: 0.4598, decode.d4.loss_dice: 0.6917, decode.d5.loss_cls: 0.2276, decode.d5.loss_mask: 0.4586, decode.d5.loss_dice: 0.6848, decode.d6.loss_cls: 0.2264, decode.d6.loss_mask: 0.4548, decode.d6.loss_dice: 0.6834, decode.d7.loss_cls: 0.2216, decode.d7.loss_mask: 0.4557, decode.d7.loss_dice: 0.6832, decode.d8.loss_cls: 0.2148, decode.d8.loss_mask: 0.4567, decode.d8.loss_dice: 0.6858, loss: 14.9175, grad_norm: 64.9878 2023-12-26 10:03:00,895 - mmseg - INFO - Iter [121350/160000] lr: 2.416e-05, eta: 5:23:09, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1852, decode.loss_mask: 0.4347, decode.loss_dice: 0.6619, decode.d0.loss_cls: 1.1507, decode.d0.loss_mask: 0.4742, decode.d0.loss_dice: 0.7475, decode.d1.loss_cls: 0.2536, decode.d1.loss_mask: 0.4520, decode.d1.loss_dice: 0.7009, decode.d2.loss_cls: 0.2171, decode.d2.loss_mask: 0.4425, decode.d2.loss_dice: 0.6837, decode.d3.loss_cls: 0.2040, decode.d3.loss_mask: 0.4394, decode.d3.loss_dice: 0.6761, decode.d4.loss_cls: 0.1947, decode.d4.loss_mask: 0.4372, decode.d4.loss_dice: 0.6725, decode.d5.loss_cls: 0.1935, decode.d5.loss_mask: 0.4367, decode.d5.loss_dice: 0.6681, decode.d6.loss_cls: 0.1909, decode.d6.loss_mask: 0.4364, decode.d6.loss_dice: 0.6646, decode.d7.loss_cls: 0.1910, decode.d7.loss_mask: 0.4350, decode.d7.loss_dice: 0.6613, decode.d8.loss_cls: 0.1849, decode.d8.loss_mask: 0.4347, decode.d8.loss_dice: 0.6657, loss: 14.1908, grad_norm: 57.0580 2023-12-26 10:03:25,430 - mmseg - INFO - Iter [121400/160000] lr: 2.413e-05, eta: 5:22:44, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1854, decode.loss_mask: 0.4531, decode.loss_dice: 0.6831, decode.d0.loss_cls: 1.1708, decode.d0.loss_mask: 0.4968, decode.d0.loss_dice: 0.7538, decode.d1.loss_cls: 0.2523, decode.d1.loss_mask: 0.4714, decode.d1.loss_dice: 0.7200, decode.d2.loss_cls: 0.2231, decode.d2.loss_mask: 0.4610, decode.d2.loss_dice: 0.6999, decode.d3.loss_cls: 0.2095, decode.d3.loss_mask: 0.4560, decode.d3.loss_dice: 0.6874, decode.d4.loss_cls: 0.1927, decode.d4.loss_mask: 0.4556, decode.d4.loss_dice: 0.6903, decode.d5.loss_cls: 0.1947, decode.d5.loss_mask: 0.4537, decode.d5.loss_dice: 0.6853, decode.d6.loss_cls: 0.1881, decode.d6.loss_mask: 0.4544, decode.d6.loss_dice: 0.6813, decode.d7.loss_cls: 0.1837, decode.d7.loss_mask: 0.4532, decode.d7.loss_dice: 0.6835, decode.d8.loss_cls: 0.1878, decode.d8.loss_mask: 0.4523, decode.d8.loss_dice: 0.6815, loss: 14.5616, grad_norm: 64.8646 2023-12-26 10:03:49,800 - mmseg - INFO - Iter [121450/160000] lr: 2.409e-05, eta: 5:22:18, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1922, decode.loss_mask: 0.4616, decode.loss_dice: 0.6973, decode.d0.loss_cls: 1.1893, decode.d0.loss_mask: 0.5049, decode.d0.loss_dice: 0.7715, decode.d1.loss_cls: 0.2698, decode.d1.loss_mask: 0.4775, decode.d1.loss_dice: 0.7317, decode.d2.loss_cls: 0.2323, decode.d2.loss_mask: 0.4668, decode.d2.loss_dice: 0.7175, decode.d3.loss_cls: 0.2198, decode.d3.loss_mask: 0.4636, decode.d3.loss_dice: 0.7028, decode.d4.loss_cls: 0.2058, decode.d4.loss_mask: 0.4637, decode.d4.loss_dice: 0.7035, decode.d5.loss_cls: 0.2037, decode.d5.loss_mask: 0.4635, decode.d5.loss_dice: 0.7007, decode.d6.loss_cls: 0.1977, decode.d6.loss_mask: 0.4612, decode.d6.loss_dice: 0.6917, decode.d7.loss_cls: 0.1915, decode.d7.loss_mask: 0.4613, decode.d7.loss_dice: 0.6946, decode.d8.loss_cls: 0.1927, decode.d8.loss_mask: 0.4619, decode.d8.loss_dice: 0.6950, loss: 14.8872, grad_norm: 62.4148 2023-12-26 10:04:14,317 - mmseg - INFO - Iter [121500/160000] lr: 2.406e-05, eta: 5:21:53, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1958, decode.loss_mask: 0.4394, decode.loss_dice: 0.6820, decode.d0.loss_cls: 1.1758, decode.d0.loss_mask: 0.4763, decode.d0.loss_dice: 0.7522, decode.d1.loss_cls: 0.2700, decode.d1.loss_mask: 0.4586, decode.d1.loss_dice: 0.7185, decode.d2.loss_cls: 0.2408, decode.d2.loss_mask: 0.4488, decode.d2.loss_dice: 0.6934, decode.d3.loss_cls: 0.2273, decode.d3.loss_mask: 0.4444, decode.d3.loss_dice: 0.6811, decode.d4.loss_cls: 0.2115, decode.d4.loss_mask: 0.4445, decode.d4.loss_dice: 0.6792, decode.d5.loss_cls: 0.2031, decode.d5.loss_mask: 0.4423, decode.d5.loss_dice: 0.6833, decode.d6.loss_cls: 0.2037, decode.d6.loss_mask: 0.4420, decode.d6.loss_dice: 0.6773, decode.d7.loss_cls: 0.1954, decode.d7.loss_mask: 0.4412, decode.d7.loss_dice: 0.6806, decode.d8.loss_cls: 0.1980, decode.d8.loss_mask: 0.4396, decode.d8.loss_dice: 0.6790, loss: 14.5249, grad_norm: 56.9512 2023-12-26 10:04:38,652 - mmseg - INFO - Iter [121550/160000] lr: 2.403e-05, eta: 5:21:28, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1948, decode.loss_mask: 0.4329, decode.loss_dice: 0.6838, decode.d0.loss_cls: 1.1728, decode.d0.loss_mask: 0.4728, decode.d0.loss_dice: 0.7640, decode.d1.loss_cls: 0.2720, decode.d1.loss_mask: 0.4500, decode.d1.loss_dice: 0.7272, decode.d2.loss_cls: 0.2375, decode.d2.loss_mask: 0.4380, decode.d2.loss_dice: 0.7094, decode.d3.loss_cls: 0.2186, decode.d3.loss_mask: 0.4355, decode.d3.loss_dice: 0.6938, decode.d4.loss_cls: 0.2056, decode.d4.loss_mask: 0.4348, decode.d4.loss_dice: 0.6961, decode.d5.loss_cls: 0.2077, decode.d5.loss_mask: 0.4329, decode.d5.loss_dice: 0.6950, decode.d6.loss_cls: 0.1994, decode.d6.loss_mask: 0.4331, decode.d6.loss_dice: 0.6871, decode.d7.loss_cls: 0.1978, decode.d7.loss_mask: 0.4324, decode.d7.loss_dice: 0.6888, decode.d8.loss_cls: 0.1944, decode.d8.loss_mask: 0.4320, decode.d8.loss_dice: 0.6879, loss: 14.5283, grad_norm: 54.9602 2023-12-26 10:05:02,975 - mmseg - INFO - Iter [121600/160000] lr: 2.400e-05, eta: 5:21:02, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1937, decode.loss_mask: 0.4413, decode.loss_dice: 0.6772, decode.d0.loss_cls: 1.2200, decode.d0.loss_mask: 0.4807, decode.d0.loss_dice: 0.7545, decode.d1.loss_cls: 0.2667, decode.d1.loss_mask: 0.4537, decode.d1.loss_dice: 0.7130, decode.d2.loss_cls: 0.2325, decode.d2.loss_mask: 0.4480, decode.d2.loss_dice: 0.6944, decode.d3.loss_cls: 0.2188, decode.d3.loss_mask: 0.4436, decode.d3.loss_dice: 0.6850, decode.d4.loss_cls: 0.2076, decode.d4.loss_mask: 0.4424, decode.d4.loss_dice: 0.6849, decode.d5.loss_cls: 0.2050, decode.d5.loss_mask: 0.4427, decode.d5.loss_dice: 0.6821, decode.d6.loss_cls: 0.2023, decode.d6.loss_mask: 0.4426, decode.d6.loss_dice: 0.6790, decode.d7.loss_cls: 0.2025, decode.d7.loss_mask: 0.4424, decode.d7.loss_dice: 0.6764, decode.d8.loss_cls: 0.1963, decode.d8.loss_mask: 0.4424, decode.d8.loss_dice: 0.6781, loss: 14.5499, grad_norm: 58.6908 2023-12-26 10:05:27,518 - mmseg - INFO - Iter [121650/160000] lr: 2.397e-05, eta: 5:20:37, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1879, decode.loss_mask: 0.4423, decode.loss_dice: 0.6899, decode.d0.loss_cls: 1.1823, decode.d0.loss_mask: 0.4788, decode.d0.loss_dice: 0.7565, decode.d1.loss_cls: 0.2591, decode.d1.loss_mask: 0.4586, decode.d1.loss_dice: 0.7251, decode.d2.loss_cls: 0.2293, decode.d2.loss_mask: 0.4486, decode.d2.loss_dice: 0.7089, decode.d3.loss_cls: 0.2125, decode.d3.loss_mask: 0.4455, decode.d3.loss_dice: 0.6957, decode.d4.loss_cls: 0.2012, decode.d4.loss_mask: 0.4464, decode.d4.loss_dice: 0.6941, decode.d5.loss_cls: 0.1958, decode.d5.loss_mask: 0.4458, decode.d5.loss_dice: 0.6939, decode.d6.loss_cls: 0.1962, decode.d6.loss_mask: 0.4435, decode.d6.loss_dice: 0.6919, decode.d7.loss_cls: 0.1936, decode.d7.loss_mask: 0.4425, decode.d7.loss_dice: 0.6860, decode.d8.loss_cls: 0.1898, decode.d8.loss_mask: 0.4425, decode.d8.loss_dice: 0.6853, loss: 14.5696, grad_norm: 58.6701 2023-12-26 10:05:51,872 - mmseg - INFO - Iter [121700/160000] lr: 2.394e-05, eta: 5:20:12, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1982, decode.loss_mask: 0.4514, decode.loss_dice: 0.6679, decode.d0.loss_cls: 1.1754, decode.d0.loss_mask: 0.4895, decode.d0.loss_dice: 0.7368, decode.d1.loss_cls: 0.2630, decode.d1.loss_mask: 0.4695, decode.d1.loss_dice: 0.7118, decode.d2.loss_cls: 0.2348, decode.d2.loss_mask: 0.4617, decode.d2.loss_dice: 0.6888, decode.d3.loss_cls: 0.2171, decode.d3.loss_mask: 0.4584, decode.d3.loss_dice: 0.6758, decode.d4.loss_cls: 0.2096, decode.d4.loss_mask: 0.4566, decode.d4.loss_dice: 0.6781, decode.d5.loss_cls: 0.2034, decode.d5.loss_mask: 0.4560, decode.d5.loss_dice: 0.6757, decode.d6.loss_cls: 0.2023, decode.d6.loss_mask: 0.4530, decode.d6.loss_dice: 0.6683, decode.d7.loss_cls: 0.1974, decode.d7.loss_mask: 0.4526, decode.d7.loss_dice: 0.6704, decode.d8.loss_cls: 0.1997, decode.d8.loss_mask: 0.4520, decode.d8.loss_dice: 0.6691, loss: 14.5444, grad_norm: 64.6420 2023-12-26 10:06:16,100 - mmseg - INFO - Iter [121750/160000] lr: 2.391e-05, eta: 5:19:46, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1911, decode.loss_mask: 0.4373, decode.loss_dice: 0.6618, decode.d0.loss_cls: 1.1586, decode.d0.loss_mask: 0.4758, decode.d0.loss_dice: 0.7334, decode.d1.loss_cls: 0.2616, decode.d1.loss_mask: 0.4512, decode.d1.loss_dice: 0.7011, decode.d2.loss_cls: 0.2311, decode.d2.loss_mask: 0.4425, decode.d2.loss_dice: 0.6830, decode.d3.loss_cls: 0.2142, decode.d3.loss_mask: 0.4404, decode.d3.loss_dice: 0.6698, decode.d4.loss_cls: 0.2050, decode.d4.loss_mask: 0.4389, decode.d4.loss_dice: 0.6701, decode.d5.loss_cls: 0.1955, decode.d5.loss_mask: 0.4382, decode.d5.loss_dice: 0.6696, decode.d6.loss_cls: 0.1966, decode.d6.loss_mask: 0.4372, decode.d6.loss_dice: 0.6629, decode.d7.loss_cls: 0.1911, decode.d7.loss_mask: 0.4368, decode.d7.loss_dice: 0.6605, decode.d8.loss_cls: 0.1855, decode.d8.loss_mask: 0.4370, decode.d8.loss_dice: 0.6649, loss: 14.2427, grad_norm: 67.1620 2023-12-26 10:06:40,189 - mmseg - INFO - Iter [121800/160000] lr: 2.388e-05, eta: 5:19:21, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1887, decode.loss_mask: 0.4545, decode.loss_dice: 0.6722, decode.d0.loss_cls: 1.1757, decode.d0.loss_mask: 0.4895, decode.d0.loss_dice: 0.7418, decode.d1.loss_cls: 0.2607, decode.d1.loss_mask: 0.4678, decode.d1.loss_dice: 0.7082, decode.d2.loss_cls: 0.2320, decode.d2.loss_mask: 0.4606, decode.d2.loss_dice: 0.6876, decode.d3.loss_cls: 0.2126, decode.d3.loss_mask: 0.4578, decode.d3.loss_dice: 0.6734, decode.d4.loss_cls: 0.2019, decode.d4.loss_mask: 0.4559, decode.d4.loss_dice: 0.6787, decode.d5.loss_cls: 0.1975, decode.d5.loss_mask: 0.4545, decode.d5.loss_dice: 0.6739, decode.d6.loss_cls: 0.1926, decode.d6.loss_mask: 0.4539, decode.d6.loss_dice: 0.6681, decode.d7.loss_cls: 0.1904, decode.d7.loss_mask: 0.4548, decode.d7.loss_dice: 0.6672, decode.d8.loss_cls: 0.1855, decode.d8.loss_mask: 0.4552, decode.d8.loss_dice: 0.6699, loss: 14.4832, grad_norm: 57.7629 2023-12-26 10:07:04,469 - mmseg - INFO - Iter [121850/160000] lr: 2.384e-05, eta: 5:18:56, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1887, decode.loss_mask: 0.4533, decode.loss_dice: 0.6874, decode.d0.loss_cls: 1.1780, decode.d0.loss_mask: 0.4888, decode.d0.loss_dice: 0.7623, decode.d1.loss_cls: 0.2583, decode.d1.loss_mask: 0.4692, decode.d1.loss_dice: 0.7275, decode.d2.loss_cls: 0.2301, decode.d2.loss_mask: 0.4575, decode.d2.loss_dice: 0.7043, decode.d3.loss_cls: 0.2157, decode.d3.loss_mask: 0.4555, decode.d3.loss_dice: 0.6928, decode.d4.loss_cls: 0.2044, decode.d4.loss_mask: 0.4554, decode.d4.loss_dice: 0.6875, decode.d5.loss_cls: 0.1972, decode.d5.loss_mask: 0.4550, decode.d5.loss_dice: 0.6913, decode.d6.loss_cls: 0.1971, decode.d6.loss_mask: 0.4553, decode.d6.loss_dice: 0.6912, decode.d7.loss_cls: 0.1901, decode.d7.loss_mask: 0.4541, decode.d7.loss_dice: 0.6875, decode.d8.loss_cls: 0.1894, decode.d8.loss_mask: 0.4544, decode.d8.loss_dice: 0.6870, loss: 14.6661, grad_norm: 64.2176 2023-12-26 10:07:28,879 - mmseg - INFO - Iter [121900/160000] lr: 2.381e-05, eta: 5:18:30, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1993, decode.loss_mask: 0.4424, decode.loss_dice: 0.6776, decode.d0.loss_cls: 1.1887, decode.d0.loss_mask: 0.4831, decode.d0.loss_dice: 0.7548, decode.d1.loss_cls: 0.2737, decode.d1.loss_mask: 0.4619, decode.d1.loss_dice: 0.7165, decode.d2.loss_cls: 0.2371, decode.d2.loss_mask: 0.4519, decode.d2.loss_dice: 0.7025, decode.d3.loss_cls: 0.2232, decode.d3.loss_mask: 0.4460, decode.d3.loss_dice: 0.6886, decode.d4.loss_cls: 0.2158, decode.d4.loss_mask: 0.4438, decode.d4.loss_dice: 0.6875, decode.d5.loss_cls: 0.2103, decode.d5.loss_mask: 0.4438, decode.d5.loss_dice: 0.6838, decode.d6.loss_cls: 0.2073, decode.d6.loss_mask: 0.4417, decode.d6.loss_dice: 0.6816, decode.d7.loss_cls: 0.2023, decode.d7.loss_mask: 0.4415, decode.d7.loss_dice: 0.6771, decode.d8.loss_cls: 0.1992, decode.d8.loss_mask: 0.4419, decode.d8.loss_dice: 0.6820, loss: 14.6070, grad_norm: 60.9049 2023-12-26 10:07:53,197 - mmseg - INFO - Iter [121950/160000] lr: 2.378e-05, eta: 5:18:05, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1849, decode.loss_mask: 0.4622, decode.loss_dice: 0.6843, decode.d0.loss_cls: 1.1787, decode.d0.loss_mask: 0.4994, decode.d0.loss_dice: 0.7617, decode.d1.loss_cls: 0.2608, decode.d1.loss_mask: 0.4745, decode.d1.loss_dice: 0.7176, decode.d2.loss_cls: 0.2250, decode.d2.loss_mask: 0.4684, decode.d2.loss_dice: 0.7040, decode.d3.loss_cls: 0.2138, decode.d3.loss_mask: 0.4647, decode.d3.loss_dice: 0.6917, decode.d4.loss_cls: 0.2042, decode.d4.loss_mask: 0.4639, decode.d4.loss_dice: 0.6912, decode.d5.loss_cls: 0.1958, decode.d5.loss_mask: 0.4635, decode.d5.loss_dice: 0.6904, decode.d6.loss_cls: 0.1899, decode.d6.loss_mask: 0.4644, decode.d6.loss_dice: 0.6841, decode.d7.loss_cls: 0.1846, decode.d7.loss_mask: 0.4629, decode.d7.loss_dice: 0.6884, decode.d8.loss_cls: 0.1844, decode.d8.loss_mask: 0.4622, decode.d8.loss_dice: 0.6892, loss: 14.7106, grad_norm: 62.1052 2023-12-26 10:08:17,654 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 10:08:17,654 - mmseg - INFO - Iter [122000/160000] lr: 2.375e-05, eta: 5:17:40, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2020, decode.loss_mask: 0.4566, decode.loss_dice: 0.6918, decode.d0.loss_cls: 1.1611, decode.d0.loss_mask: 0.5017, decode.d0.loss_dice: 0.7707, decode.d1.loss_cls: 0.2619, decode.d1.loss_mask: 0.4784, decode.d1.loss_dice: 0.7300, decode.d2.loss_cls: 0.2330, decode.d2.loss_mask: 0.4676, decode.d2.loss_dice: 0.7089, decode.d3.loss_cls: 0.2238, decode.d3.loss_mask: 0.4600, decode.d3.loss_dice: 0.6971, decode.d4.loss_cls: 0.2185, decode.d4.loss_mask: 0.4592, decode.d4.loss_dice: 0.6978, decode.d5.loss_cls: 0.2170, decode.d5.loss_mask: 0.4576, decode.d5.loss_dice: 0.6923, decode.d6.loss_cls: 0.2120, decode.d6.loss_mask: 0.4578, decode.d6.loss_dice: 0.6901, decode.d7.loss_cls: 0.2059, decode.d7.loss_mask: 0.4583, decode.d7.loss_dice: 0.6904, decode.d8.loss_cls: 0.2044, decode.d8.loss_mask: 0.4580, decode.d8.loss_dice: 0.6932, loss: 14.8569, grad_norm: 62.9438 2023-12-26 10:08:42,216 - mmseg - INFO - Iter [122050/160000] lr: 2.372e-05, eta: 5:17:14, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1856, decode.loss_mask: 0.4571, decode.loss_dice: 0.6980, decode.d0.loss_cls: 1.1681, decode.d0.loss_mask: 0.4992, decode.d0.loss_dice: 0.7755, decode.d1.loss_cls: 0.2566, decode.d1.loss_mask: 0.4761, decode.d1.loss_dice: 0.7391, decode.d2.loss_cls: 0.2201, decode.d2.loss_mask: 0.4666, decode.d2.loss_dice: 0.7139, decode.d3.loss_cls: 0.2118, decode.d3.loss_mask: 0.4617, decode.d3.loss_dice: 0.7035, decode.d4.loss_cls: 0.1998, decode.d4.loss_mask: 0.4611, decode.d4.loss_dice: 0.7112, decode.d5.loss_cls: 0.1944, decode.d5.loss_mask: 0.4579, decode.d5.loss_dice: 0.7017, decode.d6.loss_cls: 0.1945, decode.d6.loss_mask: 0.4572, decode.d6.loss_dice: 0.6960, decode.d7.loss_cls: 0.1910, decode.d7.loss_mask: 0.4592, decode.d7.loss_dice: 0.7010, decode.d8.loss_cls: 0.1902, decode.d8.loss_mask: 0.4584, decode.d8.loss_dice: 0.6995, loss: 14.8060, grad_norm: 61.3195 2023-12-26 10:09:06,506 - mmseg - INFO - Iter [122100/160000] lr: 2.369e-05, eta: 5:16:49, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1805, decode.loss_mask: 0.4699, decode.loss_dice: 0.7060, decode.d0.loss_cls: 1.1853, decode.d0.loss_mask: 0.5092, decode.d0.loss_dice: 0.7769, decode.d1.loss_cls: 0.2599, decode.d1.loss_mask: 0.4866, decode.d1.loss_dice: 0.7425, decode.d2.loss_cls: 0.2326, decode.d2.loss_mask: 0.4765, decode.d2.loss_dice: 0.7198, decode.d3.loss_cls: 0.2133, decode.d3.loss_mask: 0.4752, decode.d3.loss_dice: 0.7082, decode.d4.loss_cls: 0.1979, decode.d4.loss_mask: 0.4747, decode.d4.loss_dice: 0.7068, decode.d5.loss_cls: 0.1953, decode.d5.loss_mask: 0.4719, decode.d5.loss_dice: 0.7064, decode.d6.loss_cls: 0.1885, decode.d6.loss_mask: 0.4703, decode.d6.loss_dice: 0.7007, decode.d7.loss_cls: 0.1837, decode.d7.loss_mask: 0.4702, decode.d7.loss_dice: 0.7037, decode.d8.loss_cls: 0.1787, decode.d8.loss_mask: 0.4714, decode.d8.loss_dice: 0.7013, loss: 14.9639, grad_norm: 71.3227 2023-12-26 10:09:31,061 - mmseg - INFO - Iter [122150/160000] lr: 2.366e-05, eta: 5:16:24, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1994, decode.loss_mask: 0.4508, decode.loss_dice: 0.7004, decode.d0.loss_cls: 1.2312, decode.d0.loss_mask: 0.4881, decode.d0.loss_dice: 0.7761, decode.d1.loss_cls: 0.2825, decode.d1.loss_mask: 0.4666, decode.d1.loss_dice: 0.7392, decode.d2.loss_cls: 0.2411, decode.d2.loss_mask: 0.4576, decode.d2.loss_dice: 0.7198, decode.d3.loss_cls: 0.2294, decode.d3.loss_mask: 0.4559, decode.d3.loss_dice: 0.7067, decode.d4.loss_cls: 0.2209, decode.d4.loss_mask: 0.4538, decode.d4.loss_dice: 0.7053, decode.d5.loss_cls: 0.2133, decode.d5.loss_mask: 0.4518, decode.d5.loss_dice: 0.7016, decode.d6.loss_cls: 0.2111, decode.d6.loss_mask: 0.4514, decode.d6.loss_dice: 0.7009, decode.d7.loss_cls: 0.2045, decode.d7.loss_mask: 0.4500, decode.d7.loss_dice: 0.7006, decode.d8.loss_cls: 0.2023, decode.d8.loss_mask: 0.4506, decode.d8.loss_dice: 0.7033, loss: 14.9663, grad_norm: 59.1014 2023-12-26 10:09:55,635 - mmseg - INFO - Iter [122200/160000] lr: 2.363e-05, eta: 5:15:59, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1835, decode.loss_mask: 0.4686, decode.loss_dice: 0.7149, decode.d0.loss_cls: 1.2027, decode.d0.loss_mask: 0.5080, decode.d0.loss_dice: 0.7808, decode.d1.loss_cls: 0.2627, decode.d1.loss_mask: 0.4821, decode.d1.loss_dice: 0.7530, decode.d2.loss_cls: 0.2275, decode.d2.loss_mask: 0.4737, decode.d2.loss_dice: 0.7299, decode.d3.loss_cls: 0.2140, decode.d3.loss_mask: 0.4711, decode.d3.loss_dice: 0.7182, decode.d4.loss_cls: 0.2044, decode.d4.loss_mask: 0.4716, decode.d4.loss_dice: 0.7157, decode.d5.loss_cls: 0.1993, decode.d5.loss_mask: 0.4697, decode.d5.loss_dice: 0.7131, decode.d6.loss_cls: 0.1941, decode.d6.loss_mask: 0.4686, decode.d6.loss_dice: 0.7080, decode.d7.loss_cls: 0.1927, decode.d7.loss_mask: 0.4677, decode.d7.loss_dice: 0.7078, decode.d8.loss_cls: 0.1868, decode.d8.loss_mask: 0.4683, decode.d8.loss_dice: 0.7094, loss: 15.0681, grad_norm: 60.1450 2023-12-26 10:10:19,979 - mmseg - INFO - Iter [122250/160000] lr: 2.359e-05, eta: 5:15:33, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1869, decode.loss_mask: 0.4723, decode.loss_dice: 0.6876, decode.d0.loss_cls: 1.1469, decode.d0.loss_mask: 0.5189, decode.d0.loss_dice: 0.7669, decode.d1.loss_cls: 0.2635, decode.d1.loss_mask: 0.4885, decode.d1.loss_dice: 0.7308, decode.d2.loss_cls: 0.2332, decode.d2.loss_mask: 0.4817, decode.d2.loss_dice: 0.7074, decode.d3.loss_cls: 0.2178, decode.d3.loss_mask: 0.4777, decode.d3.loss_dice: 0.6985, decode.d4.loss_cls: 0.2065, decode.d4.loss_mask: 0.4761, decode.d4.loss_dice: 0.6978, decode.d5.loss_cls: 0.1946, decode.d5.loss_mask: 0.4749, decode.d5.loss_dice: 0.6975, decode.d6.loss_cls: 0.1956, decode.d6.loss_mask: 0.4735, decode.d6.loss_dice: 0.6914, decode.d7.loss_cls: 0.1890, decode.d7.loss_mask: 0.4741, decode.d7.loss_dice: 0.6880, decode.d8.loss_cls: 0.1848, decode.d8.loss_mask: 0.4741, decode.d8.loss_dice: 0.6897, loss: 14.8863, grad_norm: 66.7821 2023-12-26 10:10:44,512 - mmseg - INFO - Iter [122300/160000] lr: 2.356e-05, eta: 5:15:08, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1849, decode.loss_mask: 0.4499, decode.loss_dice: 0.6656, decode.d0.loss_cls: 1.1760, decode.d0.loss_mask: 0.4905, decode.d0.loss_dice: 0.7377, decode.d1.loss_cls: 0.2625, decode.d1.loss_mask: 0.4640, decode.d1.loss_dice: 0.7038, decode.d2.loss_cls: 0.2195, decode.d2.loss_mask: 0.4565, decode.d2.loss_dice: 0.6857, decode.d3.loss_cls: 0.2063, decode.d3.loss_mask: 0.4511, decode.d3.loss_dice: 0.6750, decode.d4.loss_cls: 0.2012, decode.d4.loss_mask: 0.4514, decode.d4.loss_dice: 0.6710, decode.d5.loss_cls: 0.1914, decode.d5.loss_mask: 0.4508, decode.d5.loss_dice: 0.6712, decode.d6.loss_cls: 0.1843, decode.d6.loss_mask: 0.4504, decode.d6.loss_dice: 0.6652, decode.d7.loss_cls: 0.1825, decode.d7.loss_mask: 0.4502, decode.d7.loss_dice: 0.6662, decode.d8.loss_cls: 0.1879, decode.d8.loss_mask: 0.4504, decode.d8.loss_dice: 0.6635, loss: 14.3665, grad_norm: 62.1916 2023-12-26 10:11:09,060 - mmseg - INFO - Iter [122350/160000] lr: 2.353e-05, eta: 5:14:43, time: 0.493, data_time: 0.014, memory: 40245, decode.loss_cls: 0.1768, decode.loss_mask: 0.4598, decode.loss_dice: 0.6798, decode.d0.loss_cls: 1.1789, decode.d0.loss_mask: 0.4934, decode.d0.loss_dice: 0.7432, decode.d1.loss_cls: 0.2594, decode.d1.loss_mask: 0.4731, decode.d1.loss_dice: 0.7148, decode.d2.loss_cls: 0.2288, decode.d2.loss_mask: 0.4630, decode.d2.loss_dice: 0.6907, decode.d3.loss_cls: 0.2089, decode.d3.loss_mask: 0.4620, decode.d3.loss_dice: 0.6853, decode.d4.loss_cls: 0.1963, decode.d4.loss_mask: 0.4614, decode.d4.loss_dice: 0.6830, decode.d5.loss_cls: 0.1901, decode.d5.loss_mask: 0.4617, decode.d5.loss_dice: 0.6793, decode.d6.loss_cls: 0.1874, decode.d6.loss_mask: 0.4603, decode.d6.loss_dice: 0.6792, decode.d7.loss_cls: 0.1760, decode.d7.loss_mask: 0.4604, decode.d7.loss_dice: 0.6779, decode.d8.loss_cls: 0.1785, decode.d8.loss_mask: 0.4600, decode.d8.loss_dice: 0.6787, loss: 14.5483, grad_norm: 60.9204 2023-12-26 10:11:33,405 - mmseg - INFO - Iter [122400/160000] lr: 2.350e-05, eta: 5:14:17, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1928, decode.loss_mask: 0.4673, decode.loss_dice: 0.6861, decode.d0.loss_cls: 1.1685, decode.d0.loss_mask: 0.5038, decode.d0.loss_dice: 0.7624, decode.d1.loss_cls: 0.2643, decode.d1.loss_mask: 0.4840, decode.d1.loss_dice: 0.7276, decode.d2.loss_cls: 0.2315, decode.d2.loss_mask: 0.4778, decode.d2.loss_dice: 0.7090, decode.d3.loss_cls: 0.2162, decode.d3.loss_mask: 0.4701, decode.d3.loss_dice: 0.6970, decode.d4.loss_cls: 0.2105, decode.d4.loss_mask: 0.4703, decode.d4.loss_dice: 0.6934, decode.d5.loss_cls: 0.2058, decode.d5.loss_mask: 0.4697, decode.d5.loss_dice: 0.6951, decode.d6.loss_cls: 0.1990, decode.d6.loss_mask: 0.4688, decode.d6.loss_dice: 0.6883, decode.d7.loss_cls: 0.1949, decode.d7.loss_mask: 0.4681, decode.d7.loss_dice: 0.6861, decode.d8.loss_cls: 0.1927, decode.d8.loss_mask: 0.4673, decode.d8.loss_dice: 0.6883, loss: 14.8565, grad_norm: 60.5083 2023-12-26 10:12:00,163 - mmseg - INFO - Iter [122450/160000] lr: 2.347e-05, eta: 5:13:53, time: 0.535, data_time: 0.057, memory: 40245, decode.loss_cls: 0.2119, decode.loss_mask: 0.4459, decode.loss_dice: 0.6717, decode.d0.loss_cls: 1.1585, decode.d0.loss_mask: 0.4873, decode.d0.loss_dice: 0.7476, decode.d1.loss_cls: 0.2813, decode.d1.loss_mask: 0.4636, decode.d1.loss_dice: 0.7167, decode.d2.loss_cls: 0.2512, decode.d2.loss_mask: 0.4564, decode.d2.loss_dice: 0.6901, decode.d3.loss_cls: 0.2393, decode.d3.loss_mask: 0.4507, decode.d3.loss_dice: 0.6794, decode.d4.loss_cls: 0.2284, decode.d4.loss_mask: 0.4478, decode.d4.loss_dice: 0.6777, decode.d5.loss_cls: 0.2234, decode.d5.loss_mask: 0.4466, decode.d5.loss_dice: 0.6733, decode.d6.loss_cls: 0.2202, decode.d6.loss_mask: 0.4478, decode.d6.loss_dice: 0.6726, decode.d7.loss_cls: 0.2169, decode.d7.loss_mask: 0.4456, decode.d7.loss_dice: 0.6702, decode.d8.loss_cls: 0.2111, decode.d8.loss_mask: 0.4459, decode.d8.loss_dice: 0.6698, loss: 14.6493, grad_norm: 60.4731 2023-12-26 10:12:24,489 - mmseg - INFO - Iter [122500/160000] lr: 2.344e-05, eta: 5:13:28, time: 0.487, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1979, decode.loss_mask: 0.4253, decode.loss_dice: 0.6791, decode.d0.loss_cls: 1.2032, decode.d0.loss_mask: 0.4681, decode.d0.loss_dice: 0.7531, decode.d1.loss_cls: 0.2716, decode.d1.loss_mask: 0.4449, decode.d1.loss_dice: 0.7063, decode.d2.loss_cls: 0.2345, decode.d2.loss_mask: 0.4339, decode.d2.loss_dice: 0.6950, decode.d3.loss_cls: 0.2217, decode.d3.loss_mask: 0.4296, decode.d3.loss_dice: 0.6792, decode.d4.loss_cls: 0.2086, decode.d4.loss_mask: 0.4285, decode.d4.loss_dice: 0.6814, decode.d5.loss_cls: 0.2020, decode.d5.loss_mask: 0.4277, decode.d5.loss_dice: 0.6808, decode.d6.loss_cls: 0.2019, decode.d6.loss_mask: 0.4257, decode.d6.loss_dice: 0.6728, decode.d7.loss_cls: 0.2002, decode.d7.loss_mask: 0.4257, decode.d7.loss_dice: 0.6742, decode.d8.loss_cls: 0.1976, decode.d8.loss_mask: 0.4259, decode.d8.loss_dice: 0.6767, loss: 14.3733, grad_norm: 61.4798 2023-12-26 10:12:48,892 - mmseg - INFO - Iter [122550/160000] lr: 2.341e-05, eta: 5:13:02, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1902, decode.loss_mask: 0.4548, decode.loss_dice: 0.6935, decode.d0.loss_cls: 1.1795, decode.d0.loss_mask: 0.4972, decode.d0.loss_dice: 0.7689, decode.d1.loss_cls: 0.2681, decode.d1.loss_mask: 0.4734, decode.d1.loss_dice: 0.7323, decode.d2.loss_cls: 0.2266, decode.d2.loss_mask: 0.4660, decode.d2.loss_dice: 0.7128, decode.d3.loss_cls: 0.2160, decode.d3.loss_mask: 0.4632, decode.d3.loss_dice: 0.7009, decode.d4.loss_cls: 0.2109, decode.d4.loss_mask: 0.4601, decode.d4.loss_dice: 0.6995, decode.d5.loss_cls: 0.2064, decode.d5.loss_mask: 0.4592, decode.d5.loss_dice: 0.6933, decode.d6.loss_cls: 0.2012, decode.d6.loss_mask: 0.4579, decode.d6.loss_dice: 0.6906, decode.d7.loss_cls: 0.1981, decode.d7.loss_mask: 0.4565, decode.d7.loss_dice: 0.6864, decode.d8.loss_cls: 0.1918, decode.d8.loss_mask: 0.4560, decode.d8.loss_dice: 0.6933, loss: 14.8048, grad_norm: 70.4217 2023-12-26 10:13:13,088 - mmseg - INFO - Iter [122600/160000] lr: 2.338e-05, eta: 5:12:37, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1774, decode.loss_mask: 0.4583, decode.loss_dice: 0.6706, decode.d0.loss_cls: 1.1519, decode.d0.loss_mask: 0.4901, decode.d0.loss_dice: 0.7418, decode.d1.loss_cls: 0.2447, decode.d1.loss_mask: 0.4708, decode.d1.loss_dice: 0.7078, decode.d2.loss_cls: 0.2150, decode.d2.loss_mask: 0.4603, decode.d2.loss_dice: 0.6871, decode.d3.loss_cls: 0.2040, decode.d3.loss_mask: 0.4605, decode.d3.loss_dice: 0.6734, decode.d4.loss_cls: 0.1898, decode.d4.loss_mask: 0.4596, decode.d4.loss_dice: 0.6786, decode.d5.loss_cls: 0.1855, decode.d5.loss_mask: 0.4575, decode.d5.loss_dice: 0.6726, decode.d6.loss_cls: 0.1819, decode.d6.loss_mask: 0.4565, decode.d6.loss_dice: 0.6710, decode.d7.loss_cls: 0.1799, decode.d7.loss_mask: 0.4559, decode.d7.loss_dice: 0.6700, decode.d8.loss_cls: 0.1769, decode.d8.loss_mask: 0.4564, decode.d8.loss_dice: 0.6705, loss: 14.3763, grad_norm: 58.2898 2023-12-26 10:13:37,589 - mmseg - INFO - Iter [122650/160000] lr: 2.334e-05, eta: 5:12:12, time: 0.490, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1799, decode.loss_mask: 0.4841, decode.loss_dice: 0.6941, decode.d0.loss_cls: 1.1386, decode.d0.loss_mask: 0.5213, decode.d0.loss_dice: 0.7557, decode.d1.loss_cls: 0.2500, decode.d1.loss_mask: 0.4995, decode.d1.loss_dice: 0.7301, decode.d2.loss_cls: 0.2212, decode.d2.loss_mask: 0.4879, decode.d2.loss_dice: 0.7069, decode.d3.loss_cls: 0.2053, decode.d3.loss_mask: 0.4855, decode.d3.loss_dice: 0.6994, decode.d4.loss_cls: 0.1994, decode.d4.loss_mask: 0.4853, decode.d4.loss_dice: 0.6997, decode.d5.loss_cls: 0.1936, decode.d5.loss_mask: 0.4844, decode.d5.loss_dice: 0.6948, decode.d6.loss_cls: 0.1940, decode.d6.loss_mask: 0.4833, decode.d6.loss_dice: 0.6932, decode.d7.loss_cls: 0.1853, decode.d7.loss_mask: 0.4834, decode.d7.loss_dice: 0.6967, decode.d8.loss_cls: 0.1858, decode.d8.loss_mask: 0.4842, decode.d8.loss_dice: 0.6939, loss: 14.9163, grad_norm: 63.6051 2023-12-26 10:14:01,993 - mmseg - INFO - Iter [122700/160000] lr: 2.331e-05, eta: 5:11:46, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1989, decode.loss_mask: 0.4520, decode.loss_dice: 0.6946, decode.d0.loss_cls: 1.1888, decode.d0.loss_mask: 0.4908, decode.d0.loss_dice: 0.7643, decode.d1.loss_cls: 0.2748, decode.d1.loss_mask: 0.4641, decode.d1.loss_dice: 0.7220, decode.d2.loss_cls: 0.2430, decode.d2.loss_mask: 0.4573, decode.d2.loss_dice: 0.7041, decode.d3.loss_cls: 0.2284, decode.d3.loss_mask: 0.4544, decode.d3.loss_dice: 0.6928, decode.d4.loss_cls: 0.2196, decode.d4.loss_mask: 0.4542, decode.d4.loss_dice: 0.6936, decode.d5.loss_cls: 0.2086, decode.d5.loss_mask: 0.4548, decode.d5.loss_dice: 0.6941, decode.d6.loss_cls: 0.2038, decode.d6.loss_mask: 0.4523, decode.d6.loss_dice: 0.6884, decode.d7.loss_cls: 0.1963, decode.d7.loss_mask: 0.4531, decode.d7.loss_dice: 0.6915, decode.d8.loss_cls: 0.1982, decode.d8.loss_mask: 0.4529, decode.d8.loss_dice: 0.6873, loss: 14.7789, grad_norm: 65.5501 2023-12-26 10:14:26,278 - mmseg - INFO - Iter [122750/160000] lr: 2.328e-05, eta: 5:11:21, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2043, decode.loss_mask: 0.4456, decode.loss_dice: 0.6855, decode.d0.loss_cls: 1.2050, decode.d0.loss_mask: 0.4808, decode.d0.loss_dice: 0.7558, decode.d1.loss_cls: 0.2810, decode.d1.loss_mask: 0.4632, decode.d1.loss_dice: 0.7233, decode.d2.loss_cls: 0.2475, decode.d2.loss_mask: 0.4567, decode.d2.loss_dice: 0.7004, decode.d3.loss_cls: 0.2333, decode.d3.loss_mask: 0.4502, decode.d3.loss_dice: 0.6878, decode.d4.loss_cls: 0.2229, decode.d4.loss_mask: 0.4506, decode.d4.loss_dice: 0.6896, decode.d5.loss_cls: 0.2141, decode.d5.loss_mask: 0.4480, decode.d5.loss_dice: 0.6883, decode.d6.loss_cls: 0.2112, decode.d6.loss_mask: 0.4467, decode.d6.loss_dice: 0.6858, decode.d7.loss_cls: 0.2065, decode.d7.loss_mask: 0.4455, decode.d7.loss_dice: 0.6863, decode.d8.loss_cls: 0.2037, decode.d8.loss_mask: 0.4470, decode.d8.loss_dice: 0.6807, loss: 14.7470, grad_norm: 58.8319 2023-12-26 10:14:50,754 - mmseg - INFO - Iter [122800/160000] lr: 2.325e-05, eta: 5:10:56, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1998, decode.loss_mask: 0.4608, decode.loss_dice: 0.6626, decode.d0.loss_cls: 1.1655, decode.d0.loss_mask: 0.4977, decode.d0.loss_dice: 0.7348, decode.d1.loss_cls: 0.2713, decode.d1.loss_mask: 0.4746, decode.d1.loss_dice: 0.7004, decode.d2.loss_cls: 0.2451, decode.d2.loss_mask: 0.4661, decode.d2.loss_dice: 0.6839, decode.d3.loss_cls: 0.2290, decode.d3.loss_mask: 0.4623, decode.d3.loss_dice: 0.6706, decode.d4.loss_cls: 0.2144, decode.d4.loss_mask: 0.4623, decode.d4.loss_dice: 0.6703, decode.d5.loss_cls: 0.2085, decode.d5.loss_mask: 0.4619, decode.d5.loss_dice: 0.6699, decode.d6.loss_cls: 0.2097, decode.d6.loss_mask: 0.4614, decode.d6.loss_dice: 0.6665, decode.d7.loss_cls: 0.2014, decode.d7.loss_mask: 0.4605, decode.d7.loss_dice: 0.6668, decode.d8.loss_cls: 0.2000, decode.d8.loss_mask: 0.4606, decode.d8.loss_dice: 0.6635, loss: 14.6021, grad_norm: 57.0475 2023-12-26 10:15:15,085 - mmseg - INFO - Iter [122850/160000] lr: 2.322e-05, eta: 5:10:30, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1857, decode.loss_mask: 0.4446, decode.loss_dice: 0.6640, decode.d0.loss_cls: 1.1683, decode.d0.loss_mask: 0.4816, decode.d0.loss_dice: 0.7414, decode.d1.loss_cls: 0.2623, decode.d1.loss_mask: 0.4563, decode.d1.loss_dice: 0.6978, decode.d2.loss_cls: 0.2210, decode.d2.loss_mask: 0.4493, decode.d2.loss_dice: 0.6828, decode.d3.loss_cls: 0.2146, decode.d3.loss_mask: 0.4455, decode.d3.loss_dice: 0.6673, decode.d4.loss_cls: 0.2008, decode.d4.loss_mask: 0.4459, decode.d4.loss_dice: 0.6687, decode.d5.loss_cls: 0.1995, decode.d5.loss_mask: 0.4443, decode.d5.loss_dice: 0.6667, decode.d6.loss_cls: 0.1908, decode.d6.loss_mask: 0.4437, decode.d6.loss_dice: 0.6625, decode.d7.loss_cls: 0.1883, decode.d7.loss_mask: 0.4436, decode.d7.loss_dice: 0.6659, decode.d8.loss_cls: 0.1856, decode.d8.loss_mask: 0.4430, decode.d8.loss_dice: 0.6651, loss: 14.2966, grad_norm: 51.3009 2023-12-26 10:15:39,198 - mmseg - INFO - Iter [122900/160000] lr: 2.319e-05, eta: 5:10:05, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1985, decode.loss_mask: 0.4537, decode.loss_dice: 0.6947, decode.d0.loss_cls: 1.2032, decode.d0.loss_mask: 0.4871, decode.d0.loss_dice: 0.7583, decode.d1.loss_cls: 0.2762, decode.d1.loss_mask: 0.4662, decode.d1.loss_dice: 0.7258, decode.d2.loss_cls: 0.2437, decode.d2.loss_mask: 0.4616, decode.d2.loss_dice: 0.7073, decode.d3.loss_cls: 0.2255, decode.d3.loss_mask: 0.4584, decode.d3.loss_dice: 0.6945, decode.d4.loss_cls: 0.2176, decode.d4.loss_mask: 0.4568, decode.d4.loss_dice: 0.6956, decode.d5.loss_cls: 0.2094, decode.d5.loss_mask: 0.4561, decode.d5.loss_dice: 0.7017, decode.d6.loss_cls: 0.2072, decode.d6.loss_mask: 0.4547, decode.d6.loss_dice: 0.6940, decode.d7.loss_cls: 0.1990, decode.d7.loss_mask: 0.4559, decode.d7.loss_dice: 0.6951, decode.d8.loss_cls: 0.2002, decode.d8.loss_mask: 0.4533, decode.d8.loss_dice: 0.6946, loss: 14.8459, grad_norm: 63.5850 2023-12-26 10:16:03,461 - mmseg - INFO - Iter [122950/160000] lr: 2.316e-05, eta: 5:09:40, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1931, decode.loss_mask: 0.4614, decode.loss_dice: 0.6831, decode.d0.loss_cls: 1.1518, decode.d0.loss_mask: 0.4965, decode.d0.loss_dice: 0.7574, decode.d1.loss_cls: 0.2622, decode.d1.loss_mask: 0.4762, decode.d1.loss_dice: 0.7173, decode.d2.loss_cls: 0.2365, decode.d2.loss_mask: 0.4671, decode.d2.loss_dice: 0.6961, decode.d3.loss_cls: 0.2208, decode.d3.loss_mask: 0.4636, decode.d3.loss_dice: 0.6867, decode.d4.loss_cls: 0.2083, decode.d4.loss_mask: 0.4645, decode.d4.loss_dice: 0.6868, decode.d5.loss_cls: 0.2005, decode.d5.loss_mask: 0.4628, decode.d5.loss_dice: 0.6838, decode.d6.loss_cls: 0.1968, decode.d6.loss_mask: 0.4634, decode.d6.loss_dice: 0.6841, decode.d7.loss_cls: 0.1961, decode.d7.loss_mask: 0.4636, decode.d7.loss_dice: 0.6806, decode.d8.loss_cls: 0.1931, decode.d8.loss_mask: 0.4619, decode.d8.loss_dice: 0.6845, loss: 14.7006, grad_norm: 64.0517 2023-12-26 10:16:27,812 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 10:16:27,812 - mmseg - INFO - Iter [123000/160000] lr: 2.313e-05, eta: 5:09:14, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1871, decode.loss_mask: 0.4542, decode.loss_dice: 0.6736, decode.d0.loss_cls: 1.1996, decode.d0.loss_mask: 0.4930, decode.d0.loss_dice: 0.7557, decode.d1.loss_cls: 0.2623, decode.d1.loss_mask: 0.4718, decode.d1.loss_dice: 0.7191, decode.d2.loss_cls: 0.2280, decode.d2.loss_mask: 0.4618, decode.d2.loss_dice: 0.6990, decode.d3.loss_cls: 0.2117, decode.d3.loss_mask: 0.4589, decode.d3.loss_dice: 0.6843, decode.d4.loss_cls: 0.2046, decode.d4.loss_mask: 0.4565, decode.d4.loss_dice: 0.6804, decode.d5.loss_cls: 0.1969, decode.d5.loss_mask: 0.4562, decode.d5.loss_dice: 0.6854, decode.d6.loss_cls: 0.1975, decode.d6.loss_mask: 0.4555, decode.d6.loss_dice: 0.6794, decode.d7.loss_cls: 0.1922, decode.d7.loss_mask: 0.4536, decode.d7.loss_dice: 0.6763, decode.d8.loss_cls: 0.1931, decode.d8.loss_mask: 0.4535, decode.d8.loss_dice: 0.6767, loss: 14.6179, grad_norm: 63.2108 2023-12-26 10:16:52,228 - mmseg - INFO - Iter [123050/160000] lr: 2.309e-05, eta: 5:08:49, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1812, decode.loss_mask: 0.4717, decode.loss_dice: 0.7119, decode.d0.loss_cls: 1.1736, decode.d0.loss_mask: 0.5108, decode.d0.loss_dice: 0.7829, decode.d1.loss_cls: 0.2647, decode.d1.loss_mask: 0.4911, decode.d1.loss_dice: 0.7476, decode.d2.loss_cls: 0.2258, decode.d2.loss_mask: 0.4807, decode.d2.loss_dice: 0.7265, decode.d3.loss_cls: 0.2082, decode.d3.loss_mask: 0.4756, decode.d3.loss_dice: 0.7135, decode.d4.loss_cls: 0.1958, decode.d4.loss_mask: 0.4744, decode.d4.loss_dice: 0.7161, decode.d5.loss_cls: 0.1909, decode.d5.loss_mask: 0.4737, decode.d5.loss_dice: 0.7127, decode.d6.loss_cls: 0.1860, decode.d6.loss_mask: 0.4720, decode.d6.loss_dice: 0.7107, decode.d7.loss_cls: 0.1822, decode.d7.loss_mask: 0.4716, decode.d7.loss_dice: 0.7117, decode.d8.loss_cls: 0.1817, decode.d8.loss_mask: 0.4723, decode.d8.loss_dice: 0.7097, loss: 15.0273, grad_norm: 62.9689 2023-12-26 10:17:16,631 - mmseg - INFO - Iter [123100/160000] lr: 2.306e-05, eta: 5:08:24, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2052, decode.loss_mask: 0.4777, decode.loss_dice: 0.7104, decode.d0.loss_cls: 1.2050, decode.d0.loss_mask: 0.5164, decode.d0.loss_dice: 0.7804, decode.d1.loss_cls: 0.2797, decode.d1.loss_mask: 0.4960, decode.d1.loss_dice: 0.7460, decode.d2.loss_cls: 0.2473, decode.d2.loss_mask: 0.4832, decode.d2.loss_dice: 0.7270, decode.d3.loss_cls: 0.2297, decode.d3.loss_mask: 0.4806, decode.d3.loss_dice: 0.7162, decode.d4.loss_cls: 0.2202, decode.d4.loss_mask: 0.4804, decode.d4.loss_dice: 0.7121, decode.d5.loss_cls: 0.2157, decode.d5.loss_mask: 0.4785, decode.d5.loss_dice: 0.7098, decode.d6.loss_cls: 0.2103, decode.d6.loss_mask: 0.4781, decode.d6.loss_dice: 0.7091, decode.d7.loss_cls: 0.2085, decode.d7.loss_mask: 0.4757, decode.d7.loss_dice: 0.7089, decode.d8.loss_cls: 0.1998, decode.d8.loss_mask: 0.4780, decode.d8.loss_dice: 0.7117, loss: 15.2975, grad_norm: 65.3620 2023-12-26 10:17:41,135 - mmseg - INFO - Iter [123150/160000] lr: 2.303e-05, eta: 5:07:58, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1890, decode.loss_mask: 0.4667, decode.loss_dice: 0.6802, decode.d0.loss_cls: 1.1881, decode.d0.loss_mask: 0.5047, decode.d0.loss_dice: 0.7521, decode.d1.loss_cls: 0.2622, decode.d1.loss_mask: 0.4824, decode.d1.loss_dice: 0.7214, decode.d2.loss_cls: 0.2279, decode.d2.loss_mask: 0.4733, decode.d2.loss_dice: 0.7031, decode.d3.loss_cls: 0.2099, decode.d3.loss_mask: 0.4694, decode.d3.loss_dice: 0.6888, decode.d4.loss_cls: 0.1991, decode.d4.loss_mask: 0.4686, decode.d4.loss_dice: 0.6879, decode.d5.loss_cls: 0.1975, decode.d5.loss_mask: 0.4684, decode.d5.loss_dice: 0.6841, decode.d6.loss_cls: 0.1957, decode.d6.loss_mask: 0.4675, decode.d6.loss_dice: 0.6814, decode.d7.loss_cls: 0.1906, decode.d7.loss_mask: 0.4665, decode.d7.loss_dice: 0.6818, decode.d8.loss_cls: 0.1885, decode.d8.loss_mask: 0.4674, decode.d8.loss_dice: 0.6819, loss: 14.7461, grad_norm: 66.4692 2023-12-26 10:18:05,678 - mmseg - INFO - Iter [123200/160000] lr: 2.300e-05, eta: 5:07:33, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2038, decode.loss_mask: 0.4425, decode.loss_dice: 0.6997, decode.d0.loss_cls: 1.1970, decode.d0.loss_mask: 0.4820, decode.d0.loss_dice: 0.7739, decode.d1.loss_cls: 0.2769, decode.d1.loss_mask: 0.4606, decode.d1.loss_dice: 0.7423, decode.d2.loss_cls: 0.2496, decode.d2.loss_mask: 0.4475, decode.d2.loss_dice: 0.7207, decode.d3.loss_cls: 0.2357, decode.d3.loss_mask: 0.4451, decode.d3.loss_dice: 0.7052, decode.d4.loss_cls: 0.2197, decode.d4.loss_mask: 0.4448, decode.d4.loss_dice: 0.7043, decode.d5.loss_cls: 0.2121, decode.d5.loss_mask: 0.4426, decode.d5.loss_dice: 0.7032, decode.d6.loss_cls: 0.2057, decode.d6.loss_mask: 0.4421, decode.d6.loss_dice: 0.6994, decode.d7.loss_cls: 0.2039, decode.d7.loss_mask: 0.4413, decode.d7.loss_dice: 0.7034, decode.d8.loss_cls: 0.2034, decode.d8.loss_mask: 0.4419, decode.d8.loss_dice: 0.7012, loss: 14.8515, grad_norm: 57.0592 2023-12-26 10:18:29,904 - mmseg - INFO - Iter [123250/160000] lr: 2.297e-05, eta: 5:07:08, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1925, decode.loss_mask: 0.4542, decode.loss_dice: 0.6829, decode.d0.loss_cls: 1.1927, decode.d0.loss_mask: 0.4914, decode.d0.loss_dice: 0.7524, decode.d1.loss_cls: 0.2622, decode.d1.loss_mask: 0.4713, decode.d1.loss_dice: 0.7187, decode.d2.loss_cls: 0.2278, decode.d2.loss_mask: 0.4620, decode.d2.loss_dice: 0.7011, decode.d3.loss_cls: 0.2214, decode.d3.loss_mask: 0.4596, decode.d3.loss_dice: 0.6915, decode.d4.loss_cls: 0.2078, decode.d4.loss_mask: 0.4584, decode.d4.loss_dice: 0.6894, decode.d5.loss_cls: 0.1997, decode.d5.loss_mask: 0.4569, decode.d5.loss_dice: 0.6854, decode.d6.loss_cls: 0.1967, decode.d6.loss_mask: 0.4556, decode.d6.loss_dice: 0.6764, decode.d7.loss_cls: 0.2002, decode.d7.loss_mask: 0.4534, decode.d7.loss_dice: 0.6815, decode.d8.loss_cls: 0.1939, decode.d8.loss_mask: 0.4550, decode.d8.loss_dice: 0.6854, loss: 14.6776, grad_norm: 56.0974 2023-12-26 10:18:54,058 - mmseg - INFO - Iter [123300/160000] lr: 2.294e-05, eta: 5:06:43, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1987, decode.loss_mask: 0.4563, decode.loss_dice: 0.6892, decode.d0.loss_cls: 1.1483, decode.d0.loss_mask: 0.4962, decode.d0.loss_dice: 0.7692, decode.d1.loss_cls: 0.2720, decode.d1.loss_mask: 0.4768, decode.d1.loss_dice: 0.7290, decode.d2.loss_cls: 0.2352, decode.d2.loss_mask: 0.4650, decode.d2.loss_dice: 0.7115, decode.d3.loss_cls: 0.2287, decode.d3.loss_mask: 0.4614, decode.d3.loss_dice: 0.6955, decode.d4.loss_cls: 0.2151, decode.d4.loss_mask: 0.4600, decode.d4.loss_dice: 0.6969, decode.d5.loss_cls: 0.2072, decode.d5.loss_mask: 0.4583, decode.d5.loss_dice: 0.6938, decode.d6.loss_cls: 0.2062, decode.d6.loss_mask: 0.4579, decode.d6.loss_dice: 0.6920, decode.d7.loss_cls: 0.2008, decode.d7.loss_mask: 0.4576, decode.d7.loss_dice: 0.6897, decode.d8.loss_cls: 0.2003, decode.d8.loss_mask: 0.4568, decode.d8.loss_dice: 0.6892, loss: 14.8149, grad_norm: 59.2420 2023-12-26 10:19:18,305 - mmseg - INFO - Iter [123350/160000] lr: 2.291e-05, eta: 5:06:17, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1876, decode.loss_mask: 0.4608, decode.loss_dice: 0.7000, decode.d0.loss_cls: 1.1784, decode.d0.loss_mask: 0.4992, decode.d0.loss_dice: 0.7701, decode.d1.loss_cls: 0.2711, decode.d1.loss_mask: 0.4743, decode.d1.loss_dice: 0.7443, decode.d2.loss_cls: 0.2324, decode.d2.loss_mask: 0.4669, decode.d2.loss_dice: 0.7171, decode.d3.loss_cls: 0.2155, decode.d3.loss_mask: 0.4640, decode.d3.loss_dice: 0.7107, decode.d4.loss_cls: 0.2059, decode.d4.loss_mask: 0.4622, decode.d4.loss_dice: 0.7087, decode.d5.loss_cls: 0.2029, decode.d5.loss_mask: 0.4613, decode.d5.loss_dice: 0.7063, decode.d6.loss_cls: 0.1967, decode.d6.loss_mask: 0.4623, decode.d6.loss_dice: 0.7012, decode.d7.loss_cls: 0.1932, decode.d7.loss_mask: 0.4624, decode.d7.loss_dice: 0.7011, decode.d8.loss_cls: 0.1910, decode.d8.loss_mask: 0.4629, decode.d8.loss_dice: 0.7029, loss: 14.9137, grad_norm: 62.2975 2023-12-26 10:19:42,510 - mmseg - INFO - Iter [123400/160000] lr: 2.288e-05, eta: 5:05:52, time: 0.484, data_time: 0.014, memory: 40245, decode.loss_cls: 0.1933, decode.loss_mask: 0.4569, decode.loss_dice: 0.6916, decode.d0.loss_cls: 1.1776, decode.d0.loss_mask: 0.4988, decode.d0.loss_dice: 0.7625, decode.d1.loss_cls: 0.2652, decode.d1.loss_mask: 0.4738, decode.d1.loss_dice: 0.7329, decode.d2.loss_cls: 0.2349, decode.d2.loss_mask: 0.4637, decode.d2.loss_dice: 0.7142, decode.d3.loss_cls: 0.2221, decode.d3.loss_mask: 0.4635, decode.d3.loss_dice: 0.6990, decode.d4.loss_cls: 0.2181, decode.d4.loss_mask: 0.4599, decode.d4.loss_dice: 0.6961, decode.d5.loss_cls: 0.2058, decode.d5.loss_mask: 0.4599, decode.d5.loss_dice: 0.6920, decode.d6.loss_cls: 0.1988, decode.d6.loss_mask: 0.4597, decode.d6.loss_dice: 0.6922, decode.d7.loss_cls: 0.1954, decode.d7.loss_mask: 0.4576, decode.d7.loss_dice: 0.6933, decode.d8.loss_cls: 0.1971, decode.d8.loss_mask: 0.4573, decode.d8.loss_dice: 0.6958, loss: 14.8293, grad_norm: 60.8118 2023-12-26 10:20:07,005 - mmseg - INFO - Iter [123450/160000] lr: 2.284e-05, eta: 5:05:27, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1874, decode.loss_mask: 0.4561, decode.loss_dice: 0.6879, decode.d0.loss_cls: 1.1522, decode.d0.loss_mask: 0.4974, decode.d0.loss_dice: 0.7674, decode.d1.loss_cls: 0.2604, decode.d1.loss_mask: 0.4743, decode.d1.loss_dice: 0.7183, decode.d2.loss_cls: 0.2263, decode.d2.loss_mask: 0.4636, decode.d2.loss_dice: 0.7075, decode.d3.loss_cls: 0.2147, decode.d3.loss_mask: 0.4625, decode.d3.loss_dice: 0.6944, decode.d4.loss_cls: 0.2067, decode.d4.loss_mask: 0.4605, decode.d4.loss_dice: 0.6926, decode.d5.loss_cls: 0.1973, decode.d5.loss_mask: 0.4582, decode.d5.loss_dice: 0.6934, decode.d6.loss_cls: 0.1972, decode.d6.loss_mask: 0.4576, decode.d6.loss_dice: 0.6885, decode.d7.loss_cls: 0.1889, decode.d7.loss_mask: 0.4569, decode.d7.loss_dice: 0.6880, decode.d8.loss_cls: 0.1889, decode.d8.loss_mask: 0.4572, decode.d8.loss_dice: 0.6928, loss: 14.6949, grad_norm: 67.0833 2023-12-26 10:20:31,333 - mmseg - INFO - Iter [123500/160000] lr: 2.281e-05, eta: 5:05:01, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1968, decode.loss_mask: 0.4565, decode.loss_dice: 0.7145, decode.d0.loss_cls: 1.1867, decode.d0.loss_mask: 0.4959, decode.d0.loss_dice: 0.7903, decode.d1.loss_cls: 0.2840, decode.d1.loss_mask: 0.4706, decode.d1.loss_dice: 0.7491, decode.d2.loss_cls: 0.2379, decode.d2.loss_mask: 0.4619, decode.d2.loss_dice: 0.7295, decode.d3.loss_cls: 0.2296, decode.d3.loss_mask: 0.4583, decode.d3.loss_dice: 0.7179, decode.d4.loss_cls: 0.2191, decode.d4.loss_mask: 0.4575, decode.d4.loss_dice: 0.7154, decode.d5.loss_cls: 0.2159, decode.d5.loss_mask: 0.4569, decode.d5.loss_dice: 0.7126, decode.d6.loss_cls: 0.2043, decode.d6.loss_mask: 0.4578, decode.d6.loss_dice: 0.7129, decode.d7.loss_cls: 0.2008, decode.d7.loss_mask: 0.4569, decode.d7.loss_dice: 0.7124, decode.d8.loss_cls: 0.1989, decode.d8.loss_mask: 0.4564, decode.d8.loss_dice: 0.7096, loss: 15.0671, grad_norm: 65.1921 2023-12-26 10:20:55,695 - mmseg - INFO - Iter [123550/160000] lr: 2.278e-05, eta: 5:04:36, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1939, decode.loss_mask: 0.4690, decode.loss_dice: 0.6951, decode.d0.loss_cls: 1.1780, decode.d0.loss_mask: 0.5118, decode.d0.loss_dice: 0.7660, decode.d1.loss_cls: 0.2597, decode.d1.loss_mask: 0.4872, decode.d1.loss_dice: 0.7342, decode.d2.loss_cls: 0.2239, decode.d2.loss_mask: 0.4756, decode.d2.loss_dice: 0.7180, decode.d3.loss_cls: 0.2177, decode.d3.loss_mask: 0.4746, decode.d3.loss_dice: 0.6999, decode.d4.loss_cls: 0.2099, decode.d4.loss_mask: 0.4725, decode.d4.loss_dice: 0.7048, decode.d5.loss_cls: 0.2063, decode.d5.loss_mask: 0.4712, decode.d5.loss_dice: 0.7005, decode.d6.loss_cls: 0.1995, decode.d6.loss_mask: 0.4703, decode.d6.loss_dice: 0.6959, decode.d7.loss_cls: 0.1936, decode.d7.loss_mask: 0.4708, decode.d7.loss_dice: 0.6968, decode.d8.loss_cls: 0.1934, decode.d8.loss_mask: 0.4713, decode.d8.loss_dice: 0.6957, loss: 14.9573, grad_norm: 67.4568 2023-12-26 10:21:20,312 - mmseg - INFO - Iter [123600/160000] lr: 2.275e-05, eta: 5:04:11, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1857, decode.loss_mask: 0.4586, decode.loss_dice: 0.6801, decode.d0.loss_cls: 1.1660, decode.d0.loss_mask: 0.4980, decode.d0.loss_dice: 0.7462, decode.d1.loss_cls: 0.2386, decode.d1.loss_mask: 0.4790, decode.d1.loss_dice: 0.7171, decode.d2.loss_cls: 0.2111, decode.d2.loss_mask: 0.4659, decode.d2.loss_dice: 0.6967, decode.d3.loss_cls: 0.2099, decode.d3.loss_mask: 0.4624, decode.d3.loss_dice: 0.6809, decode.d4.loss_cls: 0.1995, decode.d4.loss_mask: 0.4611, decode.d4.loss_dice: 0.6806, decode.d5.loss_cls: 0.1953, decode.d5.loss_mask: 0.4588, decode.d5.loss_dice: 0.6817, decode.d6.loss_cls: 0.1918, decode.d6.loss_mask: 0.4608, decode.d6.loss_dice: 0.6801, decode.d7.loss_cls: 0.1915, decode.d7.loss_mask: 0.4607, decode.d7.loss_dice: 0.6803, decode.d8.loss_cls: 0.1908, decode.d8.loss_mask: 0.4579, decode.d8.loss_dice: 0.6767, loss: 14.5637, grad_norm: 64.3373 2023-12-26 10:21:45,431 - mmseg - INFO - Iter [123650/160000] lr: 2.272e-05, eta: 5:03:46, time: 0.502, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1735, decode.loss_mask: 0.4458, decode.loss_dice: 0.6684, decode.d0.loss_cls: 1.1559, decode.d0.loss_mask: 0.4866, decode.d0.loss_dice: 0.7430, decode.d1.loss_cls: 0.2489, decode.d1.loss_mask: 0.4623, decode.d1.loss_dice: 0.6988, decode.d2.loss_cls: 0.2145, decode.d2.loss_mask: 0.4527, decode.d2.loss_dice: 0.6821, decode.d3.loss_cls: 0.2090, decode.d3.loss_mask: 0.4515, decode.d3.loss_dice: 0.6753, decode.d4.loss_cls: 0.1959, decode.d4.loss_mask: 0.4479, decode.d4.loss_dice: 0.6667, decode.d5.loss_cls: 0.1869, decode.d5.loss_mask: 0.4479, decode.d5.loss_dice: 0.6696, decode.d6.loss_cls: 0.1851, decode.d6.loss_mask: 0.4472, decode.d6.loss_dice: 0.6671, decode.d7.loss_cls: 0.1742, decode.d7.loss_mask: 0.4463, decode.d7.loss_dice: 0.6703, decode.d8.loss_cls: 0.1744, decode.d8.loss_mask: 0.4467, decode.d8.loss_dice: 0.6687, loss: 14.2631, grad_norm: 63.7094 2023-12-26 10:22:12,726 - mmseg - INFO - Iter [123700/160000] lr: 2.269e-05, eta: 5:03:21, time: 0.546, data_time: 0.064, memory: 40245, decode.loss_cls: 0.1856, decode.loss_mask: 0.4419, decode.loss_dice: 0.6574, decode.d0.loss_cls: 1.1803, decode.d0.loss_mask: 0.4812, decode.d0.loss_dice: 0.7246, decode.d1.loss_cls: 0.2492, decode.d1.loss_mask: 0.4594, decode.d1.loss_dice: 0.6981, decode.d2.loss_cls: 0.2229, decode.d2.loss_mask: 0.4493, decode.d2.loss_dice: 0.6768, decode.d3.loss_cls: 0.2146, decode.d3.loss_mask: 0.4461, decode.d3.loss_dice: 0.6645, decode.d4.loss_cls: 0.1983, decode.d4.loss_mask: 0.4462, decode.d4.loss_dice: 0.6657, decode.d5.loss_cls: 0.1906, decode.d5.loss_mask: 0.4464, decode.d5.loss_dice: 0.6603, decode.d6.loss_cls: 0.1911, decode.d6.loss_mask: 0.4452, decode.d6.loss_dice: 0.6615, decode.d7.loss_cls: 0.1881, decode.d7.loss_mask: 0.4438, decode.d7.loss_dice: 0.6612, decode.d8.loss_cls: 0.1876, decode.d8.loss_mask: 0.4432, decode.d8.loss_dice: 0.6634, loss: 14.2446, grad_norm: 58.2168 2023-12-26 10:22:37,221 - mmseg - INFO - Iter [123750/160000] lr: 2.266e-05, eta: 5:02:56, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1903, decode.loss_mask: 0.4682, decode.loss_dice: 0.6961, decode.d0.loss_cls: 1.1899, decode.d0.loss_mask: 0.5083, decode.d0.loss_dice: 0.7617, decode.d1.loss_cls: 0.2698, decode.d1.loss_mask: 0.4829, decode.d1.loss_dice: 0.7241, decode.d2.loss_cls: 0.2347, decode.d2.loss_mask: 0.4760, decode.d2.loss_dice: 0.7077, decode.d3.loss_cls: 0.2188, decode.d3.loss_mask: 0.4712, decode.d3.loss_dice: 0.7000, decode.d4.loss_cls: 0.2094, decode.d4.loss_mask: 0.4716, decode.d4.loss_dice: 0.6999, decode.d5.loss_cls: 0.2006, decode.d5.loss_mask: 0.4699, decode.d5.loss_dice: 0.6958, decode.d6.loss_cls: 0.1958, decode.d6.loss_mask: 0.4688, decode.d6.loss_dice: 0.6931, decode.d7.loss_cls: 0.1939, decode.d7.loss_mask: 0.4679, decode.d7.loss_dice: 0.6988, decode.d8.loss_cls: 0.1942, decode.d8.loss_mask: 0.4684, decode.d8.loss_dice: 0.6935, loss: 14.9213, grad_norm: 61.0074 2023-12-26 10:23:01,576 - mmseg - INFO - Iter [123800/160000] lr: 2.263e-05, eta: 5:02:31, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1968, decode.loss_mask: 0.4547, decode.loss_dice: 0.6777, decode.d0.loss_cls: 1.1862, decode.d0.loss_mask: 0.4969, decode.d0.loss_dice: 0.7476, decode.d1.loss_cls: 0.2665, decode.d1.loss_mask: 0.4745, decode.d1.loss_dice: 0.7127, decode.d2.loss_cls: 0.2328, decode.d2.loss_mask: 0.4636, decode.d2.loss_dice: 0.6959, decode.d3.loss_cls: 0.2248, decode.d3.loss_mask: 0.4555, decode.d3.loss_dice: 0.6783, decode.d4.loss_cls: 0.2126, decode.d4.loss_mask: 0.4571, decode.d4.loss_dice: 0.6800, decode.d5.loss_cls: 0.2033, decode.d5.loss_mask: 0.4567, decode.d5.loss_dice: 0.6781, decode.d6.loss_cls: 0.1993, decode.d6.loss_mask: 0.4556, decode.d6.loss_dice: 0.6784, decode.d7.loss_cls: 0.1955, decode.d7.loss_mask: 0.4552, decode.d7.loss_dice: 0.6795, decode.d8.loss_cls: 0.1953, decode.d8.loss_mask: 0.4558, decode.d8.loss_dice: 0.6782, loss: 14.6453, grad_norm: 59.9210 2023-12-26 10:23:25,852 - mmseg - INFO - Iter [123850/160000] lr: 2.259e-05, eta: 5:02:05, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1978, decode.loss_mask: 0.4579, decode.loss_dice: 0.6866, decode.d0.loss_cls: 1.1939, decode.d0.loss_mask: 0.4965, decode.d0.loss_dice: 0.7557, decode.d1.loss_cls: 0.2703, decode.d1.loss_mask: 0.4733, decode.d1.loss_dice: 0.7256, decode.d2.loss_cls: 0.2379, decode.d2.loss_mask: 0.4619, decode.d2.loss_dice: 0.7061, decode.d3.loss_cls: 0.2257, decode.d3.loss_mask: 0.4612, decode.d3.loss_dice: 0.6933, decode.d4.loss_cls: 0.2144, decode.d4.loss_mask: 0.4605, decode.d4.loss_dice: 0.6914, decode.d5.loss_cls: 0.2147, decode.d5.loss_mask: 0.4591, decode.d5.loss_dice: 0.6917, decode.d6.loss_cls: 0.2116, decode.d6.loss_mask: 0.4578, decode.d6.loss_dice: 0.6874, decode.d7.loss_cls: 0.2038, decode.d7.loss_mask: 0.4576, decode.d7.loss_dice: 0.6832, decode.d8.loss_cls: 0.1994, decode.d8.loss_mask: 0.4590, decode.d8.loss_dice: 0.6881, loss: 14.8233, grad_norm: 61.1528 2023-12-26 10:23:50,140 - mmseg - INFO - Iter [123900/160000] lr: 2.256e-05, eta: 5:01:40, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1936, decode.loss_mask: 0.4552, decode.loss_dice: 0.6811, decode.d0.loss_cls: 1.1685, decode.d0.loss_mask: 0.4918, decode.d0.loss_dice: 0.7462, decode.d1.loss_cls: 0.2586, decode.d1.loss_mask: 0.4670, decode.d1.loss_dice: 0.7174, decode.d2.loss_cls: 0.2226, decode.d2.loss_mask: 0.4624, decode.d2.loss_dice: 0.6938, decode.d3.loss_cls: 0.2137, decode.d3.loss_mask: 0.4589, decode.d3.loss_dice: 0.6860, decode.d4.loss_cls: 0.2069, decode.d4.loss_mask: 0.4578, decode.d4.loss_dice: 0.6848, decode.d5.loss_cls: 0.2042, decode.d5.loss_mask: 0.4558, decode.d5.loss_dice: 0.6834, decode.d6.loss_cls: 0.1987, decode.d6.loss_mask: 0.4541, decode.d6.loss_dice: 0.6752, decode.d7.loss_cls: 0.1950, decode.d7.loss_mask: 0.4555, decode.d7.loss_dice: 0.6830, decode.d8.loss_cls: 0.1919, decode.d8.loss_mask: 0.4560, decode.d8.loss_dice: 0.6801, loss: 14.5992, grad_norm: 61.0311 2023-12-26 10:24:15,146 - mmseg - INFO - Iter [123950/160000] lr: 2.253e-05, eta: 5:01:15, time: 0.500, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1786, decode.loss_mask: 0.4461, decode.loss_dice: 0.6821, decode.d0.loss_cls: 1.1924, decode.d0.loss_mask: 0.4865, decode.d0.loss_dice: 0.7551, decode.d1.loss_cls: 0.2535, decode.d1.loss_mask: 0.4679, decode.d1.loss_dice: 0.7215, decode.d2.loss_cls: 0.2202, decode.d2.loss_mask: 0.4551, decode.d2.loss_dice: 0.7009, decode.d3.loss_cls: 0.1998, decode.d3.loss_mask: 0.4526, decode.d3.loss_dice: 0.6929, decode.d4.loss_cls: 0.1948, decode.d4.loss_mask: 0.4509, decode.d4.loss_dice: 0.6897, decode.d5.loss_cls: 0.1877, decode.d5.loss_mask: 0.4494, decode.d5.loss_dice: 0.6821, decode.d6.loss_cls: 0.1821, decode.d6.loss_mask: 0.4480, decode.d6.loss_dice: 0.6808, decode.d7.loss_cls: 0.1790, decode.d7.loss_mask: 0.4479, decode.d7.loss_dice: 0.6844, decode.d8.loss_cls: 0.1750, decode.d8.loss_mask: 0.4478, decode.d8.loss_dice: 0.6825, loss: 14.4870, grad_norm: 65.1537 2023-12-26 10:24:39,721 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 10:24:39,721 - mmseg - INFO - Iter [124000/160000] lr: 2.250e-05, eta: 5:00:50, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1800, decode.loss_mask: 0.4369, decode.loss_dice: 0.6771, decode.d0.loss_cls: 1.1556, decode.d0.loss_mask: 0.4764, decode.d0.loss_dice: 0.7534, decode.d1.loss_cls: 0.2563, decode.d1.loss_mask: 0.4537, decode.d1.loss_dice: 0.7202, decode.d2.loss_cls: 0.2260, decode.d2.loss_mask: 0.4431, decode.d2.loss_dice: 0.6903, decode.d3.loss_cls: 0.2077, decode.d3.loss_mask: 0.4377, decode.d3.loss_dice: 0.6828, decode.d4.loss_cls: 0.1954, decode.d4.loss_mask: 0.4362, decode.d4.loss_dice: 0.6842, decode.d5.loss_cls: 0.1886, decode.d5.loss_mask: 0.4378, decode.d5.loss_dice: 0.6828, decode.d6.loss_cls: 0.1864, decode.d6.loss_mask: 0.4378, decode.d6.loss_dice: 0.6749, decode.d7.loss_cls: 0.1813, decode.d7.loss_mask: 0.4377, decode.d7.loss_dice: 0.6780, decode.d8.loss_cls: 0.1795, decode.d8.loss_mask: 0.4383, decode.d8.loss_dice: 0.6815, loss: 14.3171, grad_norm: 61.4452 2023-12-26 10:25:04,185 - mmseg - INFO - Iter [124050/160000] lr: 2.247e-05, eta: 5:00:25, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1922, decode.loss_mask: 0.4292, decode.loss_dice: 0.6605, decode.d0.loss_cls: 1.1976, decode.d0.loss_mask: 0.4629, decode.d0.loss_dice: 0.7365, decode.d1.loss_cls: 0.2735, decode.d1.loss_mask: 0.4443, decode.d1.loss_dice: 0.7010, decode.d2.loss_cls: 0.2360, decode.d2.loss_mask: 0.4374, decode.d2.loss_dice: 0.6784, decode.d3.loss_cls: 0.2231, decode.d3.loss_mask: 0.4330, decode.d3.loss_dice: 0.6647, decode.d4.loss_cls: 0.2125, decode.d4.loss_mask: 0.4324, decode.d4.loss_dice: 0.6670, decode.d5.loss_cls: 0.2077, decode.d5.loss_mask: 0.4305, decode.d5.loss_dice: 0.6646, decode.d6.loss_cls: 0.2017, decode.d6.loss_mask: 0.4302, decode.d6.loss_dice: 0.6599, decode.d7.loss_cls: 0.1950, decode.d7.loss_mask: 0.4304, decode.d7.loss_dice: 0.6643, decode.d8.loss_cls: 0.1940, decode.d8.loss_mask: 0.4291, decode.d8.loss_dice: 0.6598, loss: 14.2495, grad_norm: 54.3010 2023-12-26 10:25:28,690 - mmseg - INFO - Iter [124100/160000] lr: 2.244e-05, eta: 4:59:59, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1898, decode.loss_mask: 0.4513, decode.loss_dice: 0.6840, decode.d0.loss_cls: 1.1925, decode.d0.loss_mask: 0.4884, decode.d0.loss_dice: 0.7428, decode.d1.loss_cls: 0.2603, decode.d1.loss_mask: 0.4701, decode.d1.loss_dice: 0.7176, decode.d2.loss_cls: 0.2289, decode.d2.loss_mask: 0.4569, decode.d2.loss_dice: 0.6959, decode.d3.loss_cls: 0.2173, decode.d3.loss_mask: 0.4539, decode.d3.loss_dice: 0.6886, decode.d4.loss_cls: 0.2102, decode.d4.loss_mask: 0.4536, decode.d4.loss_dice: 0.6870, decode.d5.loss_cls: 0.2027, decode.d5.loss_mask: 0.4532, decode.d5.loss_dice: 0.6877, decode.d6.loss_cls: 0.2021, decode.d6.loss_mask: 0.4511, decode.d6.loss_dice: 0.6804, decode.d7.loss_cls: 0.1921, decode.d7.loss_mask: 0.4527, decode.d7.loss_dice: 0.6851, decode.d8.loss_cls: 0.1928, decode.d8.loss_mask: 0.4521, decode.d8.loss_dice: 0.6853, loss: 14.6263, grad_norm: 70.7980 2023-12-26 10:25:53,136 - mmseg - INFO - Iter [124150/160000] lr: 2.241e-05, eta: 4:59:34, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1982, decode.loss_mask: 0.4581, decode.loss_dice: 0.6907, decode.d0.loss_cls: 1.2022, decode.d0.loss_mask: 0.4920, decode.d0.loss_dice: 0.7604, decode.d1.loss_cls: 0.2807, decode.d1.loss_mask: 0.4738, decode.d1.loss_dice: 0.7287, decode.d2.loss_cls: 0.2351, decode.d2.loss_mask: 0.4666, decode.d2.loss_dice: 0.7076, decode.d3.loss_cls: 0.2238, decode.d3.loss_mask: 0.4620, decode.d3.loss_dice: 0.6938, decode.d4.loss_cls: 0.2162, decode.d4.loss_mask: 0.4605, decode.d4.loss_dice: 0.6944, decode.d5.loss_cls: 0.2119, decode.d5.loss_mask: 0.4601, decode.d5.loss_dice: 0.6943, decode.d6.loss_cls: 0.2070, decode.d6.loss_mask: 0.4576, decode.d6.loss_dice: 0.6901, decode.d7.loss_cls: 0.2052, decode.d7.loss_mask: 0.4577, decode.d7.loss_dice: 0.6903, decode.d8.loss_cls: 0.2027, decode.d8.loss_mask: 0.4574, decode.d8.loss_dice: 0.6914, loss: 14.8707, grad_norm: 62.1684 2023-12-26 10:26:17,431 - mmseg - INFO - Iter [124200/160000] lr: 2.238e-05, eta: 4:59:09, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1867, decode.loss_mask: 0.4535, decode.loss_dice: 0.6793, decode.d0.loss_cls: 1.1651, decode.d0.loss_mask: 0.4903, decode.d0.loss_dice: 0.7517, decode.d1.loss_cls: 0.2532, decode.d1.loss_mask: 0.4742, decode.d1.loss_dice: 0.7165, decode.d2.loss_cls: 0.2248, decode.d2.loss_mask: 0.4604, decode.d2.loss_dice: 0.6955, decode.d3.loss_cls: 0.2062, decode.d3.loss_mask: 0.4592, decode.d3.loss_dice: 0.6899, decode.d4.loss_cls: 0.1961, decode.d4.loss_mask: 0.4578, decode.d4.loss_dice: 0.6890, decode.d5.loss_cls: 0.1956, decode.d5.loss_mask: 0.4543, decode.d5.loss_dice: 0.6848, decode.d6.loss_cls: 0.1886, decode.d6.loss_mask: 0.4547, decode.d6.loss_dice: 0.6813, decode.d7.loss_cls: 0.1897, decode.d7.loss_mask: 0.4543, decode.d7.loss_dice: 0.6852, decode.d8.loss_cls: 0.1855, decode.d8.loss_mask: 0.4534, decode.d8.loss_dice: 0.6835, loss: 14.5602, grad_norm: 60.7328 2023-12-26 10:26:41,695 - mmseg - INFO - Iter [124250/160000] lr: 2.234e-05, eta: 4:58:43, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1753, decode.loss_mask: 0.4497, decode.loss_dice: 0.6799, decode.d0.loss_cls: 1.1455, decode.d0.loss_mask: 0.4883, decode.d0.loss_dice: 0.7515, decode.d1.loss_cls: 0.2451, decode.d1.loss_mask: 0.4641, decode.d1.loss_dice: 0.7148, decode.d2.loss_cls: 0.2143, decode.d2.loss_mask: 0.4559, decode.d2.loss_dice: 0.7022, decode.d3.loss_cls: 0.1953, decode.d3.loss_mask: 0.4510, decode.d3.loss_dice: 0.6886, decode.d4.loss_cls: 0.1883, decode.d4.loss_mask: 0.4515, decode.d4.loss_dice: 0.6886, decode.d5.loss_cls: 0.1801, decode.d5.loss_mask: 0.4525, decode.d5.loss_dice: 0.6855, decode.d6.loss_cls: 0.1786, decode.d6.loss_mask: 0.4515, decode.d6.loss_dice: 0.6825, decode.d7.loss_cls: 0.1733, decode.d7.loss_mask: 0.4510, decode.d7.loss_dice: 0.6812, decode.d8.loss_cls: 0.1729, decode.d8.loss_mask: 0.4494, decode.d8.loss_dice: 0.6777, loss: 14.3863, grad_norm: 57.0537 2023-12-26 10:27:06,021 - mmseg - INFO - Iter [124300/160000] lr: 2.231e-05, eta: 4:58:18, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1837, decode.loss_mask: 0.4636, decode.loss_dice: 0.6835, decode.d0.loss_cls: 1.1458, decode.d0.loss_mask: 0.5034, decode.d0.loss_dice: 0.7540, decode.d1.loss_cls: 0.2522, decode.d1.loss_mask: 0.4817, decode.d1.loss_dice: 0.7165, decode.d2.loss_cls: 0.2220, decode.d2.loss_mask: 0.4718, decode.d2.loss_dice: 0.6953, decode.d3.loss_cls: 0.2109, decode.d3.loss_mask: 0.4683, decode.d3.loss_dice: 0.6877, decode.d4.loss_cls: 0.2015, decode.d4.loss_mask: 0.4687, decode.d4.loss_dice: 0.6900, decode.d5.loss_cls: 0.1934, decode.d5.loss_mask: 0.4664, decode.d5.loss_dice: 0.6883, decode.d6.loss_cls: 0.1886, decode.d6.loss_mask: 0.4660, decode.d6.loss_dice: 0.6835, decode.d7.loss_cls: 0.1856, decode.d7.loss_mask: 0.4650, decode.d7.loss_dice: 0.6884, decode.d8.loss_cls: 0.1817, decode.d8.loss_mask: 0.4646, decode.d8.loss_dice: 0.6837, loss: 14.6556, grad_norm: 61.9882 2023-12-26 10:27:30,257 - mmseg - INFO - Iter [124350/160000] lr: 2.228e-05, eta: 4:57:53, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1895, decode.loss_mask: 0.4432, decode.loss_dice: 0.6701, decode.d0.loss_cls: 1.1840, decode.d0.loss_mask: 0.4789, decode.d0.loss_dice: 0.7348, decode.d1.loss_cls: 0.2562, decode.d1.loss_mask: 0.4606, decode.d1.loss_dice: 0.7036, decode.d2.loss_cls: 0.2248, decode.d2.loss_mask: 0.4484, decode.d2.loss_dice: 0.6882, decode.d3.loss_cls: 0.2123, decode.d3.loss_mask: 0.4450, decode.d3.loss_dice: 0.6802, decode.d4.loss_cls: 0.2063, decode.d4.loss_mask: 0.4452, decode.d4.loss_dice: 0.6795, decode.d5.loss_cls: 0.1973, decode.d5.loss_mask: 0.4440, decode.d5.loss_dice: 0.6788, decode.d6.loss_cls: 0.1882, decode.d6.loss_mask: 0.4443, decode.d6.loss_dice: 0.6703, decode.d7.loss_cls: 0.1877, decode.d7.loss_mask: 0.4453, decode.d7.loss_dice: 0.6753, decode.d8.loss_cls: 0.1859, decode.d8.loss_mask: 0.4438, decode.d8.loss_dice: 0.6704, loss: 14.3820, grad_norm: 62.5276 2023-12-26 10:27:54,424 - mmseg - INFO - Iter [124400/160000] lr: 2.225e-05, eta: 4:57:27, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1949, decode.loss_mask: 0.4387, decode.loss_dice: 0.6653, decode.d0.loss_cls: 1.1939, decode.d0.loss_mask: 0.4722, decode.d0.loss_dice: 0.7347, decode.d1.loss_cls: 0.2745, decode.d1.loss_mask: 0.4525, decode.d1.loss_dice: 0.7032, decode.d2.loss_cls: 0.2399, decode.d2.loss_mask: 0.4423, decode.d2.loss_dice: 0.6826, decode.d3.loss_cls: 0.2265, decode.d3.loss_mask: 0.4395, decode.d3.loss_dice: 0.6718, decode.d4.loss_cls: 0.2141, decode.d4.loss_mask: 0.4393, decode.d4.loss_dice: 0.6727, decode.d5.loss_cls: 0.2111, decode.d5.loss_mask: 0.4382, decode.d5.loss_dice: 0.6724, decode.d6.loss_cls: 0.2030, decode.d6.loss_mask: 0.4377, decode.d6.loss_dice: 0.6666, decode.d7.loss_cls: 0.1978, decode.d7.loss_mask: 0.4382, decode.d7.loss_dice: 0.6659, decode.d8.loss_cls: 0.1964, decode.d8.loss_mask: 0.4384, decode.d8.loss_dice: 0.6664, loss: 14.3909, grad_norm: 57.3592 2023-12-26 10:28:18,840 - mmseg - INFO - Iter [124450/160000] lr: 2.222e-05, eta: 4:57:02, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1837, decode.loss_mask: 0.4495, decode.loss_dice: 0.6815, decode.d0.loss_cls: 1.1844, decode.d0.loss_mask: 0.4843, decode.d0.loss_dice: 0.7465, decode.d1.loss_cls: 0.2583, decode.d1.loss_mask: 0.4639, decode.d1.loss_dice: 0.7188, decode.d2.loss_cls: 0.2199, decode.d2.loss_mask: 0.4563, decode.d2.loss_dice: 0.7002, decode.d3.loss_cls: 0.2053, decode.d3.loss_mask: 0.4536, decode.d3.loss_dice: 0.6893, decode.d4.loss_cls: 0.1922, decode.d4.loss_mask: 0.4509, decode.d4.loss_dice: 0.6909, decode.d5.loss_cls: 0.1934, decode.d5.loss_mask: 0.4520, decode.d5.loss_dice: 0.6848, decode.d6.loss_cls: 0.1886, decode.d6.loss_mask: 0.4505, decode.d6.loss_dice: 0.6818, decode.d7.loss_cls: 0.1808, decode.d7.loss_mask: 0.4510, decode.d7.loss_dice: 0.6829, decode.d8.loss_cls: 0.1841, decode.d8.loss_mask: 0.4478, decode.d8.loss_dice: 0.6829, loss: 14.5102, grad_norm: 65.7392 2023-12-26 10:28:43,080 - mmseg - INFO - Iter [124500/160000] lr: 2.219e-05, eta: 4:56:37, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1822, decode.loss_mask: 0.4307, decode.loss_dice: 0.6625, decode.d0.loss_cls: 1.1802, decode.d0.loss_mask: 0.4714, decode.d0.loss_dice: 0.7360, decode.d1.loss_cls: 0.2471, decode.d1.loss_mask: 0.4506, decode.d1.loss_dice: 0.7013, decode.d2.loss_cls: 0.2168, decode.d2.loss_mask: 0.4385, decode.d2.loss_dice: 0.6793, decode.d3.loss_cls: 0.2098, decode.d3.loss_mask: 0.4348, decode.d3.loss_dice: 0.6627, decode.d4.loss_cls: 0.1961, decode.d4.loss_mask: 0.4344, decode.d4.loss_dice: 0.6677, decode.d5.loss_cls: 0.1917, decode.d5.loss_mask: 0.4344, decode.d5.loss_dice: 0.6614, decode.d6.loss_cls: 0.1883, decode.d6.loss_mask: 0.4316, decode.d6.loss_dice: 0.6605, decode.d7.loss_cls: 0.1811, decode.d7.loss_mask: 0.4316, decode.d7.loss_dice: 0.6612, decode.d8.loss_cls: 0.1823, decode.d8.loss_mask: 0.4305, decode.d8.loss_dice: 0.6596, loss: 14.1163, grad_norm: 58.8897 2023-12-26 10:29:07,264 - mmseg - INFO - Iter [124550/160000] lr: 2.216e-05, eta: 4:56:12, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1646, decode.loss_mask: 0.4397, decode.loss_dice: 0.6481, decode.d0.loss_cls: 1.1465, decode.d0.loss_mask: 0.4789, decode.d0.loss_dice: 0.7092, decode.d1.loss_cls: 0.2405, decode.d1.loss_mask: 0.4554, decode.d1.loss_dice: 0.6792, decode.d2.loss_cls: 0.2026, decode.d2.loss_mask: 0.4451, decode.d2.loss_dice: 0.6639, decode.d3.loss_cls: 0.1913, decode.d3.loss_mask: 0.4432, decode.d3.loss_dice: 0.6496, decode.d4.loss_cls: 0.1809, decode.d4.loss_mask: 0.4419, decode.d4.loss_dice: 0.6544, decode.d5.loss_cls: 0.1749, decode.d5.loss_mask: 0.4422, decode.d5.loss_dice: 0.6502, decode.d6.loss_cls: 0.1734, decode.d6.loss_mask: 0.4386, decode.d6.loss_dice: 0.6457, decode.d7.loss_cls: 0.1717, decode.d7.loss_mask: 0.4385, decode.d7.loss_dice: 0.6509, decode.d8.loss_cls: 0.1656, decode.d8.loss_mask: 0.4390, decode.d8.loss_dice: 0.6496, loss: 13.8753, grad_norm: 59.9159 2023-12-26 10:29:31,944 - mmseg - INFO - Iter [124600/160000] lr: 2.213e-05, eta: 4:55:46, time: 0.494, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2033, decode.loss_mask: 0.4529, decode.loss_dice: 0.6901, decode.d0.loss_cls: 1.1925, decode.d0.loss_mask: 0.4863, decode.d0.loss_dice: 0.7627, decode.d1.loss_cls: 0.2832, decode.d1.loss_mask: 0.4662, decode.d1.loss_dice: 0.7346, decode.d2.loss_cls: 0.2511, decode.d2.loss_mask: 0.4583, decode.d2.loss_dice: 0.7128, decode.d3.loss_cls: 0.2359, decode.d3.loss_mask: 0.4538, decode.d3.loss_dice: 0.6988, decode.d4.loss_cls: 0.2261, decode.d4.loss_mask: 0.4531, decode.d4.loss_dice: 0.6965, decode.d5.loss_cls: 0.2167, decode.d5.loss_mask: 0.4525, decode.d5.loss_dice: 0.6942, decode.d6.loss_cls: 0.2150, decode.d6.loss_mask: 0.4533, decode.d6.loss_dice: 0.6918, decode.d7.loss_cls: 0.2074, decode.d7.loss_mask: 0.4529, decode.d7.loss_dice: 0.6928, decode.d8.loss_cls: 0.2052, decode.d8.loss_mask: 0.4532, decode.d8.loss_dice: 0.6981, loss: 14.8913, grad_norm: 59.7850 2023-12-26 10:29:56,378 - mmseg - INFO - Iter [124650/160000] lr: 2.209e-05, eta: 4:55:21, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1860, decode.loss_mask: 0.4646, decode.loss_dice: 0.6883, decode.d0.loss_cls: 1.1819, decode.d0.loss_mask: 0.5076, decode.d0.loss_dice: 0.7652, decode.d1.loss_cls: 0.2645, decode.d1.loss_mask: 0.4806, decode.d1.loss_dice: 0.7280, decode.d2.loss_cls: 0.2246, decode.d2.loss_mask: 0.4720, decode.d2.loss_dice: 0.7078, decode.d3.loss_cls: 0.2152, decode.d3.loss_mask: 0.4685, decode.d3.loss_dice: 0.6904, decode.d4.loss_cls: 0.2101, decode.d4.loss_mask: 0.4682, decode.d4.loss_dice: 0.6917, decode.d5.loss_cls: 0.1982, decode.d5.loss_mask: 0.4663, decode.d5.loss_dice: 0.6904, decode.d6.loss_cls: 0.1970, decode.d6.loss_mask: 0.4645, decode.d6.loss_dice: 0.6846, decode.d7.loss_cls: 0.1942, decode.d7.loss_mask: 0.4632, decode.d7.loss_dice: 0.6869, decode.d8.loss_cls: 0.1905, decode.d8.loss_mask: 0.4640, decode.d8.loss_dice: 0.6908, loss: 14.8059, grad_norm: 61.2582 2023-12-26 10:30:20,875 - mmseg - INFO - Iter [124700/160000] lr: 2.206e-05, eta: 4:54:56, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2039, decode.loss_mask: 0.4659, decode.loss_dice: 0.7081, decode.d0.loss_cls: 1.1808, decode.d0.loss_mask: 0.5054, decode.d0.loss_dice: 0.7821, decode.d1.loss_cls: 0.2842, decode.d1.loss_mask: 0.4853, decode.d1.loss_dice: 0.7480, decode.d2.loss_cls: 0.2454, decode.d2.loss_mask: 0.4755, decode.d2.loss_dice: 0.7269, decode.d3.loss_cls: 0.2287, decode.d3.loss_mask: 0.4718, decode.d3.loss_dice: 0.7137, decode.d4.loss_cls: 0.2233, decode.d4.loss_mask: 0.4698, decode.d4.loss_dice: 0.7131, decode.d5.loss_cls: 0.2142, decode.d5.loss_mask: 0.4669, decode.d5.loss_dice: 0.7119, decode.d6.loss_cls: 0.2137, decode.d6.loss_mask: 0.4667, decode.d6.loss_dice: 0.7060, decode.d7.loss_cls: 0.2082, decode.d7.loss_mask: 0.4663, decode.d7.loss_dice: 0.7104, decode.d8.loss_cls: 0.2075, decode.d8.loss_mask: 0.4653, decode.d8.loss_dice: 0.7050, loss: 15.1741, grad_norm: 62.0941 2023-12-26 10:30:45,275 - mmseg - INFO - Iter [124750/160000] lr: 2.203e-05, eta: 4:54:31, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1945, decode.loss_mask: 0.4653, decode.loss_dice: 0.6930, decode.d0.loss_cls: 1.1735, decode.d0.loss_mask: 0.5042, decode.d0.loss_dice: 0.7707, decode.d1.loss_cls: 0.2680, decode.d1.loss_mask: 0.4818, decode.d1.loss_dice: 0.7386, decode.d2.loss_cls: 0.2318, decode.d2.loss_mask: 0.4740, decode.d2.loss_dice: 0.7162, decode.d3.loss_cls: 0.2179, decode.d3.loss_mask: 0.4729, decode.d3.loss_dice: 0.7072, decode.d4.loss_cls: 0.2049, decode.d4.loss_mask: 0.4721, decode.d4.loss_dice: 0.7049, decode.d5.loss_cls: 0.1978, decode.d5.loss_mask: 0.4702, decode.d5.loss_dice: 0.7010, decode.d6.loss_cls: 0.2009, decode.d6.loss_mask: 0.4681, decode.d6.loss_dice: 0.6946, decode.d7.loss_cls: 0.2020, decode.d7.loss_mask: 0.4660, decode.d7.loss_dice: 0.6979, decode.d8.loss_cls: 0.1941, decode.d8.loss_mask: 0.4658, decode.d8.loss_dice: 0.6954, loss: 14.9454, grad_norm: 70.8750 2023-12-26 10:31:09,579 - mmseg - INFO - Iter [124800/160000] lr: 2.200e-05, eta: 4:54:05, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1847, decode.loss_mask: 0.4634, decode.loss_dice: 0.6950, decode.d0.loss_cls: 1.1742, decode.d0.loss_mask: 0.4996, decode.d0.loss_dice: 0.7645, decode.d1.loss_cls: 0.2653, decode.d1.loss_mask: 0.4782, decode.d1.loss_dice: 0.7340, decode.d2.loss_cls: 0.2286, decode.d2.loss_mask: 0.4697, decode.d2.loss_dice: 0.7098, decode.d3.loss_cls: 0.2040, decode.d3.loss_mask: 0.4665, decode.d3.loss_dice: 0.6993, decode.d4.loss_cls: 0.1991, decode.d4.loss_mask: 0.4661, decode.d4.loss_dice: 0.7031, decode.d5.loss_cls: 0.1954, decode.d5.loss_mask: 0.4644, decode.d5.loss_dice: 0.6984, decode.d6.loss_cls: 0.1984, decode.d6.loss_mask: 0.4633, decode.d6.loss_dice: 0.6943, decode.d7.loss_cls: 0.1882, decode.d7.loss_mask: 0.4638, decode.d7.loss_dice: 0.6943, decode.d8.loss_cls: 0.1918, decode.d8.loss_mask: 0.4650, decode.d8.loss_dice: 0.6915, loss: 14.8140, grad_norm: 60.0065 2023-12-26 10:31:33,812 - mmseg - INFO - Iter [124850/160000] lr: 2.197e-05, eta: 4:53:40, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2036, decode.loss_mask: 0.4638, decode.loss_dice: 0.7054, decode.d0.loss_cls: 1.1932, decode.d0.loss_mask: 0.5012, decode.d0.loss_dice: 0.7731, decode.d1.loss_cls: 0.2706, decode.d1.loss_mask: 0.4811, decode.d1.loss_dice: 0.7409, decode.d2.loss_cls: 0.2443, decode.d2.loss_mask: 0.4701, decode.d2.loss_dice: 0.7163, decode.d3.loss_cls: 0.2359, decode.d3.loss_mask: 0.4663, decode.d3.loss_dice: 0.7059, decode.d4.loss_cls: 0.2177, decode.d4.loss_mask: 0.4655, decode.d4.loss_dice: 0.7088, decode.d5.loss_cls: 0.2140, decode.d5.loss_mask: 0.4634, decode.d5.loss_dice: 0.7054, decode.d6.loss_cls: 0.2134, decode.d6.loss_mask: 0.4632, decode.d6.loss_dice: 0.7009, decode.d7.loss_cls: 0.2119, decode.d7.loss_mask: 0.4630, decode.d7.loss_dice: 0.7012, decode.d8.loss_cls: 0.2070, decode.d8.loss_mask: 0.4637, decode.d8.loss_dice: 0.7013, loss: 15.0720, grad_norm: 60.3948 2023-12-26 10:31:58,281 - mmseg - INFO - Iter [124900/160000] lr: 2.194e-05, eta: 4:53:15, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1971, decode.loss_mask: 0.4481, decode.loss_dice: 0.6847, decode.d0.loss_cls: 1.1791, decode.d0.loss_mask: 0.4831, decode.d0.loss_dice: 0.7598, decode.d1.loss_cls: 0.2714, decode.d1.loss_mask: 0.4631, decode.d1.loss_dice: 0.7260, decode.d2.loss_cls: 0.2377, decode.d2.loss_mask: 0.4565, decode.d2.loss_dice: 0.7037, decode.d3.loss_cls: 0.2219, decode.d3.loss_mask: 0.4522, decode.d3.loss_dice: 0.6967, decode.d4.loss_cls: 0.2101, decode.d4.loss_mask: 0.4530, decode.d4.loss_dice: 0.6958, decode.d5.loss_cls: 0.2080, decode.d5.loss_mask: 0.4508, decode.d5.loss_dice: 0.6945, decode.d6.loss_cls: 0.2036, decode.d6.loss_mask: 0.4491, decode.d6.loss_dice: 0.6883, decode.d7.loss_cls: 0.2020, decode.d7.loss_mask: 0.4482, decode.d7.loss_dice: 0.6878, decode.d8.loss_cls: 0.1965, decode.d8.loss_mask: 0.4486, decode.d8.loss_dice: 0.6871, loss: 14.7045, grad_norm: 59.8832 2023-12-26 10:32:24,993 - mmseg - INFO - Iter [124950/160000] lr: 2.191e-05, eta: 4:52:50, time: 0.534, data_time: 0.057, memory: 40245, decode.loss_cls: 0.1874, decode.loss_mask: 0.4537, decode.loss_dice: 0.6811, decode.d0.loss_cls: 1.1996, decode.d0.loss_mask: 0.4906, decode.d0.loss_dice: 0.7589, decode.d1.loss_cls: 0.2604, decode.d1.loss_mask: 0.4701, decode.d1.loss_dice: 0.7266, decode.d2.loss_cls: 0.2289, decode.d2.loss_mask: 0.4610, decode.d2.loss_dice: 0.7037, decode.d3.loss_cls: 0.2115, decode.d3.loss_mask: 0.4565, decode.d3.loss_dice: 0.6901, decode.d4.loss_cls: 0.2006, decode.d4.loss_mask: 0.4550, decode.d4.loss_dice: 0.6878, decode.d5.loss_cls: 0.1946, decode.d5.loss_mask: 0.4539, decode.d5.loss_dice: 0.6853, decode.d6.loss_cls: 0.1909, decode.d6.loss_mask: 0.4540, decode.d6.loss_dice: 0.6843, decode.d7.loss_cls: 0.1895, decode.d7.loss_mask: 0.4538, decode.d7.loss_dice: 0.6871, decode.d8.loss_cls: 0.1874, decode.d8.loss_mask: 0.4545, decode.d8.loss_dice: 0.6852, loss: 14.6440, grad_norm: 60.5410 2023-12-26 10:32:49,214 - mmseg - INFO - Saving checkpoint at 125000 iterations 2023-12-26 10:32:51,720 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 10:32:51,721 - mmseg - INFO - Iter [125000/160000] lr: 2.188e-05, eta: 4:52:26, time: 0.535, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1854, decode.loss_mask: 0.4600, decode.loss_dice: 0.6985, decode.d0.loss_cls: 1.1723, decode.d0.loss_mask: 0.4995, decode.d0.loss_dice: 0.7605, decode.d1.loss_cls: 0.2478, decode.d1.loss_mask: 0.4752, decode.d1.loss_dice: 0.7428, decode.d2.loss_cls: 0.2285, decode.d2.loss_mask: 0.4654, decode.d2.loss_dice: 0.7189, decode.d3.loss_cls: 0.2144, decode.d3.loss_mask: 0.4626, decode.d3.loss_dice: 0.7051, decode.d4.loss_cls: 0.2064, decode.d4.loss_mask: 0.4628, decode.d4.loss_dice: 0.7063, decode.d5.loss_cls: 0.1964, decode.d5.loss_mask: 0.4607, decode.d5.loss_dice: 0.7053, decode.d6.loss_cls: 0.1946, decode.d6.loss_mask: 0.4583, decode.d6.loss_dice: 0.7019, decode.d7.loss_cls: 0.1944, decode.d7.loss_mask: 0.4581, decode.d7.loss_dice: 0.6985, decode.d8.loss_cls: 0.1892, decode.d8.loss_mask: 0.4604, decode.d8.loss_dice: 0.6989, loss: 14.8291, grad_norm: 58.5839 2023-12-26 10:33:13,575 - mmseg - INFO - per class results: 2023-12-26 10:33:13,580 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.64 | 88.13 | | building | 82.68 | 92.2 | | sky | 94.57 | 97.44 | | floor | 82.76 | 91.1 | | tree | 74.99 | 87.42 | | ceiling | 85.53 | 91.73 | | road | 85.33 | 90.13 | | bed | 91.21 | 96.02 | | windowpane | 62.68 | 80.09 | | grass | 69.94 | 83.16 | | cabinet | 59.94 | 72.56 | | sidewalk | 69.66 | 84.29 | | person | 84.6 | 92.76 | | earth | 37.44 | 48.98 | | door | 55.92 | 73.36 | | table | 66.03 | 81.94 | | mountain | 61.13 | 73.02 | | plant | 51.83 | 65.15 | | curtain | 74.54 | 84.39 | | chair | 64.05 | 78.11 | | car | 88.06 | 94.18 | | water | 53.52 | 70.61 | | painting | 70.0 | 85.77 | | sofa | 73.0 | 90.54 | | shelf | 43.08 | 56.67 | | house | 38.88 | 60.94 | | sea | 51.29 | 74.64 | | mirror | 73.91 | 81.08 | | rug | 65.82 | 76.58 | | field | 37.3 | 59.71 | | armchair | 41.35 | 53.67 | | seat | 63.79 | 84.68 | | fence | 52.48 | 67.66 | | desk | 51.77 | 76.56 | | rock | 51.79 | 80.89 | | wardrobe | 43.42 | 66.35 | | lamp | 70.76 | 81.76 | | bathtub | 82.37 | 87.28 | | railing | 35.52 | 50.22 | | cushion | 62.67 | 78.6 | | base | 39.0 | 60.77 | | box | 28.47 | 38.73 | | column | 55.27 | 66.77 | | signboard | 36.88 | 54.85 | | chest of drawers | 31.93 | 51.52 | | counter | 41.49 | 54.08 | | sand | 42.66 | 69.92 | | sink | 69.83 | 83.5 | | skyscraper | 35.36 | 43.08 | | fireplace | 74.82 | 88.59 | | refrigerator | 86.64 | 92.93 | | grandstand | 50.62 | 70.91 | | path | 20.77 | 34.03 | | stairs | 25.77 | 30.29 | | runway | 75.94 | 96.99 | | case | 44.34 | 63.1 | | pool table | 94.75 | 96.86 | | pillow | 60.48 | 70.59 | | screen door | 65.96 | 82.3 | | stairway | 32.57 | 48.39 | | river | 12.16 | 16.58 | | bridge | 81.92 | 90.66 | | bookcase | 42.03 | 53.37 | | blind | 38.96 | 41.83 | | coffee table | 67.29 | 82.07 | | toilet | 85.0 | 91.69 | | flower | 41.94 | 58.92 | | book | 53.17 | 74.07 | | hill | 13.86 | 24.83 | | bench | 47.57 | 54.26 | | countertop | 58.14 | 69.63 | | stove | 85.11 | 92.68 | | palm | 53.61 | 77.47 | | kitchen island | 46.65 | 70.45 | | computer | 68.69 | 75.59 | | swivel chair | 47.45 | 61.08 | | boat | 36.18 | 54.3 | | bar | 63.2 | 83.5 | | arcade machine | 85.47 | 90.16 | | hovel | 5.84 | 8.41 | | bus | 93.97 | 97.35 | | towel | 64.11 | 79.2 | | light | 60.23 | 73.91 | | truck | 43.76 | 55.24 | | tower | 41.42 | 73.65 | | chandelier | 69.61 | 81.95 | | awning | 32.36 | 38.48 | | streetlight | 40.14 | 54.24 | | booth | 54.47 | 69.26 | | television receiver | 72.58 | 78.77 | | airplane | 62.56 | 70.95 | | dirt track | 17.66 | 36.83 | | apparel | 43.55 | 73.76 | | pole | 29.4 | 46.11 | | land | 2.17 | 4.92 | | bannister | 22.94 | 39.78 | | escalator | 25.65 | 26.72 | | ottoman | 51.96 | 67.07 | | bottle | 43.33 | 73.19 | | buffet | 41.39 | 54.09 | | poster | 20.15 | 34.2 | | stage | 15.72 | 33.11 | | van | 53.21 | 70.33 | | ship | 9.18 | 16.04 | | fountain | 21.22 | 21.53 | | conveyer belt | 85.68 | 91.4 | | canopy | 16.78 | 34.08 | | washer | 72.08 | 73.75 | | plaything | 20.22 | 35.4 | | swimming pool | 50.19 | 60.38 | | stool | 45.51 | 73.89 | | barrel | 61.24 | 74.54 | | basket | 36.73 | 45.27 | | waterfall | 42.61 | 55.62 | | tent | 95.48 | 98.28 | | bag | 25.66 | 34.11 | | minibike | 72.41 | 89.12 | | cradle | 85.46 | 97.92 | | oven | 25.72 | 70.58 | | ball | 40.51 | 43.46 | | food | 59.77 | 74.83 | | step | 20.08 | 39.24 | | tank | 43.82 | 54.83 | | trade name | 22.38 | 27.78 | | microwave | 41.29 | 45.38 | | pot | 55.65 | 68.15 | | animal | 55.62 | 56.33 | | bicycle | 61.96 | 80.56 | | lake | 44.18 | 63.56 | | dishwasher | 68.09 | 73.67 | | screen | 50.72 | 68.81 | | blanket | 26.02 | 29.58 | | sculpture | 52.25 | 84.44 | | hood | 86.5 | 93.1 | | sconce | 55.17 | 68.95 | | vase | 50.01 | 65.58 | | traffic light | 39.25 | 70.43 | | tray | 21.62 | 27.27 | | ashcan | 50.63 | 71.67 | | fan | 71.52 | 84.14 | | pier | 12.32 | 15.38 | | crt screen | 7.05 | 26.18 | | plate | 59.19 | 72.47 | | monitor | 15.31 | 22.18 | | bulletin board | 53.39 | 75.99 | | shower | 9.22 | 19.5 | | radiator | 71.89 | 81.57 | | glass | 20.92 | 24.15 | | clock | 54.7 | 67.8 | | flag | 35.96 | 42.82 | +---------------------+-------+-------+ 2023-12-26 10:33:13,580 - mmseg - INFO - Summary: 2023-12-26 10:33:13,581 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.98 | 51.72 | 64.97 | +-------+-------+-------+ 2023-12-26 10:33:13,581 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 10:33:13,582 - mmseg - INFO - Iter(val) [250] aAcc: 0.8398, mIoU: 0.5172, mAcc: 0.6497, IoU.wall: 0.7964, IoU.building: 0.8268, IoU.sky: 0.9457, IoU.floor: 0.8276, IoU.tree: 0.7499, IoU.ceiling: 0.8553, IoU.road: 0.8533, IoU.bed : 0.9121, IoU.windowpane: 0.6268, IoU.grass: 0.6994, IoU.cabinet: 0.5994, IoU.sidewalk: 0.6966, IoU.person: 0.8460, IoU.earth: 0.3744, IoU.door: 0.5592, IoU.table: 0.6603, IoU.mountain: 0.6113, IoU.plant: 0.5183, IoU.curtain: 0.7454, IoU.chair: 0.6405, IoU.car: 0.8806, IoU.water: 0.5352, IoU.painting: 0.7000, IoU.sofa: 0.7300, IoU.shelf: 0.4308, IoU.house: 0.3888, IoU.sea: 0.5129, IoU.mirror: 0.7391, IoU.rug: 0.6582, IoU.field: 0.3730, IoU.armchair: 0.4135, IoU.seat: 0.6379, IoU.fence: 0.5248, IoU.desk: 0.5177, IoU.rock: 0.5179, IoU.wardrobe: 0.4342, IoU.lamp: 0.7076, IoU.bathtub: 0.8237, IoU.railing: 0.3552, IoU.cushion: 0.6267, IoU.base: 0.3900, IoU.box: 0.2847, IoU.column: 0.5527, IoU.signboard: 0.3688, IoU.chest of drawers: 0.3193, IoU.counter: 0.4149, IoU.sand: 0.4266, IoU.sink: 0.6983, IoU.skyscraper: 0.3536, IoU.fireplace: 0.7482, IoU.refrigerator: 0.8664, IoU.grandstand: 0.5062, IoU.path: 0.2077, IoU.stairs: 0.2577, IoU.runway: 0.7594, IoU.case: 0.4434, IoU.pool table: 0.9475, IoU.pillow: 0.6048, IoU.screen door: 0.6596, IoU.stairway: 0.3257, IoU.river: 0.1216, IoU.bridge: 0.8192, IoU.bookcase: 0.4203, IoU.blind: 0.3896, IoU.coffee table: 0.6729, IoU.toilet: 0.8500, IoU.flower: 0.4194, IoU.book: 0.5317, IoU.hill: 0.1386, IoU.bench: 0.4757, IoU.countertop: 0.5814, IoU.stove: 0.8511, IoU.palm: 0.5361, IoU.kitchen island: 0.4665, IoU.computer: 0.6869, IoU.swivel chair: 0.4745, IoU.boat: 0.3618, IoU.bar: 0.6320, IoU.arcade machine: 0.8547, IoU.hovel: 0.0584, IoU.bus: 0.9397, IoU.towel: 0.6411, IoU.light: 0.6023, IoU.truck: 0.4376, IoU.tower: 0.4142, IoU.chandelier: 0.6961, IoU.awning: 0.3236, IoU.streetlight: 0.4014, IoU.booth: 0.5447, IoU.television receiver: 0.7258, IoU.airplane: 0.6256, IoU.dirt track: 0.1766, IoU.apparel: 0.4355, IoU.pole: 0.2940, IoU.land: 0.0217, IoU.bannister: 0.2294, IoU.escalator: 0.2565, IoU.ottoman: 0.5196, IoU.bottle: 0.4333, IoU.buffet: 0.4139, IoU.poster: 0.2015, IoU.stage: 0.1572, IoU.van: 0.5321, IoU.ship: 0.0918, IoU.fountain: 0.2122, IoU.conveyer belt: 0.8568, IoU.canopy: 0.1678, IoU.washer: 0.7208, IoU.plaything: 0.2022, IoU.swimming pool: 0.5019, IoU.stool: 0.4551, IoU.barrel: 0.6124, IoU.basket: 0.3673, IoU.waterfall: 0.4261, IoU.tent: 0.9548, IoU.bag: 0.2566, IoU.minibike: 0.7241, IoU.cradle: 0.8546, IoU.oven: 0.2572, IoU.ball: 0.4051, IoU.food: 0.5977, IoU.step: 0.2008, IoU.tank: 0.4382, IoU.trade name: 0.2238, IoU.microwave: 0.4129, IoU.pot: 0.5565, IoU.animal: 0.5562, IoU.bicycle: 0.6196, IoU.lake: 0.4418, IoU.dishwasher: 0.6809, IoU.screen: 0.5072, IoU.blanket: 0.2602, IoU.sculpture: 0.5225, IoU.hood: 0.8650, IoU.sconce: 0.5517, IoU.vase: 0.5001, IoU.traffic light: 0.3925, IoU.tray: 0.2162, IoU.ashcan: 0.5063, IoU.fan: 0.7152, IoU.pier: 0.1232, IoU.crt screen: 0.0705, IoU.plate: 0.5919, IoU.monitor: 0.1531, IoU.bulletin board: 0.5339, IoU.shower: 0.0922, IoU.radiator: 0.7189, IoU.glass: 0.2092, IoU.clock: 0.5470, IoU.flag: 0.3596, Acc.wall: 0.8813, Acc.building: 0.9220, Acc.sky: 0.9744, Acc.floor: 0.9110, Acc.tree: 0.8742, Acc.ceiling: 0.9173, Acc.road: 0.9013, Acc.bed : 0.9602, Acc.windowpane: 0.8009, Acc.grass: 0.8316, Acc.cabinet: 0.7256, Acc.sidewalk: 0.8429, Acc.person: 0.9276, Acc.earth: 0.4898, Acc.door: 0.7336, Acc.table: 0.8194, Acc.mountain: 0.7302, Acc.plant: 0.6515, Acc.curtain: 0.8439, Acc.chair: 0.7811, Acc.car: 0.9418, Acc.water: 0.7061, Acc.painting: 0.8577, Acc.sofa: 0.9054, Acc.shelf: 0.5667, Acc.house: 0.6094, Acc.sea: 0.7464, Acc.mirror: 0.8108, Acc.rug: 0.7658, Acc.field: 0.5971, Acc.armchair: 0.5367, Acc.seat: 0.8468, Acc.fence: 0.6766, Acc.desk: 0.7656, Acc.rock: 0.8089, Acc.wardrobe: 0.6635, Acc.lamp: 0.8176, Acc.bathtub: 0.8728, Acc.railing: 0.5022, Acc.cushion: 0.7860, Acc.base: 0.6077, Acc.box: 0.3873, Acc.column: 0.6677, Acc.signboard: 0.5485, Acc.chest of drawers: 0.5152, Acc.counter: 0.5408, Acc.sand: 0.6992, Acc.sink: 0.8350, Acc.skyscraper: 0.4308, Acc.fireplace: 0.8859, Acc.refrigerator: 0.9293, Acc.grandstand: 0.7091, Acc.path: 0.3403, Acc.stairs: 0.3029, Acc.runway: 0.9699, Acc.case: 0.6310, Acc.pool table: 0.9686, Acc.pillow: 0.7059, Acc.screen door: 0.8230, Acc.stairway: 0.4839, Acc.river: 0.1658, Acc.bridge: 0.9066, Acc.bookcase: 0.5337, Acc.blind: 0.4183, Acc.coffee table: 0.8207, Acc.toilet: 0.9169, Acc.flower: 0.5892, Acc.book: 0.7407, Acc.hill: 0.2483, Acc.bench: 0.5426, Acc.countertop: 0.6963, Acc.stove: 0.9268, Acc.palm: 0.7747, Acc.kitchen island: 0.7045, Acc.computer: 0.7559, Acc.swivel chair: 0.6108, Acc.boat: 0.5430, Acc.bar: 0.8350, Acc.arcade machine: 0.9016, Acc.hovel: 0.0841, Acc.bus: 0.9735, Acc.towel: 0.7920, Acc.light: 0.7391, Acc.truck: 0.5524, Acc.tower: 0.7365, Acc.chandelier: 0.8195, Acc.awning: 0.3848, Acc.streetlight: 0.5424, Acc.booth: 0.6926, Acc.television receiver: 0.7877, Acc.airplane: 0.7095, Acc.dirt track: 0.3683, Acc.apparel: 0.7376, Acc.pole: 0.4611, Acc.land: 0.0492, Acc.bannister: 0.3978, Acc.escalator: 0.2672, Acc.ottoman: 0.6707, Acc.bottle: 0.7319, Acc.buffet: 0.5409, Acc.poster: 0.3420, Acc.stage: 0.3311, Acc.van: 0.7033, Acc.ship: 0.1604, Acc.fountain: 0.2153, Acc.conveyer belt: 0.9140, Acc.canopy: 0.3408, Acc.washer: 0.7375, Acc.plaything: 0.3540, Acc.swimming pool: 0.6038, Acc.stool: 0.7389, Acc.barrel: 0.7454, Acc.basket: 0.4527, Acc.waterfall: 0.5562, Acc.tent: 0.9828, Acc.bag: 0.3411, Acc.minibike: 0.8912, Acc.cradle: 0.9792, Acc.oven: 0.7058, Acc.ball: 0.4346, Acc.food: 0.7483, Acc.step: 0.3924, Acc.tank: 0.5483, Acc.trade name: 0.2778, Acc.microwave: 0.4538, Acc.pot: 0.6815, Acc.animal: 0.5633, Acc.bicycle: 0.8056, Acc.lake: 0.6356, Acc.dishwasher: 0.7367, Acc.screen: 0.6881, Acc.blanket: 0.2958, Acc.sculpture: 0.8444, Acc.hood: 0.9310, Acc.sconce: 0.6895, Acc.vase: 0.6558, Acc.traffic light: 0.7043, Acc.tray: 0.2727, Acc.ashcan: 0.7167, Acc.fan: 0.8414, Acc.pier: 0.1538, Acc.crt screen: 0.2618, Acc.plate: 0.7247, Acc.monitor: 0.2218, Acc.bulletin board: 0.7599, Acc.shower: 0.1950, Acc.radiator: 0.8157, Acc.glass: 0.2415, Acc.clock: 0.6780, Acc.flag: 0.4282 2023-12-26 10:33:38,071 - mmseg - INFO - Iter [125050/160000] lr: 2.184e-05, eta: 4:52:07, time: 0.927, data_time: 0.449, memory: 40245, decode.loss_cls: 0.1743, decode.loss_mask: 0.4549, decode.loss_dice: 0.6654, decode.d0.loss_cls: 1.1457, decode.d0.loss_mask: 0.4947, decode.d0.loss_dice: 0.7378, decode.d1.loss_cls: 0.2516, decode.d1.loss_mask: 0.4693, decode.d1.loss_dice: 0.7041, decode.d2.loss_cls: 0.2097, decode.d2.loss_mask: 0.4574, decode.d2.loss_dice: 0.6811, decode.d3.loss_cls: 0.1973, decode.d3.loss_mask: 0.4549, decode.d3.loss_dice: 0.6718, decode.d4.loss_cls: 0.1937, decode.d4.loss_mask: 0.4537, decode.d4.loss_dice: 0.6717, decode.d5.loss_cls: 0.1852, decode.d5.loss_mask: 0.4526, decode.d5.loss_dice: 0.6692, decode.d6.loss_cls: 0.1824, decode.d6.loss_mask: 0.4542, decode.d6.loss_dice: 0.6644, decode.d7.loss_cls: 0.1749, decode.d7.loss_mask: 0.4532, decode.d7.loss_dice: 0.6628, decode.d8.loss_cls: 0.1810, decode.d8.loss_mask: 0.4533, decode.d8.loss_dice: 0.6588, loss: 14.2813, grad_norm: 61.9627 2023-12-26 10:34:02,675 - mmseg - INFO - Iter [125100/160000] lr: 2.181e-05, eta: 4:51:42, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1828, decode.loss_mask: 0.4657, decode.loss_dice: 0.6858, decode.d0.loss_cls: 1.1794, decode.d0.loss_mask: 0.5038, decode.d0.loss_dice: 0.7578, decode.d1.loss_cls: 0.2693, decode.d1.loss_mask: 0.4804, decode.d1.loss_dice: 0.7230, decode.d2.loss_cls: 0.2343, decode.d2.loss_mask: 0.4706, decode.d2.loss_dice: 0.7012, decode.d3.loss_cls: 0.2167, decode.d3.loss_mask: 0.4704, decode.d3.loss_dice: 0.6902, decode.d4.loss_cls: 0.2061, decode.d4.loss_mask: 0.4687, decode.d4.loss_dice: 0.6861, decode.d5.loss_cls: 0.2016, decode.d5.loss_mask: 0.4655, decode.d5.loss_dice: 0.6847, decode.d6.loss_cls: 0.1927, decode.d6.loss_mask: 0.4667, decode.d6.loss_dice: 0.6866, decode.d7.loss_cls: 0.1882, decode.d7.loss_mask: 0.4664, decode.d7.loss_dice: 0.6879, decode.d8.loss_cls: 0.1859, decode.d8.loss_mask: 0.4667, decode.d8.loss_dice: 0.6844, loss: 14.7696, grad_norm: 61.8001 2023-12-26 10:34:26,956 - mmseg - INFO - Iter [125150/160000] lr: 2.178e-05, eta: 4:51:16, time: 0.488, data_time: 0.014, memory: 40245, decode.loss_cls: 0.1804, decode.loss_mask: 0.4453, decode.loss_dice: 0.6796, decode.d0.loss_cls: 1.1427, decode.d0.loss_mask: 0.4821, decode.d0.loss_dice: 0.7404, decode.d1.loss_cls: 0.2384, decode.d1.loss_mask: 0.4592, decode.d1.loss_dice: 0.7116, decode.d2.loss_cls: 0.2150, decode.d2.loss_mask: 0.4516, decode.d2.loss_dice: 0.6951, decode.d3.loss_cls: 0.2025, decode.d3.loss_mask: 0.4499, decode.d3.loss_dice: 0.6829, decode.d4.loss_cls: 0.1969, decode.d4.loss_mask: 0.4470, decode.d4.loss_dice: 0.6826, decode.d5.loss_cls: 0.1911, decode.d5.loss_mask: 0.4455, decode.d5.loss_dice: 0.6798, decode.d6.loss_cls: 0.1905, decode.d6.loss_mask: 0.4465, decode.d6.loss_dice: 0.6781, decode.d7.loss_cls: 0.1863, decode.d7.loss_mask: 0.4456, decode.d7.loss_dice: 0.6779, decode.d8.loss_cls: 0.1824, decode.d8.loss_mask: 0.4467, decode.d8.loss_dice: 0.6803, loss: 14.3541, grad_norm: 62.3096 2023-12-26 10:34:51,515 - mmseg - INFO - Iter [125200/160000] lr: 2.175e-05, eta: 4:50:51, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1864, decode.loss_mask: 0.4421, decode.loss_dice: 0.6760, decode.d0.loss_cls: 1.1809, decode.d0.loss_mask: 0.4761, decode.d0.loss_dice: 0.7476, decode.d1.loss_cls: 0.2645, decode.d1.loss_mask: 0.4582, decode.d1.loss_dice: 0.7159, decode.d2.loss_cls: 0.2279, decode.d2.loss_mask: 0.4492, decode.d2.loss_dice: 0.6935, decode.d3.loss_cls: 0.2130, decode.d3.loss_mask: 0.4454, decode.d3.loss_dice: 0.6807, decode.d4.loss_cls: 0.2024, decode.d4.loss_mask: 0.4433, decode.d4.loss_dice: 0.6808, decode.d5.loss_cls: 0.1978, decode.d5.loss_mask: 0.4419, decode.d5.loss_dice: 0.6737, decode.d6.loss_cls: 0.1895, decode.d6.loss_mask: 0.4435, decode.d6.loss_dice: 0.6738, decode.d7.loss_cls: 0.1871, decode.d7.loss_mask: 0.4423, decode.d7.loss_dice: 0.6723, decode.d8.loss_cls: 0.1827, decode.d8.loss_mask: 0.4420, decode.d8.loss_dice: 0.6722, loss: 14.4026, grad_norm: 60.4775 2023-12-26 10:35:15,802 - mmseg - INFO - Iter [125250/160000] lr: 2.172e-05, eta: 4:50:26, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1923, decode.loss_mask: 0.4359, decode.loss_dice: 0.6620, decode.d0.loss_cls: 1.1855, decode.d0.loss_mask: 0.4746, decode.d0.loss_dice: 0.7414, decode.d1.loss_cls: 0.2756, decode.d1.loss_mask: 0.4535, decode.d1.loss_dice: 0.7042, decode.d2.loss_cls: 0.2369, decode.d2.loss_mask: 0.4441, decode.d2.loss_dice: 0.6809, decode.d3.loss_cls: 0.2212, decode.d3.loss_mask: 0.4400, decode.d3.loss_dice: 0.6701, decode.d4.loss_cls: 0.2105, decode.d4.loss_mask: 0.4395, decode.d4.loss_dice: 0.6698, decode.d5.loss_cls: 0.2000, decode.d5.loss_mask: 0.4384, decode.d5.loss_dice: 0.6672, decode.d6.loss_cls: 0.2020, decode.d6.loss_mask: 0.4377, decode.d6.loss_dice: 0.6618, decode.d7.loss_cls: 0.1977, decode.d7.loss_mask: 0.4364, decode.d7.loss_dice: 0.6614, decode.d8.loss_cls: 0.1925, decode.d8.loss_mask: 0.4377, decode.d8.loss_dice: 0.6647, loss: 14.3353, grad_norm: 64.1448 2023-12-26 10:35:40,030 - mmseg - INFO - Iter [125300/160000] lr: 2.169e-05, eta: 4:50:01, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1784, decode.loss_mask: 0.4561, decode.loss_dice: 0.6755, decode.d0.loss_cls: 1.1310, decode.d0.loss_mask: 0.4960, decode.d0.loss_dice: 0.7380, decode.d1.loss_cls: 0.2422, decode.d1.loss_mask: 0.4732, decode.d1.loss_dice: 0.7089, decode.d2.loss_cls: 0.2161, decode.d2.loss_mask: 0.4664, decode.d2.loss_dice: 0.6909, decode.d3.loss_cls: 0.1985, decode.d3.loss_mask: 0.4602, decode.d3.loss_dice: 0.6851, decode.d4.loss_cls: 0.1952, decode.d4.loss_mask: 0.4602, decode.d4.loss_dice: 0.6815, decode.d5.loss_cls: 0.1869, decode.d5.loss_mask: 0.4595, decode.d5.loss_dice: 0.6758, decode.d6.loss_cls: 0.1828, decode.d6.loss_mask: 0.4578, decode.d6.loss_dice: 0.6766, decode.d7.loss_cls: 0.1823, decode.d7.loss_mask: 0.4579, decode.d7.loss_dice: 0.6761, decode.d8.loss_cls: 0.1801, decode.d8.loss_mask: 0.4570, decode.d8.loss_dice: 0.6754, loss: 14.4217, grad_norm: 62.5297 2023-12-26 10:36:04,164 - mmseg - INFO - Iter [125350/160000] lr: 2.166e-05, eta: 4:49:35, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1663, decode.loss_mask: 0.4597, decode.loss_dice: 0.6743, decode.d0.loss_cls: 1.1208, decode.d0.loss_mask: 0.4977, decode.d0.loss_dice: 0.7420, decode.d1.loss_cls: 0.2357, decode.d1.loss_mask: 0.4761, decode.d1.loss_dice: 0.7071, decode.d2.loss_cls: 0.2075, decode.d2.loss_mask: 0.4679, decode.d2.loss_dice: 0.6887, decode.d3.loss_cls: 0.1938, decode.d3.loss_mask: 0.4634, decode.d3.loss_dice: 0.6823, decode.d4.loss_cls: 0.1878, decode.d4.loss_mask: 0.4611, decode.d4.loss_dice: 0.6787, decode.d5.loss_cls: 0.1797, decode.d5.loss_mask: 0.4627, decode.d5.loss_dice: 0.6787, decode.d6.loss_cls: 0.1749, decode.d6.loss_mask: 0.4614, decode.d6.loss_dice: 0.6752, decode.d7.loss_cls: 0.1703, decode.d7.loss_mask: 0.4607, decode.d7.loss_dice: 0.6744, decode.d8.loss_cls: 0.1723, decode.d8.loss_mask: 0.4613, decode.d8.loss_dice: 0.6736, loss: 14.3562, grad_norm: 60.8201 2023-12-26 10:36:28,413 - mmseg - INFO - Iter [125400/160000] lr: 2.163e-05, eta: 4:49:10, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1969, decode.loss_mask: 0.4716, decode.loss_dice: 0.7031, decode.d0.loss_cls: 1.1946, decode.d0.loss_mask: 0.5061, decode.d0.loss_dice: 0.7693, decode.d1.loss_cls: 0.2686, decode.d1.loss_mask: 0.4834, decode.d1.loss_dice: 0.7334, decode.d2.loss_cls: 0.2357, decode.d2.loss_mask: 0.4790, decode.d2.loss_dice: 0.7185, decode.d3.loss_cls: 0.2198, decode.d3.loss_mask: 0.4763, decode.d3.loss_dice: 0.7055, decode.d4.loss_cls: 0.2092, decode.d4.loss_mask: 0.4738, decode.d4.loss_dice: 0.7104, decode.d5.loss_cls: 0.2021, decode.d5.loss_mask: 0.4730, decode.d5.loss_dice: 0.7049, decode.d6.loss_cls: 0.1994, decode.d6.loss_mask: 0.4743, decode.d6.loss_dice: 0.7027, decode.d7.loss_cls: 0.1926, decode.d7.loss_mask: 0.4723, decode.d7.loss_dice: 0.7050, decode.d8.loss_cls: 0.1987, decode.d8.loss_mask: 0.4722, decode.d8.loss_dice: 0.7045, loss: 15.0567, grad_norm: 64.3035 2023-12-26 10:36:52,732 - mmseg - INFO - Iter [125450/160000] lr: 2.159e-05, eta: 4:48:45, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1790, decode.loss_mask: 0.4551, decode.loss_dice: 0.6907, decode.d0.loss_cls: 1.1573, decode.d0.loss_mask: 0.4910, decode.d0.loss_dice: 0.7668, decode.d1.loss_cls: 0.2641, decode.d1.loss_mask: 0.4685, decode.d1.loss_dice: 0.7253, decode.d2.loss_cls: 0.2255, decode.d2.loss_mask: 0.4588, decode.d2.loss_dice: 0.7065, decode.d3.loss_cls: 0.2085, decode.d3.loss_mask: 0.4601, decode.d3.loss_dice: 0.6937, decode.d4.loss_cls: 0.1971, decode.d4.loss_mask: 0.4569, decode.d4.loss_dice: 0.6917, decode.d5.loss_cls: 0.1878, decode.d5.loss_mask: 0.4552, decode.d5.loss_dice: 0.6913, decode.d6.loss_cls: 0.1856, decode.d6.loss_mask: 0.4572, decode.d6.loss_dice: 0.6891, decode.d7.loss_cls: 0.1836, decode.d7.loss_mask: 0.4548, decode.d7.loss_dice: 0.6901, decode.d8.loss_cls: 0.1807, decode.d8.loss_mask: 0.4549, decode.d8.loss_dice: 0.6870, loss: 14.6140, grad_norm: 64.3998 2023-12-26 10:37:16,936 - mmseg - INFO - Iter [125500/160000] lr: 2.156e-05, eta: 4:48:19, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1834, decode.loss_mask: 0.4592, decode.loss_dice: 0.6860, decode.d0.loss_cls: 1.1601, decode.d0.loss_mask: 0.4940, decode.d0.loss_dice: 0.7566, decode.d1.loss_cls: 0.2554, decode.d1.loss_mask: 0.4733, decode.d1.loss_dice: 0.7263, decode.d2.loss_cls: 0.2222, decode.d2.loss_mask: 0.4639, decode.d2.loss_dice: 0.7063, decode.d3.loss_cls: 0.2071, decode.d3.loss_mask: 0.4624, decode.d3.loss_dice: 0.6928, decode.d4.loss_cls: 0.2000, decode.d4.loss_mask: 0.4611, decode.d4.loss_dice: 0.6911, decode.d5.loss_cls: 0.1963, decode.d5.loss_mask: 0.4606, decode.d5.loss_dice: 0.6934, decode.d6.loss_cls: 0.1884, decode.d6.loss_mask: 0.4597, decode.d6.loss_dice: 0.6887, decode.d7.loss_cls: 0.1884, decode.d7.loss_mask: 0.4588, decode.d7.loss_dice: 0.6882, decode.d8.loss_cls: 0.1827, decode.d8.loss_mask: 0.4595, decode.d8.loss_dice: 0.6888, loss: 14.6548, grad_norm: 62.7383 2023-12-26 10:37:41,468 - mmseg - INFO - Iter [125550/160000] lr: 2.153e-05, eta: 4:47:54, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1899, decode.loss_mask: 0.4491, decode.loss_dice: 0.6655, decode.d0.loss_cls: 1.1894, decode.d0.loss_mask: 0.4862, decode.d0.loss_dice: 0.7349, decode.d1.loss_cls: 0.2614, decode.d1.loss_mask: 0.4603, decode.d1.loss_dice: 0.7018, decode.d2.loss_cls: 0.2355, decode.d2.loss_mask: 0.4519, decode.d2.loss_dice: 0.6820, decode.d3.loss_cls: 0.2157, decode.d3.loss_mask: 0.4505, decode.d3.loss_dice: 0.6713, decode.d4.loss_cls: 0.2089, decode.d4.loss_mask: 0.4483, decode.d4.loss_dice: 0.6703, decode.d5.loss_cls: 0.1983, decode.d5.loss_mask: 0.4492, decode.d5.loss_dice: 0.6667, decode.d6.loss_cls: 0.1935, decode.d6.loss_mask: 0.4485, decode.d6.loss_dice: 0.6613, decode.d7.loss_cls: 0.1953, decode.d7.loss_mask: 0.4490, decode.d7.loss_dice: 0.6634, decode.d8.loss_cls: 0.1880, decode.d8.loss_mask: 0.4478, decode.d8.loss_dice: 0.6644, loss: 14.3984, grad_norm: 59.8415 2023-12-26 10:38:05,937 - mmseg - INFO - Iter [125600/160000] lr: 2.150e-05, eta: 4:47:29, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1843, decode.loss_mask: 0.4440, decode.loss_dice: 0.6716, decode.d0.loss_cls: 1.1412, decode.d0.loss_mask: 0.4804, decode.d0.loss_dice: 0.7299, decode.d1.loss_cls: 0.2579, decode.d1.loss_mask: 0.4566, decode.d1.loss_dice: 0.7018, decode.d2.loss_cls: 0.2204, decode.d2.loss_mask: 0.4479, decode.d2.loss_dice: 0.6869, decode.d3.loss_cls: 0.2078, decode.d3.loss_mask: 0.4470, decode.d3.loss_dice: 0.6781, decode.d4.loss_cls: 0.1953, decode.d4.loss_mask: 0.4475, decode.d4.loss_dice: 0.6732, decode.d5.loss_cls: 0.1886, decode.d5.loss_mask: 0.4470, decode.d5.loss_dice: 0.6753, decode.d6.loss_cls: 0.1874, decode.d6.loss_mask: 0.4454, decode.d6.loss_dice: 0.6680, decode.d7.loss_cls: 0.1880, decode.d7.loss_mask: 0.4451, decode.d7.loss_dice: 0.6707, decode.d8.loss_cls: 0.1858, decode.d8.loss_mask: 0.4438, decode.d8.loss_dice: 0.6684, loss: 14.2852, grad_norm: 55.2383 2023-12-26 10:38:30,188 - mmseg - INFO - Iter [125650/160000] lr: 2.147e-05, eta: 4:47:03, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1972, decode.loss_mask: 0.4513, decode.loss_dice: 0.6954, decode.d0.loss_cls: 1.1909, decode.d0.loss_mask: 0.4921, decode.d0.loss_dice: 0.7768, decode.d1.loss_cls: 0.2729, decode.d1.loss_mask: 0.4674, decode.d1.loss_dice: 0.7377, decode.d2.loss_cls: 0.2355, decode.d2.loss_mask: 0.4608, decode.d2.loss_dice: 0.7190, decode.d3.loss_cls: 0.2211, decode.d3.loss_mask: 0.4587, decode.d3.loss_dice: 0.7015, decode.d4.loss_cls: 0.2170, decode.d4.loss_mask: 0.4555, decode.d4.loss_dice: 0.7017, decode.d5.loss_cls: 0.2022, decode.d5.loss_mask: 0.4551, decode.d5.loss_dice: 0.7005, decode.d6.loss_cls: 0.2007, decode.d6.loss_mask: 0.4528, decode.d6.loss_dice: 0.6949, decode.d7.loss_cls: 0.1965, decode.d7.loss_mask: 0.4534, decode.d7.loss_dice: 0.6966, decode.d8.loss_cls: 0.1948, decode.d8.loss_mask: 0.4533, decode.d8.loss_dice: 0.6942, loss: 14.8476, grad_norm: 59.3613 2023-12-26 10:38:54,451 - mmseg - INFO - Iter [125700/160000] lr: 2.144e-05, eta: 4:46:38, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1817, decode.loss_mask: 0.4615, decode.loss_dice: 0.6962, decode.d0.loss_cls: 1.1643, decode.d0.loss_mask: 0.5015, decode.d0.loss_dice: 0.7676, decode.d1.loss_cls: 0.2623, decode.d1.loss_mask: 0.4777, decode.d1.loss_dice: 0.7307, decode.d2.loss_cls: 0.2251, decode.d2.loss_mask: 0.4690, decode.d2.loss_dice: 0.7129, decode.d3.loss_cls: 0.2088, decode.d3.loss_mask: 0.4675, decode.d3.loss_dice: 0.7009, decode.d4.loss_cls: 0.1984, decode.d4.loss_mask: 0.4655, decode.d4.loss_dice: 0.6992, decode.d5.loss_cls: 0.1935, decode.d5.loss_mask: 0.4637, decode.d5.loss_dice: 0.6960, decode.d6.loss_cls: 0.1894, decode.d6.loss_mask: 0.4619, decode.d6.loss_dice: 0.6967, decode.d7.loss_cls: 0.1862, decode.d7.loss_mask: 0.4605, decode.d7.loss_dice: 0.6940, decode.d8.loss_cls: 0.1870, decode.d8.loss_mask: 0.4592, decode.d8.loss_dice: 0.6911, loss: 14.7701, grad_norm: 68.9347 2023-12-26 10:39:18,749 - mmseg - INFO - Iter [125750/160000] lr: 2.141e-05, eta: 4:46:13, time: 0.486, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1797, decode.loss_mask: 0.4656, decode.loss_dice: 0.6970, decode.d0.loss_cls: 1.1660, decode.d0.loss_mask: 0.4991, decode.d0.loss_dice: 0.7613, decode.d1.loss_cls: 0.2597, decode.d1.loss_mask: 0.4803, decode.d1.loss_dice: 0.7352, decode.d2.loss_cls: 0.2331, decode.d2.loss_mask: 0.4723, decode.d2.loss_dice: 0.7140, decode.d3.loss_cls: 0.2158, decode.d3.loss_mask: 0.4682, decode.d3.loss_dice: 0.7011, decode.d4.loss_cls: 0.1982, decode.d4.loss_mask: 0.4672, decode.d4.loss_dice: 0.6986, decode.d5.loss_cls: 0.1969, decode.d5.loss_mask: 0.4662, decode.d5.loss_dice: 0.6975, decode.d6.loss_cls: 0.1912, decode.d6.loss_mask: 0.4658, decode.d6.loss_dice: 0.6948, decode.d7.loss_cls: 0.1855, decode.d7.loss_mask: 0.4669, decode.d7.loss_dice: 0.6942, decode.d8.loss_cls: 0.1830, decode.d8.loss_mask: 0.4652, decode.d8.loss_dice: 0.6964, loss: 14.8160, grad_norm: 59.5186 2023-12-26 10:39:43,050 - mmseg - INFO - Iter [125800/160000] lr: 2.138e-05, eta: 4:45:48, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1949, decode.loss_mask: 0.4696, decode.loss_dice: 0.6909, decode.d0.loss_cls: 1.1965, decode.d0.loss_mask: 0.5063, decode.d0.loss_dice: 0.7608, decode.d1.loss_cls: 0.2670, decode.d1.loss_mask: 0.4847, decode.d1.loss_dice: 0.7318, decode.d2.loss_cls: 0.2288, decode.d2.loss_mask: 0.4772, decode.d2.loss_dice: 0.7151, decode.d3.loss_cls: 0.2211, decode.d3.loss_mask: 0.4768, decode.d3.loss_dice: 0.6970, decode.d4.loss_cls: 0.2131, decode.d4.loss_mask: 0.4755, decode.d4.loss_dice: 0.6975, decode.d5.loss_cls: 0.2080, decode.d5.loss_mask: 0.4725, decode.d5.loss_dice: 0.6925, decode.d6.loss_cls: 0.2014, decode.d6.loss_mask: 0.4709, decode.d6.loss_dice: 0.6935, decode.d7.loss_cls: 0.1994, decode.d7.loss_mask: 0.4705, decode.d7.loss_dice: 0.6914, decode.d8.loss_cls: 0.1960, decode.d8.loss_mask: 0.4690, decode.d8.loss_dice: 0.6929, loss: 14.9623, grad_norm: 61.8617 2023-12-26 10:40:07,674 - mmseg - INFO - Iter [125850/160000] lr: 2.134e-05, eta: 4:45:22, time: 0.492, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1889, decode.loss_mask: 0.4644, decode.loss_dice: 0.7013, decode.d0.loss_cls: 1.1649, decode.d0.loss_mask: 0.5007, decode.d0.loss_dice: 0.7649, decode.d1.loss_cls: 0.2610, decode.d1.loss_mask: 0.4771, decode.d1.loss_dice: 0.7321, decode.d2.loss_cls: 0.2309, decode.d2.loss_mask: 0.4675, decode.d2.loss_dice: 0.7112, decode.d3.loss_cls: 0.2156, decode.d3.loss_mask: 0.4644, decode.d3.loss_dice: 0.7036, decode.d4.loss_cls: 0.2028, decode.d4.loss_mask: 0.4649, decode.d4.loss_dice: 0.7027, decode.d5.loss_cls: 0.2029, decode.d5.loss_mask: 0.4643, decode.d5.loss_dice: 0.6979, decode.d6.loss_cls: 0.1934, decode.d6.loss_mask: 0.4642, decode.d6.loss_dice: 0.7020, decode.d7.loss_cls: 0.1953, decode.d7.loss_mask: 0.4646, decode.d7.loss_dice: 0.6947, decode.d8.loss_cls: 0.1911, decode.d8.loss_mask: 0.4622, decode.d8.loss_dice: 0.6959, loss: 14.8475, grad_norm: 64.9444 2023-12-26 10:40:31,990 - mmseg - INFO - Iter [125900/160000] lr: 2.131e-05, eta: 4:44:57, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1932, decode.loss_mask: 0.4637, decode.loss_dice: 0.6846, decode.d0.loss_cls: 1.2000, decode.d0.loss_mask: 0.5039, decode.d0.loss_dice: 0.7557, decode.d1.loss_cls: 0.2714, decode.d1.loss_mask: 0.4803, decode.d1.loss_dice: 0.7149, decode.d2.loss_cls: 0.2278, decode.d2.loss_mask: 0.4741, decode.d2.loss_dice: 0.7040, decode.d3.loss_cls: 0.2183, decode.d3.loss_mask: 0.4682, decode.d3.loss_dice: 0.6902, decode.d4.loss_cls: 0.2114, decode.d4.loss_mask: 0.4659, decode.d4.loss_dice: 0.6901, decode.d5.loss_cls: 0.2028, decode.d5.loss_mask: 0.4656, decode.d5.loss_dice: 0.6906, decode.d6.loss_cls: 0.1971, decode.d6.loss_mask: 0.4645, decode.d6.loss_dice: 0.6856, decode.d7.loss_cls: 0.1953, decode.d7.loss_mask: 0.4636, decode.d7.loss_dice: 0.6818, decode.d8.loss_cls: 0.1945, decode.d8.loss_mask: 0.4630, decode.d8.loss_dice: 0.6819, loss: 14.8039, grad_norm: 59.4843 2023-12-26 10:40:56,173 - mmseg - INFO - Iter [125950/160000] lr: 2.128e-05, eta: 4:44:32, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1938, decode.loss_mask: 0.4321, decode.loss_dice: 0.6763, decode.d0.loss_cls: 1.1672, decode.d0.loss_mask: 0.4686, decode.d0.loss_dice: 0.7550, decode.d1.loss_cls: 0.2726, decode.d1.loss_mask: 0.4468, decode.d1.loss_dice: 0.7164, decode.d2.loss_cls: 0.2327, decode.d2.loss_mask: 0.4380, decode.d2.loss_dice: 0.6986, decode.d3.loss_cls: 0.2211, decode.d3.loss_mask: 0.4365, decode.d3.loss_dice: 0.6863, decode.d4.loss_cls: 0.2127, decode.d4.loss_mask: 0.4352, decode.d4.loss_dice: 0.6811, decode.d5.loss_cls: 0.2037, decode.d5.loss_mask: 0.4348, decode.d5.loss_dice: 0.6809, decode.d6.loss_cls: 0.1968, decode.d6.loss_mask: 0.4336, decode.d6.loss_dice: 0.6787, decode.d7.loss_cls: 0.1967, decode.d7.loss_mask: 0.4328, decode.d7.loss_dice: 0.6770, decode.d8.loss_cls: 0.1880, decode.d8.loss_mask: 0.4330, decode.d8.loss_dice: 0.6786, loss: 14.4055, grad_norm: 58.4337 2023-12-26 10:41:20,497 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 10:41:20,497 - mmseg - INFO - Iter [126000/160000] lr: 2.125e-05, eta: 4:44:06, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1857, decode.loss_mask: 0.4515, decode.loss_dice: 0.6698, decode.d0.loss_cls: 1.1873, decode.d0.loss_mask: 0.4882, decode.d0.loss_dice: 0.7452, decode.d1.loss_cls: 0.2601, decode.d1.loss_mask: 0.4712, decode.d1.loss_dice: 0.7120, decode.d2.loss_cls: 0.2263, decode.d2.loss_mask: 0.4598, decode.d2.loss_dice: 0.6894, decode.d3.loss_cls: 0.2154, decode.d3.loss_mask: 0.4553, decode.d3.loss_dice: 0.6756, decode.d4.loss_cls: 0.2000, decode.d4.loss_mask: 0.4550, decode.d4.loss_dice: 0.6777, decode.d5.loss_cls: 0.1957, decode.d5.loss_mask: 0.4557, decode.d5.loss_dice: 0.6775, decode.d6.loss_cls: 0.1925, decode.d6.loss_mask: 0.4528, decode.d6.loss_dice: 0.6731, decode.d7.loss_cls: 0.1894, decode.d7.loss_mask: 0.4525, decode.d7.loss_dice: 0.6713, decode.d8.loss_cls: 0.1860, decode.d8.loss_mask: 0.4524, decode.d8.loss_dice: 0.6733, loss: 14.4977, grad_norm: 57.3782 2023-12-26 10:41:44,942 - mmseg - INFO - Iter [126050/160000] lr: 2.122e-05, eta: 4:43:41, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1680, decode.loss_mask: 0.4518, decode.loss_dice: 0.6703, decode.d0.loss_cls: 1.1505, decode.d0.loss_mask: 0.4904, decode.d0.loss_dice: 0.7455, decode.d1.loss_cls: 0.2392, decode.d1.loss_mask: 0.4669, decode.d1.loss_dice: 0.7102, decode.d2.loss_cls: 0.2056, decode.d2.loss_mask: 0.4559, decode.d2.loss_dice: 0.6847, decode.d3.loss_cls: 0.1936, decode.d3.loss_mask: 0.4534, decode.d3.loss_dice: 0.6714, decode.d4.loss_cls: 0.1809, decode.d4.loss_mask: 0.4529, decode.d4.loss_dice: 0.6723, decode.d5.loss_cls: 0.1737, decode.d5.loss_mask: 0.4535, decode.d5.loss_dice: 0.6776, decode.d6.loss_cls: 0.1738, decode.d6.loss_mask: 0.4525, decode.d6.loss_dice: 0.6697, decode.d7.loss_cls: 0.1706, decode.d7.loss_mask: 0.4526, decode.d7.loss_dice: 0.6708, decode.d8.loss_cls: 0.1699, decode.d8.loss_mask: 0.4510, decode.d8.loss_dice: 0.6700, loss: 14.2490, grad_norm: 61.4632 2023-12-26 10:42:09,445 - mmseg - INFO - Iter [126100/160000] lr: 2.119e-05, eta: 4:43:16, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1968, decode.loss_mask: 0.4651, decode.loss_dice: 0.6910, decode.d0.loss_cls: 1.1727, decode.d0.loss_mask: 0.5067, decode.d0.loss_dice: 0.7613, decode.d1.loss_cls: 0.2725, decode.d1.loss_mask: 0.4820, decode.d1.loss_dice: 0.7304, decode.d2.loss_cls: 0.2399, decode.d2.loss_mask: 0.4723, decode.d2.loss_dice: 0.7086, decode.d3.loss_cls: 0.2267, decode.d3.loss_mask: 0.4677, decode.d3.loss_dice: 0.6903, decode.d4.loss_cls: 0.2147, decode.d4.loss_mask: 0.4678, decode.d4.loss_dice: 0.6902, decode.d5.loss_cls: 0.2084, decode.d5.loss_mask: 0.4649, decode.d5.loss_dice: 0.6912, decode.d6.loss_cls: 0.2055, decode.d6.loss_mask: 0.4677, decode.d6.loss_dice: 0.6902, decode.d7.loss_cls: 0.1987, decode.d7.loss_mask: 0.4663, decode.d7.loss_dice: 0.6873, decode.d8.loss_cls: 0.1965, decode.d8.loss_mask: 0.4658, decode.d8.loss_dice: 0.6843, loss: 14.8837, grad_norm: 58.3573 2023-12-26 10:42:33,831 - mmseg - INFO - Iter [126150/160000] lr: 2.116e-05, eta: 4:42:51, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1946, decode.loss_mask: 0.4509, decode.loss_dice: 0.6737, decode.d0.loss_cls: 1.1715, decode.d0.loss_mask: 0.4931, decode.d0.loss_dice: 0.7516, decode.d1.loss_cls: 0.2659, decode.d1.loss_mask: 0.4665, decode.d1.loss_dice: 0.7144, decode.d2.loss_cls: 0.2285, decode.d2.loss_mask: 0.4568, decode.d2.loss_dice: 0.6990, decode.d3.loss_cls: 0.2194, decode.d3.loss_mask: 0.4528, decode.d3.loss_dice: 0.6870, decode.d4.loss_cls: 0.2089, decode.d4.loss_mask: 0.4544, decode.d4.loss_dice: 0.6858, decode.d5.loss_cls: 0.2001, decode.d5.loss_mask: 0.4524, decode.d5.loss_dice: 0.6873, decode.d6.loss_cls: 0.1979, decode.d6.loss_mask: 0.4515, decode.d6.loss_dice: 0.6794, decode.d7.loss_cls: 0.1924, decode.d7.loss_mask: 0.4505, decode.d7.loss_dice: 0.6790, decode.d8.loss_cls: 0.1913, decode.d8.loss_mask: 0.4505, decode.d8.loss_dice: 0.6742, loss: 14.5812, grad_norm: 61.7170 2023-12-26 10:43:00,596 - mmseg - INFO - Iter [126200/160000] lr: 2.113e-05, eta: 4:42:26, time: 0.535, data_time: 0.057, memory: 40245, decode.loss_cls: 0.1900, decode.loss_mask: 0.4663, decode.loss_dice: 0.6816, decode.d0.loss_cls: 1.1622, decode.d0.loss_mask: 0.5043, decode.d0.loss_dice: 0.7495, decode.d1.loss_cls: 0.2528, decode.d1.loss_mask: 0.4804, decode.d1.loss_dice: 0.7208, decode.d2.loss_cls: 0.2224, decode.d2.loss_mask: 0.4730, decode.d2.loss_dice: 0.7042, decode.d3.loss_cls: 0.2113, decode.d3.loss_mask: 0.4685, decode.d3.loss_dice: 0.6906, decode.d4.loss_cls: 0.2082, decode.d4.loss_mask: 0.4673, decode.d4.loss_dice: 0.6902, decode.d5.loss_cls: 0.2011, decode.d5.loss_mask: 0.4670, decode.d5.loss_dice: 0.6877, decode.d6.loss_cls: 0.1968, decode.d6.loss_mask: 0.4676, decode.d6.loss_dice: 0.6820, decode.d7.loss_cls: 0.1936, decode.d7.loss_mask: 0.4662, decode.d7.loss_dice: 0.6813, decode.d8.loss_cls: 0.1878, decode.d8.loss_mask: 0.4665, decode.d8.loss_dice: 0.6829, loss: 14.7238, grad_norm: 62.0152 2023-12-26 10:43:24,971 - mmseg - INFO - Iter [126250/160000] lr: 2.109e-05, eta: 4:42:01, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1729, decode.loss_mask: 0.4365, decode.loss_dice: 0.6526, decode.d0.loss_cls: 1.1539, decode.d0.loss_mask: 0.4759, decode.d0.loss_dice: 0.7258, decode.d1.loss_cls: 0.2528, decode.d1.loss_mask: 0.4504, decode.d1.loss_dice: 0.6921, decode.d2.loss_cls: 0.2144, decode.d2.loss_mask: 0.4445, decode.d2.loss_dice: 0.6741, decode.d3.loss_cls: 0.2006, decode.d3.loss_mask: 0.4419, decode.d3.loss_dice: 0.6635, decode.d4.loss_cls: 0.1929, decode.d4.loss_mask: 0.4387, decode.d4.loss_dice: 0.6619, decode.d5.loss_cls: 0.1860, decode.d5.loss_mask: 0.4378, decode.d5.loss_dice: 0.6607, decode.d6.loss_cls: 0.1815, decode.d6.loss_mask: 0.4384, decode.d6.loss_dice: 0.6574, decode.d7.loss_cls: 0.1784, decode.d7.loss_mask: 0.4388, decode.d7.loss_dice: 0.6559, decode.d8.loss_cls: 0.1739, decode.d8.loss_mask: 0.4384, decode.d8.loss_dice: 0.6528, loss: 14.0454, grad_norm: 61.6986 2023-12-26 10:43:49,210 - mmseg - INFO - Iter [126300/160000] lr: 2.106e-05, eta: 4:41:36, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1784, decode.loss_mask: 0.4284, decode.loss_dice: 0.6547, decode.d0.loss_cls: 1.1555, decode.d0.loss_mask: 0.4616, decode.d0.loss_dice: 0.7190, decode.d1.loss_cls: 0.2454, decode.d1.loss_mask: 0.4434, decode.d1.loss_dice: 0.6853, decode.d2.loss_cls: 0.2149, decode.d2.loss_mask: 0.4343, decode.d2.loss_dice: 0.6733, decode.d3.loss_cls: 0.2002, decode.d3.loss_mask: 0.4316, decode.d3.loss_dice: 0.6626, decode.d4.loss_cls: 0.1886, decode.d4.loss_mask: 0.4325, decode.d4.loss_dice: 0.6624, decode.d5.loss_cls: 0.1824, decode.d5.loss_mask: 0.4294, decode.d5.loss_dice: 0.6617, decode.d6.loss_cls: 0.1842, decode.d6.loss_mask: 0.4277, decode.d6.loss_dice: 0.6553, decode.d7.loss_cls: 0.1817, decode.d7.loss_mask: 0.4286, decode.d7.loss_dice: 0.6583, decode.d8.loss_cls: 0.1797, decode.d8.loss_mask: 0.4278, decode.d8.loss_dice: 0.6552, loss: 13.9442, grad_norm: 56.9547 2023-12-26 10:44:13,399 - mmseg - INFO - Iter [126350/160000] lr: 2.103e-05, eta: 4:41:10, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1980, decode.loss_mask: 0.4515, decode.loss_dice: 0.6704, decode.d0.loss_cls: 1.1815, decode.d0.loss_mask: 0.4939, decode.d0.loss_dice: 0.7396, decode.d1.loss_cls: 0.2822, decode.d1.loss_mask: 0.4683, decode.d1.loss_dice: 0.7083, decode.d2.loss_cls: 0.2434, decode.d2.loss_mask: 0.4588, decode.d2.loss_dice: 0.6842, decode.d3.loss_cls: 0.2210, decode.d3.loss_mask: 0.4589, decode.d3.loss_dice: 0.6759, decode.d4.loss_cls: 0.2092, decode.d4.loss_mask: 0.4573, decode.d4.loss_dice: 0.6727, decode.d5.loss_cls: 0.2046, decode.d5.loss_mask: 0.4547, decode.d5.loss_dice: 0.6711, decode.d6.loss_cls: 0.2055, decode.d6.loss_mask: 0.4529, decode.d6.loss_dice: 0.6708, decode.d7.loss_cls: 0.2007, decode.d7.loss_mask: 0.4527, decode.d7.loss_dice: 0.6677, decode.d8.loss_cls: 0.1999, decode.d8.loss_mask: 0.4516, decode.d8.loss_dice: 0.6633, loss: 14.5703, grad_norm: 68.2135 2023-12-26 10:44:37,608 - mmseg - INFO - Iter [126400/160000] lr: 2.100e-05, eta: 4:40:45, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1933, decode.loss_mask: 0.4581, decode.loss_dice: 0.6823, decode.d0.loss_cls: 1.1659, decode.d0.loss_mask: 0.4960, decode.d0.loss_dice: 0.7506, decode.d1.loss_cls: 0.2665, decode.d1.loss_mask: 0.4720, decode.d1.loss_dice: 0.7161, decode.d2.loss_cls: 0.2274, decode.d2.loss_mask: 0.4669, decode.d2.loss_dice: 0.6983, decode.d3.loss_cls: 0.2159, decode.d3.loss_mask: 0.4635, decode.d3.loss_dice: 0.6848, decode.d4.loss_cls: 0.2092, decode.d4.loss_mask: 0.4633, decode.d4.loss_dice: 0.6865, decode.d5.loss_cls: 0.2035, decode.d5.loss_mask: 0.4617, decode.d5.loss_dice: 0.6860, decode.d6.loss_cls: 0.2014, decode.d6.loss_mask: 0.4585, decode.d6.loss_dice: 0.6796, decode.d7.loss_cls: 0.1884, decode.d7.loss_mask: 0.4583, decode.d7.loss_dice: 0.6835, decode.d8.loss_cls: 0.1975, decode.d8.loss_mask: 0.4581, decode.d8.loss_dice: 0.6801, loss: 14.6731, grad_norm: 70.9486 2023-12-26 10:45:01,891 - mmseg - INFO - Iter [126450/160000] lr: 2.097e-05, eta: 4:40:20, time: 0.486, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1847, decode.loss_mask: 0.4767, decode.loss_dice: 0.6912, decode.d0.loss_cls: 1.1648, decode.d0.loss_mask: 0.5177, decode.d0.loss_dice: 0.7622, decode.d1.loss_cls: 0.2484, decode.d1.loss_mask: 0.4934, decode.d1.loss_dice: 0.7258, decode.d2.loss_cls: 0.2136, decode.d2.loss_mask: 0.4815, decode.d2.loss_dice: 0.7097, decode.d3.loss_cls: 0.2076, decode.d3.loss_mask: 0.4799, decode.d3.loss_dice: 0.6973, decode.d4.loss_cls: 0.1941, decode.d4.loss_mask: 0.4800, decode.d4.loss_dice: 0.6979, decode.d5.loss_cls: 0.1878, decode.d5.loss_mask: 0.4772, decode.d5.loss_dice: 0.6984, decode.d6.loss_cls: 0.1881, decode.d6.loss_mask: 0.4776, decode.d6.loss_dice: 0.6938, decode.d7.loss_cls: 0.1849, decode.d7.loss_mask: 0.4766, decode.d7.loss_dice: 0.6959, decode.d8.loss_cls: 0.1824, decode.d8.loss_mask: 0.4776, decode.d8.loss_dice: 0.6940, loss: 14.8606, grad_norm: 64.6064 2023-12-26 10:45:52,035 - mmseg - INFO - Iter [126500/160000] lr: 2.094e-05, eta: 4:40:02, time: 1.003, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2014, decode.loss_mask: 0.4544, decode.loss_dice: 0.6846, decode.d0.loss_cls: 1.1784, decode.d0.loss_mask: 0.4932, decode.d0.loss_dice: 0.7497, decode.d1.loss_cls: 0.2760, decode.d1.loss_mask: 0.4709, decode.d1.loss_dice: 0.7173, decode.d2.loss_cls: 0.2349, decode.d2.loss_mask: 0.4614, decode.d2.loss_dice: 0.7009, decode.d3.loss_cls: 0.2221, decode.d3.loss_mask: 0.4594, decode.d3.loss_dice: 0.6897, decode.d4.loss_cls: 0.2175, decode.d4.loss_mask: 0.4584, decode.d4.loss_dice: 0.6907, decode.d5.loss_cls: 0.2115, decode.d5.loss_mask: 0.4577, decode.d5.loss_dice: 0.6898, decode.d6.loss_cls: 0.2058, decode.d6.loss_mask: 0.4564, decode.d6.loss_dice: 0.6864, decode.d7.loss_cls: 0.2097, decode.d7.loss_mask: 0.4532, decode.d7.loss_dice: 0.6780, decode.d8.loss_cls: 0.2021, decode.d8.loss_mask: 0.4557, decode.d8.loss_dice: 0.6868, loss: 14.7539, grad_norm: 62.6801 2023-12-26 10:47:42,314 - mmseg - INFO - Iter [126550/160000] lr: 2.091e-05, eta: 4:40:01, time: 2.206, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1807, decode.loss_mask: 0.4480, decode.loss_dice: 0.6670, decode.d0.loss_cls: 1.1562, decode.d0.loss_mask: 0.4871, decode.d0.loss_dice: 0.7418, decode.d1.loss_cls: 0.2529, decode.d1.loss_mask: 0.4629, decode.d1.loss_dice: 0.7061, decode.d2.loss_cls: 0.2232, decode.d2.loss_mask: 0.4543, decode.d2.loss_dice: 0.6838, decode.d3.loss_cls: 0.2029, decode.d3.loss_mask: 0.4521, decode.d3.loss_dice: 0.6766, decode.d4.loss_cls: 0.1974, decode.d4.loss_mask: 0.4528, decode.d4.loss_dice: 0.6723, decode.d5.loss_cls: 0.1899, decode.d5.loss_mask: 0.4494, decode.d5.loss_dice: 0.6690, decode.d6.loss_cls: 0.1851, decode.d6.loss_mask: 0.4505, decode.d6.loss_dice: 0.6690, decode.d7.loss_cls: 0.1792, decode.d7.loss_mask: 0.4488, decode.d7.loss_dice: 0.6682, decode.d8.loss_cls: 0.1789, decode.d8.loss_mask: 0.4476, decode.d8.loss_dice: 0.6680, loss: 14.3215, grad_norm: 63.3647 2023-12-26 10:48:07,670 - mmseg - INFO - Iter [126600/160000] lr: 2.088e-05, eta: 4:39:36, time: 0.507, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1868, decode.loss_mask: 0.4621, decode.loss_dice: 0.6663, decode.d0.loss_cls: 1.1639, decode.d0.loss_mask: 0.4991, decode.d0.loss_dice: 0.7398, decode.d1.loss_cls: 0.2577, decode.d1.loss_mask: 0.4757, decode.d1.loss_dice: 0.7058, decode.d2.loss_cls: 0.2275, decode.d2.loss_mask: 0.4670, decode.d2.loss_dice: 0.6906, decode.d3.loss_cls: 0.2109, decode.d3.loss_mask: 0.4645, decode.d3.loss_dice: 0.6717, decode.d4.loss_cls: 0.2042, decode.d4.loss_mask: 0.4641, decode.d4.loss_dice: 0.6731, decode.d5.loss_cls: 0.1977, decode.d5.loss_mask: 0.4626, decode.d5.loss_dice: 0.6726, decode.d6.loss_cls: 0.1940, decode.d6.loss_mask: 0.4623, decode.d6.loss_dice: 0.6697, decode.d7.loss_cls: 0.1904, decode.d7.loss_mask: 0.4610, decode.d7.loss_dice: 0.6690, decode.d8.loss_cls: 0.1883, decode.d8.loss_mask: 0.4608, decode.d8.loss_dice: 0.6704, loss: 14.5298, grad_norm: 67.5648 2023-12-26 10:48:31,871 - mmseg - INFO - Iter [126650/160000] lr: 2.084e-05, eta: 4:39:11, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1984, decode.loss_mask: 0.4481, decode.loss_dice: 0.6874, decode.d0.loss_cls: 1.1704, decode.d0.loss_mask: 0.4891, decode.d0.loss_dice: 0.7694, decode.d1.loss_cls: 0.2771, decode.d1.loss_mask: 0.4611, decode.d1.loss_dice: 0.7283, decode.d2.loss_cls: 0.2372, decode.d2.loss_mask: 0.4518, decode.d2.loss_dice: 0.7057, decode.d3.loss_cls: 0.2237, decode.d3.loss_mask: 0.4510, decode.d3.loss_dice: 0.6934, decode.d4.loss_cls: 0.2163, decode.d4.loss_mask: 0.4491, decode.d4.loss_dice: 0.6950, decode.d5.loss_cls: 0.2050, decode.d5.loss_mask: 0.4479, decode.d5.loss_dice: 0.6939, decode.d6.loss_cls: 0.1988, decode.d6.loss_mask: 0.4480, decode.d6.loss_dice: 0.6913, decode.d7.loss_cls: 0.1973, decode.d7.loss_mask: 0.4475, decode.d7.loss_dice: 0.6918, decode.d8.loss_cls: 0.1966, decode.d8.loss_mask: 0.4480, decode.d8.loss_dice: 0.6896, loss: 14.7082, grad_norm: 66.9079 2023-12-26 10:48:56,144 - mmseg - INFO - Iter [126700/160000] lr: 2.081e-05, eta: 4:38:45, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1894, decode.loss_mask: 0.4497, decode.loss_dice: 0.6849, decode.d0.loss_cls: 1.2004, decode.d0.loss_mask: 0.4880, decode.d0.loss_dice: 0.7601, decode.d1.loss_cls: 0.2641, decode.d1.loss_mask: 0.4617, decode.d1.loss_dice: 0.7227, decode.d2.loss_cls: 0.2352, decode.d2.loss_mask: 0.4563, decode.d2.loss_dice: 0.7029, decode.d3.loss_cls: 0.2151, decode.d3.loss_mask: 0.4538, decode.d3.loss_dice: 0.6896, decode.d4.loss_cls: 0.2058, decode.d4.loss_mask: 0.4526, decode.d4.loss_dice: 0.6893, decode.d5.loss_cls: 0.2026, decode.d5.loss_mask: 0.4508, decode.d5.loss_dice: 0.6877, decode.d6.loss_cls: 0.1963, decode.d6.loss_mask: 0.4502, decode.d6.loss_dice: 0.6866, decode.d7.loss_cls: 0.1884, decode.d7.loss_mask: 0.4495, decode.d7.loss_dice: 0.6859, decode.d8.loss_cls: 0.1875, decode.d8.loss_mask: 0.4499, decode.d8.loss_dice: 0.6871, loss: 14.6441, grad_norm: 63.1054 2023-12-26 10:49:21,286 - mmseg - INFO - Iter [126750/160000] lr: 2.078e-05, eta: 4:38:20, time: 0.503, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1642, decode.loss_mask: 0.4619, decode.loss_dice: 0.6601, decode.d0.loss_cls: 1.1130, decode.d0.loss_mask: 0.5042, decode.d0.loss_dice: 0.7308, decode.d1.loss_cls: 0.2298, decode.d1.loss_mask: 0.4805, decode.d1.loss_dice: 0.6927, decode.d2.loss_cls: 0.2064, decode.d2.loss_mask: 0.4696, decode.d2.loss_dice: 0.6771, decode.d3.loss_cls: 0.1884, decode.d3.loss_mask: 0.4665, decode.d3.loss_dice: 0.6655, decode.d4.loss_cls: 0.1790, decode.d4.loss_mask: 0.4662, decode.d4.loss_dice: 0.6640, decode.d5.loss_cls: 0.1730, decode.d5.loss_mask: 0.4657, decode.d5.loss_dice: 0.6684, decode.d6.loss_cls: 0.1727, decode.d6.loss_mask: 0.4639, decode.d6.loss_dice: 0.6611, decode.d7.loss_cls: 0.1674, decode.d7.loss_mask: 0.4646, decode.d7.loss_dice: 0.6610, decode.d8.loss_cls: 0.1659, decode.d8.loss_mask: 0.4633, decode.d8.loss_dice: 0.6638, loss: 14.2105, grad_norm: 63.5755 2023-12-26 10:49:45,582 - mmseg - INFO - Iter [126800/160000] lr: 2.075e-05, eta: 4:37:55, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1824, decode.loss_mask: 0.4458, decode.loss_dice: 0.6735, decode.d0.loss_cls: 1.1600, decode.d0.loss_mask: 0.4826, decode.d0.loss_dice: 0.7418, decode.d1.loss_cls: 0.2609, decode.d1.loss_mask: 0.4617, decode.d1.loss_dice: 0.7089, decode.d2.loss_cls: 0.2215, decode.d2.loss_mask: 0.4544, decode.d2.loss_dice: 0.6973, decode.d3.loss_cls: 0.2096, decode.d3.loss_mask: 0.4501, decode.d3.loss_dice: 0.6839, decode.d4.loss_cls: 0.1962, decode.d4.loss_mask: 0.4511, decode.d4.loss_dice: 0.6831, decode.d5.loss_cls: 0.1947, decode.d5.loss_mask: 0.4482, decode.d5.loss_dice: 0.6834, decode.d6.loss_cls: 0.1907, decode.d6.loss_mask: 0.4468, decode.d6.loss_dice: 0.6790, decode.d7.loss_cls: 0.1850, decode.d7.loss_mask: 0.4476, decode.d7.loss_dice: 0.6773, decode.d8.loss_cls: 0.1817, decode.d8.loss_mask: 0.4465, decode.d8.loss_dice: 0.6798, loss: 14.4256, grad_norm: 61.7754 2023-12-26 10:50:10,704 - mmseg - INFO - Iter [126850/160000] lr: 2.072e-05, eta: 4:37:30, time: 0.502, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1993, decode.loss_mask: 0.4345, decode.loss_dice: 0.6838, decode.d0.loss_cls: 1.1809, decode.d0.loss_mask: 0.4698, decode.d0.loss_dice: 0.7630, decode.d1.loss_cls: 0.2755, decode.d1.loss_mask: 0.4503, decode.d1.loss_dice: 0.7212, decode.d2.loss_cls: 0.2343, decode.d2.loss_mask: 0.4418, decode.d2.loss_dice: 0.7048, decode.d3.loss_cls: 0.2234, decode.d3.loss_mask: 0.4404, decode.d3.loss_dice: 0.6959, decode.d4.loss_cls: 0.2081, decode.d4.loss_mask: 0.4377, decode.d4.loss_dice: 0.6901, decode.d5.loss_cls: 0.2106, decode.d5.loss_mask: 0.4393, decode.d5.loss_dice: 0.6923, decode.d6.loss_cls: 0.2069, decode.d6.loss_mask: 0.4343, decode.d6.loss_dice: 0.6835, decode.d7.loss_cls: 0.1953, decode.d7.loss_mask: 0.4356, decode.d7.loss_dice: 0.6860, decode.d8.loss_cls: 0.1999, decode.d8.loss_mask: 0.4353, decode.d8.loss_dice: 0.6886, loss: 14.5623, grad_norm: 60.4801 2023-12-26 10:50:35,189 - mmseg - INFO - Iter [126900/160000] lr: 2.069e-05, eta: 4:37:04, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1744, decode.loss_mask: 0.4592, decode.loss_dice: 0.6819, decode.d0.loss_cls: 1.1263, decode.d0.loss_mask: 0.4928, decode.d0.loss_dice: 0.7515, decode.d1.loss_cls: 0.2410, decode.d1.loss_mask: 0.4764, decode.d1.loss_dice: 0.7233, decode.d2.loss_cls: 0.2126, decode.d2.loss_mask: 0.4680, decode.d2.loss_dice: 0.7015, decode.d3.loss_cls: 0.1967, decode.d3.loss_mask: 0.4630, decode.d3.loss_dice: 0.6912, decode.d4.loss_cls: 0.1884, decode.d4.loss_mask: 0.4620, decode.d4.loss_dice: 0.6897, decode.d5.loss_cls: 0.1829, decode.d5.loss_mask: 0.4603, decode.d5.loss_dice: 0.6870, decode.d6.loss_cls: 0.1787, decode.d6.loss_mask: 0.4592, decode.d6.loss_dice: 0.6840, decode.d7.loss_cls: 0.1745, decode.d7.loss_mask: 0.4596, decode.d7.loss_dice: 0.6829, decode.d8.loss_cls: 0.1744, decode.d8.loss_mask: 0.4601, decode.d8.loss_dice: 0.6841, loss: 14.4875, grad_norm: 59.5041 2023-12-26 10:50:59,258 - mmseg - INFO - Iter [126950/160000] lr: 2.066e-05, eta: 4:36:39, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1796, decode.loss_mask: 0.4487, decode.loss_dice: 0.6845, decode.d0.loss_cls: 1.1773, decode.d0.loss_mask: 0.4878, decode.d0.loss_dice: 0.7499, decode.d1.loss_cls: 0.2596, decode.d1.loss_mask: 0.4653, decode.d1.loss_dice: 0.7240, decode.d2.loss_cls: 0.2263, decode.d2.loss_mask: 0.4561, decode.d2.loss_dice: 0.7048, decode.d3.loss_cls: 0.2140, decode.d3.loss_mask: 0.4533, decode.d3.loss_dice: 0.6934, decode.d4.loss_cls: 0.2020, decode.d4.loss_mask: 0.4518, decode.d4.loss_dice: 0.6919, decode.d5.loss_cls: 0.1976, decode.d5.loss_mask: 0.4496, decode.d5.loss_dice: 0.6933, decode.d6.loss_cls: 0.1949, decode.d6.loss_mask: 0.4489, decode.d6.loss_dice: 0.6875, decode.d7.loss_cls: 0.1868, decode.d7.loss_mask: 0.4498, decode.d7.loss_dice: 0.6892, decode.d8.loss_cls: 0.1818, decode.d8.loss_mask: 0.4490, decode.d8.loss_dice: 0.6874, loss: 14.5863, grad_norm: 59.0853 2023-12-26 10:51:23,496 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 10:51:23,496 - mmseg - INFO - Iter [127000/160000] lr: 2.063e-05, eta: 4:36:14, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1955, decode.loss_mask: 0.4550, decode.loss_dice: 0.6753, decode.d0.loss_cls: 1.1822, decode.d0.loss_mask: 0.4910, decode.d0.loss_dice: 0.7465, decode.d1.loss_cls: 0.2739, decode.d1.loss_mask: 0.4712, decode.d1.loss_dice: 0.7116, decode.d2.loss_cls: 0.2361, decode.d2.loss_mask: 0.4627, decode.d2.loss_dice: 0.6900, decode.d3.loss_cls: 0.2235, decode.d3.loss_mask: 0.4582, decode.d3.loss_dice: 0.6766, decode.d4.loss_cls: 0.2081, decode.d4.loss_mask: 0.4593, decode.d4.loss_dice: 0.6783, decode.d5.loss_cls: 0.1984, decode.d5.loss_mask: 0.4581, decode.d5.loss_dice: 0.6800, decode.d6.loss_cls: 0.1974, decode.d6.loss_mask: 0.4562, decode.d6.loss_dice: 0.6702, decode.d7.loss_cls: 0.1928, decode.d7.loss_mask: 0.4553, decode.d7.loss_dice: 0.6736, decode.d8.loss_cls: 0.1936, decode.d8.loss_mask: 0.4555, decode.d8.loss_dice: 0.6763, loss: 14.6026, grad_norm: 64.1902 2023-12-26 10:51:47,992 - mmseg - INFO - Iter [127050/160000] lr: 2.059e-05, eta: 4:35:48, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1851, decode.loss_mask: 0.4533, decode.loss_dice: 0.6987, decode.d0.loss_cls: 1.1761, decode.d0.loss_mask: 0.4918, decode.d0.loss_dice: 0.7704, decode.d1.loss_cls: 0.2580, decode.d1.loss_mask: 0.4693, decode.d1.loss_dice: 0.7319, decode.d2.loss_cls: 0.2255, decode.d2.loss_mask: 0.4597, decode.d2.loss_dice: 0.7096, decode.d3.loss_cls: 0.2082, decode.d3.loss_mask: 0.4595, decode.d3.loss_dice: 0.7034, decode.d4.loss_cls: 0.2015, decode.d4.loss_mask: 0.4579, decode.d4.loss_dice: 0.6994, decode.d5.loss_cls: 0.1944, decode.d5.loss_mask: 0.4555, decode.d5.loss_dice: 0.6988, decode.d6.loss_cls: 0.1969, decode.d6.loss_mask: 0.4552, decode.d6.loss_dice: 0.6975, decode.d7.loss_cls: 0.1870, decode.d7.loss_mask: 0.4554, decode.d7.loss_dice: 0.6981, decode.d8.loss_cls: 0.1840, decode.d8.loss_mask: 0.4553, decode.d8.loss_dice: 0.6963, loss: 14.7338, grad_norm: 66.3773 2023-12-26 10:52:12,360 - mmseg - INFO - Iter [127100/160000] lr: 2.056e-05, eta: 4:35:23, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1818, decode.loss_mask: 0.4520, decode.loss_dice: 0.6798, decode.d0.loss_cls: 1.1548, decode.d0.loss_mask: 0.4895, decode.d0.loss_dice: 0.7489, decode.d1.loss_cls: 0.2605, decode.d1.loss_mask: 0.4659, decode.d1.loss_dice: 0.7162, decode.d2.loss_cls: 0.2245, decode.d2.loss_mask: 0.4557, decode.d2.loss_dice: 0.6928, decode.d3.loss_cls: 0.2139, decode.d3.loss_mask: 0.4535, decode.d3.loss_dice: 0.6851, decode.d4.loss_cls: 0.2002, decode.d4.loss_mask: 0.4537, decode.d4.loss_dice: 0.6843, decode.d5.loss_cls: 0.1914, decode.d5.loss_mask: 0.4525, decode.d5.loss_dice: 0.6835, decode.d6.loss_cls: 0.1903, decode.d6.loss_mask: 0.4537, decode.d6.loss_dice: 0.6816, decode.d7.loss_cls: 0.1831, decode.d7.loss_mask: 0.4520, decode.d7.loss_dice: 0.6816, decode.d8.loss_cls: 0.1871, decode.d8.loss_mask: 0.4519, decode.d8.loss_dice: 0.6838, loss: 14.5059, grad_norm: 58.2282 2023-12-26 10:52:36,558 - mmseg - INFO - Iter [127150/160000] lr: 2.053e-05, eta: 4:34:58, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2028, decode.loss_mask: 0.4584, decode.loss_dice: 0.6965, decode.d0.loss_cls: 1.2037, decode.d0.loss_mask: 0.4946, decode.d0.loss_dice: 0.7665, decode.d1.loss_cls: 0.2745, decode.d1.loss_mask: 0.4772, decode.d1.loss_dice: 0.7309, decode.d2.loss_cls: 0.2373, decode.d2.loss_mask: 0.4676, decode.d2.loss_dice: 0.7085, decode.d3.loss_cls: 0.2270, decode.d3.loss_mask: 0.4638, decode.d3.loss_dice: 0.7019, decode.d4.loss_cls: 0.2177, decode.d4.loss_mask: 0.4607, decode.d4.loss_dice: 0.7005, decode.d5.loss_cls: 0.2128, decode.d5.loss_mask: 0.4603, decode.d5.loss_dice: 0.7017, decode.d6.loss_cls: 0.2057, decode.d6.loss_mask: 0.4575, decode.d6.loss_dice: 0.6916, decode.d7.loss_cls: 0.2064, decode.d7.loss_mask: 0.4576, decode.d7.loss_dice: 0.6964, decode.d8.loss_cls: 0.2024, decode.d8.loss_mask: 0.4582, decode.d8.loss_dice: 0.6979, loss: 14.9385, grad_norm: 66.6234 2023-12-26 10:53:00,896 - mmseg - INFO - Iter [127200/160000] lr: 2.050e-05, eta: 4:34:32, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1914, decode.loss_mask: 0.4492, decode.loss_dice: 0.6937, decode.d0.loss_cls: 1.2009, decode.d0.loss_mask: 0.4882, decode.d0.loss_dice: 0.7776, decode.d1.loss_cls: 0.2771, decode.d1.loss_mask: 0.4653, decode.d1.loss_dice: 0.7431, decode.d2.loss_cls: 0.2373, decode.d2.loss_mask: 0.4577, decode.d2.loss_dice: 0.7192, decode.d3.loss_cls: 0.2179, decode.d3.loss_mask: 0.4518, decode.d3.loss_dice: 0.7064, decode.d4.loss_cls: 0.2116, decode.d4.loss_mask: 0.4509, decode.d4.loss_dice: 0.7058, decode.d5.loss_cls: 0.2040, decode.d5.loss_mask: 0.4492, decode.d5.loss_dice: 0.7039, decode.d6.loss_cls: 0.2025, decode.d6.loss_mask: 0.4480, decode.d6.loss_dice: 0.6987, decode.d7.loss_cls: 0.1969, decode.d7.loss_mask: 0.4490, decode.d7.loss_dice: 0.6974, decode.d8.loss_cls: 0.1936, decode.d8.loss_mask: 0.4476, decode.d8.loss_dice: 0.6949, loss: 14.8308, grad_norm: 61.4455 2023-12-26 10:53:25,121 - mmseg - INFO - Iter [127250/160000] lr: 2.047e-05, eta: 4:34:07, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1733, decode.loss_mask: 0.4607, decode.loss_dice: 0.6825, decode.d0.loss_cls: 1.1614, decode.d0.loss_mask: 0.4998, decode.d0.loss_dice: 0.7558, decode.d1.loss_cls: 0.2435, decode.d1.loss_mask: 0.4810, decode.d1.loss_dice: 0.7166, decode.d2.loss_cls: 0.2110, decode.d2.loss_mask: 0.4705, decode.d2.loss_dice: 0.7020, decode.d3.loss_cls: 0.1944, decode.d3.loss_mask: 0.4637, decode.d3.loss_dice: 0.6930, decode.d4.loss_cls: 0.1891, decode.d4.loss_mask: 0.4623, decode.d4.loss_dice: 0.6874, decode.d5.loss_cls: 0.1873, decode.d5.loss_mask: 0.4598, decode.d5.loss_dice: 0.6843, decode.d6.loss_cls: 0.1772, decode.d6.loss_mask: 0.4599, decode.d6.loss_dice: 0.6853, decode.d7.loss_cls: 0.1771, decode.d7.loss_mask: 0.4612, decode.d7.loss_dice: 0.6800, decode.d8.loss_cls: 0.1673, decode.d8.loss_mask: 0.4610, decode.d8.loss_dice: 0.6835, loss: 14.5318, grad_norm: 63.0765 2023-12-26 10:53:49,283 - mmseg - INFO - Iter [127300/160000] lr: 2.044e-05, eta: 4:33:42, time: 0.483, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1758, decode.loss_mask: 0.4437, decode.loss_dice: 0.6771, decode.d0.loss_cls: 1.1599, decode.d0.loss_mask: 0.4845, decode.d0.loss_dice: 0.7470, decode.d1.loss_cls: 0.2609, decode.d1.loss_mask: 0.4606, decode.d1.loss_dice: 0.7126, decode.d2.loss_cls: 0.2188, decode.d2.loss_mask: 0.4505, decode.d2.loss_dice: 0.6952, decode.d3.loss_cls: 0.2103, decode.d3.loss_mask: 0.4482, decode.d3.loss_dice: 0.6871, decode.d4.loss_cls: 0.1944, decode.d4.loss_mask: 0.4457, decode.d4.loss_dice: 0.6835, decode.d5.loss_cls: 0.1869, decode.d5.loss_mask: 0.4461, decode.d5.loss_dice: 0.6832, decode.d6.loss_cls: 0.1850, decode.d6.loss_mask: 0.4456, decode.d6.loss_dice: 0.6827, decode.d7.loss_cls: 0.1774, decode.d7.loss_mask: 0.4450, decode.d7.loss_dice: 0.6799, decode.d8.loss_cls: 0.1816, decode.d8.loss_mask: 0.4441, decode.d8.loss_dice: 0.6798, loss: 14.3932, grad_norm: 61.6818 2023-12-26 10:54:13,585 - mmseg - INFO - Iter [127350/160000] lr: 2.041e-05, eta: 4:33:16, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1776, decode.loss_mask: 0.4263, decode.loss_dice: 0.6567, decode.d0.loss_cls: 1.1754, decode.d0.loss_mask: 0.4654, decode.d0.loss_dice: 0.7205, decode.d1.loss_cls: 0.2437, decode.d1.loss_mask: 0.4454, decode.d1.loss_dice: 0.6868, decode.d2.loss_cls: 0.2175, decode.d2.loss_mask: 0.4357, decode.d2.loss_dice: 0.6694, decode.d3.loss_cls: 0.1989, decode.d3.loss_mask: 0.4312, decode.d3.loss_dice: 0.6616, decode.d4.loss_cls: 0.1908, decode.d4.loss_mask: 0.4306, decode.d4.loss_dice: 0.6609, decode.d5.loss_cls: 0.1828, decode.d5.loss_mask: 0.4290, decode.d5.loss_dice: 0.6619, decode.d6.loss_cls: 0.1786, decode.d6.loss_mask: 0.4308, decode.d6.loss_dice: 0.6586, decode.d7.loss_cls: 0.1766, decode.d7.loss_mask: 0.4288, decode.d7.loss_dice: 0.6579, decode.d8.loss_cls: 0.1771, decode.d8.loss_mask: 0.4295, decode.d8.loss_dice: 0.6599, loss: 13.9657, grad_norm: 62.9260 2023-12-26 10:54:37,949 - mmseg - INFO - Iter [127400/160000] lr: 2.038e-05, eta: 4:32:51, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2054, decode.loss_mask: 0.4810, decode.loss_dice: 0.7034, decode.d0.loss_cls: 1.2274, decode.d0.loss_mask: 0.5251, decode.d0.loss_dice: 0.7831, decode.d1.loss_cls: 0.2784, decode.d1.loss_mask: 0.4956, decode.d1.loss_dice: 0.7413, decode.d2.loss_cls: 0.2477, decode.d2.loss_mask: 0.4886, decode.d2.loss_dice: 0.7186, decode.d3.loss_cls: 0.2321, decode.d3.loss_mask: 0.4835, decode.d3.loss_dice: 0.7103, decode.d4.loss_cls: 0.2266, decode.d4.loss_mask: 0.4830, decode.d4.loss_dice: 0.7066, decode.d5.loss_cls: 0.2166, decode.d5.loss_mask: 0.4830, decode.d5.loss_dice: 0.7064, decode.d6.loss_cls: 0.2124, decode.d6.loss_mask: 0.4838, decode.d6.loss_dice: 0.7021, decode.d7.loss_cls: 0.2109, decode.d7.loss_mask: 0.4813, decode.d7.loss_dice: 0.7003, decode.d8.loss_cls: 0.2115, decode.d8.loss_mask: 0.4804, decode.d8.loss_dice: 0.7006, loss: 15.3268, grad_norm: 73.2617 2023-12-26 10:55:01,943 - mmseg - INFO - Iter [127450/160000] lr: 2.034e-05, eta: 4:32:26, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1884, decode.loss_mask: 0.4412, decode.loss_dice: 0.6681, decode.d0.loss_cls: 1.1787, decode.d0.loss_mask: 0.4782, decode.d0.loss_dice: 0.7421, decode.d1.loss_cls: 0.2687, decode.d1.loss_mask: 0.4573, decode.d1.loss_dice: 0.7036, decode.d2.loss_cls: 0.2281, decode.d2.loss_mask: 0.4502, decode.d2.loss_dice: 0.6894, decode.d3.loss_cls: 0.2145, decode.d3.loss_mask: 0.4434, decode.d3.loss_dice: 0.6756, decode.d4.loss_cls: 0.2068, decode.d4.loss_mask: 0.4422, decode.d4.loss_dice: 0.6768, decode.d5.loss_cls: 0.2018, decode.d5.loss_mask: 0.4410, decode.d5.loss_dice: 0.6714, decode.d6.loss_cls: 0.1983, decode.d6.loss_mask: 0.4413, decode.d6.loss_dice: 0.6723, decode.d7.loss_cls: 0.1934, decode.d7.loss_mask: 0.4413, decode.d7.loss_dice: 0.6719, decode.d8.loss_cls: 0.1887, decode.d8.loss_mask: 0.4417, decode.d8.loss_dice: 0.6707, loss: 14.3870, grad_norm: 62.1145 2023-12-26 10:55:28,434 - mmseg - INFO - Iter [127500/160000] lr: 2.031e-05, eta: 4:32:01, time: 0.530, data_time: 0.057, memory: 40245, decode.loss_cls: 0.1800, decode.loss_mask: 0.4495, decode.loss_dice: 0.6533, decode.d0.loss_cls: 1.1475, decode.d0.loss_mask: 0.4886, decode.d0.loss_dice: 0.7290, decode.d1.loss_cls: 0.2533, decode.d1.loss_mask: 0.4655, decode.d1.loss_dice: 0.6894, decode.d2.loss_cls: 0.2086, decode.d2.loss_mask: 0.4582, decode.d2.loss_dice: 0.6715, decode.d3.loss_cls: 0.1984, decode.d3.loss_mask: 0.4544, decode.d3.loss_dice: 0.6632, decode.d4.loss_cls: 0.1912, decode.d4.loss_mask: 0.4527, decode.d4.loss_dice: 0.6581, decode.d5.loss_cls: 0.1866, decode.d5.loss_mask: 0.4510, decode.d5.loss_dice: 0.6610, decode.d6.loss_cls: 0.1843, decode.d6.loss_mask: 0.4502, decode.d6.loss_dice: 0.6552, decode.d7.loss_cls: 0.1817, decode.d7.loss_mask: 0.4504, decode.d7.loss_dice: 0.6567, decode.d8.loss_cls: 0.1836, decode.d8.loss_mask: 0.4503, decode.d8.loss_dice: 0.6533, loss: 14.1768, grad_norm: 60.8150 2023-12-26 10:55:52,739 - mmseg - INFO - Iter [127550/160000] lr: 2.028e-05, eta: 4:31:36, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1835, decode.loss_mask: 0.4606, decode.loss_dice: 0.6805, decode.d0.loss_cls: 1.1692, decode.d0.loss_mask: 0.4976, decode.d0.loss_dice: 0.7445, decode.d1.loss_cls: 0.2536, decode.d1.loss_mask: 0.4776, decode.d1.loss_dice: 0.7181, decode.d2.loss_cls: 0.2199, decode.d2.loss_mask: 0.4694, decode.d2.loss_dice: 0.6952, decode.d3.loss_cls: 0.2047, decode.d3.loss_mask: 0.4663, decode.d3.loss_dice: 0.6882, decode.d4.loss_cls: 0.1962, decode.d4.loss_mask: 0.4632, decode.d4.loss_dice: 0.6841, decode.d5.loss_cls: 0.1916, decode.d5.loss_mask: 0.4634, decode.d5.loss_dice: 0.6825, decode.d6.loss_cls: 0.1878, decode.d6.loss_mask: 0.4624, decode.d6.loss_dice: 0.6759, decode.d7.loss_cls: 0.1867, decode.d7.loss_mask: 0.4610, decode.d7.loss_dice: 0.6768, decode.d8.loss_cls: 0.1825, decode.d8.loss_mask: 0.4611, decode.d8.loss_dice: 0.6815, loss: 14.5852, grad_norm: 63.5351 2023-12-26 10:56:17,180 - mmseg - INFO - Iter [127600/160000] lr: 2.025e-05, eta: 4:31:10, time: 0.489, data_time: 0.014, memory: 40245, decode.loss_cls: 0.1895, decode.loss_mask: 0.4264, decode.loss_dice: 0.6785, decode.d0.loss_cls: 1.1979, decode.d0.loss_mask: 0.4676, decode.d0.loss_dice: 0.7595, decode.d1.loss_cls: 0.2605, decode.d1.loss_mask: 0.4428, decode.d1.loss_dice: 0.7189, decode.d2.loss_cls: 0.2256, decode.d2.loss_mask: 0.4335, decode.d2.loss_dice: 0.6968, decode.d3.loss_cls: 0.2111, decode.d3.loss_mask: 0.4321, decode.d3.loss_dice: 0.6867, decode.d4.loss_cls: 0.1944, decode.d4.loss_mask: 0.4330, decode.d4.loss_dice: 0.6906, decode.d5.loss_cls: 0.1976, decode.d5.loss_mask: 0.4316, decode.d5.loss_dice: 0.6854, decode.d6.loss_cls: 0.1945, decode.d6.loss_mask: 0.4300, decode.d6.loss_dice: 0.6833, decode.d7.loss_cls: 0.1873, decode.d7.loss_mask: 0.4301, decode.d7.loss_dice: 0.6825, decode.d8.loss_cls: 0.1863, decode.d8.loss_mask: 0.4286, decode.d8.loss_dice: 0.6832, loss: 14.3658, grad_norm: 61.2530 2023-12-26 10:56:41,268 - mmseg - INFO - Iter [127650/160000] lr: 2.022e-05, eta: 4:30:45, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1726, decode.loss_mask: 0.4452, decode.loss_dice: 0.6585, decode.d0.loss_cls: 1.1301, decode.d0.loss_mask: 0.4851, decode.d0.loss_dice: 0.7254, decode.d1.loss_cls: 0.2456, decode.d1.loss_mask: 0.4580, decode.d1.loss_dice: 0.6902, decode.d2.loss_cls: 0.2155, decode.d2.loss_mask: 0.4502, decode.d2.loss_dice: 0.6754, decode.d3.loss_cls: 0.2006, decode.d3.loss_mask: 0.4489, decode.d3.loss_dice: 0.6649, decode.d4.loss_cls: 0.1868, decode.d4.loss_mask: 0.4482, decode.d4.loss_dice: 0.6645, decode.d5.loss_cls: 0.1847, decode.d5.loss_mask: 0.4469, decode.d5.loss_dice: 0.6638, decode.d6.loss_cls: 0.1800, decode.d6.loss_mask: 0.4476, decode.d6.loss_dice: 0.6611, decode.d7.loss_cls: 0.1726, decode.d7.loss_mask: 0.4460, decode.d7.loss_dice: 0.6596, decode.d8.loss_cls: 0.1769, decode.d8.loss_mask: 0.4445, decode.d8.loss_dice: 0.6583, loss: 14.1078, grad_norm: 55.9665 2023-12-26 10:57:05,392 - mmseg - INFO - Iter [127700/160000] lr: 2.019e-05, eta: 4:30:19, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1780, decode.loss_mask: 0.4627, decode.loss_dice: 0.6636, decode.d0.loss_cls: 1.2020, decode.d0.loss_mask: 0.5031, decode.d0.loss_dice: 0.7362, decode.d1.loss_cls: 0.2606, decode.d1.loss_mask: 0.4763, decode.d1.loss_dice: 0.6992, decode.d2.loss_cls: 0.2201, decode.d2.loss_mask: 0.4673, decode.d2.loss_dice: 0.6787, decode.d3.loss_cls: 0.2045, decode.d3.loss_mask: 0.4672, decode.d3.loss_dice: 0.6703, decode.d4.loss_cls: 0.1939, decode.d4.loss_mask: 0.4654, decode.d4.loss_dice: 0.6732, decode.d5.loss_cls: 0.1934, decode.d5.loss_mask: 0.4642, decode.d5.loss_dice: 0.6681, decode.d6.loss_cls: 0.1859, decode.d6.loss_mask: 0.4643, decode.d6.loss_dice: 0.6619, decode.d7.loss_cls: 0.1815, decode.d7.loss_mask: 0.4633, decode.d7.loss_dice: 0.6631, decode.d8.loss_cls: 0.1834, decode.d8.loss_mask: 0.4618, decode.d8.loss_dice: 0.6622, loss: 14.4754, grad_norm: 57.0664 2023-12-26 10:57:29,573 - mmseg - INFO - Iter [127750/160000] lr: 2.016e-05, eta: 4:29:54, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1875, decode.loss_mask: 0.4606, decode.loss_dice: 0.6792, decode.d0.loss_cls: 1.1631, decode.d0.loss_mask: 0.5025, decode.d0.loss_dice: 0.7474, decode.d1.loss_cls: 0.2653, decode.d1.loss_mask: 0.4754, decode.d1.loss_dice: 0.7132, decode.d2.loss_cls: 0.2304, decode.d2.loss_mask: 0.4671, decode.d2.loss_dice: 0.6965, decode.d3.loss_cls: 0.2100, decode.d3.loss_mask: 0.4661, decode.d3.loss_dice: 0.6858, decode.d4.loss_cls: 0.2015, decode.d4.loss_mask: 0.4638, decode.d4.loss_dice: 0.6861, decode.d5.loss_cls: 0.1995, decode.d5.loss_mask: 0.4629, decode.d5.loss_dice: 0.6810, decode.d6.loss_cls: 0.1961, decode.d6.loss_mask: 0.4622, decode.d6.loss_dice: 0.6790, decode.d7.loss_cls: 0.1899, decode.d7.loss_mask: 0.4615, decode.d7.loss_dice: 0.6806, decode.d8.loss_cls: 0.1868, decode.d8.loss_mask: 0.4607, decode.d8.loss_dice: 0.6805, loss: 14.6422, grad_norm: 68.9718 2023-12-26 10:57:53,796 - mmseg - INFO - Iter [127800/160000] lr: 2.013e-05, eta: 4:29:29, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1884, decode.loss_mask: 0.4608, decode.loss_dice: 0.6793, decode.d0.loss_cls: 1.1625, decode.d0.loss_mask: 0.5043, decode.d0.loss_dice: 0.7577, decode.d1.loss_cls: 0.2628, decode.d1.loss_mask: 0.4771, decode.d1.loss_dice: 0.7170, decode.d2.loss_cls: 0.2289, decode.d2.loss_mask: 0.4687, decode.d2.loss_dice: 0.6941, decode.d3.loss_cls: 0.2156, decode.d3.loss_mask: 0.4645, decode.d3.loss_dice: 0.6891, decode.d4.loss_cls: 0.2009, decode.d4.loss_mask: 0.4645, decode.d4.loss_dice: 0.6911, decode.d5.loss_cls: 0.1965, decode.d5.loss_mask: 0.4625, decode.d5.loss_dice: 0.6863, decode.d6.loss_cls: 0.1901, decode.d6.loss_mask: 0.4618, decode.d6.loss_dice: 0.6798, decode.d7.loss_cls: 0.1860, decode.d7.loss_mask: 0.4620, decode.d7.loss_dice: 0.6813, decode.d8.loss_cls: 0.1830, decode.d8.loss_mask: 0.4617, decode.d8.loss_dice: 0.6841, loss: 14.6623, grad_norm: 65.9289 2023-12-26 10:58:18,026 - mmseg - INFO - Iter [127850/160000] lr: 2.009e-05, eta: 4:29:03, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1815, decode.loss_mask: 0.4516, decode.loss_dice: 0.6784, decode.d0.loss_cls: 1.1625, decode.d0.loss_mask: 0.4894, decode.d0.loss_dice: 0.7509, decode.d1.loss_cls: 0.2573, decode.d1.loss_mask: 0.4619, decode.d1.loss_dice: 0.7141, decode.d2.loss_cls: 0.2187, decode.d2.loss_mask: 0.4552, decode.d2.loss_dice: 0.6922, decode.d3.loss_cls: 0.2081, decode.d3.loss_mask: 0.4544, decode.d3.loss_dice: 0.6895, decode.d4.loss_cls: 0.2034, decode.d4.loss_mask: 0.4533, decode.d4.loss_dice: 0.6851, decode.d5.loss_cls: 0.1955, decode.d5.loss_mask: 0.4525, decode.d5.loss_dice: 0.6841, decode.d6.loss_cls: 0.1876, decode.d6.loss_mask: 0.4527, decode.d6.loss_dice: 0.6777, decode.d7.loss_cls: 0.1816, decode.d7.loss_mask: 0.4511, decode.d7.loss_dice: 0.6782, decode.d8.loss_cls: 0.1783, decode.d8.loss_mask: 0.4513, decode.d8.loss_dice: 0.6780, loss: 14.4759, grad_norm: 59.6678 2023-12-26 10:58:42,238 - mmseg - INFO - Iter [127900/160000] lr: 2.006e-05, eta: 4:28:38, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1837, decode.loss_mask: 0.4559, decode.loss_dice: 0.6905, decode.d0.loss_cls: 1.1657, decode.d0.loss_mask: 0.4944, decode.d0.loss_dice: 0.7559, decode.d1.loss_cls: 0.2580, decode.d1.loss_mask: 0.4709, decode.d1.loss_dice: 0.7260, decode.d2.loss_cls: 0.2259, decode.d2.loss_mask: 0.4627, decode.d2.loss_dice: 0.7047, decode.d3.loss_cls: 0.2101, decode.d3.loss_mask: 0.4622, decode.d3.loss_dice: 0.6963, decode.d4.loss_cls: 0.2053, decode.d4.loss_mask: 0.4612, decode.d4.loss_dice: 0.6989, decode.d5.loss_cls: 0.1912, decode.d5.loss_mask: 0.4604, decode.d5.loss_dice: 0.6967, decode.d6.loss_cls: 0.1866, decode.d6.loss_mask: 0.4581, decode.d6.loss_dice: 0.6899, decode.d7.loss_cls: 0.1826, decode.d7.loss_mask: 0.4555, decode.d7.loss_dice: 0.6914, decode.d8.loss_cls: 0.1841, decode.d8.loss_mask: 0.4561, decode.d8.loss_dice: 0.6927, loss: 14.6733, grad_norm: 54.9840 2023-12-26 10:59:06,989 - mmseg - INFO - Iter [127950/160000] lr: 2.003e-05, eta: 4:28:13, time: 0.495, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1761, decode.loss_mask: 0.4574, decode.loss_dice: 0.6890, decode.d0.loss_cls: 1.1747, decode.d0.loss_mask: 0.4928, decode.d0.loss_dice: 0.7555, decode.d1.loss_cls: 0.2486, decode.d1.loss_mask: 0.4719, decode.d1.loss_dice: 0.7213, decode.d2.loss_cls: 0.2179, decode.d2.loss_mask: 0.4617, decode.d2.loss_dice: 0.7024, decode.d3.loss_cls: 0.2003, decode.d3.loss_mask: 0.4599, decode.d3.loss_dice: 0.6956, decode.d4.loss_cls: 0.1936, decode.d4.loss_mask: 0.4589, decode.d4.loss_dice: 0.6929, decode.d5.loss_cls: 0.1815, decode.d5.loss_mask: 0.4601, decode.d5.loss_dice: 0.6940, decode.d6.loss_cls: 0.1826, decode.d6.loss_mask: 0.4592, decode.d6.loss_dice: 0.6901, decode.d7.loss_cls: 0.1790, decode.d7.loss_mask: 0.4594, decode.d7.loss_dice: 0.6896, decode.d8.loss_cls: 0.1773, decode.d8.loss_mask: 0.4587, decode.d8.loss_dice: 0.6894, loss: 14.5914, grad_norm: 59.7022 2023-12-26 10:59:31,156 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 10:59:31,156 - mmseg - INFO - Iter [128000/160000] lr: 2.000e-05, eta: 4:27:48, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1727, decode.loss_mask: 0.4475, decode.loss_dice: 0.6549, decode.d0.loss_cls: 1.1516, decode.d0.loss_mask: 0.4827, decode.d0.loss_dice: 0.7247, decode.d1.loss_cls: 0.2376, decode.d1.loss_mask: 0.4621, decode.d1.loss_dice: 0.6887, decode.d2.loss_cls: 0.2084, decode.d2.loss_mask: 0.4532, decode.d2.loss_dice: 0.6709, decode.d3.loss_cls: 0.1916, decode.d3.loss_mask: 0.4511, decode.d3.loss_dice: 0.6584, decode.d4.loss_cls: 0.1831, decode.d4.loss_mask: 0.4499, decode.d4.loss_dice: 0.6579, decode.d5.loss_cls: 0.1794, decode.d5.loss_mask: 0.4489, decode.d5.loss_dice: 0.6547, decode.d6.loss_cls: 0.1803, decode.d6.loss_mask: 0.4474, decode.d6.loss_dice: 0.6545, decode.d7.loss_cls: 0.1750, decode.d7.loss_mask: 0.4464, decode.d7.loss_dice: 0.6560, decode.d8.loss_cls: 0.1705, decode.d8.loss_mask: 0.4474, decode.d8.loss_dice: 0.6551, loss: 14.0623, grad_norm: 60.3326 2023-12-26 10:59:55,798 - mmseg - INFO - Iter [128050/160000] lr: 1.997e-05, eta: 4:27:22, time: 0.493, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1986, decode.loss_mask: 0.4509, decode.loss_dice: 0.6800, decode.d0.loss_cls: 1.1818, decode.d0.loss_mask: 0.4889, decode.d0.loss_dice: 0.7495, decode.d1.loss_cls: 0.2604, decode.d1.loss_mask: 0.4639, decode.d1.loss_dice: 0.7126, decode.d2.loss_cls: 0.2409, decode.d2.loss_mask: 0.4554, decode.d2.loss_dice: 0.6929, decode.d3.loss_cls: 0.2261, decode.d3.loss_mask: 0.4541, decode.d3.loss_dice: 0.6876, decode.d4.loss_cls: 0.2134, decode.d4.loss_mask: 0.4535, decode.d4.loss_dice: 0.6844, decode.d5.loss_cls: 0.2124, decode.d5.loss_mask: 0.4513, decode.d5.loss_dice: 0.6805, decode.d6.loss_cls: 0.2016, decode.d6.loss_mask: 0.4518, decode.d6.loss_dice: 0.6795, decode.d7.loss_cls: 0.2022, decode.d7.loss_mask: 0.4499, decode.d7.loss_dice: 0.6776, decode.d8.loss_cls: 0.1982, decode.d8.loss_mask: 0.4504, decode.d8.loss_dice: 0.6806, loss: 14.6310, grad_norm: 57.4290 2023-12-26 11:00:20,232 - mmseg - INFO - Iter [128100/160000] lr: 1.994e-05, eta: 4:26:57, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2017, decode.loss_mask: 0.4586, decode.loss_dice: 0.6762, decode.d0.loss_cls: 1.1952, decode.d0.loss_mask: 0.5015, decode.d0.loss_dice: 0.7531, decode.d1.loss_cls: 0.2808, decode.d1.loss_mask: 0.4746, decode.d1.loss_dice: 0.7144, decode.d2.loss_cls: 0.2394, decode.d2.loss_mask: 0.4675, decode.d2.loss_dice: 0.6961, decode.d3.loss_cls: 0.2257, decode.d3.loss_mask: 0.4619, decode.d3.loss_dice: 0.6811, decode.d4.loss_cls: 0.2177, decode.d4.loss_mask: 0.4608, decode.d4.loss_dice: 0.6795, decode.d5.loss_cls: 0.2108, decode.d5.loss_mask: 0.4605, decode.d5.loss_dice: 0.6813, decode.d6.loss_cls: 0.2067, decode.d6.loss_mask: 0.4599, decode.d6.loss_dice: 0.6781, decode.d7.loss_cls: 0.2015, decode.d7.loss_mask: 0.4596, decode.d7.loss_dice: 0.6818, decode.d8.loss_cls: 0.1987, decode.d8.loss_mask: 0.4591, decode.d8.loss_dice: 0.6796, loss: 14.7637, grad_norm: 59.0329 2023-12-26 11:00:44,180 - mmseg - INFO - Iter [128150/160000] lr: 1.991e-05, eta: 4:26:32, time: 0.479, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1770, decode.loss_mask: 0.4553, decode.loss_dice: 0.6734, decode.d0.loss_cls: 1.1216, decode.d0.loss_mask: 0.4892, decode.d0.loss_dice: 0.7416, decode.d1.loss_cls: 0.2437, decode.d1.loss_mask: 0.4693, decode.d1.loss_dice: 0.7062, decode.d2.loss_cls: 0.2101, decode.d2.loss_mask: 0.4625, decode.d2.loss_dice: 0.6859, decode.d3.loss_cls: 0.1942, decode.d3.loss_mask: 0.4611, decode.d3.loss_dice: 0.6792, decode.d4.loss_cls: 0.1932, decode.d4.loss_mask: 0.4602, decode.d4.loss_dice: 0.6783, decode.d5.loss_cls: 0.1826, decode.d5.loss_mask: 0.4589, decode.d5.loss_dice: 0.6791, decode.d6.loss_cls: 0.1813, decode.d6.loss_mask: 0.4566, decode.d6.loss_dice: 0.6734, decode.d7.loss_cls: 0.1728, decode.d7.loss_mask: 0.4564, decode.d7.loss_dice: 0.6772, decode.d8.loss_cls: 0.1707, decode.d8.loss_mask: 0.4576, decode.d8.loss_dice: 0.6753, loss: 14.3441, grad_norm: 62.5332 2023-12-26 11:01:08,475 - mmseg - INFO - Iter [128200/160000] lr: 1.988e-05, eta: 4:26:06, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2031, decode.loss_mask: 0.4525, decode.loss_dice: 0.6776, decode.d0.loss_cls: 1.1807, decode.d0.loss_mask: 0.4916, decode.d0.loss_dice: 0.7505, decode.d1.loss_cls: 0.2805, decode.d1.loss_mask: 0.4685, decode.d1.loss_dice: 0.7136, decode.d2.loss_cls: 0.2409, decode.d2.loss_mask: 0.4583, decode.d2.loss_dice: 0.6927, decode.d3.loss_cls: 0.2288, decode.d3.loss_mask: 0.4550, decode.d3.loss_dice: 0.6805, decode.d4.loss_cls: 0.2215, decode.d4.loss_mask: 0.4553, decode.d4.loss_dice: 0.6838, decode.d5.loss_cls: 0.2150, decode.d5.loss_mask: 0.4523, decode.d5.loss_dice: 0.6828, decode.d6.loss_cls: 0.2115, decode.d6.loss_mask: 0.4514, decode.d6.loss_dice: 0.6786, decode.d7.loss_cls: 0.2041, decode.d7.loss_mask: 0.4519, decode.d7.loss_dice: 0.6788, decode.d8.loss_cls: 0.2078, decode.d8.loss_mask: 0.4512, decode.d8.loss_dice: 0.6753, loss: 14.6957, grad_norm: 65.4461 2023-12-26 11:01:33,012 - mmseg - INFO - Iter [128250/160000] lr: 1.984e-05, eta: 4:25:41, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1930, decode.loss_mask: 0.4554, decode.loss_dice: 0.6948, decode.d0.loss_cls: 1.1831, decode.d0.loss_mask: 0.4996, decode.d0.loss_dice: 0.7702, decode.d1.loss_cls: 0.2699, decode.d1.loss_mask: 0.4728, decode.d1.loss_dice: 0.7287, decode.d2.loss_cls: 0.2378, decode.d2.loss_mask: 0.4628, decode.d2.loss_dice: 0.7144, decode.d3.loss_cls: 0.2150, decode.d3.loss_mask: 0.4612, decode.d3.loss_dice: 0.7012, decode.d4.loss_cls: 0.2079, decode.d4.loss_mask: 0.4588, decode.d4.loss_dice: 0.7006, decode.d5.loss_cls: 0.2081, decode.d5.loss_mask: 0.4576, decode.d5.loss_dice: 0.7006, decode.d6.loss_cls: 0.2069, decode.d6.loss_mask: 0.4560, decode.d6.loss_dice: 0.6945, decode.d7.loss_cls: 0.1962, decode.d7.loss_mask: 0.4565, decode.d7.loss_dice: 0.6959, decode.d8.loss_cls: 0.1975, decode.d8.loss_mask: 0.4567, decode.d8.loss_dice: 0.6964, loss: 14.8501, grad_norm: 70.7650 2023-12-26 11:01:57,164 - mmseg - INFO - Iter [128300/160000] lr: 1.981e-05, eta: 4:25:16, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1744, decode.loss_mask: 0.4497, decode.loss_dice: 0.6721, decode.d0.loss_cls: 1.1621, decode.d0.loss_mask: 0.4855, decode.d0.loss_dice: 0.7343, decode.d1.loss_cls: 0.2569, decode.d1.loss_mask: 0.4623, decode.d1.loss_dice: 0.6996, decode.d2.loss_cls: 0.2146, decode.d2.loss_mask: 0.4554, decode.d2.loss_dice: 0.6845, decode.d3.loss_cls: 0.2010, decode.d3.loss_mask: 0.4534, decode.d3.loss_dice: 0.6786, decode.d4.loss_cls: 0.1886, decode.d4.loss_mask: 0.4517, decode.d4.loss_dice: 0.6797, decode.d5.loss_cls: 0.1813, decode.d5.loss_mask: 0.4503, decode.d5.loss_dice: 0.6736, decode.d6.loss_cls: 0.1785, decode.d6.loss_mask: 0.4500, decode.d6.loss_dice: 0.6689, decode.d7.loss_cls: 0.1739, decode.d7.loss_mask: 0.4499, decode.d7.loss_dice: 0.6720, decode.d8.loss_cls: 0.1718, decode.d8.loss_mask: 0.4505, decode.d8.loss_dice: 0.6683, loss: 14.2936, grad_norm: 66.6416 2023-12-26 11:02:21,226 - mmseg - INFO - Iter [128350/160000] lr: 1.978e-05, eta: 4:24:50, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1889, decode.loss_mask: 0.4452, decode.loss_dice: 0.6926, decode.d0.loss_cls: 1.1558, decode.d0.loss_mask: 0.4802, decode.d0.loss_dice: 0.7695, decode.d1.loss_cls: 0.2561, decode.d1.loss_mask: 0.4614, decode.d1.loss_dice: 0.7265, decode.d2.loss_cls: 0.2338, decode.d2.loss_mask: 0.4511, decode.d2.loss_dice: 0.7075, decode.d3.loss_cls: 0.2117, decode.d3.loss_mask: 0.4490, decode.d3.loss_dice: 0.6983, decode.d4.loss_cls: 0.2009, decode.d4.loss_mask: 0.4477, decode.d4.loss_dice: 0.7005, decode.d5.loss_cls: 0.1946, decode.d5.loss_mask: 0.4470, decode.d5.loss_dice: 0.6990, decode.d6.loss_cls: 0.1947, decode.d6.loss_mask: 0.4474, decode.d6.loss_dice: 0.6893, decode.d7.loss_cls: 0.1910, decode.d7.loss_mask: 0.4462, decode.d7.loss_dice: 0.6926, decode.d8.loss_cls: 0.1887, decode.d8.loss_mask: 0.4454, decode.d8.loss_dice: 0.6922, loss: 14.6049, grad_norm: 63.4285 2023-12-26 11:02:45,280 - mmseg - INFO - Iter [128400/160000] lr: 1.975e-05, eta: 4:24:25, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1829, decode.loss_mask: 0.4586, decode.loss_dice: 0.6866, decode.d0.loss_cls: 1.1786, decode.d0.loss_mask: 0.4973, decode.d0.loss_dice: 0.7571, decode.d1.loss_cls: 0.2691, decode.d1.loss_mask: 0.4705, decode.d1.loss_dice: 0.7170, decode.d2.loss_cls: 0.2268, decode.d2.loss_mask: 0.4620, decode.d2.loss_dice: 0.7022, decode.d3.loss_cls: 0.2177, decode.d3.loss_mask: 0.4604, decode.d3.loss_dice: 0.6891, decode.d4.loss_cls: 0.2077, decode.d4.loss_mask: 0.4591, decode.d4.loss_dice: 0.6871, decode.d5.loss_cls: 0.2024, decode.d5.loss_mask: 0.4574, decode.d5.loss_dice: 0.6911, decode.d6.loss_cls: 0.1935, decode.d6.loss_mask: 0.4601, decode.d6.loss_dice: 0.6822, decode.d7.loss_cls: 0.1926, decode.d7.loss_mask: 0.4593, decode.d7.loss_dice: 0.6838, decode.d8.loss_cls: 0.1875, decode.d8.loss_mask: 0.4582, decode.d8.loss_dice: 0.6861, loss: 14.6839, grad_norm: 71.6103 2023-12-26 11:03:09,717 - mmseg - INFO - Iter [128450/160000] lr: 1.972e-05, eta: 4:24:00, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1833, decode.loss_mask: 0.4373, decode.loss_dice: 0.6730, decode.d0.loss_cls: 1.1865, decode.d0.loss_mask: 0.4722, decode.d0.loss_dice: 0.7459, decode.d1.loss_cls: 0.2468, decode.d1.loss_mask: 0.4506, decode.d1.loss_dice: 0.7115, decode.d2.loss_cls: 0.2139, decode.d2.loss_mask: 0.4458, decode.d2.loss_dice: 0.6858, decode.d3.loss_cls: 0.2022, decode.d3.loss_mask: 0.4393, decode.d3.loss_dice: 0.6745, decode.d4.loss_cls: 0.1915, decode.d4.loss_mask: 0.4389, decode.d4.loss_dice: 0.6795, decode.d5.loss_cls: 0.1883, decode.d5.loss_mask: 0.4373, decode.d5.loss_dice: 0.6732, decode.d6.loss_cls: 0.1849, decode.d6.loss_mask: 0.4371, decode.d6.loss_dice: 0.6715, decode.d7.loss_cls: 0.1796, decode.d7.loss_mask: 0.4383, decode.d7.loss_dice: 0.6716, decode.d8.loss_cls: 0.1770, decode.d8.loss_mask: 0.4383, decode.d8.loss_dice: 0.6718, loss: 14.2476, grad_norm: 66.7664 2023-12-26 11:03:33,912 - mmseg - INFO - Iter [128500/160000] lr: 1.969e-05, eta: 4:23:34, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1778, decode.loss_mask: 0.4463, decode.loss_dice: 0.6769, decode.d0.loss_cls: 1.1678, decode.d0.loss_mask: 0.4862, decode.d0.loss_dice: 0.7479, decode.d1.loss_cls: 0.2517, decode.d1.loss_mask: 0.4633, decode.d1.loss_dice: 0.7122, decode.d2.loss_cls: 0.2167, decode.d2.loss_mask: 0.4533, decode.d2.loss_dice: 0.6897, decode.d3.loss_cls: 0.2033, decode.d3.loss_mask: 0.4490, decode.d3.loss_dice: 0.6815, decode.d4.loss_cls: 0.1963, decode.d4.loss_mask: 0.4476, decode.d4.loss_dice: 0.6827, decode.d5.loss_cls: 0.1875, decode.d5.loss_mask: 0.4481, decode.d5.loss_dice: 0.6780, decode.d6.loss_cls: 0.1852, decode.d6.loss_mask: 0.4469, decode.d6.loss_dice: 0.6762, decode.d7.loss_cls: 0.1794, decode.d7.loss_mask: 0.4452, decode.d7.loss_dice: 0.6721, decode.d8.loss_cls: 0.1773, decode.d8.loss_mask: 0.4454, decode.d8.loss_dice: 0.6747, loss: 14.3661, grad_norm: 56.8282 2023-12-26 11:03:58,471 - mmseg - INFO - Iter [128550/160000] lr: 1.966e-05, eta: 4:23:09, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1647, decode.loss_mask: 0.4404, decode.loss_dice: 0.6533, decode.d0.loss_cls: 1.1571, decode.d0.loss_mask: 0.4804, decode.d0.loss_dice: 0.7270, decode.d1.loss_cls: 0.2323, decode.d1.loss_mask: 0.4570, decode.d1.loss_dice: 0.6893, decode.d2.loss_cls: 0.2055, decode.d2.loss_mask: 0.4502, decode.d2.loss_dice: 0.6699, decode.d3.loss_cls: 0.1956, decode.d3.loss_mask: 0.4439, decode.d3.loss_dice: 0.6603, decode.d4.loss_cls: 0.1817, decode.d4.loss_mask: 0.4438, decode.d4.loss_dice: 0.6576, decode.d5.loss_cls: 0.1761, decode.d5.loss_mask: 0.4433, decode.d5.loss_dice: 0.6565, decode.d6.loss_cls: 0.1679, decode.d6.loss_mask: 0.4440, decode.d6.loss_dice: 0.6567, decode.d7.loss_cls: 0.1706, decode.d7.loss_mask: 0.4423, decode.d7.loss_dice: 0.6556, decode.d8.loss_cls: 0.1629, decode.d8.loss_mask: 0.4420, decode.d8.loss_dice: 0.6568, loss: 13.9847, grad_norm: 62.2749 2023-12-26 11:04:22,857 - mmseg - INFO - Iter [128600/160000] lr: 1.963e-05, eta: 4:22:44, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1927, decode.loss_mask: 0.4595, decode.loss_dice: 0.6997, decode.d0.loss_cls: 1.1952, decode.d0.loss_mask: 0.4998, decode.d0.loss_dice: 0.7675, decode.d1.loss_cls: 0.2680, decode.d1.loss_mask: 0.4744, decode.d1.loss_dice: 0.7330, decode.d2.loss_cls: 0.2326, decode.d2.loss_mask: 0.4656, decode.d2.loss_dice: 0.7177, decode.d3.loss_cls: 0.2182, decode.d3.loss_mask: 0.4607, decode.d3.loss_dice: 0.7057, decode.d4.loss_cls: 0.2118, decode.d4.loss_mask: 0.4587, decode.d4.loss_dice: 0.7010, decode.d5.loss_cls: 0.2051, decode.d5.loss_mask: 0.4600, decode.d5.loss_dice: 0.7012, decode.d6.loss_cls: 0.2037, decode.d6.loss_mask: 0.4582, decode.d6.loss_dice: 0.6968, decode.d7.loss_cls: 0.1968, decode.d7.loss_mask: 0.4582, decode.d7.loss_dice: 0.6977, decode.d8.loss_cls: 0.2006, decode.d8.loss_mask: 0.4577, decode.d8.loss_dice: 0.6979, loss: 14.8957, grad_norm: 61.8417 2023-12-26 11:04:47,100 - mmseg - INFO - Iter [128650/160000] lr: 1.959e-05, eta: 4:22:18, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1952, decode.loss_mask: 0.4428, decode.loss_dice: 0.6792, decode.d0.loss_cls: 1.1905, decode.d0.loss_mask: 0.4787, decode.d0.loss_dice: 0.7524, decode.d1.loss_cls: 0.2753, decode.d1.loss_mask: 0.4546, decode.d1.loss_dice: 0.7134, decode.d2.loss_cls: 0.2373, decode.d2.loss_mask: 0.4462, decode.d2.loss_dice: 0.6972, decode.d3.loss_cls: 0.2258, decode.d3.loss_mask: 0.4455, decode.d3.loss_dice: 0.6804, decode.d4.loss_cls: 0.2124, decode.d4.loss_mask: 0.4446, decode.d4.loss_dice: 0.6860, decode.d5.loss_cls: 0.2059, decode.d5.loss_mask: 0.4447, decode.d5.loss_dice: 0.6854, decode.d6.loss_cls: 0.2080, decode.d6.loss_mask: 0.4440, decode.d6.loss_dice: 0.6795, decode.d7.loss_cls: 0.1996, decode.d7.loss_mask: 0.4447, decode.d7.loss_dice: 0.6800, decode.d8.loss_cls: 0.1992, decode.d8.loss_mask: 0.4422, decode.d8.loss_dice: 0.6788, loss: 14.5697, grad_norm: 62.5837 2023-12-26 11:05:11,481 - mmseg - INFO - Iter [128700/160000] lr: 1.956e-05, eta: 4:21:53, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1720, decode.loss_mask: 0.4526, decode.loss_dice: 0.6809, decode.d0.loss_cls: 1.1468, decode.d0.loss_mask: 0.4930, decode.d0.loss_dice: 0.7504, decode.d1.loss_cls: 0.2474, decode.d1.loss_mask: 0.4694, decode.d1.loss_dice: 0.7197, decode.d2.loss_cls: 0.2084, decode.d2.loss_mask: 0.4616, decode.d2.loss_dice: 0.6991, decode.d3.loss_cls: 0.1987, decode.d3.loss_mask: 0.4580, decode.d3.loss_dice: 0.6858, decode.d4.loss_cls: 0.1899, decode.d4.loss_mask: 0.4557, decode.d4.loss_dice: 0.6892, decode.d5.loss_cls: 0.1827, decode.d5.loss_mask: 0.4543, decode.d5.loss_dice: 0.6823, decode.d6.loss_cls: 0.1820, decode.d6.loss_mask: 0.4534, decode.d6.loss_dice: 0.6811, decode.d7.loss_cls: 0.1765, decode.d7.loss_mask: 0.4543, decode.d7.loss_dice: 0.6813, decode.d8.loss_cls: 0.1745, decode.d8.loss_mask: 0.4533, decode.d8.loss_dice: 0.6808, loss: 14.4352, grad_norm: 64.4191 2023-12-26 11:05:38,323 - mmseg - INFO - Iter [128750/160000] lr: 1.953e-05, eta: 4:21:28, time: 0.537, data_time: 0.059, memory: 40245, decode.loss_cls: 0.1760, decode.loss_mask: 0.4456, decode.loss_dice: 0.6657, decode.d0.loss_cls: 1.1519, decode.d0.loss_mask: 0.4814, decode.d0.loss_dice: 0.7345, decode.d1.loss_cls: 0.2427, decode.d1.loss_mask: 0.4603, decode.d1.loss_dice: 0.6993, decode.d2.loss_cls: 0.2123, decode.d2.loss_mask: 0.4509, decode.d2.loss_dice: 0.6819, decode.d3.loss_cls: 0.1991, decode.d3.loss_mask: 0.4489, decode.d3.loss_dice: 0.6703, decode.d4.loss_cls: 0.1940, decode.d4.loss_mask: 0.4460, decode.d4.loss_dice: 0.6728, decode.d5.loss_cls: 0.1869, decode.d5.loss_mask: 0.4461, decode.d5.loss_dice: 0.6678, decode.d6.loss_cls: 0.1826, decode.d6.loss_mask: 0.4449, decode.d6.loss_dice: 0.6642, decode.d7.loss_cls: 0.1788, decode.d7.loss_mask: 0.4458, decode.d7.loss_dice: 0.6678, decode.d8.loss_cls: 0.1804, decode.d8.loss_mask: 0.4453, decode.d8.loss_dice: 0.6654, loss: 14.2099, grad_norm: 62.6945 2023-12-26 11:06:02,553 - mmseg - INFO - Iter [128800/160000] lr: 1.950e-05, eta: 4:21:03, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1724, decode.loss_mask: 0.4540, decode.loss_dice: 0.6762, decode.d0.loss_cls: 1.1577, decode.d0.loss_mask: 0.4852, decode.d0.loss_dice: 0.7516, decode.d1.loss_cls: 0.2596, decode.d1.loss_mask: 0.4667, decode.d1.loss_dice: 0.7060, decode.d2.loss_cls: 0.2114, decode.d2.loss_mask: 0.4574, decode.d2.loss_dice: 0.6921, decode.d3.loss_cls: 0.2008, decode.d3.loss_mask: 0.4565, decode.d3.loss_dice: 0.6816, decode.d4.loss_cls: 0.1937, decode.d4.loss_mask: 0.4572, decode.d4.loss_dice: 0.6812, decode.d5.loss_cls: 0.1825, decode.d5.loss_mask: 0.4559, decode.d5.loss_dice: 0.6808, decode.d6.loss_cls: 0.1757, decode.d6.loss_mask: 0.4552, decode.d6.loss_dice: 0.6721, decode.d7.loss_cls: 0.1777, decode.d7.loss_mask: 0.4543, decode.d7.loss_dice: 0.6769, decode.d8.loss_cls: 0.1768, decode.d8.loss_mask: 0.4538, decode.d8.loss_dice: 0.6771, loss: 14.4000, grad_norm: 58.8063 2023-12-26 11:06:26,821 - mmseg - INFO - Iter [128850/160000] lr: 1.947e-05, eta: 4:20:38, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1837, decode.loss_mask: 0.4367, decode.loss_dice: 0.6570, decode.d0.loss_cls: 1.1806, decode.d0.loss_mask: 0.4742, decode.d0.loss_dice: 0.7354, decode.d1.loss_cls: 0.2595, decode.d1.loss_mask: 0.4517, decode.d1.loss_dice: 0.6867, decode.d2.loss_cls: 0.2240, decode.d2.loss_mask: 0.4433, decode.d2.loss_dice: 0.6757, decode.d3.loss_cls: 0.2070, decode.d3.loss_mask: 0.4401, decode.d3.loss_dice: 0.6596, decode.d4.loss_cls: 0.1993, decode.d4.loss_mask: 0.4391, decode.d4.loss_dice: 0.6616, decode.d5.loss_cls: 0.1902, decode.d5.loss_mask: 0.4402, decode.d5.loss_dice: 0.6598, decode.d6.loss_cls: 0.1859, decode.d6.loss_mask: 0.4388, decode.d6.loss_dice: 0.6554, decode.d7.loss_cls: 0.1827, decode.d7.loss_mask: 0.4374, decode.d7.loss_dice: 0.6555, decode.d8.loss_cls: 0.1804, decode.d8.loss_mask: 0.4378, decode.d8.loss_dice: 0.6604, loss: 14.1396, grad_norm: 63.7405 2023-12-26 11:06:51,192 - mmseg - INFO - Iter [128900/160000] lr: 1.944e-05, eta: 4:20:12, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1865, decode.loss_mask: 0.4440, decode.loss_dice: 0.6671, decode.d0.loss_cls: 1.1708, decode.d0.loss_mask: 0.4834, decode.d0.loss_dice: 0.7408, decode.d1.loss_cls: 0.2613, decode.d1.loss_mask: 0.4593, decode.d1.loss_dice: 0.7065, decode.d2.loss_cls: 0.2227, decode.d2.loss_mask: 0.4505, decode.d2.loss_dice: 0.6866, decode.d3.loss_cls: 0.2095, decode.d3.loss_mask: 0.4467, decode.d3.loss_dice: 0.6736, decode.d4.loss_cls: 0.2017, decode.d4.loss_mask: 0.4463, decode.d4.loss_dice: 0.6718, decode.d5.loss_cls: 0.1974, decode.d5.loss_mask: 0.4447, decode.d5.loss_dice: 0.6736, decode.d6.loss_cls: 0.1918, decode.d6.loss_mask: 0.4449, decode.d6.loss_dice: 0.6699, decode.d7.loss_cls: 0.1909, decode.d7.loss_mask: 0.4443, decode.d7.loss_dice: 0.6652, decode.d8.loss_cls: 0.1897, decode.d8.loss_mask: 0.4450, decode.d8.loss_dice: 0.6677, loss: 14.3542, grad_norm: 56.5725 2023-12-26 11:07:15,454 - mmseg - INFO - Iter [128950/160000] lr: 1.941e-05, eta: 4:19:47, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1820, decode.loss_mask: 0.4387, decode.loss_dice: 0.6781, decode.d0.loss_cls: 1.1612, decode.d0.loss_mask: 0.4815, decode.d0.loss_dice: 0.7636, decode.d1.loss_cls: 0.2462, decode.d1.loss_mask: 0.4565, decode.d1.loss_dice: 0.7161, decode.d2.loss_cls: 0.2189, decode.d2.loss_mask: 0.4468, decode.d2.loss_dice: 0.6996, decode.d3.loss_cls: 0.2063, decode.d3.loss_mask: 0.4420, decode.d3.loss_dice: 0.6867, decode.d4.loss_cls: 0.1982, decode.d4.loss_mask: 0.4417, decode.d4.loss_dice: 0.6874, decode.d5.loss_cls: 0.1908, decode.d5.loss_mask: 0.4407, decode.d5.loss_dice: 0.6883, decode.d6.loss_cls: 0.1940, decode.d6.loss_mask: 0.4417, decode.d6.loss_dice: 0.6780, decode.d7.loss_cls: 0.1826, decode.d7.loss_mask: 0.4395, decode.d7.loss_dice: 0.6807, decode.d8.loss_cls: 0.1844, decode.d8.loss_mask: 0.4398, decode.d8.loss_dice: 0.6801, loss: 14.3923, grad_norm: 60.3572 2023-12-26 11:07:39,643 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 11:07:39,643 - mmseg - INFO - Iter [129000/160000] lr: 1.938e-05, eta: 4:19:22, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2034, decode.loss_mask: 0.4750, decode.loss_dice: 0.6879, decode.d0.loss_cls: 1.1725, decode.d0.loss_mask: 0.5145, decode.d0.loss_dice: 0.7642, decode.d1.loss_cls: 0.2783, decode.d1.loss_mask: 0.4886, decode.d1.loss_dice: 0.7319, decode.d2.loss_cls: 0.2471, decode.d2.loss_mask: 0.4778, decode.d2.loss_dice: 0.7041, decode.d3.loss_cls: 0.2321, decode.d3.loss_mask: 0.4758, decode.d3.loss_dice: 0.6918, decode.d4.loss_cls: 0.2205, decode.d4.loss_mask: 0.4759, decode.d4.loss_dice: 0.6901, decode.d5.loss_cls: 0.2135, decode.d5.loss_mask: 0.4742, decode.d5.loss_dice: 0.6910, decode.d6.loss_cls: 0.2117, decode.d6.loss_mask: 0.4749, decode.d6.loss_dice: 0.6864, decode.d7.loss_cls: 0.2101, decode.d7.loss_mask: 0.4741, decode.d7.loss_dice: 0.6884, decode.d8.loss_cls: 0.2055, decode.d8.loss_mask: 0.4731, decode.d8.loss_dice: 0.6862, loss: 15.0205, grad_norm: 69.9388 2023-12-26 11:08:04,109 - mmseg - INFO - Iter [129050/160000] lr: 1.934e-05, eta: 4:18:57, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1832, decode.loss_mask: 0.4417, decode.loss_dice: 0.6793, decode.d0.loss_cls: 1.1332, decode.d0.loss_mask: 0.4823, decode.d0.loss_dice: 0.7460, decode.d1.loss_cls: 0.2498, decode.d1.loss_mask: 0.4567, decode.d1.loss_dice: 0.7139, decode.d2.loss_cls: 0.2230, decode.d2.loss_mask: 0.4483, decode.d2.loss_dice: 0.6961, decode.d3.loss_cls: 0.2084, decode.d3.loss_mask: 0.4437, decode.d3.loss_dice: 0.6835, decode.d4.loss_cls: 0.2002, decode.d4.loss_mask: 0.4444, decode.d4.loss_dice: 0.6864, decode.d5.loss_cls: 0.1920, decode.d5.loss_mask: 0.4438, decode.d5.loss_dice: 0.6801, decode.d6.loss_cls: 0.1885, decode.d6.loss_mask: 0.4432, decode.d6.loss_dice: 0.6823, decode.d7.loss_cls: 0.1891, decode.d7.loss_mask: 0.4414, decode.d7.loss_dice: 0.6798, decode.d8.loss_cls: 0.1836, decode.d8.loss_mask: 0.4427, decode.d8.loss_dice: 0.6826, loss: 14.3694, grad_norm: 60.2798 2023-12-26 11:08:28,502 - mmseg - INFO - Iter [129100/160000] lr: 1.931e-05, eta: 4:18:31, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1768, decode.loss_mask: 0.4504, decode.loss_dice: 0.6895, decode.d0.loss_cls: 1.1716, decode.d0.loss_mask: 0.4847, decode.d0.loss_dice: 0.7565, decode.d1.loss_cls: 0.2507, decode.d1.loss_mask: 0.4642, decode.d1.loss_dice: 0.7229, decode.d2.loss_cls: 0.2261, decode.d2.loss_mask: 0.4574, decode.d2.loss_dice: 0.6994, decode.d3.loss_cls: 0.2031, decode.d3.loss_mask: 0.4547, decode.d3.loss_dice: 0.6954, decode.d4.loss_cls: 0.1971, decode.d4.loss_mask: 0.4524, decode.d4.loss_dice: 0.6942, decode.d5.loss_cls: 0.1904, decode.d5.loss_mask: 0.4502, decode.d5.loss_dice: 0.6955, decode.d6.loss_cls: 0.1865, decode.d6.loss_mask: 0.4501, decode.d6.loss_dice: 0.6823, decode.d7.loss_cls: 0.1773, decode.d7.loss_mask: 0.4510, decode.d7.loss_dice: 0.6880, decode.d8.loss_cls: 0.1803, decode.d8.loss_mask: 0.4509, decode.d8.loss_dice: 0.6875, loss: 14.5374, grad_norm: 57.8692 2023-12-26 11:08:52,742 - mmseg - INFO - Iter [129150/160000] lr: 1.928e-05, eta: 4:18:06, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1931, decode.loss_mask: 0.4502, decode.loss_dice: 0.6739, decode.d0.loss_cls: 1.1690, decode.d0.loss_mask: 0.4817, decode.d0.loss_dice: 0.7467, decode.d1.loss_cls: 0.2665, decode.d1.loss_mask: 0.4609, decode.d1.loss_dice: 0.7134, decode.d2.loss_cls: 0.2280, decode.d2.loss_mask: 0.4569, decode.d2.loss_dice: 0.6939, decode.d3.loss_cls: 0.2166, decode.d3.loss_mask: 0.4536, decode.d3.loss_dice: 0.6860, decode.d4.loss_cls: 0.2091, decode.d4.loss_mask: 0.4503, decode.d4.loss_dice: 0.6857, decode.d5.loss_cls: 0.2010, decode.d5.loss_mask: 0.4510, decode.d5.loss_dice: 0.6824, decode.d6.loss_cls: 0.1949, decode.d6.loss_mask: 0.4513, decode.d6.loss_dice: 0.6800, decode.d7.loss_cls: 0.1930, decode.d7.loss_mask: 0.4496, decode.d7.loss_dice: 0.6738, decode.d8.loss_cls: 0.1883, decode.d8.loss_mask: 0.4505, decode.d8.loss_dice: 0.6763, loss: 14.5279, grad_norm: 63.6525 2023-12-26 11:09:17,134 - mmseg - INFO - Iter [129200/160000] lr: 1.925e-05, eta: 4:17:41, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1694, decode.loss_mask: 0.4392, decode.loss_dice: 0.6742, decode.d0.loss_cls: 1.1767, decode.d0.loss_mask: 0.4785, decode.d0.loss_dice: 0.7406, decode.d1.loss_cls: 0.2388, decode.d1.loss_mask: 0.4559, decode.d1.loss_dice: 0.7067, decode.d2.loss_cls: 0.2174, decode.d2.loss_mask: 0.4479, decode.d2.loss_dice: 0.6849, decode.d3.loss_cls: 0.2043, decode.d3.loss_mask: 0.4436, decode.d3.loss_dice: 0.6768, decode.d4.loss_cls: 0.1893, decode.d4.loss_mask: 0.4432, decode.d4.loss_dice: 0.6743, decode.d5.loss_cls: 0.1871, decode.d5.loss_mask: 0.4409, decode.d5.loss_dice: 0.6737, decode.d6.loss_cls: 0.1836, decode.d6.loss_mask: 0.4390, decode.d6.loss_dice: 0.6715, decode.d7.loss_cls: 0.1773, decode.d7.loss_mask: 0.4404, decode.d7.loss_dice: 0.6771, decode.d8.loss_cls: 0.1795, decode.d8.loss_mask: 0.4398, decode.d8.loss_dice: 0.6708, loss: 14.2425, grad_norm: 55.5408 2023-12-26 11:09:41,500 - mmseg - INFO - Iter [129250/160000] lr: 1.922e-05, eta: 4:17:15, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1907, decode.loss_mask: 0.4507, decode.loss_dice: 0.6637, decode.d0.loss_cls: 1.1733, decode.d0.loss_mask: 0.4852, decode.d0.loss_dice: 0.7362, decode.d1.loss_cls: 0.2635, decode.d1.loss_mask: 0.4620, decode.d1.loss_dice: 0.6986, decode.d2.loss_cls: 0.2317, decode.d2.loss_mask: 0.4536, decode.d2.loss_dice: 0.6773, decode.d3.loss_cls: 0.2196, decode.d3.loss_mask: 0.4506, decode.d3.loss_dice: 0.6713, decode.d4.loss_cls: 0.2112, decode.d4.loss_mask: 0.4512, decode.d4.loss_dice: 0.6718, decode.d5.loss_cls: 0.2054, decode.d5.loss_mask: 0.4500, decode.d5.loss_dice: 0.6696, decode.d6.loss_cls: 0.1990, decode.d6.loss_mask: 0.4510, decode.d6.loss_dice: 0.6658, decode.d7.loss_cls: 0.1964, decode.d7.loss_mask: 0.4495, decode.d7.loss_dice: 0.6630, decode.d8.loss_cls: 0.1972, decode.d8.loss_mask: 0.4492, decode.d8.loss_dice: 0.6609, loss: 14.4190, grad_norm: 65.9527 2023-12-26 11:10:05,703 - mmseg - INFO - Iter [129300/160000] lr: 1.919e-05, eta: 4:16:50, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1827, decode.loss_mask: 0.4600, decode.loss_dice: 0.6838, decode.d0.loss_cls: 1.1705, decode.d0.loss_mask: 0.4990, decode.d0.loss_dice: 0.7540, decode.d1.loss_cls: 0.2523, decode.d1.loss_mask: 0.4779, decode.d1.loss_dice: 0.7229, decode.d2.loss_cls: 0.2188, decode.d2.loss_mask: 0.4675, decode.d2.loss_dice: 0.7039, decode.d3.loss_cls: 0.2088, decode.d3.loss_mask: 0.4605, decode.d3.loss_dice: 0.6915, decode.d4.loss_cls: 0.1981, decode.d4.loss_mask: 0.4609, decode.d4.loss_dice: 0.6926, decode.d5.loss_cls: 0.1907, decode.d5.loss_mask: 0.4601, decode.d5.loss_dice: 0.6886, decode.d6.loss_cls: 0.1874, decode.d6.loss_mask: 0.4613, decode.d6.loss_dice: 0.6835, decode.d7.loss_cls: 0.1839, decode.d7.loss_mask: 0.4609, decode.d7.loss_dice: 0.6855, decode.d8.loss_cls: 0.1841, decode.d8.loss_mask: 0.4604, decode.d8.loss_dice: 0.6868, loss: 14.6385, grad_norm: 60.4067 2023-12-26 11:10:29,722 - mmseg - INFO - Iter [129350/160000] lr: 1.916e-05, eta: 4:16:25, time: 0.480, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1742, decode.loss_mask: 0.4506, decode.loss_dice: 0.6669, decode.d0.loss_cls: 1.1388, decode.d0.loss_mask: 0.4844, decode.d0.loss_dice: 0.7335, decode.d1.loss_cls: 0.2395, decode.d1.loss_mask: 0.4622, decode.d1.loss_dice: 0.7008, decode.d2.loss_cls: 0.2092, decode.d2.loss_mask: 0.4556, decode.d2.loss_dice: 0.6834, decode.d3.loss_cls: 0.2009, decode.d3.loss_mask: 0.4536, decode.d3.loss_dice: 0.6733, decode.d4.loss_cls: 0.1909, decode.d4.loss_mask: 0.4525, decode.d4.loss_dice: 0.6730, decode.d5.loss_cls: 0.1806, decode.d5.loss_mask: 0.4495, decode.d5.loss_dice: 0.6680, decode.d6.loss_cls: 0.1783, decode.d6.loss_mask: 0.4502, decode.d6.loss_dice: 0.6688, decode.d7.loss_cls: 0.1728, decode.d7.loss_mask: 0.4486, decode.d7.loss_dice: 0.6667, decode.d8.loss_cls: 0.1756, decode.d8.loss_mask: 0.4491, decode.d8.loss_dice: 0.6649, loss: 14.2165, grad_norm: 59.0047 2023-12-26 11:10:54,119 - mmseg - INFO - Iter [129400/160000] lr: 1.913e-05, eta: 4:15:59, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1847, decode.loss_mask: 0.4543, decode.loss_dice: 0.6970, decode.d0.loss_cls: 1.1827, decode.d0.loss_mask: 0.4900, decode.d0.loss_dice: 0.7722, decode.d1.loss_cls: 0.2734, decode.d1.loss_mask: 0.4688, decode.d1.loss_dice: 0.7302, decode.d2.loss_cls: 0.2295, decode.d2.loss_mask: 0.4602, decode.d2.loss_dice: 0.7112, decode.d3.loss_cls: 0.2120, decode.d3.loss_mask: 0.4575, decode.d3.loss_dice: 0.7007, decode.d4.loss_cls: 0.2035, decode.d4.loss_mask: 0.4583, decode.d4.loss_dice: 0.7044, decode.d5.loss_cls: 0.1999, decode.d5.loss_mask: 0.4573, decode.d5.loss_dice: 0.7004, decode.d6.loss_cls: 0.1927, decode.d6.loss_mask: 0.4566, decode.d6.loss_dice: 0.6928, decode.d7.loss_cls: 0.1888, decode.d7.loss_mask: 0.4561, decode.d7.loss_dice: 0.6958, decode.d8.loss_cls: 0.1842, decode.d8.loss_mask: 0.4545, decode.d8.loss_dice: 0.6978, loss: 14.7676, grad_norm: 60.3615 2023-12-26 11:11:18,468 - mmseg - INFO - Iter [129450/160000] lr: 1.909e-05, eta: 4:15:34, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1606, decode.loss_mask: 0.4639, decode.loss_dice: 0.6667, decode.d0.loss_cls: 1.0911, decode.d0.loss_mask: 0.4973, decode.d0.loss_dice: 0.7278, decode.d1.loss_cls: 0.2225, decode.d1.loss_mask: 0.4774, decode.d1.loss_dice: 0.6930, decode.d2.loss_cls: 0.1841, decode.d2.loss_mask: 0.4717, decode.d2.loss_dice: 0.6814, decode.d3.loss_cls: 0.1782, decode.d3.loss_mask: 0.4670, decode.d3.loss_dice: 0.6732, decode.d4.loss_cls: 0.1714, decode.d4.loss_mask: 0.4667, decode.d4.loss_dice: 0.6775, decode.d5.loss_cls: 0.1665, decode.d5.loss_mask: 0.4658, decode.d5.loss_dice: 0.6733, decode.d6.loss_cls: 0.1651, decode.d6.loss_mask: 0.4649, decode.d6.loss_dice: 0.6699, decode.d7.loss_cls: 0.1644, decode.d7.loss_mask: 0.4631, decode.d7.loss_dice: 0.6670, decode.d8.loss_cls: 0.1615, decode.d8.loss_mask: 0.4633, decode.d8.loss_dice: 0.6680, loss: 14.1645, grad_norm: 63.6054 2023-12-26 11:11:42,652 - mmseg - INFO - Iter [129500/160000] lr: 1.906e-05, eta: 4:15:09, time: 0.484, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1772, decode.loss_mask: 0.4600, decode.loss_dice: 0.6796, decode.d0.loss_cls: 1.1387, decode.d0.loss_mask: 0.4987, decode.d0.loss_dice: 0.7482, decode.d1.loss_cls: 0.2531, decode.d1.loss_mask: 0.4762, decode.d1.loss_dice: 0.7166, decode.d2.loss_cls: 0.2188, decode.d2.loss_mask: 0.4664, decode.d2.loss_dice: 0.6959, decode.d3.loss_cls: 0.2064, decode.d3.loss_mask: 0.4642, decode.d3.loss_dice: 0.6856, decode.d4.loss_cls: 0.1940, decode.d4.loss_mask: 0.4651, decode.d4.loss_dice: 0.6847, decode.d5.loss_cls: 0.1846, decode.d5.loss_mask: 0.4633, decode.d5.loss_dice: 0.6894, decode.d6.loss_cls: 0.1836, decode.d6.loss_mask: 0.4621, decode.d6.loss_dice: 0.6810, decode.d7.loss_cls: 0.1780, decode.d7.loss_mask: 0.4620, decode.d7.loss_dice: 0.6793, decode.d8.loss_cls: 0.1814, decode.d8.loss_mask: 0.4594, decode.d8.loss_dice: 0.6788, loss: 14.5324, grad_norm: 67.5541 2023-12-26 11:12:06,895 - mmseg - INFO - Iter [129550/160000] lr: 1.903e-05, eta: 4:14:43, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1978, decode.loss_mask: 0.4502, decode.loss_dice: 0.6996, decode.d0.loss_cls: 1.1926, decode.d0.loss_mask: 0.4920, decode.d0.loss_dice: 0.7786, decode.d1.loss_cls: 0.2779, decode.d1.loss_mask: 0.4657, decode.d1.loss_dice: 0.7306, decode.d2.loss_cls: 0.2364, decode.d2.loss_mask: 0.4576, decode.d2.loss_dice: 0.7165, decode.d3.loss_cls: 0.2248, decode.d3.loss_mask: 0.4525, decode.d3.loss_dice: 0.7033, decode.d4.loss_cls: 0.2105, decode.d4.loss_mask: 0.4517, decode.d4.loss_dice: 0.7091, decode.d5.loss_cls: 0.2088, decode.d5.loss_mask: 0.4506, decode.d5.loss_dice: 0.7072, decode.d6.loss_cls: 0.2021, decode.d6.loss_mask: 0.4513, decode.d6.loss_dice: 0.6993, decode.d7.loss_cls: 0.2035, decode.d7.loss_mask: 0.4499, decode.d7.loss_dice: 0.6960, decode.d8.loss_cls: 0.2005, decode.d8.loss_mask: 0.4503, decode.d8.loss_dice: 0.6982, loss: 14.8654, grad_norm: 65.5067 2023-12-26 11:12:31,225 - mmseg - INFO - Iter [129600/160000] lr: 1.900e-05, eta: 4:14:18, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1883, decode.loss_mask: 0.4438, decode.loss_dice: 0.6751, decode.d0.loss_cls: 1.2057, decode.d0.loss_mask: 0.4866, decode.d0.loss_dice: 0.7587, decode.d1.loss_cls: 0.2666, decode.d1.loss_mask: 0.4619, decode.d1.loss_dice: 0.7178, decode.d2.loss_cls: 0.2352, decode.d2.loss_mask: 0.4546, decode.d2.loss_dice: 0.6999, decode.d3.loss_cls: 0.2202, decode.d3.loss_mask: 0.4502, decode.d3.loss_dice: 0.6817, decode.d4.loss_cls: 0.2074, decode.d4.loss_mask: 0.4493, decode.d4.loss_dice: 0.6842, decode.d5.loss_cls: 0.1997, decode.d5.loss_mask: 0.4482, decode.d5.loss_dice: 0.6819, decode.d6.loss_cls: 0.1898, decode.d6.loss_mask: 0.4452, decode.d6.loss_dice: 0.6786, decode.d7.loss_cls: 0.1913, decode.d7.loss_mask: 0.4442, decode.d7.loss_dice: 0.6767, decode.d8.loss_cls: 0.1869, decode.d8.loss_mask: 0.4451, decode.d8.loss_dice: 0.6782, loss: 14.5531, grad_norm: 67.6178 2023-12-26 11:12:55,651 - mmseg - INFO - Iter [129650/160000] lr: 1.897e-05, eta: 4:13:53, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1736, decode.loss_mask: 0.4537, decode.loss_dice: 0.6846, decode.d0.loss_cls: 1.1529, decode.d0.loss_mask: 0.4929, decode.d0.loss_dice: 0.7639, decode.d1.loss_cls: 0.2520, decode.d1.loss_mask: 0.4685, decode.d1.loss_dice: 0.7268, decode.d2.loss_cls: 0.2214, decode.d2.loss_mask: 0.4593, decode.d2.loss_dice: 0.7091, decode.d3.loss_cls: 0.2011, decode.d3.loss_mask: 0.4583, decode.d3.loss_dice: 0.6915, decode.d4.loss_cls: 0.1867, decode.d4.loss_mask: 0.4558, decode.d4.loss_dice: 0.6917, decode.d5.loss_cls: 0.1858, decode.d5.loss_mask: 0.4563, decode.d5.loss_dice: 0.6901, decode.d6.loss_cls: 0.1792, decode.d6.loss_mask: 0.4558, decode.d6.loss_dice: 0.6865, decode.d7.loss_cls: 0.1779, decode.d7.loss_mask: 0.4558, decode.d7.loss_dice: 0.6884, decode.d8.loss_cls: 0.1740, decode.d8.loss_mask: 0.4547, decode.d8.loss_dice: 0.6888, loss: 14.5371, grad_norm: 57.0640 2023-12-26 11:13:19,786 - mmseg - INFO - Iter [129700/160000] lr: 1.894e-05, eta: 4:13:28, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1779, decode.loss_mask: 0.4424, decode.loss_dice: 0.6667, decode.d0.loss_cls: 1.1862, decode.d0.loss_mask: 0.4758, decode.d0.loss_dice: 0.7315, decode.d1.loss_cls: 0.2558, decode.d1.loss_mask: 0.4523, decode.d1.loss_dice: 0.6979, decode.d2.loss_cls: 0.2217, decode.d2.loss_mask: 0.4449, decode.d2.loss_dice: 0.6752, decode.d3.loss_cls: 0.2105, decode.d3.loss_mask: 0.4410, decode.d3.loss_dice: 0.6673, decode.d4.loss_cls: 0.2003, decode.d4.loss_mask: 0.4412, decode.d4.loss_dice: 0.6684, decode.d5.loss_cls: 0.1929, decode.d5.loss_mask: 0.4401, decode.d5.loss_dice: 0.6648, decode.d6.loss_cls: 0.1897, decode.d6.loss_mask: 0.4399, decode.d6.loss_dice: 0.6653, decode.d7.loss_cls: 0.1785, decode.d7.loss_mask: 0.4412, decode.d7.loss_dice: 0.6671, decode.d8.loss_cls: 0.1809, decode.d8.loss_mask: 0.4400, decode.d8.loss_dice: 0.6657, loss: 14.2231, grad_norm: 61.7284 2023-12-26 11:13:44,058 - mmseg - INFO - Iter [129750/160000] lr: 1.891e-05, eta: 4:13:02, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1911, decode.loss_mask: 0.4500, decode.loss_dice: 0.6839, decode.d0.loss_cls: 1.1887, decode.d0.loss_mask: 0.4891, decode.d0.loss_dice: 0.7593, decode.d1.loss_cls: 0.2643, decode.d1.loss_mask: 0.4685, decode.d1.loss_dice: 0.7230, decode.d2.loss_cls: 0.2277, decode.d2.loss_mask: 0.4590, decode.d2.loss_dice: 0.7018, decode.d3.loss_cls: 0.2165, decode.d3.loss_mask: 0.4535, decode.d3.loss_dice: 0.6900, decode.d4.loss_cls: 0.2040, decode.d4.loss_mask: 0.4544, decode.d4.loss_dice: 0.6891, decode.d5.loss_cls: 0.2016, decode.d5.loss_mask: 0.4532, decode.d5.loss_dice: 0.6908, decode.d6.loss_cls: 0.1972, decode.d6.loss_mask: 0.4519, decode.d6.loss_dice: 0.6845, decode.d7.loss_cls: 0.1919, decode.d7.loss_mask: 0.4526, decode.d7.loss_dice: 0.6867, decode.d8.loss_cls: 0.1892, decode.d8.loss_mask: 0.4513, decode.d8.loss_dice: 0.6879, loss: 14.6528, grad_norm: 63.2827 2023-12-26 11:14:08,209 - mmseg - INFO - Iter [129800/160000] lr: 1.888e-05, eta: 4:12:37, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2135, decode.loss_mask: 0.4576, decode.loss_dice: 0.6918, decode.d0.loss_cls: 1.2116, decode.d0.loss_mask: 0.5009, decode.d0.loss_dice: 0.7734, decode.d1.loss_cls: 0.2898, decode.d1.loss_mask: 0.4750, decode.d1.loss_dice: 0.7328, decode.d2.loss_cls: 0.2528, decode.d2.loss_mask: 0.4646, decode.d2.loss_dice: 0.7112, decode.d3.loss_cls: 0.2371, decode.d3.loss_mask: 0.4600, decode.d3.loss_dice: 0.7027, decode.d4.loss_cls: 0.2281, decode.d4.loss_mask: 0.4603, decode.d4.loss_dice: 0.6976, decode.d5.loss_cls: 0.2223, decode.d5.loss_mask: 0.4611, decode.d5.loss_dice: 0.6974, decode.d6.loss_cls: 0.2169, decode.d6.loss_mask: 0.4575, decode.d6.loss_dice: 0.6932, decode.d7.loss_cls: 0.2132, decode.d7.loss_mask: 0.4567, decode.d7.loss_dice: 0.6939, decode.d8.loss_cls: 0.2123, decode.d8.loss_mask: 0.4580, decode.d8.loss_dice: 0.6937, loss: 15.0372, grad_norm: 69.5431 2023-12-26 11:14:33,260 - mmseg - INFO - Iter [129850/160000] lr: 1.884e-05, eta: 4:12:12, time: 0.501, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1768, decode.loss_mask: 0.4563, decode.loss_dice: 0.6789, decode.d0.loss_cls: 1.1555, decode.d0.loss_mask: 0.4925, decode.d0.loss_dice: 0.7448, decode.d1.loss_cls: 0.2445, decode.d1.loss_mask: 0.4683, decode.d1.loss_dice: 0.7155, decode.d2.loss_cls: 0.2123, decode.d2.loss_mask: 0.4620, decode.d2.loss_dice: 0.6913, decode.d3.loss_cls: 0.2001, decode.d3.loss_mask: 0.4573, decode.d3.loss_dice: 0.6813, decode.d4.loss_cls: 0.1891, decode.d4.loss_mask: 0.4576, decode.d4.loss_dice: 0.6856, decode.d5.loss_cls: 0.1861, decode.d5.loss_mask: 0.4563, decode.d5.loss_dice: 0.6780, decode.d6.loss_cls: 0.1813, decode.d6.loss_mask: 0.4561, decode.d6.loss_dice: 0.6817, decode.d7.loss_cls: 0.1754, decode.d7.loss_mask: 0.4557, decode.d7.loss_dice: 0.6821, decode.d8.loss_cls: 0.1742, decode.d8.loss_mask: 0.4550, decode.d8.loss_dice: 0.6792, loss: 14.4307, grad_norm: 60.7221 2023-12-26 11:14:58,346 - mmseg - INFO - Iter [129900/160000] lr: 1.881e-05, eta: 4:11:47, time: 0.502, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1847, decode.loss_mask: 0.4489, decode.loss_dice: 0.6708, decode.d0.loss_cls: 1.1889, decode.d0.loss_mask: 0.4840, decode.d0.loss_dice: 0.7342, decode.d1.loss_cls: 0.2612, decode.d1.loss_mask: 0.4611, decode.d1.loss_dice: 0.7037, decode.d2.loss_cls: 0.2242, decode.d2.loss_mask: 0.4562, decode.d2.loss_dice: 0.6908, decode.d3.loss_cls: 0.2110, decode.d3.loss_mask: 0.4515, decode.d3.loss_dice: 0.6764, decode.d4.loss_cls: 0.1975, decode.d4.loss_mask: 0.4511, decode.d4.loss_dice: 0.6781, decode.d5.loss_cls: 0.1938, decode.d5.loss_mask: 0.4484, decode.d5.loss_dice: 0.6758, decode.d6.loss_cls: 0.1904, decode.d6.loss_mask: 0.4491, decode.d6.loss_dice: 0.6703, decode.d7.loss_cls: 0.1897, decode.d7.loss_mask: 0.4482, decode.d7.loss_dice: 0.6719, decode.d8.loss_cls: 0.1835, decode.d8.loss_mask: 0.4484, decode.d8.loss_dice: 0.6701, loss: 14.4139, grad_norm: 63.1210 2023-12-26 11:15:22,561 - mmseg - INFO - Iter [129950/160000] lr: 1.878e-05, eta: 4:11:21, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1777, decode.loss_mask: 0.4603, decode.loss_dice: 0.6767, decode.d0.loss_cls: 1.1720, decode.d0.loss_mask: 0.4981, decode.d0.loss_dice: 0.7412, decode.d1.loss_cls: 0.2573, decode.d1.loss_mask: 0.4732, decode.d1.loss_dice: 0.7123, decode.d2.loss_cls: 0.2168, decode.d2.loss_mask: 0.4675, decode.d2.loss_dice: 0.6957, decode.d3.loss_cls: 0.2007, decode.d3.loss_mask: 0.4629, decode.d3.loss_dice: 0.6860, decode.d4.loss_cls: 0.1921, decode.d4.loss_mask: 0.4631, decode.d4.loss_dice: 0.6847, decode.d5.loss_cls: 0.1858, decode.d5.loss_mask: 0.4619, decode.d5.loss_dice: 0.6837, decode.d6.loss_cls: 0.1835, decode.d6.loss_mask: 0.4613, decode.d6.loss_dice: 0.6775, decode.d7.loss_cls: 0.1764, decode.d7.loss_mask: 0.4615, decode.d7.loss_dice: 0.6808, decode.d8.loss_cls: 0.1741, decode.d8.loss_mask: 0.4605, decode.d8.loss_dice: 0.6778, loss: 14.5230, grad_norm: 69.1604 2023-12-26 11:15:49,001 - mmseg - INFO - Saving checkpoint at 130000 iterations 2023-12-26 11:15:51,660 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 11:15:51,661 - mmseg - INFO - Iter [130000/160000] lr: 1.875e-05, eta: 4:10:57, time: 0.582, data_time: 0.059, memory: 40245, decode.loss_cls: 0.1847, decode.loss_mask: 0.4549, decode.loss_dice: 0.6793, decode.d0.loss_cls: 1.1557, decode.d0.loss_mask: 0.4971, decode.d0.loss_dice: 0.7514, decode.d1.loss_cls: 0.2517, decode.d1.loss_mask: 0.4695, decode.d1.loss_dice: 0.7212, decode.d2.loss_cls: 0.2192, decode.d2.loss_mask: 0.4635, decode.d2.loss_dice: 0.6976, decode.d3.loss_cls: 0.2084, decode.d3.loss_mask: 0.4584, decode.d3.loss_dice: 0.6848, decode.d4.loss_cls: 0.2007, decode.d4.loss_mask: 0.4584, decode.d4.loss_dice: 0.6846, decode.d5.loss_cls: 0.1923, decode.d5.loss_mask: 0.4569, decode.d5.loss_dice: 0.6826, decode.d6.loss_cls: 0.1906, decode.d6.loss_mask: 0.4562, decode.d6.loss_dice: 0.6809, decode.d7.loss_cls: 0.1864, decode.d7.loss_mask: 0.4564, decode.d7.loss_dice: 0.6807, decode.d8.loss_cls: 0.1836, decode.d8.loss_mask: 0.4550, decode.d8.loss_dice: 0.6776, loss: 14.5404, grad_norm: 66.4658 2023-12-26 11:16:13,053 - mmseg - INFO - per class results: 2023-12-26 11:16:13,058 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.56 | 87.88 | | building | 83.0 | 91.59 | | sky | 94.63 | 97.41 | | floor | 82.89 | 90.28 | | tree | 75.59 | 87.48 | | ceiling | 85.36 | 92.54 | | road | 85.25 | 90.8 | | bed | 91.64 | 96.03 | | windowpane | 62.91 | 80.53 | | grass | 70.63 | 84.26 | | cabinet | 62.72 | 78.97 | | sidewalk | 68.71 | 83.41 | | person | 84.2 | 92.79 | | earth | 40.58 | 56.82 | | door | 54.93 | 70.84 | | table | 64.63 | 81.75 | | mountain | 61.91 | 75.91 | | plant | 52.37 | 65.51 | | curtain | 74.03 | 85.91 | | chair | 63.72 | 76.0 | | car | 86.43 | 93.23 | | water | 56.36 | 72.56 | | painting | 70.99 | 85.95 | | sofa | 71.38 | 87.32 | | shelf | 46.58 | 60.49 | | house | 42.36 | 71.29 | | sea | 54.18 | 78.9 | | mirror | 73.72 | 80.73 | | rug | 66.93 | 79.6 | | field | 36.8 | 53.48 | | armchair | 45.23 | 64.89 | | seat | 61.94 | 86.11 | | fence | 53.55 | 68.03 | | desk | 49.86 | 67.54 | | rock | 47.63 | 67.86 | | wardrobe | 52.04 | 68.93 | | lamp | 71.1 | 81.07 | | bathtub | 83.44 | 86.83 | | railing | 36.63 | 50.85 | | cushion | 63.62 | 79.01 | | base | 44.52 | 68.36 | | box | 28.96 | 41.01 | | column | 54.98 | 64.6 | | signboard | 38.42 | 57.67 | | chest of drawers | 41.19 | 56.04 | | counter | 53.68 | 63.33 | | sand | 38.0 | 53.34 | | sink | 73.09 | 83.34 | | skyscraper | 34.47 | 41.48 | | fireplace | 72.65 | 88.82 | | refrigerator | 80.09 | 86.34 | | grandstand | 44.82 | 67.82 | | path | 23.16 | 38.27 | | stairs | 35.03 | 43.05 | | runway | 75.65 | 97.06 | | case | 45.23 | 62.25 | | pool table | 94.88 | 97.0 | | pillow | 63.81 | 73.41 | | screen door | 68.36 | 81.11 | | stairway | 39.21 | 46.29 | | river | 13.31 | 16.56 | | bridge | 83.0 | 90.53 | | bookcase | 37.22 | 52.17 | | blind | 46.23 | 50.67 | | coffee table | 65.24 | 83.32 | | toilet | 83.69 | 91.64 | | flower | 39.84 | 56.55 | | book | 53.65 | 72.3 | | hill | 10.84 | 16.28 | | bench | 48.95 | 55.51 | | countertop | 53.97 | 73.71 | | stove | 83.37 | 92.14 | | palm | 56.74 | 77.51 | | kitchen island | 55.31 | 75.91 | | computer | 70.26 | 75.28 | | swivel chair | 46.75 | 60.31 | | boat | 57.85 | 90.85 | | bar | 36.65 | 42.0 | | arcade machine | 82.73 | 90.52 | | hovel | 28.3 | 41.77 | | bus | 91.62 | 96.96 | | towel | 68.21 | 79.88 | | light | 61.86 | 75.2 | | truck | 46.17 | 60.7 | | tower | 41.19 | 74.07 | | chandelier | 68.78 | 83.19 | | awning | 34.01 | 40.87 | | streetlight | 39.59 | 54.06 | | booth | 52.42 | 71.8 | | television receiver | 78.33 | 83.44 | | airplane | 59.85 | 72.2 | | dirt track | 9.63 | 36.76 | | apparel | 41.05 | 71.52 | | pole | 33.76 | 55.53 | | land | 4.59 | 6.87 | | bannister | 20.38 | 40.09 | | escalator | 25.03 | 26.78 | | ottoman | 53.13 | 72.43 | | bottle | 26.81 | 33.6 | | buffet | 44.9 | 54.45 | | poster | 21.54 | 36.1 | | stage | 17.17 | 24.79 | | van | 35.29 | 43.29 | | ship | 5.13 | 10.68 | | fountain | 20.49 | 21.4 | | conveyer belt | 74.07 | 91.59 | | canopy | 11.19 | 19.81 | | washer | 73.65 | 74.81 | | plaything | 21.91 | 34.55 | | swimming pool | 59.42 | 68.19 | | stool | 44.17 | 72.98 | | barrel | 49.18 | 74.68 | | basket | 39.79 | 46.63 | | waterfall | 47.94 | 57.69 | | tent | 96.22 | 98.21 | | bag | 23.6 | 33.51 | | minibike | 68.75 | 88.79 | | cradle | 86.33 | 97.53 | | oven | 27.7 | 71.37 | | ball | 46.07 | 53.5 | | food | 60.98 | 74.75 | | step | 20.36 | 38.22 | | tank | 49.31 | 54.92 | | trade name | 24.19 | 29.43 | | microwave | 45.72 | 50.58 | | pot | 56.28 | 68.57 | | animal | 55.26 | 56.32 | | bicycle | 60.91 | 82.29 | | lake | 53.61 | 68.97 | | dishwasher | 68.25 | 74.09 | | screen | 49.01 | 70.75 | | blanket | 26.22 | 30.35 | | sculpture | 57.73 | 85.83 | | hood | 86.08 | 93.62 | | sconce | 55.47 | 73.39 | | vase | 51.81 | 70.57 | | traffic light | 43.09 | 69.57 | | tray | 24.45 | 34.68 | | ashcan | 49.98 | 72.99 | | fan | 71.26 | 85.42 | | pier | 16.26 | 19.09 | | crt screen | 2.48 | 8.76 | | plate | 60.16 | 73.4 | | monitor | 14.76 | 20.42 | | bulletin board | 62.83 | 77.55 | | shower | 5.33 | 19.61 | | radiator | 65.74 | 72.86 | | glass | 21.93 | 24.02 | | clock | 50.66 | 67.87 | | flag | 36.57 | 42.74 | +---------------------+-------+-------+ 2023-12-26 11:16:13,058 - mmseg - INFO - Summary: 2023-12-26 11:16:13,058 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 84.28 | 52.21 | 65.26 | +-------+-------+-------+ 2023-12-26 11:16:13,068 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/FlashInternImage/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_120000.pth was removed 2023-12-26 11:16:15,234 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_130000.pth. 2023-12-26 11:16:15,235 - mmseg - INFO - Best mIoU is 0.5221 at 130000 iter. 2023-12-26 11:16:15,235 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 11:16:15,235 - mmseg - INFO - Iter(val) [250] aAcc: 0.8428, mIoU: 0.5221, mAcc: 0.6526, IoU.wall: 0.7956, IoU.building: 0.8300, IoU.sky: 0.9463, IoU.floor: 0.8289, IoU.tree: 0.7559, IoU.ceiling: 0.8536, IoU.road: 0.8525, IoU.bed : 0.9164, IoU.windowpane: 0.6291, IoU.grass: 0.7063, IoU.cabinet: 0.6272, IoU.sidewalk: 0.6871, IoU.person: 0.8420, IoU.earth: 0.4058, IoU.door: 0.5493, IoU.table: 0.6463, IoU.mountain: 0.6191, IoU.plant: 0.5237, IoU.curtain: 0.7403, IoU.chair: 0.6372, IoU.car: 0.8643, IoU.water: 0.5636, IoU.painting: 0.7099, IoU.sofa: 0.7138, IoU.shelf: 0.4658, IoU.house: 0.4236, IoU.sea: 0.5418, IoU.mirror: 0.7372, IoU.rug: 0.6693, IoU.field: 0.3680, IoU.armchair: 0.4523, IoU.seat: 0.6194, IoU.fence: 0.5355, IoU.desk: 0.4986, IoU.rock: 0.4763, IoU.wardrobe: 0.5204, IoU.lamp: 0.7110, IoU.bathtub: 0.8344, IoU.railing: 0.3663, IoU.cushion: 0.6362, IoU.base: 0.4452, IoU.box: 0.2896, IoU.column: 0.5498, IoU.signboard: 0.3842, IoU.chest of drawers: 0.4119, IoU.counter: 0.5368, IoU.sand: 0.3800, IoU.sink: 0.7309, IoU.skyscraper: 0.3447, IoU.fireplace: 0.7265, IoU.refrigerator: 0.8009, IoU.grandstand: 0.4482, IoU.path: 0.2316, IoU.stairs: 0.3503, IoU.runway: 0.7565, IoU.case: 0.4523, IoU.pool table: 0.9488, IoU.pillow: 0.6381, IoU.screen door: 0.6836, IoU.stairway: 0.3921, IoU.river: 0.1331, IoU.bridge: 0.8300, IoU.bookcase: 0.3722, IoU.blind: 0.4623, IoU.coffee table: 0.6524, IoU.toilet: 0.8369, IoU.flower: 0.3984, IoU.book: 0.5365, IoU.hill: 0.1084, IoU.bench: 0.4895, IoU.countertop: 0.5397, IoU.stove: 0.8337, IoU.palm: 0.5674, IoU.kitchen island: 0.5531, IoU.computer: 0.7026, IoU.swivel chair: 0.4675, IoU.boat: 0.5785, IoU.bar: 0.3665, IoU.arcade machine: 0.8273, IoU.hovel: 0.2830, IoU.bus: 0.9162, IoU.towel: 0.6821, IoU.light: 0.6186, IoU.truck: 0.4617, IoU.tower: 0.4119, IoU.chandelier: 0.6878, IoU.awning: 0.3401, IoU.streetlight: 0.3959, IoU.booth: 0.5242, IoU.television receiver: 0.7833, IoU.airplane: 0.5985, IoU.dirt track: 0.0963, IoU.apparel: 0.4105, IoU.pole: 0.3376, IoU.land: 0.0459, IoU.bannister: 0.2038, IoU.escalator: 0.2503, IoU.ottoman: 0.5313, IoU.bottle: 0.2681, IoU.buffet: 0.4490, IoU.poster: 0.2154, IoU.stage: 0.1717, IoU.van: 0.3529, IoU.ship: 0.0513, IoU.fountain: 0.2049, IoU.conveyer belt: 0.7407, IoU.canopy: 0.1119, IoU.washer: 0.7365, IoU.plaything: 0.2191, IoU.swimming pool: 0.5942, IoU.stool: 0.4417, IoU.barrel: 0.4918, IoU.basket: 0.3979, IoU.waterfall: 0.4794, IoU.tent: 0.9622, IoU.bag: 0.2360, IoU.minibike: 0.6875, IoU.cradle: 0.8633, IoU.oven: 0.2770, IoU.ball: 0.4607, IoU.food: 0.6098, IoU.step: 0.2036, IoU.tank: 0.4931, IoU.trade name: 0.2419, IoU.microwave: 0.4572, IoU.pot: 0.5628, IoU.animal: 0.5526, IoU.bicycle: 0.6091, IoU.lake: 0.5361, IoU.dishwasher: 0.6825, IoU.screen: 0.4901, IoU.blanket: 0.2622, IoU.sculpture: 0.5773, IoU.hood: 0.8608, IoU.sconce: 0.5547, IoU.vase: 0.5181, IoU.traffic light: 0.4309, IoU.tray: 0.2445, IoU.ashcan: 0.4998, IoU.fan: 0.7126, IoU.pier: 0.1626, IoU.crt screen: 0.0248, IoU.plate: 0.6016, IoU.monitor: 0.1476, IoU.bulletin board: 0.6283, IoU.shower: 0.0533, IoU.radiator: 0.6574, IoU.glass: 0.2193, IoU.clock: 0.5066, IoU.flag: 0.3657, Acc.wall: 0.8788, Acc.building: 0.9159, Acc.sky: 0.9741, Acc.floor: 0.9028, Acc.tree: 0.8748, Acc.ceiling: 0.9254, Acc.road: 0.9080, Acc.bed : 0.9603, Acc.windowpane: 0.8053, Acc.grass: 0.8426, Acc.cabinet: 0.7897, Acc.sidewalk: 0.8341, Acc.person: 0.9279, Acc.earth: 0.5682, Acc.door: 0.7084, Acc.table: 0.8175, Acc.mountain: 0.7591, Acc.plant: 0.6551, Acc.curtain: 0.8591, Acc.chair: 0.7600, Acc.car: 0.9323, Acc.water: 0.7256, Acc.painting: 0.8595, Acc.sofa: 0.8732, Acc.shelf: 0.6049, Acc.house: 0.7129, Acc.sea: 0.7890, Acc.mirror: 0.8073, Acc.rug: 0.7960, Acc.field: 0.5348, Acc.armchair: 0.6489, Acc.seat: 0.8611, Acc.fence: 0.6803, Acc.desk: 0.6754, Acc.rock: 0.6786, Acc.wardrobe: 0.6893, Acc.lamp: 0.8107, Acc.bathtub: 0.8683, Acc.railing: 0.5085, Acc.cushion: 0.7901, Acc.base: 0.6836, Acc.box: 0.4101, Acc.column: 0.6460, Acc.signboard: 0.5767, Acc.chest of drawers: 0.5604, Acc.counter: 0.6333, Acc.sand: 0.5334, Acc.sink: 0.8334, Acc.skyscraper: 0.4148, Acc.fireplace: 0.8882, Acc.refrigerator: 0.8634, Acc.grandstand: 0.6782, Acc.path: 0.3827, Acc.stairs: 0.4305, Acc.runway: 0.9706, Acc.case: 0.6225, Acc.pool table: 0.9700, Acc.pillow: 0.7341, Acc.screen door: 0.8111, Acc.stairway: 0.4629, Acc.river: 0.1656, Acc.bridge: 0.9053, Acc.bookcase: 0.5217, Acc.blind: 0.5067, Acc.coffee table: 0.8332, Acc.toilet: 0.9164, Acc.flower: 0.5655, Acc.book: 0.7230, Acc.hill: 0.1628, Acc.bench: 0.5551, Acc.countertop: 0.7371, Acc.stove: 0.9214, Acc.palm: 0.7751, Acc.kitchen island: 0.7591, Acc.computer: 0.7528, Acc.swivel chair: 0.6031, Acc.boat: 0.9085, Acc.bar: 0.4200, Acc.arcade machine: 0.9052, Acc.hovel: 0.4177, Acc.bus: 0.9696, Acc.towel: 0.7988, Acc.light: 0.7520, Acc.truck: 0.6070, Acc.tower: 0.7407, Acc.chandelier: 0.8319, Acc.awning: 0.4087, Acc.streetlight: 0.5406, Acc.booth: 0.7180, Acc.television receiver: 0.8344, Acc.airplane: 0.7220, Acc.dirt track: 0.3676, Acc.apparel: 0.7152, Acc.pole: 0.5553, Acc.land: 0.0687, Acc.bannister: 0.4009, Acc.escalator: 0.2678, Acc.ottoman: 0.7243, Acc.bottle: 0.3360, Acc.buffet: 0.5445, Acc.poster: 0.3610, Acc.stage: 0.2479, Acc.van: 0.4329, Acc.ship: 0.1068, Acc.fountain: 0.2140, Acc.conveyer belt: 0.9159, Acc.canopy: 0.1981, Acc.washer: 0.7481, Acc.plaything: 0.3455, Acc.swimming pool: 0.6819, Acc.stool: 0.7298, Acc.barrel: 0.7468, Acc.basket: 0.4663, Acc.waterfall: 0.5769, Acc.tent: 0.9821, Acc.bag: 0.3351, Acc.minibike: 0.8879, Acc.cradle: 0.9753, Acc.oven: 0.7137, Acc.ball: 0.5350, Acc.food: 0.7475, Acc.step: 0.3822, Acc.tank: 0.5492, Acc.trade name: 0.2943, Acc.microwave: 0.5058, Acc.pot: 0.6857, Acc.animal: 0.5632, Acc.bicycle: 0.8229, Acc.lake: 0.6897, Acc.dishwasher: 0.7409, Acc.screen: 0.7075, Acc.blanket: 0.3035, Acc.sculpture: 0.8583, Acc.hood: 0.9362, Acc.sconce: 0.7339, Acc.vase: 0.7057, Acc.traffic light: 0.6957, Acc.tray: 0.3468, Acc.ashcan: 0.7299, Acc.fan: 0.8542, Acc.pier: 0.1909, Acc.crt screen: 0.0876, Acc.plate: 0.7340, Acc.monitor: 0.2042, Acc.bulletin board: 0.7755, Acc.shower: 0.1961, Acc.radiator: 0.7286, Acc.glass: 0.2402, Acc.clock: 0.6787, Acc.flag: 0.4274 2023-12-26 11:16:39,884 - mmseg - INFO - Iter [130050/160000] lr: 1.872e-05, eta: 4:10:38, time: 0.964, data_time: 0.484, memory: 40245, decode.loss_cls: 0.1815, decode.loss_mask: 0.4377, decode.loss_dice: 0.6596, decode.d0.loss_cls: 1.1600, decode.d0.loss_mask: 0.4753, decode.d0.loss_dice: 0.7277, decode.d1.loss_cls: 0.2588, decode.d1.loss_mask: 0.4530, decode.d1.loss_dice: 0.6939, decode.d2.loss_cls: 0.2262, decode.d2.loss_mask: 0.4440, decode.d2.loss_dice: 0.6726, decode.d3.loss_cls: 0.2108, decode.d3.loss_mask: 0.4411, decode.d3.loss_dice: 0.6623, decode.d4.loss_cls: 0.2003, decode.d4.loss_mask: 0.4398, decode.d4.loss_dice: 0.6637, decode.d5.loss_cls: 0.1975, decode.d5.loss_mask: 0.4374, decode.d5.loss_dice: 0.6633, decode.d6.loss_cls: 0.1903, decode.d6.loss_mask: 0.4393, decode.d6.loss_dice: 0.6612, decode.d7.loss_cls: 0.1838, decode.d7.loss_mask: 0.4376, decode.d7.loss_dice: 0.6608, decode.d8.loss_cls: 0.1847, decode.d8.loss_mask: 0.4373, decode.d8.loss_dice: 0.6600, loss: 14.1614, grad_norm: 59.9827 2023-12-26 11:17:04,207 - mmseg - INFO - Iter [130100/160000] lr: 1.869e-05, eta: 4:10:13, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1906, decode.loss_mask: 0.4588, decode.loss_dice: 0.7007, decode.d0.loss_cls: 1.1467, decode.d0.loss_mask: 0.5019, decode.d0.loss_dice: 0.7834, decode.d1.loss_cls: 0.2719, decode.d1.loss_mask: 0.4747, decode.d1.loss_dice: 0.7434, decode.d2.loss_cls: 0.2370, decode.d2.loss_mask: 0.4674, decode.d2.loss_dice: 0.7177, decode.d3.loss_cls: 0.2237, decode.d3.loss_mask: 0.4629, decode.d3.loss_dice: 0.7101, decode.d4.loss_cls: 0.2061, decode.d4.loss_mask: 0.4628, decode.d4.loss_dice: 0.7065, decode.d5.loss_cls: 0.2015, decode.d5.loss_mask: 0.4599, decode.d5.loss_dice: 0.7085, decode.d6.loss_cls: 0.1993, decode.d6.loss_mask: 0.4589, decode.d6.loss_dice: 0.7013, decode.d7.loss_cls: 0.1974, decode.d7.loss_mask: 0.4587, decode.d7.loss_dice: 0.7035, decode.d8.loss_cls: 0.1896, decode.d8.loss_mask: 0.4594, decode.d8.loss_dice: 0.7019, loss: 14.9061, grad_norm: 68.6085 2023-12-26 11:17:28,560 - mmseg - INFO - Iter [130150/160000] lr: 1.866e-05, eta: 4:09:47, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1783, decode.loss_mask: 0.4610, decode.loss_dice: 0.6727, decode.d0.loss_cls: 1.1393, decode.d0.loss_mask: 0.5030, decode.d0.loss_dice: 0.7474, decode.d1.loss_cls: 0.2470, decode.d1.loss_mask: 0.4722, decode.d1.loss_dice: 0.7148, decode.d2.loss_cls: 0.2125, decode.d2.loss_mask: 0.4690, decode.d2.loss_dice: 0.6966, decode.d3.loss_cls: 0.2008, decode.d3.loss_mask: 0.4676, decode.d3.loss_dice: 0.6857, decode.d4.loss_cls: 0.1934, decode.d4.loss_mask: 0.4651, decode.d4.loss_dice: 0.6823, decode.d5.loss_cls: 0.1878, decode.d5.loss_mask: 0.4629, decode.d5.loss_dice: 0.6800, decode.d6.loss_cls: 0.1840, decode.d6.loss_mask: 0.4629, decode.d6.loss_dice: 0.6774, decode.d7.loss_cls: 0.1848, decode.d7.loss_mask: 0.4614, decode.d7.loss_dice: 0.6763, decode.d8.loss_cls: 0.1814, decode.d8.loss_mask: 0.4607, decode.d8.loss_dice: 0.6730, loss: 14.5012, grad_norm: 63.3990 2023-12-26 11:17:52,682 - mmseg - INFO - Iter [130200/160000] lr: 1.863e-05, eta: 4:09:22, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1739, decode.loss_mask: 0.4438, decode.loss_dice: 0.6643, decode.d0.loss_cls: 1.1562, decode.d0.loss_mask: 0.4790, decode.d0.loss_dice: 0.7392, decode.d1.loss_cls: 0.2528, decode.d1.loss_mask: 0.4561, decode.d1.loss_dice: 0.7071, decode.d2.loss_cls: 0.2217, decode.d2.loss_mask: 0.4465, decode.d2.loss_dice: 0.6826, decode.d3.loss_cls: 0.1989, decode.d3.loss_mask: 0.4443, decode.d3.loss_dice: 0.6734, decode.d4.loss_cls: 0.1899, decode.d4.loss_mask: 0.4447, decode.d4.loss_dice: 0.6740, decode.d5.loss_cls: 0.1846, decode.d5.loss_mask: 0.4442, decode.d5.loss_dice: 0.6712, decode.d6.loss_cls: 0.1828, decode.d6.loss_mask: 0.4435, decode.d6.loss_dice: 0.6685, decode.d7.loss_cls: 0.1749, decode.d7.loss_mask: 0.4429, decode.d7.loss_dice: 0.6676, decode.d8.loss_cls: 0.1749, decode.d8.loss_mask: 0.4433, decode.d8.loss_dice: 0.6687, loss: 14.2155, grad_norm: 65.6192 2023-12-26 11:18:16,953 - mmseg - INFO - Iter [130250/160000] lr: 1.859e-05, eta: 4:08:57, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1780, decode.loss_mask: 0.4435, decode.loss_dice: 0.6608, decode.d0.loss_cls: 1.1767, decode.d0.loss_mask: 0.4819, decode.d0.loss_dice: 0.7374, decode.d1.loss_cls: 0.2553, decode.d1.loss_mask: 0.4597, decode.d1.loss_dice: 0.6949, decode.d2.loss_cls: 0.2141, decode.d2.loss_mask: 0.4504, decode.d2.loss_dice: 0.6823, decode.d3.loss_cls: 0.2035, decode.d3.loss_mask: 0.4474, decode.d3.loss_dice: 0.6649, decode.d4.loss_cls: 0.1923, decode.d4.loss_mask: 0.4464, decode.d4.loss_dice: 0.6649, decode.d5.loss_cls: 0.1881, decode.d5.loss_mask: 0.4446, decode.d5.loss_dice: 0.6647, decode.d6.loss_cls: 0.1853, decode.d6.loss_mask: 0.4451, decode.d6.loss_dice: 0.6605, decode.d7.loss_cls: 0.1798, decode.d7.loss_mask: 0.4433, decode.d7.loss_dice: 0.6609, decode.d8.loss_cls: 0.1777, decode.d8.loss_mask: 0.4423, decode.d8.loss_dice: 0.6588, loss: 14.2054, grad_norm: 66.2961 2023-12-26 11:18:41,143 - mmseg - INFO - Iter [130300/160000] lr: 1.856e-05, eta: 4:08:31, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1779, decode.loss_mask: 0.4290, decode.loss_dice: 0.6566, decode.d0.loss_cls: 1.1582, decode.d0.loss_mask: 0.4692, decode.d0.loss_dice: 0.7311, decode.d1.loss_cls: 0.2451, decode.d1.loss_mask: 0.4477, decode.d1.loss_dice: 0.6948, decode.d2.loss_cls: 0.2184, decode.d2.loss_mask: 0.4368, decode.d2.loss_dice: 0.6776, decode.d3.loss_cls: 0.2000, decode.d3.loss_mask: 0.4338, decode.d3.loss_dice: 0.6619, decode.d4.loss_cls: 0.1869, decode.d4.loss_mask: 0.4324, decode.d4.loss_dice: 0.6660, decode.d5.loss_cls: 0.1896, decode.d5.loss_mask: 0.4321, decode.d5.loss_dice: 0.6643, decode.d6.loss_cls: 0.1820, decode.d6.loss_mask: 0.4306, decode.d6.loss_dice: 0.6600, decode.d7.loss_cls: 0.1846, decode.d7.loss_mask: 0.4297, decode.d7.loss_dice: 0.6566, decode.d8.loss_cls: 0.1783, decode.d8.loss_mask: 0.4293, decode.d8.loss_dice: 0.6596, loss: 14.0199, grad_norm: 57.5308 2023-12-26 11:19:05,361 - mmseg - INFO - Iter [130350/160000] lr: 1.853e-05, eta: 4:08:06, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1794, decode.loss_mask: 0.4531, decode.loss_dice: 0.6772, decode.d0.loss_cls: 1.1756, decode.d0.loss_mask: 0.4908, decode.d0.loss_dice: 0.7521, decode.d1.loss_cls: 0.2496, decode.d1.loss_mask: 0.4698, decode.d1.loss_dice: 0.7147, decode.d2.loss_cls: 0.2232, decode.d2.loss_mask: 0.4615, decode.d2.loss_dice: 0.6927, decode.d3.loss_cls: 0.2063, decode.d3.loss_mask: 0.4553, decode.d3.loss_dice: 0.6802, decode.d4.loss_cls: 0.1968, decode.d4.loss_mask: 0.4544, decode.d4.loss_dice: 0.6818, decode.d5.loss_cls: 0.1877, decode.d5.loss_mask: 0.4536, decode.d5.loss_dice: 0.6801, decode.d6.loss_cls: 0.1867, decode.d6.loss_mask: 0.4519, decode.d6.loss_dice: 0.6775, decode.d7.loss_cls: 0.1840, decode.d7.loss_mask: 0.4510, decode.d7.loss_dice: 0.6781, decode.d8.loss_cls: 0.1802, decode.d8.loss_mask: 0.4530, decode.d8.loss_dice: 0.6737, loss: 14.4717, grad_norm: 59.2250 2023-12-26 11:19:29,535 - mmseg - INFO - Iter [130400/160000] lr: 1.850e-05, eta: 4:07:41, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1862, decode.loss_mask: 0.4597, decode.loss_dice: 0.7073, decode.d0.loss_cls: 1.1948, decode.d0.loss_mask: 0.5006, decode.d0.loss_dice: 0.7767, decode.d1.loss_cls: 0.2625, decode.d1.loss_mask: 0.4798, decode.d1.loss_dice: 0.7419, decode.d2.loss_cls: 0.2265, decode.d2.loss_mask: 0.4698, decode.d2.loss_dice: 0.7272, decode.d3.loss_cls: 0.2170, decode.d3.loss_mask: 0.4649, decode.d3.loss_dice: 0.7118, decode.d4.loss_cls: 0.2071, decode.d4.loss_mask: 0.4631, decode.d4.loss_dice: 0.7140, decode.d5.loss_cls: 0.2012, decode.d5.loss_mask: 0.4611, decode.d5.loss_dice: 0.7077, decode.d6.loss_cls: 0.1983, decode.d6.loss_mask: 0.4589, decode.d6.loss_dice: 0.7070, decode.d7.loss_cls: 0.1906, decode.d7.loss_mask: 0.4593, decode.d7.loss_dice: 0.7082, decode.d8.loss_cls: 0.1925, decode.d8.loss_mask: 0.4593, decode.d8.loss_dice: 0.7079, loss: 14.9630, grad_norm: 63.3417 2023-12-26 11:19:53,640 - mmseg - INFO - Iter [130450/160000] lr: 1.847e-05, eta: 4:07:15, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1845, decode.loss_mask: 0.4320, decode.loss_dice: 0.6595, decode.d0.loss_cls: 1.1839, decode.d0.loss_mask: 0.4709, decode.d0.loss_dice: 0.7307, decode.d1.loss_cls: 0.2618, decode.d1.loss_mask: 0.4484, decode.d1.loss_dice: 0.7027, decode.d2.loss_cls: 0.2201, decode.d2.loss_mask: 0.4405, decode.d2.loss_dice: 0.6877, decode.d3.loss_cls: 0.2100, decode.d3.loss_mask: 0.4360, decode.d3.loss_dice: 0.6678, decode.d4.loss_cls: 0.2039, decode.d4.loss_mask: 0.4353, decode.d4.loss_dice: 0.6681, decode.d5.loss_cls: 0.1980, decode.d5.loss_mask: 0.4337, decode.d5.loss_dice: 0.6661, decode.d6.loss_cls: 0.1912, decode.d6.loss_mask: 0.4330, decode.d6.loss_dice: 0.6578, decode.d7.loss_cls: 0.1873, decode.d7.loss_mask: 0.4321, decode.d7.loss_dice: 0.6614, decode.d8.loss_cls: 0.1883, decode.d8.loss_mask: 0.4327, decode.d8.loss_dice: 0.6586, loss: 14.1842, grad_norm: 54.4968 2023-12-26 11:20:18,040 - mmseg - INFO - Iter [130500/160000] lr: 1.844e-05, eta: 4:06:50, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1853, decode.loss_mask: 0.4567, decode.loss_dice: 0.6703, decode.d0.loss_cls: 1.1554, decode.d0.loss_mask: 0.4966, decode.d0.loss_dice: 0.7315, decode.d1.loss_cls: 0.2499, decode.d1.loss_mask: 0.4719, decode.d1.loss_dice: 0.7013, decode.d2.loss_cls: 0.2191, decode.d2.loss_mask: 0.4664, decode.d2.loss_dice: 0.6906, decode.d3.loss_cls: 0.2105, decode.d3.loss_mask: 0.4619, decode.d3.loss_dice: 0.6766, decode.d4.loss_cls: 0.1971, decode.d4.loss_mask: 0.4612, decode.d4.loss_dice: 0.6771, decode.d5.loss_cls: 0.1932, decode.d5.loss_mask: 0.4596, decode.d5.loss_dice: 0.6745, decode.d6.loss_cls: 0.1895, decode.d6.loss_mask: 0.4584, decode.d6.loss_dice: 0.6723, decode.d7.loss_cls: 0.1845, decode.d7.loss_mask: 0.4579, decode.d7.loss_dice: 0.6699, decode.d8.loss_cls: 0.1821, decode.d8.loss_mask: 0.4572, decode.d8.loss_dice: 0.6728, loss: 14.4512, grad_norm: 60.0700 2023-12-26 11:20:42,338 - mmseg - INFO - Iter [130550/160000] lr: 1.841e-05, eta: 4:06:25, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1822, decode.loss_mask: 0.4378, decode.loss_dice: 0.6777, decode.d0.loss_cls: 1.1720, decode.d0.loss_mask: 0.4771, decode.d0.loss_dice: 0.7531, decode.d1.loss_cls: 0.2563, decode.d1.loss_mask: 0.4543, decode.d1.loss_dice: 0.7192, decode.d2.loss_cls: 0.2219, decode.d2.loss_mask: 0.4449, decode.d2.loss_dice: 0.6968, decode.d3.loss_cls: 0.2090, decode.d3.loss_mask: 0.4400, decode.d3.loss_dice: 0.6834, decode.d4.loss_cls: 0.1999, decode.d4.loss_mask: 0.4391, decode.d4.loss_dice: 0.6828, decode.d5.loss_cls: 0.1935, decode.d5.loss_mask: 0.4385, decode.d5.loss_dice: 0.6818, decode.d6.loss_cls: 0.1852, decode.d6.loss_mask: 0.4381, decode.d6.loss_dice: 0.6820, decode.d7.loss_cls: 0.1819, decode.d7.loss_mask: 0.4389, decode.d7.loss_dice: 0.6830, decode.d8.loss_cls: 0.1789, decode.d8.loss_mask: 0.4387, decode.d8.loss_dice: 0.6835, loss: 14.3713, grad_norm: 61.4008 2023-12-26 11:21:06,848 - mmseg - INFO - Iter [130600/160000] lr: 1.838e-05, eta: 4:06:00, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1858, decode.loss_mask: 0.4379, decode.loss_dice: 0.6701, decode.d0.loss_cls: 1.1973, decode.d0.loss_mask: 0.4759, decode.d0.loss_dice: 0.7439, decode.d1.loss_cls: 0.2548, decode.d1.loss_mask: 0.4557, decode.d1.loss_dice: 0.7073, decode.d2.loss_cls: 0.2245, decode.d2.loss_mask: 0.4459, decode.d2.loss_dice: 0.6838, decode.d3.loss_cls: 0.2134, decode.d3.loss_mask: 0.4432, decode.d3.loss_dice: 0.6742, decode.d4.loss_cls: 0.2013, decode.d4.loss_mask: 0.4412, decode.d4.loss_dice: 0.6784, decode.d5.loss_cls: 0.1935, decode.d5.loss_mask: 0.4401, decode.d5.loss_dice: 0.6738, decode.d6.loss_cls: 0.1956, decode.d6.loss_mask: 0.4395, decode.d6.loss_dice: 0.6730, decode.d7.loss_cls: 0.1890, decode.d7.loss_mask: 0.4381, decode.d7.loss_dice: 0.6704, decode.d8.loss_cls: 0.1815, decode.d8.loss_mask: 0.4388, decode.d8.loss_dice: 0.6748, loss: 14.3425, grad_norm: 61.7028 2023-12-26 11:21:31,361 - mmseg - INFO - Iter [130650/160000] lr: 1.834e-05, eta: 4:05:34, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1834, decode.loss_mask: 0.4517, decode.loss_dice: 0.6930, decode.d0.loss_cls: 1.1805, decode.d0.loss_mask: 0.4942, decode.d0.loss_dice: 0.7654, decode.d1.loss_cls: 0.2538, decode.d1.loss_mask: 0.4683, decode.d1.loss_dice: 0.7274, decode.d2.loss_cls: 0.2197, decode.d2.loss_mask: 0.4584, decode.d2.loss_dice: 0.7163, decode.d3.loss_cls: 0.2086, decode.d3.loss_mask: 0.4574, decode.d3.loss_dice: 0.7033, decode.d4.loss_cls: 0.2003, decode.d4.loss_mask: 0.4556, decode.d4.loss_dice: 0.7028, decode.d5.loss_cls: 0.1899, decode.d5.loss_mask: 0.4545, decode.d5.loss_dice: 0.6976, decode.d6.loss_cls: 0.1859, decode.d6.loss_mask: 0.4528, decode.d6.loss_dice: 0.6930, decode.d7.loss_cls: 0.1836, decode.d7.loss_mask: 0.4515, decode.d7.loss_dice: 0.6921, decode.d8.loss_cls: 0.1824, decode.d8.loss_mask: 0.4517, decode.d8.loss_dice: 0.6940, loss: 14.6690, grad_norm: 64.4401 2023-12-26 11:21:55,701 - mmseg - INFO - Iter [130700/160000] lr: 1.831e-05, eta: 4:05:09, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1785, decode.loss_mask: 0.4506, decode.loss_dice: 0.6712, decode.d0.loss_cls: 1.1459, decode.d0.loss_mask: 0.4853, decode.d0.loss_dice: 0.7327, decode.d1.loss_cls: 0.2579, decode.d1.loss_mask: 0.4614, decode.d1.loss_dice: 0.7000, decode.d2.loss_cls: 0.2153, decode.d2.loss_mask: 0.4545, decode.d2.loss_dice: 0.6876, decode.d3.loss_cls: 0.2015, decode.d3.loss_mask: 0.4517, decode.d3.loss_dice: 0.6779, decode.d4.loss_cls: 0.1888, decode.d4.loss_mask: 0.4513, decode.d4.loss_dice: 0.6738, decode.d5.loss_cls: 0.1840, decode.d5.loss_mask: 0.4530, decode.d5.loss_dice: 0.6752, decode.d6.loss_cls: 0.1861, decode.d6.loss_mask: 0.4503, decode.d6.loss_dice: 0.6709, decode.d7.loss_cls: 0.1814, decode.d7.loss_mask: 0.4515, decode.d7.loss_dice: 0.6693, decode.d8.loss_cls: 0.1819, decode.d8.loss_mask: 0.4517, decode.d8.loss_dice: 0.6708, loss: 14.3120, grad_norm: 62.6637 2023-12-26 11:22:20,000 - mmseg - INFO - Iter [130750/160000] lr: 1.828e-05, eta: 4:04:44, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1835, decode.loss_mask: 0.4453, decode.loss_dice: 0.6725, decode.d0.loss_cls: 1.1687, decode.d0.loss_mask: 0.4855, decode.d0.loss_dice: 0.7483, decode.d1.loss_cls: 0.2541, decode.d1.loss_mask: 0.4598, decode.d1.loss_dice: 0.7122, decode.d2.loss_cls: 0.2241, decode.d2.loss_mask: 0.4499, decode.d2.loss_dice: 0.6965, decode.d3.loss_cls: 0.2070, decode.d3.loss_mask: 0.4482, decode.d3.loss_dice: 0.6834, decode.d4.loss_cls: 0.1965, decode.d4.loss_mask: 0.4485, decode.d4.loss_dice: 0.6817, decode.d5.loss_cls: 0.1928, decode.d5.loss_mask: 0.4484, decode.d5.loss_dice: 0.6812, decode.d6.loss_cls: 0.1906, decode.d6.loss_mask: 0.4456, decode.d6.loss_dice: 0.6752, decode.d7.loss_cls: 0.1896, decode.d7.loss_mask: 0.4455, decode.d7.loss_dice: 0.6745, decode.d8.loss_cls: 0.1872, decode.d8.loss_mask: 0.4441, decode.d8.loss_dice: 0.6774, loss: 14.4179, grad_norm: 56.3758 2023-12-26 11:22:44,235 - mmseg - INFO - Iter [130800/160000] lr: 1.825e-05, eta: 4:04:18, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1694, decode.loss_mask: 0.4246, decode.loss_dice: 0.6624, decode.d0.loss_cls: 1.1600, decode.d0.loss_mask: 0.4621, decode.d0.loss_dice: 0.7345, decode.d1.loss_cls: 0.2534, decode.d1.loss_mask: 0.4392, decode.d1.loss_dice: 0.6994, decode.d2.loss_cls: 0.2091, decode.d2.loss_mask: 0.4311, decode.d2.loss_dice: 0.6763, decode.d3.loss_cls: 0.1991, decode.d3.loss_mask: 0.4284, decode.d3.loss_dice: 0.6653, decode.d4.loss_cls: 0.1912, decode.d4.loss_mask: 0.4268, decode.d4.loss_dice: 0.6656, decode.d5.loss_cls: 0.1813, decode.d5.loss_mask: 0.4257, decode.d5.loss_dice: 0.6648, decode.d6.loss_cls: 0.1815, decode.d6.loss_mask: 0.4237, decode.d6.loss_dice: 0.6598, decode.d7.loss_cls: 0.1725, decode.d7.loss_mask: 0.4264, decode.d7.loss_dice: 0.6609, decode.d8.loss_cls: 0.1745, decode.d8.loss_mask: 0.4258, decode.d8.loss_dice: 0.6588, loss: 13.9536, grad_norm: 61.4254 2023-12-26 11:23:09,189 - mmseg - INFO - Iter [130850/160000] lr: 1.822e-05, eta: 4:03:53, time: 0.499, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1914, decode.loss_mask: 0.4334, decode.loss_dice: 0.6678, decode.d0.loss_cls: 1.1571, decode.d0.loss_mask: 0.4693, decode.d0.loss_dice: 0.7389, decode.d1.loss_cls: 0.2653, decode.d1.loss_mask: 0.4465, decode.d1.loss_dice: 0.7006, decode.d2.loss_cls: 0.2299, decode.d2.loss_mask: 0.4409, decode.d2.loss_dice: 0.6809, decode.d3.loss_cls: 0.2190, decode.d3.loss_mask: 0.4359, decode.d3.loss_dice: 0.6734, decode.d4.loss_cls: 0.2095, decode.d4.loss_mask: 0.4352, decode.d4.loss_dice: 0.6754, decode.d5.loss_cls: 0.2035, decode.d5.loss_mask: 0.4344, decode.d5.loss_dice: 0.6741, decode.d6.loss_cls: 0.2032, decode.d6.loss_mask: 0.4338, decode.d6.loss_dice: 0.6680, decode.d7.loss_cls: 0.1979, decode.d7.loss_mask: 0.4330, decode.d7.loss_dice: 0.6673, decode.d8.loss_cls: 0.1968, decode.d8.loss_mask: 0.4329, decode.d8.loss_dice: 0.6670, loss: 14.2824, grad_norm: 57.5557 2023-12-26 11:23:33,587 - mmseg - INFO - Iter [130900/160000] lr: 1.819e-05, eta: 4:03:28, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1940, decode.loss_mask: 0.4475, decode.loss_dice: 0.6653, decode.d0.loss_cls: 1.2011, decode.d0.loss_mask: 0.4885, decode.d0.loss_dice: 0.7423, decode.d1.loss_cls: 0.2758, decode.d1.loss_mask: 0.4627, decode.d1.loss_dice: 0.7032, decode.d2.loss_cls: 0.2364, decode.d2.loss_mask: 0.4551, decode.d2.loss_dice: 0.6836, decode.d3.loss_cls: 0.2226, decode.d3.loss_mask: 0.4503, decode.d3.loss_dice: 0.6742, decode.d4.loss_cls: 0.2143, decode.d4.loss_mask: 0.4499, decode.d4.loss_dice: 0.6736, decode.d5.loss_cls: 0.2056, decode.d5.loss_mask: 0.4486, decode.d5.loss_dice: 0.6701, decode.d6.loss_cls: 0.2061, decode.d6.loss_mask: 0.4482, decode.d6.loss_dice: 0.6671, decode.d7.loss_cls: 0.1996, decode.d7.loss_mask: 0.4481, decode.d7.loss_dice: 0.6695, decode.d8.loss_cls: 0.1986, decode.d8.loss_mask: 0.4472, decode.d8.loss_dice: 0.6660, loss: 14.5154, grad_norm: 61.5983 2023-12-26 11:23:58,303 - mmseg - INFO - Iter [130950/160000] lr: 1.816e-05, eta: 4:03:03, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1756, decode.loss_mask: 0.4541, decode.loss_dice: 0.6841, decode.d0.loss_cls: 1.1336, decode.d0.loss_mask: 0.4874, decode.d0.loss_dice: 0.7537, decode.d1.loss_cls: 0.2470, decode.d1.loss_mask: 0.4672, decode.d1.loss_dice: 0.7211, decode.d2.loss_cls: 0.2143, decode.d2.loss_mask: 0.4624, decode.d2.loss_dice: 0.7069, decode.d3.loss_cls: 0.2039, decode.d3.loss_mask: 0.4569, decode.d3.loss_dice: 0.6934, decode.d4.loss_cls: 0.1964, decode.d4.loss_mask: 0.4556, decode.d4.loss_dice: 0.6887, decode.d5.loss_cls: 0.1900, decode.d5.loss_mask: 0.4561, decode.d5.loss_dice: 0.6922, decode.d6.loss_cls: 0.1858, decode.d6.loss_mask: 0.4564, decode.d6.loss_dice: 0.6855, decode.d7.loss_cls: 0.1836, decode.d7.loss_mask: 0.4546, decode.d7.loss_dice: 0.6869, decode.d8.loss_cls: 0.1784, decode.d8.loss_mask: 0.4540, decode.d8.loss_dice: 0.6885, loss: 14.5141, grad_norm: 58.4998 2023-12-26 11:24:22,663 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 11:24:22,663 - mmseg - INFO - Iter [131000/160000] lr: 1.813e-05, eta: 4:02:38, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1713, decode.loss_mask: 0.4510, decode.loss_dice: 0.6696, decode.d0.loss_cls: 1.1123, decode.d0.loss_mask: 0.4860, decode.d0.loss_dice: 0.7351, decode.d1.loss_cls: 0.2395, decode.d1.loss_mask: 0.4634, decode.d1.loss_dice: 0.7055, decode.d2.loss_cls: 0.2085, decode.d2.loss_mask: 0.4557, decode.d2.loss_dice: 0.6867, decode.d3.loss_cls: 0.2010, decode.d3.loss_mask: 0.4535, decode.d3.loss_dice: 0.6760, decode.d4.loss_cls: 0.1918, decode.d4.loss_mask: 0.4522, decode.d4.loss_dice: 0.6729, decode.d5.loss_cls: 0.1828, decode.d5.loss_mask: 0.4544, decode.d5.loss_dice: 0.6763, decode.d6.loss_cls: 0.1819, decode.d6.loss_mask: 0.4508, decode.d6.loss_dice: 0.6696, decode.d7.loss_cls: 0.1753, decode.d7.loss_mask: 0.4516, decode.d7.loss_dice: 0.6700, decode.d8.loss_cls: 0.1732, decode.d8.loss_mask: 0.4507, decode.d8.loss_dice: 0.6713, loss: 14.2400, grad_norm: 61.9479 2023-12-26 11:24:46,969 - mmseg - INFO - Iter [131050/160000] lr: 1.809e-05, eta: 4:02:12, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1767, decode.loss_mask: 0.4664, decode.loss_dice: 0.6897, decode.d0.loss_cls: 1.1530, decode.d0.loss_mask: 0.5063, decode.d0.loss_dice: 0.7672, decode.d1.loss_cls: 0.2548, decode.d1.loss_mask: 0.4798, decode.d1.loss_dice: 0.7284, decode.d2.loss_cls: 0.2210, decode.d2.loss_mask: 0.4717, decode.d2.loss_dice: 0.7043, decode.d3.loss_cls: 0.2065, decode.d3.loss_mask: 0.4664, decode.d3.loss_dice: 0.6960, decode.d4.loss_cls: 0.1926, decode.d4.loss_mask: 0.4675, decode.d4.loss_dice: 0.6948, decode.d5.loss_cls: 0.1895, decode.d5.loss_mask: 0.4683, decode.d5.loss_dice: 0.6937, decode.d6.loss_cls: 0.1829, decode.d6.loss_mask: 0.4663, decode.d6.loss_dice: 0.6921, decode.d7.loss_cls: 0.1781, decode.d7.loss_mask: 0.4661, decode.d7.loss_dice: 0.6908, decode.d8.loss_cls: 0.1799, decode.d8.loss_mask: 0.4670, decode.d8.loss_dice: 0.6896, loss: 14.7073, grad_norm: 62.9581 2023-12-26 11:25:11,241 - mmseg - INFO - Iter [131100/160000] lr: 1.806e-05, eta: 4:01:47, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1686, decode.loss_mask: 0.4677, decode.loss_dice: 0.6589, decode.d0.loss_cls: 1.1180, decode.d0.loss_mask: 0.5055, decode.d0.loss_dice: 0.7214, decode.d1.loss_cls: 0.2332, decode.d1.loss_mask: 0.4796, decode.d1.loss_dice: 0.6875, decode.d2.loss_cls: 0.2021, decode.d2.loss_mask: 0.4719, decode.d2.loss_dice: 0.6753, decode.d3.loss_cls: 0.1878, decode.d3.loss_mask: 0.4698, decode.d3.loss_dice: 0.6643, decode.d4.loss_cls: 0.1848, decode.d4.loss_mask: 0.4694, decode.d4.loss_dice: 0.6623, decode.d5.loss_cls: 0.1763, decode.d5.loss_mask: 0.4675, decode.d5.loss_dice: 0.6640, decode.d6.loss_cls: 0.1707, decode.d6.loss_mask: 0.4677, decode.d6.loss_dice: 0.6592, decode.d7.loss_cls: 0.1669, decode.d7.loss_mask: 0.4669, decode.d7.loss_dice: 0.6609, decode.d8.loss_cls: 0.1720, decode.d8.loss_mask: 0.4668, decode.d8.loss_dice: 0.6577, loss: 14.2250, grad_norm: 67.4749 2023-12-26 11:25:35,586 - mmseg - INFO - Iter [131150/160000] lr: 1.803e-05, eta: 4:01:22, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1970, decode.loss_mask: 0.4447, decode.loss_dice: 0.6668, decode.d0.loss_cls: 1.1714, decode.d0.loss_mask: 0.4857, decode.d0.loss_dice: 0.7438, decode.d1.loss_cls: 0.2702, decode.d1.loss_mask: 0.4608, decode.d1.loss_dice: 0.7046, decode.d2.loss_cls: 0.2324, decode.d2.loss_mask: 0.4515, decode.d2.loss_dice: 0.6861, decode.d3.loss_cls: 0.2203, decode.d3.loss_mask: 0.4478, decode.d3.loss_dice: 0.6716, decode.d4.loss_cls: 0.2129, decode.d4.loss_mask: 0.4479, decode.d4.loss_dice: 0.6712, decode.d5.loss_cls: 0.2000, decode.d5.loss_mask: 0.4480, decode.d5.loss_dice: 0.6722, decode.d6.loss_cls: 0.1994, decode.d6.loss_mask: 0.4475, decode.d6.loss_dice: 0.6698, decode.d7.loss_cls: 0.1954, decode.d7.loss_mask: 0.4463, decode.d7.loss_dice: 0.6678, decode.d8.loss_cls: 0.1976, decode.d8.loss_mask: 0.4461, decode.d8.loss_dice: 0.6673, loss: 14.4442, grad_norm: 64.0930 2023-12-26 11:25:59,969 - mmseg - INFO - Iter [131200/160000] lr: 1.800e-05, eta: 4:00:56, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.2044, decode.loss_mask: 0.4247, decode.loss_dice: 0.6783, decode.d0.loss_cls: 1.1977, decode.d0.loss_mask: 0.4589, decode.d0.loss_dice: 0.7458, decode.d1.loss_cls: 0.2822, decode.d1.loss_mask: 0.4392, decode.d1.loss_dice: 0.7135, decode.d2.loss_cls: 0.2455, decode.d2.loss_mask: 0.4334, decode.d2.loss_dice: 0.6970, decode.d3.loss_cls: 0.2263, decode.d3.loss_mask: 0.4283, decode.d3.loss_dice: 0.6798, decode.d4.loss_cls: 0.2182, decode.d4.loss_mask: 0.4268, decode.d4.loss_dice: 0.6837, decode.d5.loss_cls: 0.2114, decode.d5.loss_mask: 0.4257, decode.d5.loss_dice: 0.6788, decode.d6.loss_cls: 0.2072, decode.d6.loss_mask: 0.4235, decode.d6.loss_dice: 0.6734, decode.d7.loss_cls: 0.2044, decode.d7.loss_mask: 0.4234, decode.d7.loss_dice: 0.6784, decode.d8.loss_cls: 0.2015, decode.d8.loss_mask: 0.4237, decode.d8.loss_dice: 0.6745, loss: 14.4097, grad_norm: 63.8454 2023-12-26 11:26:26,469 - mmseg - INFO - Iter [131250/160000] lr: 1.797e-05, eta: 4:00:32, time: 0.530, data_time: 0.059, memory: 40245, decode.loss_cls: 0.1718, decode.loss_mask: 0.4501, decode.loss_dice: 0.6590, decode.d0.loss_cls: 1.1390, decode.d0.loss_mask: 0.4906, decode.d0.loss_dice: 0.7427, decode.d1.loss_cls: 0.2403, decode.d1.loss_mask: 0.4644, decode.d1.loss_dice: 0.6931, decode.d2.loss_cls: 0.2055, decode.d2.loss_mask: 0.4566, decode.d2.loss_dice: 0.6794, decode.d3.loss_cls: 0.1974, decode.d3.loss_mask: 0.4522, decode.d3.loss_dice: 0.6722, decode.d4.loss_cls: 0.1915, decode.d4.loss_mask: 0.4505, decode.d4.loss_dice: 0.6673, decode.d5.loss_cls: 0.1838, decode.d5.loss_mask: 0.4501, decode.d5.loss_dice: 0.6674, decode.d6.loss_cls: 0.1803, decode.d6.loss_mask: 0.4503, decode.d6.loss_dice: 0.6664, decode.d7.loss_cls: 0.1787, decode.d7.loss_mask: 0.4500, decode.d7.loss_dice: 0.6631, decode.d8.loss_cls: 0.1741, decode.d8.loss_mask: 0.4484, decode.d8.loss_dice: 0.6652, loss: 14.2015, grad_norm: 61.9464 2023-12-26 11:26:50,849 - mmseg - INFO - Iter [131300/160000] lr: 1.794e-05, eta: 4:00:06, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1879, decode.loss_mask: 0.4548, decode.loss_dice: 0.6903, decode.d0.loss_cls: 1.1591, decode.d0.loss_mask: 0.4979, decode.d0.loss_dice: 0.7666, decode.d1.loss_cls: 0.2635, decode.d1.loss_mask: 0.4708, decode.d1.loss_dice: 0.7243, decode.d2.loss_cls: 0.2268, decode.d2.loss_mask: 0.4624, decode.d2.loss_dice: 0.7099, decode.d3.loss_cls: 0.2142, decode.d3.loss_mask: 0.4561, decode.d3.loss_dice: 0.6985, decode.d4.loss_cls: 0.2005, decode.d4.loss_mask: 0.4568, decode.d4.loss_dice: 0.6961, decode.d5.loss_cls: 0.1915, decode.d5.loss_mask: 0.4560, decode.d5.loss_dice: 0.6949, decode.d6.loss_cls: 0.1940, decode.d6.loss_mask: 0.4554, decode.d6.loss_dice: 0.6931, decode.d7.loss_cls: 0.1885, decode.d7.loss_mask: 0.4551, decode.d7.loss_dice: 0.6916, decode.d8.loss_cls: 0.1855, decode.d8.loss_mask: 0.4549, decode.d8.loss_dice: 0.6923, loss: 14.6895, grad_norm: 60.6766 2023-12-26 11:27:15,029 - mmseg - INFO - Iter [131350/160000] lr: 1.791e-05, eta: 3:59:41, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1809, decode.loss_mask: 0.4566, decode.loss_dice: 0.6746, decode.d0.loss_cls: 1.1722, decode.d0.loss_mask: 0.4968, decode.d0.loss_dice: 0.7520, decode.d1.loss_cls: 0.2444, decode.d1.loss_mask: 0.4754, decode.d1.loss_dice: 0.7133, decode.d2.loss_cls: 0.2156, decode.d2.loss_mask: 0.4661, decode.d2.loss_dice: 0.6928, decode.d3.loss_cls: 0.2093, decode.d3.loss_mask: 0.4593, decode.d3.loss_dice: 0.6799, decode.d4.loss_cls: 0.1947, decode.d4.loss_mask: 0.4572, decode.d4.loss_dice: 0.6759, decode.d5.loss_cls: 0.1853, decode.d5.loss_mask: 0.4581, decode.d5.loss_dice: 0.6811, decode.d6.loss_cls: 0.1848, decode.d6.loss_mask: 0.4581, decode.d6.loss_dice: 0.6786, decode.d7.loss_cls: 0.1783, decode.d7.loss_mask: 0.4585, decode.d7.loss_dice: 0.6785, decode.d8.loss_cls: 0.1794, decode.d8.loss_mask: 0.4572, decode.d8.loss_dice: 0.6767, loss: 14.4917, grad_norm: 62.0025 2023-12-26 11:27:39,069 - mmseg - INFO - Iter [131400/160000] lr: 1.788e-05, eta: 3:59:16, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1792, decode.loss_mask: 0.4552, decode.loss_dice: 0.6791, decode.d0.loss_cls: 1.1406, decode.d0.loss_mask: 0.4946, decode.d0.loss_dice: 0.7484, decode.d1.loss_cls: 0.2461, decode.d1.loss_mask: 0.4694, decode.d1.loss_dice: 0.7175, decode.d2.loss_cls: 0.2127, decode.d2.loss_mask: 0.4628, decode.d2.loss_dice: 0.7020, decode.d3.loss_cls: 0.2033, decode.d3.loss_mask: 0.4595, decode.d3.loss_dice: 0.6810, decode.d4.loss_cls: 0.1928, decode.d4.loss_mask: 0.4600, decode.d4.loss_dice: 0.6843, decode.d5.loss_cls: 0.1873, decode.d5.loss_mask: 0.4567, decode.d5.loss_dice: 0.6826, decode.d6.loss_cls: 0.1866, decode.d6.loss_mask: 0.4552, decode.d6.loss_dice: 0.6787, decode.d7.loss_cls: 0.1824, decode.d7.loss_mask: 0.4548, decode.d7.loss_dice: 0.6798, decode.d8.loss_cls: 0.1826, decode.d8.loss_mask: 0.4549, decode.d8.loss_dice: 0.6818, loss: 14.4718, grad_norm: 61.8989 2023-12-26 11:28:03,193 - mmseg - INFO - Iter [131450/160000] lr: 1.784e-05, eta: 3:58:50, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1829, decode.loss_mask: 0.4431, decode.loss_dice: 0.6741, decode.d0.loss_cls: 1.1774, decode.d0.loss_mask: 0.4760, decode.d0.loss_dice: 0.7488, decode.d1.loss_cls: 0.2638, decode.d1.loss_mask: 0.4564, decode.d1.loss_dice: 0.7124, decode.d2.loss_cls: 0.2260, decode.d2.loss_mask: 0.4488, decode.d2.loss_dice: 0.6932, decode.d3.loss_cls: 0.2083, decode.d3.loss_mask: 0.4461, decode.d3.loss_dice: 0.6788, decode.d4.loss_cls: 0.2038, decode.d4.loss_mask: 0.4448, decode.d4.loss_dice: 0.6815, decode.d5.loss_cls: 0.1955, decode.d5.loss_mask: 0.4452, decode.d5.loss_dice: 0.6794, decode.d6.loss_cls: 0.1933, decode.d6.loss_mask: 0.4439, decode.d6.loss_dice: 0.6769, decode.d7.loss_cls: 0.1910, decode.d7.loss_mask: 0.4437, decode.d7.loss_dice: 0.6738, decode.d8.loss_cls: 0.1850, decode.d8.loss_mask: 0.4432, decode.d8.loss_dice: 0.6767, loss: 14.4140, grad_norm: 58.0282 2023-12-26 11:28:27,556 - mmseg - INFO - Iter [131500/160000] lr: 1.781e-05, eta: 3:58:25, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1755, decode.loss_mask: 0.4519, decode.loss_dice: 0.6660, decode.d0.loss_cls: 1.1541, decode.d0.loss_mask: 0.4894, decode.d0.loss_dice: 0.7400, decode.d1.loss_cls: 0.2456, decode.d1.loss_mask: 0.4702, decode.d1.loss_dice: 0.7099, decode.d2.loss_cls: 0.2066, decode.d2.loss_mask: 0.4582, decode.d2.loss_dice: 0.6851, decode.d3.loss_cls: 0.1956, decode.d3.loss_mask: 0.4566, decode.d3.loss_dice: 0.6726, decode.d4.loss_cls: 0.1881, decode.d4.loss_mask: 0.4558, decode.d4.loss_dice: 0.6737, decode.d5.loss_cls: 0.1837, decode.d5.loss_mask: 0.4562, decode.d5.loss_dice: 0.6708, decode.d6.loss_cls: 0.1834, decode.d6.loss_mask: 0.4516, decode.d6.loss_dice: 0.6681, decode.d7.loss_cls: 0.1800, decode.d7.loss_mask: 0.4520, decode.d7.loss_dice: 0.6673, decode.d8.loss_cls: 0.1796, decode.d8.loss_mask: 0.4517, decode.d8.loss_dice: 0.6656, loss: 14.3050, grad_norm: 59.0347 2023-12-26 11:28:51,831 - mmseg - INFO - Iter [131550/160000] lr: 1.778e-05, eta: 3:58:00, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1715, decode.loss_mask: 0.4488, decode.loss_dice: 0.6657, decode.d0.loss_cls: 1.1617, decode.d0.loss_mask: 0.4842, decode.d0.loss_dice: 0.7284, decode.d1.loss_cls: 0.2388, decode.d1.loss_mask: 0.4631, decode.d1.loss_dice: 0.6988, decode.d2.loss_cls: 0.2109, decode.d2.loss_mask: 0.4557, decode.d2.loss_dice: 0.6820, decode.d3.loss_cls: 0.1937, decode.d3.loss_mask: 0.4537, decode.d3.loss_dice: 0.6729, decode.d4.loss_cls: 0.1904, decode.d4.loss_mask: 0.4497, decode.d4.loss_dice: 0.6687, decode.d5.loss_cls: 0.1797, decode.d5.loss_mask: 0.4497, decode.d5.loss_dice: 0.6709, decode.d6.loss_cls: 0.1733, decode.d6.loss_mask: 0.4497, decode.d6.loss_dice: 0.6676, decode.d7.loss_cls: 0.1738, decode.d7.loss_mask: 0.4502, decode.d7.loss_dice: 0.6669, decode.d8.loss_cls: 0.1672, decode.d8.loss_mask: 0.4492, decode.d8.loss_dice: 0.6660, loss: 14.2030, grad_norm: 58.9721 2023-12-26 11:29:16,050 - mmseg - INFO - Iter [131600/160000] lr: 1.775e-05, eta: 3:57:35, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1888, decode.loss_mask: 0.4515, decode.loss_dice: 0.6929, decode.d0.loss_cls: 1.1812, decode.d0.loss_mask: 0.4881, decode.d0.loss_dice: 0.7671, decode.d1.loss_cls: 0.2659, decode.d1.loss_mask: 0.4660, decode.d1.loss_dice: 0.7324, decode.d2.loss_cls: 0.2286, decode.d2.loss_mask: 0.4589, decode.d2.loss_dice: 0.7121, decode.d3.loss_cls: 0.2153, decode.d3.loss_mask: 0.4566, decode.d3.loss_dice: 0.6979, decode.d4.loss_cls: 0.2041, decode.d4.loss_mask: 0.4544, decode.d4.loss_dice: 0.6989, decode.d5.loss_cls: 0.1965, decode.d5.loss_mask: 0.4530, decode.d5.loss_dice: 0.6963, decode.d6.loss_cls: 0.1916, decode.d6.loss_mask: 0.4521, decode.d6.loss_dice: 0.6957, decode.d7.loss_cls: 0.1975, decode.d7.loss_mask: 0.4509, decode.d7.loss_dice: 0.6919, decode.d8.loss_cls: 0.1924, decode.d8.loss_mask: 0.4517, decode.d8.loss_dice: 0.6950, loss: 14.7254, grad_norm: 63.8863 2023-12-26 11:29:40,709 - mmseg - INFO - Iter [131650/160000] lr: 1.772e-05, eta: 3:57:09, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1830, decode.loss_mask: 0.4405, decode.loss_dice: 0.6707, decode.d0.loss_cls: 1.1583, decode.d0.loss_mask: 0.4834, decode.d0.loss_dice: 0.7418, decode.d1.loss_cls: 0.2500, decode.d1.loss_mask: 0.4562, decode.d1.loss_dice: 0.7056, decode.d2.loss_cls: 0.2263, decode.d2.loss_mask: 0.4469, decode.d2.loss_dice: 0.6905, decode.d3.loss_cls: 0.2063, decode.d3.loss_mask: 0.4439, decode.d3.loss_dice: 0.6773, decode.d4.loss_cls: 0.2005, decode.d4.loss_mask: 0.4437, decode.d4.loss_dice: 0.6804, decode.d5.loss_cls: 0.1942, decode.d5.loss_mask: 0.4432, decode.d5.loss_dice: 0.6753, decode.d6.loss_cls: 0.1892, decode.d6.loss_mask: 0.4414, decode.d6.loss_dice: 0.6727, decode.d7.loss_cls: 0.1877, decode.d7.loss_mask: 0.4404, decode.d7.loss_dice: 0.6693, decode.d8.loss_cls: 0.1898, decode.d8.loss_mask: 0.4413, decode.d8.loss_dice: 0.6699, loss: 14.3199, grad_norm: 59.9476 2023-12-26 11:30:04,949 - mmseg - INFO - Iter [131700/160000] lr: 1.769e-05, eta: 3:56:44, time: 0.485, data_time: 0.014, memory: 40245, decode.loss_cls: 0.1863, decode.loss_mask: 0.4257, decode.loss_dice: 0.6649, decode.d0.loss_cls: 1.1689, decode.d0.loss_mask: 0.4575, decode.d0.loss_dice: 0.7299, decode.d1.loss_cls: 0.2613, decode.d1.loss_mask: 0.4417, decode.d1.loss_dice: 0.6960, decode.d2.loss_cls: 0.2282, decode.d2.loss_mask: 0.4329, decode.d2.loss_dice: 0.6789, decode.d3.loss_cls: 0.2122, decode.d3.loss_mask: 0.4295, decode.d3.loss_dice: 0.6707, decode.d4.loss_cls: 0.1994, decode.d4.loss_mask: 0.4288, decode.d4.loss_dice: 0.6702, decode.d5.loss_cls: 0.1968, decode.d5.loss_mask: 0.4275, decode.d5.loss_dice: 0.6667, decode.d6.loss_cls: 0.1902, decode.d6.loss_mask: 0.4261, decode.d6.loss_dice: 0.6611, decode.d7.loss_cls: 0.1886, decode.d7.loss_mask: 0.4259, decode.d7.loss_dice: 0.6627, decode.d8.loss_cls: 0.1888, decode.d8.loss_mask: 0.4266, decode.d8.loss_dice: 0.6630, loss: 14.1073, grad_norm: 62.7009 2023-12-26 11:30:29,236 - mmseg - INFO - Iter [131750/160000] lr: 1.766e-05, eta: 3:56:19, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1859, decode.loss_mask: 0.4544, decode.loss_dice: 0.6866, decode.d0.loss_cls: 1.1551, decode.d0.loss_mask: 0.4937, decode.d0.loss_dice: 0.7587, decode.d1.loss_cls: 0.2571, decode.d1.loss_mask: 0.4719, decode.d1.loss_dice: 0.7224, decode.d2.loss_cls: 0.2258, decode.d2.loss_mask: 0.4602, decode.d2.loss_dice: 0.7046, decode.d3.loss_cls: 0.2120, decode.d3.loss_mask: 0.4566, decode.d3.loss_dice: 0.6931, decode.d4.loss_cls: 0.2069, decode.d4.loss_mask: 0.4554, decode.d4.loss_dice: 0.6927, decode.d5.loss_cls: 0.2010, decode.d5.loss_mask: 0.4557, decode.d5.loss_dice: 0.6885, decode.d6.loss_cls: 0.1973, decode.d6.loss_mask: 0.4541, decode.d6.loss_dice: 0.6873, decode.d7.loss_cls: 0.1916, decode.d7.loss_mask: 0.4542, decode.d7.loss_dice: 0.6881, decode.d8.loss_cls: 0.1902, decode.d8.loss_mask: 0.4552, decode.d8.loss_dice: 0.6900, loss: 14.6459, grad_norm: 57.4215 2023-12-26 11:30:53,596 - mmseg - INFO - Iter [131800/160000] lr: 1.763e-05, eta: 3:55:53, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1851, decode.loss_mask: 0.4453, decode.loss_dice: 0.6726, decode.d0.loss_cls: 1.1594, decode.d0.loss_mask: 0.4873, decode.d0.loss_dice: 0.7471, decode.d1.loss_cls: 0.2594, decode.d1.loss_mask: 0.4657, decode.d1.loss_dice: 0.7105, decode.d2.loss_cls: 0.2187, decode.d2.loss_mask: 0.4528, decode.d2.loss_dice: 0.6950, decode.d3.loss_cls: 0.2026, decode.d3.loss_mask: 0.4501, decode.d3.loss_dice: 0.6795, decode.d4.loss_cls: 0.1972, decode.d4.loss_mask: 0.4487, decode.d4.loss_dice: 0.6850, decode.d5.loss_cls: 0.1908, decode.d5.loss_mask: 0.4477, decode.d5.loss_dice: 0.6804, decode.d6.loss_cls: 0.1908, decode.d6.loss_mask: 0.4473, decode.d6.loss_dice: 0.6754, decode.d7.loss_cls: 0.1853, decode.d7.loss_mask: 0.4469, decode.d7.loss_dice: 0.6767, decode.d8.loss_cls: 0.1849, decode.d8.loss_mask: 0.4456, decode.d8.loss_dice: 0.6747, loss: 14.4086, grad_norm: 63.4144 2023-12-26 11:31:18,052 - mmseg - INFO - Iter [131850/160000] lr: 1.759e-05, eta: 3:55:28, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1686, decode.loss_mask: 0.4398, decode.loss_dice: 0.6579, decode.d0.loss_cls: 1.1627, decode.d0.loss_mask: 0.4764, decode.d0.loss_dice: 0.7186, decode.d1.loss_cls: 0.2425, decode.d1.loss_mask: 0.4530, decode.d1.loss_dice: 0.6881, decode.d2.loss_cls: 0.2100, decode.d2.loss_mask: 0.4444, decode.d2.loss_dice: 0.6747, decode.d3.loss_cls: 0.1972, decode.d3.loss_mask: 0.4418, decode.d3.loss_dice: 0.6652, decode.d4.loss_cls: 0.1868, decode.d4.loss_mask: 0.4396, decode.d4.loss_dice: 0.6616, decode.d5.loss_cls: 0.1790, decode.d5.loss_mask: 0.4399, decode.d5.loss_dice: 0.6617, decode.d6.loss_cls: 0.1761, decode.d6.loss_mask: 0.4389, decode.d6.loss_dice: 0.6548, decode.d7.loss_cls: 0.1707, decode.d7.loss_mask: 0.4378, decode.d7.loss_dice: 0.6592, decode.d8.loss_cls: 0.1710, decode.d8.loss_mask: 0.4369, decode.d8.loss_dice: 0.6547, loss: 14.0095, grad_norm: 65.2826 2023-12-26 11:31:42,124 - mmseg - INFO - Iter [131900/160000] lr: 1.756e-05, eta: 3:55:03, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1724, decode.loss_mask: 0.4590, decode.loss_dice: 0.6591, decode.d0.loss_cls: 1.1531, decode.d0.loss_mask: 0.4974, decode.d0.loss_dice: 0.7274, decode.d1.loss_cls: 0.2439, decode.d1.loss_mask: 0.4738, decode.d1.loss_dice: 0.6969, decode.d2.loss_cls: 0.2099, decode.d2.loss_mask: 0.4655, decode.d2.loss_dice: 0.6803, decode.d3.loss_cls: 0.1963, decode.d3.loss_mask: 0.4636, decode.d3.loss_dice: 0.6670, decode.d4.loss_cls: 0.1900, decode.d4.loss_mask: 0.4613, decode.d4.loss_dice: 0.6678, decode.d5.loss_cls: 0.1870, decode.d5.loss_mask: 0.4610, decode.d5.loss_dice: 0.6619, decode.d6.loss_cls: 0.1805, decode.d6.loss_mask: 0.4606, decode.d6.loss_dice: 0.6594, decode.d7.loss_cls: 0.1743, decode.d7.loss_mask: 0.4601, decode.d7.loss_dice: 0.6632, decode.d8.loss_cls: 0.1727, decode.d8.loss_mask: 0.4591, decode.d8.loss_dice: 0.6649, loss: 14.2896, grad_norm: 61.8943 2023-12-26 11:32:06,265 - mmseg - INFO - Iter [131950/160000] lr: 1.753e-05, eta: 3:54:38, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1752, decode.loss_mask: 0.4412, decode.loss_dice: 0.6545, decode.d0.loss_cls: 1.1389, decode.d0.loss_mask: 0.4810, decode.d0.loss_dice: 0.7214, decode.d1.loss_cls: 0.2372, decode.d1.loss_mask: 0.4562, decode.d1.loss_dice: 0.6926, decode.d2.loss_cls: 0.2121, decode.d2.loss_mask: 0.4482, decode.d2.loss_dice: 0.6759, decode.d3.loss_cls: 0.1954, decode.d3.loss_mask: 0.4458, decode.d3.loss_dice: 0.6646, decode.d4.loss_cls: 0.1894, decode.d4.loss_mask: 0.4445, decode.d4.loss_dice: 0.6591, decode.d5.loss_cls: 0.1822, decode.d5.loss_mask: 0.4431, decode.d5.loss_dice: 0.6598, decode.d6.loss_cls: 0.1808, decode.d6.loss_mask: 0.4422, decode.d6.loss_dice: 0.6574, decode.d7.loss_cls: 0.1791, decode.d7.loss_mask: 0.4404, decode.d7.loss_dice: 0.6547, decode.d8.loss_cls: 0.1757, decode.d8.loss_mask: 0.4405, decode.d8.loss_dice: 0.6574, loss: 14.0469, grad_norm: 57.5568 2023-12-26 11:32:30,926 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 11:32:30,926 - mmseg - INFO - Iter [132000/160000] lr: 1.750e-05, eta: 3:54:12, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1784, decode.loss_mask: 0.4517, decode.loss_dice: 0.6664, decode.d0.loss_cls: 1.1622, decode.d0.loss_mask: 0.4865, decode.d0.loss_dice: 0.7425, decode.d1.loss_cls: 0.2520, decode.d1.loss_mask: 0.4683, decode.d1.loss_dice: 0.7050, decode.d2.loss_cls: 0.2124, decode.d2.loss_mask: 0.4588, decode.d2.loss_dice: 0.6894, decode.d3.loss_cls: 0.2007, decode.d3.loss_mask: 0.4554, decode.d3.loss_dice: 0.6767, decode.d4.loss_cls: 0.1917, decode.d4.loss_mask: 0.4551, decode.d4.loss_dice: 0.6755, decode.d5.loss_cls: 0.1878, decode.d5.loss_mask: 0.4539, decode.d5.loss_dice: 0.6729, decode.d6.loss_cls: 0.1843, decode.d6.loss_mask: 0.4523, decode.d6.loss_dice: 0.6726, decode.d7.loss_cls: 0.1766, decode.d7.loss_mask: 0.4516, decode.d7.loss_dice: 0.6701, decode.d8.loss_cls: 0.1792, decode.d8.loss_mask: 0.4513, decode.d8.loss_dice: 0.6701, loss: 14.3514, grad_norm: 60.2838 2023-12-26 11:32:55,232 - mmseg - INFO - Iter [132050/160000] lr: 1.747e-05, eta: 3:53:47, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1840, decode.loss_mask: 0.4485, decode.loss_dice: 0.6836, decode.d0.loss_cls: 1.1418, decode.d0.loss_mask: 0.4859, decode.d0.loss_dice: 0.7604, decode.d1.loss_cls: 0.2552, decode.d1.loss_mask: 0.4621, decode.d1.loss_dice: 0.7226, decode.d2.loss_cls: 0.2250, decode.d2.loss_mask: 0.4535, decode.d2.loss_dice: 0.7090, decode.d3.loss_cls: 0.2102, decode.d3.loss_mask: 0.4503, decode.d3.loss_dice: 0.6945, decode.d4.loss_cls: 0.1977, decode.d4.loss_mask: 0.4504, decode.d4.loss_dice: 0.6921, decode.d5.loss_cls: 0.1929, decode.d5.loss_mask: 0.4507, decode.d5.loss_dice: 0.6954, decode.d6.loss_cls: 0.1862, decode.d6.loss_mask: 0.4501, decode.d6.loss_dice: 0.6901, decode.d7.loss_cls: 0.1860, decode.d7.loss_mask: 0.4493, decode.d7.loss_dice: 0.6885, decode.d8.loss_cls: 0.1900, decode.d8.loss_mask: 0.4497, decode.d8.loss_dice: 0.6899, loss: 14.5456, grad_norm: 60.0550 2023-12-26 11:33:19,495 - mmseg - INFO - Iter [132100/160000] lr: 1.744e-05, eta: 3:53:22, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1726, decode.loss_mask: 0.4463, decode.loss_dice: 0.6816, decode.d0.loss_cls: 1.1588, decode.d0.loss_mask: 0.4815, decode.d0.loss_dice: 0.7558, decode.d1.loss_cls: 0.2496, decode.d1.loss_mask: 0.4590, decode.d1.loss_dice: 0.7237, decode.d2.loss_cls: 0.2181, decode.d2.loss_mask: 0.4523, decode.d2.loss_dice: 0.6996, decode.d3.loss_cls: 0.2018, decode.d3.loss_mask: 0.4478, decode.d3.loss_dice: 0.6878, decode.d4.loss_cls: 0.1899, decode.d4.loss_mask: 0.4470, decode.d4.loss_dice: 0.6887, decode.d5.loss_cls: 0.1850, decode.d5.loss_mask: 0.4486, decode.d5.loss_dice: 0.6860, decode.d6.loss_cls: 0.1839, decode.d6.loss_mask: 0.4469, decode.d6.loss_dice: 0.6838, decode.d7.loss_cls: 0.1802, decode.d7.loss_mask: 0.4471, decode.d7.loss_dice: 0.6832, decode.d8.loss_cls: 0.1739, decode.d8.loss_mask: 0.4470, decode.d8.loss_dice: 0.6817, loss: 14.4092, grad_norm: 63.1188 2023-12-26 11:33:43,950 - mmseg - INFO - Iter [132150/160000] lr: 1.741e-05, eta: 3:52:57, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1655, decode.loss_mask: 0.4345, decode.loss_dice: 0.6533, decode.d0.loss_cls: 1.1447, decode.d0.loss_mask: 0.4735, decode.d0.loss_dice: 0.7265, decode.d1.loss_cls: 0.2360, decode.d1.loss_mask: 0.4527, decode.d1.loss_dice: 0.6886, decode.d2.loss_cls: 0.2022, decode.d2.loss_mask: 0.4402, decode.d2.loss_dice: 0.6634, decode.d3.loss_cls: 0.1920, decode.d3.loss_mask: 0.4358, decode.d3.loss_dice: 0.6537, decode.d4.loss_cls: 0.1808, decode.d4.loss_mask: 0.4371, decode.d4.loss_dice: 0.6575, decode.d5.loss_cls: 0.1725, decode.d5.loss_mask: 0.4356, decode.d5.loss_dice: 0.6545, decode.d6.loss_cls: 0.1737, decode.d6.loss_mask: 0.4345, decode.d6.loss_dice: 0.6526, decode.d7.loss_cls: 0.1682, decode.d7.loss_mask: 0.4350, decode.d7.loss_dice: 0.6543, decode.d8.loss_cls: 0.1683, decode.d8.loss_mask: 0.4355, decode.d8.loss_dice: 0.6521, loss: 13.8748, grad_norm: 61.0662 2023-12-26 11:34:08,608 - mmseg - INFO - Iter [132200/160000] lr: 1.738e-05, eta: 3:52:31, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1760, decode.loss_mask: 0.4363, decode.loss_dice: 0.6610, decode.d0.loss_cls: 1.1729, decode.d0.loss_mask: 0.4732, decode.d0.loss_dice: 0.7275, decode.d1.loss_cls: 0.2553, decode.d1.loss_mask: 0.4528, decode.d1.loss_dice: 0.6975, decode.d2.loss_cls: 0.2163, decode.d2.loss_mask: 0.4442, decode.d2.loss_dice: 0.6761, decode.d3.loss_cls: 0.2022, decode.d3.loss_mask: 0.4387, decode.d3.loss_dice: 0.6669, decode.d4.loss_cls: 0.1895, decode.d4.loss_mask: 0.4392, decode.d4.loss_dice: 0.6626, decode.d5.loss_cls: 0.1819, decode.d5.loss_mask: 0.4388, decode.d5.loss_dice: 0.6656, decode.d6.loss_cls: 0.1819, decode.d6.loss_mask: 0.4369, decode.d6.loss_dice: 0.6579, decode.d7.loss_cls: 0.1775, decode.d7.loss_mask: 0.4370, decode.d7.loss_dice: 0.6600, decode.d8.loss_cls: 0.1778, decode.d8.loss_mask: 0.4368, decode.d8.loss_dice: 0.6580, loss: 14.0982, grad_norm: 62.5519 2023-12-26 11:34:33,140 - mmseg - INFO - Iter [132250/160000] lr: 1.734e-05, eta: 3:52:06, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1764, decode.loss_mask: 0.4531, decode.loss_dice: 0.6731, decode.d0.loss_cls: 1.1542, decode.d0.loss_mask: 0.4937, decode.d0.loss_dice: 0.7424, decode.d1.loss_cls: 0.2408, decode.d1.loss_mask: 0.4685, decode.d1.loss_dice: 0.7053, decode.d2.loss_cls: 0.2079, decode.d2.loss_mask: 0.4617, decode.d2.loss_dice: 0.6861, decode.d3.loss_cls: 0.1952, decode.d3.loss_mask: 0.4564, decode.d3.loss_dice: 0.6795, decode.d4.loss_cls: 0.1846, decode.d4.loss_mask: 0.4567, decode.d4.loss_dice: 0.6782, decode.d5.loss_cls: 0.1833, decode.d5.loss_mask: 0.4549, decode.d5.loss_dice: 0.6771, decode.d6.loss_cls: 0.1791, decode.d6.loss_mask: 0.4536, decode.d6.loss_dice: 0.6715, decode.d7.loss_cls: 0.1820, decode.d7.loss_mask: 0.4528, decode.d7.loss_dice: 0.6698, decode.d8.loss_cls: 0.1752, decode.d8.loss_mask: 0.4531, decode.d8.loss_dice: 0.6713, loss: 14.3376, grad_norm: 63.8628 2023-12-26 11:34:57,596 - mmseg - INFO - Iter [132300/160000] lr: 1.731e-05, eta: 3:51:41, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1867, decode.loss_mask: 0.4425, decode.loss_dice: 0.6610, decode.d0.loss_cls: 1.1680, decode.d0.loss_mask: 0.4859, decode.d0.loss_dice: 0.7341, decode.d1.loss_cls: 0.2549, decode.d1.loss_mask: 0.4576, decode.d1.loss_dice: 0.6975, decode.d2.loss_cls: 0.2258, decode.d2.loss_mask: 0.4482, decode.d2.loss_dice: 0.6761, decode.d3.loss_cls: 0.2111, decode.d3.loss_mask: 0.4446, decode.d3.loss_dice: 0.6633, decode.d4.loss_cls: 0.2016, decode.d4.loss_mask: 0.4444, decode.d4.loss_dice: 0.6671, decode.d5.loss_cls: 0.1997, decode.d5.loss_mask: 0.4435, decode.d5.loss_dice: 0.6616, decode.d6.loss_cls: 0.1930, decode.d6.loss_mask: 0.4427, decode.d6.loss_dice: 0.6580, decode.d7.loss_cls: 0.1906, decode.d7.loss_mask: 0.4423, decode.d7.loss_dice: 0.6602, decode.d8.loss_cls: 0.1895, decode.d8.loss_mask: 0.4436, decode.d8.loss_dice: 0.6597, loss: 14.2548, grad_norm: 56.1038 2023-12-26 11:35:21,811 - mmseg - INFO - Iter [132350/160000] lr: 1.728e-05, eta: 3:51:16, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1782, decode.loss_mask: 0.4329, decode.loss_dice: 0.6623, decode.d0.loss_cls: 1.1780, decode.d0.loss_mask: 0.4733, decode.d0.loss_dice: 0.7273, decode.d1.loss_cls: 0.2526, decode.d1.loss_mask: 0.4469, decode.d1.loss_dice: 0.6968, decode.d2.loss_cls: 0.2243, decode.d2.loss_mask: 0.4395, decode.d2.loss_dice: 0.6788, decode.d3.loss_cls: 0.2088, decode.d3.loss_mask: 0.4340, decode.d3.loss_dice: 0.6697, decode.d4.loss_cls: 0.1944, decode.d4.loss_mask: 0.4349, decode.d4.loss_dice: 0.6674, decode.d5.loss_cls: 0.1872, decode.d5.loss_mask: 0.4357, decode.d5.loss_dice: 0.6687, decode.d6.loss_cls: 0.1875, decode.d6.loss_mask: 0.4349, decode.d6.loss_dice: 0.6633, decode.d7.loss_cls: 0.1823, decode.d7.loss_mask: 0.4343, decode.d7.loss_dice: 0.6618, decode.d8.loss_cls: 0.1791, decode.d8.loss_mask: 0.4324, decode.d8.loss_dice: 0.6653, loss: 14.1326, grad_norm: 62.8258 2023-12-26 11:35:45,938 - mmseg - INFO - Iter [132400/160000] lr: 1.725e-05, eta: 3:50:50, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1793, decode.loss_mask: 0.4551, decode.loss_dice: 0.6863, decode.d0.loss_cls: 1.1380, decode.d0.loss_mask: 0.4938, decode.d0.loss_dice: 0.7575, decode.d1.loss_cls: 0.2479, decode.d1.loss_mask: 0.4663, decode.d1.loss_dice: 0.7197, decode.d2.loss_cls: 0.2206, decode.d2.loss_mask: 0.4577, decode.d2.loss_dice: 0.7011, decode.d3.loss_cls: 0.2061, decode.d3.loss_mask: 0.4557, decode.d3.loss_dice: 0.6905, decode.d4.loss_cls: 0.1961, decode.d4.loss_mask: 0.4547, decode.d4.loss_dice: 0.6921, decode.d5.loss_cls: 0.1861, decode.d5.loss_mask: 0.4543, decode.d5.loss_dice: 0.6901, decode.d6.loss_cls: 0.1867, decode.d6.loss_mask: 0.4544, decode.d6.loss_dice: 0.6891, decode.d7.loss_cls: 0.1759, decode.d7.loss_mask: 0.4549, decode.d7.loss_dice: 0.6900, decode.d8.loss_cls: 0.1799, decode.d8.loss_mask: 0.4540, decode.d8.loss_dice: 0.6860, loss: 14.5198, grad_norm: 65.6511 2023-12-26 11:36:10,133 - mmseg - INFO - Iter [132450/160000] lr: 1.722e-05, eta: 3:50:25, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1778, decode.loss_mask: 0.4583, decode.loss_dice: 0.6670, decode.d0.loss_cls: 1.1417, decode.d0.loss_mask: 0.4952, decode.d0.loss_dice: 0.7369, decode.d1.loss_cls: 0.2494, decode.d1.loss_mask: 0.4682, decode.d1.loss_dice: 0.6939, decode.d2.loss_cls: 0.2166, decode.d2.loss_mask: 0.4655, decode.d2.loss_dice: 0.6793, decode.d3.loss_cls: 0.2006, decode.d3.loss_mask: 0.4593, decode.d3.loss_dice: 0.6698, decode.d4.loss_cls: 0.1917, decode.d4.loss_mask: 0.4607, decode.d4.loss_dice: 0.6663, decode.d5.loss_cls: 0.1888, decode.d5.loss_mask: 0.4599, decode.d5.loss_dice: 0.6688, decode.d6.loss_cls: 0.1848, decode.d6.loss_mask: 0.4599, decode.d6.loss_dice: 0.6676, decode.d7.loss_cls: 0.1819, decode.d7.loss_mask: 0.4586, decode.d7.loss_dice: 0.6689, decode.d8.loss_cls: 0.1792, decode.d8.loss_mask: 0.4591, decode.d8.loss_dice: 0.6674, loss: 14.3431, grad_norm: 66.7874 2023-12-26 11:36:34,505 - mmseg - INFO - Iter [132500/160000] lr: 1.719e-05, eta: 3:50:00, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1768, decode.loss_mask: 0.4385, decode.loss_dice: 0.6543, decode.d0.loss_cls: 1.1426, decode.d0.loss_mask: 0.4778, decode.d0.loss_dice: 0.7179, decode.d1.loss_cls: 0.2519, decode.d1.loss_mask: 0.4560, decode.d1.loss_dice: 0.6880, decode.d2.loss_cls: 0.2165, decode.d2.loss_mask: 0.4470, decode.d2.loss_dice: 0.6676, decode.d3.loss_cls: 0.1992, decode.d3.loss_mask: 0.4428, decode.d3.loss_dice: 0.6594, decode.d4.loss_cls: 0.1924, decode.d4.loss_mask: 0.4427, decode.d4.loss_dice: 0.6574, decode.d5.loss_cls: 0.1886, decode.d5.loss_mask: 0.4395, decode.d5.loss_dice: 0.6548, decode.d6.loss_cls: 0.1857, decode.d6.loss_mask: 0.4393, decode.d6.loss_dice: 0.6519, decode.d7.loss_cls: 0.1804, decode.d7.loss_mask: 0.4384, decode.d7.loss_dice: 0.6495, decode.d8.loss_cls: 0.1765, decode.d8.loss_mask: 0.4392, decode.d8.loss_dice: 0.6548, loss: 14.0274, grad_norm: 64.0382 2023-12-26 11:37:01,225 - mmseg - INFO - Iter [132550/160000] lr: 1.716e-05, eta: 3:49:35, time: 0.534, data_time: 0.058, memory: 40245, decode.loss_cls: 0.1948, decode.loss_mask: 0.4416, decode.loss_dice: 0.6707, decode.d0.loss_cls: 1.1798, decode.d0.loss_mask: 0.4795, decode.d0.loss_dice: 0.7356, decode.d1.loss_cls: 0.2694, decode.d1.loss_mask: 0.4532, decode.d1.loss_dice: 0.7013, decode.d2.loss_cls: 0.2310, decode.d2.loss_mask: 0.4492, decode.d2.loss_dice: 0.6883, decode.d3.loss_cls: 0.2203, decode.d3.loss_mask: 0.4440, decode.d3.loss_dice: 0.6731, decode.d4.loss_cls: 0.2106, decode.d4.loss_mask: 0.4432, decode.d4.loss_dice: 0.6727, decode.d5.loss_cls: 0.2005, decode.d5.loss_mask: 0.4439, decode.d5.loss_dice: 0.6725, decode.d6.loss_cls: 0.1990, decode.d6.loss_mask: 0.4421, decode.d6.loss_dice: 0.6669, decode.d7.loss_cls: 0.1935, decode.d7.loss_mask: 0.4407, decode.d7.loss_dice: 0.6690, decode.d8.loss_cls: 0.1959, decode.d8.loss_mask: 0.4407, decode.d8.loss_dice: 0.6684, loss: 14.3915, grad_norm: 56.9053 2023-12-26 11:37:25,632 - mmseg - INFO - Iter [132600/160000] lr: 1.713e-05, eta: 3:49:10, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1766, decode.loss_mask: 0.4449, decode.loss_dice: 0.6788, decode.d0.loss_cls: 1.1689, decode.d0.loss_mask: 0.4820, decode.d0.loss_dice: 0.7507, decode.d1.loss_cls: 0.2540, decode.d1.loss_mask: 0.4617, decode.d1.loss_dice: 0.7118, decode.d2.loss_cls: 0.2248, decode.d2.loss_mask: 0.4523, decode.d2.loss_dice: 0.6982, decode.d3.loss_cls: 0.2060, decode.d3.loss_mask: 0.4501, decode.d3.loss_dice: 0.6876, decode.d4.loss_cls: 0.1951, decode.d4.loss_mask: 0.4494, decode.d4.loss_dice: 0.6887, decode.d5.loss_cls: 0.1897, decode.d5.loss_mask: 0.4484, decode.d5.loss_dice: 0.6852, decode.d6.loss_cls: 0.1878, decode.d6.loss_mask: 0.4468, decode.d6.loss_dice: 0.6803, decode.d7.loss_cls: 0.1796, decode.d7.loss_mask: 0.4466, decode.d7.loss_dice: 0.6782, decode.d8.loss_cls: 0.1733, decode.d8.loss_mask: 0.4458, decode.d8.loss_dice: 0.6792, loss: 14.4226, grad_norm: 58.3151 2023-12-26 11:37:49,994 - mmseg - INFO - Iter [132650/160000] lr: 1.709e-05, eta: 3:48:45, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1770, decode.loss_mask: 0.4603, decode.loss_dice: 0.6801, decode.d0.loss_cls: 1.1438, decode.d0.loss_mask: 0.4954, decode.d0.loss_dice: 0.7460, decode.d1.loss_cls: 0.2525, decode.d1.loss_mask: 0.4760, decode.d1.loss_dice: 0.7133, decode.d2.loss_cls: 0.2219, decode.d2.loss_mask: 0.4667, decode.d2.loss_dice: 0.6911, decode.d3.loss_cls: 0.2052, decode.d3.loss_mask: 0.4631, decode.d3.loss_dice: 0.6837, decode.d4.loss_cls: 0.1956, decode.d4.loss_mask: 0.4603, decode.d4.loss_dice: 0.6824, decode.d5.loss_cls: 0.1901, decode.d5.loss_mask: 0.4615, decode.d5.loss_dice: 0.6788, decode.d6.loss_cls: 0.1838, decode.d6.loss_mask: 0.4607, decode.d6.loss_dice: 0.6822, decode.d7.loss_cls: 0.1833, decode.d7.loss_mask: 0.4612, decode.d7.loss_dice: 0.6766, decode.d8.loss_cls: 0.1813, decode.d8.loss_mask: 0.4612, decode.d8.loss_dice: 0.6783, loss: 14.5134, grad_norm: 69.9734 2023-12-26 11:38:14,131 - mmseg - INFO - Iter [132700/160000] lr: 1.706e-05, eta: 3:48:19, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1942, decode.loss_mask: 0.4563, decode.loss_dice: 0.6781, decode.d0.loss_cls: 1.1485, decode.d0.loss_mask: 0.4961, decode.d0.loss_dice: 0.7436, decode.d1.loss_cls: 0.2569, decode.d1.loss_mask: 0.4742, decode.d1.loss_dice: 0.7074, decode.d2.loss_cls: 0.2300, decode.d2.loss_mask: 0.4621, decode.d2.loss_dice: 0.6912, decode.d3.loss_cls: 0.2199, decode.d3.loss_mask: 0.4594, decode.d3.loss_dice: 0.6790, decode.d4.loss_cls: 0.2079, decode.d4.loss_mask: 0.4600, decode.d4.loss_dice: 0.6826, decode.d5.loss_cls: 0.2040, decode.d5.loss_mask: 0.4577, decode.d5.loss_dice: 0.6776, decode.d6.loss_cls: 0.2039, decode.d6.loss_mask: 0.4553, decode.d6.loss_dice: 0.6758, decode.d7.loss_cls: 0.1981, decode.d7.loss_mask: 0.4551, decode.d7.loss_dice: 0.6766, decode.d8.loss_cls: 0.1963, decode.d8.loss_mask: 0.4569, decode.d8.loss_dice: 0.6779, loss: 14.5826, grad_norm: 75.5410 2023-12-26 11:38:38,418 - mmseg - INFO - Iter [132750/160000] lr: 1.703e-05, eta: 3:47:54, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1851, decode.loss_mask: 0.4497, decode.loss_dice: 0.6908, decode.d0.loss_cls: 1.1899, decode.d0.loss_mask: 0.4879, decode.d0.loss_dice: 0.7687, decode.d1.loss_cls: 0.2519, decode.d1.loss_mask: 0.4670, decode.d1.loss_dice: 0.7333, decode.d2.loss_cls: 0.2239, decode.d2.loss_mask: 0.4552, decode.d2.loss_dice: 0.7087, decode.d3.loss_cls: 0.2060, decode.d3.loss_mask: 0.4536, decode.d3.loss_dice: 0.6986, decode.d4.loss_cls: 0.1960, decode.d4.loss_mask: 0.4537, decode.d4.loss_dice: 0.6994, decode.d5.loss_cls: 0.1912, decode.d5.loss_mask: 0.4529, decode.d5.loss_dice: 0.6958, decode.d6.loss_cls: 0.1866, decode.d6.loss_mask: 0.4536, decode.d6.loss_dice: 0.6940, decode.d7.loss_cls: 0.1867, decode.d7.loss_mask: 0.4518, decode.d7.loss_dice: 0.6916, decode.d8.loss_cls: 0.1844, decode.d8.loss_mask: 0.4513, decode.d8.loss_dice: 0.6925, loss: 14.6519, grad_norm: 63.1255 2023-12-26 11:39:02,574 - mmseg - INFO - Iter [132800/160000] lr: 1.700e-05, eta: 3:47:29, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1741, decode.loss_mask: 0.4447, decode.loss_dice: 0.6557, decode.d0.loss_cls: 1.1748, decode.d0.loss_mask: 0.4895, decode.d0.loss_dice: 0.7304, decode.d1.loss_cls: 0.2537, decode.d1.loss_mask: 0.4616, decode.d1.loss_dice: 0.6950, decode.d2.loss_cls: 0.2234, decode.d2.loss_mask: 0.4489, decode.d2.loss_dice: 0.6740, decode.d3.loss_cls: 0.2048, decode.d3.loss_mask: 0.4477, decode.d3.loss_dice: 0.6630, decode.d4.loss_cls: 0.1917, decode.d4.loss_mask: 0.4477, decode.d4.loss_dice: 0.6629, decode.d5.loss_cls: 0.1888, decode.d5.loss_mask: 0.4459, decode.d5.loss_dice: 0.6620, decode.d6.loss_cls: 0.1842, decode.d6.loss_mask: 0.4435, decode.d6.loss_dice: 0.6538, decode.d7.loss_cls: 0.1802, decode.d7.loss_mask: 0.4436, decode.d7.loss_dice: 0.6577, decode.d8.loss_cls: 0.1800, decode.d8.loss_mask: 0.4442, decode.d8.loss_dice: 0.6565, loss: 14.1841, grad_norm: 72.4811 2023-12-26 11:39:26,885 - mmseg - INFO - Iter [132850/160000] lr: 1.697e-05, eta: 3:47:03, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1770, decode.loss_mask: 0.4463, decode.loss_dice: 0.6829, decode.d0.loss_cls: 1.1855, decode.d0.loss_mask: 0.4894, decode.d0.loss_dice: 0.7570, decode.d1.loss_cls: 0.2486, decode.d1.loss_mask: 0.4642, decode.d1.loss_dice: 0.7245, decode.d2.loss_cls: 0.2198, decode.d2.loss_mask: 0.4564, decode.d2.loss_dice: 0.7013, decode.d3.loss_cls: 0.1984, decode.d3.loss_mask: 0.4501, decode.d3.loss_dice: 0.6904, decode.d4.loss_cls: 0.1915, decode.d4.loss_mask: 0.4500, decode.d4.loss_dice: 0.6891, decode.d5.loss_cls: 0.1881, decode.d5.loss_mask: 0.4489, decode.d5.loss_dice: 0.6867, decode.d6.loss_cls: 0.1851, decode.d6.loss_mask: 0.4468, decode.d6.loss_dice: 0.6840, decode.d7.loss_cls: 0.1762, decode.d7.loss_mask: 0.4478, decode.d7.loss_dice: 0.6856, decode.d8.loss_cls: 0.1774, decode.d8.loss_mask: 0.4467, decode.d8.loss_dice: 0.6828, loss: 14.4786, grad_norm: 62.9156 2023-12-26 11:39:50,876 - mmseg - INFO - Iter [132900/160000] lr: 1.694e-05, eta: 3:46:38, time: 0.480, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1659, decode.loss_mask: 0.4511, decode.loss_dice: 0.6757, decode.d0.loss_cls: 1.1361, decode.d0.loss_mask: 0.4928, decode.d0.loss_dice: 0.7500, decode.d1.loss_cls: 0.2390, decode.d1.loss_mask: 0.4664, decode.d1.loss_dice: 0.7105, decode.d2.loss_cls: 0.2029, decode.d2.loss_mask: 0.4592, decode.d2.loss_dice: 0.6951, decode.d3.loss_cls: 0.1923, decode.d3.loss_mask: 0.4567, decode.d3.loss_dice: 0.6825, decode.d4.loss_cls: 0.1794, decode.d4.loss_mask: 0.4539, decode.d4.loss_dice: 0.6804, decode.d5.loss_cls: 0.1783, decode.d5.loss_mask: 0.4517, decode.d5.loss_dice: 0.6788, decode.d6.loss_cls: 0.1793, decode.d6.loss_mask: 0.4534, decode.d6.loss_dice: 0.6789, decode.d7.loss_cls: 0.1707, decode.d7.loss_mask: 0.4514, decode.d7.loss_dice: 0.6780, decode.d8.loss_cls: 0.1696, decode.d8.loss_mask: 0.4503, decode.d8.loss_dice: 0.6782, loss: 14.3085, grad_norm: 60.8808 2023-12-26 11:40:15,414 - mmseg - INFO - Iter [132950/160000] lr: 1.691e-05, eta: 3:46:13, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1777, decode.loss_mask: 0.4523, decode.loss_dice: 0.6765, decode.d0.loss_cls: 1.1352, decode.d0.loss_mask: 0.4882, decode.d0.loss_dice: 0.7395, decode.d1.loss_cls: 0.2427, decode.d1.loss_mask: 0.4656, decode.d1.loss_dice: 0.7091, decode.d2.loss_cls: 0.2147, decode.d2.loss_mask: 0.4579, decode.d2.loss_dice: 0.6900, decode.d3.loss_cls: 0.2052, decode.d3.loss_mask: 0.4538, decode.d3.loss_dice: 0.6788, decode.d4.loss_cls: 0.1950, decode.d4.loss_mask: 0.4540, decode.d4.loss_dice: 0.6800, decode.d5.loss_cls: 0.1874, decode.d5.loss_mask: 0.4529, decode.d5.loss_dice: 0.6754, decode.d6.loss_cls: 0.1858, decode.d6.loss_mask: 0.4523, decode.d6.loss_dice: 0.6696, decode.d7.loss_cls: 0.1807, decode.d7.loss_mask: 0.4529, decode.d7.loss_dice: 0.6777, decode.d8.loss_cls: 0.1781, decode.d8.loss_mask: 0.4529, decode.d8.loss_dice: 0.6758, loss: 14.3576, grad_norm: 58.6329 2023-12-26 11:40:39,976 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 11:40:39,976 - mmseg - INFO - Iter [133000/160000] lr: 1.688e-05, eta: 3:45:48, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1812, decode.loss_mask: 0.4382, decode.loss_dice: 0.6817, decode.d0.loss_cls: 1.1752, decode.d0.loss_mask: 0.4721, decode.d0.loss_dice: 0.7490, decode.d1.loss_cls: 0.2430, decode.d1.loss_mask: 0.4489, decode.d1.loss_dice: 0.7172, decode.d2.loss_cls: 0.2155, decode.d2.loss_mask: 0.4420, decode.d2.loss_dice: 0.6994, decode.d3.loss_cls: 0.2050, decode.d3.loss_mask: 0.4390, decode.d3.loss_dice: 0.6889, decode.d4.loss_cls: 0.1927, decode.d4.loss_mask: 0.4397, decode.d4.loss_dice: 0.6873, decode.d5.loss_cls: 0.1894, decode.d5.loss_mask: 0.4391, decode.d5.loss_dice: 0.6851, decode.d6.loss_cls: 0.1865, decode.d6.loss_mask: 0.4393, decode.d6.loss_dice: 0.6839, decode.d7.loss_cls: 0.1853, decode.d7.loss_mask: 0.4388, decode.d7.loss_dice: 0.6851, decode.d8.loss_cls: 0.1788, decode.d8.loss_mask: 0.4396, decode.d8.loss_dice: 0.6827, loss: 14.3494, grad_norm: 58.2035 2023-12-26 11:41:04,207 - mmseg - INFO - Iter [133050/160000] lr: 1.684e-05, eta: 3:45:22, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1770, decode.loss_mask: 0.4399, decode.loss_dice: 0.6683, decode.d0.loss_cls: 1.1758, decode.d0.loss_mask: 0.4783, decode.d0.loss_dice: 0.7418, decode.d1.loss_cls: 0.2545, decode.d1.loss_mask: 0.4556, decode.d1.loss_dice: 0.7040, decode.d2.loss_cls: 0.2144, decode.d2.loss_mask: 0.4488, decode.d2.loss_dice: 0.6878, decode.d3.loss_cls: 0.2053, decode.d3.loss_mask: 0.4435, decode.d3.loss_dice: 0.6737, decode.d4.loss_cls: 0.1942, decode.d4.loss_mask: 0.4421, decode.d4.loss_dice: 0.6708, decode.d5.loss_cls: 0.1857, decode.d5.loss_mask: 0.4428, decode.d5.loss_dice: 0.6716, decode.d6.loss_cls: 0.1803, decode.d6.loss_mask: 0.4419, decode.d6.loss_dice: 0.6666, decode.d7.loss_cls: 0.1802, decode.d7.loss_mask: 0.4414, decode.d7.loss_dice: 0.6671, decode.d8.loss_cls: 0.1812, decode.d8.loss_mask: 0.4410, decode.d8.loss_dice: 0.6652, loss: 14.2407, grad_norm: 66.3535 2023-12-26 11:41:28,437 - mmseg - INFO - Iter [133100/160000] lr: 1.681e-05, eta: 3:44:57, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1705, decode.loss_mask: 0.4299, decode.loss_dice: 0.6448, decode.d0.loss_cls: 1.1641, decode.d0.loss_mask: 0.4615, decode.d0.loss_dice: 0.7162, decode.d1.loss_cls: 0.2453, decode.d1.loss_mask: 0.4404, decode.d1.loss_dice: 0.6749, decode.d2.loss_cls: 0.2138, decode.d2.loss_mask: 0.4351, decode.d2.loss_dice: 0.6593, decode.d3.loss_cls: 0.2002, decode.d3.loss_mask: 0.4326, decode.d3.loss_dice: 0.6505, decode.d4.loss_cls: 0.1926, decode.d4.loss_mask: 0.4316, decode.d4.loss_dice: 0.6526, decode.d5.loss_cls: 0.1806, decode.d5.loss_mask: 0.4304, decode.d5.loss_dice: 0.6478, decode.d6.loss_cls: 0.1802, decode.d6.loss_mask: 0.4301, decode.d6.loss_dice: 0.6466, decode.d7.loss_cls: 0.1740, decode.d7.loss_mask: 0.4294, decode.d7.loss_dice: 0.6453, decode.d8.loss_cls: 0.1720, decode.d8.loss_mask: 0.4300, decode.d8.loss_dice: 0.6426, loss: 13.8248, grad_norm: 58.5396 2023-12-26 11:41:52,773 - mmseg - INFO - Iter [133150/160000] lr: 1.678e-05, eta: 3:44:32, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1577, decode.loss_mask: 0.4316, decode.loss_dice: 0.6578, decode.d0.loss_cls: 1.1412, decode.d0.loss_mask: 0.4688, decode.d0.loss_dice: 0.7195, decode.d1.loss_cls: 0.2203, decode.d1.loss_mask: 0.4480, decode.d1.loss_dice: 0.6883, decode.d2.loss_cls: 0.1943, decode.d2.loss_mask: 0.4406, decode.d2.loss_dice: 0.6742, decode.d3.loss_cls: 0.1862, decode.d3.loss_mask: 0.4366, decode.d3.loss_dice: 0.6656, decode.d4.loss_cls: 0.1774, decode.d4.loss_mask: 0.4347, decode.d4.loss_dice: 0.6621, decode.d5.loss_cls: 0.1714, decode.d5.loss_mask: 0.4334, decode.d5.loss_dice: 0.6674, decode.d6.loss_cls: 0.1728, decode.d6.loss_mask: 0.4319, decode.d6.loss_dice: 0.6562, decode.d7.loss_cls: 0.1628, decode.d7.loss_mask: 0.4325, decode.d7.loss_dice: 0.6595, decode.d8.loss_cls: 0.1629, decode.d8.loss_mask: 0.4314, decode.d8.loss_dice: 0.6609, loss: 13.8483, grad_norm: 61.2888 2023-12-26 11:42:16,890 - mmseg - INFO - Iter [133200/160000] lr: 1.675e-05, eta: 3:44:07, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1712, decode.loss_mask: 0.4504, decode.loss_dice: 0.6666, decode.d0.loss_cls: 1.1474, decode.d0.loss_mask: 0.4891, decode.d0.loss_dice: 0.7355, decode.d1.loss_cls: 0.2365, decode.d1.loss_mask: 0.4660, decode.d1.loss_dice: 0.6977, decode.d2.loss_cls: 0.2130, decode.d2.loss_mask: 0.4545, decode.d2.loss_dice: 0.6806, decode.d3.loss_cls: 0.1946, decode.d3.loss_mask: 0.4547, decode.d3.loss_dice: 0.6743, decode.d4.loss_cls: 0.1834, decode.d4.loss_mask: 0.4531, decode.d4.loss_dice: 0.6737, decode.d5.loss_cls: 0.1754, decode.d5.loss_mask: 0.4525, decode.d5.loss_dice: 0.6722, decode.d6.loss_cls: 0.1775, decode.d6.loss_mask: 0.4510, decode.d6.loss_dice: 0.6687, decode.d7.loss_cls: 0.1733, decode.d7.loss_mask: 0.4506, decode.d7.loss_dice: 0.6692, decode.d8.loss_cls: 0.1727, decode.d8.loss_mask: 0.4503, decode.d8.loss_dice: 0.6674, loss: 14.2230, grad_norm: 67.7182 2023-12-26 11:42:41,115 - mmseg - INFO - Iter [133250/160000] lr: 1.672e-05, eta: 3:43:41, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1783, decode.loss_mask: 0.4420, decode.loss_dice: 0.6580, decode.d0.loss_cls: 1.1873, decode.d0.loss_mask: 0.4833, decode.d0.loss_dice: 0.7298, decode.d1.loss_cls: 0.2493, decode.d1.loss_mask: 0.4589, decode.d1.loss_dice: 0.6959, decode.d2.loss_cls: 0.2127, decode.d2.loss_mask: 0.4482, decode.d2.loss_dice: 0.6717, decode.d3.loss_cls: 0.2012, decode.d3.loss_mask: 0.4443, decode.d3.loss_dice: 0.6682, decode.d4.loss_cls: 0.1937, decode.d4.loss_mask: 0.4418, decode.d4.loss_dice: 0.6614, decode.d5.loss_cls: 0.1866, decode.d5.loss_mask: 0.4421, decode.d5.loss_dice: 0.6618, decode.d6.loss_cls: 0.1836, decode.d6.loss_mask: 0.4424, decode.d6.loss_dice: 0.6601, decode.d7.loss_cls: 0.1799, decode.d7.loss_mask: 0.4434, decode.d7.loss_dice: 0.6605, decode.d8.loss_cls: 0.1788, decode.d8.loss_mask: 0.4418, decode.d8.loss_dice: 0.6603, loss: 14.1673, grad_norm: 54.3274 2023-12-26 11:43:05,183 - mmseg - INFO - Iter [133300/160000] lr: 1.669e-05, eta: 3:43:16, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1766, decode.loss_mask: 0.4389, decode.loss_dice: 0.6569, decode.d0.loss_cls: 1.1782, decode.d0.loss_mask: 0.4771, decode.d0.loss_dice: 0.7282, decode.d1.loss_cls: 0.2478, decode.d1.loss_mask: 0.4557, decode.d1.loss_dice: 0.6960, decode.d2.loss_cls: 0.2169, decode.d2.loss_mask: 0.4457, decode.d2.loss_dice: 0.6739, decode.d3.loss_cls: 0.2034, decode.d3.loss_mask: 0.4425, decode.d3.loss_dice: 0.6682, decode.d4.loss_cls: 0.1973, decode.d4.loss_mask: 0.4412, decode.d4.loss_dice: 0.6633, decode.d5.loss_cls: 0.1870, decode.d5.loss_mask: 0.4398, decode.d5.loss_dice: 0.6653, decode.d6.loss_cls: 0.1877, decode.d6.loss_mask: 0.4384, decode.d6.loss_dice: 0.6589, decode.d7.loss_cls: 0.1836, decode.d7.loss_mask: 0.4397, decode.d7.loss_dice: 0.6599, decode.d8.loss_cls: 0.1801, decode.d8.loss_mask: 0.4394, decode.d8.loss_dice: 0.6584, loss: 14.1461, grad_norm: 64.6459 2023-12-26 11:43:29,315 - mmseg - INFO - Iter [133350/160000] lr: 1.666e-05, eta: 3:42:51, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1760, decode.loss_mask: 0.4402, decode.loss_dice: 0.6552, decode.d0.loss_cls: 1.1170, decode.d0.loss_mask: 0.4848, decode.d0.loss_dice: 0.7338, decode.d1.loss_cls: 0.2435, decode.d1.loss_mask: 0.4547, decode.d1.loss_dice: 0.6903, decode.d2.loss_cls: 0.2116, decode.d2.loss_mask: 0.4477, decode.d2.loss_dice: 0.6710, decode.d3.loss_cls: 0.1986, decode.d3.loss_mask: 0.4452, decode.d3.loss_dice: 0.6636, decode.d4.loss_cls: 0.1871, decode.d4.loss_mask: 0.4435, decode.d4.loss_dice: 0.6637, decode.d5.loss_cls: 0.1826, decode.d5.loss_mask: 0.4429, decode.d5.loss_dice: 0.6577, decode.d6.loss_cls: 0.1811, decode.d6.loss_mask: 0.4415, decode.d6.loss_dice: 0.6523, decode.d7.loss_cls: 0.1799, decode.d7.loss_mask: 0.4415, decode.d7.loss_dice: 0.6540, decode.d8.loss_cls: 0.1769, decode.d8.loss_mask: 0.4401, decode.d8.loss_dice: 0.6532, loss: 14.0312, grad_norm: 59.9974 2023-12-26 11:43:53,381 - mmseg - INFO - Iter [133400/160000] lr: 1.663e-05, eta: 3:42:25, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1732, decode.loss_mask: 0.4591, decode.loss_dice: 0.6489, decode.d0.loss_cls: 1.1351, decode.d0.loss_mask: 0.4996, decode.d0.loss_dice: 0.7177, decode.d1.loss_cls: 0.2307, decode.d1.loss_mask: 0.4753, decode.d1.loss_dice: 0.6904, decode.d2.loss_cls: 0.2009, decode.d2.loss_mask: 0.4670, decode.d2.loss_dice: 0.6696, decode.d3.loss_cls: 0.1909, decode.d3.loss_mask: 0.4636, decode.d3.loss_dice: 0.6600, decode.d4.loss_cls: 0.1852, decode.d4.loss_mask: 0.4622, decode.d4.loss_dice: 0.6618, decode.d5.loss_cls: 0.1805, decode.d5.loss_mask: 0.4625, decode.d5.loss_dice: 0.6567, decode.d6.loss_cls: 0.1727, decode.d6.loss_mask: 0.4618, decode.d6.loss_dice: 0.6503, decode.d7.loss_cls: 0.1719, decode.d7.loss_mask: 0.4594, decode.d7.loss_dice: 0.6522, decode.d8.loss_cls: 0.1696, decode.d8.loss_mask: 0.4603, decode.d8.loss_dice: 0.6526, loss: 14.1417, grad_norm: 63.6529 2023-12-26 11:44:17,614 - mmseg - INFO - Iter [133450/160000] lr: 1.659e-05, eta: 3:42:00, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1837, decode.loss_mask: 0.4661, decode.loss_dice: 0.6841, decode.d0.loss_cls: 1.1386, decode.d0.loss_mask: 0.5049, decode.d0.loss_dice: 0.7580, decode.d1.loss_cls: 0.2571, decode.d1.loss_mask: 0.4814, decode.d1.loss_dice: 0.7219, decode.d2.loss_cls: 0.2268, decode.d2.loss_mask: 0.4719, decode.d2.loss_dice: 0.7036, decode.d3.loss_cls: 0.2141, decode.d3.loss_mask: 0.4700, decode.d3.loss_dice: 0.6942, decode.d4.loss_cls: 0.2098, decode.d4.loss_mask: 0.4684, decode.d4.loss_dice: 0.6883, decode.d5.loss_cls: 0.1991, decode.d5.loss_mask: 0.4682, decode.d5.loss_dice: 0.6885, decode.d6.loss_cls: 0.1937, decode.d6.loss_mask: 0.4675, decode.d6.loss_dice: 0.6858, decode.d7.loss_cls: 0.1906, decode.d7.loss_mask: 0.4654, decode.d7.loss_dice: 0.6823, decode.d8.loss_cls: 0.1875, decode.d8.loss_mask: 0.4674, decode.d8.loss_dice: 0.6855, loss: 14.7248, grad_norm: 65.2953 2023-12-26 11:44:41,797 - mmseg - INFO - Iter [133500/160000] lr: 1.656e-05, eta: 3:41:35, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1781, decode.loss_mask: 0.4588, decode.loss_dice: 0.6900, decode.d0.loss_cls: 1.1435, decode.d0.loss_mask: 0.4977, decode.d0.loss_dice: 0.7648, decode.d1.loss_cls: 0.2554, decode.d1.loss_mask: 0.4763, decode.d1.loss_dice: 0.7263, decode.d2.loss_cls: 0.2224, decode.d2.loss_mask: 0.4665, decode.d2.loss_dice: 0.7104, decode.d3.loss_cls: 0.2038, decode.d3.loss_mask: 0.4633, decode.d3.loss_dice: 0.6957, decode.d4.loss_cls: 0.1934, decode.d4.loss_mask: 0.4624, decode.d4.loss_dice: 0.6962, decode.d5.loss_cls: 0.1863, decode.d5.loss_mask: 0.4607, decode.d5.loss_dice: 0.6959, decode.d6.loss_cls: 0.1794, decode.d6.loss_mask: 0.4615, decode.d6.loss_dice: 0.6881, decode.d7.loss_cls: 0.1789, decode.d7.loss_mask: 0.4599, decode.d7.loss_dice: 0.6885, decode.d8.loss_cls: 0.1795, decode.d8.loss_mask: 0.4593, decode.d8.loss_dice: 0.6898, loss: 14.6326, grad_norm: 65.7727 2023-12-26 11:45:05,936 - mmseg - INFO - Iter [133550/160000] lr: 1.653e-05, eta: 3:41:10, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1816, decode.loss_mask: 0.4600, decode.loss_dice: 0.6687, decode.d0.loss_cls: 1.1534, decode.d0.loss_mask: 0.5010, decode.d0.loss_dice: 0.7362, decode.d1.loss_cls: 0.2391, decode.d1.loss_mask: 0.4736, decode.d1.loss_dice: 0.6975, decode.d2.loss_cls: 0.2190, decode.d2.loss_mask: 0.4640, decode.d2.loss_dice: 0.6818, decode.d3.loss_cls: 0.2062, decode.d3.loss_mask: 0.4600, decode.d3.loss_dice: 0.6733, decode.d4.loss_cls: 0.1938, decode.d4.loss_mask: 0.4609, decode.d4.loss_dice: 0.6742, decode.d5.loss_cls: 0.1871, decode.d5.loss_mask: 0.4594, decode.d5.loss_dice: 0.6708, decode.d6.loss_cls: 0.1846, decode.d6.loss_mask: 0.4585, decode.d6.loss_dice: 0.6655, decode.d7.loss_cls: 0.1829, decode.d7.loss_mask: 0.4590, decode.d7.loss_dice: 0.6698, decode.d8.loss_cls: 0.1818, decode.d8.loss_mask: 0.4593, decode.d8.loss_dice: 0.6696, loss: 14.3928, grad_norm: 63.6464 2023-12-26 11:45:30,034 - mmseg - INFO - Iter [133600/160000] lr: 1.650e-05, eta: 3:40:44, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1847, decode.loss_mask: 0.4326, decode.loss_dice: 0.6674, decode.d0.loss_cls: 1.1408, decode.d0.loss_mask: 0.4680, decode.d0.loss_dice: 0.7306, decode.d1.loss_cls: 0.2553, decode.d1.loss_mask: 0.4458, decode.d1.loss_dice: 0.7004, decode.d2.loss_cls: 0.2267, decode.d2.loss_mask: 0.4378, decode.d2.loss_dice: 0.6789, decode.d3.loss_cls: 0.2069, decode.d3.loss_mask: 0.4365, decode.d3.loss_dice: 0.6724, decode.d4.loss_cls: 0.2022, decode.d4.loss_mask: 0.4346, decode.d4.loss_dice: 0.6719, decode.d5.loss_cls: 0.1955, decode.d5.loss_mask: 0.4345, decode.d5.loss_dice: 0.6677, decode.d6.loss_cls: 0.1866, decode.d6.loss_mask: 0.4341, decode.d6.loss_dice: 0.6621, decode.d7.loss_cls: 0.1855, decode.d7.loss_mask: 0.4338, decode.d7.loss_dice: 0.6675, decode.d8.loss_cls: 0.1831, decode.d8.loss_mask: 0.4335, decode.d8.loss_dice: 0.6661, loss: 14.1435, grad_norm: 62.4952 2023-12-26 11:45:54,345 - mmseg - INFO - Iter [133650/160000] lr: 1.647e-05, eta: 3:40:19, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1953, decode.loss_mask: 0.4270, decode.loss_dice: 0.6507, decode.d0.loss_cls: 1.1765, decode.d0.loss_mask: 0.4661, decode.d0.loss_dice: 0.7190, decode.d1.loss_cls: 0.2634, decode.d1.loss_mask: 0.4400, decode.d1.loss_dice: 0.6846, decode.d2.loss_cls: 0.2249, decode.d2.loss_mask: 0.4349, decode.d2.loss_dice: 0.6656, decode.d3.loss_cls: 0.2157, decode.d3.loss_mask: 0.4312, decode.d3.loss_dice: 0.6608, decode.d4.loss_cls: 0.2055, decode.d4.loss_mask: 0.4300, decode.d4.loss_dice: 0.6537, decode.d5.loss_cls: 0.2023, decode.d5.loss_mask: 0.4300, decode.d5.loss_dice: 0.6535, decode.d6.loss_cls: 0.1976, decode.d6.loss_mask: 0.4296, decode.d6.loss_dice: 0.6523, decode.d7.loss_cls: 0.1954, decode.d7.loss_mask: 0.4292, decode.d7.loss_dice: 0.6540, decode.d8.loss_cls: 0.1927, decode.d8.loss_mask: 0.4283, decode.d8.loss_dice: 0.6508, loss: 14.0608, grad_norm: 60.3820 2023-12-26 11:46:18,358 - mmseg - INFO - Iter [133700/160000] lr: 1.644e-05, eta: 3:39:54, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1780, decode.loss_mask: 0.4335, decode.loss_dice: 0.6558, decode.d0.loss_cls: 1.1436, decode.d0.loss_mask: 0.4763, decode.d0.loss_dice: 0.7273, decode.d1.loss_cls: 0.2534, decode.d1.loss_mask: 0.4469, decode.d1.loss_dice: 0.6947, decode.d2.loss_cls: 0.2147, decode.d2.loss_mask: 0.4422, decode.d2.loss_dice: 0.6740, decode.d3.loss_cls: 0.2025, decode.d3.loss_mask: 0.4370, decode.d3.loss_dice: 0.6636, decode.d4.loss_cls: 0.1896, decode.d4.loss_mask: 0.4377, decode.d4.loss_dice: 0.6597, decode.d5.loss_cls: 0.1868, decode.d5.loss_mask: 0.4369, decode.d5.loss_dice: 0.6598, decode.d6.loss_cls: 0.1843, decode.d6.loss_mask: 0.4354, decode.d6.loss_dice: 0.6555, decode.d7.loss_cls: 0.1773, decode.d7.loss_mask: 0.4347, decode.d7.loss_dice: 0.6535, decode.d8.loss_cls: 0.1763, decode.d8.loss_mask: 0.4333, decode.d8.loss_dice: 0.6579, loss: 14.0220, grad_norm: 59.8327 2023-12-26 11:46:42,560 - mmseg - INFO - Iter [133750/160000] lr: 1.641e-05, eta: 3:39:28, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1655, decode.loss_mask: 0.4423, decode.loss_dice: 0.6866, decode.d0.loss_cls: 1.1400, decode.d0.loss_mask: 0.4800, decode.d0.loss_dice: 0.7664, decode.d1.loss_cls: 0.2385, decode.d1.loss_mask: 0.4582, decode.d1.loss_dice: 0.7265, decode.d2.loss_cls: 0.2075, decode.d2.loss_mask: 0.4489, decode.d2.loss_dice: 0.7018, decode.d3.loss_cls: 0.1941, decode.d3.loss_mask: 0.4479, decode.d3.loss_dice: 0.6940, decode.d4.loss_cls: 0.1876, decode.d4.loss_mask: 0.4448, decode.d4.loss_dice: 0.6924, decode.d5.loss_cls: 0.1763, decode.d5.loss_mask: 0.4431, decode.d5.loss_dice: 0.6925, decode.d6.loss_cls: 0.1735, decode.d6.loss_mask: 0.4429, decode.d6.loss_dice: 0.6858, decode.d7.loss_cls: 0.1710, decode.d7.loss_mask: 0.4425, decode.d7.loss_dice: 0.6889, decode.d8.loss_cls: 0.1641, decode.d8.loss_mask: 0.4426, decode.d8.loss_dice: 0.6878, loss: 14.3339, grad_norm: 61.4449 2023-12-26 11:47:09,054 - mmseg - INFO - Iter [133800/160000] lr: 1.638e-05, eta: 3:39:04, time: 0.530, data_time: 0.058, memory: 40245, decode.loss_cls: 0.1879, decode.loss_mask: 0.4575, decode.loss_dice: 0.6869, decode.d0.loss_cls: 1.1565, decode.d0.loss_mask: 0.4938, decode.d0.loss_dice: 0.7559, decode.d1.loss_cls: 0.2624, decode.d1.loss_mask: 0.4696, decode.d1.loss_dice: 0.7248, decode.d2.loss_cls: 0.2220, decode.d2.loss_mask: 0.4650, decode.d2.loss_dice: 0.7040, decode.d3.loss_cls: 0.2084, decode.d3.loss_mask: 0.4644, decode.d3.loss_dice: 0.6980, decode.d4.loss_cls: 0.2003, decode.d4.loss_mask: 0.4603, decode.d4.loss_dice: 0.6935, decode.d5.loss_cls: 0.1936, decode.d5.loss_mask: 0.4596, decode.d5.loss_dice: 0.6923, decode.d6.loss_cls: 0.1967, decode.d6.loss_mask: 0.4579, decode.d6.loss_dice: 0.6855, decode.d7.loss_cls: 0.1899, decode.d7.loss_mask: 0.4575, decode.d7.loss_dice: 0.6893, decode.d8.loss_cls: 0.1888, decode.d8.loss_mask: 0.4570, decode.d8.loss_dice: 0.6869, loss: 14.6662, grad_norm: 62.7444 2023-12-26 11:47:33,343 - mmseg - INFO - Iter [133850/160000] lr: 1.634e-05, eta: 3:38:38, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1635, decode.loss_mask: 0.4537, decode.loss_dice: 0.6766, decode.d0.loss_cls: 1.1145, decode.d0.loss_mask: 0.4922, decode.d0.loss_dice: 0.7469, decode.d1.loss_cls: 0.2309, decode.d1.loss_mask: 0.4667, decode.d1.loss_dice: 0.7132, decode.d2.loss_cls: 0.2022, decode.d2.loss_mask: 0.4591, decode.d2.loss_dice: 0.6982, decode.d3.loss_cls: 0.1877, decode.d3.loss_mask: 0.4572, decode.d3.loss_dice: 0.6849, decode.d4.loss_cls: 0.1747, decode.d4.loss_mask: 0.4569, decode.d4.loss_dice: 0.6826, decode.d5.loss_cls: 0.1762, decode.d5.loss_mask: 0.4550, decode.d5.loss_dice: 0.6825, decode.d6.loss_cls: 0.1715, decode.d6.loss_mask: 0.4533, decode.d6.loss_dice: 0.6811, decode.d7.loss_cls: 0.1662, decode.d7.loss_mask: 0.4545, decode.d7.loss_dice: 0.6801, decode.d8.loss_cls: 0.1621, decode.d8.loss_mask: 0.4539, decode.d8.loss_dice: 0.6804, loss: 14.2786, grad_norm: 61.1432 2023-12-26 11:47:57,385 - mmseg - INFO - Iter [133900/160000] lr: 1.631e-05, eta: 3:38:13, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1677, decode.loss_mask: 0.4433, decode.loss_dice: 0.6875, decode.d0.loss_cls: 1.1621, decode.d0.loss_mask: 0.4800, decode.d0.loss_dice: 0.7442, decode.d1.loss_cls: 0.2363, decode.d1.loss_mask: 0.4606, decode.d1.loss_dice: 0.7189, decode.d2.loss_cls: 0.2045, decode.d2.loss_mask: 0.4524, decode.d2.loss_dice: 0.7035, decode.d3.loss_cls: 0.1933, decode.d3.loss_mask: 0.4489, decode.d3.loss_dice: 0.6933, decode.d4.loss_cls: 0.1821, decode.d4.loss_mask: 0.4471, decode.d4.loss_dice: 0.6913, decode.d5.loss_cls: 0.1833, decode.d5.loss_mask: 0.4456, decode.d5.loss_dice: 0.6852, decode.d6.loss_cls: 0.1752, decode.d6.loss_mask: 0.4464, decode.d6.loss_dice: 0.6874, decode.d7.loss_cls: 0.1706, decode.d7.loss_mask: 0.4461, decode.d7.loss_dice: 0.6860, decode.d8.loss_cls: 0.1727, decode.d8.loss_mask: 0.4433, decode.d8.loss_dice: 0.6854, loss: 14.3441, grad_norm: 60.2931 2023-12-26 11:48:21,522 - mmseg - INFO - Iter [133950/160000] lr: 1.628e-05, eta: 3:37:48, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1684, decode.loss_mask: 0.4487, decode.loss_dice: 0.6486, decode.d0.loss_cls: 1.1242, decode.d0.loss_mask: 0.4892, decode.d0.loss_dice: 0.7221, decode.d1.loss_cls: 0.2355, decode.d1.loss_mask: 0.4643, decode.d1.loss_dice: 0.6846, decode.d2.loss_cls: 0.2048, decode.d2.loss_mask: 0.4522, decode.d2.loss_dice: 0.6644, decode.d3.loss_cls: 0.1938, decode.d3.loss_mask: 0.4511, decode.d3.loss_dice: 0.6554, decode.d4.loss_cls: 0.1842, decode.d4.loss_mask: 0.4515, decode.d4.loss_dice: 0.6575, decode.d5.loss_cls: 0.1767, decode.d5.loss_mask: 0.4497, decode.d5.loss_dice: 0.6532, decode.d6.loss_cls: 0.1741, decode.d6.loss_mask: 0.4497, decode.d6.loss_dice: 0.6490, decode.d7.loss_cls: 0.1726, decode.d7.loss_mask: 0.4488, decode.d7.loss_dice: 0.6466, decode.d8.loss_cls: 0.1730, decode.d8.loss_mask: 0.4496, decode.d8.loss_dice: 0.6495, loss: 13.9931, grad_norm: 62.2349 2023-12-26 11:48:45,806 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 11:48:45,807 - mmseg - INFO - Iter [134000/160000] lr: 1.625e-05, eta: 3:37:23, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1726, decode.loss_mask: 0.4682, decode.loss_dice: 0.6836, decode.d0.loss_cls: 1.1418, decode.d0.loss_mask: 0.5070, decode.d0.loss_dice: 0.7482, decode.d1.loss_cls: 0.2471, decode.d1.loss_mask: 0.4825, decode.d1.loss_dice: 0.7190, decode.d2.loss_cls: 0.2162, decode.d2.loss_mask: 0.4711, decode.d2.loss_dice: 0.6985, decode.d3.loss_cls: 0.1950, decode.d3.loss_mask: 0.4701, decode.d3.loss_dice: 0.6910, decode.d4.loss_cls: 0.1921, decode.d4.loss_mask: 0.4697, decode.d4.loss_dice: 0.6879, decode.d5.loss_cls: 0.1820, decode.d5.loss_mask: 0.4683, decode.d5.loss_dice: 0.6855, decode.d6.loss_cls: 0.1768, decode.d6.loss_mask: 0.4686, decode.d6.loss_dice: 0.6845, decode.d7.loss_cls: 0.1754, decode.d7.loss_mask: 0.4682, decode.d7.loss_dice: 0.6834, decode.d8.loss_cls: 0.1754, decode.d8.loss_mask: 0.4677, decode.d8.loss_dice: 0.6825, loss: 14.5801, grad_norm: 68.7514 2023-12-26 11:49:09,946 - mmseg - INFO - Iter [134050/160000] lr: 1.622e-05, eta: 3:36:57, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1849, decode.loss_mask: 0.4461, decode.loss_dice: 0.6699, decode.d0.loss_cls: 1.1482, decode.d0.loss_mask: 0.4830, decode.d0.loss_dice: 0.7404, decode.d1.loss_cls: 0.2528, decode.d1.loss_mask: 0.4605, decode.d1.loss_dice: 0.7051, decode.d2.loss_cls: 0.2175, decode.d2.loss_mask: 0.4553, decode.d2.loss_dice: 0.6909, decode.d3.loss_cls: 0.2063, decode.d3.loss_mask: 0.4507, decode.d3.loss_dice: 0.6763, decode.d4.loss_cls: 0.1956, decode.d4.loss_mask: 0.4487, decode.d4.loss_dice: 0.6730, decode.d5.loss_cls: 0.1931, decode.d5.loss_mask: 0.4470, decode.d5.loss_dice: 0.6737, decode.d6.loss_cls: 0.1872, decode.d6.loss_mask: 0.4474, decode.d6.loss_dice: 0.6724, decode.d7.loss_cls: 0.1871, decode.d7.loss_mask: 0.4469, decode.d7.loss_dice: 0.6665, decode.d8.loss_cls: 0.1818, decode.d8.loss_mask: 0.4466, decode.d8.loss_dice: 0.6714, loss: 14.3261, grad_norm: 60.5583 2023-12-26 11:49:34,006 - mmseg - INFO - Iter [134100/160000] lr: 1.619e-05, eta: 3:36:32, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1886, decode.loss_mask: 0.4550, decode.loss_dice: 0.6781, decode.d0.loss_cls: 1.1468, decode.d0.loss_mask: 0.4925, decode.d0.loss_dice: 0.7471, decode.d1.loss_cls: 0.2574, decode.d1.loss_mask: 0.4707, decode.d1.loss_dice: 0.7144, decode.d2.loss_cls: 0.2317, decode.d2.loss_mask: 0.4615, decode.d2.loss_dice: 0.6938, decode.d3.loss_cls: 0.2172, decode.d3.loss_mask: 0.4581, decode.d3.loss_dice: 0.6844, decode.d4.loss_cls: 0.2041, decode.d4.loss_mask: 0.4572, decode.d4.loss_dice: 0.6846, decode.d5.loss_cls: 0.1994, decode.d5.loss_mask: 0.4558, decode.d5.loss_dice: 0.6835, decode.d6.loss_cls: 0.1942, decode.d6.loss_mask: 0.4544, decode.d6.loss_dice: 0.6769, decode.d7.loss_cls: 0.1915, decode.d7.loss_mask: 0.4534, decode.d7.loss_dice: 0.6780, decode.d8.loss_cls: 0.1928, decode.d8.loss_mask: 0.4539, decode.d8.loss_dice: 0.6780, loss: 14.5552, grad_norm: 68.2678 2023-12-26 11:49:58,213 - mmseg - INFO - Iter [134150/160000] lr: 1.616e-05, eta: 3:36:07, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1895, decode.loss_mask: 0.4449, decode.loss_dice: 0.6652, decode.d0.loss_cls: 1.1764, decode.d0.loss_mask: 0.4832, decode.d0.loss_dice: 0.7400, decode.d1.loss_cls: 0.2626, decode.d1.loss_mask: 0.4602, decode.d1.loss_dice: 0.7067, decode.d2.loss_cls: 0.2335, decode.d2.loss_mask: 0.4514, decode.d2.loss_dice: 0.6840, decode.d3.loss_cls: 0.2139, decode.d3.loss_mask: 0.4477, decode.d3.loss_dice: 0.6719, decode.d4.loss_cls: 0.2075, decode.d4.loss_mask: 0.4462, decode.d4.loss_dice: 0.6703, decode.d5.loss_cls: 0.2001, decode.d5.loss_mask: 0.4471, decode.d5.loss_dice: 0.6701, decode.d6.loss_cls: 0.1987, decode.d6.loss_mask: 0.4463, decode.d6.loss_dice: 0.6655, decode.d7.loss_cls: 0.1902, decode.d7.loss_mask: 0.4466, decode.d7.loss_dice: 0.6659, decode.d8.loss_cls: 0.1926, decode.d8.loss_mask: 0.4457, decode.d8.loss_dice: 0.6663, loss: 14.3901, grad_norm: 65.6889 2023-12-26 11:50:22,379 - mmseg - INFO - Iter [134200/160000] lr: 1.613e-05, eta: 3:35:41, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1743, decode.loss_mask: 0.4243, decode.loss_dice: 0.6654, decode.d0.loss_cls: 1.1616, decode.d0.loss_mask: 0.4629, decode.d0.loss_dice: 0.7384, decode.d1.loss_cls: 0.2370, decode.d1.loss_mask: 0.4377, decode.d1.loss_dice: 0.7021, decode.d2.loss_cls: 0.2130, decode.d2.loss_mask: 0.4279, decode.d2.loss_dice: 0.6802, decode.d3.loss_cls: 0.2048, decode.d3.loss_mask: 0.4266, decode.d3.loss_dice: 0.6722, decode.d4.loss_cls: 0.1949, decode.d4.loss_mask: 0.4241, decode.d4.loss_dice: 0.6695, decode.d5.loss_cls: 0.1832, decode.d5.loss_mask: 0.4253, decode.d5.loss_dice: 0.6685, decode.d6.loss_cls: 0.1825, decode.d6.loss_mask: 0.4258, decode.d6.loss_dice: 0.6658, decode.d7.loss_cls: 0.1779, decode.d7.loss_mask: 0.4241, decode.d7.loss_dice: 0.6635, decode.d8.loss_cls: 0.1751, decode.d8.loss_mask: 0.4233, decode.d8.loss_dice: 0.6651, loss: 13.9970, grad_norm: 58.0268 2023-12-26 11:50:46,601 - mmseg - INFO - Iter [134250/160000] lr: 1.609e-05, eta: 3:35:16, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1866, decode.loss_mask: 0.4304, decode.loss_dice: 0.6824, decode.d0.loss_cls: 1.1924, decode.d0.loss_mask: 0.4707, decode.d0.loss_dice: 0.7575, decode.d1.loss_cls: 0.2618, decode.d1.loss_mask: 0.4469, decode.d1.loss_dice: 0.7185, decode.d2.loss_cls: 0.2224, decode.d2.loss_mask: 0.4380, decode.d2.loss_dice: 0.6958, decode.d3.loss_cls: 0.2078, decode.d3.loss_mask: 0.4331, decode.d3.loss_dice: 0.6866, decode.d4.loss_cls: 0.2015, decode.d4.loss_mask: 0.4328, decode.d4.loss_dice: 0.6838, decode.d5.loss_cls: 0.1974, decode.d5.loss_mask: 0.4318, decode.d5.loss_dice: 0.6833, decode.d6.loss_cls: 0.1935, decode.d6.loss_mask: 0.4326, decode.d6.loss_dice: 0.6794, decode.d7.loss_cls: 0.1874, decode.d7.loss_mask: 0.4321, decode.d7.loss_dice: 0.6832, decode.d8.loss_cls: 0.1852, decode.d8.loss_mask: 0.4317, decode.d8.loss_dice: 0.6848, loss: 14.3717, grad_norm: 60.0751 2023-12-26 11:51:10,741 - mmseg - INFO - Iter [134300/160000] lr: 1.606e-05, eta: 3:34:51, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1590, decode.loss_mask: 0.4271, decode.loss_dice: 0.6616, decode.d0.loss_cls: 1.1432, decode.d0.loss_mask: 0.4602, decode.d0.loss_dice: 0.7310, decode.d1.loss_cls: 0.2379, decode.d1.loss_mask: 0.4400, decode.d1.loss_dice: 0.6954, decode.d2.loss_cls: 0.2065, decode.d2.loss_mask: 0.4359, decode.d2.loss_dice: 0.6776, decode.d3.loss_cls: 0.1923, decode.d3.loss_mask: 0.4325, decode.d3.loss_dice: 0.6673, decode.d4.loss_cls: 0.1791, decode.d4.loss_mask: 0.4308, decode.d4.loss_dice: 0.6677, decode.d5.loss_cls: 0.1728, decode.d5.loss_mask: 0.4293, decode.d5.loss_dice: 0.6617, decode.d6.loss_cls: 0.1680, decode.d6.loss_mask: 0.4285, decode.d6.loss_dice: 0.6574, decode.d7.loss_cls: 0.1598, decode.d7.loss_mask: 0.4278, decode.d7.loss_dice: 0.6624, decode.d8.loss_cls: 0.1594, decode.d8.loss_mask: 0.4287, decode.d8.loss_dice: 0.6627, loss: 13.8637, grad_norm: 58.9404 2023-12-26 11:51:35,034 - mmseg - INFO - Iter [134350/160000] lr: 1.603e-05, eta: 3:34:26, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1781, decode.loss_mask: 0.4281, decode.loss_dice: 0.6552, decode.d0.loss_cls: 1.1666, decode.d0.loss_mask: 0.4686, decode.d0.loss_dice: 0.7270, decode.d1.loss_cls: 0.2531, decode.d1.loss_mask: 0.4455, decode.d1.loss_dice: 0.6872, decode.d2.loss_cls: 0.2175, decode.d2.loss_mask: 0.4368, decode.d2.loss_dice: 0.6675, decode.d3.loss_cls: 0.2007, decode.d3.loss_mask: 0.4328, decode.d3.loss_dice: 0.6579, decode.d4.loss_cls: 0.1870, decode.d4.loss_mask: 0.4335, decode.d4.loss_dice: 0.6615, decode.d5.loss_cls: 0.1846, decode.d5.loss_mask: 0.4310, decode.d5.loss_dice: 0.6557, decode.d6.loss_cls: 0.1890, decode.d6.loss_mask: 0.4284, decode.d6.loss_dice: 0.6502, decode.d7.loss_cls: 0.1780, decode.d7.loss_mask: 0.4281, decode.d7.loss_dice: 0.6524, decode.d8.loss_cls: 0.1755, decode.d8.loss_mask: 0.4285, decode.d8.loss_dice: 0.6515, loss: 13.9576, grad_norm: 61.1418 2023-12-26 11:51:59,331 - mmseg - INFO - Iter [134400/160000] lr: 1.600e-05, eta: 3:34:00, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1654, decode.loss_mask: 0.4369, decode.loss_dice: 0.6677, decode.d0.loss_cls: 1.1752, decode.d0.loss_mask: 0.4723, decode.d0.loss_dice: 0.7323, decode.d1.loss_cls: 0.2405, decode.d1.loss_mask: 0.4530, decode.d1.loss_dice: 0.7015, decode.d2.loss_cls: 0.2135, decode.d2.loss_mask: 0.4458, decode.d2.loss_dice: 0.6848, decode.d3.loss_cls: 0.1942, decode.d3.loss_mask: 0.4397, decode.d3.loss_dice: 0.6740, decode.d4.loss_cls: 0.1898, decode.d4.loss_mask: 0.4382, decode.d4.loss_dice: 0.6720, decode.d5.loss_cls: 0.1810, decode.d5.loss_mask: 0.4373, decode.d5.loss_dice: 0.6726, decode.d6.loss_cls: 0.1730, decode.d6.loss_mask: 0.4368, decode.d6.loss_dice: 0.6668, decode.d7.loss_cls: 0.1711, decode.d7.loss_mask: 0.4369, decode.d7.loss_dice: 0.6688, decode.d8.loss_cls: 0.1691, decode.d8.loss_mask: 0.4366, decode.d8.loss_dice: 0.6648, loss: 14.1115, grad_norm: 62.0234 2023-12-26 11:52:23,619 - mmseg - INFO - Iter [134450/160000] lr: 1.597e-05, eta: 3:33:35, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1718, decode.loss_mask: 0.4459, decode.loss_dice: 0.6731, decode.d0.loss_cls: 1.1551, decode.d0.loss_mask: 0.4770, decode.d0.loss_dice: 0.7406, decode.d1.loss_cls: 0.2524, decode.d1.loss_mask: 0.4577, decode.d1.loss_dice: 0.7060, decode.d2.loss_cls: 0.2121, decode.d2.loss_mask: 0.4497, decode.d2.loss_dice: 0.6903, decode.d3.loss_cls: 0.2004, decode.d3.loss_mask: 0.4463, decode.d3.loss_dice: 0.6816, decode.d4.loss_cls: 0.1898, decode.d4.loss_mask: 0.4457, decode.d4.loss_dice: 0.6782, decode.d5.loss_cls: 0.1861, decode.d5.loss_mask: 0.4443, decode.d5.loss_dice: 0.6779, decode.d6.loss_cls: 0.1825, decode.d6.loss_mask: 0.4442, decode.d6.loss_dice: 0.6752, decode.d7.loss_cls: 0.1797, decode.d7.loss_mask: 0.4460, decode.d7.loss_dice: 0.6735, decode.d8.loss_cls: 0.1752, decode.d8.loss_mask: 0.4456, decode.d8.loss_dice: 0.6743, loss: 14.2784, grad_norm: 66.5566 2023-12-26 11:52:47,756 - mmseg - INFO - Iter [134500/160000] lr: 1.594e-05, eta: 3:33:10, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1841, decode.loss_mask: 0.4544, decode.loss_dice: 0.6833, decode.d0.loss_cls: 1.1794, decode.d0.loss_mask: 0.4981, decode.d0.loss_dice: 0.7532, decode.d1.loss_cls: 0.2596, decode.d1.loss_mask: 0.4728, decode.d1.loss_dice: 0.7228, decode.d2.loss_cls: 0.2237, decode.d2.loss_mask: 0.4628, decode.d2.loss_dice: 0.7045, decode.d3.loss_cls: 0.2112, decode.d3.loss_mask: 0.4573, decode.d3.loss_dice: 0.6905, decode.d4.loss_cls: 0.2016, decode.d4.loss_mask: 0.4574, decode.d4.loss_dice: 0.6946, decode.d5.loss_cls: 0.1961, decode.d5.loss_mask: 0.4560, decode.d5.loss_dice: 0.6882, decode.d6.loss_cls: 0.1904, decode.d6.loss_mask: 0.4565, decode.d6.loss_dice: 0.6847, decode.d7.loss_cls: 0.1874, decode.d7.loss_mask: 0.4559, decode.d7.loss_dice: 0.6799, decode.d8.loss_cls: 0.1844, decode.d8.loss_mask: 0.4559, decode.d8.loss_dice: 0.6850, loss: 14.6318, grad_norm: 71.6042 2023-12-26 11:53:12,243 - mmseg - INFO - Iter [134550/160000] lr: 1.591e-05, eta: 3:32:45, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1797, decode.loss_mask: 0.4434, decode.loss_dice: 0.6695, decode.d0.loss_cls: 1.1911, decode.d0.loss_mask: 0.4778, decode.d0.loss_dice: 0.7400, decode.d1.loss_cls: 0.2689, decode.d1.loss_mask: 0.4545, decode.d1.loss_dice: 0.7008, decode.d2.loss_cls: 0.2282, decode.d2.loss_mask: 0.4486, decode.d2.loss_dice: 0.6851, decode.d3.loss_cls: 0.2114, decode.d3.loss_mask: 0.4453, decode.d3.loss_dice: 0.6796, decode.d4.loss_cls: 0.2093, decode.d4.loss_mask: 0.4430, decode.d4.loss_dice: 0.6710, decode.d5.loss_cls: 0.1963, decode.d5.loss_mask: 0.4429, decode.d5.loss_dice: 0.6764, decode.d6.loss_cls: 0.1907, decode.d6.loss_mask: 0.4429, decode.d6.loss_dice: 0.6676, decode.d7.loss_cls: 0.1848, decode.d7.loss_mask: 0.4431, decode.d7.loss_dice: 0.6669, decode.d8.loss_cls: 0.1839, decode.d8.loss_mask: 0.4429, decode.d8.loss_dice: 0.6679, loss: 14.3535, grad_norm: 65.4339 2023-12-26 11:53:36,644 - mmseg - INFO - Iter [134600/160000] lr: 1.588e-05, eta: 3:32:19, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1764, decode.loss_mask: 0.4406, decode.loss_dice: 0.6548, decode.d0.loss_cls: 1.1572, decode.d0.loss_mask: 0.4821, decode.d0.loss_dice: 0.7223, decode.d1.loss_cls: 0.2439, decode.d1.loss_mask: 0.4553, decode.d1.loss_dice: 0.6880, decode.d2.loss_cls: 0.2190, decode.d2.loss_mask: 0.4453, decode.d2.loss_dice: 0.6699, decode.d3.loss_cls: 0.1972, decode.d3.loss_mask: 0.4443, decode.d3.loss_dice: 0.6610, decode.d4.loss_cls: 0.1954, decode.d4.loss_mask: 0.4435, decode.d4.loss_dice: 0.6589, decode.d5.loss_cls: 0.1876, decode.d5.loss_mask: 0.4416, decode.d5.loss_dice: 0.6564, decode.d6.loss_cls: 0.1840, decode.d6.loss_mask: 0.4406, decode.d6.loss_dice: 0.6507, decode.d7.loss_cls: 0.1779, decode.d7.loss_mask: 0.4412, decode.d7.loss_dice: 0.6507, decode.d8.loss_cls: 0.1774, decode.d8.loss_mask: 0.4400, decode.d8.loss_dice: 0.6508, loss: 14.0542, grad_norm: 57.8889 2023-12-26 11:54:01,071 - mmseg - INFO - Iter [134650/160000] lr: 1.584e-05, eta: 3:31:54, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1903, decode.loss_mask: 0.4324, decode.loss_dice: 0.6665, decode.d0.loss_cls: 1.1826, decode.d0.loss_mask: 0.4662, decode.d0.loss_dice: 0.7309, decode.d1.loss_cls: 0.2750, decode.d1.loss_mask: 0.4451, decode.d1.loss_dice: 0.6983, decode.d2.loss_cls: 0.2421, decode.d2.loss_mask: 0.4369, decode.d2.loss_dice: 0.6772, decode.d3.loss_cls: 0.2137, decode.d3.loss_mask: 0.4358, decode.d3.loss_dice: 0.6739, decode.d4.loss_cls: 0.2060, decode.d4.loss_mask: 0.4339, decode.d4.loss_dice: 0.6694, decode.d5.loss_cls: 0.2049, decode.d5.loss_mask: 0.4323, decode.d5.loss_dice: 0.6682, decode.d6.loss_cls: 0.2011, decode.d6.loss_mask: 0.4312, decode.d6.loss_dice: 0.6628, decode.d7.loss_cls: 0.1938, decode.d7.loss_mask: 0.4321, decode.d7.loss_dice: 0.6661, decode.d8.loss_cls: 0.1919, decode.d8.loss_mask: 0.4326, decode.d8.loss_dice: 0.6670, loss: 14.2603, grad_norm: 55.6915 2023-12-26 11:54:25,275 - mmseg - INFO - Iter [134700/160000] lr: 1.581e-05, eta: 3:31:29, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1608, decode.loss_mask: 0.4357, decode.loss_dice: 0.6442, decode.d0.loss_cls: 1.1136, decode.d0.loss_mask: 0.4753, decode.d0.loss_dice: 0.7127, decode.d1.loss_cls: 0.2298, decode.d1.loss_mask: 0.4521, decode.d1.loss_dice: 0.6751, decode.d2.loss_cls: 0.1982, decode.d2.loss_mask: 0.4430, decode.d2.loss_dice: 0.6614, decode.d3.loss_cls: 0.1808, decode.d3.loss_mask: 0.4388, decode.d3.loss_dice: 0.6505, decode.d4.loss_cls: 0.1753, decode.d4.loss_mask: 0.4378, decode.d4.loss_dice: 0.6508, decode.d5.loss_cls: 0.1690, decode.d5.loss_mask: 0.4382, decode.d5.loss_dice: 0.6510, decode.d6.loss_cls: 0.1689, decode.d6.loss_mask: 0.4378, decode.d6.loss_dice: 0.6455, decode.d7.loss_cls: 0.1645, decode.d7.loss_mask: 0.4362, decode.d7.loss_dice: 0.6468, decode.d8.loss_cls: 0.1602, decode.d8.loss_mask: 0.4370, decode.d8.loss_dice: 0.6472, loss: 13.7380, grad_norm: 58.6176 2023-12-26 11:54:49,633 - mmseg - INFO - Iter [134750/160000] lr: 1.578e-05, eta: 3:31:04, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1762, decode.loss_mask: 0.4372, decode.loss_dice: 0.6747, decode.d0.loss_cls: 1.2192, decode.d0.loss_mask: 0.4709, decode.d0.loss_dice: 0.7403, decode.d1.loss_cls: 0.2556, decode.d1.loss_mask: 0.4490, decode.d1.loss_dice: 0.7061, decode.d2.loss_cls: 0.2227, decode.d2.loss_mask: 0.4411, decode.d2.loss_dice: 0.6894, decode.d3.loss_cls: 0.2052, decode.d3.loss_mask: 0.4410, decode.d3.loss_dice: 0.6794, decode.d4.loss_cls: 0.1978, decode.d4.loss_mask: 0.4385, decode.d4.loss_dice: 0.6800, decode.d5.loss_cls: 0.1880, decode.d5.loss_mask: 0.4404, decode.d5.loss_dice: 0.6813, decode.d6.loss_cls: 0.1829, decode.d6.loss_mask: 0.4383, decode.d6.loss_dice: 0.6762, decode.d7.loss_cls: 0.1796, decode.d7.loss_mask: 0.4382, decode.d7.loss_dice: 0.6743, decode.d8.loss_cls: 0.1772, decode.d8.loss_mask: 0.4377, decode.d8.loss_dice: 0.6742, loss: 14.3127, grad_norm: 58.9415 2023-12-26 11:55:13,672 - mmseg - INFO - Iter [134800/160000] lr: 1.575e-05, eta: 3:30:39, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1651, decode.loss_mask: 0.4583, decode.loss_dice: 0.6845, decode.d0.loss_cls: 1.1320, decode.d0.loss_mask: 0.4963, decode.d0.loss_dice: 0.7511, decode.d1.loss_cls: 0.2308, decode.d1.loss_mask: 0.4774, decode.d1.loss_dice: 0.7182, decode.d2.loss_cls: 0.2035, decode.d2.loss_mask: 0.4701, decode.d2.loss_dice: 0.6998, decode.d3.loss_cls: 0.1864, decode.d3.loss_mask: 0.4655, decode.d3.loss_dice: 0.6938, decode.d4.loss_cls: 0.1822, decode.d4.loss_mask: 0.4624, decode.d4.loss_dice: 0.6871, decode.d5.loss_cls: 0.1791, decode.d5.loss_mask: 0.4627, decode.d5.loss_dice: 0.6856, decode.d6.loss_cls: 0.1744, decode.d6.loss_mask: 0.4608, decode.d6.loss_dice: 0.6827, decode.d7.loss_cls: 0.1670, decode.d7.loss_mask: 0.4608, decode.d7.loss_dice: 0.6829, decode.d8.loss_cls: 0.1658, decode.d8.loss_mask: 0.4587, decode.d8.loss_dice: 0.6832, loss: 14.4280, grad_norm: 64.0322 2023-12-26 11:55:37,868 - mmseg - INFO - Iter [134850/160000] lr: 1.572e-05, eta: 3:30:13, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1932, decode.loss_mask: 0.4499, decode.loss_dice: 0.6985, decode.d0.loss_cls: 1.1729, decode.d0.loss_mask: 0.4882, decode.d0.loss_dice: 0.7683, decode.d1.loss_cls: 0.2556, decode.d1.loss_mask: 0.4623, decode.d1.loss_dice: 0.7297, decode.d2.loss_cls: 0.2280, decode.d2.loss_mask: 0.4558, decode.d2.loss_dice: 0.7145, decode.d3.loss_cls: 0.2136, decode.d3.loss_mask: 0.4530, decode.d3.loss_dice: 0.7038, decode.d4.loss_cls: 0.2083, decode.d4.loss_mask: 0.4515, decode.d4.loss_dice: 0.7086, decode.d5.loss_cls: 0.2014, decode.d5.loss_mask: 0.4497, decode.d5.loss_dice: 0.7019, decode.d6.loss_cls: 0.1988, decode.d6.loss_mask: 0.4500, decode.d6.loss_dice: 0.6970, decode.d7.loss_cls: 0.1929, decode.d7.loss_mask: 0.4484, decode.d7.loss_dice: 0.6983, decode.d8.loss_cls: 0.1906, decode.d8.loss_mask: 0.4480, decode.d8.loss_dice: 0.6974, loss: 14.7304, grad_norm: 68.5339 2023-12-26 11:56:02,115 - mmseg - INFO - Iter [134900/160000] lr: 1.569e-05, eta: 3:29:48, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1841, decode.loss_mask: 0.4467, decode.loss_dice: 0.6647, decode.d0.loss_cls: 1.1873, decode.d0.loss_mask: 0.4842, decode.d0.loss_dice: 0.7401, decode.d1.loss_cls: 0.2533, decode.d1.loss_mask: 0.4609, decode.d1.loss_dice: 0.7032, decode.d2.loss_cls: 0.2210, decode.d2.loss_mask: 0.4530, decode.d2.loss_dice: 0.6783, decode.d3.loss_cls: 0.2100, decode.d3.loss_mask: 0.4506, decode.d3.loss_dice: 0.6721, decode.d4.loss_cls: 0.1955, decode.d4.loss_mask: 0.4497, decode.d4.loss_dice: 0.6717, decode.d5.loss_cls: 0.1876, decode.d5.loss_mask: 0.4483, decode.d5.loss_dice: 0.6691, decode.d6.loss_cls: 0.1873, decode.d6.loss_mask: 0.4471, decode.d6.loss_dice: 0.6656, decode.d7.loss_cls: 0.1865, decode.d7.loss_mask: 0.4474, decode.d7.loss_dice: 0.6654, decode.d8.loss_cls: 0.1845, decode.d8.loss_mask: 0.4467, decode.d8.loss_dice: 0.6650, loss: 14.3269, grad_norm: 65.6177 2023-12-26 11:56:26,296 - mmseg - INFO - Iter [134950/160000] lr: 1.566e-05, eta: 3:29:23, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1701, decode.loss_mask: 0.4350, decode.loss_dice: 0.6579, decode.d0.loss_cls: 1.1395, decode.d0.loss_mask: 0.4753, decode.d0.loss_dice: 0.7336, decode.d1.loss_cls: 0.2394, decode.d1.loss_mask: 0.4513, decode.d1.loss_dice: 0.6954, decode.d2.loss_cls: 0.2088, decode.d2.loss_mask: 0.4420, decode.d2.loss_dice: 0.6784, decode.d3.loss_cls: 0.1957, decode.d3.loss_mask: 0.4402, decode.d3.loss_dice: 0.6667, decode.d4.loss_cls: 0.1869, decode.d4.loss_mask: 0.4384, decode.d4.loss_dice: 0.6668, decode.d5.loss_cls: 0.1803, decode.d5.loss_mask: 0.4382, decode.d5.loss_dice: 0.6622, decode.d6.loss_cls: 0.1757, decode.d6.loss_mask: 0.4370, decode.d6.loss_dice: 0.6600, decode.d7.loss_cls: 0.1730, decode.d7.loss_mask: 0.4361, decode.d7.loss_dice: 0.6578, decode.d8.loss_cls: 0.1701, decode.d8.loss_mask: 0.4361, decode.d8.loss_dice: 0.6623, loss: 14.0099, grad_norm: 58.0164 2023-12-26 11:56:50,724 - mmseg - INFO - Saving checkpoint at 135000 iterations 2023-12-26 11:56:53,025 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 11:56:53,025 - mmseg - INFO - Iter [135000/160000] lr: 1.563e-05, eta: 3:28:58, time: 0.535, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1677, decode.loss_mask: 0.4412, decode.loss_dice: 0.6661, decode.d0.loss_cls: 1.1648, decode.d0.loss_mask: 0.4781, decode.d0.loss_dice: 0.7414, decode.d1.loss_cls: 0.2472, decode.d1.loss_mask: 0.4559, decode.d1.loss_dice: 0.6997, decode.d2.loss_cls: 0.2161, decode.d2.loss_mask: 0.4484, decode.d2.loss_dice: 0.6813, decode.d3.loss_cls: 0.1966, decode.d3.loss_mask: 0.4446, decode.d3.loss_dice: 0.6734, decode.d4.loss_cls: 0.1853, decode.d4.loss_mask: 0.4432, decode.d4.loss_dice: 0.6701, decode.d5.loss_cls: 0.1791, decode.d5.loss_mask: 0.4439, decode.d5.loss_dice: 0.6684, decode.d6.loss_cls: 0.1773, decode.d6.loss_mask: 0.4429, decode.d6.loss_dice: 0.6676, decode.d7.loss_cls: 0.1689, decode.d7.loss_mask: 0.4418, decode.d7.loss_dice: 0.6708, decode.d8.loss_cls: 0.1689, decode.d8.loss_mask: 0.4411, decode.d8.loss_dice: 0.6668, loss: 14.1586, grad_norm: 60.3930 2023-12-26 11:57:14,642 - mmseg - INFO - per class results: 2023-12-26 11:57:14,647 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.61 | 87.44 | | building | 82.33 | 92.52 | | sky | 94.49 | 97.54 | | floor | 83.31 | 90.79 | | tree | 75.19 | 87.45 | | ceiling | 84.92 | 91.55 | | road | 85.81 | 90.61 | | bed | 91.43 | 96.36 | | windowpane | 61.99 | 78.37 | | grass | 70.01 | 82.49 | | cabinet | 57.81 | 72.53 | | sidewalk | 70.06 | 84.19 | | person | 84.65 | 92.68 | | earth | 40.34 | 56.24 | | door | 52.1 | 69.41 | | table | 64.78 | 80.35 | | mountain | 58.65 | 72.27 | | plant | 51.0 | 62.52 | | curtain | 74.07 | 84.98 | | chair | 62.54 | 76.48 | | car | 87.56 | 94.3 | | water | 50.61 | 63.38 | | painting | 73.7 | 86.12 | | sofa | 69.77 | 84.39 | | shelf | 45.15 | 61.0 | | house | 42.75 | 62.0 | | sea | 57.82 | 89.6 | | mirror | 74.71 | 83.48 | | rug | 64.21 | 75.12 | | field | 29.24 | 46.92 | | armchair | 45.56 | 66.86 | | seat | 65.79 | 84.03 | | fence | 53.03 | 70.05 | | desk | 48.23 | 76.44 | | rock | 50.65 | 75.02 | | wardrobe | 45.34 | 70.13 | | lamp | 71.9 | 82.19 | | bathtub | 87.68 | 91.64 | | railing | 36.69 | 54.14 | | cushion | 64.0 | 77.33 | | base | 38.54 | 59.3 | | box | 28.26 | 36.99 | | column | 52.62 | 65.31 | | signboard | 39.35 | 58.06 | | chest of drawers | 41.37 | 70.22 | | counter | 41.38 | 51.77 | | sand | 50.17 | 72.4 | | sink | 77.73 | 84.41 | | skyscraper | 34.94 | 42.47 | | fireplace | 77.3 | 88.49 | | refrigerator | 80.26 | 85.69 | | grandstand | 46.32 | 69.29 | | path | 20.18 | 33.71 | | stairs | 27.69 | 32.9 | | runway | 74.11 | 97.09 | | case | 45.35 | 61.74 | | pool table | 94.59 | 96.81 | | pillow | 62.0 | 72.87 | | screen door | 70.76 | 85.98 | | stairway | 29.4 | 40.61 | | river | 14.54 | 23.22 | | bridge | 76.13 | 89.44 | | bookcase | 43.77 | 59.28 | | blind | 47.62 | 54.64 | | coffee table | 65.74 | 86.96 | | toilet | 86.95 | 91.65 | | flower | 37.54 | 57.06 | | book | 51.86 | 71.14 | | hill | 7.21 | 15.5 | | bench | 51.1 | 59.25 | | countertop | 55.36 | 75.54 | | stove | 83.72 | 90.65 | | palm | 57.38 | 76.76 | | kitchen island | 56.34 | 80.15 | | computer | 68.64 | 75.3 | | swivel chair | 44.79 | 58.64 | | boat | 28.99 | 51.2 | | bar | 32.6 | 37.69 | | arcade machine | 86.01 | 95.01 | | hovel | 33.36 | 48.92 | | bus | 91.85 | 96.79 | | towel | 70.98 | 84.08 | | light | 63.15 | 77.64 | | truck | 41.61 | 57.67 | | tower | 52.94 | 75.54 | | chandelier | 69.3 | 86.0 | | awning | 38.27 | 46.98 | | streetlight | 40.09 | 54.81 | | booth | 48.28 | 79.99 | | television receiver | 76.98 | 84.95 | | airplane | 53.83 | 71.18 | | dirt track | 10.95 | 36.07 | | apparel | 40.21 | 72.58 | | pole | 35.06 | 56.66 | | land | 13.61 | 19.68 | | bannister | 17.96 | 32.88 | | escalator | 23.88 | 24.57 | | ottoman | 48.57 | 70.33 | | bottle | 27.52 | 33.58 | | buffet | 37.75 | 46.68 | | poster | 21.14 | 37.69 | | stage | 19.49 | 33.65 | | van | 47.74 | 62.39 | | ship | 9.94 | 15.07 | | fountain | 19.27 | 19.71 | | conveyer belt | 83.38 | 91.49 | | canopy | 18.73 | 34.48 | | washer | 72.29 | 74.53 | | plaything | 21.82 | 39.6 | | swimming pool | 58.14 | 64.36 | | stool | 46.08 | 67.15 | | barrel | 63.63 | 74.54 | | basket | 37.79 | 47.79 | | waterfall | 33.77 | 44.74 | | tent | 95.42 | 98.38 | | bag | 26.53 | 32.54 | | minibike | 69.31 | 90.69 | | cradle | 84.36 | 97.97 | | oven | 25.2 | 71.21 | | ball | 48.36 | 55.56 | | food | 62.05 | 75.24 | | step | 26.52 | 51.78 | | tank | 52.32 | 54.45 | | trade name | 24.96 | 30.15 | | microwave | 40.72 | 45.45 | | pot | 55.93 | 68.4 | | animal | 54.58 | 55.49 | | bicycle | 62.75 | 80.67 | | lake | 69.1 | 69.39 | | dishwasher | 71.82 | 78.06 | | screen | 58.52 | 88.63 | | blanket | 25.16 | 30.05 | | sculpture | 55.06 | 82.72 | | hood | 86.54 | 90.77 | | sconce | 55.62 | 74.56 | | vase | 52.13 | 68.93 | | traffic light | 42.96 | 69.04 | | tray | 22.09 | 30.61 | | ashcan | 51.3 | 72.98 | | fan | 70.44 | 82.83 | | pier | 33.66 | 43.14 | | crt screen | 1.01 | 2.77 | | plate | 61.89 | 73.99 | | monitor | 9.03 | 14.86 | | bulletin board | 54.27 | 75.52 | | shower | 9.45 | 22.4 | | radiator | 72.08 | 81.52 | | glass | 22.59 | 24.88 | | clock | 49.86 | 70.69 | | flag | 37.22 | 43.36 | +---------------------+-------+-------+ 2023-12-26 11:57:14,647 - mmseg - INFO - Summary: 2023-12-26 11:57:14,647 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 83.94 | 52.32 | 65.74 | +-------+-------+-------+ 2023-12-26 11:57:14,700 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/FlashInternImage/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_130000.pth was removed 2023-12-26 11:57:17,010 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_135000.pth. 2023-12-26 11:57:17,010 - mmseg - INFO - Best mIoU is 0.5232 at 135000 iter. 2023-12-26 11:57:17,010 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 11:57:17,010 - mmseg - INFO - Iter(val) [250] aAcc: 0.8394, mIoU: 0.5232, mAcc: 0.6574, IoU.wall: 0.7961, IoU.building: 0.8233, IoU.sky: 0.9449, IoU.floor: 0.8331, IoU.tree: 0.7519, IoU.ceiling: 0.8492, IoU.road: 0.8581, IoU.bed : 0.9143, IoU.windowpane: 0.6199, IoU.grass: 0.7001, IoU.cabinet: 0.5781, IoU.sidewalk: 0.7006, IoU.person: 0.8465, IoU.earth: 0.4034, IoU.door: 0.5210, IoU.table: 0.6478, IoU.mountain: 0.5865, IoU.plant: 0.5100, IoU.curtain: 0.7407, IoU.chair: 0.6254, IoU.car: 0.8756, IoU.water: 0.5061, IoU.painting: 0.7370, IoU.sofa: 0.6977, IoU.shelf: 0.4515, IoU.house: 0.4275, IoU.sea: 0.5782, IoU.mirror: 0.7471, IoU.rug: 0.6421, IoU.field: 0.2924, IoU.armchair: 0.4556, IoU.seat: 0.6579, IoU.fence: 0.5303, IoU.desk: 0.4823, IoU.rock: 0.5065, IoU.wardrobe: 0.4534, IoU.lamp: 0.7190, IoU.bathtub: 0.8768, IoU.railing: 0.3669, IoU.cushion: 0.6400, IoU.base: 0.3854, IoU.box: 0.2826, IoU.column: 0.5262, IoU.signboard: 0.3935, IoU.chest of drawers: 0.4137, IoU.counter: 0.4138, IoU.sand: 0.5017, IoU.sink: 0.7773, IoU.skyscraper: 0.3494, IoU.fireplace: 0.7730, IoU.refrigerator: 0.8026, IoU.grandstand: 0.4632, IoU.path: 0.2018, IoU.stairs: 0.2769, IoU.runway: 0.7411, IoU.case: 0.4535, IoU.pool table: 0.9459, IoU.pillow: 0.6200, IoU.screen door: 0.7076, IoU.stairway: 0.2940, IoU.river: 0.1454, IoU.bridge: 0.7613, IoU.bookcase: 0.4377, IoU.blind: 0.4762, IoU.coffee table: 0.6574, IoU.toilet: 0.8695, IoU.flower: 0.3754, IoU.book: 0.5186, IoU.hill: 0.0721, IoU.bench: 0.5110, IoU.countertop: 0.5536, IoU.stove: 0.8372, IoU.palm: 0.5738, IoU.kitchen island: 0.5634, IoU.computer: 0.6864, IoU.swivel chair: 0.4479, IoU.boat: 0.2899, IoU.bar: 0.3260, IoU.arcade machine: 0.8601, IoU.hovel: 0.3336, IoU.bus: 0.9185, IoU.towel: 0.7098, IoU.light: 0.6315, IoU.truck: 0.4161, IoU.tower: 0.5294, IoU.chandelier: 0.6930, IoU.awning: 0.3827, IoU.streetlight: 0.4009, IoU.booth: 0.4828, IoU.television receiver: 0.7698, IoU.airplane: 0.5383, IoU.dirt track: 0.1095, IoU.apparel: 0.4021, IoU.pole: 0.3506, IoU.land: 0.1361, IoU.bannister: 0.1796, IoU.escalator: 0.2388, IoU.ottoman: 0.4857, IoU.bottle: 0.2752, IoU.buffet: 0.3775, IoU.poster: 0.2114, IoU.stage: 0.1949, IoU.van: 0.4774, IoU.ship: 0.0994, IoU.fountain: 0.1927, IoU.conveyer belt: 0.8338, IoU.canopy: 0.1873, IoU.washer: 0.7229, IoU.plaything: 0.2182, IoU.swimming pool: 0.5814, IoU.stool: 0.4608, IoU.barrel: 0.6363, IoU.basket: 0.3779, IoU.waterfall: 0.3377, IoU.tent: 0.9542, IoU.bag: 0.2653, IoU.minibike: 0.6931, IoU.cradle: 0.8436, IoU.oven: 0.2520, IoU.ball: 0.4836, IoU.food: 0.6205, IoU.step: 0.2652, IoU.tank: 0.5232, IoU.trade name: 0.2496, IoU.microwave: 0.4072, IoU.pot: 0.5593, IoU.animal: 0.5458, IoU.bicycle: 0.6275, IoU.lake: 0.6910, IoU.dishwasher: 0.7182, IoU.screen: 0.5852, IoU.blanket: 0.2516, IoU.sculpture: 0.5506, IoU.hood: 0.8654, IoU.sconce: 0.5562, IoU.vase: 0.5213, IoU.traffic light: 0.4296, IoU.tray: 0.2209, IoU.ashcan: 0.5130, IoU.fan: 0.7044, IoU.pier: 0.3366, IoU.crt screen: 0.0101, IoU.plate: 0.6189, IoU.monitor: 0.0903, IoU.bulletin board: 0.5427, IoU.shower: 0.0945, IoU.radiator: 0.7208, IoU.glass: 0.2259, IoU.clock: 0.4986, IoU.flag: 0.3722, Acc.wall: 0.8744, Acc.building: 0.9252, Acc.sky: 0.9754, Acc.floor: 0.9079, Acc.tree: 0.8745, Acc.ceiling: 0.9155, Acc.road: 0.9061, Acc.bed : 0.9636, Acc.windowpane: 0.7837, Acc.grass: 0.8249, Acc.cabinet: 0.7253, Acc.sidewalk: 0.8419, Acc.person: 0.9268, Acc.earth: 0.5624, Acc.door: 0.6941, Acc.table: 0.8035, Acc.mountain: 0.7227, Acc.plant: 0.6252, Acc.curtain: 0.8498, Acc.chair: 0.7648, Acc.car: 0.9430, Acc.water: 0.6338, Acc.painting: 0.8612, Acc.sofa: 0.8439, Acc.shelf: 0.6100, Acc.house: 0.6200, Acc.sea: 0.8960, Acc.mirror: 0.8348, Acc.rug: 0.7512, Acc.field: 0.4692, Acc.armchair: 0.6686, Acc.seat: 0.8403, Acc.fence: 0.7005, Acc.desk: 0.7644, Acc.rock: 0.7502, Acc.wardrobe: 0.7013, Acc.lamp: 0.8219, Acc.bathtub: 0.9164, Acc.railing: 0.5414, Acc.cushion: 0.7733, Acc.base: 0.5930, Acc.box: 0.3699, Acc.column: 0.6531, Acc.signboard: 0.5806, Acc.chest of drawers: 0.7022, Acc.counter: 0.5177, Acc.sand: 0.7240, Acc.sink: 0.8441, Acc.skyscraper: 0.4247, Acc.fireplace: 0.8849, Acc.refrigerator: 0.8569, Acc.grandstand: 0.6929, Acc.path: 0.3371, Acc.stairs: 0.3290, Acc.runway: 0.9709, Acc.case: 0.6174, Acc.pool table: 0.9681, Acc.pillow: 0.7287, Acc.screen door: 0.8598, Acc.stairway: 0.4061, Acc.river: 0.2322, Acc.bridge: 0.8944, Acc.bookcase: 0.5928, Acc.blind: 0.5464, Acc.coffee table: 0.8696, Acc.toilet: 0.9165, Acc.flower: 0.5706, Acc.book: 0.7114, Acc.hill: 0.1550, Acc.bench: 0.5925, Acc.countertop: 0.7554, Acc.stove: 0.9065, Acc.palm: 0.7676, Acc.kitchen island: 0.8015, Acc.computer: 0.7530, Acc.swivel chair: 0.5864, Acc.boat: 0.5120, Acc.bar: 0.3769, Acc.arcade machine: 0.9501, Acc.hovel: 0.4892, Acc.bus: 0.9679, Acc.towel: 0.8408, Acc.light: 0.7764, Acc.truck: 0.5767, Acc.tower: 0.7554, Acc.chandelier: 0.8600, Acc.awning: 0.4698, Acc.streetlight: 0.5481, Acc.booth: 0.7999, Acc.television receiver: 0.8495, Acc.airplane: 0.7118, Acc.dirt track: 0.3607, Acc.apparel: 0.7258, Acc.pole: 0.5666, Acc.land: 0.1968, Acc.bannister: 0.3288, Acc.escalator: 0.2457, Acc.ottoman: 0.7033, Acc.bottle: 0.3358, Acc.buffet: 0.4668, Acc.poster: 0.3769, Acc.stage: 0.3365, Acc.van: 0.6239, Acc.ship: 0.1507, Acc.fountain: 0.1971, Acc.conveyer belt: 0.9149, Acc.canopy: 0.3448, Acc.washer: 0.7453, Acc.plaything: 0.3960, Acc.swimming pool: 0.6436, Acc.stool: 0.6715, Acc.barrel: 0.7454, Acc.basket: 0.4779, Acc.waterfall: 0.4474, Acc.tent: 0.9838, Acc.bag: 0.3254, Acc.minibike: 0.9069, Acc.cradle: 0.9797, Acc.oven: 0.7121, Acc.ball: 0.5556, Acc.food: 0.7524, Acc.step: 0.5178, Acc.tank: 0.5445, Acc.trade name: 0.3015, Acc.microwave: 0.4545, Acc.pot: 0.6840, Acc.animal: 0.5549, Acc.bicycle: 0.8067, Acc.lake: 0.6939, Acc.dishwasher: 0.7806, Acc.screen: 0.8863, Acc.blanket: 0.3005, Acc.sculpture: 0.8272, Acc.hood: 0.9077, Acc.sconce: 0.7456, Acc.vase: 0.6893, Acc.traffic light: 0.6904, Acc.tray: 0.3061, Acc.ashcan: 0.7298, Acc.fan: 0.8283, Acc.pier: 0.4314, Acc.crt screen: 0.0277, Acc.plate: 0.7399, Acc.monitor: 0.1486, Acc.bulletin board: 0.7552, Acc.shower: 0.2240, Acc.radiator: 0.8152, Acc.glass: 0.2488, Acc.clock: 0.7069, Acc.flag: 0.4336 2023-12-26 11:57:43,695 - mmseg - INFO - Iter [135050/160000] lr: 1.559e-05, eta: 3:28:38, time: 1.013, data_time: 0.538, memory: 40245, decode.loss_cls: 0.1767, decode.loss_mask: 0.4353, decode.loss_dice: 0.6716, decode.d0.loss_cls: 1.1611, decode.d0.loss_mask: 0.4739, decode.d0.loss_dice: 0.7338, decode.d1.loss_cls: 0.2577, decode.d1.loss_mask: 0.4508, decode.d1.loss_dice: 0.7085, decode.d2.loss_cls: 0.2161, decode.d2.loss_mask: 0.4453, decode.d2.loss_dice: 0.6901, decode.d3.loss_cls: 0.2024, decode.d3.loss_mask: 0.4428, decode.d3.loss_dice: 0.6785, decode.d4.loss_cls: 0.1949, decode.d4.loss_mask: 0.4380, decode.d4.loss_dice: 0.6775, decode.d5.loss_cls: 0.1904, decode.d5.loss_mask: 0.4364, decode.d5.loss_dice: 0.6777, decode.d6.loss_cls: 0.1892, decode.d6.loss_mask: 0.4383, decode.d6.loss_dice: 0.6745, decode.d7.loss_cls: 0.1751, decode.d7.loss_mask: 0.4364, decode.d7.loss_dice: 0.6755, decode.d8.loss_cls: 0.1755, decode.d8.loss_mask: 0.4358, decode.d8.loss_dice: 0.6741, loss: 14.2338, grad_norm: 61.8090 2023-12-26 11:58:08,050 - mmseg - INFO - Iter [135100/160000] lr: 1.556e-05, eta: 3:28:13, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1702, decode.loss_mask: 0.4475, decode.loss_dice: 0.6694, decode.d0.loss_cls: 1.1346, decode.d0.loss_mask: 0.4842, decode.d0.loss_dice: 0.7310, decode.d1.loss_cls: 0.2382, decode.d1.loss_mask: 0.4626, decode.d1.loss_dice: 0.6990, decode.d2.loss_cls: 0.2107, decode.d2.loss_mask: 0.4531, decode.d2.loss_dice: 0.6870, decode.d3.loss_cls: 0.1923, decode.d3.loss_mask: 0.4526, decode.d3.loss_dice: 0.6756, decode.d4.loss_cls: 0.1799, decode.d4.loss_mask: 0.4499, decode.d4.loss_dice: 0.6718, decode.d5.loss_cls: 0.1747, decode.d5.loss_mask: 0.4504, decode.d5.loss_dice: 0.6707, decode.d6.loss_cls: 0.1789, decode.d6.loss_mask: 0.4456, decode.d6.loss_dice: 0.6679, decode.d7.loss_cls: 0.1702, decode.d7.loss_mask: 0.4470, decode.d7.loss_dice: 0.6728, decode.d8.loss_cls: 0.1701, decode.d8.loss_mask: 0.4494, decode.d8.loss_dice: 0.6743, loss: 14.1815, grad_norm: 56.9339 2023-12-26 11:58:32,170 - mmseg - INFO - Iter [135150/160000] lr: 1.553e-05, eta: 3:27:48, time: 0.485, data_time: 0.014, memory: 40245, decode.loss_cls: 0.1811, decode.loss_mask: 0.4214, decode.loss_dice: 0.6688, decode.d0.loss_cls: 1.1565, decode.d0.loss_mask: 0.4577, decode.d0.loss_dice: 0.7398, decode.d1.loss_cls: 0.2555, decode.d1.loss_mask: 0.4384, decode.d1.loss_dice: 0.7036, decode.d2.loss_cls: 0.2209, decode.d2.loss_mask: 0.4291, decode.d2.loss_dice: 0.6819, decode.d3.loss_cls: 0.2076, decode.d3.loss_mask: 0.4254, decode.d3.loss_dice: 0.6749, decode.d4.loss_cls: 0.2024, decode.d4.loss_mask: 0.4254, decode.d4.loss_dice: 0.6755, decode.d5.loss_cls: 0.1899, decode.d5.loss_mask: 0.4242, decode.d5.loss_dice: 0.6724, decode.d6.loss_cls: 0.1873, decode.d6.loss_mask: 0.4228, decode.d6.loss_dice: 0.6710, decode.d7.loss_cls: 0.1842, decode.d7.loss_mask: 0.4213, decode.d7.loss_dice: 0.6720, decode.d8.loss_cls: 0.1859, decode.d8.loss_mask: 0.4222, decode.d8.loss_dice: 0.6692, loss: 14.0885, grad_norm: 57.0980 2023-12-26 11:58:56,363 - mmseg - INFO - Iter [135200/160000] lr: 1.550e-05, eta: 3:27:22, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.2016, decode.loss_mask: 0.4421, decode.loss_dice: 0.6641, decode.d0.loss_cls: 1.1981, decode.d0.loss_mask: 0.4825, decode.d0.loss_dice: 0.7469, decode.d1.loss_cls: 0.2773, decode.d1.loss_mask: 0.4560, decode.d1.loss_dice: 0.7012, decode.d2.loss_cls: 0.2417, decode.d2.loss_mask: 0.4488, decode.d2.loss_dice: 0.6862, decode.d3.loss_cls: 0.2289, decode.d3.loss_mask: 0.4465, decode.d3.loss_dice: 0.6756, decode.d4.loss_cls: 0.2200, decode.d4.loss_mask: 0.4450, decode.d4.loss_dice: 0.6776, decode.d5.loss_cls: 0.2168, decode.d5.loss_mask: 0.4445, decode.d5.loss_dice: 0.6700, decode.d6.loss_cls: 0.2085, decode.d6.loss_mask: 0.4435, decode.d6.loss_dice: 0.6686, decode.d7.loss_cls: 0.2023, decode.d7.loss_mask: 0.4434, decode.d7.loss_dice: 0.6675, decode.d8.loss_cls: 0.2030, decode.d8.loss_mask: 0.4433, decode.d8.loss_dice: 0.6673, loss: 14.5189, grad_norm: 63.1344 2023-12-26 11:59:20,620 - mmseg - INFO - Iter [135250/160000] lr: 1.547e-05, eta: 3:26:57, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1714, decode.loss_mask: 0.4469, decode.loss_dice: 0.6718, decode.d0.loss_cls: 1.1448, decode.d0.loss_mask: 0.4864, decode.d0.loss_dice: 0.7399, decode.d1.loss_cls: 0.2462, decode.d1.loss_mask: 0.4617, decode.d1.loss_dice: 0.7020, decode.d2.loss_cls: 0.2101, decode.d2.loss_mask: 0.4528, decode.d2.loss_dice: 0.6865, decode.d3.loss_cls: 0.1959, decode.d3.loss_mask: 0.4509, decode.d3.loss_dice: 0.6795, decode.d4.loss_cls: 0.1870, decode.d4.loss_mask: 0.4491, decode.d4.loss_dice: 0.6778, decode.d5.loss_cls: 0.1822, decode.d5.loss_mask: 0.4497, decode.d5.loss_dice: 0.6754, decode.d6.loss_cls: 0.1813, decode.d6.loss_mask: 0.4491, decode.d6.loss_dice: 0.6712, decode.d7.loss_cls: 0.1727, decode.d7.loss_mask: 0.4487, decode.d7.loss_dice: 0.6748, decode.d8.loss_cls: 0.1704, decode.d8.loss_mask: 0.4481, decode.d8.loss_dice: 0.6739, loss: 14.2582, grad_norm: 62.9382 2023-12-26 11:59:44,657 - mmseg - INFO - Iter [135300/160000] lr: 1.544e-05, eta: 3:26:32, time: 0.481, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1693, decode.loss_mask: 0.4489, decode.loss_dice: 0.6603, decode.d0.loss_cls: 1.1539, decode.d0.loss_mask: 0.4890, decode.d0.loss_dice: 0.7310, decode.d1.loss_cls: 0.2389, decode.d1.loss_mask: 0.4648, decode.d1.loss_dice: 0.6989, decode.d2.loss_cls: 0.2081, decode.d2.loss_mask: 0.4560, decode.d2.loss_dice: 0.6812, decode.d3.loss_cls: 0.1960, decode.d3.loss_mask: 0.4537, decode.d3.loss_dice: 0.6683, decode.d4.loss_cls: 0.1839, decode.d4.loss_mask: 0.4508, decode.d4.loss_dice: 0.6675, decode.d5.loss_cls: 0.1830, decode.d5.loss_mask: 0.4501, decode.d5.loss_dice: 0.6669, decode.d6.loss_cls: 0.1725, decode.d6.loss_mask: 0.4482, decode.d6.loss_dice: 0.6628, decode.d7.loss_cls: 0.1712, decode.d7.loss_mask: 0.4477, decode.d7.loss_dice: 0.6659, decode.d8.loss_cls: 0.1657, decode.d8.loss_mask: 0.4489, decode.d8.loss_dice: 0.6657, loss: 14.1690, grad_norm: 70.4825 2023-12-26 12:00:08,940 - mmseg - INFO - Iter [135350/160000] lr: 1.541e-05, eta: 3:26:06, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1701, decode.loss_mask: 0.4384, decode.loss_dice: 0.6437, decode.d0.loss_cls: 1.1380, decode.d0.loss_mask: 0.4766, decode.d0.loss_dice: 0.7118, decode.d1.loss_cls: 0.2451, decode.d1.loss_mask: 0.4532, decode.d1.loss_dice: 0.6839, decode.d2.loss_cls: 0.2099, decode.d2.loss_mask: 0.4472, decode.d2.loss_dice: 0.6633, decode.d3.loss_cls: 0.1956, decode.d3.loss_mask: 0.4441, decode.d3.loss_dice: 0.6500, decode.d4.loss_cls: 0.1863, decode.d4.loss_mask: 0.4435, decode.d4.loss_dice: 0.6535, decode.d5.loss_cls: 0.1841, decode.d5.loss_mask: 0.4417, decode.d5.loss_dice: 0.6469, decode.d6.loss_cls: 0.1768, decode.d6.loss_mask: 0.4395, decode.d6.loss_dice: 0.6471, decode.d7.loss_cls: 0.1747, decode.d7.loss_mask: 0.4389, decode.d7.loss_dice: 0.6458, decode.d8.loss_cls: 0.1726, decode.d8.loss_mask: 0.4387, decode.d8.loss_dice: 0.6479, loss: 13.9089, grad_norm: 59.2218 2023-12-26 12:00:33,205 - mmseg - INFO - Iter [135400/160000] lr: 1.538e-05, eta: 3:25:41, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1788, decode.loss_mask: 0.4290, decode.loss_dice: 0.6635, decode.d0.loss_cls: 1.1596, decode.d0.loss_mask: 0.4671, decode.d0.loss_dice: 0.7320, decode.d1.loss_cls: 0.2534, decode.d1.loss_mask: 0.4404, decode.d1.loss_dice: 0.6983, decode.d2.loss_cls: 0.2201, decode.d2.loss_mask: 0.4344, decode.d2.loss_dice: 0.6780, decode.d3.loss_cls: 0.2073, decode.d3.loss_mask: 0.4321, decode.d3.loss_dice: 0.6699, decode.d4.loss_cls: 0.1957, decode.d4.loss_mask: 0.4318, decode.d4.loss_dice: 0.6709, decode.d5.loss_cls: 0.1904, decode.d5.loss_mask: 0.4292, decode.d5.loss_dice: 0.6673, decode.d6.loss_cls: 0.1878, decode.d6.loss_mask: 0.4298, decode.d6.loss_dice: 0.6644, decode.d7.loss_cls: 0.1798, decode.d7.loss_mask: 0.4292, decode.d7.loss_dice: 0.6652, decode.d8.loss_cls: 0.1796, decode.d8.loss_mask: 0.4286, decode.d8.loss_dice: 0.6626, loss: 14.0761, grad_norm: 62.1179 2023-12-26 12:00:57,571 - mmseg - INFO - Iter [135450/160000] lr: 1.534e-05, eta: 3:25:16, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1670, decode.loss_mask: 0.4476, decode.loss_dice: 0.6746, decode.d0.loss_cls: 1.1377, decode.d0.loss_mask: 0.4851, decode.d0.loss_dice: 0.7432, decode.d1.loss_cls: 0.2426, decode.d1.loss_mask: 0.4620, decode.d1.loss_dice: 0.7148, decode.d2.loss_cls: 0.2024, decode.d2.loss_mask: 0.4542, decode.d2.loss_dice: 0.6940, decode.d3.loss_cls: 0.1906, decode.d3.loss_mask: 0.4505, decode.d3.loss_dice: 0.6826, decode.d4.loss_cls: 0.1827, decode.d4.loss_mask: 0.4487, decode.d4.loss_dice: 0.6833, decode.d5.loss_cls: 0.1795, decode.d5.loss_mask: 0.4475, decode.d5.loss_dice: 0.6771, decode.d6.loss_cls: 0.1779, decode.d6.loss_mask: 0.4490, decode.d6.loss_dice: 0.6806, decode.d7.loss_cls: 0.1691, decode.d7.loss_mask: 0.4480, decode.d7.loss_dice: 0.6790, decode.d8.loss_cls: 0.1697, decode.d8.loss_mask: 0.4476, decode.d8.loss_dice: 0.6773, loss: 14.2660, grad_norm: 61.2321 2023-12-26 12:01:21,958 - mmseg - INFO - Iter [135500/160000] lr: 1.531e-05, eta: 3:24:51, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1767, decode.loss_mask: 0.4495, decode.loss_dice: 0.6591, decode.d0.loss_cls: 1.1373, decode.d0.loss_mask: 0.4881, decode.d0.loss_dice: 0.7272, decode.d1.loss_cls: 0.2406, decode.d1.loss_mask: 0.4651, decode.d1.loss_dice: 0.6955, decode.d2.loss_cls: 0.2108, decode.d2.loss_mask: 0.4546, decode.d2.loss_dice: 0.6784, decode.d3.loss_cls: 0.2024, decode.d3.loss_mask: 0.4519, decode.d3.loss_dice: 0.6632, decode.d4.loss_cls: 0.1953, decode.d4.loss_mask: 0.4506, decode.d4.loss_dice: 0.6618, decode.d5.loss_cls: 0.1874, decode.d5.loss_mask: 0.4519, decode.d5.loss_dice: 0.6616, decode.d6.loss_cls: 0.1891, decode.d6.loss_mask: 0.4509, decode.d6.loss_dice: 0.6617, decode.d7.loss_cls: 0.1820, decode.d7.loss_mask: 0.4502, decode.d7.loss_dice: 0.6601, decode.d8.loss_cls: 0.1787, decode.d8.loss_mask: 0.4497, decode.d8.loss_dice: 0.6602, loss: 14.1916, grad_norm: 73.7027 2023-12-26 12:01:46,211 - mmseg - INFO - Iter [135550/160000] lr: 1.528e-05, eta: 3:24:26, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1808, decode.loss_mask: 0.4434, decode.loss_dice: 0.6786, decode.d0.loss_cls: 1.1902, decode.d0.loss_mask: 0.4769, decode.d0.loss_dice: 0.7438, decode.d1.loss_cls: 0.2521, decode.d1.loss_mask: 0.4554, decode.d1.loss_dice: 0.7073, decode.d2.loss_cls: 0.2179, decode.d2.loss_mask: 0.4472, decode.d2.loss_dice: 0.6897, decode.d3.loss_cls: 0.2008, decode.d3.loss_mask: 0.4471, decode.d3.loss_dice: 0.6835, decode.d4.loss_cls: 0.1976, decode.d4.loss_mask: 0.4466, decode.d4.loss_dice: 0.6812, decode.d5.loss_cls: 0.1924, decode.d5.loss_mask: 0.4450, decode.d5.loss_dice: 0.6792, decode.d6.loss_cls: 0.1916, decode.d6.loss_mask: 0.4429, decode.d6.loss_dice: 0.6724, decode.d7.loss_cls: 0.1841, decode.d7.loss_mask: 0.4440, decode.d7.loss_dice: 0.6798, decode.d8.loss_cls: 0.1822, decode.d8.loss_mask: 0.4425, decode.d8.loss_dice: 0.6767, loss: 14.3729, grad_norm: 68.9365 2023-12-26 12:02:10,490 - mmseg - INFO - Iter [135600/160000] lr: 1.525e-05, eta: 3:24:00, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1649, decode.loss_mask: 0.4413, decode.loss_dice: 0.6791, decode.d0.loss_cls: 1.1618, decode.d0.loss_mask: 0.4776, decode.d0.loss_dice: 0.7517, decode.d1.loss_cls: 0.2467, decode.d1.loss_mask: 0.4537, decode.d1.loss_dice: 0.7155, decode.d2.loss_cls: 0.2084, decode.d2.loss_mask: 0.4466, decode.d2.loss_dice: 0.7009, decode.d3.loss_cls: 0.1945, decode.d3.loss_mask: 0.4432, decode.d3.loss_dice: 0.6844, decode.d4.loss_cls: 0.1809, decode.d4.loss_mask: 0.4422, decode.d4.loss_dice: 0.6909, decode.d5.loss_cls: 0.1752, decode.d5.loss_mask: 0.4415, decode.d5.loss_dice: 0.6845, decode.d6.loss_cls: 0.1767, decode.d6.loss_mask: 0.4409, decode.d6.loss_dice: 0.6781, decode.d7.loss_cls: 0.1700, decode.d7.loss_mask: 0.4399, decode.d7.loss_dice: 0.6823, decode.d8.loss_cls: 0.1669, decode.d8.loss_mask: 0.4418, decode.d8.loss_dice: 0.6810, loss: 14.2630, grad_norm: 61.1744 2023-12-26 12:02:34,391 - mmseg - INFO - Iter [135650/160000] lr: 1.522e-05, eta: 3:23:35, time: 0.478, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1777, decode.loss_mask: 0.4392, decode.loss_dice: 0.6502, decode.d0.loss_cls: 1.1456, decode.d0.loss_mask: 0.4815, decode.d0.loss_dice: 0.7254, decode.d1.loss_cls: 0.2400, decode.d1.loss_mask: 0.4585, decode.d1.loss_dice: 0.6898, decode.d2.loss_cls: 0.2120, decode.d2.loss_mask: 0.4478, decode.d2.loss_dice: 0.6708, decode.d3.loss_cls: 0.1991, decode.d3.loss_mask: 0.4435, decode.d3.loss_dice: 0.6602, decode.d4.loss_cls: 0.1876, decode.d4.loss_mask: 0.4433, decode.d4.loss_dice: 0.6605, decode.d5.loss_cls: 0.1841, decode.d5.loss_mask: 0.4411, decode.d5.loss_dice: 0.6577, decode.d6.loss_cls: 0.1808, decode.d6.loss_mask: 0.4413, decode.d6.loss_dice: 0.6540, decode.d7.loss_cls: 0.1800, decode.d7.loss_mask: 0.4403, decode.d7.loss_dice: 0.6523, decode.d8.loss_cls: 0.1758, decode.d8.loss_mask: 0.4390, decode.d8.loss_dice: 0.6555, loss: 14.0345, grad_norm: 63.4780 2023-12-26 12:02:58,490 - mmseg - INFO - Iter [135700/160000] lr: 1.519e-05, eta: 3:23:10, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1608, decode.loss_mask: 0.4612, decode.loss_dice: 0.6648, decode.d0.loss_cls: 1.1321, decode.d0.loss_mask: 0.5025, decode.d0.loss_dice: 0.7238, decode.d1.loss_cls: 0.2350, decode.d1.loss_mask: 0.4752, decode.d1.loss_dice: 0.6973, decode.d2.loss_cls: 0.1979, decode.d2.loss_mask: 0.4671, decode.d2.loss_dice: 0.6804, decode.d3.loss_cls: 0.1881, decode.d3.loss_mask: 0.4635, decode.d3.loss_dice: 0.6732, decode.d4.loss_cls: 0.1804, decode.d4.loss_mask: 0.4632, decode.d4.loss_dice: 0.6658, decode.d5.loss_cls: 0.1755, decode.d5.loss_mask: 0.4623, decode.d5.loss_dice: 0.6697, decode.d6.loss_cls: 0.1719, decode.d6.loss_mask: 0.4611, decode.d6.loss_dice: 0.6622, decode.d7.loss_cls: 0.1674, decode.d7.loss_mask: 0.4600, decode.d7.loss_dice: 0.6658, decode.d8.loss_cls: 0.1607, decode.d8.loss_mask: 0.4598, decode.d8.loss_dice: 0.6663, loss: 14.2149, grad_norm: 61.7148 2023-12-26 12:03:22,609 - mmseg - INFO - Iter [135750/160000] lr: 1.516e-05, eta: 3:22:44, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1770, decode.loss_mask: 0.4451, decode.loss_dice: 0.6784, decode.d0.loss_cls: 1.1345, decode.d0.loss_mask: 0.4839, decode.d0.loss_dice: 0.7471, decode.d1.loss_cls: 0.2372, decode.d1.loss_mask: 0.4564, decode.d1.loss_dice: 0.7063, decode.d2.loss_cls: 0.2129, decode.d2.loss_mask: 0.4509, decode.d2.loss_dice: 0.6907, decode.d3.loss_cls: 0.1979, decode.d3.loss_mask: 0.4498, decode.d3.loss_dice: 0.6822, decode.d4.loss_cls: 0.1900, decode.d4.loss_mask: 0.4487, decode.d4.loss_dice: 0.6812, decode.d5.loss_cls: 0.1850, decode.d5.loss_mask: 0.4466, decode.d5.loss_dice: 0.6806, decode.d6.loss_cls: 0.1836, decode.d6.loss_mask: 0.4469, decode.d6.loss_dice: 0.6775, decode.d7.loss_cls: 0.1811, decode.d7.loss_mask: 0.4460, decode.d7.loss_dice: 0.6753, decode.d8.loss_cls: 0.1752, decode.d8.loss_mask: 0.4453, decode.d8.loss_dice: 0.6778, loss: 14.2910, grad_norm: 58.8697 2023-12-26 12:03:46,648 - mmseg - INFO - Iter [135800/160000] lr: 1.513e-05, eta: 3:22:19, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1710, decode.loss_mask: 0.4547, decode.loss_dice: 0.6620, decode.d0.loss_cls: 1.1696, decode.d0.loss_mask: 0.4979, decode.d0.loss_dice: 0.7287, decode.d1.loss_cls: 0.2356, decode.d1.loss_mask: 0.4690, decode.d1.loss_dice: 0.6911, decode.d2.loss_cls: 0.1979, decode.d2.loss_mask: 0.4643, decode.d2.loss_dice: 0.6755, decode.d3.loss_cls: 0.1886, decode.d3.loss_mask: 0.4603, decode.d3.loss_dice: 0.6687, decode.d4.loss_cls: 0.1747, decode.d4.loss_mask: 0.4573, decode.d4.loss_dice: 0.6675, decode.d5.loss_cls: 0.1743, decode.d5.loss_mask: 0.4563, decode.d5.loss_dice: 0.6664, decode.d6.loss_cls: 0.1696, decode.d6.loss_mask: 0.4553, decode.d6.loss_dice: 0.6611, decode.d7.loss_cls: 0.1684, decode.d7.loss_mask: 0.4561, decode.d7.loss_dice: 0.6598, decode.d8.loss_cls: 0.1657, decode.d8.loss_mask: 0.4552, decode.d8.loss_dice: 0.6635, loss: 14.1863, grad_norm: 63.9326 2023-12-26 12:04:10,811 - mmseg - INFO - Iter [135850/160000] lr: 1.509e-05, eta: 3:21:54, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1763, decode.loss_mask: 0.4714, decode.loss_dice: 0.7023, decode.d0.loss_cls: 1.1368, decode.d0.loss_mask: 0.5124, decode.d0.loss_dice: 0.7620, decode.d1.loss_cls: 0.2457, decode.d1.loss_mask: 0.4834, decode.d1.loss_dice: 0.7321, decode.d2.loss_cls: 0.2165, decode.d2.loss_mask: 0.4769, decode.d2.loss_dice: 0.7124, decode.d3.loss_cls: 0.2042, decode.d3.loss_mask: 0.4744, decode.d3.loss_dice: 0.7030, decode.d4.loss_cls: 0.1929, decode.d4.loss_mask: 0.4729, decode.d4.loss_dice: 0.7017, decode.d5.loss_cls: 0.1862, decode.d5.loss_mask: 0.4727, decode.d5.loss_dice: 0.7025, decode.d6.loss_cls: 0.1815, decode.d6.loss_mask: 0.4730, decode.d6.loss_dice: 0.7013, decode.d7.loss_cls: 0.1810, decode.d7.loss_mask: 0.4713, decode.d7.loss_dice: 0.6983, decode.d8.loss_cls: 0.1767, decode.d8.loss_mask: 0.4716, decode.d8.loss_dice: 0.6998, loss: 14.7931, grad_norm: 64.5809 2023-12-26 12:04:34,868 - mmseg - INFO - Iter [135900/160000] lr: 1.506e-05, eta: 3:21:29, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1687, decode.loss_mask: 0.4213, decode.loss_dice: 0.6392, decode.d0.loss_cls: 1.1538, decode.d0.loss_mask: 0.4572, decode.d0.loss_dice: 0.7104, decode.d1.loss_cls: 0.2353, decode.d1.loss_mask: 0.4345, decode.d1.loss_dice: 0.6724, decode.d2.loss_cls: 0.2061, decode.d2.loss_mask: 0.4289, decode.d2.loss_dice: 0.6546, decode.d3.loss_cls: 0.1957, decode.d3.loss_mask: 0.4249, decode.d3.loss_dice: 0.6435, decode.d4.loss_cls: 0.1862, decode.d4.loss_mask: 0.4246, decode.d4.loss_dice: 0.6452, decode.d5.loss_cls: 0.1807, decode.d5.loss_mask: 0.4240, decode.d5.loss_dice: 0.6456, decode.d6.loss_cls: 0.1741, decode.d6.loss_mask: 0.4228, decode.d6.loss_dice: 0.6438, decode.d7.loss_cls: 0.1683, decode.d7.loss_mask: 0.4224, decode.d7.loss_dice: 0.6403, decode.d8.loss_cls: 0.1695, decode.d8.loss_mask: 0.4221, decode.d8.loss_dice: 0.6418, loss: 13.6582, grad_norm: 61.5990 2023-12-26 12:04:59,253 - mmseg - INFO - Iter [135950/160000] lr: 1.503e-05, eta: 3:21:03, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1740, decode.loss_mask: 0.4464, decode.loss_dice: 0.6883, decode.d0.loss_cls: 1.1679, decode.d0.loss_mask: 0.4831, decode.d0.loss_dice: 0.7596, decode.d1.loss_cls: 0.2563, decode.d1.loss_mask: 0.4653, decode.d1.loss_dice: 0.7256, decode.d2.loss_cls: 0.2211, decode.d2.loss_mask: 0.4565, decode.d2.loss_dice: 0.7019, decode.d3.loss_cls: 0.2083, decode.d3.loss_mask: 0.4521, decode.d3.loss_dice: 0.6959, decode.d4.loss_cls: 0.1982, decode.d4.loss_mask: 0.4504, decode.d4.loss_dice: 0.6935, decode.d5.loss_cls: 0.1895, decode.d5.loss_mask: 0.4498, decode.d5.loss_dice: 0.6906, decode.d6.loss_cls: 0.1869, decode.d6.loss_mask: 0.4493, decode.d6.loss_dice: 0.6889, decode.d7.loss_cls: 0.1763, decode.d7.loss_mask: 0.4483, decode.d7.loss_dice: 0.6902, decode.d8.loss_cls: 0.1783, decode.d8.loss_mask: 0.4480, decode.d8.loss_dice: 0.6875, loss: 14.5283, grad_norm: 62.6504 2023-12-26 12:05:23,671 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 12:05:23,671 - mmseg - INFO - Iter [136000/160000] lr: 1.500e-05, eta: 3:20:38, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1889, decode.loss_mask: 0.4311, decode.loss_dice: 0.6768, decode.d0.loss_cls: 1.2010, decode.d0.loss_mask: 0.4695, decode.d0.loss_dice: 0.7538, decode.d1.loss_cls: 0.2649, decode.d1.loss_mask: 0.4464, decode.d1.loss_dice: 0.7165, decode.d2.loss_cls: 0.2307, decode.d2.loss_mask: 0.4361, decode.d2.loss_dice: 0.6937, decode.d3.loss_cls: 0.2152, decode.d3.loss_mask: 0.4327, decode.d3.loss_dice: 0.6838, decode.d4.loss_cls: 0.2046, decode.d4.loss_mask: 0.4322, decode.d4.loss_dice: 0.6816, decode.d5.loss_cls: 0.1987, decode.d5.loss_mask: 0.4313, decode.d5.loss_dice: 0.6786, decode.d6.loss_cls: 0.1981, decode.d6.loss_mask: 0.4298, decode.d6.loss_dice: 0.6728, decode.d7.loss_cls: 0.1913, decode.d7.loss_mask: 0.4302, decode.d7.loss_dice: 0.6746, decode.d8.loss_cls: 0.1961, decode.d8.loss_mask: 0.4295, decode.d8.loss_dice: 0.6727, loss: 14.3632, grad_norm: 56.3829 2023-12-26 12:05:47,693 - mmseg - INFO - Iter [136050/160000] lr: 1.497e-05, eta: 3:20:13, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1883, decode.loss_mask: 0.4313, decode.loss_dice: 0.6686, decode.d0.loss_cls: 1.1797, decode.d0.loss_mask: 0.4736, decode.d0.loss_dice: 0.7449, decode.d1.loss_cls: 0.2691, decode.d1.loss_mask: 0.4496, decode.d1.loss_dice: 0.7048, decode.d2.loss_cls: 0.2291, decode.d2.loss_mask: 0.4385, decode.d2.loss_dice: 0.6904, decode.d3.loss_cls: 0.2168, decode.d3.loss_mask: 0.4349, decode.d3.loss_dice: 0.6779, decode.d4.loss_cls: 0.2045, decode.d4.loss_mask: 0.4353, decode.d4.loss_dice: 0.6793, decode.d5.loss_cls: 0.1987, decode.d5.loss_mask: 0.4339, decode.d5.loss_dice: 0.6745, decode.d6.loss_cls: 0.1947, decode.d6.loss_mask: 0.4340, decode.d6.loss_dice: 0.6709, decode.d7.loss_cls: 0.1912, decode.d7.loss_mask: 0.4327, decode.d7.loss_dice: 0.6675, decode.d8.loss_cls: 0.1911, decode.d8.loss_mask: 0.4331, decode.d8.loss_dice: 0.6708, loss: 14.3096, grad_norm: 63.6567 2023-12-26 12:06:12,238 - mmseg - INFO - Iter [136100/160000] lr: 1.494e-05, eta: 3:19:48, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1636, decode.loss_mask: 0.4563, decode.loss_dice: 0.6784, decode.d0.loss_cls: 1.1371, decode.d0.loss_mask: 0.4976, decode.d0.loss_dice: 0.7488, decode.d1.loss_cls: 0.2294, decode.d1.loss_mask: 0.4724, decode.d1.loss_dice: 0.7134, decode.d2.loss_cls: 0.1988, decode.d2.loss_mask: 0.4616, decode.d2.loss_dice: 0.6934, decode.d3.loss_cls: 0.1920, decode.d3.loss_mask: 0.4592, decode.d3.loss_dice: 0.6853, decode.d4.loss_cls: 0.1754, decode.d4.loss_mask: 0.4591, decode.d4.loss_dice: 0.6839, decode.d5.loss_cls: 0.1741, decode.d5.loss_mask: 0.4572, decode.d5.loss_dice: 0.6823, decode.d6.loss_cls: 0.1710, decode.d6.loss_mask: 0.4572, decode.d6.loss_dice: 0.6791, decode.d7.loss_cls: 0.1677, decode.d7.loss_mask: 0.4569, decode.d7.loss_dice: 0.6771, decode.d8.loss_cls: 0.1667, decode.d8.loss_mask: 0.4565, decode.d8.loss_dice: 0.6764, loss: 14.3279, grad_norm: 58.1602 2023-12-26 12:06:36,761 - mmseg - INFO - Iter [136150/160000] lr: 1.491e-05, eta: 3:19:23, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1751, decode.loss_mask: 0.4302, decode.loss_dice: 0.6461, decode.d0.loss_cls: 1.1632, decode.d0.loss_mask: 0.4678, decode.d0.loss_dice: 0.7181, decode.d1.loss_cls: 0.2461, decode.d1.loss_mask: 0.4457, decode.d1.loss_dice: 0.6839, decode.d2.loss_cls: 0.2099, decode.d2.loss_mask: 0.4392, decode.d2.loss_dice: 0.6642, decode.d3.loss_cls: 0.1932, decode.d3.loss_mask: 0.4364, decode.d3.loss_dice: 0.6509, decode.d4.loss_cls: 0.1921, decode.d4.loss_mask: 0.4336, decode.d4.loss_dice: 0.6512, decode.d5.loss_cls: 0.1860, decode.d5.loss_mask: 0.4329, decode.d5.loss_dice: 0.6514, decode.d6.loss_cls: 0.1799, decode.d6.loss_mask: 0.4330, decode.d6.loss_dice: 0.6503, decode.d7.loss_cls: 0.1760, decode.d7.loss_mask: 0.4323, decode.d7.loss_dice: 0.6471, decode.d8.loss_cls: 0.1723, decode.d8.loss_mask: 0.4322, decode.d8.loss_dice: 0.6494, loss: 13.8898, grad_norm: 63.3874 2023-12-26 12:07:00,964 - mmseg - INFO - Iter [136200/160000] lr: 1.488e-05, eta: 3:18:57, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1660, decode.loss_mask: 0.4297, decode.loss_dice: 0.6545, decode.d0.loss_cls: 1.1379, decode.d0.loss_mask: 0.4667, decode.d0.loss_dice: 0.7164, decode.d1.loss_cls: 0.2403, decode.d1.loss_mask: 0.4464, decode.d1.loss_dice: 0.6843, decode.d2.loss_cls: 0.1994, decode.d2.loss_mask: 0.4345, decode.d2.loss_dice: 0.6634, decode.d3.loss_cls: 0.1870, decode.d3.loss_mask: 0.4328, decode.d3.loss_dice: 0.6576, decode.d4.loss_cls: 0.1771, decode.d4.loss_mask: 0.4322, decode.d4.loss_dice: 0.6559, decode.d5.loss_cls: 0.1745, decode.d5.loss_mask: 0.4309, decode.d5.loss_dice: 0.6563, decode.d6.loss_cls: 0.1706, decode.d6.loss_mask: 0.4302, decode.d6.loss_dice: 0.6533, decode.d7.loss_cls: 0.1680, decode.d7.loss_mask: 0.4302, decode.d7.loss_dice: 0.6543, decode.d8.loss_cls: 0.1661, decode.d8.loss_mask: 0.4290, decode.d8.loss_dice: 0.6536, loss: 13.7991, grad_norm: 59.9251 2023-12-26 12:07:25,037 - mmseg - INFO - Iter [136250/160000] lr: 1.484e-05, eta: 3:18:32, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1783, decode.loss_mask: 0.4441, decode.loss_dice: 0.6782, decode.d0.loss_cls: 1.1592, decode.d0.loss_mask: 0.4796, decode.d0.loss_dice: 0.7467, decode.d1.loss_cls: 0.2528, decode.d1.loss_mask: 0.4569, decode.d1.loss_dice: 0.7134, decode.d2.loss_cls: 0.2220, decode.d2.loss_mask: 0.4493, decode.d2.loss_dice: 0.6976, decode.d3.loss_cls: 0.2113, decode.d3.loss_mask: 0.4466, decode.d3.loss_dice: 0.6801, decode.d4.loss_cls: 0.1892, decode.d4.loss_mask: 0.4471, decode.d4.loss_dice: 0.6801, decode.d5.loss_cls: 0.1899, decode.d5.loss_mask: 0.4457, decode.d5.loss_dice: 0.6832, decode.d6.loss_cls: 0.1891, decode.d6.loss_mask: 0.4451, decode.d6.loss_dice: 0.6763, decode.d7.loss_cls: 0.1790, decode.d7.loss_mask: 0.4451, decode.d7.loss_dice: 0.6760, decode.d8.loss_cls: 0.1792, decode.d8.loss_mask: 0.4443, decode.d8.loss_dice: 0.6782, loss: 14.3635, grad_norm: 58.0624 2023-12-26 12:07:51,532 - mmseg - INFO - Iter [136300/160000] lr: 1.481e-05, eta: 3:18:07, time: 0.530, data_time: 0.058, memory: 40245, decode.loss_cls: 0.1802, decode.loss_mask: 0.4440, decode.loss_dice: 0.6607, decode.d0.loss_cls: 1.1580, decode.d0.loss_mask: 0.4784, decode.d0.loss_dice: 0.7257, decode.d1.loss_cls: 0.2532, decode.d1.loss_mask: 0.4551, decode.d1.loss_dice: 0.6956, decode.d2.loss_cls: 0.2159, decode.d2.loss_mask: 0.4498, decode.d2.loss_dice: 0.6780, decode.d3.loss_cls: 0.2010, decode.d3.loss_mask: 0.4489, decode.d3.loss_dice: 0.6703, decode.d4.loss_cls: 0.1983, decode.d4.loss_mask: 0.4462, decode.d4.loss_dice: 0.6681, decode.d5.loss_cls: 0.1885, decode.d5.loss_mask: 0.4459, decode.d5.loss_dice: 0.6675, decode.d6.loss_cls: 0.1834, decode.d6.loss_mask: 0.4446, decode.d6.loss_dice: 0.6647, decode.d7.loss_cls: 0.1825, decode.d7.loss_mask: 0.4447, decode.d7.loss_dice: 0.6651, decode.d8.loss_cls: 0.1829, decode.d8.loss_mask: 0.4430, decode.d8.loss_dice: 0.6634, loss: 14.2034, grad_norm: 61.7650 2023-12-26 12:08:15,773 - mmseg - INFO - Iter [136350/160000] lr: 1.478e-05, eta: 3:17:42, time: 0.485, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1654, decode.loss_mask: 0.4255, decode.loss_dice: 0.6375, decode.d0.loss_cls: 1.1555, decode.d0.loss_mask: 0.4609, decode.d0.loss_dice: 0.7067, decode.d1.loss_cls: 0.2431, decode.d1.loss_mask: 0.4390, decode.d1.loss_dice: 0.6698, decode.d2.loss_cls: 0.1986, decode.d2.loss_mask: 0.4328, decode.d2.loss_dice: 0.6516, decode.d3.loss_cls: 0.1872, decode.d3.loss_mask: 0.4297, decode.d3.loss_dice: 0.6433, decode.d4.loss_cls: 0.1759, decode.d4.loss_mask: 0.4304, decode.d4.loss_dice: 0.6422, decode.d5.loss_cls: 0.1713, decode.d5.loss_mask: 0.4277, decode.d5.loss_dice: 0.6419, decode.d6.loss_cls: 0.1713, decode.d6.loss_mask: 0.4267, decode.d6.loss_dice: 0.6411, decode.d7.loss_cls: 0.1620, decode.d7.loss_mask: 0.4261, decode.d7.loss_dice: 0.6372, decode.d8.loss_cls: 0.1629, decode.d8.loss_mask: 0.4249, decode.d8.loss_dice: 0.6372, loss: 13.6254, grad_norm: 61.5306 2023-12-26 12:08:39,807 - mmseg - INFO - Iter [136400/160000] lr: 1.475e-05, eta: 3:17:17, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1590, decode.loss_mask: 0.4394, decode.loss_dice: 0.6437, decode.d0.loss_cls: 1.1326, decode.d0.loss_mask: 0.4734, decode.d0.loss_dice: 0.7033, decode.d1.loss_cls: 0.2307, decode.d1.loss_mask: 0.4529, decode.d1.loss_dice: 0.6759, decode.d2.loss_cls: 0.1916, decode.d2.loss_mask: 0.4455, decode.d2.loss_dice: 0.6563, decode.d3.loss_cls: 0.1836, decode.d3.loss_mask: 0.4412, decode.d3.loss_dice: 0.6490, decode.d4.loss_cls: 0.1698, decode.d4.loss_mask: 0.4434, decode.d4.loss_dice: 0.6479, decode.d5.loss_cls: 0.1666, decode.d5.loss_mask: 0.4413, decode.d5.loss_dice: 0.6454, decode.d6.loss_cls: 0.1668, decode.d6.loss_mask: 0.4403, decode.d6.loss_dice: 0.6425, decode.d7.loss_cls: 0.1620, decode.d7.loss_mask: 0.4397, decode.d7.loss_dice: 0.6425, decode.d8.loss_cls: 0.1626, decode.d8.loss_mask: 0.4394, decode.d8.loss_dice: 0.6429, loss: 13.7312, grad_norm: 57.1681 2023-12-26 12:09:04,336 - mmseg - INFO - Iter [136450/160000] lr: 1.472e-05, eta: 3:16:52, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1632, decode.loss_mask: 0.4616, decode.loss_dice: 0.6753, decode.d0.loss_cls: 1.1167, decode.d0.loss_mask: 0.5015, decode.d0.loss_dice: 0.7455, decode.d1.loss_cls: 0.2393, decode.d1.loss_mask: 0.4754, decode.d1.loss_dice: 0.7114, decode.d2.loss_cls: 0.2110, decode.d2.loss_mask: 0.4696, decode.d2.loss_dice: 0.6883, decode.d3.loss_cls: 0.1912, decode.d3.loss_mask: 0.4668, decode.d3.loss_dice: 0.6844, decode.d4.loss_cls: 0.1801, decode.d4.loss_mask: 0.4649, decode.d4.loss_dice: 0.6820, decode.d5.loss_cls: 0.1766, decode.d5.loss_mask: 0.4639, decode.d5.loss_dice: 0.6816, decode.d6.loss_cls: 0.1713, decode.d6.loss_mask: 0.4618, decode.d6.loss_dice: 0.6732, decode.d7.loss_cls: 0.1642, decode.d7.loss_mask: 0.4624, decode.d7.loss_dice: 0.6750, decode.d8.loss_cls: 0.1675, decode.d8.loss_mask: 0.4618, decode.d8.loss_dice: 0.6727, loss: 14.3602, grad_norm: 65.9087 2023-12-26 12:09:28,666 - mmseg - INFO - Iter [136500/160000] lr: 1.469e-05, eta: 3:16:26, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1861, decode.loss_mask: 0.4440, decode.loss_dice: 0.6639, decode.d0.loss_cls: 1.1658, decode.d0.loss_mask: 0.4829, decode.d0.loss_dice: 0.7359, decode.d1.loss_cls: 0.2650, decode.d1.loss_mask: 0.4577, decode.d1.loss_dice: 0.6979, decode.d2.loss_cls: 0.2301, decode.d2.loss_mask: 0.4504, decode.d2.loss_dice: 0.6763, decode.d3.loss_cls: 0.2117, decode.d3.loss_mask: 0.4486, decode.d3.loss_dice: 0.6705, decode.d4.loss_cls: 0.2025, decode.d4.loss_mask: 0.4480, decode.d4.loss_dice: 0.6710, decode.d5.loss_cls: 0.1958, decode.d5.loss_mask: 0.4465, decode.d5.loss_dice: 0.6682, decode.d6.loss_cls: 0.1913, decode.d6.loss_mask: 0.4448, decode.d6.loss_dice: 0.6660, decode.d7.loss_cls: 0.1900, decode.d7.loss_mask: 0.4437, decode.d7.loss_dice: 0.6694, decode.d8.loss_cls: 0.1900, decode.d8.loss_mask: 0.4439, decode.d8.loss_dice: 0.6631, loss: 14.3213, grad_norm: 57.4564 2023-12-26 12:09:52,972 - mmseg - INFO - Iter [136550/160000] lr: 1.466e-05, eta: 3:16:01, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1634, decode.loss_mask: 0.4227, decode.loss_dice: 0.6565, decode.d0.loss_cls: 1.1606, decode.d0.loss_mask: 0.4573, decode.d0.loss_dice: 0.7221, decode.d1.loss_cls: 0.2357, decode.d1.loss_mask: 0.4368, decode.d1.loss_dice: 0.6929, decode.d2.loss_cls: 0.1975, decode.d2.loss_mask: 0.4301, decode.d2.loss_dice: 0.6722, decode.d3.loss_cls: 0.1861, decode.d3.loss_mask: 0.4259, decode.d3.loss_dice: 0.6610, decode.d4.loss_cls: 0.1802, decode.d4.loss_mask: 0.4245, decode.d4.loss_dice: 0.6636, decode.d5.loss_cls: 0.1751, decode.d5.loss_mask: 0.4245, decode.d5.loss_dice: 0.6625, decode.d6.loss_cls: 0.1691, decode.d6.loss_mask: 0.4239, decode.d6.loss_dice: 0.6555, decode.d7.loss_cls: 0.1648, decode.d7.loss_mask: 0.4234, decode.d7.loss_dice: 0.6593, decode.d8.loss_cls: 0.1645, decode.d8.loss_mask: 0.4221, decode.d8.loss_dice: 0.6574, loss: 13.7911, grad_norm: 64.4198 2023-12-26 12:10:17,276 - mmseg - INFO - Iter [136600/160000] lr: 1.463e-05, eta: 3:15:36, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1708, decode.loss_mask: 0.4508, decode.loss_dice: 0.6749, decode.d0.loss_cls: 1.1317, decode.d0.loss_mask: 0.4898, decode.d0.loss_dice: 0.7454, decode.d1.loss_cls: 0.2431, decode.d1.loss_mask: 0.4683, decode.d1.loss_dice: 0.7068, decode.d2.loss_cls: 0.2087, decode.d2.loss_mask: 0.4583, decode.d2.loss_dice: 0.6924, decode.d3.loss_cls: 0.1947, decode.d3.loss_mask: 0.4546, decode.d3.loss_dice: 0.6802, decode.d4.loss_cls: 0.1852, decode.d4.loss_mask: 0.4539, decode.d4.loss_dice: 0.6784, decode.d5.loss_cls: 0.1815, decode.d5.loss_mask: 0.4508, decode.d5.loss_dice: 0.6782, decode.d6.loss_cls: 0.1767, decode.d6.loss_mask: 0.4510, decode.d6.loss_dice: 0.6740, decode.d7.loss_cls: 0.1752, decode.d7.loss_mask: 0.4504, decode.d7.loss_dice: 0.6765, decode.d8.loss_cls: 0.1737, decode.d8.loss_mask: 0.4505, decode.d8.loss_dice: 0.6699, loss: 14.2964, grad_norm: 60.9322 2023-12-26 12:10:41,537 - mmseg - INFO - Iter [136650/160000] lr: 1.459e-05, eta: 3:15:11, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1695, decode.loss_mask: 0.4327, decode.loss_dice: 0.6584, decode.d0.loss_cls: 1.1605, decode.d0.loss_mask: 0.4711, decode.d0.loss_dice: 0.7318, decode.d1.loss_cls: 0.2402, decode.d1.loss_mask: 0.4483, decode.d1.loss_dice: 0.6921, decode.d2.loss_cls: 0.2123, decode.d2.loss_mask: 0.4393, decode.d2.loss_dice: 0.6795, decode.d3.loss_cls: 0.1947, decode.d3.loss_mask: 0.4350, decode.d3.loss_dice: 0.6634, decode.d4.loss_cls: 0.1860, decode.d4.loss_mask: 0.4352, decode.d4.loss_dice: 0.6619, decode.d5.loss_cls: 0.1761, decode.d5.loss_mask: 0.4329, decode.d5.loss_dice: 0.6630, decode.d6.loss_cls: 0.1705, decode.d6.loss_mask: 0.4332, decode.d6.loss_dice: 0.6594, decode.d7.loss_cls: 0.1680, decode.d7.loss_mask: 0.4324, decode.d7.loss_dice: 0.6607, decode.d8.loss_cls: 0.1695, decode.d8.loss_mask: 0.4329, decode.d8.loss_dice: 0.6602, loss: 13.9705, grad_norm: 62.2000 2023-12-26 12:11:05,568 - mmseg - INFO - Iter [136700/160000] lr: 1.456e-05, eta: 3:14:45, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1772, decode.loss_mask: 0.4527, decode.loss_dice: 0.6796, decode.d0.loss_cls: 1.1384, decode.d0.loss_mask: 0.4902, decode.d0.loss_dice: 0.7474, decode.d1.loss_cls: 0.2509, decode.d1.loss_mask: 0.4672, decode.d1.loss_dice: 0.7169, decode.d2.loss_cls: 0.2173, decode.d2.loss_mask: 0.4571, decode.d2.loss_dice: 0.6983, decode.d3.loss_cls: 0.2044, decode.d3.loss_mask: 0.4548, decode.d3.loss_dice: 0.6856, decode.d4.loss_cls: 0.1935, decode.d4.loss_mask: 0.4543, decode.d4.loss_dice: 0.6850, decode.d5.loss_cls: 0.1861, decode.d5.loss_mask: 0.4535, decode.d5.loss_dice: 0.6848, decode.d6.loss_cls: 0.1820, decode.d6.loss_mask: 0.4528, decode.d6.loss_dice: 0.6828, decode.d7.loss_cls: 0.1789, decode.d7.loss_mask: 0.4520, decode.d7.loss_dice: 0.6810, decode.d8.loss_cls: 0.1795, decode.d8.loss_mask: 0.4506, decode.d8.loss_dice: 0.6824, loss: 14.4371, grad_norm: 61.2628 2023-12-26 12:11:29,559 - mmseg - INFO - Iter [136750/160000] lr: 1.453e-05, eta: 3:14:20, time: 0.480, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1763, decode.loss_mask: 0.4338, decode.loss_dice: 0.6481, decode.d0.loss_cls: 1.1307, decode.d0.loss_mask: 0.4730, decode.d0.loss_dice: 0.7173, decode.d1.loss_cls: 0.2500, decode.d1.loss_mask: 0.4520, decode.d1.loss_dice: 0.6869, decode.d2.loss_cls: 0.2201, decode.d2.loss_mask: 0.4399, decode.d2.loss_dice: 0.6609, decode.d3.loss_cls: 0.2048, decode.d3.loss_mask: 0.4371, decode.d3.loss_dice: 0.6533, decode.d4.loss_cls: 0.1922, decode.d4.loss_mask: 0.4357, decode.d4.loss_dice: 0.6569, decode.d5.loss_cls: 0.1862, decode.d5.loss_mask: 0.4339, decode.d5.loss_dice: 0.6516, decode.d6.loss_cls: 0.1879, decode.d6.loss_mask: 0.4335, decode.d6.loss_dice: 0.6456, decode.d7.loss_cls: 0.1814, decode.d7.loss_mask: 0.4338, decode.d7.loss_dice: 0.6467, decode.d8.loss_cls: 0.1818, decode.d8.loss_mask: 0.4342, decode.d8.loss_dice: 0.6476, loss: 13.9335, grad_norm: 59.3079 2023-12-26 12:11:53,544 - mmseg - INFO - Iter [136800/160000] lr: 1.450e-05, eta: 3:13:55, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1659, decode.loss_mask: 0.4386, decode.loss_dice: 0.6636, decode.d0.loss_cls: 1.1232, decode.d0.loss_mask: 0.4790, decode.d0.loss_dice: 0.7409, decode.d1.loss_cls: 0.2243, decode.d1.loss_mask: 0.4523, decode.d1.loss_dice: 0.6986, decode.d2.loss_cls: 0.1971, decode.d2.loss_mask: 0.4474, decode.d2.loss_dice: 0.6843, decode.d3.loss_cls: 0.1921, decode.d3.loss_mask: 0.4431, decode.d3.loss_dice: 0.6667, decode.d4.loss_cls: 0.1778, decode.d4.loss_mask: 0.4417, decode.d4.loss_dice: 0.6692, decode.d5.loss_cls: 0.1776, decode.d5.loss_mask: 0.4391, decode.d5.loss_dice: 0.6629, decode.d6.loss_cls: 0.1705, decode.d6.loss_mask: 0.4377, decode.d6.loss_dice: 0.6597, decode.d7.loss_cls: 0.1653, decode.d7.loss_mask: 0.4391, decode.d7.loss_dice: 0.6631, decode.d8.loss_cls: 0.1650, decode.d8.loss_mask: 0.4396, decode.d8.loss_dice: 0.6631, loss: 13.9885, grad_norm: 56.7987 2023-12-26 12:12:17,887 - mmseg - INFO - Iter [136850/160000] lr: 1.447e-05, eta: 3:13:30, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1726, decode.loss_mask: 0.4345, decode.loss_dice: 0.6735, decode.d0.loss_cls: 1.1915, decode.d0.loss_mask: 0.4726, decode.d0.loss_dice: 0.7420, decode.d1.loss_cls: 0.2491, decode.d1.loss_mask: 0.4497, decode.d1.loss_dice: 0.7093, decode.d2.loss_cls: 0.2158, decode.d2.loss_mask: 0.4409, decode.d2.loss_dice: 0.6875, decode.d3.loss_cls: 0.1966, decode.d3.loss_mask: 0.4353, decode.d3.loss_dice: 0.6785, decode.d4.loss_cls: 0.1917, decode.d4.loss_mask: 0.4346, decode.d4.loss_dice: 0.6778, decode.d5.loss_cls: 0.1883, decode.d5.loss_mask: 0.4342, decode.d5.loss_dice: 0.6730, decode.d6.loss_cls: 0.1842, decode.d6.loss_mask: 0.4342, decode.d6.loss_dice: 0.6698, decode.d7.loss_cls: 0.1801, decode.d7.loss_mask: 0.4342, decode.d7.loss_dice: 0.6725, decode.d8.loss_cls: 0.1756, decode.d8.loss_mask: 0.4344, decode.d8.loss_dice: 0.6716, loss: 14.2058, grad_norm: 68.5057 2023-12-26 12:12:42,121 - mmseg - INFO - Iter [136900/160000] lr: 1.444e-05, eta: 3:13:04, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1658, decode.loss_mask: 0.4194, decode.loss_dice: 0.6576, decode.d0.loss_cls: 1.1442, decode.d0.loss_mask: 0.4521, decode.d0.loss_dice: 0.7202, decode.d1.loss_cls: 0.2434, decode.d1.loss_mask: 0.4341, decode.d1.loss_dice: 0.6894, decode.d2.loss_cls: 0.2048, decode.d2.loss_mask: 0.4251, decode.d2.loss_dice: 0.6725, decode.d3.loss_cls: 0.1950, decode.d3.loss_mask: 0.4203, decode.d3.loss_dice: 0.6595, decode.d4.loss_cls: 0.1850, decode.d4.loss_mask: 0.4195, decode.d4.loss_dice: 0.6648, decode.d5.loss_cls: 0.1796, decode.d5.loss_mask: 0.4191, decode.d5.loss_dice: 0.6590, decode.d6.loss_cls: 0.1703, decode.d6.loss_mask: 0.4190, decode.d6.loss_dice: 0.6565, decode.d7.loss_cls: 0.1681, decode.d7.loss_mask: 0.4192, decode.d7.loss_dice: 0.6592, decode.d8.loss_cls: 0.1687, decode.d8.loss_mask: 0.4191, decode.d8.loss_dice: 0.6597, loss: 13.7702, grad_norm: 56.4556 2023-12-26 12:13:06,370 - mmseg - INFO - Iter [136950/160000] lr: 1.441e-05, eta: 3:12:39, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1838, decode.loss_mask: 0.4475, decode.loss_dice: 0.6682, decode.d0.loss_cls: 1.1649, decode.d0.loss_mask: 0.4887, decode.d0.loss_dice: 0.7375, decode.d1.loss_cls: 0.2550, decode.d1.loss_mask: 0.4643, decode.d1.loss_dice: 0.7030, decode.d2.loss_cls: 0.2187, decode.d2.loss_mask: 0.4528, decode.d2.loss_dice: 0.6853, decode.d3.loss_cls: 0.2082, decode.d3.loss_mask: 0.4512, decode.d3.loss_dice: 0.6719, decode.d4.loss_cls: 0.1953, decode.d4.loss_mask: 0.4507, decode.d4.loss_dice: 0.6727, decode.d5.loss_cls: 0.1921, decode.d5.loss_mask: 0.4501, decode.d5.loss_dice: 0.6702, decode.d6.loss_cls: 0.1899, decode.d6.loss_mask: 0.4475, decode.d6.loss_dice: 0.6657, decode.d7.loss_cls: 0.1857, decode.d7.loss_mask: 0.4478, decode.d7.loss_dice: 0.6668, decode.d8.loss_cls: 0.1891, decode.d8.loss_mask: 0.4467, decode.d8.loss_dice: 0.6643, loss: 14.3358, grad_norm: 60.9430 2023-12-26 12:13:30,534 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 12:13:30,535 - mmseg - INFO - Iter [137000/160000] lr: 1.438e-05, eta: 3:12:14, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1947, decode.loss_mask: 0.4645, decode.loss_dice: 0.6859, decode.d0.loss_cls: 1.1771, decode.d0.loss_mask: 0.5044, decode.d0.loss_dice: 0.7644, decode.d1.loss_cls: 0.2658, decode.d1.loss_mask: 0.4794, decode.d1.loss_dice: 0.7267, decode.d2.loss_cls: 0.2363, decode.d2.loss_mask: 0.4695, decode.d2.loss_dice: 0.7052, decode.d3.loss_cls: 0.2230, decode.d3.loss_mask: 0.4657, decode.d3.loss_dice: 0.6915, decode.d4.loss_cls: 0.2045, decode.d4.loss_mask: 0.4658, decode.d4.loss_dice: 0.6936, decode.d5.loss_cls: 0.2023, decode.d5.loss_mask: 0.4654, decode.d5.loss_dice: 0.6913, decode.d6.loss_cls: 0.1959, decode.d6.loss_mask: 0.4655, decode.d6.loss_dice: 0.6885, decode.d7.loss_cls: 0.1963, decode.d7.loss_mask: 0.4644, decode.d7.loss_dice: 0.6859, decode.d8.loss_cls: 0.1953, decode.d8.loss_mask: 0.4643, decode.d8.loss_dice: 0.6871, loss: 14.8203, grad_norm: 65.3694 2023-12-26 12:13:54,682 - mmseg - INFO - Iter [137050/160000] lr: 1.434e-05, eta: 3:11:49, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1752, decode.loss_mask: 0.4477, decode.loss_dice: 0.6699, decode.d0.loss_cls: 1.1624, decode.d0.loss_mask: 0.4831, decode.d0.loss_dice: 0.7436, decode.d1.loss_cls: 0.2507, decode.d1.loss_mask: 0.4616, decode.d1.loss_dice: 0.7082, decode.d2.loss_cls: 0.2171, decode.d2.loss_mask: 0.4531, decode.d2.loss_dice: 0.6890, decode.d3.loss_cls: 0.1991, decode.d3.loss_mask: 0.4500, decode.d3.loss_dice: 0.6767, decode.d4.loss_cls: 0.1876, decode.d4.loss_mask: 0.4510, decode.d4.loss_dice: 0.6775, decode.d5.loss_cls: 0.1824, decode.d5.loss_mask: 0.4492, decode.d5.loss_dice: 0.6757, decode.d6.loss_cls: 0.1817, decode.d6.loss_mask: 0.4494, decode.d6.loss_dice: 0.6690, decode.d7.loss_cls: 0.1794, decode.d7.loss_mask: 0.4494, decode.d7.loss_dice: 0.6706, decode.d8.loss_cls: 0.1779, decode.d8.loss_mask: 0.4488, decode.d8.loss_dice: 0.6720, loss: 14.3087, grad_norm: 59.7460 2023-12-26 12:14:18,894 - mmseg - INFO - Iter [137100/160000] lr: 1.431e-05, eta: 3:11:23, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1734, decode.loss_mask: 0.4472, decode.loss_dice: 0.6749, decode.d0.loss_cls: 1.1443, decode.d0.loss_mask: 0.4861, decode.d0.loss_dice: 0.7464, decode.d1.loss_cls: 0.2494, decode.d1.loss_mask: 0.4606, decode.d1.loss_dice: 0.7102, decode.d2.loss_cls: 0.2139, decode.d2.loss_mask: 0.4536, decode.d2.loss_dice: 0.6902, decode.d3.loss_cls: 0.2073, decode.d3.loss_mask: 0.4491, decode.d3.loss_dice: 0.6796, decode.d4.loss_cls: 0.1952, decode.d4.loss_mask: 0.4501, decode.d4.loss_dice: 0.6781, decode.d5.loss_cls: 0.1843, decode.d5.loss_mask: 0.4499, decode.d5.loss_dice: 0.6801, decode.d6.loss_cls: 0.1832, decode.d6.loss_mask: 0.4476, decode.d6.loss_dice: 0.6754, decode.d7.loss_cls: 0.1762, decode.d7.loss_mask: 0.4486, decode.d7.loss_dice: 0.6731, decode.d8.loss_cls: 0.1718, decode.d8.loss_mask: 0.4477, decode.d8.loss_dice: 0.6794, loss: 14.3268, grad_norm: 61.1492 2023-12-26 12:14:42,847 - mmseg - INFO - Iter [137150/160000] lr: 1.428e-05, eta: 3:10:58, time: 0.479, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1764, decode.loss_mask: 0.4540, decode.loss_dice: 0.6721, decode.d0.loss_cls: 1.1687, decode.d0.loss_mask: 0.4893, decode.d0.loss_dice: 0.7405, decode.d1.loss_cls: 0.2566, decode.d1.loss_mask: 0.4651, decode.d1.loss_dice: 0.7056, decode.d2.loss_cls: 0.2162, decode.d2.loss_mask: 0.4627, decode.d2.loss_dice: 0.6886, decode.d3.loss_cls: 0.2029, decode.d3.loss_mask: 0.4588, decode.d3.loss_dice: 0.6770, decode.d4.loss_cls: 0.1948, decode.d4.loss_mask: 0.4574, decode.d4.loss_dice: 0.6738, decode.d5.loss_cls: 0.1859, decode.d5.loss_mask: 0.4556, decode.d5.loss_dice: 0.6729, decode.d6.loss_cls: 0.1848, decode.d6.loss_mask: 0.4555, decode.d6.loss_dice: 0.6712, decode.d7.loss_cls: 0.1816, decode.d7.loss_mask: 0.4531, decode.d7.loss_dice: 0.6671, decode.d8.loss_cls: 0.1788, decode.d8.loss_mask: 0.4527, decode.d8.loss_dice: 0.6733, loss: 14.3930, grad_norm: 64.6883 2023-12-26 12:15:07,047 - mmseg - INFO - Iter [137200/160000] lr: 1.425e-05, eta: 3:10:33, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1898, decode.loss_mask: 0.4317, decode.loss_dice: 0.6737, decode.d0.loss_cls: 1.1657, decode.d0.loss_mask: 0.4730, decode.d0.loss_dice: 0.7515, decode.d1.loss_cls: 0.2666, decode.d1.loss_mask: 0.4485, decode.d1.loss_dice: 0.7149, decode.d2.loss_cls: 0.2334, decode.d2.loss_mask: 0.4390, decode.d2.loss_dice: 0.6923, decode.d3.loss_cls: 0.2128, decode.d3.loss_mask: 0.4367, decode.d3.loss_dice: 0.6819, decode.d4.loss_cls: 0.2046, decode.d4.loss_mask: 0.4348, decode.d4.loss_dice: 0.6792, decode.d5.loss_cls: 0.2005, decode.d5.loss_mask: 0.4335, decode.d5.loss_dice: 0.6765, decode.d6.loss_cls: 0.1942, decode.d6.loss_mask: 0.4334, decode.d6.loss_dice: 0.6733, decode.d7.loss_cls: 0.1912, decode.d7.loss_mask: 0.4335, decode.d7.loss_dice: 0.6744, decode.d8.loss_cls: 0.1913, decode.d8.loss_mask: 0.4323, decode.d8.loss_dice: 0.6762, loss: 14.3404, grad_norm: 64.6714 2023-12-26 12:15:31,059 - mmseg - INFO - Iter [137250/160000] lr: 1.422e-05, eta: 3:10:08, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1697, decode.loss_mask: 0.4347, decode.loss_dice: 0.6772, decode.d0.loss_cls: 1.1432, decode.d0.loss_mask: 0.4711, decode.d0.loss_dice: 0.7523, decode.d1.loss_cls: 0.2435, decode.d1.loss_mask: 0.4478, decode.d1.loss_dice: 0.7076, decode.d2.loss_cls: 0.2097, decode.d2.loss_mask: 0.4409, decode.d2.loss_dice: 0.6948, decode.d3.loss_cls: 0.1969, decode.d3.loss_mask: 0.4382, decode.d3.loss_dice: 0.6853, decode.d4.loss_cls: 0.1903, decode.d4.loss_mask: 0.4372, decode.d4.loss_dice: 0.6850, decode.d5.loss_cls: 0.1884, decode.d5.loss_mask: 0.4371, decode.d5.loss_dice: 0.6829, decode.d6.loss_cls: 0.1827, decode.d6.loss_mask: 0.4344, decode.d6.loss_dice: 0.6763, decode.d7.loss_cls: 0.1740, decode.d7.loss_mask: 0.4355, decode.d7.loss_dice: 0.6797, decode.d8.loss_cls: 0.1743, decode.d8.loss_mask: 0.4334, decode.d8.loss_dice: 0.6785, loss: 14.2026, grad_norm: 62.6136 2023-12-26 12:15:55,217 - mmseg - INFO - Iter [137300/160000] lr: 1.419e-05, eta: 3:09:42, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1813, decode.loss_mask: 0.4354, decode.loss_dice: 0.6569, decode.d0.loss_cls: 1.1813, decode.d0.loss_mask: 0.4734, decode.d0.loss_dice: 0.7337, decode.d1.loss_cls: 0.2504, decode.d1.loss_mask: 0.4483, decode.d1.loss_dice: 0.6926, decode.d2.loss_cls: 0.2199, decode.d2.loss_mask: 0.4404, decode.d2.loss_dice: 0.6741, decode.d3.loss_cls: 0.2035, decode.d3.loss_mask: 0.4376, decode.d3.loss_dice: 0.6681, decode.d4.loss_cls: 0.1960, decode.d4.loss_mask: 0.4382, decode.d4.loss_dice: 0.6665, decode.d5.loss_cls: 0.1893, decode.d5.loss_mask: 0.4360, decode.d5.loss_dice: 0.6610, decode.d6.loss_cls: 0.1870, decode.d6.loss_mask: 0.4356, decode.d6.loss_dice: 0.6601, decode.d7.loss_cls: 0.1788, decode.d7.loss_mask: 0.4359, decode.d7.loss_dice: 0.6590, decode.d8.loss_cls: 0.1839, decode.d8.loss_mask: 0.4345, decode.d8.loss_dice: 0.6587, loss: 14.1178, grad_norm: 60.8448 2023-12-26 12:16:19,203 - mmseg - INFO - Iter [137350/160000] lr: 1.416e-05, eta: 3:09:17, time: 0.482, data_time: 0.015, memory: 40245, decode.loss_cls: 0.1772, decode.loss_mask: 0.4449, decode.loss_dice: 0.6565, decode.d0.loss_cls: 1.1681, decode.d0.loss_mask: 0.4846, decode.d0.loss_dice: 0.7295, decode.d1.loss_cls: 0.2372, decode.d1.loss_mask: 0.4583, decode.d1.loss_dice: 0.6920, decode.d2.loss_cls: 0.2112, decode.d2.loss_mask: 0.4523, decode.d2.loss_dice: 0.6743, decode.d3.loss_cls: 0.1991, decode.d3.loss_mask: 0.4511, decode.d3.loss_dice: 0.6681, decode.d4.loss_cls: 0.1870, decode.d4.loss_mask: 0.4498, decode.d4.loss_dice: 0.6636, decode.d5.loss_cls: 0.1805, decode.d5.loss_mask: 0.4483, decode.d5.loss_dice: 0.6609, decode.d6.loss_cls: 0.1857, decode.d6.loss_mask: 0.4463, decode.d6.loss_dice: 0.6572, decode.d7.loss_cls: 0.1787, decode.d7.loss_mask: 0.4464, decode.d7.loss_dice: 0.6573, decode.d8.loss_cls: 0.1796, decode.d8.loss_mask: 0.4451, decode.d8.loss_dice: 0.6547, loss: 14.1454, grad_norm: 64.4353 2023-12-26 12:16:43,330 - mmseg - INFO - Iter [137400/160000] lr: 1.413e-05, eta: 3:08:52, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1723, decode.loss_mask: 0.4460, decode.loss_dice: 0.6749, decode.d0.loss_cls: 1.1575, decode.d0.loss_mask: 0.4788, decode.d0.loss_dice: 0.7456, decode.d1.loss_cls: 0.2406, decode.d1.loss_mask: 0.4571, decode.d1.loss_dice: 0.7063, decode.d2.loss_cls: 0.2114, decode.d2.loss_mask: 0.4514, decode.d2.loss_dice: 0.6906, decode.d3.loss_cls: 0.2044, decode.d3.loss_mask: 0.4483, decode.d3.loss_dice: 0.6776, decode.d4.loss_cls: 0.1922, decode.d4.loss_mask: 0.4474, decode.d4.loss_dice: 0.6762, decode.d5.loss_cls: 0.1845, decode.d5.loss_mask: 0.4477, decode.d5.loss_dice: 0.6745, decode.d6.loss_cls: 0.1785, decode.d6.loss_mask: 0.4463, decode.d6.loss_dice: 0.6714, decode.d7.loss_cls: 0.1755, decode.d7.loss_mask: 0.4463, decode.d7.loss_dice: 0.6684, decode.d8.loss_cls: 0.1743, decode.d8.loss_mask: 0.4458, decode.d8.loss_dice: 0.6705, loss: 14.2622, grad_norm: 60.3058 2023-12-26 12:17:08,037 - mmseg - INFO - Iter [137450/160000] lr: 1.409e-05, eta: 3:08:27, time: 0.494, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1743, decode.loss_mask: 0.4313, decode.loss_dice: 0.6489, decode.d0.loss_cls: 1.1612, decode.d0.loss_mask: 0.4666, decode.d0.loss_dice: 0.7213, decode.d1.loss_cls: 0.2395, decode.d1.loss_mask: 0.4415, decode.d1.loss_dice: 0.6826, decode.d2.loss_cls: 0.2077, decode.d2.loss_mask: 0.4355, decode.d2.loss_dice: 0.6639, decode.d3.loss_cls: 0.1928, decode.d3.loss_mask: 0.4351, decode.d3.loss_dice: 0.6540, decode.d4.loss_cls: 0.1859, decode.d4.loss_mask: 0.4328, decode.d4.loss_dice: 0.6554, decode.d5.loss_cls: 0.1790, decode.d5.loss_mask: 0.4324, decode.d5.loss_dice: 0.6533, decode.d6.loss_cls: 0.1805, decode.d6.loss_mask: 0.4326, decode.d6.loss_dice: 0.6497, decode.d7.loss_cls: 0.1732, decode.d7.loss_mask: 0.4318, decode.d7.loss_dice: 0.6500, decode.d8.loss_cls: 0.1716, decode.d8.loss_mask: 0.4306, decode.d8.loss_dice: 0.6511, loss: 13.8661, grad_norm: 68.7972 2023-12-26 12:17:32,836 - mmseg - INFO - Iter [137500/160000] lr: 1.406e-05, eta: 3:08:02, time: 0.496, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1748, decode.loss_mask: 0.4486, decode.loss_dice: 0.6708, decode.d0.loss_cls: 1.1559, decode.d0.loss_mask: 0.4840, decode.d0.loss_dice: 0.7442, decode.d1.loss_cls: 0.2508, decode.d1.loss_mask: 0.4646, decode.d1.loss_dice: 0.7071, decode.d2.loss_cls: 0.2127, decode.d2.loss_mask: 0.4559, decode.d2.loss_dice: 0.6895, decode.d3.loss_cls: 0.2009, decode.d3.loss_mask: 0.4532, decode.d3.loss_dice: 0.6758, decode.d4.loss_cls: 0.1838, decode.d4.loss_mask: 0.4544, decode.d4.loss_dice: 0.6801, decode.d5.loss_cls: 0.1827, decode.d5.loss_mask: 0.4506, decode.d5.loss_dice: 0.6766, decode.d6.loss_cls: 0.1826, decode.d6.loss_mask: 0.4506, decode.d6.loss_dice: 0.6696, decode.d7.loss_cls: 0.1801, decode.d7.loss_mask: 0.4500, decode.d7.loss_dice: 0.6760, decode.d8.loss_cls: 0.1800, decode.d8.loss_mask: 0.4488, decode.d8.loss_dice: 0.6727, loss: 14.3274, grad_norm: 65.1465 2023-12-26 12:17:57,752 - mmseg - INFO - Iter [137550/160000] lr: 1.403e-05, eta: 3:07:37, time: 0.498, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1666, decode.loss_mask: 0.4376, decode.loss_dice: 0.6518, decode.d0.loss_cls: 1.1272, decode.d0.loss_mask: 0.4702, decode.d0.loss_dice: 0.7223, decode.d1.loss_cls: 0.2272, decode.d1.loss_mask: 0.4494, decode.d1.loss_dice: 0.6862, decode.d2.loss_cls: 0.2020, decode.d2.loss_mask: 0.4423, decode.d2.loss_dice: 0.6681, decode.d3.loss_cls: 0.1912, decode.d3.loss_mask: 0.4390, decode.d3.loss_dice: 0.6592, decode.d4.loss_cls: 0.1835, decode.d4.loss_mask: 0.4373, decode.d4.loss_dice: 0.6584, decode.d5.loss_cls: 0.1799, decode.d5.loss_mask: 0.4365, decode.d5.loss_dice: 0.6589, decode.d6.loss_cls: 0.1752, decode.d6.loss_mask: 0.4371, decode.d6.loss_dice: 0.6542, decode.d7.loss_cls: 0.1688, decode.d7.loss_mask: 0.4378, decode.d7.loss_dice: 0.6558, decode.d8.loss_cls: 0.1658, decode.d8.loss_mask: 0.4368, decode.d8.loss_dice: 0.6567, loss: 13.8830, grad_norm: 60.4096 2023-12-26 12:18:25,280 - mmseg - INFO - Iter [137600/160000] lr: 1.400e-05, eta: 3:07:12, time: 0.551, data_time: 0.057, memory: 40245, decode.loss_cls: 0.1732, decode.loss_mask: 0.4354, decode.loss_dice: 0.6609, decode.d0.loss_cls: 1.1682, decode.d0.loss_mask: 0.4690, decode.d0.loss_dice: 0.7327, decode.d1.loss_cls: 0.2515, decode.d1.loss_mask: 0.4490, decode.d1.loss_dice: 0.6937, decode.d2.loss_cls: 0.2205, decode.d2.loss_mask: 0.4408, decode.d2.loss_dice: 0.6751, decode.d3.loss_cls: 0.2073, decode.d3.loss_mask: 0.4396, decode.d3.loss_dice: 0.6678, decode.d4.loss_cls: 0.1962, decode.d4.loss_mask: 0.4365, decode.d4.loss_dice: 0.6630, decode.d5.loss_cls: 0.1874, decode.d5.loss_mask: 0.4346, decode.d5.loss_dice: 0.6670, decode.d6.loss_cls: 0.1861, decode.d6.loss_mask: 0.4355, decode.d6.loss_dice: 0.6613, decode.d7.loss_cls: 0.1785, decode.d7.loss_mask: 0.4354, decode.d7.loss_dice: 0.6633, decode.d8.loss_cls: 0.1762, decode.d8.loss_mask: 0.4345, decode.d8.loss_dice: 0.6616, loss: 14.1018, grad_norm: 62.0941 2023-12-26 12:18:49,558 - mmseg - INFO - Iter [137650/160000] lr: 1.397e-05, eta: 3:06:47, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1755, decode.loss_mask: 0.4495, decode.loss_dice: 0.6596, decode.d0.loss_cls: 1.1653, decode.d0.loss_mask: 0.4918, decode.d0.loss_dice: 0.7325, decode.d1.loss_cls: 0.2513, decode.d1.loss_mask: 0.4650, decode.d1.loss_dice: 0.6948, decode.d2.loss_cls: 0.2181, decode.d2.loss_mask: 0.4556, decode.d2.loss_dice: 0.6781, decode.d3.loss_cls: 0.1993, decode.d3.loss_mask: 0.4529, decode.d3.loss_dice: 0.6688, decode.d4.loss_cls: 0.1921, decode.d4.loss_mask: 0.4518, decode.d4.loss_dice: 0.6672, decode.d5.loss_cls: 0.1836, decode.d5.loss_mask: 0.4516, decode.d5.loss_dice: 0.6656, decode.d6.loss_cls: 0.1786, decode.d6.loss_mask: 0.4504, decode.d6.loss_dice: 0.6613, decode.d7.loss_cls: 0.1753, decode.d7.loss_mask: 0.4501, decode.d7.loss_dice: 0.6591, decode.d8.loss_cls: 0.1766, decode.d8.loss_mask: 0.4500, decode.d8.loss_dice: 0.6588, loss: 14.2302, grad_norm: 64.7770 2023-12-26 12:19:13,980 - mmseg - INFO - Iter [137700/160000] lr: 1.394e-05, eta: 3:06:22, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1788, decode.loss_mask: 0.4346, decode.loss_dice: 0.6592, decode.d0.loss_cls: 1.1619, decode.d0.loss_mask: 0.4682, decode.d0.loss_dice: 0.7219, decode.d1.loss_cls: 0.2487, decode.d1.loss_mask: 0.4493, decode.d1.loss_dice: 0.6902, decode.d2.loss_cls: 0.2209, decode.d2.loss_mask: 0.4418, decode.d2.loss_dice: 0.6732, decode.d3.loss_cls: 0.2030, decode.d3.loss_mask: 0.4374, decode.d3.loss_dice: 0.6631, decode.d4.loss_cls: 0.1969, decode.d4.loss_mask: 0.4363, decode.d4.loss_dice: 0.6629, decode.d5.loss_cls: 0.1941, decode.d5.loss_mask: 0.4359, decode.d5.loss_dice: 0.6647, decode.d6.loss_cls: 0.1865, decode.d6.loss_mask: 0.4342, decode.d6.loss_dice: 0.6572, decode.d7.loss_cls: 0.1834, decode.d7.loss_mask: 0.4343, decode.d7.loss_dice: 0.6601, decode.d8.loss_cls: 0.1789, decode.d8.loss_mask: 0.4346, decode.d8.loss_dice: 0.6551, loss: 14.0676, grad_norm: 56.9748 2023-12-26 12:19:38,282 - mmseg - INFO - Iter [137750/160000] lr: 1.391e-05, eta: 3:05:56, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1769, decode.loss_mask: 0.4357, decode.loss_dice: 0.6575, decode.d0.loss_cls: 1.1310, decode.d0.loss_mask: 0.4713, decode.d0.loss_dice: 0.7312, decode.d1.loss_cls: 0.2514, decode.d1.loss_mask: 0.4510, decode.d1.loss_dice: 0.6980, decode.d2.loss_cls: 0.2113, decode.d2.loss_mask: 0.4446, decode.d2.loss_dice: 0.6743, decode.d3.loss_cls: 0.1998, decode.d3.loss_mask: 0.4415, decode.d3.loss_dice: 0.6635, decode.d4.loss_cls: 0.1893, decode.d4.loss_mask: 0.4409, decode.d4.loss_dice: 0.6647, decode.d5.loss_cls: 0.1888, decode.d5.loss_mask: 0.4384, decode.d5.loss_dice: 0.6659, decode.d6.loss_cls: 0.1824, decode.d6.loss_mask: 0.4373, decode.d6.loss_dice: 0.6608, decode.d7.loss_cls: 0.1803, decode.d7.loss_mask: 0.4381, decode.d7.loss_dice: 0.6633, decode.d8.loss_cls: 0.1749, decode.d8.loss_mask: 0.4371, decode.d8.loss_dice: 0.6638, loss: 14.0650, grad_norm: 62.5097 2023-12-26 12:20:02,775 - mmseg - INFO - Iter [137800/160000] lr: 1.388e-05, eta: 3:05:31, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1582, decode.loss_mask: 0.4377, decode.loss_dice: 0.6758, decode.d0.loss_cls: 1.1473, decode.d0.loss_mask: 0.4741, decode.d0.loss_dice: 0.7322, decode.d1.loss_cls: 0.2317, decode.d1.loss_mask: 0.4529, decode.d1.loss_dice: 0.7078, decode.d2.loss_cls: 0.2018, decode.d2.loss_mask: 0.4451, decode.d2.loss_dice: 0.6898, decode.d3.loss_cls: 0.1848, decode.d3.loss_mask: 0.4423, decode.d3.loss_dice: 0.6775, decode.d4.loss_cls: 0.1762, decode.d4.loss_mask: 0.4413, decode.d4.loss_dice: 0.6759, decode.d5.loss_cls: 0.1706, decode.d5.loss_mask: 0.4388, decode.d5.loss_dice: 0.6760, decode.d6.loss_cls: 0.1649, decode.d6.loss_mask: 0.4389, decode.d6.loss_dice: 0.6748, decode.d7.loss_cls: 0.1616, decode.d7.loss_mask: 0.4392, decode.d7.loss_dice: 0.6739, decode.d8.loss_cls: 0.1615, decode.d8.loss_mask: 0.4384, decode.d8.loss_dice: 0.6742, loss: 14.0651, grad_norm: 60.8732 2023-12-26 12:20:26,959 - mmseg - INFO - Iter [137850/160000] lr: 1.384e-05, eta: 3:05:06, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1618, decode.loss_mask: 0.4372, decode.loss_dice: 0.6629, decode.d0.loss_cls: 1.1248, decode.d0.loss_mask: 0.4785, decode.d0.loss_dice: 0.7318, decode.d1.loss_cls: 0.2342, decode.d1.loss_mask: 0.4538, decode.d1.loss_dice: 0.6971, decode.d2.loss_cls: 0.2013, decode.d2.loss_mask: 0.4451, decode.d2.loss_dice: 0.6803, decode.d3.loss_cls: 0.1891, decode.d3.loss_mask: 0.4395, decode.d3.loss_dice: 0.6699, decode.d4.loss_cls: 0.1815, decode.d4.loss_mask: 0.4385, decode.d4.loss_dice: 0.6691, decode.d5.loss_cls: 0.1729, decode.d5.loss_mask: 0.4387, decode.d5.loss_dice: 0.6675, decode.d6.loss_cls: 0.1706, decode.d6.loss_mask: 0.4368, decode.d6.loss_dice: 0.6615, decode.d7.loss_cls: 0.1626, decode.d7.loss_mask: 0.4379, decode.d7.loss_dice: 0.6659, decode.d8.loss_cls: 0.1679, decode.d8.loss_mask: 0.4358, decode.d8.loss_dice: 0.6634, loss: 13.9777, grad_norm: 66.7291 2023-12-26 12:20:51,746 - mmseg - INFO - Iter [137900/160000] lr: 1.381e-05, eta: 3:04:41, time: 0.496, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1637, decode.loss_mask: 0.4386, decode.loss_dice: 0.6567, decode.d0.loss_cls: 1.1333, decode.d0.loss_mask: 0.4736, decode.d0.loss_dice: 0.7234, decode.d1.loss_cls: 0.2374, decode.d1.loss_mask: 0.4531, decode.d1.loss_dice: 0.6883, decode.d2.loss_cls: 0.2082, decode.d2.loss_mask: 0.4408, decode.d2.loss_dice: 0.6704, decode.d3.loss_cls: 0.1868, decode.d3.loss_mask: 0.4415, decode.d3.loss_dice: 0.6622, decode.d4.loss_cls: 0.1794, decode.d4.loss_mask: 0.4425, decode.d4.loss_dice: 0.6629, decode.d5.loss_cls: 0.1723, decode.d5.loss_mask: 0.4396, decode.d5.loss_dice: 0.6619, decode.d6.loss_cls: 0.1702, decode.d6.loss_mask: 0.4378, decode.d6.loss_dice: 0.6578, decode.d7.loss_cls: 0.1673, decode.d7.loss_mask: 0.4384, decode.d7.loss_dice: 0.6605, decode.d8.loss_cls: 0.1653, decode.d8.loss_mask: 0.4387, decode.d8.loss_dice: 0.6559, loss: 13.9287, grad_norm: 64.2605 2023-12-26 12:21:16,218 - mmseg - INFO - Iter [137950/160000] lr: 1.378e-05, eta: 3:04:16, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1723, decode.loss_mask: 0.4596, decode.loss_dice: 0.6742, decode.d0.loss_cls: 1.1110, decode.d0.loss_mask: 0.5022, decode.d0.loss_dice: 0.7368, decode.d1.loss_cls: 0.2397, decode.d1.loss_mask: 0.4727, decode.d1.loss_dice: 0.7057, decode.d2.loss_cls: 0.2081, decode.d2.loss_mask: 0.4647, decode.d2.loss_dice: 0.6903, decode.d3.loss_cls: 0.2018, decode.d3.loss_mask: 0.4622, decode.d3.loss_dice: 0.6810, decode.d4.loss_cls: 0.1922, decode.d4.loss_mask: 0.4635, decode.d4.loss_dice: 0.6793, decode.d5.loss_cls: 0.1883, decode.d5.loss_mask: 0.4601, decode.d5.loss_dice: 0.6740, decode.d6.loss_cls: 0.1842, decode.d6.loss_mask: 0.4614, decode.d6.loss_dice: 0.6744, decode.d7.loss_cls: 0.1856, decode.d7.loss_mask: 0.4597, decode.d7.loss_dice: 0.6770, decode.d8.loss_cls: 0.1805, decode.d8.loss_mask: 0.4600, decode.d8.loss_dice: 0.6769, loss: 14.3997, grad_norm: 66.2850 2023-12-26 12:21:40,194 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 12:21:40,194 - mmseg - INFO - Iter [138000/160000] lr: 1.375e-05, eta: 3:03:50, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1788, decode.loss_mask: 0.4441, decode.loss_dice: 0.6691, decode.d0.loss_cls: 1.1588, decode.d0.loss_mask: 0.4819, decode.d0.loss_dice: 0.7442, decode.d1.loss_cls: 0.2508, decode.d1.loss_mask: 0.4559, decode.d1.loss_dice: 0.7099, decode.d2.loss_cls: 0.2194, decode.d2.loss_mask: 0.4476, decode.d2.loss_dice: 0.6871, decode.d3.loss_cls: 0.2060, decode.d3.loss_mask: 0.4461, decode.d3.loss_dice: 0.6796, decode.d4.loss_cls: 0.1902, decode.d4.loss_mask: 0.4462, decode.d4.loss_dice: 0.6781, decode.d5.loss_cls: 0.1904, decode.d5.loss_mask: 0.4459, decode.d5.loss_dice: 0.6770, decode.d6.loss_cls: 0.1849, decode.d6.loss_mask: 0.4441, decode.d6.loss_dice: 0.6748, decode.d7.loss_cls: 0.1858, decode.d7.loss_mask: 0.4425, decode.d7.loss_dice: 0.6688, decode.d8.loss_cls: 0.1768, decode.d8.loss_mask: 0.4447, decode.d8.loss_dice: 0.6730, loss: 14.3026, grad_norm: 63.2039 2023-12-26 12:22:04,982 - mmseg - INFO - Iter [138050/160000] lr: 1.372e-05, eta: 3:03:25, time: 0.496, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1444, decode.loss_mask: 0.4115, decode.loss_dice: 0.6427, decode.d0.loss_cls: 1.1243, decode.d0.loss_mask: 0.4437, decode.d0.loss_dice: 0.7056, decode.d1.loss_cls: 0.2177, decode.d1.loss_mask: 0.4248, decode.d1.loss_dice: 0.6742, decode.d2.loss_cls: 0.1861, decode.d2.loss_mask: 0.4167, decode.d2.loss_dice: 0.6579, decode.d3.loss_cls: 0.1705, decode.d3.loss_mask: 0.4150, decode.d3.loss_dice: 0.6496, decode.d4.loss_cls: 0.1611, decode.d4.loss_mask: 0.4142, decode.d4.loss_dice: 0.6470, decode.d5.loss_cls: 0.1575, decode.d5.loss_mask: 0.4123, decode.d5.loss_dice: 0.6455, decode.d6.loss_cls: 0.1515, decode.d6.loss_mask: 0.4126, decode.d6.loss_dice: 0.6444, decode.d7.loss_cls: 0.1506, decode.d7.loss_mask: 0.4127, decode.d7.loss_dice: 0.6422, decode.d8.loss_cls: 0.1473, decode.d8.loss_mask: 0.4122, decode.d8.loss_dice: 0.6418, loss: 13.3377, grad_norm: 55.7205 2023-12-26 12:22:29,152 - mmseg - INFO - Iter [138100/160000] lr: 1.369e-05, eta: 3:03:00, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1691, decode.loss_mask: 0.4398, decode.loss_dice: 0.6677, decode.d0.loss_cls: 1.1704, decode.d0.loss_mask: 0.4789, decode.d0.loss_dice: 0.7358, decode.d1.loss_cls: 0.2417, decode.d1.loss_mask: 0.4553, decode.d1.loss_dice: 0.6988, decode.d2.loss_cls: 0.2148, decode.d2.loss_mask: 0.4464, decode.d2.loss_dice: 0.6822, decode.d3.loss_cls: 0.1976, decode.d3.loss_mask: 0.4448, decode.d3.loss_dice: 0.6703, decode.d4.loss_cls: 0.1925, decode.d4.loss_mask: 0.4436, decode.d4.loss_dice: 0.6747, decode.d5.loss_cls: 0.1809, decode.d5.loss_mask: 0.4434, decode.d5.loss_dice: 0.6726, decode.d6.loss_cls: 0.1814, decode.d6.loss_mask: 0.4417, decode.d6.loss_dice: 0.6685, decode.d7.loss_cls: 0.1743, decode.d7.loss_mask: 0.4420, decode.d7.loss_dice: 0.6683, decode.d8.loss_cls: 0.1703, decode.d8.loss_mask: 0.4409, decode.d8.loss_dice: 0.6637, loss: 14.1725, grad_norm: 62.2937 2023-12-26 12:22:53,348 - mmseg - INFO - Iter [138150/160000] lr: 1.366e-05, eta: 3:02:35, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1688, decode.loss_mask: 0.4404, decode.loss_dice: 0.6839, decode.d0.loss_cls: 1.1366, decode.d0.loss_mask: 0.4818, decode.d0.loss_dice: 0.7576, decode.d1.loss_cls: 0.2383, decode.d1.loss_mask: 0.4540, decode.d1.loss_dice: 0.7160, decode.d2.loss_cls: 0.2120, decode.d2.loss_mask: 0.4444, decode.d2.loss_dice: 0.6975, decode.d3.loss_cls: 0.2005, decode.d3.loss_mask: 0.4433, decode.d3.loss_dice: 0.6855, decode.d4.loss_cls: 0.1881, decode.d4.loss_mask: 0.4427, decode.d4.loss_dice: 0.6856, decode.d5.loss_cls: 0.1822, decode.d5.loss_mask: 0.4426, decode.d5.loss_dice: 0.6828, decode.d6.loss_cls: 0.1810, decode.d6.loss_mask: 0.4411, decode.d6.loss_dice: 0.6823, decode.d7.loss_cls: 0.1759, decode.d7.loss_mask: 0.4411, decode.d7.loss_dice: 0.6844, decode.d8.loss_cls: 0.1729, decode.d8.loss_mask: 0.4400, decode.d8.loss_dice: 0.6844, loss: 14.2877, grad_norm: 62.3997 2023-12-26 12:23:17,564 - mmseg - INFO - Iter [138200/160000] lr: 1.363e-05, eta: 3:02:10, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1730, decode.loss_mask: 0.4285, decode.loss_dice: 0.6519, decode.d0.loss_cls: 1.1527, decode.d0.loss_mask: 0.4672, decode.d0.loss_dice: 0.7188, decode.d1.loss_cls: 0.2486, decode.d1.loss_mask: 0.4443, decode.d1.loss_dice: 0.6821, decode.d2.loss_cls: 0.2173, decode.d2.loss_mask: 0.4320, decode.d2.loss_dice: 0.6651, decode.d3.loss_cls: 0.1986, decode.d3.loss_mask: 0.4311, decode.d3.loss_dice: 0.6596, decode.d4.loss_cls: 0.1962, decode.d4.loss_mask: 0.4299, decode.d4.loss_dice: 0.6569, decode.d5.loss_cls: 0.1887, decode.d5.loss_mask: 0.4306, decode.d5.loss_dice: 0.6540, decode.d6.loss_cls: 0.1816, decode.d6.loss_mask: 0.4293, decode.d6.loss_dice: 0.6523, decode.d7.loss_cls: 0.1762, decode.d7.loss_mask: 0.4293, decode.d7.loss_dice: 0.6545, decode.d8.loss_cls: 0.1761, decode.d8.loss_mask: 0.4299, decode.d8.loss_dice: 0.6490, loss: 13.9052, grad_norm: 62.2485 2023-12-26 12:23:41,647 - mmseg - INFO - Iter [138250/160000] lr: 1.359e-05, eta: 3:01:44, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1894, decode.loss_mask: 0.4489, decode.loss_dice: 0.6826, decode.d0.loss_cls: 1.1486, decode.d0.loss_mask: 0.4818, decode.d0.loss_dice: 0.7522, decode.d1.loss_cls: 0.2665, decode.d1.loss_mask: 0.4675, decode.d1.loss_dice: 0.7218, decode.d2.loss_cls: 0.2348, decode.d2.loss_mask: 0.4581, decode.d2.loss_dice: 0.6997, decode.d3.loss_cls: 0.2270, decode.d3.loss_mask: 0.4541, decode.d3.loss_dice: 0.6879, decode.d4.loss_cls: 0.2130, decode.d4.loss_mask: 0.4539, decode.d4.loss_dice: 0.6874, decode.d5.loss_cls: 0.2049, decode.d5.loss_mask: 0.4524, decode.d5.loss_dice: 0.6920, decode.d6.loss_cls: 0.2011, decode.d6.loss_mask: 0.4506, decode.d6.loss_dice: 0.6848, decode.d7.loss_cls: 0.1963, decode.d7.loss_mask: 0.4505, decode.d7.loss_dice: 0.6863, decode.d8.loss_cls: 0.1949, decode.d8.loss_mask: 0.4492, decode.d8.loss_dice: 0.6823, loss: 14.6207, grad_norm: 60.5295 2023-12-26 12:24:05,847 - mmseg - INFO - Iter [138300/160000] lr: 1.356e-05, eta: 3:01:19, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1779, decode.loss_mask: 0.4342, decode.loss_dice: 0.6505, decode.d0.loss_cls: 1.1560, decode.d0.loss_mask: 0.4735, decode.d0.loss_dice: 0.7198, decode.d1.loss_cls: 0.2480, decode.d1.loss_mask: 0.4494, decode.d1.loss_dice: 0.6845, decode.d2.loss_cls: 0.2204, decode.d2.loss_mask: 0.4394, decode.d2.loss_dice: 0.6633, decode.d3.loss_cls: 0.1994, decode.d3.loss_mask: 0.4353, decode.d3.loss_dice: 0.6562, decode.d4.loss_cls: 0.1931, decode.d4.loss_mask: 0.4359, decode.d4.loss_dice: 0.6583, decode.d5.loss_cls: 0.1918, decode.d5.loss_mask: 0.4352, decode.d5.loss_dice: 0.6546, decode.d6.loss_cls: 0.1873, decode.d6.loss_mask: 0.4346, decode.d6.loss_dice: 0.6521, decode.d7.loss_cls: 0.1830, decode.d7.loss_mask: 0.4344, decode.d7.loss_dice: 0.6502, decode.d8.loss_cls: 0.1790, decode.d8.loss_mask: 0.4344, decode.d8.loss_dice: 0.6527, loss: 13.9842, grad_norm: 55.5095 2023-12-26 12:24:29,751 - mmseg - INFO - Iter [138350/160000] lr: 1.353e-05, eta: 3:00:54, time: 0.478, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1652, decode.loss_mask: 0.4370, decode.loss_dice: 0.6590, decode.d0.loss_cls: 1.1395, decode.d0.loss_mask: 0.4732, decode.d0.loss_dice: 0.7259, decode.d1.loss_cls: 0.2439, decode.d1.loss_mask: 0.4518, decode.d1.loss_dice: 0.6919, decode.d2.loss_cls: 0.2087, decode.d2.loss_mask: 0.4416, decode.d2.loss_dice: 0.6705, decode.d3.loss_cls: 0.1953, decode.d3.loss_mask: 0.4413, decode.d3.loss_dice: 0.6631, decode.d4.loss_cls: 0.1852, decode.d4.loss_mask: 0.4408, decode.d4.loss_dice: 0.6614, decode.d5.loss_cls: 0.1790, decode.d5.loss_mask: 0.4398, decode.d5.loss_dice: 0.6624, decode.d6.loss_cls: 0.1712, decode.d6.loss_mask: 0.4396, decode.d6.loss_dice: 0.6608, decode.d7.loss_cls: 0.1652, decode.d7.loss_mask: 0.4384, decode.d7.loss_dice: 0.6594, decode.d8.loss_cls: 0.1685, decode.d8.loss_mask: 0.4373, decode.d8.loss_dice: 0.6547, loss: 13.9716, grad_norm: 57.7581 2023-12-26 12:24:53,768 - mmseg - INFO - Iter [138400/160000] lr: 1.350e-05, eta: 3:00:29, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1737, decode.loss_mask: 0.4503, decode.loss_dice: 0.6778, decode.d0.loss_cls: 1.1542, decode.d0.loss_mask: 0.4854, decode.d0.loss_dice: 0.7450, decode.d1.loss_cls: 0.2447, decode.d1.loss_mask: 0.4668, decode.d1.loss_dice: 0.7094, decode.d2.loss_cls: 0.2147, decode.d2.loss_mask: 0.4575, decode.d2.loss_dice: 0.6924, decode.d3.loss_cls: 0.2036, decode.d3.loss_mask: 0.4525, decode.d3.loss_dice: 0.6800, decode.d4.loss_cls: 0.1908, decode.d4.loss_mask: 0.4532, decode.d4.loss_dice: 0.6811, decode.d5.loss_cls: 0.1854, decode.d5.loss_mask: 0.4524, decode.d5.loss_dice: 0.6795, decode.d6.loss_cls: 0.1839, decode.d6.loss_mask: 0.4504, decode.d6.loss_dice: 0.6748, decode.d7.loss_cls: 0.1775, decode.d7.loss_mask: 0.4512, decode.d7.loss_dice: 0.6762, decode.d8.loss_cls: 0.1719, decode.d8.loss_mask: 0.4514, decode.d8.loss_dice: 0.6807, loss: 14.3684, grad_norm: 65.0264 2023-12-26 12:25:18,171 - mmseg - INFO - Iter [138450/160000] lr: 1.347e-05, eta: 3:00:03, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1785, decode.loss_mask: 0.4322, decode.loss_dice: 0.6508, decode.d0.loss_cls: 1.1706, decode.d0.loss_mask: 0.4686, decode.d0.loss_dice: 0.7279, decode.d1.loss_cls: 0.2531, decode.d1.loss_mask: 0.4452, decode.d1.loss_dice: 0.6864, decode.d2.loss_cls: 0.2204, decode.d2.loss_mask: 0.4391, decode.d2.loss_dice: 0.6686, decode.d3.loss_cls: 0.2059, decode.d3.loss_mask: 0.4330, decode.d3.loss_dice: 0.6569, decode.d4.loss_cls: 0.1943, decode.d4.loss_mask: 0.4334, decode.d4.loss_dice: 0.6584, decode.d5.loss_cls: 0.1883, decode.d5.loss_mask: 0.4334, decode.d5.loss_dice: 0.6548, decode.d6.loss_cls: 0.1821, decode.d6.loss_mask: 0.4328, decode.d6.loss_dice: 0.6548, decode.d7.loss_cls: 0.1828, decode.d7.loss_mask: 0.4322, decode.d7.loss_dice: 0.6551, decode.d8.loss_cls: 0.1823, decode.d8.loss_mask: 0.4321, decode.d8.loss_dice: 0.6572, loss: 14.0113, grad_norm: 60.7636 2023-12-26 12:25:42,392 - mmseg - INFO - Iter [138500/160000] lr: 1.344e-05, eta: 2:59:38, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1724, decode.loss_mask: 0.4461, decode.loss_dice: 0.6734, decode.d0.loss_cls: 1.1403, decode.d0.loss_mask: 0.4843, decode.d0.loss_dice: 0.7453, decode.d1.loss_cls: 0.2419, decode.d1.loss_mask: 0.4601, decode.d1.loss_dice: 0.7098, decode.d2.loss_cls: 0.2094, decode.d2.loss_mask: 0.4534, decode.d2.loss_dice: 0.6896, decode.d3.loss_cls: 0.1954, decode.d3.loss_mask: 0.4489, decode.d3.loss_dice: 0.6804, decode.d4.loss_cls: 0.1849, decode.d4.loss_mask: 0.4488, decode.d4.loss_dice: 0.6787, decode.d5.loss_cls: 0.1791, decode.d5.loss_mask: 0.4478, decode.d5.loss_dice: 0.6757, decode.d6.loss_cls: 0.1771, decode.d6.loss_mask: 0.4474, decode.d6.loss_dice: 0.6733, decode.d7.loss_cls: 0.1742, decode.d7.loss_mask: 0.4459, decode.d7.loss_dice: 0.6718, decode.d8.loss_cls: 0.1738, decode.d8.loss_mask: 0.4462, decode.d8.loss_dice: 0.6759, loss: 14.2513, grad_norm: 60.4758 2023-12-26 12:26:06,629 - mmseg - INFO - Iter [138550/160000] lr: 1.341e-05, eta: 2:59:13, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1656, decode.loss_mask: 0.4447, decode.loss_dice: 0.6674, decode.d0.loss_cls: 1.1849, decode.d0.loss_mask: 0.4849, decode.d0.loss_dice: 0.7422, decode.d1.loss_cls: 0.2512, decode.d1.loss_mask: 0.4614, decode.d1.loss_dice: 0.7074, decode.d2.loss_cls: 0.2118, decode.d2.loss_mask: 0.4536, decode.d2.loss_dice: 0.6888, decode.d3.loss_cls: 0.1994, decode.d3.loss_mask: 0.4475, decode.d3.loss_dice: 0.6732, decode.d4.loss_cls: 0.1876, decode.d4.loss_mask: 0.4477, decode.d4.loss_dice: 0.6754, decode.d5.loss_cls: 0.1783, decode.d5.loss_mask: 0.4471, decode.d5.loss_dice: 0.6718, decode.d6.loss_cls: 0.1742, decode.d6.loss_mask: 0.4457, decode.d6.loss_dice: 0.6698, decode.d7.loss_cls: 0.1729, decode.d7.loss_mask: 0.4455, decode.d7.loss_dice: 0.6663, decode.d8.loss_cls: 0.1646, decode.d8.loss_mask: 0.4451, decode.d8.loss_dice: 0.6678, loss: 14.2439, grad_norm: 61.7997 2023-12-26 12:26:30,756 - mmseg - INFO - Iter [138600/160000] lr: 1.338e-05, eta: 2:58:48, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1796, decode.loss_mask: 0.4416, decode.loss_dice: 0.6509, decode.d0.loss_cls: 1.1423, decode.d0.loss_mask: 0.4834, decode.d0.loss_dice: 0.7152, decode.d1.loss_cls: 0.2588, decode.d1.loss_mask: 0.4578, decode.d1.loss_dice: 0.6826, decode.d2.loss_cls: 0.2212, decode.d2.loss_mask: 0.4479, decode.d2.loss_dice: 0.6643, decode.d3.loss_cls: 0.2022, decode.d3.loss_mask: 0.4461, decode.d3.loss_dice: 0.6568, decode.d4.loss_cls: 0.1925, decode.d4.loss_mask: 0.4467, decode.d4.loss_dice: 0.6538, decode.d5.loss_cls: 0.1892, decode.d5.loss_mask: 0.4444, decode.d5.loss_dice: 0.6531, decode.d6.loss_cls: 0.1850, decode.d6.loss_mask: 0.4415, decode.d6.loss_dice: 0.6513, decode.d7.loss_cls: 0.1801, decode.d7.loss_mask: 0.4443, decode.d7.loss_dice: 0.6492, decode.d8.loss_cls: 0.1825, decode.d8.loss_mask: 0.4411, decode.d8.loss_dice: 0.6463, loss: 14.0515, grad_norm: 60.0861 2023-12-26 12:26:54,835 - mmseg - INFO - Iter [138650/160000] lr: 1.334e-05, eta: 2:58:23, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1721, decode.loss_mask: 0.4518, decode.loss_dice: 0.6718, decode.d0.loss_cls: 1.1510, decode.d0.loss_mask: 0.4841, decode.d0.loss_dice: 0.7373, decode.d1.loss_cls: 0.2492, decode.d1.loss_mask: 0.4639, decode.d1.loss_dice: 0.7055, decode.d2.loss_cls: 0.2211, decode.d2.loss_mask: 0.4540, decode.d2.loss_dice: 0.6874, decode.d3.loss_cls: 0.2077, decode.d3.loss_mask: 0.4525, decode.d3.loss_dice: 0.6787, decode.d4.loss_cls: 0.1943, decode.d4.loss_mask: 0.4529, decode.d4.loss_dice: 0.6722, decode.d5.loss_cls: 0.1851, decode.d5.loss_mask: 0.4543, decode.d5.loss_dice: 0.6739, decode.d6.loss_cls: 0.1836, decode.d6.loss_mask: 0.4515, decode.d6.loss_dice: 0.6704, decode.d7.loss_cls: 0.1775, decode.d7.loss_mask: 0.4502, decode.d7.loss_dice: 0.6710, decode.d8.loss_cls: 0.1726, decode.d8.loss_mask: 0.4502, decode.d8.loss_dice: 0.6743, loss: 14.3220, grad_norm: 68.0033 2023-12-26 12:27:18,904 - mmseg - INFO - Iter [138700/160000] lr: 1.331e-05, eta: 2:57:57, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1547, decode.loss_mask: 0.4459, decode.loss_dice: 0.6674, decode.d0.loss_cls: 1.1210, decode.d0.loss_mask: 0.4837, decode.d0.loss_dice: 0.7280, decode.d1.loss_cls: 0.2257, decode.d1.loss_mask: 0.4617, decode.d1.loss_dice: 0.6973, decode.d2.loss_cls: 0.1959, decode.d2.loss_mask: 0.4528, decode.d2.loss_dice: 0.6805, decode.d3.loss_cls: 0.1817, decode.d3.loss_mask: 0.4480, decode.d3.loss_dice: 0.6737, decode.d4.loss_cls: 0.1748, decode.d4.loss_mask: 0.4469, decode.d4.loss_dice: 0.6728, decode.d5.loss_cls: 0.1652, decode.d5.loss_mask: 0.4469, decode.d5.loss_dice: 0.6708, decode.d6.loss_cls: 0.1639, decode.d6.loss_mask: 0.4460, decode.d6.loss_dice: 0.6663, decode.d7.loss_cls: 0.1628, decode.d7.loss_mask: 0.4460, decode.d7.loss_dice: 0.6655, decode.d8.loss_cls: 0.1565, decode.d8.loss_mask: 0.4461, decode.d8.loss_dice: 0.6709, loss: 14.0193, grad_norm: 61.9782 2023-12-26 12:27:43,076 - mmseg - INFO - Iter [138750/160000] lr: 1.328e-05, eta: 2:57:32, time: 0.483, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1685, decode.loss_mask: 0.4508, decode.loss_dice: 0.6681, decode.d0.loss_cls: 1.1444, decode.d0.loss_mask: 0.4884, decode.d0.loss_dice: 0.7319, decode.d1.loss_cls: 0.2410, decode.d1.loss_mask: 0.4644, decode.d1.loss_dice: 0.7024, decode.d2.loss_cls: 0.2085, decode.d2.loss_mask: 0.4587, decode.d2.loss_dice: 0.6806, decode.d3.loss_cls: 0.1911, decode.d3.loss_mask: 0.4568, decode.d3.loss_dice: 0.6711, decode.d4.loss_cls: 0.1843, decode.d4.loss_mask: 0.4554, decode.d4.loss_dice: 0.6721, decode.d5.loss_cls: 0.1758, decode.d5.loss_mask: 0.4531, decode.d5.loss_dice: 0.6727, decode.d6.loss_cls: 0.1754, decode.d6.loss_mask: 0.4519, decode.d6.loss_dice: 0.6667, decode.d7.loss_cls: 0.1709, decode.d7.loss_mask: 0.4513, decode.d7.loss_dice: 0.6670, decode.d8.loss_cls: 0.1725, decode.d8.loss_mask: 0.4503, decode.d8.loss_dice: 0.6712, loss: 14.2169, grad_norm: 62.1084 2023-12-26 12:28:07,230 - mmseg - INFO - Iter [138800/160000] lr: 1.325e-05, eta: 2:57:07, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1872, decode.loss_mask: 0.4277, decode.loss_dice: 0.6756, decode.d0.loss_cls: 1.1607, decode.d0.loss_mask: 0.4603, decode.d0.loss_dice: 0.7392, decode.d1.loss_cls: 0.2624, decode.d1.loss_mask: 0.4402, decode.d1.loss_dice: 0.7012, decode.d2.loss_cls: 0.2242, decode.d2.loss_mask: 0.4314, decode.d2.loss_dice: 0.6891, decode.d3.loss_cls: 0.2141, decode.d3.loss_mask: 0.4310, decode.d3.loss_dice: 0.6771, decode.d4.loss_cls: 0.2039, decode.d4.loss_mask: 0.4325, decode.d4.loss_dice: 0.6832, decode.d5.loss_cls: 0.1943, decode.d5.loss_mask: 0.4289, decode.d5.loss_dice: 0.6793, decode.d6.loss_cls: 0.1881, decode.d6.loss_mask: 0.4290, decode.d6.loss_dice: 0.6711, decode.d7.loss_cls: 0.1834, decode.d7.loss_mask: 0.4290, decode.d7.loss_dice: 0.6746, decode.d8.loss_cls: 0.1847, decode.d8.loss_mask: 0.4286, decode.d8.loss_dice: 0.6733, loss: 14.2055, grad_norm: 55.7274 2023-12-26 12:28:33,636 - mmseg - INFO - Iter [138850/160000] lr: 1.322e-05, eta: 2:56:42, time: 0.528, data_time: 0.059, memory: 40245, decode.loss_cls: 0.1708, decode.loss_mask: 0.4523, decode.loss_dice: 0.6642, decode.d0.loss_cls: 1.1756, decode.d0.loss_mask: 0.4874, decode.d0.loss_dice: 0.7263, decode.d1.loss_cls: 0.2511, decode.d1.loss_mask: 0.4658, decode.d1.loss_dice: 0.6940, decode.d2.loss_cls: 0.2114, decode.d2.loss_mask: 0.4588, decode.d2.loss_dice: 0.6753, decode.d3.loss_cls: 0.1998, decode.d3.loss_mask: 0.4538, decode.d3.loss_dice: 0.6658, decode.d4.loss_cls: 0.1820, decode.d4.loss_mask: 0.4535, decode.d4.loss_dice: 0.6676, decode.d5.loss_cls: 0.1839, decode.d5.loss_mask: 0.4523, decode.d5.loss_dice: 0.6632, decode.d6.loss_cls: 0.1789, decode.d6.loss_mask: 0.4524, decode.d6.loss_dice: 0.6630, decode.d7.loss_cls: 0.1738, decode.d7.loss_mask: 0.4522, decode.d7.loss_dice: 0.6610, decode.d8.loss_cls: 0.1717, decode.d8.loss_mask: 0.4525, decode.d8.loss_dice: 0.6638, loss: 14.2243, grad_norm: 61.0696 2023-12-26 12:28:57,911 - mmseg - INFO - Iter [138900/160000] lr: 1.319e-05, eta: 2:56:17, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1672, decode.loss_mask: 0.4370, decode.loss_dice: 0.6587, decode.d0.loss_cls: 1.1474, decode.d0.loss_mask: 0.4746, decode.d0.loss_dice: 0.7273, decode.d1.loss_cls: 0.2376, decode.d1.loss_mask: 0.4534, decode.d1.loss_dice: 0.6949, decode.d2.loss_cls: 0.2029, decode.d2.loss_mask: 0.4469, decode.d2.loss_dice: 0.6742, decode.d3.loss_cls: 0.1902, decode.d3.loss_mask: 0.4423, decode.d3.loss_dice: 0.6670, decode.d4.loss_cls: 0.1879, decode.d4.loss_mask: 0.4403, decode.d4.loss_dice: 0.6643, decode.d5.loss_cls: 0.1798, decode.d5.loss_mask: 0.4391, decode.d5.loss_dice: 0.6637, decode.d6.loss_cls: 0.1713, decode.d6.loss_mask: 0.4380, decode.d6.loss_dice: 0.6588, decode.d7.loss_cls: 0.1705, decode.d7.loss_mask: 0.4383, decode.d7.loss_dice: 0.6607, decode.d8.loss_cls: 0.1696, decode.d8.loss_mask: 0.4379, decode.d8.loss_dice: 0.6618, loss: 14.0034, grad_norm: 72.1113 2023-12-26 12:29:22,433 - mmseg - INFO - Iter [138950/160000] lr: 1.316e-05, eta: 2:55:52, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1697, decode.loss_mask: 0.4415, decode.loss_dice: 0.6462, decode.d0.loss_cls: 1.1536, decode.d0.loss_mask: 0.4759, decode.d0.loss_dice: 0.7187, decode.d1.loss_cls: 0.2360, decode.d1.loss_mask: 0.4550, decode.d1.loss_dice: 0.6826, decode.d2.loss_cls: 0.2061, decode.d2.loss_mask: 0.4466, decode.d2.loss_dice: 0.6621, decode.d3.loss_cls: 0.1953, decode.d3.loss_mask: 0.4445, decode.d3.loss_dice: 0.6521, decode.d4.loss_cls: 0.1778, decode.d4.loss_mask: 0.4454, decode.d4.loss_dice: 0.6551, decode.d5.loss_cls: 0.1752, decode.d5.loss_mask: 0.4432, decode.d5.loss_dice: 0.6518, decode.d6.loss_cls: 0.1733, decode.d6.loss_mask: 0.4421, decode.d6.loss_dice: 0.6495, decode.d7.loss_cls: 0.1693, decode.d7.loss_mask: 0.4419, decode.d7.loss_dice: 0.6465, decode.d8.loss_cls: 0.1669, decode.d8.loss_mask: 0.4413, decode.d8.loss_dice: 0.6477, loss: 13.9126, grad_norm: 62.3149 2023-12-26 12:29:46,592 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 12:29:46,593 - mmseg - INFO - Iter [139000/160000] lr: 1.313e-05, eta: 2:55:27, time: 0.483, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1697, decode.loss_mask: 0.4399, decode.loss_dice: 0.6742, decode.d0.loss_cls: 1.1341, decode.d0.loss_mask: 0.4799, decode.d0.loss_dice: 0.7441, decode.d1.loss_cls: 0.2308, decode.d1.loss_mask: 0.4511, decode.d1.loss_dice: 0.7105, decode.d2.loss_cls: 0.2059, decode.d2.loss_mask: 0.4456, decode.d2.loss_dice: 0.6905, decode.d3.loss_cls: 0.1952, decode.d3.loss_mask: 0.4428, decode.d3.loss_dice: 0.6814, decode.d4.loss_cls: 0.1818, decode.d4.loss_mask: 0.4429, decode.d4.loss_dice: 0.6802, decode.d5.loss_cls: 0.1726, decode.d5.loss_mask: 0.4422, decode.d5.loss_dice: 0.6772, decode.d6.loss_cls: 0.1737, decode.d6.loss_mask: 0.4409, decode.d6.loss_dice: 0.6720, decode.d7.loss_cls: 0.1647, decode.d7.loss_mask: 0.4416, decode.d7.loss_dice: 0.6779, decode.d8.loss_cls: 0.1665, decode.d8.loss_mask: 0.4400, decode.d8.loss_dice: 0.6781, loss: 14.1481, grad_norm: 57.0597 2023-12-26 12:30:11,055 - mmseg - INFO - Iter [139050/160000] lr: 1.309e-05, eta: 2:55:01, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1754, decode.loss_mask: 0.4303, decode.loss_dice: 0.6761, decode.d0.loss_cls: 1.1659, decode.d0.loss_mask: 0.4631, decode.d0.loss_dice: 0.7521, decode.d1.loss_cls: 0.2491, decode.d1.loss_mask: 0.4465, decode.d1.loss_dice: 0.7162, decode.d2.loss_cls: 0.2134, decode.d2.loss_mask: 0.4380, decode.d2.loss_dice: 0.7013, decode.d3.loss_cls: 0.1988, decode.d3.loss_mask: 0.4346, decode.d3.loss_dice: 0.6825, decode.d4.loss_cls: 0.1910, decode.d4.loss_mask: 0.4333, decode.d4.loss_dice: 0.6829, decode.d5.loss_cls: 0.1837, decode.d5.loss_mask: 0.4337, decode.d5.loss_dice: 0.6798, decode.d6.loss_cls: 0.1789, decode.d6.loss_mask: 0.4310, decode.d6.loss_dice: 0.6737, decode.d7.loss_cls: 0.1780, decode.d7.loss_mask: 0.4314, decode.d7.loss_dice: 0.6800, decode.d8.loss_cls: 0.1754, decode.d8.loss_mask: 0.4313, decode.d8.loss_dice: 0.6783, loss: 14.2052, grad_norm: 58.8846 2023-12-26 12:30:35,204 - mmseg - INFO - Iter [139100/160000] lr: 1.306e-05, eta: 2:54:36, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1602, decode.loss_mask: 0.4512, decode.loss_dice: 0.6475, decode.d0.loss_cls: 1.1224, decode.d0.loss_mask: 0.4884, decode.d0.loss_dice: 0.7155, decode.d1.loss_cls: 0.2233, decode.d1.loss_mask: 0.4624, decode.d1.loss_dice: 0.6804, decode.d2.loss_cls: 0.1994, decode.d2.loss_mask: 0.4565, decode.d2.loss_dice: 0.6612, decode.d3.loss_cls: 0.1837, decode.d3.loss_mask: 0.4544, decode.d3.loss_dice: 0.6508, decode.d4.loss_cls: 0.1705, decode.d4.loss_mask: 0.4542, decode.d4.loss_dice: 0.6545, decode.d5.loss_cls: 0.1709, decode.d5.loss_mask: 0.4535, decode.d5.loss_dice: 0.6486, decode.d6.loss_cls: 0.1657, decode.d6.loss_mask: 0.4529, decode.d6.loss_dice: 0.6462, decode.d7.loss_cls: 0.1606, decode.d7.loss_mask: 0.4522, decode.d7.loss_dice: 0.6497, decode.d8.loss_cls: 0.1599, decode.d8.loss_mask: 0.4512, decode.d8.loss_dice: 0.6486, loss: 13.8966, grad_norm: 62.8020 2023-12-26 12:30:59,585 - mmseg - INFO - Iter [139150/160000] lr: 1.303e-05, eta: 2:54:11, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1742, decode.loss_mask: 0.4343, decode.loss_dice: 0.6562, decode.d0.loss_cls: 1.1523, decode.d0.loss_mask: 0.4669, decode.d0.loss_dice: 0.7196, decode.d1.loss_cls: 0.2519, decode.d1.loss_mask: 0.4461, decode.d1.loss_dice: 0.6928, decode.d2.loss_cls: 0.2138, decode.d2.loss_mask: 0.4402, decode.d2.loss_dice: 0.6742, decode.d3.loss_cls: 0.2045, decode.d3.loss_mask: 0.4371, decode.d3.loss_dice: 0.6607, decode.d4.loss_cls: 0.1979, decode.d4.loss_mask: 0.4337, decode.d4.loss_dice: 0.6582, decode.d5.loss_cls: 0.1812, decode.d5.loss_mask: 0.4347, decode.d5.loss_dice: 0.6607, decode.d6.loss_cls: 0.1848, decode.d6.loss_mask: 0.4344, decode.d6.loss_dice: 0.6563, decode.d7.loss_cls: 0.1768, decode.d7.loss_mask: 0.4340, decode.d7.loss_dice: 0.6583, decode.d8.loss_cls: 0.1771, decode.d8.loss_mask: 0.4338, decode.d8.loss_dice: 0.6581, loss: 14.0047, grad_norm: 65.2052 2023-12-26 12:31:23,870 - mmseg - INFO - Iter [139200/160000] lr: 1.300e-05, eta: 2:53:46, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1798, decode.loss_mask: 0.4279, decode.loss_dice: 0.6454, decode.d0.loss_cls: 1.1906, decode.d0.loss_mask: 0.4639, decode.d0.loss_dice: 0.7114, decode.d1.loss_cls: 0.2556, decode.d1.loss_mask: 0.4443, decode.d1.loss_dice: 0.6787, decode.d2.loss_cls: 0.2222, decode.d2.loss_mask: 0.4338, decode.d2.loss_dice: 0.6600, decode.d3.loss_cls: 0.2058, decode.d3.loss_mask: 0.4298, decode.d3.loss_dice: 0.6482, decode.d4.loss_cls: 0.2001, decode.d4.loss_mask: 0.4295, decode.d4.loss_dice: 0.6483, decode.d5.loss_cls: 0.1936, decode.d5.loss_mask: 0.4289, decode.d5.loss_dice: 0.6475, decode.d6.loss_cls: 0.1843, decode.d6.loss_mask: 0.4273, decode.d6.loss_dice: 0.6457, decode.d7.loss_cls: 0.1830, decode.d7.loss_mask: 0.4269, decode.d7.loss_dice: 0.6454, decode.d8.loss_cls: 0.1790, decode.d8.loss_mask: 0.4286, decode.d8.loss_dice: 0.6435, loss: 13.9093, grad_norm: 60.4266 2023-12-26 12:31:47,905 - mmseg - INFO - Iter [139250/160000] lr: 1.297e-05, eta: 2:53:21, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1730, decode.loss_mask: 0.4498, decode.loss_dice: 0.6572, decode.d0.loss_cls: 1.1553, decode.d0.loss_mask: 0.4824, decode.d0.loss_dice: 0.7334, decode.d1.loss_cls: 0.2393, decode.d1.loss_mask: 0.4605, decode.d1.loss_dice: 0.6958, decode.d2.loss_cls: 0.2101, decode.d2.loss_mask: 0.4498, decode.d2.loss_dice: 0.6756, decode.d3.loss_cls: 0.1960, decode.d3.loss_mask: 0.4492, decode.d3.loss_dice: 0.6656, decode.d4.loss_cls: 0.1869, decode.d4.loss_mask: 0.4503, decode.d4.loss_dice: 0.6624, decode.d5.loss_cls: 0.1780, decode.d5.loss_mask: 0.4487, decode.d5.loss_dice: 0.6628, decode.d6.loss_cls: 0.1786, decode.d6.loss_mask: 0.4493, decode.d6.loss_dice: 0.6597, decode.d7.loss_cls: 0.1782, decode.d7.loss_mask: 0.4488, decode.d7.loss_dice: 0.6606, decode.d8.loss_cls: 0.1748, decode.d8.loss_mask: 0.4500, decode.d8.loss_dice: 0.6619, loss: 14.1441, grad_norm: 72.3891 2023-12-26 12:32:12,114 - mmseg - INFO - Iter [139300/160000] lr: 1.294e-05, eta: 2:52:55, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1731, decode.loss_mask: 0.4438, decode.loss_dice: 0.6573, decode.d0.loss_cls: 1.1618, decode.d0.loss_mask: 0.4831, decode.d0.loss_dice: 0.7232, decode.d1.loss_cls: 0.2358, decode.d1.loss_mask: 0.4595, decode.d1.loss_dice: 0.6912, decode.d2.loss_cls: 0.2063, decode.d2.loss_mask: 0.4508, decode.d2.loss_dice: 0.6727, decode.d3.loss_cls: 0.1936, decode.d3.loss_mask: 0.4482, decode.d3.loss_dice: 0.6638, decode.d4.loss_cls: 0.1840, decode.d4.loss_mask: 0.4463, decode.d4.loss_dice: 0.6645, decode.d5.loss_cls: 0.1815, decode.d5.loss_mask: 0.4444, decode.d5.loss_dice: 0.6613, decode.d6.loss_cls: 0.1732, decode.d6.loss_mask: 0.4443, decode.d6.loss_dice: 0.6590, decode.d7.loss_cls: 0.1748, decode.d7.loss_mask: 0.4426, decode.d7.loss_dice: 0.6613, decode.d8.loss_cls: 0.1707, decode.d8.loss_mask: 0.4433, decode.d8.loss_dice: 0.6599, loss: 14.0753, grad_norm: 63.1969 2023-12-26 12:32:36,305 - mmseg - INFO - Iter [139350/160000] lr: 1.291e-05, eta: 2:52:30, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1746, decode.loss_mask: 0.4505, decode.loss_dice: 0.6832, decode.d0.loss_cls: 1.1557, decode.d0.loss_mask: 0.4895, decode.d0.loss_dice: 0.7580, decode.d1.loss_cls: 0.2462, decode.d1.loss_mask: 0.4658, decode.d1.loss_dice: 0.7227, decode.d2.loss_cls: 0.2173, decode.d2.loss_mask: 0.4556, decode.d2.loss_dice: 0.7005, decode.d3.loss_cls: 0.1975, decode.d3.loss_mask: 0.4532, decode.d3.loss_dice: 0.6917, decode.d4.loss_cls: 0.1905, decode.d4.loss_mask: 0.4507, decode.d4.loss_dice: 0.6841, decode.d5.loss_cls: 0.1863, decode.d5.loss_mask: 0.4509, decode.d5.loss_dice: 0.6868, decode.d6.loss_cls: 0.1817, decode.d6.loss_mask: 0.4519, decode.d6.loss_dice: 0.6858, decode.d7.loss_cls: 0.1776, decode.d7.loss_mask: 0.4498, decode.d7.loss_dice: 0.6853, decode.d8.loss_cls: 0.1770, decode.d8.loss_mask: 0.4482, decode.d8.loss_dice: 0.6845, loss: 14.4533, grad_norm: 69.2901 2023-12-26 12:33:00,442 - mmseg - INFO - Iter [139400/160000] lr: 1.288e-05, eta: 2:52:05, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1687, decode.loss_mask: 0.4348, decode.loss_dice: 0.6714, decode.d0.loss_cls: 1.1587, decode.d0.loss_mask: 0.4699, decode.d0.loss_dice: 0.7413, decode.d1.loss_cls: 0.2375, decode.d1.loss_mask: 0.4523, decode.d1.loss_dice: 0.7085, decode.d2.loss_cls: 0.2096, decode.d2.loss_mask: 0.4421, decode.d2.loss_dice: 0.6874, decode.d3.loss_cls: 0.1942, decode.d3.loss_mask: 0.4402, decode.d3.loss_dice: 0.6779, decode.d4.loss_cls: 0.1808, decode.d4.loss_mask: 0.4383, decode.d4.loss_dice: 0.6781, decode.d5.loss_cls: 0.1792, decode.d5.loss_mask: 0.4364, decode.d5.loss_dice: 0.6736, decode.d6.loss_cls: 0.1743, decode.d6.loss_mask: 0.4349, decode.d6.loss_dice: 0.6699, decode.d7.loss_cls: 0.1684, decode.d7.loss_mask: 0.4351, decode.d7.loss_dice: 0.6693, decode.d8.loss_cls: 0.1687, decode.d8.loss_mask: 0.4353, decode.d8.loss_dice: 0.6740, loss: 14.1109, grad_norm: 63.0234 2023-12-26 12:33:24,709 - mmseg - INFO - Iter [139450/160000] lr: 1.284e-05, eta: 2:51:40, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1655, decode.loss_mask: 0.4510, decode.loss_dice: 0.6754, decode.d0.loss_cls: 1.1396, decode.d0.loss_mask: 0.4893, decode.d0.loss_dice: 0.7327, decode.d1.loss_cls: 0.2333, decode.d1.loss_mask: 0.4675, decode.d1.loss_dice: 0.7065, decode.d2.loss_cls: 0.2049, decode.d2.loss_mask: 0.4567, decode.d2.loss_dice: 0.6908, decode.d3.loss_cls: 0.1891, decode.d3.loss_mask: 0.4563, decode.d3.loss_dice: 0.6817, decode.d4.loss_cls: 0.1770, decode.d4.loss_mask: 0.4537, decode.d4.loss_dice: 0.6777, decode.d5.loss_cls: 0.1738, decode.d5.loss_mask: 0.4528, decode.d5.loss_dice: 0.6732, decode.d6.loss_cls: 0.1771, decode.d6.loss_mask: 0.4514, decode.d6.loss_dice: 0.6733, decode.d7.loss_cls: 0.1691, decode.d7.loss_mask: 0.4518, decode.d7.loss_dice: 0.6751, decode.d8.loss_cls: 0.1679, decode.d8.loss_mask: 0.4516, decode.d8.loss_dice: 0.6747, loss: 14.2405, grad_norm: 64.0260 2023-12-26 12:33:48,717 - mmseg - INFO - Iter [139500/160000] lr: 1.281e-05, eta: 2:51:15, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1708, decode.loss_mask: 0.4508, decode.loss_dice: 0.6657, decode.d0.loss_cls: 1.1577, decode.d0.loss_mask: 0.4938, decode.d0.loss_dice: 0.7372, decode.d1.loss_cls: 0.2518, decode.d1.loss_mask: 0.4712, decode.d1.loss_dice: 0.7040, decode.d2.loss_cls: 0.2134, decode.d2.loss_mask: 0.4603, decode.d2.loss_dice: 0.6808, decode.d3.loss_cls: 0.1989, decode.d3.loss_mask: 0.4532, decode.d3.loss_dice: 0.6747, decode.d4.loss_cls: 0.1873, decode.d4.loss_mask: 0.4527, decode.d4.loss_dice: 0.6709, decode.d5.loss_cls: 0.1844, decode.d5.loss_mask: 0.4522, decode.d5.loss_dice: 0.6696, decode.d6.loss_cls: 0.1758, decode.d6.loss_mask: 0.4517, decode.d6.loss_dice: 0.6673, decode.d7.loss_cls: 0.1699, decode.d7.loss_mask: 0.4508, decode.d7.loss_dice: 0.6653, decode.d8.loss_cls: 0.1711, decode.d8.loss_mask: 0.4511, decode.d8.loss_dice: 0.6634, loss: 14.2675, grad_norm: 62.4267 2023-12-26 12:34:12,942 - mmseg - INFO - Iter [139550/160000] lr: 1.278e-05, eta: 2:50:49, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1723, decode.loss_mask: 0.4240, decode.loss_dice: 0.6545, decode.d0.loss_cls: 1.1554, decode.d0.loss_mask: 0.4618, decode.d0.loss_dice: 0.7281, decode.d1.loss_cls: 0.2452, decode.d1.loss_mask: 0.4390, decode.d1.loss_dice: 0.6904, decode.d2.loss_cls: 0.2127, decode.d2.loss_mask: 0.4296, decode.d2.loss_dice: 0.6713, decode.d3.loss_cls: 0.1978, decode.d3.loss_mask: 0.4258, decode.d3.loss_dice: 0.6605, decode.d4.loss_cls: 0.1868, decode.d4.loss_mask: 0.4245, decode.d4.loss_dice: 0.6593, decode.d5.loss_cls: 0.1890, decode.d5.loss_mask: 0.4249, decode.d5.loss_dice: 0.6564, decode.d6.loss_cls: 0.1787, decode.d6.loss_mask: 0.4250, decode.d6.loss_dice: 0.6543, decode.d7.loss_cls: 0.1764, decode.d7.loss_mask: 0.4240, decode.d7.loss_dice: 0.6543, decode.d8.loss_cls: 0.1711, decode.d8.loss_mask: 0.4245, decode.d8.loss_dice: 0.6547, loss: 13.8721, grad_norm: 57.4877 2023-12-26 12:34:37,628 - mmseg - INFO - Iter [139600/160000] lr: 1.275e-05, eta: 2:50:24, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1793, decode.loss_mask: 0.4547, decode.loss_dice: 0.6717, decode.d0.loss_cls: 1.1598, decode.d0.loss_mask: 0.4887, decode.d0.loss_dice: 0.7374, decode.d1.loss_cls: 0.2476, decode.d1.loss_mask: 0.4665, decode.d1.loss_dice: 0.7025, decode.d2.loss_cls: 0.2181, decode.d2.loss_mask: 0.4605, decode.d2.loss_dice: 0.6886, decode.d3.loss_cls: 0.2096, decode.d3.loss_mask: 0.4555, decode.d3.loss_dice: 0.6747, decode.d4.loss_cls: 0.1946, decode.d4.loss_mask: 0.4552, decode.d4.loss_dice: 0.6746, decode.d5.loss_cls: 0.1893, decode.d5.loss_mask: 0.4543, decode.d5.loss_dice: 0.6757, decode.d6.loss_cls: 0.1887, decode.d6.loss_mask: 0.4540, decode.d6.loss_dice: 0.6738, decode.d7.loss_cls: 0.1867, decode.d7.loss_mask: 0.4537, decode.d7.loss_dice: 0.6721, decode.d8.loss_cls: 0.1817, decode.d8.loss_mask: 0.4539, decode.d8.loss_dice: 0.6731, loss: 14.3966, grad_norm: 71.9144 2023-12-26 12:35:01,698 - mmseg - INFO - Iter [139650/160000] lr: 1.272e-05, eta: 2:49:59, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1749, decode.loss_mask: 0.4334, decode.loss_dice: 0.6534, decode.d0.loss_cls: 1.1663, decode.d0.loss_mask: 0.4729, decode.d0.loss_dice: 0.7325, decode.d1.loss_cls: 0.2388, decode.d1.loss_mask: 0.4479, decode.d1.loss_dice: 0.6953, decode.d2.loss_cls: 0.2093, decode.d2.loss_mask: 0.4368, decode.d2.loss_dice: 0.6746, decode.d3.loss_cls: 0.1990, decode.d3.loss_mask: 0.4352, decode.d3.loss_dice: 0.6629, decode.d4.loss_cls: 0.1863, decode.d4.loss_mask: 0.4335, decode.d4.loss_dice: 0.6601, decode.d5.loss_cls: 0.1857, decode.d5.loss_mask: 0.4351, decode.d5.loss_dice: 0.6610, decode.d6.loss_cls: 0.1782, decode.d6.loss_mask: 0.4319, decode.d6.loss_dice: 0.6544, decode.d7.loss_cls: 0.1790, decode.d7.loss_mask: 0.4330, decode.d7.loss_dice: 0.6550, decode.d8.loss_cls: 0.1733, decode.d8.loss_mask: 0.4319, decode.d8.loss_dice: 0.6544, loss: 13.9858, grad_norm: 64.7658 2023-12-26 12:35:25,859 - mmseg - INFO - Iter [139700/160000] lr: 1.269e-05, eta: 2:49:34, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1836, decode.loss_mask: 0.4431, decode.loss_dice: 0.6845, decode.d0.loss_cls: 1.1961, decode.d0.loss_mask: 0.4776, decode.d0.loss_dice: 0.7539, decode.d1.loss_cls: 0.2691, decode.d1.loss_mask: 0.4604, decode.d1.loss_dice: 0.7220, decode.d2.loss_cls: 0.2340, decode.d2.loss_mask: 0.4516, decode.d2.loss_dice: 0.7071, decode.d3.loss_cls: 0.2175, decode.d3.loss_mask: 0.4480, decode.d3.loss_dice: 0.6918, decode.d4.loss_cls: 0.2107, decode.d4.loss_mask: 0.4472, decode.d4.loss_dice: 0.6871, decode.d5.loss_cls: 0.2040, decode.d5.loss_mask: 0.4455, decode.d5.loss_dice: 0.6844, decode.d6.loss_cls: 0.1994, decode.d6.loss_mask: 0.4436, decode.d6.loss_dice: 0.6806, decode.d7.loss_cls: 0.1928, decode.d7.loss_mask: 0.4432, decode.d7.loss_dice: 0.6857, decode.d8.loss_cls: 0.1921, decode.d8.loss_mask: 0.4434, decode.d8.loss_dice: 0.6839, loss: 14.5838, grad_norm: 62.4182 2023-12-26 12:35:49,751 - mmseg - INFO - Iter [139750/160000] lr: 1.266e-05, eta: 2:49:09, time: 0.478, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1628, decode.loss_mask: 0.4387, decode.loss_dice: 0.6825, decode.d0.loss_cls: 1.1390, decode.d0.loss_mask: 0.4722, decode.d0.loss_dice: 0.7595, decode.d1.loss_cls: 0.2380, decode.d1.loss_mask: 0.4520, decode.d1.loss_dice: 0.7227, decode.d2.loss_cls: 0.1992, decode.d2.loss_mask: 0.4447, decode.d2.loss_dice: 0.7018, decode.d3.loss_cls: 0.1908, decode.d3.loss_mask: 0.4418, decode.d3.loss_dice: 0.6927, decode.d4.loss_cls: 0.1804, decode.d4.loss_mask: 0.4402, decode.d4.loss_dice: 0.6909, decode.d5.loss_cls: 0.1711, decode.d5.loss_mask: 0.4396, decode.d5.loss_dice: 0.6893, decode.d6.loss_cls: 0.1701, decode.d6.loss_mask: 0.4389, decode.d6.loss_dice: 0.6869, decode.d7.loss_cls: 0.1679, decode.d7.loss_mask: 0.4377, decode.d7.loss_dice: 0.6847, decode.d8.loss_cls: 0.1627, decode.d8.loss_mask: 0.4391, decode.d8.loss_dice: 0.6881, loss: 14.2257, grad_norm: 61.8103 2023-12-26 12:36:13,837 - mmseg - INFO - Iter [139800/160000] lr: 1.263e-05, eta: 2:48:43, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1634, decode.loss_mask: 0.4422, decode.loss_dice: 0.6632, decode.d0.loss_cls: 1.1443, decode.d0.loss_mask: 0.4829, decode.d0.loss_dice: 0.7337, decode.d1.loss_cls: 0.2338, decode.d1.loss_mask: 0.4523, decode.d1.loss_dice: 0.6936, decode.d2.loss_cls: 0.1979, decode.d2.loss_mask: 0.4453, decode.d2.loss_dice: 0.6767, decode.d3.loss_cls: 0.1897, decode.d3.loss_mask: 0.4448, decode.d3.loss_dice: 0.6695, decode.d4.loss_cls: 0.1777, decode.d4.loss_mask: 0.4451, decode.d4.loss_dice: 0.6667, decode.d5.loss_cls: 0.1708, decode.d5.loss_mask: 0.4436, decode.d5.loss_dice: 0.6671, decode.d6.loss_cls: 0.1726, decode.d6.loss_mask: 0.4417, decode.d6.loss_dice: 0.6650, decode.d7.loss_cls: 0.1684, decode.d7.loss_mask: 0.4418, decode.d7.loss_dice: 0.6671, decode.d8.loss_cls: 0.1648, decode.d8.loss_mask: 0.4417, decode.d8.loss_dice: 0.6643, loss: 14.0316, grad_norm: 67.9862 2023-12-26 12:36:37,957 - mmseg - INFO - Iter [139850/160000] lr: 1.259e-05, eta: 2:48:18, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1734, decode.loss_mask: 0.4495, decode.loss_dice: 0.6654, decode.d0.loss_cls: 1.1524, decode.d0.loss_mask: 0.4906, decode.d0.loss_dice: 0.7339, decode.d1.loss_cls: 0.2490, decode.d1.loss_mask: 0.4659, decode.d1.loss_dice: 0.7035, decode.d2.loss_cls: 0.2146, decode.d2.loss_mask: 0.4582, decode.d2.loss_dice: 0.6825, decode.d3.loss_cls: 0.2001, decode.d3.loss_mask: 0.4539, decode.d3.loss_dice: 0.6721, decode.d4.loss_cls: 0.1897, decode.d4.loss_mask: 0.4514, decode.d4.loss_dice: 0.6692, decode.d5.loss_cls: 0.1856, decode.d5.loss_mask: 0.4512, decode.d5.loss_dice: 0.6667, decode.d6.loss_cls: 0.1822, decode.d6.loss_mask: 0.4500, decode.d6.loss_dice: 0.6663, decode.d7.loss_cls: 0.1764, decode.d7.loss_mask: 0.4496, decode.d7.loss_dice: 0.6657, decode.d8.loss_cls: 0.1759, decode.d8.loss_mask: 0.4505, decode.d8.loss_dice: 0.6660, loss: 14.2613, grad_norm: 65.3998 2023-12-26 12:37:02,335 - mmseg - INFO - Iter [139900/160000] lr: 1.256e-05, eta: 2:47:53, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1696, decode.loss_mask: 0.4492, decode.loss_dice: 0.6732, decode.d0.loss_cls: 1.1310, decode.d0.loss_mask: 0.4891, decode.d0.loss_dice: 0.7383, decode.d1.loss_cls: 0.2384, decode.d1.loss_mask: 0.4618, decode.d1.loss_dice: 0.7019, decode.d2.loss_cls: 0.2038, decode.d2.loss_mask: 0.4568, decode.d2.loss_dice: 0.6885, decode.d3.loss_cls: 0.1941, decode.d3.loss_mask: 0.4543, decode.d3.loss_dice: 0.6760, decode.d4.loss_cls: 0.1887, decode.d4.loss_mask: 0.4536, decode.d4.loss_dice: 0.6777, decode.d5.loss_cls: 0.1805, decode.d5.loss_mask: 0.4539, decode.d5.loss_dice: 0.6779, decode.d6.loss_cls: 0.1813, decode.d6.loss_mask: 0.4508, decode.d6.loss_dice: 0.6699, decode.d7.loss_cls: 0.1760, decode.d7.loss_mask: 0.4498, decode.d7.loss_dice: 0.6713, decode.d8.loss_cls: 0.1718, decode.d8.loss_mask: 0.4495, decode.d8.loss_dice: 0.6725, loss: 14.2510, grad_norm: 63.0267 2023-12-26 12:37:26,391 - mmseg - INFO - Iter [139950/160000] lr: 1.253e-05, eta: 2:47:28, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1569, decode.loss_mask: 0.4235, decode.loss_dice: 0.6513, decode.d0.loss_cls: 1.1483, decode.d0.loss_mask: 0.4621, decode.d0.loss_dice: 0.7106, decode.d1.loss_cls: 0.2353, decode.d1.loss_mask: 0.4409, decode.d1.loss_dice: 0.6829, decode.d2.loss_cls: 0.2060, decode.d2.loss_mask: 0.4316, decode.d2.loss_dice: 0.6634, decode.d3.loss_cls: 0.1899, decode.d3.loss_mask: 0.4262, decode.d3.loss_dice: 0.6528, decode.d4.loss_cls: 0.1784, decode.d4.loss_mask: 0.4264, decode.d4.loss_dice: 0.6558, decode.d5.loss_cls: 0.1747, decode.d5.loss_mask: 0.4233, decode.d5.loss_dice: 0.6510, decode.d6.loss_cls: 0.1683, decode.d6.loss_mask: 0.4238, decode.d6.loss_dice: 0.6502, decode.d7.loss_cls: 0.1666, decode.d7.loss_mask: 0.4227, decode.d7.loss_dice: 0.6508, decode.d8.loss_cls: 0.1618, decode.d8.loss_mask: 0.4231, decode.d8.loss_dice: 0.6492, loss: 13.7080, grad_norm: 60.7438 2023-12-26 12:37:50,684 - mmseg - INFO - Saving checkpoint at 140000 iterations 2023-12-26 12:37:53,228 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 12:37:53,228 - mmseg - INFO - Iter [140000/160000] lr: 1.250e-05, eta: 2:47:03, time: 0.537, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1694, decode.loss_mask: 0.4463, decode.loss_dice: 0.6541, decode.d0.loss_cls: 1.1213, decode.d0.loss_mask: 0.4880, decode.d0.loss_dice: 0.7264, decode.d1.loss_cls: 0.2354, decode.d1.loss_mask: 0.4637, decode.d1.loss_dice: 0.6844, decode.d2.loss_cls: 0.2042, decode.d2.loss_mask: 0.4541, decode.d2.loss_dice: 0.6675, decode.d3.loss_cls: 0.1928, decode.d3.loss_mask: 0.4520, decode.d3.loss_dice: 0.6604, decode.d4.loss_cls: 0.1838, decode.d4.loss_mask: 0.4503, decode.d4.loss_dice: 0.6557, decode.d5.loss_cls: 0.1777, decode.d5.loss_mask: 0.4510, decode.d5.loss_dice: 0.6594, decode.d6.loss_cls: 0.1787, decode.d6.loss_mask: 0.4475, decode.d6.loss_dice: 0.6585, decode.d7.loss_cls: 0.1706, decode.d7.loss_mask: 0.4470, decode.d7.loss_dice: 0.6564, decode.d8.loss_cls: 0.1749, decode.d8.loss_mask: 0.4459, decode.d8.loss_dice: 0.6536, loss: 14.0310, grad_norm: 61.0376 2023-12-26 12:38:14,785 - mmseg - INFO - per class results: 2023-12-26 12:38:14,791 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.47 | 87.93 | | building | 82.68 | 92.82 | | sky | 94.67 | 97.37 | | floor | 82.64 | 90.37 | | tree | 75.08 | 87.95 | | ceiling | 85.45 | 91.9 | | road | 85.63 | 90.92 | | bed | 91.07 | 96.07 | | windowpane | 62.74 | 78.88 | | grass | 68.4 | 81.46 | | cabinet | 60.24 | 74.12 | | sidewalk | 69.16 | 82.89 | | person | 84.42 | 93.08 | | earth | 37.88 | 54.09 | | door | 54.61 | 72.51 | | table | 64.75 | 81.48 | | mountain | 60.52 | 75.75 | | plant | 49.6 | 62.2 | | curtain | 75.77 | 87.2 | | chair | 62.3 | 77.36 | | car | 87.93 | 94.0 | | water | 47.29 | 59.05 | | painting | 73.76 | 85.18 | | sofa | 69.51 | 83.05 | | shelf | 44.19 | 59.85 | | house | 43.26 | 61.76 | | sea | 52.36 | 78.92 | | mirror | 73.3 | 80.71 | | rug | 66.74 | 79.06 | | field | 31.38 | 46.6 | | armchair | 42.61 | 62.27 | | seat | 64.47 | 83.3 | | fence | 51.43 | 69.72 | | desk | 51.57 | 71.4 | | rock | 43.75 | 62.71 | | wardrobe | 43.85 | 67.87 | | lamp | 70.02 | 80.73 | | bathtub | 82.78 | 85.87 | | railing | 35.86 | 52.26 | | cushion | 63.76 | 75.98 | | base | 38.31 | 63.73 | | box | 28.13 | 36.6 | | column | 53.79 | 64.27 | | signboard | 37.38 | 56.98 | | chest of drawers | 40.57 | 62.83 | | counter | 35.43 | 40.93 | | sand | 39.38 | 55.25 | | sink | 76.18 | 83.87 | | skyscraper | 32.89 | 41.24 | | fireplace | 77.75 | 90.41 | | refrigerator | 85.69 | 93.37 | | grandstand | 46.62 | 75.04 | | path | 22.14 | 37.95 | | stairs | 31.62 | 39.95 | | runway | 75.73 | 98.12 | | case | 45.56 | 62.06 | | pool table | 94.72 | 96.75 | | pillow | 59.41 | 70.05 | | screen door | 66.08 | 81.06 | | stairway | 32.15 | 41.44 | | river | 10.48 | 22.73 | | bridge | 74.25 | 90.42 | | bookcase | 38.46 | 55.64 | | blind | 46.54 | 53.75 | | coffee table | 65.64 | 80.86 | | toilet | 86.58 | 91.6 | | flower | 39.08 | 57.22 | | book | 50.76 | 66.31 | | hill | 12.66 | 26.56 | | bench | 49.57 | 55.25 | | countertop | 54.03 | 67.45 | | stove | 84.64 | 92.08 | | palm | 58.23 | 75.91 | | kitchen island | 58.5 | 84.34 | | computer | 61.45 | 67.6 | | swivel chair | 44.11 | 57.72 | | boat | 40.32 | 50.27 | | bar | 34.01 | 41.99 | | arcade machine | 77.97 | 91.73 | | hovel | 28.84 | 41.78 | | bus | 91.76 | 97.05 | | towel | 68.15 | 78.99 | | light | 61.98 | 74.19 | | truck | 42.49 | 56.17 | | tower | 44.46 | 62.81 | | chandelier | 69.73 | 84.13 | | awning | 34.48 | 43.98 | | streetlight | 39.5 | 54.66 | | booth | 56.08 | 71.63 | | television receiver | 77.09 | 84.11 | | airplane | 60.28 | 76.07 | | dirt track | 16.69 | 36.18 | | apparel | 41.21 | 72.38 | | pole | 32.18 | 53.16 | | land | 11.77 | 16.57 | | bannister | 21.49 | 39.39 | | escalator | 22.44 | 22.97 | | ottoman | 48.81 | 69.43 | | bottle | 27.41 | 34.22 | | buffet | 44.29 | 53.46 | | poster | 20.31 | 35.67 | | stage | 19.22 | 28.56 | | van | 48.22 | 64.58 | | ship | 8.26 | 15.31 | | fountain | 20.94 | 21.43 | | conveyer belt | 77.41 | 91.51 | | canopy | 16.76 | 29.17 | | washer | 72.22 | 75.24 | | plaything | 21.59 | 33.92 | | swimming pool | 57.59 | 61.21 | | stool | 45.11 | 70.56 | | barrel | 65.33 | 74.5 | | basket | 37.54 | 46.01 | | waterfall | 41.85 | 48.68 | | tent | 96.11 | 98.35 | | bag | 27.18 | 32.81 | | minibike | 72.8 | 89.13 | | cradle | 85.08 | 97.81 | | oven | 26.93 | 70.29 | | ball | 51.02 | 58.12 | | food | 63.02 | 75.98 | | step | 20.87 | 33.85 | | tank | 47.08 | 55.7 | | trade name | 23.16 | 28.47 | | microwave | 44.51 | 49.3 | | pot | 57.63 | 68.12 | | animal | 51.98 | 52.77 | | bicycle | 62.02 | 82.16 | | lake | 45.12 | 69.3 | | dishwasher | 68.08 | 74.05 | | screen | 60.58 | 88.67 | | blanket | 27.61 | 32.89 | | sculpture | 61.69 | 87.61 | | hood | 86.47 | 93.27 | | sconce | 56.46 | 69.78 | | vase | 51.75 | 68.3 | | traffic light | 41.36 | 69.94 | | tray | 24.22 | 33.59 | | ashcan | 52.22 | 75.29 | | fan | 70.49 | 84.03 | | pier | 33.86 | 44.37 | | crt screen | 2.13 | 5.84 | | plate | 61.31 | 72.44 | | monitor | 10.37 | 18.98 | | bulletin board | 46.79 | 58.79 | | shower | 9.14 | 20.07 | | radiator | 68.39 | 80.95 | | glass | 21.39 | 23.32 | | clock | 47.09 | 61.08 | | flag | 36.17 | 41.36 | +---------------------+-------+-------+ 2023-12-26 12:38:14,791 - mmseg - INFO - Summary: 2023-12-26 12:38:14,791 - mmseg - INFO - +-------+-------+------+ | aAcc | mIoU | mAcc | +-------+-------+------+ | 83.84 | 51.86 | 64.7 | +-------+-------+------+ 2023-12-26 12:38:14,792 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 12:38:14,792 - mmseg - INFO - Iter(val) [250] aAcc: 0.8384, mIoU: 0.5186, mAcc: 0.6470, IoU.wall: 0.7947, IoU.building: 0.8268, IoU.sky: 0.9467, IoU.floor: 0.8264, IoU.tree: 0.7508, IoU.ceiling: 0.8545, IoU.road: 0.8563, IoU.bed : 0.9107, IoU.windowpane: 0.6274, IoU.grass: 0.6840, IoU.cabinet: 0.6024, IoU.sidewalk: 0.6916, IoU.person: 0.8442, IoU.earth: 0.3788, IoU.door: 0.5461, IoU.table: 0.6475, IoU.mountain: 0.6052, IoU.plant: 0.4960, IoU.curtain: 0.7577, IoU.chair: 0.6230, IoU.car: 0.8793, IoU.water: 0.4729, IoU.painting: 0.7376, IoU.sofa: 0.6951, IoU.shelf: 0.4419, IoU.house: 0.4326, IoU.sea: 0.5236, IoU.mirror: 0.7330, IoU.rug: 0.6674, IoU.field: 0.3138, IoU.armchair: 0.4261, IoU.seat: 0.6447, IoU.fence: 0.5143, IoU.desk: 0.5157, IoU.rock: 0.4375, IoU.wardrobe: 0.4385, IoU.lamp: 0.7002, IoU.bathtub: 0.8278, IoU.railing: 0.3586, IoU.cushion: 0.6376, IoU.base: 0.3831, IoU.box: 0.2813, IoU.column: 0.5379, IoU.signboard: 0.3738, IoU.chest of drawers: 0.4057, IoU.counter: 0.3543, IoU.sand: 0.3938, IoU.sink: 0.7618, IoU.skyscraper: 0.3289, IoU.fireplace: 0.7775, IoU.refrigerator: 0.8569, IoU.grandstand: 0.4662, IoU.path: 0.2214, IoU.stairs: 0.3162, IoU.runway: 0.7573, IoU.case: 0.4556, IoU.pool table: 0.9472, IoU.pillow: 0.5941, IoU.screen door: 0.6608, IoU.stairway: 0.3215, IoU.river: 0.1048, IoU.bridge: 0.7425, IoU.bookcase: 0.3846, IoU.blind: 0.4654, IoU.coffee table: 0.6564, IoU.toilet: 0.8658, IoU.flower: 0.3908, IoU.book: 0.5076, IoU.hill: 0.1266, IoU.bench: 0.4957, IoU.countertop: 0.5403, IoU.stove: 0.8464, IoU.palm: 0.5823, IoU.kitchen island: 0.5850, IoU.computer: 0.6145, IoU.swivel chair: 0.4411, IoU.boat: 0.4032, IoU.bar: 0.3401, IoU.arcade machine: 0.7797, IoU.hovel: 0.2884, IoU.bus: 0.9176, IoU.towel: 0.6815, IoU.light: 0.6198, IoU.truck: 0.4249, IoU.tower: 0.4446, IoU.chandelier: 0.6973, IoU.awning: 0.3448, IoU.streetlight: 0.3950, IoU.booth: 0.5608, IoU.television receiver: 0.7709, IoU.airplane: 0.6028, IoU.dirt track: 0.1669, IoU.apparel: 0.4121, IoU.pole: 0.3218, IoU.land: 0.1177, IoU.bannister: 0.2149, IoU.escalator: 0.2244, IoU.ottoman: 0.4881, IoU.bottle: 0.2741, IoU.buffet: 0.4429, IoU.poster: 0.2031, IoU.stage: 0.1922, IoU.van: 0.4822, IoU.ship: 0.0826, IoU.fountain: 0.2094, IoU.conveyer belt: 0.7741, IoU.canopy: 0.1676, IoU.washer: 0.7222, IoU.plaything: 0.2159, IoU.swimming pool: 0.5759, IoU.stool: 0.4511, IoU.barrel: 0.6533, IoU.basket: 0.3754, IoU.waterfall: 0.4185, IoU.tent: 0.9611, IoU.bag: 0.2718, IoU.minibike: 0.7280, IoU.cradle: 0.8508, IoU.oven: 0.2693, IoU.ball: 0.5102, IoU.food: 0.6302, IoU.step: 0.2087, IoU.tank: 0.4708, IoU.trade name: 0.2316, IoU.microwave: 0.4451, IoU.pot: 0.5763, IoU.animal: 0.5198, IoU.bicycle: 0.6202, IoU.lake: 0.4512, IoU.dishwasher: 0.6808, IoU.screen: 0.6058, IoU.blanket: 0.2761, IoU.sculpture: 0.6169, IoU.hood: 0.8647, IoU.sconce: 0.5646, IoU.vase: 0.5175, IoU.traffic light: 0.4136, IoU.tray: 0.2422, IoU.ashcan: 0.5222, IoU.fan: 0.7049, IoU.pier: 0.3386, IoU.crt screen: 0.0213, IoU.plate: 0.6131, IoU.monitor: 0.1037, IoU.bulletin board: 0.4679, IoU.shower: 0.0914, IoU.radiator: 0.6839, IoU.glass: 0.2139, IoU.clock: 0.4709, IoU.flag: 0.3617, Acc.wall: 0.8793, Acc.building: 0.9282, Acc.sky: 0.9737, Acc.floor: 0.9037, Acc.tree: 0.8795, Acc.ceiling: 0.9190, Acc.road: 0.9092, Acc.bed : 0.9607, Acc.windowpane: 0.7888, Acc.grass: 0.8146, Acc.cabinet: 0.7412, Acc.sidewalk: 0.8289, Acc.person: 0.9308, Acc.earth: 0.5409, Acc.door: 0.7251, Acc.table: 0.8148, Acc.mountain: 0.7575, Acc.plant: 0.6220, Acc.curtain: 0.8720, Acc.chair: 0.7736, Acc.car: 0.9400, Acc.water: 0.5905, Acc.painting: 0.8518, Acc.sofa: 0.8305, Acc.shelf: 0.5985, Acc.house: 0.6176, Acc.sea: 0.7892, Acc.mirror: 0.8071, Acc.rug: 0.7906, Acc.field: 0.4660, Acc.armchair: 0.6227, Acc.seat: 0.8330, Acc.fence: 0.6972, Acc.desk: 0.7140, Acc.rock: 0.6271, Acc.wardrobe: 0.6787, Acc.lamp: 0.8073, Acc.bathtub: 0.8587, Acc.railing: 0.5226, Acc.cushion: 0.7598, Acc.base: 0.6373, Acc.box: 0.3660, Acc.column: 0.6427, Acc.signboard: 0.5698, Acc.chest of drawers: 0.6283, Acc.counter: 0.4093, Acc.sand: 0.5525, Acc.sink: 0.8387, Acc.skyscraper: 0.4124, Acc.fireplace: 0.9041, Acc.refrigerator: 0.9337, Acc.grandstand: 0.7504, Acc.path: 0.3795, Acc.stairs: 0.3995, Acc.runway: 0.9812, Acc.case: 0.6206, Acc.pool table: 0.9675, Acc.pillow: 0.7005, Acc.screen door: 0.8106, Acc.stairway: 0.4144, Acc.river: 0.2273, Acc.bridge: 0.9042, Acc.bookcase: 0.5564, Acc.blind: 0.5375, Acc.coffee table: 0.8086, Acc.toilet: 0.9160, Acc.flower: 0.5722, Acc.book: 0.6631, Acc.hill: 0.2656, Acc.bench: 0.5525, Acc.countertop: 0.6745, Acc.stove: 0.9208, Acc.palm: 0.7591, Acc.kitchen island: 0.8434, Acc.computer: 0.6760, Acc.swivel chair: 0.5772, Acc.boat: 0.5027, Acc.bar: 0.4199, Acc.arcade machine: 0.9173, Acc.hovel: 0.4178, Acc.bus: 0.9705, Acc.towel: 0.7899, Acc.light: 0.7419, Acc.truck: 0.5617, Acc.tower: 0.6281, Acc.chandelier: 0.8413, Acc.awning: 0.4398, Acc.streetlight: 0.5466, Acc.booth: 0.7163, Acc.television receiver: 0.8411, Acc.airplane: 0.7607, Acc.dirt track: 0.3618, Acc.apparel: 0.7238, Acc.pole: 0.5316, Acc.land: 0.1657, Acc.bannister: 0.3939, Acc.escalator: 0.2297, Acc.ottoman: 0.6943, Acc.bottle: 0.3422, Acc.buffet: 0.5346, Acc.poster: 0.3567, Acc.stage: 0.2856, Acc.van: 0.6458, Acc.ship: 0.1531, Acc.fountain: 0.2143, Acc.conveyer belt: 0.9151, Acc.canopy: 0.2917, Acc.washer: 0.7524, Acc.plaything: 0.3392, Acc.swimming pool: 0.6121, Acc.stool: 0.7056, Acc.barrel: 0.7450, Acc.basket: 0.4601, Acc.waterfall: 0.4868, Acc.tent: 0.9835, Acc.bag: 0.3281, Acc.minibike: 0.8913, Acc.cradle: 0.9781, Acc.oven: 0.7029, Acc.ball: 0.5812, Acc.food: 0.7598, Acc.step: 0.3385, Acc.tank: 0.5570, Acc.trade name: 0.2847, Acc.microwave: 0.4930, Acc.pot: 0.6812, Acc.animal: 0.5277, Acc.bicycle: 0.8216, Acc.lake: 0.6930, Acc.dishwasher: 0.7405, Acc.screen: 0.8867, Acc.blanket: 0.3289, Acc.sculpture: 0.8761, Acc.hood: 0.9327, Acc.sconce: 0.6978, Acc.vase: 0.6830, Acc.traffic light: 0.6994, Acc.tray: 0.3359, Acc.ashcan: 0.7529, Acc.fan: 0.8403, Acc.pier: 0.4437, Acc.crt screen: 0.0584, Acc.plate: 0.7244, Acc.monitor: 0.1898, Acc.bulletin board: 0.5879, Acc.shower: 0.2007, Acc.radiator: 0.8095, Acc.glass: 0.2332, Acc.clock: 0.6108, Acc.flag: 0.4136 2023-12-26 12:38:39,138 - mmseg - INFO - Iter [140050/160000] lr: 1.247e-05, eta: 2:46:41, time: 0.918, data_time: 0.444, memory: 40245, decode.loss_cls: 0.1739, decode.loss_mask: 0.4376, decode.loss_dice: 0.6529, decode.d0.loss_cls: 1.1404, decode.d0.loss_mask: 0.4731, decode.d0.loss_dice: 0.7262, decode.d1.loss_cls: 0.2473, decode.d1.loss_mask: 0.4530, decode.d1.loss_dice: 0.6916, decode.d2.loss_cls: 0.2085, decode.d2.loss_mask: 0.4435, decode.d2.loss_dice: 0.6728, decode.d3.loss_cls: 0.2000, decode.d3.loss_mask: 0.4426, decode.d3.loss_dice: 0.6612, decode.d4.loss_cls: 0.1892, decode.d4.loss_mask: 0.4414, decode.d4.loss_dice: 0.6605, decode.d5.loss_cls: 0.1774, decode.d5.loss_mask: 0.4399, decode.d5.loss_dice: 0.6609, decode.d6.loss_cls: 0.1764, decode.d6.loss_mask: 0.4381, decode.d6.loss_dice: 0.6528, decode.d7.loss_cls: 0.1741, decode.d7.loss_mask: 0.4375, decode.d7.loss_dice: 0.6577, decode.d8.loss_cls: 0.1734, decode.d8.loss_mask: 0.4373, decode.d8.loss_dice: 0.6523, loss: 13.9933, grad_norm: 56.3240 2023-12-26 12:39:05,727 - mmseg - INFO - Iter [140100/160000] lr: 1.244e-05, eta: 2:46:16, time: 0.532, data_time: 0.058, memory: 40245, decode.loss_cls: 0.1677, decode.loss_mask: 0.4522, decode.loss_dice: 0.6614, decode.d0.loss_cls: 1.1586, decode.d0.loss_mask: 0.4928, decode.d0.loss_dice: 0.7308, decode.d1.loss_cls: 0.2379, decode.d1.loss_mask: 0.4683, decode.d1.loss_dice: 0.6962, decode.d2.loss_cls: 0.2110, decode.d2.loss_mask: 0.4596, decode.d2.loss_dice: 0.6770, decode.d3.loss_cls: 0.1971, decode.d3.loss_mask: 0.4580, decode.d3.loss_dice: 0.6658, decode.d4.loss_cls: 0.1793, decode.d4.loss_mask: 0.4560, decode.d4.loss_dice: 0.6680, decode.d5.loss_cls: 0.1795, decode.d5.loss_mask: 0.4550, decode.d5.loss_dice: 0.6647, decode.d6.loss_cls: 0.1806, decode.d6.loss_mask: 0.4542, decode.d6.loss_dice: 0.6647, decode.d7.loss_cls: 0.1730, decode.d7.loss_mask: 0.4538, decode.d7.loss_dice: 0.6648, decode.d8.loss_cls: 0.1690, decode.d8.loss_mask: 0.4534, decode.d8.loss_dice: 0.6642, loss: 14.2145, grad_norm: 57.7249 2023-12-26 12:39:30,074 - mmseg - INFO - Iter [140150/160000] lr: 1.241e-05, eta: 2:45:51, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1688, decode.loss_mask: 0.4366, decode.loss_dice: 0.6552, decode.d0.loss_cls: 1.1555, decode.d0.loss_mask: 0.4723, decode.d0.loss_dice: 0.7236, decode.d1.loss_cls: 0.2336, decode.d1.loss_mask: 0.4502, decode.d1.loss_dice: 0.6930, decode.d2.loss_cls: 0.2095, decode.d2.loss_mask: 0.4416, decode.d2.loss_dice: 0.6762, decode.d3.loss_cls: 0.1952, decode.d3.loss_mask: 0.4395, decode.d3.loss_dice: 0.6619, decode.d4.loss_cls: 0.1852, decode.d4.loss_mask: 0.4385, decode.d4.loss_dice: 0.6631, decode.d5.loss_cls: 0.1771, decode.d5.loss_mask: 0.4381, decode.d5.loss_dice: 0.6591, decode.d6.loss_cls: 0.1761, decode.d6.loss_mask: 0.4363, decode.d6.loss_dice: 0.6521, decode.d7.loss_cls: 0.1709, decode.d7.loss_mask: 0.4366, decode.d7.loss_dice: 0.6537, decode.d8.loss_cls: 0.1732, decode.d8.loss_mask: 0.4350, decode.d8.loss_dice: 0.6530, loss: 13.9608, grad_norm: 58.8310 2023-12-26 12:39:54,437 - mmseg - INFO - Iter [140200/160000] lr: 1.238e-05, eta: 2:45:26, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1750, decode.loss_mask: 0.4464, decode.loss_dice: 0.6590, decode.d0.loss_cls: 1.1590, decode.d0.loss_mask: 0.4815, decode.d0.loss_dice: 0.7325, decode.d1.loss_cls: 0.2447, decode.d1.loss_mask: 0.4571, decode.d1.loss_dice: 0.6943, decode.d2.loss_cls: 0.2125, decode.d2.loss_mask: 0.4505, decode.d2.loss_dice: 0.6805, decode.d3.loss_cls: 0.2031, decode.d3.loss_mask: 0.4483, decode.d3.loss_dice: 0.6650, decode.d4.loss_cls: 0.1901, decode.d4.loss_mask: 0.4488, decode.d4.loss_dice: 0.6700, decode.d5.loss_cls: 0.1866, decode.d5.loss_mask: 0.4491, decode.d5.loss_dice: 0.6683, decode.d6.loss_cls: 0.1806, decode.d6.loss_mask: 0.4472, decode.d6.loss_dice: 0.6586, decode.d7.loss_cls: 0.1775, decode.d7.loss_mask: 0.4479, decode.d7.loss_dice: 0.6619, decode.d8.loss_cls: 0.1780, decode.d8.loss_mask: 0.4474, decode.d8.loss_dice: 0.6616, loss: 14.1830, grad_norm: 63.5401 2023-12-26 12:40:18,489 - mmseg - INFO - Iter [140250/160000] lr: 1.234e-05, eta: 2:45:01, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1632, decode.loss_mask: 0.4388, decode.loss_dice: 0.6824, decode.d0.loss_cls: 1.1484, decode.d0.loss_mask: 0.4770, decode.d0.loss_dice: 0.7589, decode.d1.loss_cls: 0.2439, decode.d1.loss_mask: 0.4531, decode.d1.loss_dice: 0.7169, decode.d2.loss_cls: 0.2025, decode.d2.loss_mask: 0.4452, decode.d2.loss_dice: 0.7014, decode.d3.loss_cls: 0.1940, decode.d3.loss_mask: 0.4413, decode.d3.loss_dice: 0.6887, decode.d4.loss_cls: 0.1753, decode.d4.loss_mask: 0.4397, decode.d4.loss_dice: 0.6902, decode.d5.loss_cls: 0.1778, decode.d5.loss_mask: 0.4397, decode.d5.loss_dice: 0.6889, decode.d6.loss_cls: 0.1695, decode.d6.loss_mask: 0.4398, decode.d6.loss_dice: 0.6798, decode.d7.loss_cls: 0.1689, decode.d7.loss_mask: 0.4398, decode.d7.loss_dice: 0.6827, decode.d8.loss_cls: 0.1650, decode.d8.loss_mask: 0.4391, decode.d8.loss_dice: 0.6818, loss: 14.2336, grad_norm: 63.7338 2023-12-26 12:40:42,964 - mmseg - INFO - Iter [140300/160000] lr: 1.231e-05, eta: 2:44:36, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1661, decode.loss_mask: 0.4407, decode.loss_dice: 0.6464, decode.d0.loss_cls: 1.1636, decode.d0.loss_mask: 0.4781, decode.d0.loss_dice: 0.7105, decode.d1.loss_cls: 0.2323, decode.d1.loss_mask: 0.4579, decode.d1.loss_dice: 0.6771, decode.d2.loss_cls: 0.1996, decode.d2.loss_mask: 0.4495, decode.d2.loss_dice: 0.6587, decode.d3.loss_cls: 0.1878, decode.d3.loss_mask: 0.4450, decode.d3.loss_dice: 0.6500, decode.d4.loss_cls: 0.1797, decode.d4.loss_mask: 0.4444, decode.d4.loss_dice: 0.6493, decode.d5.loss_cls: 0.1755, decode.d5.loss_mask: 0.4440, decode.d5.loss_dice: 0.6485, decode.d6.loss_cls: 0.1683, decode.d6.loss_mask: 0.4424, decode.d6.loss_dice: 0.6436, decode.d7.loss_cls: 0.1692, decode.d7.loss_mask: 0.4423, decode.d7.loss_dice: 0.6437, decode.d8.loss_cls: 0.1673, decode.d8.loss_mask: 0.4417, decode.d8.loss_dice: 0.6434, loss: 13.8667, grad_norm: 61.0921 2023-12-26 12:41:06,835 - mmseg - INFO - Iter [140350/160000] lr: 1.228e-05, eta: 2:44:10, time: 0.477, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1731, decode.loss_mask: 0.4357, decode.loss_dice: 0.6626, decode.d0.loss_cls: 1.1499, decode.d0.loss_mask: 0.4700, decode.d0.loss_dice: 0.7354, decode.d1.loss_cls: 0.2450, decode.d1.loss_mask: 0.4488, decode.d1.loss_dice: 0.6988, decode.d2.loss_cls: 0.2128, decode.d2.loss_mask: 0.4399, decode.d2.loss_dice: 0.6729, decode.d3.loss_cls: 0.1996, decode.d3.loss_mask: 0.4368, decode.d3.loss_dice: 0.6666, decode.d4.loss_cls: 0.1898, decode.d4.loss_mask: 0.4367, decode.d4.loss_dice: 0.6645, decode.d5.loss_cls: 0.1893, decode.d5.loss_mask: 0.4362, decode.d5.loss_dice: 0.6618, decode.d6.loss_cls: 0.1776, decode.d6.loss_mask: 0.4373, decode.d6.loss_dice: 0.6643, decode.d7.loss_cls: 0.1761, decode.d7.loss_mask: 0.4375, decode.d7.loss_dice: 0.6618, decode.d8.loss_cls: 0.1746, decode.d8.loss_mask: 0.4356, decode.d8.loss_dice: 0.6632, loss: 14.0541, grad_norm: 65.8790 2023-12-26 12:41:31,230 - mmseg - INFO - Iter [140400/160000] lr: 1.225e-05, eta: 2:43:45, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1650, decode.loss_mask: 0.4316, decode.loss_dice: 0.6584, decode.d0.loss_cls: 1.0983, decode.d0.loss_mask: 0.4693, decode.d0.loss_dice: 0.7302, decode.d1.loss_cls: 0.2389, decode.d1.loss_mask: 0.4473, decode.d1.loss_dice: 0.6959, decode.d2.loss_cls: 0.2050, decode.d2.loss_mask: 0.4388, decode.d2.loss_dice: 0.6740, decode.d3.loss_cls: 0.1927, decode.d3.loss_mask: 0.4364, decode.d3.loss_dice: 0.6602, decode.d4.loss_cls: 0.1804, decode.d4.loss_mask: 0.4346, decode.d4.loss_dice: 0.6632, decode.d5.loss_cls: 0.1792, decode.d5.loss_mask: 0.4331, decode.d5.loss_dice: 0.6595, decode.d6.loss_cls: 0.1752, decode.d6.loss_mask: 0.4332, decode.d6.loss_dice: 0.6566, decode.d7.loss_cls: 0.1678, decode.d7.loss_mask: 0.4324, decode.d7.loss_dice: 0.6602, decode.d8.loss_cls: 0.1668, decode.d8.loss_mask: 0.4323, decode.d8.loss_dice: 0.6592, loss: 13.8757, grad_norm: 63.6698 2023-12-26 12:41:56,514 - mmseg - INFO - Iter [140450/160000] lr: 1.222e-05, eta: 2:43:20, time: 0.506, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1596, decode.loss_mask: 0.4426, decode.loss_dice: 0.6704, decode.d0.loss_cls: 1.1498, decode.d0.loss_mask: 0.4861, decode.d0.loss_dice: 0.7411, decode.d1.loss_cls: 0.2340, decode.d1.loss_mask: 0.4557, decode.d1.loss_dice: 0.7054, decode.d2.loss_cls: 0.2066, decode.d2.loss_mask: 0.4473, decode.d2.loss_dice: 0.6885, decode.d3.loss_cls: 0.1935, decode.d3.loss_mask: 0.4446, decode.d3.loss_dice: 0.6779, decode.d4.loss_cls: 0.1773, decode.d4.loss_mask: 0.4435, decode.d4.loss_dice: 0.6761, decode.d5.loss_cls: 0.1744, decode.d5.loss_mask: 0.4423, decode.d5.loss_dice: 0.6718, decode.d6.loss_cls: 0.1679, decode.d6.loss_mask: 0.4426, decode.d6.loss_dice: 0.6722, decode.d7.loss_cls: 0.1652, decode.d7.loss_mask: 0.4421, decode.d7.loss_dice: 0.6704, decode.d8.loss_cls: 0.1596, decode.d8.loss_mask: 0.4426, decode.d8.loss_dice: 0.6696, loss: 14.1207, grad_norm: 60.4269 2023-12-26 12:42:20,964 - mmseg - INFO - Iter [140500/160000] lr: 1.219e-05, eta: 2:42:55, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1734, decode.loss_mask: 0.4295, decode.loss_dice: 0.6491, decode.d0.loss_cls: 1.1673, decode.d0.loss_mask: 0.4662, decode.d0.loss_dice: 0.7110, decode.d1.loss_cls: 0.2401, decode.d1.loss_mask: 0.4462, decode.d1.loss_dice: 0.6782, decode.d2.loss_cls: 0.2082, decode.d2.loss_mask: 0.4346, decode.d2.loss_dice: 0.6611, decode.d3.loss_cls: 0.1942, decode.d3.loss_mask: 0.4317, decode.d3.loss_dice: 0.6498, decode.d4.loss_cls: 0.1838, decode.d4.loss_mask: 0.4311, decode.d4.loss_dice: 0.6550, decode.d5.loss_cls: 0.1809, decode.d5.loss_mask: 0.4309, decode.d5.loss_dice: 0.6499, decode.d6.loss_cls: 0.1822, decode.d6.loss_mask: 0.4287, decode.d6.loss_dice: 0.6493, decode.d7.loss_cls: 0.1765, decode.d7.loss_mask: 0.4275, decode.d7.loss_dice: 0.6485, decode.d8.loss_cls: 0.1728, decode.d8.loss_mask: 0.4289, decode.d8.loss_dice: 0.6460, loss: 13.8326, grad_norm: 64.2788 2023-12-26 12:42:45,235 - mmseg - INFO - Iter [140550/160000] lr: 1.216e-05, eta: 2:42:30, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1761, decode.loss_mask: 0.4352, decode.loss_dice: 0.6566, decode.d0.loss_cls: 1.1323, decode.d0.loss_mask: 0.4750, decode.d0.loss_dice: 0.7227, decode.d1.loss_cls: 0.2391, decode.d1.loss_mask: 0.4509, decode.d1.loss_dice: 0.6864, decode.d2.loss_cls: 0.2110, decode.d2.loss_mask: 0.4403, decode.d2.loss_dice: 0.6682, decode.d3.loss_cls: 0.1971, decode.d3.loss_mask: 0.4395, decode.d3.loss_dice: 0.6585, decode.d4.loss_cls: 0.1928, decode.d4.loss_mask: 0.4373, decode.d4.loss_dice: 0.6580, decode.d5.loss_cls: 0.1863, decode.d5.loss_mask: 0.4376, decode.d5.loss_dice: 0.6544, decode.d6.loss_cls: 0.1868, decode.d6.loss_mask: 0.4380, decode.d6.loss_dice: 0.6551, decode.d7.loss_cls: 0.1836, decode.d7.loss_mask: 0.4362, decode.d7.loss_dice: 0.6557, decode.d8.loss_cls: 0.1822, decode.d8.loss_mask: 0.4355, decode.d8.loss_dice: 0.6501, loss: 13.9782, grad_norm: 61.5622 2023-12-26 12:43:09,809 - mmseg - INFO - Iter [140600/160000] lr: 1.213e-05, eta: 2:42:05, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1866, decode.loss_mask: 0.4237, decode.loss_dice: 0.6553, decode.d0.loss_cls: 1.1588, decode.d0.loss_mask: 0.4632, decode.d0.loss_dice: 0.7294, decode.d1.loss_cls: 0.2522, decode.d1.loss_mask: 0.4390, decode.d1.loss_dice: 0.6931, decode.d2.loss_cls: 0.2288, decode.d2.loss_mask: 0.4312, decode.d2.loss_dice: 0.6703, decode.d3.loss_cls: 0.2094, decode.d3.loss_mask: 0.4291, decode.d3.loss_dice: 0.6603, decode.d4.loss_cls: 0.1955, decode.d4.loss_mask: 0.4293, decode.d4.loss_dice: 0.6628, decode.d5.loss_cls: 0.1932, decode.d5.loss_mask: 0.4290, decode.d5.loss_dice: 0.6594, decode.d6.loss_cls: 0.1938, decode.d6.loss_mask: 0.4246, decode.d6.loss_dice: 0.6498, decode.d7.loss_cls: 0.1867, decode.d7.loss_mask: 0.4245, decode.d7.loss_dice: 0.6556, decode.d8.loss_cls: 0.1839, decode.d8.loss_mask: 0.4240, decode.d8.loss_dice: 0.6594, loss: 14.0020, grad_norm: 55.6889 2023-12-26 12:43:34,015 - mmseg - INFO - Iter [140650/160000] lr: 1.209e-05, eta: 2:41:39, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1713, decode.loss_mask: 0.4286, decode.loss_dice: 0.6606, decode.d0.loss_cls: 1.1196, decode.d0.loss_mask: 0.4678, decode.d0.loss_dice: 0.7288, decode.d1.loss_cls: 0.2321, decode.d1.loss_mask: 0.4429, decode.d1.loss_dice: 0.6896, decode.d2.loss_cls: 0.2013, decode.d2.loss_mask: 0.4366, decode.d2.loss_dice: 0.6721, decode.d3.loss_cls: 0.1879, decode.d3.loss_mask: 0.4341, decode.d3.loss_dice: 0.6665, decode.d4.loss_cls: 0.1805, decode.d4.loss_mask: 0.4320, decode.d4.loss_dice: 0.6646, decode.d5.loss_cls: 0.1813, decode.d5.loss_mask: 0.4317, decode.d5.loss_dice: 0.6599, decode.d6.loss_cls: 0.1785, decode.d6.loss_mask: 0.4303, decode.d6.loss_dice: 0.6562, decode.d7.loss_cls: 0.1720, decode.d7.loss_mask: 0.4299, decode.d7.loss_dice: 0.6604, decode.d8.loss_cls: 0.1711, decode.d8.loss_mask: 0.4295, decode.d8.loss_dice: 0.6599, loss: 13.8775, grad_norm: 60.5118 2023-12-26 12:43:58,154 - mmseg - INFO - Iter [140700/160000] lr: 1.206e-05, eta: 2:41:14, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1931, decode.loss_mask: 0.4336, decode.loss_dice: 0.6653, decode.d0.loss_cls: 1.1796, decode.d0.loss_mask: 0.4720, decode.d0.loss_dice: 0.7386, decode.d1.loss_cls: 0.2677, decode.d1.loss_mask: 0.4478, decode.d1.loss_dice: 0.7005, decode.d2.loss_cls: 0.2344, decode.d2.loss_mask: 0.4407, decode.d2.loss_dice: 0.6879, decode.d3.loss_cls: 0.2149, decode.d3.loss_mask: 0.4370, decode.d3.loss_dice: 0.6779, decode.d4.loss_cls: 0.2108, decode.d4.loss_mask: 0.4356, decode.d4.loss_dice: 0.6747, decode.d5.loss_cls: 0.2063, decode.d5.loss_mask: 0.4338, decode.d5.loss_dice: 0.6716, decode.d6.loss_cls: 0.2023, decode.d6.loss_mask: 0.4345, decode.d6.loss_dice: 0.6654, decode.d7.loss_cls: 0.1976, decode.d7.loss_mask: 0.4327, decode.d7.loss_dice: 0.6694, decode.d8.loss_cls: 0.1961, decode.d8.loss_mask: 0.4322, decode.d8.loss_dice: 0.6668, loss: 14.3209, grad_norm: 62.9847 2023-12-26 12:44:22,259 - mmseg - INFO - Iter [140750/160000] lr: 1.203e-05, eta: 2:40:49, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1708, decode.loss_mask: 0.4460, decode.loss_dice: 0.6687, decode.d0.loss_cls: 1.1761, decode.d0.loss_mask: 0.4798, decode.d0.loss_dice: 0.7295, decode.d1.loss_cls: 0.2526, decode.d1.loss_mask: 0.4614, decode.d1.loss_dice: 0.7003, decode.d2.loss_cls: 0.2090, decode.d2.loss_mask: 0.4527, decode.d2.loss_dice: 0.6822, decode.d3.loss_cls: 0.2009, decode.d3.loss_mask: 0.4488, decode.d3.loss_dice: 0.6724, decode.d4.loss_cls: 0.1882, decode.d4.loss_mask: 0.4464, decode.d4.loss_dice: 0.6733, decode.d5.loss_cls: 0.1772, decode.d5.loss_mask: 0.4468, decode.d5.loss_dice: 0.6687, decode.d6.loss_cls: 0.1796, decode.d6.loss_mask: 0.4465, decode.d6.loss_dice: 0.6663, decode.d7.loss_cls: 0.1731, decode.d7.loss_mask: 0.4454, decode.d7.loss_dice: 0.6634, decode.d8.loss_cls: 0.1680, decode.d8.loss_mask: 0.4468, decode.d8.loss_dice: 0.6641, loss: 14.2050, grad_norm: 59.7587 2023-12-26 12:44:46,390 - mmseg - INFO - Iter [140800/160000] lr: 1.200e-05, eta: 2:40:24, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1651, decode.loss_mask: 0.4463, decode.loss_dice: 0.6810, decode.d0.loss_cls: 1.1521, decode.d0.loss_mask: 0.4827, decode.d0.loss_dice: 0.7452, decode.d1.loss_cls: 0.2422, decode.d1.loss_mask: 0.4594, decode.d1.loss_dice: 0.7117, decode.d2.loss_cls: 0.2084, decode.d2.loss_mask: 0.4538, decode.d2.loss_dice: 0.6975, decode.d3.loss_cls: 0.1926, decode.d3.loss_mask: 0.4504, decode.d3.loss_dice: 0.6899, decode.d4.loss_cls: 0.1846, decode.d4.loss_mask: 0.4489, decode.d4.loss_dice: 0.6897, decode.d5.loss_cls: 0.1793, decode.d5.loss_mask: 0.4476, decode.d5.loss_dice: 0.6872, decode.d6.loss_cls: 0.1734, decode.d6.loss_mask: 0.4471, decode.d6.loss_dice: 0.6849, decode.d7.loss_cls: 0.1719, decode.d7.loss_mask: 0.4468, decode.d7.loss_dice: 0.6839, decode.d8.loss_cls: 0.1697, decode.d8.loss_mask: 0.4469, decode.d8.loss_dice: 0.6819, loss: 14.3221, grad_norm: 61.4557 2023-12-26 12:45:10,765 - mmseg - INFO - Iter [140850/160000] lr: 1.197e-05, eta: 2:39:59, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1834, decode.loss_mask: 0.4477, decode.loss_dice: 0.6788, decode.d0.loss_cls: 1.1686, decode.d0.loss_mask: 0.4842, decode.d0.loss_dice: 0.7390, decode.d1.loss_cls: 0.2751, decode.d1.loss_mask: 0.4618, decode.d1.loss_dice: 0.7150, decode.d2.loss_cls: 0.2323, decode.d2.loss_mask: 0.4542, decode.d2.loss_dice: 0.6979, decode.d3.loss_cls: 0.2143, decode.d3.loss_mask: 0.4498, decode.d3.loss_dice: 0.6889, decode.d4.loss_cls: 0.2095, decode.d4.loss_mask: 0.4458, decode.d4.loss_dice: 0.6850, decode.d5.loss_cls: 0.1995, decode.d5.loss_mask: 0.4483, decode.d5.loss_dice: 0.6840, decode.d6.loss_cls: 0.1957, decode.d6.loss_mask: 0.4469, decode.d6.loss_dice: 0.6794, decode.d7.loss_cls: 0.1883, decode.d7.loss_mask: 0.4469, decode.d7.loss_dice: 0.6808, decode.d8.loss_cls: 0.1852, decode.d8.loss_mask: 0.4474, decode.d8.loss_dice: 0.6750, loss: 14.5086, grad_norm: 67.9922 2023-12-26 12:45:35,163 - mmseg - INFO - Iter [140900/160000] lr: 1.194e-05, eta: 2:39:34, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1859, decode.loss_mask: 0.4280, decode.loss_dice: 0.6469, decode.d0.loss_cls: 1.1421, decode.d0.loss_mask: 0.4605, decode.d0.loss_dice: 0.7128, decode.d1.loss_cls: 0.2565, decode.d1.loss_mask: 0.4410, decode.d1.loss_dice: 0.6787, decode.d2.loss_cls: 0.2258, decode.d2.loss_mask: 0.4361, decode.d2.loss_dice: 0.6597, decode.d3.loss_cls: 0.2154, decode.d3.loss_mask: 0.4319, decode.d3.loss_dice: 0.6530, decode.d4.loss_cls: 0.2031, decode.d4.loss_mask: 0.4306, decode.d4.loss_dice: 0.6481, decode.d5.loss_cls: 0.1942, decode.d5.loss_mask: 0.4297, decode.d5.loss_dice: 0.6473, decode.d6.loss_cls: 0.1911, decode.d6.loss_mask: 0.4297, decode.d6.loss_dice: 0.6452, decode.d7.loss_cls: 0.1893, decode.d7.loss_mask: 0.4285, decode.d7.loss_dice: 0.6460, decode.d8.loss_cls: 0.1858, decode.d8.loss_mask: 0.4284, decode.d8.loss_dice: 0.6487, loss: 13.9199, grad_norm: 59.5350 2023-12-26 12:45:59,666 - mmseg - INFO - Iter [140950/160000] lr: 1.191e-05, eta: 2:39:08, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1682, decode.loss_mask: 0.4334, decode.loss_dice: 0.6709, decode.d0.loss_cls: 1.1650, decode.d0.loss_mask: 0.4775, decode.d0.loss_dice: 0.7525, decode.d1.loss_cls: 0.2413, decode.d1.loss_mask: 0.4478, decode.d1.loss_dice: 0.7045, decode.d2.loss_cls: 0.2076, decode.d2.loss_mask: 0.4414, decode.d2.loss_dice: 0.6899, decode.d3.loss_cls: 0.1991, decode.d3.loss_mask: 0.4377, decode.d3.loss_dice: 0.6773, decode.d4.loss_cls: 0.1897, decode.d4.loss_mask: 0.4363, decode.d4.loss_dice: 0.6766, decode.d5.loss_cls: 0.1796, decode.d5.loss_mask: 0.4347, decode.d5.loss_dice: 0.6721, decode.d6.loss_cls: 0.1741, decode.d6.loss_mask: 0.4348, decode.d6.loss_dice: 0.6753, decode.d7.loss_cls: 0.1739, decode.d7.loss_mask: 0.4336, decode.d7.loss_dice: 0.6728, decode.d8.loss_cls: 0.1751, decode.d8.loss_mask: 0.4334, decode.d8.loss_dice: 0.6709, loss: 14.1467, grad_norm: 65.0793 2023-12-26 12:46:23,657 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 12:46:23,658 - mmseg - INFO - Iter [141000/160000] lr: 1.188e-05, eta: 2:38:43, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1638, decode.loss_mask: 0.4580, decode.loss_dice: 0.6617, decode.d0.loss_cls: 1.1274, decode.d0.loss_mask: 0.4982, decode.d0.loss_dice: 0.7402, decode.d1.loss_cls: 0.2340, decode.d1.loss_mask: 0.4738, decode.d1.loss_dice: 0.6997, decode.d2.loss_cls: 0.2022, decode.d2.loss_mask: 0.4659, decode.d2.loss_dice: 0.6802, decode.d3.loss_cls: 0.1934, decode.d3.loss_mask: 0.4608, decode.d3.loss_dice: 0.6705, decode.d4.loss_cls: 0.1825, decode.d4.loss_mask: 0.4604, decode.d4.loss_dice: 0.6701, decode.d5.loss_cls: 0.1786, decode.d5.loss_mask: 0.4593, decode.d5.loss_dice: 0.6678, decode.d6.loss_cls: 0.1766, decode.d6.loss_mask: 0.4589, decode.d6.loss_dice: 0.6653, decode.d7.loss_cls: 0.1698, decode.d7.loss_mask: 0.4587, decode.d7.loss_dice: 0.6658, decode.d8.loss_cls: 0.1638, decode.d8.loss_mask: 0.4578, decode.d8.loss_dice: 0.6663, loss: 14.2312, grad_norm: 66.2198 2023-12-26 12:46:47,757 - mmseg - INFO - Iter [141050/160000] lr: 1.184e-05, eta: 2:38:18, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1560, decode.loss_mask: 0.4456, decode.loss_dice: 0.6511, decode.d0.loss_cls: 1.1371, decode.d0.loss_mask: 0.4854, decode.d0.loss_dice: 0.7167, decode.d1.loss_cls: 0.2286, decode.d1.loss_mask: 0.4585, decode.d1.loss_dice: 0.6864, decode.d2.loss_cls: 0.2000, decode.d2.loss_mask: 0.4515, decode.d2.loss_dice: 0.6705, decode.d3.loss_cls: 0.1833, decode.d3.loss_mask: 0.4490, decode.d3.loss_dice: 0.6580, decode.d4.loss_cls: 0.1704, decode.d4.loss_mask: 0.4484, decode.d4.loss_dice: 0.6603, decode.d5.loss_cls: 0.1648, decode.d5.loss_mask: 0.4486, decode.d5.loss_dice: 0.6617, decode.d6.loss_cls: 0.1662, decode.d6.loss_mask: 0.4475, decode.d6.loss_dice: 0.6523, decode.d7.loss_cls: 0.1578, decode.d7.loss_mask: 0.4480, decode.d7.loss_dice: 0.6544, decode.d8.loss_cls: 0.1563, decode.d8.loss_mask: 0.4468, decode.d8.loss_dice: 0.6541, loss: 13.9152, grad_norm: 58.7518 2023-12-26 12:47:11,873 - mmseg - INFO - Iter [141100/160000] lr: 1.181e-05, eta: 2:37:53, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1670, decode.loss_mask: 0.4410, decode.loss_dice: 0.6636, decode.d0.loss_cls: 1.1281, decode.d0.loss_mask: 0.4804, decode.d0.loss_dice: 0.7334, decode.d1.loss_cls: 0.2369, decode.d1.loss_mask: 0.4564, decode.d1.loss_dice: 0.6985, decode.d2.loss_cls: 0.1996, decode.d2.loss_mask: 0.4504, decode.d2.loss_dice: 0.6781, decode.d3.loss_cls: 0.1882, decode.d3.loss_mask: 0.4456, decode.d3.loss_dice: 0.6663, decode.d4.loss_cls: 0.1820, decode.d4.loss_mask: 0.4432, decode.d4.loss_dice: 0.6650, decode.d5.loss_cls: 0.1737, decode.d5.loss_mask: 0.4425, decode.d5.loss_dice: 0.6643, decode.d6.loss_cls: 0.1727, decode.d6.loss_mask: 0.4399, decode.d6.loss_dice: 0.6615, decode.d7.loss_cls: 0.1721, decode.d7.loss_mask: 0.4403, decode.d7.loss_dice: 0.6610, decode.d8.loss_cls: 0.1660, decode.d8.loss_mask: 0.4401, decode.d8.loss_dice: 0.6591, loss: 14.0170, grad_norm: 64.2177 2023-12-26 12:47:36,098 - mmseg - INFO - Iter [141150/160000] lr: 1.178e-05, eta: 2:37:28, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1691, decode.loss_mask: 0.4358, decode.loss_dice: 0.6564, decode.d0.loss_cls: 1.1632, decode.d0.loss_mask: 0.4742, decode.d0.loss_dice: 0.7290, decode.d1.loss_cls: 0.2386, decode.d1.loss_mask: 0.4510, decode.d1.loss_dice: 0.6907, decode.d2.loss_cls: 0.2098, decode.d2.loss_mask: 0.4429, decode.d2.loss_dice: 0.6733, decode.d3.loss_cls: 0.1900, decode.d3.loss_mask: 0.4397, decode.d3.loss_dice: 0.6616, decode.d4.loss_cls: 0.1865, decode.d4.loss_mask: 0.4372, decode.d4.loss_dice: 0.6599, decode.d5.loss_cls: 0.1782, decode.d5.loss_mask: 0.4373, decode.d5.loss_dice: 0.6605, decode.d6.loss_cls: 0.1767, decode.d6.loss_mask: 0.4350, decode.d6.loss_dice: 0.6538, decode.d7.loss_cls: 0.1748, decode.d7.loss_mask: 0.4349, decode.d7.loss_dice: 0.6553, decode.d8.loss_cls: 0.1694, decode.d8.loss_mask: 0.4351, decode.d8.loss_dice: 0.6580, loss: 13.9780, grad_norm: 61.1084 2023-12-26 12:48:00,234 - mmseg - INFO - Iter [141200/160000] lr: 1.175e-05, eta: 2:37:02, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1765, decode.loss_mask: 0.4502, decode.loss_dice: 0.6801, decode.d0.loss_cls: 1.1528, decode.d0.loss_mask: 0.4930, decode.d0.loss_dice: 0.7547, decode.d1.loss_cls: 0.2535, decode.d1.loss_mask: 0.4635, decode.d1.loss_dice: 0.7213, decode.d2.loss_cls: 0.2213, decode.d2.loss_mask: 0.4549, decode.d2.loss_dice: 0.6966, decode.d3.loss_cls: 0.2041, decode.d3.loss_mask: 0.4528, decode.d3.loss_dice: 0.6870, decode.d4.loss_cls: 0.1993, decode.d4.loss_mask: 0.4520, decode.d4.loss_dice: 0.6838, decode.d5.loss_cls: 0.1863, decode.d5.loss_mask: 0.4523, decode.d5.loss_dice: 0.6849, decode.d6.loss_cls: 0.1835, decode.d6.loss_mask: 0.4508, decode.d6.loss_dice: 0.6820, decode.d7.loss_cls: 0.1816, decode.d7.loss_mask: 0.4504, decode.d7.loss_dice: 0.6798, decode.d8.loss_cls: 0.1840, decode.d8.loss_mask: 0.4502, decode.d8.loss_dice: 0.6852, loss: 14.4679, grad_norm: 66.2522 2023-12-26 12:48:24,436 - mmseg - INFO - Iter [141250/160000] lr: 1.172e-05, eta: 2:36:37, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1740, decode.loss_mask: 0.4258, decode.loss_dice: 0.6466, decode.d0.loss_cls: 1.1714, decode.d0.loss_mask: 0.4613, decode.d0.loss_dice: 0.7177, decode.d1.loss_cls: 0.2395, decode.d1.loss_mask: 0.4393, decode.d1.loss_dice: 0.6818, decode.d2.loss_cls: 0.2114, decode.d2.loss_mask: 0.4324, decode.d2.loss_dice: 0.6616, decode.d3.loss_cls: 0.1982, decode.d3.loss_mask: 0.4293, decode.d3.loss_dice: 0.6520, decode.d4.loss_cls: 0.1880, decode.d4.loss_mask: 0.4285, decode.d4.loss_dice: 0.6490, decode.d5.loss_cls: 0.1796, decode.d5.loss_mask: 0.4278, decode.d5.loss_dice: 0.6513, decode.d6.loss_cls: 0.1775, decode.d6.loss_mask: 0.4275, decode.d6.loss_dice: 0.6441, decode.d7.loss_cls: 0.1733, decode.d7.loss_mask: 0.4255, decode.d7.loss_dice: 0.6477, decode.d8.loss_cls: 0.1712, decode.d8.loss_mask: 0.4254, decode.d8.loss_dice: 0.6450, loss: 13.8035, grad_norm: 61.1273 2023-12-26 12:48:48,586 - mmseg - INFO - Iter [141300/160000] lr: 1.169e-05, eta: 2:36:12, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1796, decode.loss_mask: 0.4390, decode.loss_dice: 0.6471, decode.d0.loss_cls: 1.1406, decode.d0.loss_mask: 0.4769, decode.d0.loss_dice: 0.7195, decode.d1.loss_cls: 0.2449, decode.d1.loss_mask: 0.4538, decode.d1.loss_dice: 0.6827, decode.d2.loss_cls: 0.2115, decode.d2.loss_mask: 0.4449, decode.d2.loss_dice: 0.6622, decode.d3.loss_cls: 0.1978, decode.d3.loss_mask: 0.4438, decode.d3.loss_dice: 0.6555, decode.d4.loss_cls: 0.1914, decode.d4.loss_mask: 0.4435, decode.d4.loss_dice: 0.6545, decode.d5.loss_cls: 0.1892, decode.d5.loss_mask: 0.4401, decode.d5.loss_dice: 0.6480, decode.d6.loss_cls: 0.1865, decode.d6.loss_mask: 0.4398, decode.d6.loss_dice: 0.6465, decode.d7.loss_cls: 0.1806, decode.d7.loss_mask: 0.4394, decode.d7.loss_dice: 0.6464, decode.d8.loss_cls: 0.1799, decode.d8.loss_mask: 0.4391, decode.d8.loss_dice: 0.6460, loss: 13.9707, grad_norm: 61.9371 2023-12-26 12:49:12,740 - mmseg - INFO - Iter [141350/160000] lr: 1.166e-05, eta: 2:35:47, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1726, decode.loss_mask: 0.4372, decode.loss_dice: 0.6660, decode.d0.loss_cls: 1.1606, decode.d0.loss_mask: 0.4744, decode.d0.loss_dice: 0.7350, decode.d1.loss_cls: 0.2393, decode.d1.loss_mask: 0.4537, decode.d1.loss_dice: 0.6977, decode.d2.loss_cls: 0.2088, decode.d2.loss_mask: 0.4438, decode.d2.loss_dice: 0.6810, decode.d3.loss_cls: 0.1946, decode.d3.loss_mask: 0.4411, decode.d3.loss_dice: 0.6764, decode.d4.loss_cls: 0.1851, decode.d4.loss_mask: 0.4419, decode.d4.loss_dice: 0.6717, decode.d5.loss_cls: 0.1781, decode.d5.loss_mask: 0.4407, decode.d5.loss_dice: 0.6730, decode.d6.loss_cls: 0.1800, decode.d6.loss_mask: 0.4383, decode.d6.loss_dice: 0.6633, decode.d7.loss_cls: 0.1733, decode.d7.loss_mask: 0.4384, decode.d7.loss_dice: 0.6677, decode.d8.loss_cls: 0.1725, decode.d8.loss_mask: 0.4382, decode.d8.loss_dice: 0.6680, loss: 14.1126, grad_norm: 60.6585 2023-12-26 12:49:39,284 - mmseg - INFO - Iter [141400/160000] lr: 1.163e-05, eta: 2:35:22, time: 0.531, data_time: 0.056, memory: 40245, decode.loss_cls: 0.1800, decode.loss_mask: 0.4361, decode.loss_dice: 0.6674, decode.d0.loss_cls: 1.1538, decode.d0.loss_mask: 0.4734, decode.d0.loss_dice: 0.7380, decode.d1.loss_cls: 0.2613, decode.d1.loss_mask: 0.4521, decode.d1.loss_dice: 0.7016, decode.d2.loss_cls: 0.2194, decode.d2.loss_mask: 0.4443, decode.d2.loss_dice: 0.6862, decode.d3.loss_cls: 0.2080, decode.d3.loss_mask: 0.4399, decode.d3.loss_dice: 0.6759, decode.d4.loss_cls: 0.1918, decode.d4.loss_mask: 0.4393, decode.d4.loss_dice: 0.6722, decode.d5.loss_cls: 0.1871, decode.d5.loss_mask: 0.4382, decode.d5.loss_dice: 0.6746, decode.d6.loss_cls: 0.1900, decode.d6.loss_mask: 0.4386, decode.d6.loss_dice: 0.6683, decode.d7.loss_cls: 0.1832, decode.d7.loss_mask: 0.4378, decode.d7.loss_dice: 0.6726, decode.d8.loss_cls: 0.1798, decode.d8.loss_mask: 0.4368, decode.d8.loss_dice: 0.6715, loss: 14.2193, grad_norm: 57.4338 2023-12-26 12:50:03,737 - mmseg - INFO - Iter [141450/160000] lr: 1.159e-05, eta: 2:34:57, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1737, decode.loss_mask: 0.4367, decode.loss_dice: 0.6541, decode.d0.loss_cls: 1.1398, decode.d0.loss_mask: 0.4762, decode.d0.loss_dice: 0.7221, decode.d1.loss_cls: 0.2343, decode.d1.loss_mask: 0.4517, decode.d1.loss_dice: 0.6878, decode.d2.loss_cls: 0.2002, decode.d2.loss_mask: 0.4437, decode.d2.loss_dice: 0.6715, decode.d3.loss_cls: 0.1934, decode.d3.loss_mask: 0.4412, decode.d3.loss_dice: 0.6561, decode.d4.loss_cls: 0.1855, decode.d4.loss_mask: 0.4393, decode.d4.loss_dice: 0.6591, decode.d5.loss_cls: 0.1774, decode.d5.loss_mask: 0.4405, decode.d5.loss_dice: 0.6642, decode.d6.loss_cls: 0.1827, decode.d6.loss_mask: 0.4369, decode.d6.loss_dice: 0.6525, decode.d7.loss_cls: 0.1787, decode.d7.loss_mask: 0.4361, decode.d7.loss_dice: 0.6558, decode.d8.loss_cls: 0.1745, decode.d8.loss_mask: 0.4359, decode.d8.loss_dice: 0.6545, loss: 13.9560, grad_norm: 67.9542 2023-12-26 12:50:27,801 - mmseg - INFO - Iter [141500/160000] lr: 1.156e-05, eta: 2:34:32, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1716, decode.loss_mask: 0.4475, decode.loss_dice: 0.6513, decode.d0.loss_cls: 1.1210, decode.d0.loss_mask: 0.4804, decode.d0.loss_dice: 0.7167, decode.d1.loss_cls: 0.2529, decode.d1.loss_mask: 0.4606, decode.d1.loss_dice: 0.6812, decode.d2.loss_cls: 0.2125, decode.d2.loss_mask: 0.4563, decode.d2.loss_dice: 0.6691, decode.d3.loss_cls: 0.2016, decode.d3.loss_mask: 0.4528, decode.d3.loss_dice: 0.6622, decode.d4.loss_cls: 0.1921, decode.d4.loss_mask: 0.4511, decode.d4.loss_dice: 0.6582, decode.d5.loss_cls: 0.1850, decode.d5.loss_mask: 0.4502, decode.d5.loss_dice: 0.6594, decode.d6.loss_cls: 0.1832, decode.d6.loss_mask: 0.4472, decode.d6.loss_dice: 0.6553, decode.d7.loss_cls: 0.1754, decode.d7.loss_mask: 0.4484, decode.d7.loss_dice: 0.6559, decode.d8.loss_cls: 0.1755, decode.d8.loss_mask: 0.4473, decode.d8.loss_dice: 0.6542, loss: 14.0760, grad_norm: 62.5993 2023-12-26 12:50:52,215 - mmseg - INFO - Iter [141550/160000] lr: 1.153e-05, eta: 2:34:06, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1739, decode.loss_mask: 0.4322, decode.loss_dice: 0.6701, decode.d0.loss_cls: 1.1515, decode.d0.loss_mask: 0.4678, decode.d0.loss_dice: 0.7448, decode.d1.loss_cls: 0.2505, decode.d1.loss_mask: 0.4465, decode.d1.loss_dice: 0.7036, decode.d2.loss_cls: 0.2130, decode.d2.loss_mask: 0.4387, decode.d2.loss_dice: 0.6848, decode.d3.loss_cls: 0.1942, decode.d3.loss_mask: 0.4374, decode.d3.loss_dice: 0.6800, decode.d4.loss_cls: 0.1905, decode.d4.loss_mask: 0.4352, decode.d4.loss_dice: 0.6763, decode.d5.loss_cls: 0.1814, decode.d5.loss_mask: 0.4321, decode.d5.loss_dice: 0.6738, decode.d6.loss_cls: 0.1804, decode.d6.loss_mask: 0.4328, decode.d6.loss_dice: 0.6676, decode.d7.loss_cls: 0.1754, decode.d7.loss_mask: 0.4324, decode.d7.loss_dice: 0.6681, decode.d8.loss_cls: 0.1758, decode.d8.loss_mask: 0.4326, decode.d8.loss_dice: 0.6692, loss: 14.1126, grad_norm: 57.1026 2023-12-26 12:51:16,361 - mmseg - INFO - Iter [141600/160000] lr: 1.150e-05, eta: 2:33:41, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1754, decode.loss_mask: 0.4407, decode.loss_dice: 0.6598, decode.d0.loss_cls: 1.1805, decode.d0.loss_mask: 0.4743, decode.d0.loss_dice: 0.7314, decode.d1.loss_cls: 0.2486, decode.d1.loss_mask: 0.4497, decode.d1.loss_dice: 0.6948, decode.d2.loss_cls: 0.2181, decode.d2.loss_mask: 0.4427, decode.d2.loss_dice: 0.6743, decode.d3.loss_cls: 0.2042, decode.d3.loss_mask: 0.4393, decode.d3.loss_dice: 0.6591, decode.d4.loss_cls: 0.1877, decode.d4.loss_mask: 0.4394, decode.d4.loss_dice: 0.6634, decode.d5.loss_cls: 0.1822, decode.d5.loss_mask: 0.4409, decode.d5.loss_dice: 0.6633, decode.d6.loss_cls: 0.1864, decode.d6.loss_mask: 0.4415, decode.d6.loss_dice: 0.6619, decode.d7.loss_cls: 0.1787, decode.d7.loss_mask: 0.4407, decode.d7.loss_dice: 0.6630, decode.d8.loss_cls: 0.1778, decode.d8.loss_mask: 0.4405, decode.d8.loss_dice: 0.6596, loss: 14.1201, grad_norm: 56.0233 2023-12-26 12:51:40,570 - mmseg - INFO - Iter [141650/160000] lr: 1.147e-05, eta: 2:33:16, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1578, decode.loss_mask: 0.4278, decode.loss_dice: 0.6501, decode.d0.loss_cls: 1.1320, decode.d0.loss_mask: 0.4697, decode.d0.loss_dice: 0.7180, decode.d1.loss_cls: 0.2357, decode.d1.loss_mask: 0.4460, decode.d1.loss_dice: 0.6840, decode.d2.loss_cls: 0.1969, decode.d2.loss_mask: 0.4382, decode.d2.loss_dice: 0.6690, decode.d3.loss_cls: 0.1811, decode.d3.loss_mask: 0.4348, decode.d3.loss_dice: 0.6573, decode.d4.loss_cls: 0.1693, decode.d4.loss_mask: 0.4348, decode.d4.loss_dice: 0.6587, decode.d5.loss_cls: 0.1672, decode.d5.loss_mask: 0.4318, decode.d5.loss_dice: 0.6548, decode.d6.loss_cls: 0.1653, decode.d6.loss_mask: 0.4317, decode.d6.loss_dice: 0.6481, decode.d7.loss_cls: 0.1601, decode.d7.loss_mask: 0.4305, decode.d7.loss_dice: 0.6501, decode.d8.loss_cls: 0.1603, decode.d8.loss_mask: 0.4282, decode.d8.loss_dice: 0.6486, loss: 13.7380, grad_norm: 64.0965 2023-12-26 12:52:04,712 - mmseg - INFO - Iter [141700/160000] lr: 1.144e-05, eta: 2:32:51, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1612, decode.loss_mask: 0.4457, decode.loss_dice: 0.6570, decode.d0.loss_cls: 1.1226, decode.d0.loss_mask: 0.4837, decode.d0.loss_dice: 0.7249, decode.d1.loss_cls: 0.2332, decode.d1.loss_mask: 0.4586, decode.d1.loss_dice: 0.6919, decode.d2.loss_cls: 0.1974, decode.d2.loss_mask: 0.4533, decode.d2.loss_dice: 0.6730, decode.d3.loss_cls: 0.1874, decode.d3.loss_mask: 0.4481, decode.d3.loss_dice: 0.6648, decode.d4.loss_cls: 0.1776, decode.d4.loss_mask: 0.4490, decode.d4.loss_dice: 0.6626, decode.d5.loss_cls: 0.1721, decode.d5.loss_mask: 0.4471, decode.d5.loss_dice: 0.6619, decode.d6.loss_cls: 0.1739, decode.d6.loss_mask: 0.4460, decode.d6.loss_dice: 0.6548, decode.d7.loss_cls: 0.1686, decode.d7.loss_mask: 0.4460, decode.d7.loss_dice: 0.6574, decode.d8.loss_cls: 0.1627, decode.d8.loss_mask: 0.4456, decode.d8.loss_dice: 0.6577, loss: 13.9858, grad_norm: 62.6041 2023-12-26 12:52:28,904 - mmseg - INFO - Iter [141750/160000] lr: 1.141e-05, eta: 2:32:26, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1739, decode.loss_mask: 0.4532, decode.loss_dice: 0.6772, decode.d0.loss_cls: 1.1516, decode.d0.loss_mask: 0.4925, decode.d0.loss_dice: 0.7462, decode.d1.loss_cls: 0.2476, decode.d1.loss_mask: 0.4671, decode.d1.loss_dice: 0.7088, decode.d2.loss_cls: 0.2147, decode.d2.loss_mask: 0.4561, decode.d2.loss_dice: 0.6906, decode.d3.loss_cls: 0.2005, decode.d3.loss_mask: 0.4544, decode.d3.loss_dice: 0.6816, decode.d4.loss_cls: 0.1908, decode.d4.loss_mask: 0.4519, decode.d4.loss_dice: 0.6834, decode.d5.loss_cls: 0.1799, decode.d5.loss_mask: 0.4538, decode.d5.loss_dice: 0.6802, decode.d6.loss_cls: 0.1793, decode.d6.loss_mask: 0.4550, decode.d6.loss_dice: 0.6801, decode.d7.loss_cls: 0.1776, decode.d7.loss_mask: 0.4533, decode.d7.loss_dice: 0.6778, decode.d8.loss_cls: 0.1725, decode.d8.loss_mask: 0.4530, decode.d8.loss_dice: 0.6804, loss: 14.3852, grad_norm: 64.1448 2023-12-26 12:52:53,180 - mmseg - INFO - Iter [141800/160000] lr: 1.138e-05, eta: 2:32:01, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1616, decode.loss_mask: 0.4230, decode.loss_dice: 0.6417, decode.d0.loss_cls: 1.1528, decode.d0.loss_mask: 0.4603, decode.d0.loss_dice: 0.7093, decode.d1.loss_cls: 0.2248, decode.d1.loss_mask: 0.4405, decode.d1.loss_dice: 0.6776, decode.d2.loss_cls: 0.1958, decode.d2.loss_mask: 0.4314, decode.d2.loss_dice: 0.6558, decode.d3.loss_cls: 0.1821, decode.d3.loss_mask: 0.4275, decode.d3.loss_dice: 0.6487, decode.d4.loss_cls: 0.1726, decode.d4.loss_mask: 0.4253, decode.d4.loss_dice: 0.6473, decode.d5.loss_cls: 0.1712, decode.d5.loss_mask: 0.4236, decode.d5.loss_dice: 0.6455, decode.d6.loss_cls: 0.1704, decode.d6.loss_mask: 0.4231, decode.d6.loss_dice: 0.6386, decode.d7.loss_cls: 0.1665, decode.d7.loss_mask: 0.4235, decode.d7.loss_dice: 0.6417, decode.d8.loss_cls: 0.1626, decode.d8.loss_mask: 0.4232, decode.d8.loss_dice: 0.6415, loss: 13.6094, grad_norm: 54.9921 2023-12-26 12:53:17,417 - mmseg - INFO - Iter [141850/160000] lr: 1.134e-05, eta: 2:31:35, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1715, decode.loss_mask: 0.4240, decode.loss_dice: 0.6464, decode.d0.loss_cls: 1.1702, decode.d0.loss_mask: 0.4616, decode.d0.loss_dice: 0.7152, decode.d1.loss_cls: 0.2506, decode.d1.loss_mask: 0.4361, decode.d1.loss_dice: 0.6821, decode.d2.loss_cls: 0.2160, decode.d2.loss_mask: 0.4301, decode.d2.loss_dice: 0.6642, decode.d3.loss_cls: 0.2060, decode.d3.loss_mask: 0.4279, decode.d3.loss_dice: 0.6542, decode.d4.loss_cls: 0.1883, decode.d4.loss_mask: 0.4262, decode.d4.loss_dice: 0.6546, decode.d5.loss_cls: 0.1847, decode.d5.loss_mask: 0.4252, decode.d5.loss_dice: 0.6529, decode.d6.loss_cls: 0.1775, decode.d6.loss_mask: 0.4246, decode.d6.loss_dice: 0.6494, decode.d7.loss_cls: 0.1772, decode.d7.loss_mask: 0.4235, decode.d7.loss_dice: 0.6476, decode.d8.loss_cls: 0.1801, decode.d8.loss_mask: 0.4244, decode.d8.loss_dice: 0.6470, loss: 13.8395, grad_norm: 58.0056 2023-12-26 12:53:41,570 - mmseg - INFO - Iter [141900/160000] lr: 1.131e-05, eta: 2:31:10, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1477, decode.loss_mask: 0.4546, decode.loss_dice: 0.6503, decode.d0.loss_cls: 1.1006, decode.d0.loss_mask: 0.4869, decode.d0.loss_dice: 0.7163, decode.d1.loss_cls: 0.2053, decode.d1.loss_mask: 0.4687, decode.d1.loss_dice: 0.6838, decode.d2.loss_cls: 0.1740, decode.d2.loss_mask: 0.4617, decode.d2.loss_dice: 0.6629, decode.d3.loss_cls: 0.1669, decode.d3.loss_mask: 0.4574, decode.d3.loss_dice: 0.6556, decode.d4.loss_cls: 0.1620, decode.d4.loss_mask: 0.4558, decode.d4.loss_dice: 0.6536, decode.d5.loss_cls: 0.1550, decode.d5.loss_mask: 0.4540, decode.d5.loss_dice: 0.6489, decode.d6.loss_cls: 0.1546, decode.d6.loss_mask: 0.4544, decode.d6.loss_dice: 0.6496, decode.d7.loss_cls: 0.1461, decode.d7.loss_mask: 0.4542, decode.d7.loss_dice: 0.6524, decode.d8.loss_cls: 0.1464, decode.d8.loss_mask: 0.4539, decode.d8.loss_dice: 0.6484, loss: 13.7819, grad_norm: 65.4035 2023-12-26 12:54:05,886 - mmseg - INFO - Iter [141950/160000] lr: 1.128e-05, eta: 2:30:45, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1626, decode.loss_mask: 0.4371, decode.loss_dice: 0.6763, decode.d0.loss_cls: 1.1399, decode.d0.loss_mask: 0.4726, decode.d0.loss_dice: 0.7468, decode.d1.loss_cls: 0.2394, decode.d1.loss_mask: 0.4528, decode.d1.loss_dice: 0.7179, decode.d2.loss_cls: 0.2002, decode.d2.loss_mask: 0.4463, decode.d2.loss_dice: 0.6979, decode.d3.loss_cls: 0.1871, decode.d3.loss_mask: 0.4406, decode.d3.loss_dice: 0.6892, decode.d4.loss_cls: 0.1787, decode.d4.loss_mask: 0.4398, decode.d4.loss_dice: 0.6869, decode.d5.loss_cls: 0.1730, decode.d5.loss_mask: 0.4399, decode.d5.loss_dice: 0.6859, decode.d6.loss_cls: 0.1702, decode.d6.loss_mask: 0.4387, decode.d6.loss_dice: 0.6794, decode.d7.loss_cls: 0.1681, decode.d7.loss_mask: 0.4386, decode.d7.loss_dice: 0.6776, decode.d8.loss_cls: 0.1682, decode.d8.loss_mask: 0.4375, decode.d8.loss_dice: 0.6818, loss: 14.1711, grad_norm: 62.9973 2023-12-26 12:54:29,885 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 12:54:29,886 - mmseg - INFO - Iter [142000/160000] lr: 1.125e-05, eta: 2:30:20, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1782, decode.loss_mask: 0.4429, decode.loss_dice: 0.6599, decode.d0.loss_cls: 1.1685, decode.d0.loss_mask: 0.4825, decode.d0.loss_dice: 0.7404, decode.d1.loss_cls: 0.2520, decode.d1.loss_mask: 0.4594, decode.d1.loss_dice: 0.7059, decode.d2.loss_cls: 0.2221, decode.d2.loss_mask: 0.4501, decode.d2.loss_dice: 0.6842, decode.d3.loss_cls: 0.2067, decode.d3.loss_mask: 0.4466, decode.d3.loss_dice: 0.6679, decode.d4.loss_cls: 0.1924, decode.d4.loss_mask: 0.4465, decode.d4.loss_dice: 0.6691, decode.d5.loss_cls: 0.1888, decode.d5.loss_mask: 0.4433, decode.d5.loss_dice: 0.6691, decode.d6.loss_cls: 0.1861, decode.d6.loss_mask: 0.4441, decode.d6.loss_dice: 0.6635, decode.d7.loss_cls: 0.1867, decode.d7.loss_mask: 0.4437, decode.d7.loss_dice: 0.6624, decode.d8.loss_cls: 0.1791, decode.d8.loss_mask: 0.4449, decode.d8.loss_dice: 0.6634, loss: 14.2501, grad_norm: 63.8324 2023-12-26 12:54:54,155 - mmseg - INFO - Iter [142050/160000] lr: 1.122e-05, eta: 2:29:55, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1644, decode.loss_mask: 0.4716, decode.loss_dice: 0.6646, decode.d0.loss_cls: 1.1130, decode.d0.loss_mask: 0.5010, decode.d0.loss_dice: 0.7274, decode.d1.loss_cls: 0.2387, decode.d1.loss_mask: 0.4814, decode.d1.loss_dice: 0.6947, decode.d2.loss_cls: 0.2003, decode.d2.loss_mask: 0.4737, decode.d2.loss_dice: 0.6775, decode.d3.loss_cls: 0.1862, decode.d3.loss_mask: 0.4713, decode.d3.loss_dice: 0.6705, decode.d4.loss_cls: 0.1819, decode.d4.loss_mask: 0.4705, decode.d4.loss_dice: 0.6688, decode.d5.loss_cls: 0.1750, decode.d5.loss_mask: 0.4696, decode.d5.loss_dice: 0.6683, decode.d6.loss_cls: 0.1703, decode.d6.loss_mask: 0.4691, decode.d6.loss_dice: 0.6617, decode.d7.loss_cls: 0.1671, decode.d7.loss_mask: 0.4692, decode.d7.loss_dice: 0.6623, decode.d8.loss_cls: 0.1651, decode.d8.loss_mask: 0.4691, decode.d8.loss_dice: 0.6616, loss: 14.2656, grad_norm: 60.6988 2023-12-26 12:55:18,375 - mmseg - INFO - Iter [142100/160000] lr: 1.119e-05, eta: 2:29:30, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1698, decode.loss_mask: 0.4337, decode.loss_dice: 0.6529, decode.d0.loss_cls: 1.1395, decode.d0.loss_mask: 0.4678, decode.d0.loss_dice: 0.7196, decode.d1.loss_cls: 0.2433, decode.d1.loss_mask: 0.4468, decode.d1.loss_dice: 0.6882, decode.d2.loss_cls: 0.2059, decode.d2.loss_mask: 0.4413, decode.d2.loss_dice: 0.6737, decode.d3.loss_cls: 0.1926, decode.d3.loss_mask: 0.4367, decode.d3.loss_dice: 0.6592, decode.d4.loss_cls: 0.1851, decode.d4.loss_mask: 0.4340, decode.d4.loss_dice: 0.6559, decode.d5.loss_cls: 0.1794, decode.d5.loss_mask: 0.4347, decode.d5.loss_dice: 0.6596, decode.d6.loss_cls: 0.1770, decode.d6.loss_mask: 0.4334, decode.d6.loss_dice: 0.6558, decode.d7.loss_cls: 0.1703, decode.d7.loss_mask: 0.4332, decode.d7.loss_dice: 0.6554, decode.d8.loss_cls: 0.1689, decode.d8.loss_mask: 0.4331, decode.d8.loss_dice: 0.6534, loss: 13.9001, grad_norm: 63.0363 2023-12-26 12:55:42,701 - mmseg - INFO - Iter [142150/160000] lr: 1.116e-05, eta: 2:29:04, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1723, decode.loss_mask: 0.4265, decode.loss_dice: 0.6817, decode.d0.loss_cls: 1.1471, decode.d0.loss_mask: 0.4650, decode.d0.loss_dice: 0.7485, decode.d1.loss_cls: 0.2523, decode.d1.loss_mask: 0.4410, decode.d1.loss_dice: 0.7161, decode.d2.loss_cls: 0.2189, decode.d2.loss_mask: 0.4318, decode.d2.loss_dice: 0.6985, decode.d3.loss_cls: 0.1989, decode.d3.loss_mask: 0.4291, decode.d3.loss_dice: 0.6883, decode.d4.loss_cls: 0.1916, decode.d4.loss_mask: 0.4271, decode.d4.loss_dice: 0.6880, decode.d5.loss_cls: 0.1841, decode.d5.loss_mask: 0.4268, decode.d5.loss_dice: 0.6872, decode.d6.loss_cls: 0.1797, decode.d6.loss_mask: 0.4259, decode.d6.loss_dice: 0.6829, decode.d7.loss_cls: 0.1773, decode.d7.loss_mask: 0.4260, decode.d7.loss_dice: 0.6857, decode.d8.loss_cls: 0.1750, decode.d8.loss_mask: 0.4267, decode.d8.loss_dice: 0.6830, loss: 14.1831, grad_norm: 59.2974 2023-12-26 12:56:06,687 - mmseg - INFO - Iter [142200/160000] lr: 1.113e-05, eta: 2:28:39, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1684, decode.loss_mask: 0.4473, decode.loss_dice: 0.6731, decode.d0.loss_cls: 1.1459, decode.d0.loss_mask: 0.4830, decode.d0.loss_dice: 0.7345, decode.d1.loss_cls: 0.2497, decode.d1.loss_mask: 0.4600, decode.d1.loss_dice: 0.7074, decode.d2.loss_cls: 0.2140, decode.d2.loss_mask: 0.4531, decode.d2.loss_dice: 0.6886, decode.d3.loss_cls: 0.1948, decode.d3.loss_mask: 0.4509, decode.d3.loss_dice: 0.6760, decode.d4.loss_cls: 0.1895, decode.d4.loss_mask: 0.4500, decode.d4.loss_dice: 0.6780, decode.d5.loss_cls: 0.1791, decode.d5.loss_mask: 0.4493, decode.d5.loss_dice: 0.6782, decode.d6.loss_cls: 0.1788, decode.d6.loss_mask: 0.4478, decode.d6.loss_dice: 0.6729, decode.d7.loss_cls: 0.1707, decode.d7.loss_mask: 0.4487, decode.d7.loss_dice: 0.6739, decode.d8.loss_cls: 0.1703, decode.d8.loss_mask: 0.4475, decode.d8.loss_dice: 0.6724, loss: 14.2540, grad_norm: 62.3976 2023-12-26 12:56:30,752 - mmseg - INFO - Iter [142250/160000] lr: 1.109e-05, eta: 2:28:14, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1772, decode.loss_mask: 0.4453, decode.loss_dice: 0.6481, decode.d0.loss_cls: 1.1263, decode.d0.loss_mask: 0.4836, decode.d0.loss_dice: 0.7208, decode.d1.loss_cls: 0.2406, decode.d1.loss_mask: 0.4595, decode.d1.loss_dice: 0.6872, decode.d2.loss_cls: 0.2015, decode.d2.loss_mask: 0.4544, decode.d2.loss_dice: 0.6725, decode.d3.loss_cls: 0.1946, decode.d3.loss_mask: 0.4476, decode.d3.loss_dice: 0.6580, decode.d4.loss_cls: 0.1846, decode.d4.loss_mask: 0.4496, decode.d4.loss_dice: 0.6588, decode.d5.loss_cls: 0.1825, decode.d5.loss_mask: 0.4473, decode.d5.loss_dice: 0.6546, decode.d6.loss_cls: 0.1776, decode.d6.loss_mask: 0.4458, decode.d6.loss_dice: 0.6510, decode.d7.loss_cls: 0.1760, decode.d7.loss_mask: 0.4447, decode.d7.loss_dice: 0.6496, decode.d8.loss_cls: 0.1740, decode.d8.loss_mask: 0.4453, decode.d8.loss_dice: 0.6519, loss: 14.0105, grad_norm: 68.0319 2023-12-26 12:56:54,923 - mmseg - INFO - Iter [142300/160000] lr: 1.106e-05, eta: 2:27:49, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1751, decode.loss_mask: 0.4332, decode.loss_dice: 0.6475, decode.d0.loss_cls: 1.1912, decode.d0.loss_mask: 0.4717, decode.d0.loss_dice: 0.7196, decode.d1.loss_cls: 0.2435, decode.d1.loss_mask: 0.4466, decode.d1.loss_dice: 0.6811, decode.d2.loss_cls: 0.2122, decode.d2.loss_mask: 0.4370, decode.d2.loss_dice: 0.6618, decode.d3.loss_cls: 0.2017, decode.d3.loss_mask: 0.4359, decode.d3.loss_dice: 0.6579, decode.d4.loss_cls: 0.1896, decode.d4.loss_mask: 0.4340, decode.d4.loss_dice: 0.6521, decode.d5.loss_cls: 0.1881, decode.d5.loss_mask: 0.4322, decode.d5.loss_dice: 0.6518, decode.d6.loss_cls: 0.1828, decode.d6.loss_mask: 0.4328, decode.d6.loss_dice: 0.6458, decode.d7.loss_cls: 0.1721, decode.d7.loss_mask: 0.4330, decode.d7.loss_dice: 0.6504, decode.d8.loss_cls: 0.1754, decode.d8.loss_mask: 0.4335, decode.d8.loss_dice: 0.6494, loss: 13.9391, grad_norm: 58.3614 2023-12-26 12:57:18,891 - mmseg - INFO - Iter [142350/160000] lr: 1.103e-05, eta: 2:27:24, time: 0.479, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1663, decode.loss_mask: 0.4415, decode.loss_dice: 0.6696, decode.d0.loss_cls: 1.1163, decode.d0.loss_mask: 0.4801, decode.d0.loss_dice: 0.7446, decode.d1.loss_cls: 0.2322, decode.d1.loss_mask: 0.4553, decode.d1.loss_dice: 0.7000, decode.d2.loss_cls: 0.2063, decode.d2.loss_mask: 0.4457, decode.d2.loss_dice: 0.6819, decode.d3.loss_cls: 0.1974, decode.d3.loss_mask: 0.4433, decode.d3.loss_dice: 0.6728, decode.d4.loss_cls: 0.1852, decode.d4.loss_mask: 0.4425, decode.d4.loss_dice: 0.6731, decode.d5.loss_cls: 0.1776, decode.d5.loss_mask: 0.4419, decode.d5.loss_dice: 0.6726, decode.d6.loss_cls: 0.1721, decode.d6.loss_mask: 0.4438, decode.d6.loss_dice: 0.6715, decode.d7.loss_cls: 0.1707, decode.d7.loss_mask: 0.4411, decode.d7.loss_dice: 0.6703, decode.d8.loss_cls: 0.1676, decode.d8.loss_mask: 0.4432, decode.d8.loss_dice: 0.6728, loss: 14.0997, grad_norm: 55.1919 2023-12-26 12:57:43,092 - mmseg - INFO - Iter [142400/160000] lr: 1.100e-05, eta: 2:26:58, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1783, decode.loss_mask: 0.4362, decode.loss_dice: 0.6814, decode.d0.loss_cls: 1.2042, decode.d0.loss_mask: 0.4760, decode.d0.loss_dice: 0.7606, decode.d1.loss_cls: 0.2679, decode.d1.loss_mask: 0.4509, decode.d1.loss_dice: 0.7151, decode.d2.loss_cls: 0.2214, decode.d2.loss_mask: 0.4407, decode.d2.loss_dice: 0.6974, decode.d3.loss_cls: 0.2041, decode.d3.loss_mask: 0.4400, decode.d3.loss_dice: 0.6892, decode.d4.loss_cls: 0.1949, decode.d4.loss_mask: 0.4373, decode.d4.loss_dice: 0.6841, decode.d5.loss_cls: 0.1899, decode.d5.loss_mask: 0.4373, decode.d5.loss_dice: 0.6859, decode.d6.loss_cls: 0.1844, decode.d6.loss_mask: 0.4364, decode.d6.loss_dice: 0.6821, decode.d7.loss_cls: 0.1769, decode.d7.loss_mask: 0.4368, decode.d7.loss_dice: 0.6832, decode.d8.loss_cls: 0.1796, decode.d8.loss_mask: 0.4357, decode.d8.loss_dice: 0.6797, loss: 14.3874, grad_norm: 57.1653 2023-12-26 12:58:07,582 - mmseg - INFO - Iter [142450/160000] lr: 1.097e-05, eta: 2:26:33, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1714, decode.loss_mask: 0.4333, decode.loss_dice: 0.6747, decode.d0.loss_cls: 1.1559, decode.d0.loss_mask: 0.4705, decode.d0.loss_dice: 0.7413, decode.d1.loss_cls: 0.2399, decode.d1.loss_mask: 0.4489, decode.d1.loss_dice: 0.7059, decode.d2.loss_cls: 0.2079, decode.d2.loss_mask: 0.4368, decode.d2.loss_dice: 0.6913, decode.d3.loss_cls: 0.1933, decode.d3.loss_mask: 0.4365, decode.d3.loss_dice: 0.6813, decode.d4.loss_cls: 0.1870, decode.d4.loss_mask: 0.4332, decode.d4.loss_dice: 0.6770, decode.d5.loss_cls: 0.1820, decode.d5.loss_mask: 0.4342, decode.d5.loss_dice: 0.6807, decode.d6.loss_cls: 0.1765, decode.d6.loss_mask: 0.4336, decode.d6.loss_dice: 0.6753, decode.d7.loss_cls: 0.1755, decode.d7.loss_mask: 0.4330, decode.d7.loss_dice: 0.6763, decode.d8.loss_cls: 0.1740, decode.d8.loss_mask: 0.4329, decode.d8.loss_dice: 0.6762, loss: 14.1363, grad_norm: 58.8830 2023-12-26 12:58:31,783 - mmseg - INFO - Iter [142500/160000] lr: 1.094e-05, eta: 2:26:08, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1602, decode.loss_mask: 0.4177, decode.loss_dice: 0.6524, decode.d0.loss_cls: 1.1893, decode.d0.loss_mask: 0.4568, decode.d0.loss_dice: 0.7206, decode.d1.loss_cls: 0.2332, decode.d1.loss_mask: 0.4327, decode.d1.loss_dice: 0.6845, decode.d2.loss_cls: 0.2003, decode.d2.loss_mask: 0.4255, decode.d2.loss_dice: 0.6715, decode.d3.loss_cls: 0.1829, decode.d3.loss_mask: 0.4240, decode.d3.loss_dice: 0.6571, decode.d4.loss_cls: 0.1721, decode.d4.loss_mask: 0.4219, decode.d4.loss_dice: 0.6604, decode.d5.loss_cls: 0.1673, decode.d5.loss_mask: 0.4200, decode.d5.loss_dice: 0.6536, decode.d6.loss_cls: 0.1649, decode.d6.loss_mask: 0.4199, decode.d6.loss_dice: 0.6500, decode.d7.loss_cls: 0.1608, decode.d7.loss_mask: 0.4184, decode.d7.loss_dice: 0.6524, decode.d8.loss_cls: 0.1572, decode.d8.loss_mask: 0.4178, decode.d8.loss_dice: 0.6512, loss: 13.6963, grad_norm: 56.8148 2023-12-26 12:58:56,117 - mmseg - INFO - Iter [142550/160000] lr: 1.091e-05, eta: 2:25:43, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1835, decode.loss_mask: 0.4137, decode.loss_dice: 0.6629, decode.d0.loss_cls: 1.1728, decode.d0.loss_mask: 0.4474, decode.d0.loss_dice: 0.7367, decode.d1.loss_cls: 0.2477, decode.d1.loss_mask: 0.4304, decode.d1.loss_dice: 0.7050, decode.d2.loss_cls: 0.2182, decode.d2.loss_mask: 0.4197, decode.d2.loss_dice: 0.6819, decode.d3.loss_cls: 0.2050, decode.d3.loss_mask: 0.4175, decode.d3.loss_dice: 0.6701, decode.d4.loss_cls: 0.1979, decode.d4.loss_mask: 0.4179, decode.d4.loss_dice: 0.6737, decode.d5.loss_cls: 0.1886, decode.d5.loss_mask: 0.4153, decode.d5.loss_dice: 0.6712, decode.d6.loss_cls: 0.1924, decode.d6.loss_mask: 0.4146, decode.d6.loss_dice: 0.6651, decode.d7.loss_cls: 0.1863, decode.d7.loss_mask: 0.4132, decode.d7.loss_dice: 0.6624, decode.d8.loss_cls: 0.1822, decode.d8.loss_mask: 0.4142, decode.d8.loss_dice: 0.6648, loss: 13.9723, grad_norm: 60.9648 2023-12-26 12:59:20,269 - mmseg - INFO - Iter [142600/160000] lr: 1.088e-05, eta: 2:25:18, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1658, decode.loss_mask: 0.4208, decode.loss_dice: 0.6615, decode.d0.loss_cls: 1.1376, decode.d0.loss_mask: 0.4571, decode.d0.loss_dice: 0.7386, decode.d1.loss_cls: 0.2338, decode.d1.loss_mask: 0.4345, decode.d1.loss_dice: 0.6999, decode.d2.loss_cls: 0.2042, decode.d2.loss_mask: 0.4258, decode.d2.loss_dice: 0.6805, decode.d3.loss_cls: 0.1897, decode.d3.loss_mask: 0.4220, decode.d3.loss_dice: 0.6709, decode.d4.loss_cls: 0.1791, decode.d4.loss_mask: 0.4214, decode.d4.loss_dice: 0.6661, decode.d5.loss_cls: 0.1754, decode.d5.loss_mask: 0.4226, decode.d5.loss_dice: 0.6724, decode.d6.loss_cls: 0.1724, decode.d6.loss_mask: 0.4206, decode.d6.loss_dice: 0.6637, decode.d7.loss_cls: 0.1643, decode.d7.loss_mask: 0.4204, decode.d7.loss_dice: 0.6671, decode.d8.loss_cls: 0.1645, decode.d8.loss_mask: 0.4196, decode.d8.loss_dice: 0.6652, loss: 13.8376, grad_norm: 58.4817 2023-12-26 12:59:46,858 - mmseg - INFO - Iter [142650/160000] lr: 1.084e-05, eta: 2:24:53, time: 0.532, data_time: 0.057, memory: 40245, decode.loss_cls: 0.1508, decode.loss_mask: 0.4568, decode.loss_dice: 0.6579, decode.d0.loss_cls: 1.1463, decode.d0.loss_mask: 0.4947, decode.d0.loss_dice: 0.7219, decode.d1.loss_cls: 0.2312, decode.d1.loss_mask: 0.4709, decode.d1.loss_dice: 0.6893, decode.d2.loss_cls: 0.1917, decode.d2.loss_mask: 0.4637, decode.d2.loss_dice: 0.6728, decode.d3.loss_cls: 0.1794, decode.d3.loss_mask: 0.4625, decode.d3.loss_dice: 0.6613, decode.d4.loss_cls: 0.1639, decode.d4.loss_mask: 0.4595, decode.d4.loss_dice: 0.6622, decode.d5.loss_cls: 0.1631, decode.d5.loss_mask: 0.4566, decode.d5.loss_dice: 0.6649, decode.d6.loss_cls: 0.1583, decode.d6.loss_mask: 0.4574, decode.d6.loss_dice: 0.6596, decode.d7.loss_cls: 0.1519, decode.d7.loss_mask: 0.4577, decode.d7.loss_dice: 0.6606, decode.d8.loss_cls: 0.1521, decode.d8.loss_mask: 0.4575, decode.d8.loss_dice: 0.6624, loss: 14.0390, grad_norm: 58.6129 2023-12-26 13:00:11,316 - mmseg - INFO - Iter [142700/160000] lr: 1.081e-05, eta: 2:24:28, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1677, decode.loss_mask: 0.4426, decode.loss_dice: 0.6634, decode.d0.loss_cls: 1.1618, decode.d0.loss_mask: 0.4844, decode.d0.loss_dice: 0.7357, decode.d1.loss_cls: 0.2411, decode.d1.loss_mask: 0.4552, decode.d1.loss_dice: 0.6952, decode.d2.loss_cls: 0.2089, decode.d2.loss_mask: 0.4498, decode.d2.loss_dice: 0.6802, decode.d3.loss_cls: 0.1938, decode.d3.loss_mask: 0.4496, decode.d3.loss_dice: 0.6696, decode.d4.loss_cls: 0.1813, decode.d4.loss_mask: 0.4477, decode.d4.loss_dice: 0.6680, decode.d5.loss_cls: 0.1722, decode.d5.loss_mask: 0.4460, decode.d5.loss_dice: 0.6713, decode.d6.loss_cls: 0.1742, decode.d6.loss_mask: 0.4435, decode.d6.loss_dice: 0.6633, decode.d7.loss_cls: 0.1704, decode.d7.loss_mask: 0.4422, decode.d7.loss_dice: 0.6655, decode.d8.loss_cls: 0.1653, decode.d8.loss_mask: 0.4437, decode.d8.loss_dice: 0.6698, loss: 14.1233, grad_norm: 65.1697 2023-12-26 13:00:35,565 - mmseg - INFO - Iter [142750/160000] lr: 1.078e-05, eta: 2:24:03, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1661, decode.loss_mask: 0.4249, decode.loss_dice: 0.6590, decode.d0.loss_cls: 1.1553, decode.d0.loss_mask: 0.4610, decode.d0.loss_dice: 0.7248, decode.d1.loss_cls: 0.2380, decode.d1.loss_mask: 0.4404, decode.d1.loss_dice: 0.6944, decode.d2.loss_cls: 0.2080, decode.d2.loss_mask: 0.4311, decode.d2.loss_dice: 0.6728, decode.d3.loss_cls: 0.1929, decode.d3.loss_mask: 0.4273, decode.d3.loss_dice: 0.6653, decode.d4.loss_cls: 0.1875, decode.d4.loss_mask: 0.4269, decode.d4.loss_dice: 0.6619, decode.d5.loss_cls: 0.1754, decode.d5.loss_mask: 0.4268, decode.d5.loss_dice: 0.6635, decode.d6.loss_cls: 0.1750, decode.d6.loss_mask: 0.4280, decode.d6.loss_dice: 0.6597, decode.d7.loss_cls: 0.1687, decode.d7.loss_mask: 0.4262, decode.d7.loss_dice: 0.6552, decode.d8.loss_cls: 0.1693, decode.d8.loss_mask: 0.4250, decode.d8.loss_dice: 0.6570, loss: 13.8676, grad_norm: 61.3456 2023-12-26 13:00:59,752 - mmseg - INFO - Iter [142800/160000] lr: 1.075e-05, eta: 2:23:38, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1673, decode.loss_mask: 0.4292, decode.loss_dice: 0.6567, decode.d0.loss_cls: 1.1509, decode.d0.loss_mask: 0.4640, decode.d0.loss_dice: 0.7343, decode.d1.loss_cls: 0.2446, decode.d1.loss_mask: 0.4421, decode.d1.loss_dice: 0.6969, decode.d2.loss_cls: 0.2108, decode.d2.loss_mask: 0.4363, decode.d2.loss_dice: 0.6740, decode.d3.loss_cls: 0.1949, decode.d3.loss_mask: 0.4332, decode.d3.loss_dice: 0.6653, decode.d4.loss_cls: 0.1852, decode.d4.loss_mask: 0.4325, decode.d4.loss_dice: 0.6677, decode.d5.loss_cls: 0.1739, decode.d5.loss_mask: 0.4316, decode.d5.loss_dice: 0.6631, decode.d6.loss_cls: 0.1739, decode.d6.loss_mask: 0.4304, decode.d6.loss_dice: 0.6600, decode.d7.loss_cls: 0.1677, decode.d7.loss_mask: 0.4304, decode.d7.loss_dice: 0.6585, decode.d8.loss_cls: 0.1658, decode.d8.loss_mask: 0.4307, decode.d8.loss_dice: 0.6592, loss: 13.9313, grad_norm: 60.4548 2023-12-26 13:01:23,842 - mmseg - INFO - Iter [142850/160000] lr: 1.072e-05, eta: 2:23:12, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1591, decode.loss_mask: 0.4332, decode.loss_dice: 0.6595, decode.d0.loss_cls: 1.1485, decode.d0.loss_mask: 0.4685, decode.d0.loss_dice: 0.7289, decode.d1.loss_cls: 0.2274, decode.d1.loss_mask: 0.4466, decode.d1.loss_dice: 0.6928, decode.d2.loss_cls: 0.1948, decode.d2.loss_mask: 0.4393, decode.d2.loss_dice: 0.6772, decode.d3.loss_cls: 0.1839, decode.d3.loss_mask: 0.4354, decode.d3.loss_dice: 0.6667, decode.d4.loss_cls: 0.1730, decode.d4.loss_mask: 0.4351, decode.d4.loss_dice: 0.6666, decode.d5.loss_cls: 0.1663, decode.d5.loss_mask: 0.4348, decode.d5.loss_dice: 0.6652, decode.d6.loss_cls: 0.1641, decode.d6.loss_mask: 0.4338, decode.d6.loss_dice: 0.6594, decode.d7.loss_cls: 0.1629, decode.d7.loss_mask: 0.4344, decode.d7.loss_dice: 0.6626, decode.d8.loss_cls: 0.1657, decode.d8.loss_mask: 0.4332, decode.d8.loss_dice: 0.6622, loss: 13.8810, grad_norm: 52.6941 2023-12-26 13:01:48,333 - mmseg - INFO - Iter [142900/160000] lr: 1.069e-05, eta: 2:22:47, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1720, decode.loss_mask: 0.4282, decode.loss_dice: 0.6311, decode.d0.loss_cls: 1.1474, decode.d0.loss_mask: 0.4690, decode.d0.loss_dice: 0.7124, decode.d1.loss_cls: 0.2396, decode.d1.loss_mask: 0.4457, decode.d1.loss_dice: 0.6706, decode.d2.loss_cls: 0.2027, decode.d2.loss_mask: 0.4360, decode.d2.loss_dice: 0.6497, decode.d3.loss_cls: 0.1938, decode.d3.loss_mask: 0.4333, decode.d3.loss_dice: 0.6388, decode.d4.loss_cls: 0.1843, decode.d4.loss_mask: 0.4320, decode.d4.loss_dice: 0.6370, decode.d5.loss_cls: 0.1714, decode.d5.loss_mask: 0.4303, decode.d5.loss_dice: 0.6367, decode.d6.loss_cls: 0.1740, decode.d6.loss_mask: 0.4290, decode.d6.loss_dice: 0.6339, decode.d7.loss_cls: 0.1740, decode.d7.loss_mask: 0.4294, decode.d7.loss_dice: 0.6380, decode.d8.loss_cls: 0.1708, decode.d8.loss_mask: 0.4285, decode.d8.loss_dice: 0.6354, loss: 13.6751, grad_norm: 56.6520 2023-12-26 13:02:12,531 - mmseg - INFO - Iter [142950/160000] lr: 1.066e-05, eta: 2:22:22, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1783, decode.loss_mask: 0.4409, decode.loss_dice: 0.6621, decode.d0.loss_cls: 1.1726, decode.d0.loss_mask: 0.4748, decode.d0.loss_dice: 0.7333, decode.d1.loss_cls: 0.2525, decode.d1.loss_mask: 0.4569, decode.d1.loss_dice: 0.6954, decode.d2.loss_cls: 0.2162, decode.d2.loss_mask: 0.4500, decode.d2.loss_dice: 0.6799, decode.d3.loss_cls: 0.1986, decode.d3.loss_mask: 0.4500, decode.d3.loss_dice: 0.6716, decode.d4.loss_cls: 0.1915, decode.d4.loss_mask: 0.4470, decode.d4.loss_dice: 0.6687, decode.d5.loss_cls: 0.1866, decode.d5.loss_mask: 0.4463, decode.d5.loss_dice: 0.6728, decode.d6.loss_cls: 0.1849, decode.d6.loss_mask: 0.4436, decode.d6.loss_dice: 0.6642, decode.d7.loss_cls: 0.1821, decode.d7.loss_mask: 0.4429, decode.d7.loss_dice: 0.6628, decode.d8.loss_cls: 0.1813, decode.d8.loss_mask: 0.4429, decode.d8.loss_dice: 0.6657, loss: 14.2167, grad_norm: 64.4307 2023-12-26 13:02:36,468 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 13:02:36,468 - mmseg - INFO - Iter [143000/160000] lr: 1.063e-05, eta: 2:21:57, time: 0.479, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1727, decode.loss_mask: 0.4264, decode.loss_dice: 0.6579, decode.d0.loss_cls: 1.1640, decode.d0.loss_mask: 0.4670, decode.d0.loss_dice: 0.7322, decode.d1.loss_cls: 0.2515, decode.d1.loss_mask: 0.4409, decode.d1.loss_dice: 0.6981, decode.d2.loss_cls: 0.2184, decode.d2.loss_mask: 0.4326, decode.d2.loss_dice: 0.6759, decode.d3.loss_cls: 0.2019, decode.d3.loss_mask: 0.4304, decode.d3.loss_dice: 0.6668, decode.d4.loss_cls: 0.1917, decode.d4.loss_mask: 0.4290, decode.d4.loss_dice: 0.6647, decode.d5.loss_cls: 0.1881, decode.d5.loss_mask: 0.4281, decode.d5.loss_dice: 0.6596, decode.d6.loss_cls: 0.1800, decode.d6.loss_mask: 0.4278, decode.d6.loss_dice: 0.6583, decode.d7.loss_cls: 0.1796, decode.d7.loss_mask: 0.4261, decode.d7.loss_dice: 0.6622, decode.d8.loss_cls: 0.1695, decode.d8.loss_mask: 0.4266, decode.d8.loss_dice: 0.6608, loss: 13.9887, grad_norm: 55.0113 2023-12-26 13:03:00,713 - mmseg - INFO - Iter [143050/160000] lr: 1.059e-05, eta: 2:21:32, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1684, decode.loss_mask: 0.4265, decode.loss_dice: 0.6654, decode.d0.loss_cls: 1.1708, decode.d0.loss_mask: 0.4644, decode.d0.loss_dice: 0.7407, decode.d1.loss_cls: 0.2421, decode.d1.loss_mask: 0.4424, decode.d1.loss_dice: 0.6984, decode.d2.loss_cls: 0.2117, decode.d2.loss_mask: 0.4327, decode.d2.loss_dice: 0.6830, decode.d3.loss_cls: 0.1968, decode.d3.loss_mask: 0.4305, decode.d3.loss_dice: 0.6783, decode.d4.loss_cls: 0.1883, decode.d4.loss_mask: 0.4306, decode.d4.loss_dice: 0.6713, decode.d5.loss_cls: 0.1810, decode.d5.loss_mask: 0.4290, decode.d5.loss_dice: 0.6742, decode.d6.loss_cls: 0.1788, decode.d6.loss_mask: 0.4280, decode.d6.loss_dice: 0.6674, decode.d7.loss_cls: 0.1706, decode.d7.loss_mask: 0.4276, decode.d7.loss_dice: 0.6677, decode.d8.loss_cls: 0.1687, decode.d8.loss_mask: 0.4273, decode.d8.loss_dice: 0.6672, loss: 14.0297, grad_norm: 58.6321 2023-12-26 13:03:24,837 - mmseg - INFO - Iter [143100/160000] lr: 1.056e-05, eta: 2:21:07, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1525, decode.loss_mask: 0.4153, decode.loss_dice: 0.6527, decode.d0.loss_cls: 1.1442, decode.d0.loss_mask: 0.4523, decode.d0.loss_dice: 0.7181, decode.d1.loss_cls: 0.2340, decode.d1.loss_mask: 0.4281, decode.d1.loss_dice: 0.6910, decode.d2.loss_cls: 0.1924, decode.d2.loss_mask: 0.4202, decode.d2.loss_dice: 0.6736, decode.d3.loss_cls: 0.1788, decode.d3.loss_mask: 0.4166, decode.d3.loss_dice: 0.6575, decode.d4.loss_cls: 0.1730, decode.d4.loss_mask: 0.4168, decode.d4.loss_dice: 0.6613, decode.d5.loss_cls: 0.1682, decode.d5.loss_mask: 0.4157, decode.d5.loss_dice: 0.6581, decode.d6.loss_cls: 0.1616, decode.d6.loss_mask: 0.4177, decode.d6.loss_dice: 0.6544, decode.d7.loss_cls: 0.1594, decode.d7.loss_mask: 0.4164, decode.d7.loss_dice: 0.6567, decode.d8.loss_cls: 0.1579, decode.d8.loss_mask: 0.4150, decode.d8.loss_dice: 0.6509, loss: 13.6103, grad_norm: 66.1307 2023-12-26 13:03:49,066 - mmseg - INFO - Iter [143150/160000] lr: 1.053e-05, eta: 2:20:41, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1531, decode.loss_mask: 0.4104, decode.loss_dice: 0.6446, decode.d0.loss_cls: 1.1526, decode.d0.loss_mask: 0.4490, decode.d0.loss_dice: 0.7144, decode.d1.loss_cls: 0.2321, decode.d1.loss_mask: 0.4228, decode.d1.loss_dice: 0.6764, decode.d2.loss_cls: 0.1930, decode.d2.loss_mask: 0.4159, decode.d2.loss_dice: 0.6561, decode.d3.loss_cls: 0.1829, decode.d3.loss_mask: 0.4122, decode.d3.loss_dice: 0.6490, decode.d4.loss_cls: 0.1725, decode.d4.loss_mask: 0.4112, decode.d4.loss_dice: 0.6496, decode.d5.loss_cls: 0.1714, decode.d5.loss_mask: 0.4108, decode.d5.loss_dice: 0.6471, decode.d6.loss_cls: 0.1640, decode.d6.loss_mask: 0.4095, decode.d6.loss_dice: 0.6393, decode.d7.loss_cls: 0.1597, decode.d7.loss_mask: 0.4107, decode.d7.loss_dice: 0.6426, decode.d8.loss_cls: 0.1586, decode.d8.loss_mask: 0.4101, decode.d8.loss_dice: 0.6406, loss: 13.4620, grad_norm: 53.9492 2023-12-26 13:04:13,197 - mmseg - INFO - Iter [143200/160000] lr: 1.050e-05, eta: 2:20:16, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1451, decode.loss_mask: 0.4306, decode.loss_dice: 0.6503, decode.d0.loss_cls: 1.1379, decode.d0.loss_mask: 0.4697, decode.d0.loss_dice: 0.7192, decode.d1.loss_cls: 0.2138, decode.d1.loss_mask: 0.4441, decode.d1.loss_dice: 0.6811, decode.d2.loss_cls: 0.1835, decode.d2.loss_mask: 0.4363, decode.d2.loss_dice: 0.6647, decode.d3.loss_cls: 0.1676, decode.d3.loss_mask: 0.4337, decode.d3.loss_dice: 0.6565, decode.d4.loss_cls: 0.1563, decode.d4.loss_mask: 0.4332, decode.d4.loss_dice: 0.6564, decode.d5.loss_cls: 0.1538, decode.d5.loss_mask: 0.4324, decode.d5.loss_dice: 0.6554, decode.d6.loss_cls: 0.1498, decode.d6.loss_mask: 0.4315, decode.d6.loss_dice: 0.6479, decode.d7.loss_cls: 0.1453, decode.d7.loss_mask: 0.4317, decode.d7.loss_dice: 0.6504, decode.d8.loss_cls: 0.1428, decode.d8.loss_mask: 0.4313, decode.d8.loss_dice: 0.6518, loss: 13.6040, grad_norm: 58.5031 2023-12-26 13:04:37,384 - mmseg - INFO - Iter [143250/160000] lr: 1.047e-05, eta: 2:19:51, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1626, decode.loss_mask: 0.4229, decode.loss_dice: 0.6405, decode.d0.loss_cls: 1.1290, decode.d0.loss_mask: 0.4611, decode.d0.loss_dice: 0.7111, decode.d1.loss_cls: 0.2361, decode.d1.loss_mask: 0.4401, decode.d1.loss_dice: 0.6753, decode.d2.loss_cls: 0.2002, decode.d2.loss_mask: 0.4316, decode.d2.loss_dice: 0.6572, decode.d3.loss_cls: 0.1892, decode.d3.loss_mask: 0.4260, decode.d3.loss_dice: 0.6438, decode.d4.loss_cls: 0.1760, decode.d4.loss_mask: 0.4269, decode.d4.loss_dice: 0.6447, decode.d5.loss_cls: 0.1743, decode.d5.loss_mask: 0.4262, decode.d5.loss_dice: 0.6430, decode.d6.loss_cls: 0.1706, decode.d6.loss_mask: 0.4245, decode.d6.loss_dice: 0.6425, decode.d7.loss_cls: 0.1643, decode.d7.loss_mask: 0.4234, decode.d7.loss_dice: 0.6401, decode.d8.loss_cls: 0.1658, decode.d8.loss_mask: 0.4223, decode.d8.loss_dice: 0.6385, loss: 13.6099, grad_norm: 60.8529 2023-12-26 13:05:01,447 - mmseg - INFO - Iter [143300/160000] lr: 1.044e-05, eta: 2:19:26, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1774, decode.loss_mask: 0.4406, decode.loss_dice: 0.6572, decode.d0.loss_cls: 1.1469, decode.d0.loss_mask: 0.4815, decode.d0.loss_dice: 0.7288, decode.d1.loss_cls: 0.2525, decode.d1.loss_mask: 0.4561, decode.d1.loss_dice: 0.6880, decode.d2.loss_cls: 0.2114, decode.d2.loss_mask: 0.4481, decode.d2.loss_dice: 0.6751, decode.d3.loss_cls: 0.1957, decode.d3.loss_mask: 0.4457, decode.d3.loss_dice: 0.6644, decode.d4.loss_cls: 0.1892, decode.d4.loss_mask: 0.4445, decode.d4.loss_dice: 0.6620, decode.d5.loss_cls: 0.1839, decode.d5.loss_mask: 0.4450, decode.d5.loss_dice: 0.6649, decode.d6.loss_cls: 0.1820, decode.d6.loss_mask: 0.4442, decode.d6.loss_dice: 0.6614, decode.d7.loss_cls: 0.1799, decode.d7.loss_mask: 0.4430, decode.d7.loss_dice: 0.6607, decode.d8.loss_cls: 0.1773, decode.d8.loss_mask: 0.4436, decode.d8.loss_dice: 0.6592, loss: 14.1106, grad_norm: 65.8386 2023-12-26 13:05:25,542 - mmseg - INFO - Iter [143350/160000] lr: 1.041e-05, eta: 2:19:01, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1815, decode.loss_mask: 0.4281, decode.loss_dice: 0.6652, decode.d0.loss_cls: 1.1534, decode.d0.loss_mask: 0.4622, decode.d0.loss_dice: 0.7342, decode.d1.loss_cls: 0.2494, decode.d1.loss_mask: 0.4402, decode.d1.loss_dice: 0.7042, decode.d2.loss_cls: 0.2132, decode.d2.loss_mask: 0.4329, decode.d2.loss_dice: 0.6843, decode.d3.loss_cls: 0.2051, decode.d3.loss_mask: 0.4302, decode.d3.loss_dice: 0.6706, decode.d4.loss_cls: 0.1972, decode.d4.loss_mask: 0.4292, decode.d4.loss_dice: 0.6696, decode.d5.loss_cls: 0.1909, decode.d5.loss_mask: 0.4294, decode.d5.loss_dice: 0.6676, decode.d6.loss_cls: 0.1853, decode.d6.loss_mask: 0.4297, decode.d6.loss_dice: 0.6672, decode.d7.loss_cls: 0.1794, decode.d7.loss_mask: 0.4288, decode.d7.loss_dice: 0.6648, decode.d8.loss_cls: 0.1818, decode.d8.loss_mask: 0.4279, decode.d8.loss_dice: 0.6659, loss: 14.0694, grad_norm: 56.6509 2023-12-26 13:05:50,226 - mmseg - INFO - Iter [143400/160000] lr: 1.038e-05, eta: 2:18:36, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1725, decode.loss_mask: 0.4325, decode.loss_dice: 0.6615, decode.d0.loss_cls: 1.1578, decode.d0.loss_mask: 0.4629, decode.d0.loss_dice: 0.7237, decode.d1.loss_cls: 0.2407, decode.d1.loss_mask: 0.4424, decode.d1.loss_dice: 0.6990, decode.d2.loss_cls: 0.2026, decode.d2.loss_mask: 0.4376, decode.d2.loss_dice: 0.6786, decode.d3.loss_cls: 0.1911, decode.d3.loss_mask: 0.4353, decode.d3.loss_dice: 0.6695, decode.d4.loss_cls: 0.1843, decode.d4.loss_mask: 0.4333, decode.d4.loss_dice: 0.6660, decode.d5.loss_cls: 0.1799, decode.d5.loss_mask: 0.4334, decode.d5.loss_dice: 0.6671, decode.d6.loss_cls: 0.1768, decode.d6.loss_mask: 0.4318, decode.d6.loss_dice: 0.6604, decode.d7.loss_cls: 0.1717, decode.d7.loss_mask: 0.4314, decode.d7.loss_dice: 0.6622, decode.d8.loss_cls: 0.1728, decode.d8.loss_mask: 0.4319, decode.d8.loss_dice: 0.6620, loss: 13.9728, grad_norm: 57.3513 2023-12-26 13:06:14,409 - mmseg - INFO - Iter [143450/160000] lr: 1.034e-05, eta: 2:18:10, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1613, decode.loss_mask: 0.4555, decode.loss_dice: 0.6618, decode.d0.loss_cls: 1.1423, decode.d0.loss_mask: 0.4948, decode.d0.loss_dice: 0.7332, decode.d1.loss_cls: 0.2283, decode.d1.loss_mask: 0.4711, decode.d1.loss_dice: 0.7004, decode.d2.loss_cls: 0.2012, decode.d2.loss_mask: 0.4638, decode.d2.loss_dice: 0.6798, decode.d3.loss_cls: 0.1868, decode.d3.loss_mask: 0.4597, decode.d3.loss_dice: 0.6666, decode.d4.loss_cls: 0.1761, decode.d4.loss_mask: 0.4596, decode.d4.loss_dice: 0.6671, decode.d5.loss_cls: 0.1717, decode.d5.loss_mask: 0.4588, decode.d5.loss_dice: 0.6672, decode.d6.loss_cls: 0.1655, decode.d6.loss_mask: 0.4574, decode.d6.loss_dice: 0.6639, decode.d7.loss_cls: 0.1669, decode.d7.loss_mask: 0.4564, decode.d7.loss_dice: 0.6601, decode.d8.loss_cls: 0.1648, decode.d8.loss_mask: 0.4557, decode.d8.loss_dice: 0.6620, loss: 14.1596, grad_norm: 62.7919 2023-12-26 13:06:38,604 - mmseg - INFO - Iter [143500/160000] lr: 1.031e-05, eta: 2:17:45, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1634, decode.loss_mask: 0.4368, decode.loss_dice: 0.6618, decode.d0.loss_cls: 1.1580, decode.d0.loss_mask: 0.4776, decode.d0.loss_dice: 0.7293, decode.d1.loss_cls: 0.2413, decode.d1.loss_mask: 0.4538, decode.d1.loss_dice: 0.7001, decode.d2.loss_cls: 0.2084, decode.d2.loss_mask: 0.4444, decode.d2.loss_dice: 0.6832, decode.d3.loss_cls: 0.1937, decode.d3.loss_mask: 0.4423, decode.d3.loss_dice: 0.6663, decode.d4.loss_cls: 0.1812, decode.d4.loss_mask: 0.4425, decode.d4.loss_dice: 0.6651, decode.d5.loss_cls: 0.1769, decode.d5.loss_mask: 0.4408, decode.d5.loss_dice: 0.6671, decode.d6.loss_cls: 0.1693, decode.d6.loss_mask: 0.4387, decode.d6.loss_dice: 0.6655, decode.d7.loss_cls: 0.1664, decode.d7.loss_mask: 0.4371, decode.d7.loss_dice: 0.6634, decode.d8.loss_cls: 0.1647, decode.d8.loss_mask: 0.4371, decode.d8.loss_dice: 0.6641, loss: 14.0401, grad_norm: 59.5566 2023-12-26 13:07:03,092 - mmseg - INFO - Iter [143550/160000] lr: 1.028e-05, eta: 2:17:20, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1734, decode.loss_mask: 0.4400, decode.loss_dice: 0.6920, decode.d0.loss_cls: 1.1728, decode.d0.loss_mask: 0.4806, decode.d0.loss_dice: 0.7655, decode.d1.loss_cls: 0.2474, decode.d1.loss_mask: 0.4594, decode.d1.loss_dice: 0.7272, decode.d2.loss_cls: 0.2177, decode.d2.loss_mask: 0.4492, decode.d2.loss_dice: 0.7071, decode.d3.loss_cls: 0.2050, decode.d3.loss_mask: 0.4447, decode.d3.loss_dice: 0.7017, decode.d4.loss_cls: 0.1919, decode.d4.loss_mask: 0.4449, decode.d4.loss_dice: 0.6992, decode.d5.loss_cls: 0.1834, decode.d5.loss_mask: 0.4438, decode.d5.loss_dice: 0.6980, decode.d6.loss_cls: 0.1814, decode.d6.loss_mask: 0.4426, decode.d6.loss_dice: 0.6925, decode.d7.loss_cls: 0.1775, decode.d7.loss_mask: 0.4409, decode.d7.loss_dice: 0.6937, decode.d8.loss_cls: 0.1742, decode.d8.loss_mask: 0.4411, decode.d8.loss_dice: 0.6946, loss: 14.4834, grad_norm: 62.2529 2023-12-26 13:07:27,154 - mmseg - INFO - Iter [143600/160000] lr: 1.025e-05, eta: 2:16:55, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1643, decode.loss_mask: 0.4444, decode.loss_dice: 0.6507, decode.d0.loss_cls: 1.1400, decode.d0.loss_mask: 0.4757, decode.d0.loss_dice: 0.7155, decode.d1.loss_cls: 0.2294, decode.d1.loss_mask: 0.4559, decode.d1.loss_dice: 0.6860, decode.d2.loss_cls: 0.2020, decode.d2.loss_mask: 0.4485, decode.d2.loss_dice: 0.6659, decode.d3.loss_cls: 0.1895, decode.d3.loss_mask: 0.4476, decode.d3.loss_dice: 0.6591, decode.d4.loss_cls: 0.1790, decode.d4.loss_mask: 0.4469, decode.d4.loss_dice: 0.6569, decode.d5.loss_cls: 0.1691, decode.d5.loss_mask: 0.4456, decode.d5.loss_dice: 0.6557, decode.d6.loss_cls: 0.1688, decode.d6.loss_mask: 0.4457, decode.d6.loss_dice: 0.6542, decode.d7.loss_cls: 0.1674, decode.d7.loss_mask: 0.4446, decode.d7.loss_dice: 0.6538, decode.d8.loss_cls: 0.1623, decode.d8.loss_mask: 0.4451, decode.d8.loss_dice: 0.6535, loss: 13.9229, grad_norm: 63.8877 2023-12-26 13:07:51,516 - mmseg - INFO - Iter [143650/160000] lr: 1.022e-05, eta: 2:16:30, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1683, decode.loss_mask: 0.4303, decode.loss_dice: 0.6610, decode.d0.loss_cls: 1.1190, decode.d0.loss_mask: 0.4676, decode.d0.loss_dice: 0.7293, decode.d1.loss_cls: 0.2328, decode.d1.loss_mask: 0.4468, decode.d1.loss_dice: 0.6999, decode.d2.loss_cls: 0.2035, decode.d2.loss_mask: 0.4343, decode.d2.loss_dice: 0.6770, decode.d3.loss_cls: 0.1929, decode.d3.loss_mask: 0.4336, decode.d3.loss_dice: 0.6682, decode.d4.loss_cls: 0.1861, decode.d4.loss_mask: 0.4331, decode.d4.loss_dice: 0.6723, decode.d5.loss_cls: 0.1823, decode.d5.loss_mask: 0.4329, decode.d5.loss_dice: 0.6657, decode.d6.loss_cls: 0.1755, decode.d6.loss_mask: 0.4308, decode.d6.loss_dice: 0.6599, decode.d7.loss_cls: 0.1722, decode.d7.loss_mask: 0.4306, decode.d7.loss_dice: 0.6655, decode.d8.loss_cls: 0.1765, decode.d8.loss_mask: 0.4298, decode.d8.loss_dice: 0.6607, loss: 13.9386, grad_norm: 57.3827 2023-12-26 13:08:15,629 - mmseg - INFO - Iter [143700/160000] lr: 1.019e-05, eta: 2:16:05, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1581, decode.loss_mask: 0.4343, decode.loss_dice: 0.6692, decode.d0.loss_cls: 1.1608, decode.d0.loss_mask: 0.4695, decode.d0.loss_dice: 0.7360, decode.d1.loss_cls: 0.2431, decode.d1.loss_mask: 0.4411, decode.d1.loss_dice: 0.6991, decode.d2.loss_cls: 0.2009, decode.d2.loss_mask: 0.4363, decode.d2.loss_dice: 0.6846, decode.d3.loss_cls: 0.1886, decode.d3.loss_mask: 0.4351, decode.d3.loss_dice: 0.6728, decode.d4.loss_cls: 0.1747, decode.d4.loss_mask: 0.4352, decode.d4.loss_dice: 0.6740, decode.d5.loss_cls: 0.1705, decode.d5.loss_mask: 0.4335, decode.d5.loss_dice: 0.6698, decode.d6.loss_cls: 0.1669, decode.d6.loss_mask: 0.4324, decode.d6.loss_dice: 0.6675, decode.d7.loss_cls: 0.1595, decode.d7.loss_mask: 0.4332, decode.d7.loss_dice: 0.6672, decode.d8.loss_cls: 0.1562, decode.d8.loss_mask: 0.4340, decode.d8.loss_dice: 0.6709, loss: 13.9750, grad_norm: 61.4999 2023-12-26 13:08:39,834 - mmseg - INFO - Iter [143750/160000] lr: 1.016e-05, eta: 2:15:40, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1600, decode.loss_mask: 0.4463, decode.loss_dice: 0.6556, decode.d0.loss_cls: 1.1310, decode.d0.loss_mask: 0.4798, decode.d0.loss_dice: 0.7216, decode.d1.loss_cls: 0.2364, decode.d1.loss_mask: 0.4573, decode.d1.loss_dice: 0.6912, decode.d2.loss_cls: 0.1979, decode.d2.loss_mask: 0.4498, decode.d2.loss_dice: 0.6784, decode.d3.loss_cls: 0.1876, decode.d3.loss_mask: 0.4470, decode.d3.loss_dice: 0.6614, decode.d4.loss_cls: 0.1753, decode.d4.loss_mask: 0.4472, decode.d4.loss_dice: 0.6632, decode.d5.loss_cls: 0.1734, decode.d5.loss_mask: 0.4474, decode.d5.loss_dice: 0.6604, decode.d6.loss_cls: 0.1653, decode.d6.loss_mask: 0.4460, decode.d6.loss_dice: 0.6567, decode.d7.loss_cls: 0.1620, decode.d7.loss_mask: 0.4468, decode.d7.loss_dice: 0.6564, decode.d8.loss_cls: 0.1611, decode.d8.loss_mask: 0.4451, decode.d8.loss_dice: 0.6542, loss: 13.9617, grad_norm: 56.5341 2023-12-26 13:09:03,997 - mmseg - INFO - Iter [143800/160000] lr: 1.013e-05, eta: 2:15:14, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1560, decode.loss_mask: 0.4385, decode.loss_dice: 0.6422, decode.d0.loss_cls: 1.1440, decode.d0.loss_mask: 0.4814, decode.d0.loss_dice: 0.7089, decode.d1.loss_cls: 0.2267, decode.d1.loss_mask: 0.4533, decode.d1.loss_dice: 0.6752, decode.d2.loss_cls: 0.1984, decode.d2.loss_mask: 0.4464, decode.d2.loss_dice: 0.6602, decode.d3.loss_cls: 0.1820, decode.d3.loss_mask: 0.4430, decode.d3.loss_dice: 0.6515, decode.d4.loss_cls: 0.1792, decode.d4.loss_mask: 0.4413, decode.d4.loss_dice: 0.6451, decode.d5.loss_cls: 0.1643, decode.d5.loss_mask: 0.4420, decode.d5.loss_dice: 0.6491, decode.d6.loss_cls: 0.1613, decode.d6.loss_mask: 0.4417, decode.d6.loss_dice: 0.6461, decode.d7.loss_cls: 0.1618, decode.d7.loss_mask: 0.4408, decode.d7.loss_dice: 0.6446, decode.d8.loss_cls: 0.1604, decode.d8.loss_mask: 0.4385, decode.d8.loss_dice: 0.6424, loss: 13.7665, grad_norm: 63.8091 2023-12-26 13:09:28,129 - mmseg - INFO - Iter [143850/160000] lr: 1.009e-05, eta: 2:14:49, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1521, decode.loss_mask: 0.4382, decode.loss_dice: 0.6698, decode.d0.loss_cls: 1.1502, decode.d0.loss_mask: 0.4780, decode.d0.loss_dice: 0.7216, decode.d1.loss_cls: 0.2229, decode.d1.loss_mask: 0.4531, decode.d1.loss_dice: 0.6965, decode.d2.loss_cls: 0.1860, decode.d2.loss_mask: 0.4437, decode.d2.loss_dice: 0.6794, decode.d3.loss_cls: 0.1746, decode.d3.loss_mask: 0.4403, decode.d3.loss_dice: 0.6691, decode.d4.loss_cls: 0.1649, decode.d4.loss_mask: 0.4411, decode.d4.loss_dice: 0.6669, decode.d5.loss_cls: 0.1570, decode.d5.loss_mask: 0.4398, decode.d5.loss_dice: 0.6692, decode.d6.loss_cls: 0.1547, decode.d6.loss_mask: 0.4381, decode.d6.loss_dice: 0.6641, decode.d7.loss_cls: 0.1514, decode.d7.loss_mask: 0.4384, decode.d7.loss_dice: 0.6675, decode.d8.loss_cls: 0.1536, decode.d8.loss_mask: 0.4382, decode.d8.loss_dice: 0.6670, loss: 13.8874, grad_norm: 61.7898 2023-12-26 13:09:54,961 - mmseg - INFO - Iter [143900/160000] lr: 1.006e-05, eta: 2:14:24, time: 0.537, data_time: 0.057, memory: 40245, decode.loss_cls: 0.1618, decode.loss_mask: 0.4487, decode.loss_dice: 0.6641, decode.d0.loss_cls: 1.1453, decode.d0.loss_mask: 0.4903, decode.d0.loss_dice: 0.7209, decode.d1.loss_cls: 0.2326, decode.d1.loss_mask: 0.4621, decode.d1.loss_dice: 0.6928, decode.d2.loss_cls: 0.1998, decode.d2.loss_mask: 0.4580, decode.d2.loss_dice: 0.6779, decode.d3.loss_cls: 0.1899, decode.d3.loss_mask: 0.4538, decode.d3.loss_dice: 0.6669, decode.d4.loss_cls: 0.1732, decode.d4.loss_mask: 0.4526, decode.d4.loss_dice: 0.6667, decode.d5.loss_cls: 0.1691, decode.d5.loss_mask: 0.4512, decode.d5.loss_dice: 0.6641, decode.d6.loss_cls: 0.1702, decode.d6.loss_mask: 0.4500, decode.d6.loss_dice: 0.6619, decode.d7.loss_cls: 0.1643, decode.d7.loss_mask: 0.4494, decode.d7.loss_dice: 0.6638, decode.d8.loss_cls: 0.1617, decode.d8.loss_mask: 0.4494, decode.d8.loss_dice: 0.6670, loss: 14.0789, grad_norm: 59.8454 2023-12-26 13:10:19,356 - mmseg - INFO - Iter [143950/160000] lr: 1.003e-05, eta: 2:13:59, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1682, decode.loss_mask: 0.4237, decode.loss_dice: 0.6528, decode.d0.loss_cls: 1.1694, decode.d0.loss_mask: 0.4607, decode.d0.loss_dice: 0.7234, decode.d1.loss_cls: 0.2384, decode.d1.loss_mask: 0.4420, decode.d1.loss_dice: 0.6931, decode.d2.loss_cls: 0.2083, decode.d2.loss_mask: 0.4324, decode.d2.loss_dice: 0.6689, decode.d3.loss_cls: 0.1982, decode.d3.loss_mask: 0.4308, decode.d3.loss_dice: 0.6623, decode.d4.loss_cls: 0.1869, decode.d4.loss_mask: 0.4295, decode.d4.loss_dice: 0.6619, decode.d5.loss_cls: 0.1775, decode.d5.loss_mask: 0.4278, decode.d5.loss_dice: 0.6588, decode.d6.loss_cls: 0.1738, decode.d6.loss_mask: 0.4263, decode.d6.loss_dice: 0.6539, decode.d7.loss_cls: 0.1738, decode.d7.loss_mask: 0.4252, decode.d7.loss_dice: 0.6516, decode.d8.loss_cls: 0.1692, decode.d8.loss_mask: 0.4240, decode.d8.loss_dice: 0.6537, loss: 13.8663, grad_norm: 57.4929 2023-12-26 13:10:43,604 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 13:10:43,604 - mmseg - INFO - Iter [144000/160000] lr: 1.000e-05, eta: 2:13:34, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1692, decode.loss_mask: 0.4384, decode.loss_dice: 0.6725, decode.d0.loss_cls: 1.1587, decode.d0.loss_mask: 0.4744, decode.d0.loss_dice: 0.7414, decode.d1.loss_cls: 0.2519, decode.d1.loss_mask: 0.4508, decode.d1.loss_dice: 0.7043, decode.d2.loss_cls: 0.2188, decode.d2.loss_mask: 0.4441, decode.d2.loss_dice: 0.6903, decode.d3.loss_cls: 0.2041, decode.d3.loss_mask: 0.4412, decode.d3.loss_dice: 0.6772, decode.d4.loss_cls: 0.1853, decode.d4.loss_mask: 0.4432, decode.d4.loss_dice: 0.6787, decode.d5.loss_cls: 0.1815, decode.d5.loss_mask: 0.4417, decode.d5.loss_dice: 0.6782, decode.d6.loss_cls: 0.1754, decode.d6.loss_mask: 0.4396, decode.d6.loss_dice: 0.6762, decode.d7.loss_cls: 0.1741, decode.d7.loss_mask: 0.4389, decode.d7.loss_dice: 0.6736, decode.d8.loss_cls: 0.1715, decode.d8.loss_mask: 0.4385, decode.d8.loss_dice: 0.6735, loss: 14.2071, grad_norm: 67.2351 2023-12-26 13:11:07,844 - mmseg - INFO - Iter [144050/160000] lr: 9.969e-06, eta: 2:13:09, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1488, decode.loss_mask: 0.4433, decode.loss_dice: 0.6620, decode.d0.loss_cls: 1.1140, decode.d0.loss_mask: 0.4833, decode.d0.loss_dice: 0.7230, decode.d1.loss_cls: 0.2108, decode.d1.loss_mask: 0.4591, decode.d1.loss_dice: 0.6935, decode.d2.loss_cls: 0.1875, decode.d2.loss_mask: 0.4508, decode.d2.loss_dice: 0.6734, decode.d3.loss_cls: 0.1740, decode.d3.loss_mask: 0.4475, decode.d3.loss_dice: 0.6660, decode.d4.loss_cls: 0.1670, decode.d4.loss_mask: 0.4464, decode.d4.loss_dice: 0.6622, decode.d5.loss_cls: 0.1571, decode.d5.loss_mask: 0.4431, decode.d5.loss_dice: 0.6569, decode.d6.loss_cls: 0.1519, decode.d6.loss_mask: 0.4445, decode.d6.loss_dice: 0.6566, decode.d7.loss_cls: 0.1495, decode.d7.loss_mask: 0.4441, decode.d7.loss_dice: 0.6561, decode.d8.loss_cls: 0.1473, decode.d8.loss_mask: 0.4425, decode.d8.loss_dice: 0.6589, loss: 13.8208, grad_norm: 58.5071 2023-12-26 13:11:32,114 - mmseg - INFO - Iter [144100/160000] lr: 9.938e-06, eta: 2:12:44, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1803, decode.loss_mask: 0.4348, decode.loss_dice: 0.6706, decode.d0.loss_cls: 1.1663, decode.d0.loss_mask: 0.4781, decode.d0.loss_dice: 0.7365, decode.d1.loss_cls: 0.2532, decode.d1.loss_mask: 0.4506, decode.d1.loss_dice: 0.7029, decode.d2.loss_cls: 0.2180, decode.d2.loss_mask: 0.4413, decode.d2.loss_dice: 0.6858, decode.d3.loss_cls: 0.2024, decode.d3.loss_mask: 0.4383, decode.d3.loss_dice: 0.6772, decode.d4.loss_cls: 0.1892, decode.d4.loss_mask: 0.4373, decode.d4.loss_dice: 0.6712, decode.d5.loss_cls: 0.1834, decode.d5.loss_mask: 0.4366, decode.d5.loss_dice: 0.6726, decode.d6.loss_cls: 0.1816, decode.d6.loss_mask: 0.4347, decode.d6.loss_dice: 0.6685, decode.d7.loss_cls: 0.1755, decode.d7.loss_mask: 0.4353, decode.d7.loss_dice: 0.6719, decode.d8.loss_cls: 0.1772, decode.d8.loss_mask: 0.4342, decode.d8.loss_dice: 0.6670, loss: 14.1726, grad_norm: 69.0182 2023-12-26 13:11:56,228 - mmseg - INFO - Iter [144150/160000] lr: 9.907e-06, eta: 2:12:19, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1597, decode.loss_mask: 0.4289, decode.loss_dice: 0.6555, decode.d0.loss_cls: 1.1208, decode.d0.loss_mask: 0.4682, decode.d0.loss_dice: 0.7251, decode.d1.loss_cls: 0.2263, decode.d1.loss_mask: 0.4444, decode.d1.loss_dice: 0.6930, decode.d2.loss_cls: 0.1970, decode.d2.loss_mask: 0.4367, decode.d2.loss_dice: 0.6765, decode.d3.loss_cls: 0.1877, decode.d3.loss_mask: 0.4356, decode.d3.loss_dice: 0.6655, decode.d4.loss_cls: 0.1758, decode.d4.loss_mask: 0.4338, decode.d4.loss_dice: 0.6656, decode.d5.loss_cls: 0.1689, decode.d5.loss_mask: 0.4328, decode.d5.loss_dice: 0.6626, decode.d6.loss_cls: 0.1672, decode.d6.loss_mask: 0.4315, decode.d6.loss_dice: 0.6622, decode.d7.loss_cls: 0.1684, decode.d7.loss_mask: 0.4298, decode.d7.loss_dice: 0.6605, decode.d8.loss_cls: 0.1628, decode.d8.loss_mask: 0.4301, decode.d8.loss_dice: 0.6621, loss: 13.8351, grad_norm: 58.0125 2023-12-26 13:12:20,435 - mmseg - INFO - Iter [144200/160000] lr: 9.876e-06, eta: 2:11:54, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1677, decode.loss_mask: 0.4273, decode.loss_dice: 0.6654, decode.d0.loss_cls: 1.1438, decode.d0.loss_mask: 0.4649, decode.d0.loss_dice: 0.7423, decode.d1.loss_cls: 0.2425, decode.d1.loss_mask: 0.4417, decode.d1.loss_dice: 0.7038, decode.d2.loss_cls: 0.2048, decode.d2.loss_mask: 0.4343, decode.d2.loss_dice: 0.6838, decode.d3.loss_cls: 0.1964, decode.d3.loss_mask: 0.4304, decode.d3.loss_dice: 0.6750, decode.d4.loss_cls: 0.1862, decode.d4.loss_mask: 0.4315, decode.d4.loss_dice: 0.6736, decode.d5.loss_cls: 0.1811, decode.d5.loss_mask: 0.4297, decode.d5.loss_dice: 0.6679, decode.d6.loss_cls: 0.1803, decode.d6.loss_mask: 0.4282, decode.d6.loss_dice: 0.6658, decode.d7.loss_cls: 0.1749, decode.d7.loss_mask: 0.4281, decode.d7.loss_dice: 0.6688, decode.d8.loss_cls: 0.1725, decode.d8.loss_mask: 0.4274, decode.d8.loss_dice: 0.6705, loss: 14.0104, grad_norm: 59.2336 2023-12-26 13:12:44,641 - mmseg - INFO - Iter [144250/160000] lr: 9.844e-06, eta: 2:11:28, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1672, decode.loss_mask: 0.4209, decode.loss_dice: 0.6587, decode.d0.loss_cls: 1.1570, decode.d0.loss_mask: 0.4612, decode.d0.loss_dice: 0.7246, decode.d1.loss_cls: 0.2436, decode.d1.loss_mask: 0.4373, decode.d1.loss_dice: 0.6936, decode.d2.loss_cls: 0.2056, decode.d2.loss_mask: 0.4267, decode.d2.loss_dice: 0.6695, decode.d3.loss_cls: 0.1876, decode.d3.loss_mask: 0.4248, decode.d3.loss_dice: 0.6581, decode.d4.loss_cls: 0.1774, decode.d4.loss_mask: 0.4241, decode.d4.loss_dice: 0.6597, decode.d5.loss_cls: 0.1755, decode.d5.loss_mask: 0.4223, decode.d5.loss_dice: 0.6560, decode.d6.loss_cls: 0.1719, decode.d6.loss_mask: 0.4216, decode.d6.loss_dice: 0.6547, decode.d7.loss_cls: 0.1644, decode.d7.loss_mask: 0.4212, decode.d7.loss_dice: 0.6532, decode.d8.loss_cls: 0.1655, decode.d8.loss_mask: 0.4213, decode.d8.loss_dice: 0.6513, loss: 13.7764, grad_norm: 58.3951 2023-12-26 13:13:08,784 - mmseg - INFO - Iter [144300/160000] lr: 9.813e-06, eta: 2:11:03, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1602, decode.loss_mask: 0.4291, decode.loss_dice: 0.6647, decode.d0.loss_cls: 1.1561, decode.d0.loss_mask: 0.4635, decode.d0.loss_dice: 0.7363, decode.d1.loss_cls: 0.2342, decode.d1.loss_mask: 0.4405, decode.d1.loss_dice: 0.7008, decode.d2.loss_cls: 0.1990, decode.d2.loss_mask: 0.4342, decode.d2.loss_dice: 0.6815, decode.d3.loss_cls: 0.1830, decode.d3.loss_mask: 0.4299, decode.d3.loss_dice: 0.6710, decode.d4.loss_cls: 0.1727, decode.d4.loss_mask: 0.4300, decode.d4.loss_dice: 0.6715, decode.d5.loss_cls: 0.1691, decode.d5.loss_mask: 0.4291, decode.d5.loss_dice: 0.6679, decode.d6.loss_cls: 0.1592, decode.d6.loss_mask: 0.4288, decode.d6.loss_dice: 0.6666, decode.d7.loss_cls: 0.1612, decode.d7.loss_mask: 0.4290, decode.d7.loss_dice: 0.6640, decode.d8.loss_cls: 0.1581, decode.d8.loss_mask: 0.4298, decode.d8.loss_dice: 0.6671, loss: 13.8882, grad_norm: 58.3666 2023-12-26 13:13:32,939 - mmseg - INFO - Iter [144350/160000] lr: 9.782e-06, eta: 2:10:38, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1681, decode.loss_mask: 0.4278, decode.loss_dice: 0.6496, decode.d0.loss_cls: 1.1355, decode.d0.loss_mask: 0.4624, decode.d0.loss_dice: 0.7243, decode.d1.loss_cls: 0.2392, decode.d1.loss_mask: 0.4389, decode.d1.loss_dice: 0.6830, decode.d2.loss_cls: 0.2082, decode.d2.loss_mask: 0.4337, decode.d2.loss_dice: 0.6685, decode.d3.loss_cls: 0.1941, decode.d3.loss_mask: 0.4304, decode.d3.loss_dice: 0.6541, decode.d4.loss_cls: 0.1845, decode.d4.loss_mask: 0.4296, decode.d4.loss_dice: 0.6536, decode.d5.loss_cls: 0.1752, decode.d5.loss_mask: 0.4291, decode.d5.loss_dice: 0.6586, decode.d6.loss_cls: 0.1701, decode.d6.loss_mask: 0.4289, decode.d6.loss_dice: 0.6533, decode.d7.loss_cls: 0.1687, decode.d7.loss_mask: 0.4287, decode.d7.loss_dice: 0.6503, decode.d8.loss_cls: 0.1678, decode.d8.loss_mask: 0.4285, decode.d8.loss_dice: 0.6512, loss: 13.7957, grad_norm: 64.5692 2023-12-26 13:13:57,477 - mmseg - INFO - Iter [144400/160000] lr: 9.751e-06, eta: 2:10:13, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1719, decode.loss_mask: 0.4360, decode.loss_dice: 0.6651, decode.d0.loss_cls: 1.1608, decode.d0.loss_mask: 0.4730, decode.d0.loss_dice: 0.7351, decode.d1.loss_cls: 0.2382, decode.d1.loss_mask: 0.4524, decode.d1.loss_dice: 0.7016, decode.d2.loss_cls: 0.2092, decode.d2.loss_mask: 0.4426, decode.d2.loss_dice: 0.6799, decode.d3.loss_cls: 0.1969, decode.d3.loss_mask: 0.4385, decode.d3.loss_dice: 0.6665, decode.d4.loss_cls: 0.1878, decode.d4.loss_mask: 0.4389, decode.d4.loss_dice: 0.6674, decode.d5.loss_cls: 0.1828, decode.d5.loss_mask: 0.4376, decode.d5.loss_dice: 0.6681, decode.d6.loss_cls: 0.1795, decode.d6.loss_mask: 0.4356, decode.d6.loss_dice: 0.6631, decode.d7.loss_cls: 0.1798, decode.d7.loss_mask: 0.4344, decode.d7.loss_dice: 0.6596, decode.d8.loss_cls: 0.1717, decode.d8.loss_mask: 0.4354, decode.d8.loss_dice: 0.6653, loss: 14.0749, grad_norm: 60.4056 2023-12-26 13:14:21,769 - mmseg - INFO - Iter [144450/160000] lr: 9.719e-06, eta: 2:09:48, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1599, decode.loss_mask: 0.4230, decode.loss_dice: 0.6457, decode.d0.loss_cls: 1.1826, decode.d0.loss_mask: 0.4566, decode.d0.loss_dice: 0.7156, decode.d1.loss_cls: 0.2417, decode.d1.loss_mask: 0.4365, decode.d1.loss_dice: 0.6814, decode.d2.loss_cls: 0.2031, decode.d2.loss_mask: 0.4289, decode.d2.loss_dice: 0.6619, decode.d3.loss_cls: 0.1871, decode.d3.loss_mask: 0.4274, decode.d3.loss_dice: 0.6503, decode.d4.loss_cls: 0.1773, decode.d4.loss_mask: 0.4259, decode.d4.loss_dice: 0.6475, decode.d5.loss_cls: 0.1769, decode.d5.loss_mask: 0.4244, decode.d5.loss_dice: 0.6490, decode.d6.loss_cls: 0.1689, decode.d6.loss_mask: 0.4241, decode.d6.loss_dice: 0.6470, decode.d7.loss_cls: 0.1676, decode.d7.loss_mask: 0.4226, decode.d7.loss_dice: 0.6472, decode.d8.loss_cls: 0.1624, decode.d8.loss_mask: 0.4223, decode.d8.loss_dice: 0.6460, loss: 13.7109, grad_norm: 61.3616 2023-12-26 13:14:45,874 - mmseg - INFO - Iter [144500/160000] lr: 9.688e-06, eta: 2:09:23, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1636, decode.loss_mask: 0.4519, decode.loss_dice: 0.6542, decode.d0.loss_cls: 1.1221, decode.d0.loss_mask: 0.4870, decode.d0.loss_dice: 0.7241, decode.d1.loss_cls: 0.2330, decode.d1.loss_mask: 0.4656, decode.d1.loss_dice: 0.6865, decode.d2.loss_cls: 0.2021, decode.d2.loss_mask: 0.4586, decode.d2.loss_dice: 0.6713, decode.d3.loss_cls: 0.1834, decode.d3.loss_mask: 0.4575, decode.d3.loss_dice: 0.6653, decode.d4.loss_cls: 0.1789, decode.d4.loss_mask: 0.4561, decode.d4.loss_dice: 0.6628, decode.d5.loss_cls: 0.1673, decode.d5.loss_mask: 0.4546, decode.d5.loss_dice: 0.6598, decode.d6.loss_cls: 0.1701, decode.d6.loss_mask: 0.4524, decode.d6.loss_dice: 0.6573, decode.d7.loss_cls: 0.1702, decode.d7.loss_mask: 0.4516, decode.d7.loss_dice: 0.6574, decode.d8.loss_cls: 0.1630, decode.d8.loss_mask: 0.4531, decode.d8.loss_dice: 0.6582, loss: 14.0394, grad_norm: 61.3490 2023-12-26 13:15:10,116 - mmseg - INFO - Iter [144550/160000] lr: 9.657e-06, eta: 2:08:58, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1513, decode.loss_mask: 0.4237, decode.loss_dice: 0.6549, decode.d0.loss_cls: 1.1358, decode.d0.loss_mask: 0.4635, decode.d0.loss_dice: 0.7093, decode.d1.loss_cls: 0.2153, decode.d1.loss_mask: 0.4399, decode.d1.loss_dice: 0.6854, decode.d2.loss_cls: 0.1838, decode.d2.loss_mask: 0.4297, decode.d2.loss_dice: 0.6690, decode.d3.loss_cls: 0.1711, decode.d3.loss_mask: 0.4282, decode.d3.loss_dice: 0.6624, decode.d4.loss_cls: 0.1666, decode.d4.loss_mask: 0.4267, decode.d4.loss_dice: 0.6570, decode.d5.loss_cls: 0.1549, decode.d5.loss_mask: 0.4261, decode.d5.loss_dice: 0.6548, decode.d6.loss_cls: 0.1522, decode.d6.loss_mask: 0.4240, decode.d6.loss_dice: 0.6552, decode.d7.loss_cls: 0.1564, decode.d7.loss_mask: 0.4235, decode.d7.loss_dice: 0.6523, decode.d8.loss_cls: 0.1517, decode.d8.loss_mask: 0.4248, decode.d8.loss_dice: 0.6556, loss: 13.6050, grad_norm: 68.2504 2023-12-26 13:15:34,521 - mmseg - INFO - Iter [144600/160000] lr: 9.626e-06, eta: 2:08:33, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1541, decode.loss_mask: 0.4310, decode.loss_dice: 0.6434, decode.d0.loss_cls: 1.1286, decode.d0.loss_mask: 0.4671, decode.d0.loss_dice: 0.7110, decode.d1.loss_cls: 0.2230, decode.d1.loss_mask: 0.4417, decode.d1.loss_dice: 0.6776, decode.d2.loss_cls: 0.1932, decode.d2.loss_mask: 0.4342, decode.d2.loss_dice: 0.6612, decode.d3.loss_cls: 0.1767, decode.d3.loss_mask: 0.4332, decode.d3.loss_dice: 0.6506, decode.d4.loss_cls: 0.1715, decode.d4.loss_mask: 0.4326, decode.d4.loss_dice: 0.6498, decode.d5.loss_cls: 0.1628, decode.d5.loss_mask: 0.4327, decode.d5.loss_dice: 0.6497, decode.d6.loss_cls: 0.1618, decode.d6.loss_mask: 0.4317, decode.d6.loss_dice: 0.6465, decode.d7.loss_cls: 0.1602, decode.d7.loss_mask: 0.4316, decode.d7.loss_dice: 0.6465, decode.d8.loss_cls: 0.1566, decode.d8.loss_mask: 0.4304, decode.d8.loss_dice: 0.6468, loss: 13.6376, grad_norm: 63.3138 2023-12-26 13:15:58,684 - mmseg - INFO - Iter [144650/160000] lr: 9.594e-06, eta: 2:08:07, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1768, decode.loss_mask: 0.4572, decode.loss_dice: 0.6823, decode.d0.loss_cls: 1.1587, decode.d0.loss_mask: 0.4934, decode.d0.loss_dice: 0.7519, decode.d1.loss_cls: 0.2604, decode.d1.loss_mask: 0.4706, decode.d1.loss_dice: 0.7190, decode.d2.loss_cls: 0.2239, decode.d2.loss_mask: 0.4631, decode.d2.loss_dice: 0.7004, decode.d3.loss_cls: 0.2078, decode.d3.loss_mask: 0.4610, decode.d3.loss_dice: 0.6911, decode.d4.loss_cls: 0.1986, decode.d4.loss_mask: 0.4571, decode.d4.loss_dice: 0.6879, decode.d5.loss_cls: 0.1904, decode.d5.loss_mask: 0.4583, decode.d5.loss_dice: 0.6887, decode.d6.loss_cls: 0.1920, decode.d6.loss_mask: 0.4565, decode.d6.loss_dice: 0.6832, decode.d7.loss_cls: 0.1836, decode.d7.loss_mask: 0.4560, decode.d7.loss_dice: 0.6796, decode.d8.loss_cls: 0.1811, decode.d8.loss_mask: 0.4561, decode.d8.loss_dice: 0.6845, loss: 14.5712, grad_norm: 72.3832 2023-12-26 13:16:22,941 - mmseg - INFO - Iter [144700/160000] lr: 9.563e-06, eta: 2:07:42, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1593, decode.loss_mask: 0.4137, decode.loss_dice: 0.6494, decode.d0.loss_cls: 1.1807, decode.d0.loss_mask: 0.4548, decode.d0.loss_dice: 0.7229, decode.d1.loss_cls: 0.2333, decode.d1.loss_mask: 0.4265, decode.d1.loss_dice: 0.6869, decode.d2.loss_cls: 0.1975, decode.d2.loss_mask: 0.4209, decode.d2.loss_dice: 0.6665, decode.d3.loss_cls: 0.1891, decode.d3.loss_mask: 0.4165, decode.d3.loss_dice: 0.6606, decode.d4.loss_cls: 0.1769, decode.d4.loss_mask: 0.4170, decode.d4.loss_dice: 0.6594, decode.d5.loss_cls: 0.1724, decode.d5.loss_mask: 0.4162, decode.d5.loss_dice: 0.6574, decode.d6.loss_cls: 0.1639, decode.d6.loss_mask: 0.4150, decode.d6.loss_dice: 0.6541, decode.d7.loss_cls: 0.1658, decode.d7.loss_mask: 0.4140, decode.d7.loss_dice: 0.6541, decode.d8.loss_cls: 0.1638, decode.d8.loss_mask: 0.4140, decode.d8.loss_dice: 0.6523, loss: 13.6752, grad_norm: 57.4095 2023-12-26 13:16:47,016 - mmseg - INFO - Iter [144750/160000] lr: 9.532e-06, eta: 2:07:17, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1624, decode.loss_mask: 0.4194, decode.loss_dice: 0.6267, decode.d0.loss_cls: 1.1377, decode.d0.loss_mask: 0.4560, decode.d0.loss_dice: 0.6945, decode.d1.loss_cls: 0.2301, decode.d1.loss_mask: 0.4343, decode.d1.loss_dice: 0.6597, decode.d2.loss_cls: 0.2011, decode.d2.loss_mask: 0.4256, decode.d2.loss_dice: 0.6429, decode.d3.loss_cls: 0.1849, decode.d3.loss_mask: 0.4214, decode.d3.loss_dice: 0.6307, decode.d4.loss_cls: 0.1790, decode.d4.loss_mask: 0.4207, decode.d4.loss_dice: 0.6324, decode.d5.loss_cls: 0.1758, decode.d5.loss_mask: 0.4206, decode.d5.loss_dice: 0.6298, decode.d6.loss_cls: 0.1658, decode.d6.loss_mask: 0.4189, decode.d6.loss_dice: 0.6281, decode.d7.loss_cls: 0.1651, decode.d7.loss_mask: 0.4197, decode.d7.loss_dice: 0.6273, decode.d8.loss_cls: 0.1636, decode.d8.loss_mask: 0.4194, decode.d8.loss_dice: 0.6272, loss: 13.4207, grad_norm: 59.9958 2023-12-26 13:17:11,162 - mmseg - INFO - Iter [144800/160000] lr: 9.501e-06, eta: 2:06:52, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1676, decode.loss_mask: 0.4396, decode.loss_dice: 0.6735, decode.d0.loss_cls: 1.1254, decode.d0.loss_mask: 0.4744, decode.d0.loss_dice: 0.7361, decode.d1.loss_cls: 0.2407, decode.d1.loss_mask: 0.4521, decode.d1.loss_dice: 0.7072, decode.d2.loss_cls: 0.2122, decode.d2.loss_mask: 0.4430, decode.d2.loss_dice: 0.6857, decode.d3.loss_cls: 0.1941, decode.d3.loss_mask: 0.4440, decode.d3.loss_dice: 0.6785, decode.d4.loss_cls: 0.1892, decode.d4.loss_mask: 0.4411, decode.d4.loss_dice: 0.6769, decode.d5.loss_cls: 0.1799, decode.d5.loss_mask: 0.4409, decode.d5.loss_dice: 0.6770, decode.d6.loss_cls: 0.1811, decode.d6.loss_mask: 0.4417, decode.d6.loss_dice: 0.6699, decode.d7.loss_cls: 0.1704, decode.d7.loss_mask: 0.4411, decode.d7.loss_dice: 0.6740, decode.d8.loss_cls: 0.1717, decode.d8.loss_mask: 0.4399, decode.d8.loss_dice: 0.6739, loss: 14.1426, grad_norm: 59.9299 2023-12-26 13:17:35,355 - mmseg - INFO - Iter [144850/160000] lr: 9.469e-06, eta: 2:06:27, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1802, decode.loss_mask: 0.4272, decode.loss_dice: 0.6530, decode.d0.loss_cls: 1.1626, decode.d0.loss_mask: 0.4722, decode.d0.loss_dice: 0.7323, decode.d1.loss_cls: 0.2518, decode.d1.loss_mask: 0.4444, decode.d1.loss_dice: 0.6902, decode.d2.loss_cls: 0.2243, decode.d2.loss_mask: 0.4348, decode.d2.loss_dice: 0.6737, decode.d3.loss_cls: 0.2105, decode.d3.loss_mask: 0.4301, decode.d3.loss_dice: 0.6597, decode.d4.loss_cls: 0.1974, decode.d4.loss_mask: 0.4278, decode.d4.loss_dice: 0.6585, decode.d5.loss_cls: 0.1888, decode.d5.loss_mask: 0.4278, decode.d5.loss_dice: 0.6589, decode.d6.loss_cls: 0.1852, decode.d6.loss_mask: 0.4272, decode.d6.loss_dice: 0.6563, decode.d7.loss_cls: 0.1836, decode.d7.loss_mask: 0.4251, decode.d7.loss_dice: 0.6529, decode.d8.loss_cls: 0.1820, decode.d8.loss_mask: 0.4256, decode.d8.loss_dice: 0.6536, loss: 13.9978, grad_norm: 58.7097 2023-12-26 13:17:59,648 - mmseg - INFO - Iter [144900/160000] lr: 9.438e-06, eta: 2:06:02, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1672, decode.loss_mask: 0.4541, decode.loss_dice: 0.6719, decode.d0.loss_cls: 1.1175, decode.d0.loss_mask: 0.4944, decode.d0.loss_dice: 0.7416, decode.d1.loss_cls: 0.2406, decode.d1.loss_mask: 0.4710, decode.d1.loss_dice: 0.7024, decode.d2.loss_cls: 0.2050, decode.d2.loss_mask: 0.4626, decode.d2.loss_dice: 0.6868, decode.d3.loss_cls: 0.1904, decode.d3.loss_mask: 0.4598, decode.d3.loss_dice: 0.6767, decode.d4.loss_cls: 0.1836, decode.d4.loss_mask: 0.4590, decode.d4.loss_dice: 0.6754, decode.d5.loss_cls: 0.1731, decode.d5.loss_mask: 0.4567, decode.d5.loss_dice: 0.6743, decode.d6.loss_cls: 0.1675, decode.d6.loss_mask: 0.4564, decode.d6.loss_dice: 0.6686, decode.d7.loss_cls: 0.1682, decode.d7.loss_mask: 0.4563, decode.d7.loss_dice: 0.6726, decode.d8.loss_cls: 0.1659, decode.d8.loss_mask: 0.4545, decode.d8.loss_dice: 0.6678, loss: 14.2421, grad_norm: 64.1094 2023-12-26 13:18:24,329 - mmseg - INFO - Iter [144950/160000] lr: 9.407e-06, eta: 2:05:37, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1618, decode.loss_mask: 0.4483, decode.loss_dice: 0.6586, decode.d0.loss_cls: 1.1268, decode.d0.loss_mask: 0.4843, decode.d0.loss_dice: 0.7315, decode.d1.loss_cls: 0.2359, decode.d1.loss_mask: 0.4602, decode.d1.loss_dice: 0.6977, decode.d2.loss_cls: 0.2008, decode.d2.loss_mask: 0.4531, decode.d2.loss_dice: 0.6745, decode.d3.loss_cls: 0.1888, decode.d3.loss_mask: 0.4520, decode.d3.loss_dice: 0.6678, decode.d4.loss_cls: 0.1761, decode.d4.loss_mask: 0.4508, decode.d4.loss_dice: 0.6676, decode.d5.loss_cls: 0.1751, decode.d5.loss_mask: 0.4487, decode.d5.loss_dice: 0.6627, decode.d6.loss_cls: 0.1691, decode.d6.loss_mask: 0.4485, decode.d6.loss_dice: 0.6625, decode.d7.loss_cls: 0.1677, decode.d7.loss_mask: 0.4502, decode.d7.loss_dice: 0.6632, decode.d8.loss_cls: 0.1657, decode.d8.loss_mask: 0.4489, decode.d8.loss_dice: 0.6649, loss: 14.0639, grad_norm: 64.1237 2023-12-26 13:18:48,974 - mmseg - INFO - Saving checkpoint at 145000 iterations 2023-12-26 13:18:51,407 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 13:18:51,408 - mmseg - INFO - Iter [145000/160000] lr: 9.376e-06, eta: 2:05:12, time: 0.542, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1712, decode.loss_mask: 0.4324, decode.loss_dice: 0.6436, decode.d0.loss_cls: 1.1347, decode.d0.loss_mask: 0.4641, decode.d0.loss_dice: 0.7147, decode.d1.loss_cls: 0.2275, decode.d1.loss_mask: 0.4463, decode.d1.loss_dice: 0.6773, decode.d2.loss_cls: 0.2017, decode.d2.loss_mask: 0.4380, decode.d2.loss_dice: 0.6640, decode.d3.loss_cls: 0.1911, decode.d3.loss_mask: 0.4354, decode.d3.loss_dice: 0.6488, decode.d4.loss_cls: 0.1850, decode.d4.loss_mask: 0.4352, decode.d4.loss_dice: 0.6487, decode.d5.loss_cls: 0.1805, decode.d5.loss_mask: 0.4334, decode.d5.loss_dice: 0.6485, decode.d6.loss_cls: 0.1759, decode.d6.loss_mask: 0.4326, decode.d6.loss_dice: 0.6483, decode.d7.loss_cls: 0.1750, decode.d7.loss_mask: 0.4324, decode.d7.loss_dice: 0.6452, decode.d8.loss_cls: 0.1691, decode.d8.loss_mask: 0.4324, decode.d8.loss_dice: 0.6447, loss: 13.7780, grad_norm: 58.3369 2023-12-26 13:19:13,273 - mmseg - INFO - per class results: 2023-12-26 13:19:13,278 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.86 | 87.8 | | building | 83.13 | 92.13 | | sky | 94.43 | 97.23 | | floor | 83.12 | 90.6 | | tree | 74.96 | 88.18 | | ceiling | 85.23 | 92.13 | | road | 85.53 | 91.0 | | bed | 91.37 | 96.21 | | windowpane | 62.81 | 80.63 | | grass | 69.7 | 78.49 | | cabinet | 63.04 | 76.23 | | sidewalk | 69.71 | 83.96 | | person | 84.51 | 92.66 | | earth | 36.86 | 55.3 | | door | 56.94 | 72.38 | | table | 67.06 | 81.47 | | mountain | 58.65 | 70.56 | | plant | 51.0 | 65.13 | | curtain | 75.2 | 86.32 | | chair | 62.89 | 77.46 | | car | 87.97 | 93.93 | | water | 59.1 | 71.9 | | painting | 72.61 | 87.19 | | sofa | 69.36 | 84.59 | | shelf | 44.72 | 59.72 | | house | 40.69 | 61.01 | | sea | 62.25 | 90.73 | | mirror | 73.91 | 80.84 | | rug | 68.47 | 81.2 | | field | 33.27 | 47.9 | | armchair | 45.06 | 64.74 | | seat | 64.69 | 85.49 | | fence | 53.35 | 68.72 | | desk | 55.73 | 76.65 | | rock | 42.8 | 64.07 | | wardrobe | 50.95 | 70.71 | | lamp | 71.92 | 83.39 | | bathtub | 84.43 | 87.52 | | railing | 35.72 | 52.3 | | cushion | 59.24 | 72.06 | | base | 39.72 | 69.63 | | box | 27.75 | 37.06 | | column | 53.46 | 62.84 | | signboard | 38.22 | 56.88 | | chest of drawers | 39.62 | 62.1 | | counter | 44.53 | 56.16 | | sand | 48.14 | 68.72 | | sink | 77.57 | 85.57 | | skyscraper | 33.49 | 43.02 | | fireplace | 75.74 | 88.73 | | refrigerator | 86.99 | 93.85 | | grandstand | 54.82 | 80.46 | | path | 20.58 | 35.06 | | stairs | 32.15 | 40.42 | | runway | 75.03 | 97.52 | | case | 44.42 | 62.59 | | pool table | 94.84 | 97.07 | | pillow | 61.33 | 73.49 | | screen door | 67.16 | 81.48 | | stairway | 33.35 | 41.92 | | river | 16.22 | 22.68 | | bridge | 78.8 | 92.35 | | bookcase | 40.56 | 62.36 | | blind | 47.55 | 53.99 | | coffee table | 65.06 | 87.01 | | toilet | 86.6 | 91.8 | | flower | 37.2 | 58.02 | | book | 52.5 | 71.66 | | hill | 13.7 | 26.81 | | bench | 50.51 | 57.16 | | countertop | 53.57 | 69.17 | | stove | 83.85 | 93.29 | | palm | 58.18 | 74.95 | | kitchen island | 55.12 | 85.77 | | computer | 62.58 | 69.06 | | swivel chair | 45.99 | 61.49 | | boat | 33.7 | 54.39 | | bar | 61.11 | 74.45 | | arcade machine | 84.6 | 93.85 | | hovel | 33.02 | 49.22 | | bus | 91.8 | 96.88 | | towel | 69.61 | 77.82 | | light | 63.1 | 75.03 | | truck | 43.04 | 54.81 | | tower | 47.11 | 71.08 | | chandelier | 70.87 | 85.33 | | awning | 34.04 | 45.07 | | streetlight | 41.08 | 58.46 | | booth | 45.97 | 66.14 | | television receiver | 78.27 | 84.88 | | airplane | 55.26 | 71.6 | | dirt track | 18.75 | 36.54 | | apparel | 46.89 | 69.63 | | pole | 32.31 | 48.75 | | land | 8.29 | 17.74 | | bannister | 22.46 | 40.49 | | escalator | 25.71 | 26.57 | | ottoman | 52.99 | 68.62 | | bottle | 27.13 | 33.71 | | buffet | 44.96 | 54.91 | | poster | 19.6 | 33.42 | | stage | 13.66 | 26.77 | | van | 50.35 | 69.81 | | ship | 6.57 | 15.55 | | fountain | 20.38 | 21.66 | | conveyer belt | 82.33 | 91.58 | | canopy | 12.7 | 22.15 | | washer | 72.36 | 74.04 | | plaything | 21.82 | 35.21 | | swimming pool | 51.36 | 62.6 | | stool | 43.98 | 70.03 | | barrel | 63.43 | 74.76 | | basket | 37.73 | 48.44 | | waterfall | 39.45 | 48.48 | | tent | 95.41 | 98.39 | | bag | 27.63 | 33.54 | | minibike | 69.42 | 89.04 | | cradle | 82.12 | 97.61 | | oven | 25.58 | 65.6 | | ball | 52.05 | 59.97 | | food | 63.55 | 77.28 | | step | 21.29 | 31.76 | | tank | 46.61 | 55.15 | | trade name | 26.04 | 32.01 | | microwave | 45.56 | 50.91 | | pot | 55.44 | 69.01 | | animal | 53.45 | 54.17 | | bicycle | 60.28 | 81.54 | | lake | 50.25 | 69.38 | | dishwasher | 67.76 | 73.67 | | screen | 63.83 | 92.44 | | blanket | 26.33 | 30.11 | | sculpture | 58.69 | 84.52 | | hood | 86.58 | 93.71 | | sconce | 55.71 | 71.41 | | vase | 52.6 | 69.54 | | traffic light | 39.66 | 68.49 | | tray | 25.67 | 36.14 | | ashcan | 54.21 | 75.44 | | fan | 70.11 | 84.89 | | pier | 15.82 | 17.59 | | crt screen | 2.32 | 8.97 | | plate | 61.02 | 74.64 | | monitor | 15.4 | 20.29 | | bulletin board | 48.66 | 60.31 | | shower | 7.8 | 20.49 | | radiator | 72.91 | 86.31 | | glass | 22.55 | 24.68 | | clock | 48.8 | 63.0 | | flag | 37.36 | 42.62 | +---------------------+-------+-------+ 2023-12-26 13:19:13,278 - mmseg - INFO - Summary: 2023-12-26 13:19:13,278 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 84.22 | 52.57 | 65.79 | +-------+-------+-------+ 2023-12-26 13:19:13,287 - mmseg - INFO - The previous best checkpoint /mnt/petrelfs/lizhiqi/FlashInternImage/segmentation/work_dirs/mask2former_flash_internimage_s_640_160k_ade20k_ss/best_mIoU_iter_135000.pth was removed 2023-12-26 13:19:15,501 - mmseg - INFO - Now best checkpoint is saved as best_mIoU_iter_145000.pth. 2023-12-26 13:19:15,502 - mmseg - INFO - Best mIoU is 0.5257 at 145000 iter. 2023-12-26 13:19:15,502 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 13:19:15,502 - mmseg - INFO - Iter(val) [250] aAcc: 0.8422, mIoU: 0.5257, mAcc: 0.6579, IoU.wall: 0.7986, IoU.building: 0.8313, IoU.sky: 0.9443, IoU.floor: 0.8312, IoU.tree: 0.7496, IoU.ceiling: 0.8523, IoU.road: 0.8553, IoU.bed : 0.9137, IoU.windowpane: 0.6281, IoU.grass: 0.6970, IoU.cabinet: 0.6304, IoU.sidewalk: 0.6971, IoU.person: 0.8451, IoU.earth: 0.3686, IoU.door: 0.5694, IoU.table: 0.6706, IoU.mountain: 0.5865, IoU.plant: 0.5100, IoU.curtain: 0.7520, IoU.chair: 0.6289, IoU.car: 0.8797, IoU.water: 0.5910, IoU.painting: 0.7261, IoU.sofa: 0.6936, IoU.shelf: 0.4472, IoU.house: 0.4069, IoU.sea: 0.6225, IoU.mirror: 0.7391, IoU.rug: 0.6847, IoU.field: 0.3327, IoU.armchair: 0.4506, IoU.seat: 0.6469, IoU.fence: 0.5335, IoU.desk: 0.5573, IoU.rock: 0.4280, IoU.wardrobe: 0.5095, IoU.lamp: 0.7192, IoU.bathtub: 0.8443, IoU.railing: 0.3572, IoU.cushion: 0.5924, IoU.base: 0.3972, IoU.box: 0.2775, IoU.column: 0.5346, IoU.signboard: 0.3822, IoU.chest of drawers: 0.3962, IoU.counter: 0.4453, IoU.sand: 0.4814, IoU.sink: 0.7757, IoU.skyscraper: 0.3349, IoU.fireplace: 0.7574, IoU.refrigerator: 0.8699, IoU.grandstand: 0.5482, IoU.path: 0.2058, IoU.stairs: 0.3215, IoU.runway: 0.7503, IoU.case: 0.4442, IoU.pool table: 0.9484, IoU.pillow: 0.6133, IoU.screen door: 0.6716, IoU.stairway: 0.3335, IoU.river: 0.1622, IoU.bridge: 0.7880, IoU.bookcase: 0.4056, IoU.blind: 0.4755, IoU.coffee table: 0.6506, IoU.toilet: 0.8660, IoU.flower: 0.3720, IoU.book: 0.5250, IoU.hill: 0.1370, IoU.bench: 0.5051, IoU.countertop: 0.5357, IoU.stove: 0.8385, IoU.palm: 0.5818, IoU.kitchen island: 0.5512, IoU.computer: 0.6258, IoU.swivel chair: 0.4599, IoU.boat: 0.3370, IoU.bar: 0.6111, IoU.arcade machine: 0.8460, IoU.hovel: 0.3302, IoU.bus: 0.9180, IoU.towel: 0.6961, IoU.light: 0.6310, IoU.truck: 0.4304, IoU.tower: 0.4711, IoU.chandelier: 0.7087, IoU.awning: 0.3404, IoU.streetlight: 0.4108, IoU.booth: 0.4597, IoU.television receiver: 0.7827, IoU.airplane: 0.5526, IoU.dirt track: 0.1875, IoU.apparel: 0.4689, IoU.pole: 0.3231, IoU.land: 0.0829, IoU.bannister: 0.2246, IoU.escalator: 0.2571, IoU.ottoman: 0.5299, IoU.bottle: 0.2713, IoU.buffet: 0.4496, IoU.poster: 0.1960, IoU.stage: 0.1366, IoU.van: 0.5035, IoU.ship: 0.0657, IoU.fountain: 0.2038, IoU.conveyer belt: 0.8233, IoU.canopy: 0.1270, IoU.washer: 0.7236, IoU.plaything: 0.2182, IoU.swimming pool: 0.5136, IoU.stool: 0.4398, IoU.barrel: 0.6343, IoU.basket: 0.3773, IoU.waterfall: 0.3945, IoU.tent: 0.9541, IoU.bag: 0.2763, IoU.minibike: 0.6942, IoU.cradle: 0.8212, IoU.oven: 0.2558, IoU.ball: 0.5205, IoU.food: 0.6355, IoU.step: 0.2129, IoU.tank: 0.4661, IoU.trade name: 0.2604, IoU.microwave: 0.4556, IoU.pot: 0.5544, IoU.animal: 0.5345, IoU.bicycle: 0.6028, IoU.lake: 0.5025, IoU.dishwasher: 0.6776, IoU.screen: 0.6383, IoU.blanket: 0.2633, IoU.sculpture: 0.5869, IoU.hood: 0.8658, IoU.sconce: 0.5571, IoU.vase: 0.5260, IoU.traffic light: 0.3966, IoU.tray: 0.2567, IoU.ashcan: 0.5421, IoU.fan: 0.7011, IoU.pier: 0.1582, IoU.crt screen: 0.0232, IoU.plate: 0.6102, IoU.monitor: 0.1540, IoU.bulletin board: 0.4866, IoU.shower: 0.0780, IoU.radiator: 0.7291, IoU.glass: 0.2255, IoU.clock: 0.4880, IoU.flag: 0.3736, Acc.wall: 0.8780, Acc.building: 0.9213, Acc.sky: 0.9723, Acc.floor: 0.9060, Acc.tree: 0.8818, Acc.ceiling: 0.9213, Acc.road: 0.9100, Acc.bed : 0.9621, Acc.windowpane: 0.8063, Acc.grass: 0.7849, Acc.cabinet: 0.7623, Acc.sidewalk: 0.8396, Acc.person: 0.9266, Acc.earth: 0.5530, Acc.door: 0.7238, Acc.table: 0.8147, Acc.mountain: 0.7056, Acc.plant: 0.6513, Acc.curtain: 0.8632, Acc.chair: 0.7746, Acc.car: 0.9393, Acc.water: 0.7190, Acc.painting: 0.8719, Acc.sofa: 0.8459, Acc.shelf: 0.5972, Acc.house: 0.6101, Acc.sea: 0.9073, Acc.mirror: 0.8084, Acc.rug: 0.8120, Acc.field: 0.4790, Acc.armchair: 0.6474, Acc.seat: 0.8549, Acc.fence: 0.6872, Acc.desk: 0.7665, Acc.rock: 0.6407, Acc.wardrobe: 0.7071, Acc.lamp: 0.8339, Acc.bathtub: 0.8752, Acc.railing: 0.5230, Acc.cushion: 0.7206, Acc.base: 0.6963, Acc.box: 0.3706, Acc.column: 0.6284, Acc.signboard: 0.5688, Acc.chest of drawers: 0.6210, Acc.counter: 0.5616, Acc.sand: 0.6872, Acc.sink: 0.8557, Acc.skyscraper: 0.4302, Acc.fireplace: 0.8873, Acc.refrigerator: 0.9385, Acc.grandstand: 0.8046, Acc.path: 0.3506, Acc.stairs: 0.4042, Acc.runway: 0.9752, Acc.case: 0.6259, Acc.pool table: 0.9707, Acc.pillow: 0.7349, Acc.screen door: 0.8148, Acc.stairway: 0.4192, Acc.river: 0.2268, Acc.bridge: 0.9235, Acc.bookcase: 0.6236, Acc.blind: 0.5399, Acc.coffee table: 0.8701, Acc.toilet: 0.9180, Acc.flower: 0.5802, Acc.book: 0.7166, Acc.hill: 0.2681, Acc.bench: 0.5716, Acc.countertop: 0.6917, Acc.stove: 0.9329, Acc.palm: 0.7495, Acc.kitchen island: 0.8577, Acc.computer: 0.6906, Acc.swivel chair: 0.6149, Acc.boat: 0.5439, Acc.bar: 0.7445, Acc.arcade machine: 0.9385, Acc.hovel: 0.4922, Acc.bus: 0.9688, Acc.towel: 0.7782, Acc.light: 0.7503, Acc.truck: 0.5481, Acc.tower: 0.7108, Acc.chandelier: 0.8533, Acc.awning: 0.4507, Acc.streetlight: 0.5846, Acc.booth: 0.6614, Acc.television receiver: 0.8488, Acc.airplane: 0.7160, Acc.dirt track: 0.3654, Acc.apparel: 0.6963, Acc.pole: 0.4875, Acc.land: 0.1774, Acc.bannister: 0.4049, Acc.escalator: 0.2657, Acc.ottoman: 0.6862, Acc.bottle: 0.3371, Acc.buffet: 0.5491, Acc.poster: 0.3342, Acc.stage: 0.2677, Acc.van: 0.6981, Acc.ship: 0.1555, Acc.fountain: 0.2166, Acc.conveyer belt: 0.9158, Acc.canopy: 0.2215, Acc.washer: 0.7404, Acc.plaything: 0.3521, Acc.swimming pool: 0.6260, Acc.stool: 0.7003, Acc.barrel: 0.7476, Acc.basket: 0.4844, Acc.waterfall: 0.4848, Acc.tent: 0.9839, Acc.bag: 0.3354, Acc.minibike: 0.8904, Acc.cradle: 0.9761, Acc.oven: 0.6560, Acc.ball: 0.5997, Acc.food: 0.7728, Acc.step: 0.3176, Acc.tank: 0.5515, Acc.trade name: 0.3201, Acc.microwave: 0.5091, Acc.pot: 0.6901, Acc.animal: 0.5417, Acc.bicycle: 0.8154, Acc.lake: 0.6938, Acc.dishwasher: 0.7367, Acc.screen: 0.9244, Acc.blanket: 0.3011, Acc.sculpture: 0.8452, Acc.hood: 0.9371, Acc.sconce: 0.7141, Acc.vase: 0.6954, Acc.traffic light: 0.6849, Acc.tray: 0.3614, Acc.ashcan: 0.7544, Acc.fan: 0.8489, Acc.pier: 0.1759, Acc.crt screen: 0.0897, Acc.plate: 0.7464, Acc.monitor: 0.2029, Acc.bulletin board: 0.6031, Acc.shower: 0.2049, Acc.radiator: 0.8631, Acc.glass: 0.2468, Acc.clock: 0.6300, Acc.flag: 0.4262 2023-12-26 13:19:39,959 - mmseg - INFO - Iter [145050/160000] lr: 9.344e-06, eta: 2:04:49, time: 0.971, data_time: 0.494, memory: 40245, decode.loss_cls: 0.1633, decode.loss_mask: 0.4227, decode.loss_dice: 0.6662, decode.d0.loss_cls: 1.1542, decode.d0.loss_mask: 0.4552, decode.d0.loss_dice: 0.7207, decode.d1.loss_cls: 0.2381, decode.d1.loss_mask: 0.4360, decode.d1.loss_dice: 0.6902, decode.d2.loss_cls: 0.2108, decode.d2.loss_mask: 0.4284, decode.d2.loss_dice: 0.6763, decode.d3.loss_cls: 0.1945, decode.d3.loss_mask: 0.4274, decode.d3.loss_dice: 0.6682, decode.d4.loss_cls: 0.1843, decode.d4.loss_mask: 0.4257, decode.d4.loss_dice: 0.6683, decode.d5.loss_cls: 0.1785, decode.d5.loss_mask: 0.4239, decode.d5.loss_dice: 0.6650, decode.d6.loss_cls: 0.1728, decode.d6.loss_mask: 0.4229, decode.d6.loss_dice: 0.6618, decode.d7.loss_cls: 0.1660, decode.d7.loss_mask: 0.4246, decode.d7.loss_dice: 0.6654, decode.d8.loss_cls: 0.1639, decode.d8.loss_mask: 0.4227, decode.d8.loss_dice: 0.6645, loss: 13.8625, grad_norm: 55.0210 2023-12-26 13:20:04,340 - mmseg - INFO - Iter [145100/160000] lr: 9.313e-06, eta: 2:04:24, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1683, decode.loss_mask: 0.4311, decode.loss_dice: 0.6500, decode.d0.loss_cls: 1.1404, decode.d0.loss_mask: 0.4674, decode.d0.loss_dice: 0.7135, decode.d1.loss_cls: 0.2307, decode.d1.loss_mask: 0.4473, decode.d1.loss_dice: 0.6784, decode.d2.loss_cls: 0.2060, decode.d2.loss_mask: 0.4380, decode.d2.loss_dice: 0.6663, decode.d3.loss_cls: 0.1940, decode.d3.loss_mask: 0.4340, decode.d3.loss_dice: 0.6535, decode.d4.loss_cls: 0.1858, decode.d4.loss_mask: 0.4339, decode.d4.loss_dice: 0.6547, decode.d5.loss_cls: 0.1819, decode.d5.loss_mask: 0.4320, decode.d5.loss_dice: 0.6521, decode.d6.loss_cls: 0.1771, decode.d6.loss_mask: 0.4323, decode.d6.loss_dice: 0.6512, decode.d7.loss_cls: 0.1741, decode.d7.loss_mask: 0.4315, decode.d7.loss_dice: 0.6486, decode.d8.loss_cls: 0.1700, decode.d8.loss_mask: 0.4313, decode.d8.loss_dice: 0.6487, loss: 13.8242, grad_norm: 58.9517 2023-12-26 13:20:30,830 - mmseg - INFO - Iter [145150/160000] lr: 9.282e-06, eta: 2:03:59, time: 0.530, data_time: 0.061, memory: 40245, decode.loss_cls: 0.1634, decode.loss_mask: 0.4695, decode.loss_dice: 0.6796, decode.d0.loss_cls: 1.1357, decode.d0.loss_mask: 0.5089, decode.d0.loss_dice: 0.7513, decode.d1.loss_cls: 0.2364, decode.d1.loss_mask: 0.4863, decode.d1.loss_dice: 0.7194, decode.d2.loss_cls: 0.2038, decode.d2.loss_mask: 0.4772, decode.d2.loss_dice: 0.7021, decode.d3.loss_cls: 0.1950, decode.d3.loss_mask: 0.4726, decode.d3.loss_dice: 0.6877, decode.d4.loss_cls: 0.1776, decode.d4.loss_mask: 0.4728, decode.d4.loss_dice: 0.6881, decode.d5.loss_cls: 0.1713, decode.d5.loss_mask: 0.4711, decode.d5.loss_dice: 0.6821, decode.d6.loss_cls: 0.1696, decode.d6.loss_mask: 0.4702, decode.d6.loss_dice: 0.6772, decode.d7.loss_cls: 0.1646, decode.d7.loss_mask: 0.4701, decode.d7.loss_dice: 0.6804, decode.d8.loss_cls: 0.1619, decode.d8.loss_mask: 0.4688, decode.d8.loss_dice: 0.6763, loss: 14.4910, grad_norm: 65.8587 2023-12-26 13:20:55,534 - mmseg - INFO - Iter [145200/160000] lr: 9.251e-06, eta: 2:03:34, time: 0.494, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1664, decode.loss_mask: 0.4455, decode.loss_dice: 0.6651, decode.d0.loss_cls: 1.1531, decode.d0.loss_mask: 0.4825, decode.d0.loss_dice: 0.7394, decode.d1.loss_cls: 0.2379, decode.d1.loss_mask: 0.4615, decode.d1.loss_dice: 0.6971, decode.d2.loss_cls: 0.2067, decode.d2.loss_mask: 0.4521, decode.d2.loss_dice: 0.6792, decode.d3.loss_cls: 0.1893, decode.d3.loss_mask: 0.4498, decode.d3.loss_dice: 0.6715, decode.d4.loss_cls: 0.1812, decode.d4.loss_mask: 0.4483, decode.d4.loss_dice: 0.6733, decode.d5.loss_cls: 0.1776, decode.d5.loss_mask: 0.4467, decode.d5.loss_dice: 0.6690, decode.d6.loss_cls: 0.1716, decode.d6.loss_mask: 0.4457, decode.d6.loss_dice: 0.6661, decode.d7.loss_cls: 0.1717, decode.d7.loss_mask: 0.4455, decode.d7.loss_dice: 0.6656, decode.d8.loss_cls: 0.1700, decode.d8.loss_mask: 0.4449, decode.d8.loss_dice: 0.6638, loss: 14.1381, grad_norm: 65.4669 2023-12-26 13:21:20,252 - mmseg - INFO - Iter [145250/160000] lr: 9.219e-06, eta: 2:03:09, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1629, decode.loss_mask: 0.4453, decode.loss_dice: 0.6695, decode.d0.loss_cls: 1.1218, decode.d0.loss_mask: 0.4803, decode.d0.loss_dice: 0.7321, decode.d1.loss_cls: 0.2278, decode.d1.loss_mask: 0.4579, decode.d1.loss_dice: 0.7039, decode.d2.loss_cls: 0.2048, decode.d2.loss_mask: 0.4503, decode.d2.loss_dice: 0.6841, decode.d3.loss_cls: 0.1931, decode.d3.loss_mask: 0.4478, decode.d3.loss_dice: 0.6723, decode.d4.loss_cls: 0.1802, decode.d4.loss_mask: 0.4455, decode.d4.loss_dice: 0.6761, decode.d5.loss_cls: 0.1734, decode.d5.loss_mask: 0.4449, decode.d5.loss_dice: 0.6697, decode.d6.loss_cls: 0.1707, decode.d6.loss_mask: 0.4443, decode.d6.loss_dice: 0.6695, decode.d7.loss_cls: 0.1664, decode.d7.loss_mask: 0.4437, decode.d7.loss_dice: 0.6676, decode.d8.loss_cls: 0.1643, decode.d8.loss_mask: 0.4448, decode.d8.loss_dice: 0.6683, loss: 14.0831, grad_norm: 61.7012 2023-12-26 13:21:44,718 - mmseg - INFO - Iter [145300/160000] lr: 9.188e-06, eta: 2:02:44, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1658, decode.loss_mask: 0.4450, decode.loss_dice: 0.6657, decode.d0.loss_cls: 1.1497, decode.d0.loss_mask: 0.4812, decode.d0.loss_dice: 0.7385, decode.d1.loss_cls: 0.2322, decode.d1.loss_mask: 0.4599, decode.d1.loss_dice: 0.7047, decode.d2.loss_cls: 0.2014, decode.d2.loss_mask: 0.4489, decode.d2.loss_dice: 0.6786, decode.d3.loss_cls: 0.1859, decode.d3.loss_mask: 0.4471, decode.d3.loss_dice: 0.6719, decode.d4.loss_cls: 0.1827, decode.d4.loss_mask: 0.4443, decode.d4.loss_dice: 0.6682, decode.d5.loss_cls: 0.1733, decode.d5.loss_mask: 0.4433, decode.d5.loss_dice: 0.6688, decode.d6.loss_cls: 0.1757, decode.d6.loss_mask: 0.4446, decode.d6.loss_dice: 0.6639, decode.d7.loss_cls: 0.1713, decode.d7.loss_mask: 0.4443, decode.d7.loss_dice: 0.6616, decode.d8.loss_cls: 0.1700, decode.d8.loss_mask: 0.4439, decode.d8.loss_dice: 0.6621, loss: 14.0948, grad_norm: 68.4148 2023-12-26 13:22:09,317 - mmseg - INFO - Iter [145350/160000] lr: 9.157e-06, eta: 2:02:19, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1524, decode.loss_mask: 0.4390, decode.loss_dice: 0.6474, decode.d0.loss_cls: 1.1024, decode.d0.loss_mask: 0.4757, decode.d0.loss_dice: 0.7124, decode.d1.loss_cls: 0.2169, decode.d1.loss_mask: 0.4524, decode.d1.loss_dice: 0.6793, decode.d2.loss_cls: 0.1942, decode.d2.loss_mask: 0.4433, decode.d2.loss_dice: 0.6615, decode.d3.loss_cls: 0.1758, decode.d3.loss_mask: 0.4410, decode.d3.loss_dice: 0.6512, decode.d4.loss_cls: 0.1689, decode.d4.loss_mask: 0.4397, decode.d4.loss_dice: 0.6502, decode.d5.loss_cls: 0.1608, decode.d5.loss_mask: 0.4400, decode.d5.loss_dice: 0.6485, decode.d6.loss_cls: 0.1611, decode.d6.loss_mask: 0.4391, decode.d6.loss_dice: 0.6422, decode.d7.loss_cls: 0.1561, decode.d7.loss_mask: 0.4390, decode.d7.loss_dice: 0.6448, decode.d8.loss_cls: 0.1505, decode.d8.loss_mask: 0.4390, decode.d8.loss_dice: 0.6450, loss: 13.6696, grad_norm: 66.0613 2023-12-26 13:22:33,523 - mmseg - INFO - Iter [145400/160000] lr: 9.126e-06, eta: 2:01:54, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1625, decode.loss_mask: 0.4100, decode.loss_dice: 0.6424, decode.d0.loss_cls: 1.1222, decode.d0.loss_mask: 0.4455, decode.d0.loss_dice: 0.7085, decode.d1.loss_cls: 0.2321, decode.d1.loss_mask: 0.4242, decode.d1.loss_dice: 0.6736, decode.d2.loss_cls: 0.2006, decode.d2.loss_mask: 0.4167, decode.d2.loss_dice: 0.6563, decode.d3.loss_cls: 0.1870, decode.d3.loss_mask: 0.4129, decode.d3.loss_dice: 0.6487, decode.d4.loss_cls: 0.1750, decode.d4.loss_mask: 0.4120, decode.d4.loss_dice: 0.6450, decode.d5.loss_cls: 0.1677, decode.d5.loss_mask: 0.4120, decode.d5.loss_dice: 0.6465, decode.d6.loss_cls: 0.1682, decode.d6.loss_mask: 0.4099, decode.d6.loss_dice: 0.6419, decode.d7.loss_cls: 0.1636, decode.d7.loss_mask: 0.4094, decode.d7.loss_dice: 0.6430, decode.d8.loss_cls: 0.1633, decode.d8.loss_mask: 0.4099, decode.d8.loss_dice: 0.6416, loss: 13.4521, grad_norm: 60.2577 2023-12-26 13:22:57,892 - mmseg - INFO - Iter [145450/160000] lr: 9.094e-06, eta: 2:01:29, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1808, decode.loss_mask: 0.4497, decode.loss_dice: 0.6817, decode.d0.loss_cls: 1.1677, decode.d0.loss_mask: 0.4899, decode.d0.loss_dice: 0.7535, decode.d1.loss_cls: 0.2502, decode.d1.loss_mask: 0.4624, decode.d1.loss_dice: 0.7136, decode.d2.loss_cls: 0.2210, decode.d2.loss_mask: 0.4557, decode.d2.loss_dice: 0.6958, decode.d3.loss_cls: 0.2057, decode.d3.loss_mask: 0.4510, decode.d3.loss_dice: 0.6910, decode.d4.loss_cls: 0.2009, decode.d4.loss_mask: 0.4523, decode.d4.loss_dice: 0.6856, decode.d5.loss_cls: 0.1920, decode.d5.loss_mask: 0.4515, decode.d5.loss_dice: 0.6863, decode.d6.loss_cls: 0.1889, decode.d6.loss_mask: 0.4514, decode.d6.loss_dice: 0.6799, decode.d7.loss_cls: 0.1843, decode.d7.loss_mask: 0.4507, decode.d7.loss_dice: 0.6798, decode.d8.loss_cls: 0.1823, decode.d8.loss_mask: 0.4520, decode.d8.loss_dice: 0.6823, loss: 14.4898, grad_norm: 60.9891 2023-12-26 13:23:22,230 - mmseg - INFO - Iter [145500/160000] lr: 9.063e-06, eta: 2:01:04, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1593, decode.loss_mask: 0.4283, decode.loss_dice: 0.6493, decode.d0.loss_cls: 1.1081, decode.d0.loss_mask: 0.4674, decode.d0.loss_dice: 0.7269, decode.d1.loss_cls: 0.2293, decode.d1.loss_mask: 0.4437, decode.d1.loss_dice: 0.6904, decode.d2.loss_cls: 0.2010, decode.d2.loss_mask: 0.4354, decode.d2.loss_dice: 0.6667, decode.d3.loss_cls: 0.1813, decode.d3.loss_mask: 0.4321, decode.d3.loss_dice: 0.6590, decode.d4.loss_cls: 0.1719, decode.d4.loss_mask: 0.4301, decode.d4.loss_dice: 0.6585, decode.d5.loss_cls: 0.1665, decode.d5.loss_mask: 0.4300, decode.d5.loss_dice: 0.6543, decode.d6.loss_cls: 0.1640, decode.d6.loss_mask: 0.4293, decode.d6.loss_dice: 0.6490, decode.d7.loss_cls: 0.1567, decode.d7.loss_mask: 0.4291, decode.d7.loss_dice: 0.6519, decode.d8.loss_cls: 0.1580, decode.d8.loss_mask: 0.4295, decode.d8.loss_dice: 0.6523, loss: 13.7094, grad_norm: 61.7228 2023-12-26 13:23:46,673 - mmseg - INFO - Iter [145550/160000] lr: 9.032e-06, eta: 2:00:38, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1673, decode.loss_mask: 0.4254, decode.loss_dice: 0.6675, decode.d0.loss_cls: 1.1797, decode.d0.loss_mask: 0.4627, decode.d0.loss_dice: 0.7359, decode.d1.loss_cls: 0.2407, decode.d1.loss_mask: 0.4398, decode.d1.loss_dice: 0.7028, decode.d2.loss_cls: 0.2074, decode.d2.loss_mask: 0.4333, decode.d2.loss_dice: 0.6824, decode.d3.loss_cls: 0.1935, decode.d3.loss_mask: 0.4291, decode.d3.loss_dice: 0.6757, decode.d4.loss_cls: 0.1849, decode.d4.loss_mask: 0.4281, decode.d4.loss_dice: 0.6694, decode.d5.loss_cls: 0.1779, decode.d5.loss_mask: 0.4274, decode.d5.loss_dice: 0.6686, decode.d6.loss_cls: 0.1728, decode.d6.loss_mask: 0.4271, decode.d6.loss_dice: 0.6638, decode.d7.loss_cls: 0.1717, decode.d7.loss_mask: 0.4257, decode.d7.loss_dice: 0.6691, decode.d8.loss_cls: 0.1668, decode.d8.loss_mask: 0.4255, decode.d8.loss_dice: 0.6688, loss: 13.9907, grad_norm: 59.3867 2023-12-26 13:24:10,945 - mmseg - INFO - Iter [145600/160000] lr: 9.001e-06, eta: 2:00:13, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1496, decode.loss_mask: 0.4453, decode.loss_dice: 0.6512, decode.d0.loss_cls: 1.1316, decode.d0.loss_mask: 0.4820, decode.d0.loss_dice: 0.7137, decode.d1.loss_cls: 0.2183, decode.d1.loss_mask: 0.4559, decode.d1.loss_dice: 0.6845, decode.d2.loss_cls: 0.1922, decode.d2.loss_mask: 0.4489, decode.d2.loss_dice: 0.6650, decode.d3.loss_cls: 0.1742, decode.d3.loss_mask: 0.4485, decode.d3.loss_dice: 0.6601, decode.d4.loss_cls: 0.1659, decode.d4.loss_mask: 0.4480, decode.d4.loss_dice: 0.6584, decode.d5.loss_cls: 0.1607, decode.d5.loss_mask: 0.4468, decode.d5.loss_dice: 0.6560, decode.d6.loss_cls: 0.1522, decode.d6.loss_mask: 0.4459, decode.d6.loss_dice: 0.6496, decode.d7.loss_cls: 0.1493, decode.d7.loss_mask: 0.4451, decode.d7.loss_dice: 0.6524, decode.d8.loss_cls: 0.1498, decode.d8.loss_mask: 0.4450, decode.d8.loss_dice: 0.6523, loss: 13.7982, grad_norm: 58.7836 2023-12-26 13:24:35,264 - mmseg - INFO - Iter [145650/160000] lr: 8.969e-06, eta: 1:59:48, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1687, decode.loss_mask: 0.4338, decode.loss_dice: 0.6546, decode.d0.loss_cls: 1.1240, decode.d0.loss_mask: 0.4780, decode.d0.loss_dice: 0.7293, decode.d1.loss_cls: 0.2374, decode.d1.loss_mask: 0.4484, decode.d1.loss_dice: 0.6888, decode.d2.loss_cls: 0.2078, decode.d2.loss_mask: 0.4410, decode.d2.loss_dice: 0.6706, decode.d3.loss_cls: 0.1934, decode.d3.loss_mask: 0.4366, decode.d3.loss_dice: 0.6587, decode.d4.loss_cls: 0.1804, decode.d4.loss_mask: 0.4351, decode.d4.loss_dice: 0.6575, decode.d5.loss_cls: 0.1768, decode.d5.loss_mask: 0.4352, decode.d5.loss_dice: 0.6585, decode.d6.loss_cls: 0.1729, decode.d6.loss_mask: 0.4347, decode.d6.loss_dice: 0.6542, decode.d7.loss_cls: 0.1663, decode.d7.loss_mask: 0.4348, decode.d7.loss_dice: 0.6533, decode.d8.loss_cls: 0.1660, decode.d8.loss_mask: 0.4341, decode.d8.loss_dice: 0.6563, loss: 13.8873, grad_norm: 61.5019 2023-12-26 13:25:00,610 - mmseg - INFO - Iter [145700/160000] lr: 8.938e-06, eta: 1:59:23, time: 0.507, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1507, decode.loss_mask: 0.4367, decode.loss_dice: 0.6585, decode.d0.loss_cls: 1.1316, decode.d0.loss_mask: 0.4753, decode.d0.loss_dice: 0.7300, decode.d1.loss_cls: 0.2142, decode.d1.loss_mask: 0.4477, decode.d1.loss_dice: 0.6903, decode.d2.loss_cls: 0.1906, decode.d2.loss_mask: 0.4424, decode.d2.loss_dice: 0.6768, decode.d3.loss_cls: 0.1761, decode.d3.loss_mask: 0.4408, decode.d3.loss_dice: 0.6656, decode.d4.loss_cls: 0.1598, decode.d4.loss_mask: 0.4408, decode.d4.loss_dice: 0.6663, decode.d5.loss_cls: 0.1575, decode.d5.loss_mask: 0.4395, decode.d5.loss_dice: 0.6642, decode.d6.loss_cls: 0.1564, decode.d6.loss_mask: 0.4380, decode.d6.loss_dice: 0.6588, decode.d7.loss_cls: 0.1526, decode.d7.loss_mask: 0.4373, decode.d7.loss_dice: 0.6592, decode.d8.loss_cls: 0.1504, decode.d8.loss_mask: 0.4369, decode.d8.loss_dice: 0.6590, loss: 13.8044, grad_norm: 63.0070 2023-12-26 13:25:25,678 - mmseg - INFO - Iter [145750/160000] lr: 8.907e-06, eta: 1:58:58, time: 0.502, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1650, decode.loss_mask: 0.4408, decode.loss_dice: 0.6574, decode.d0.loss_cls: 1.1142, decode.d0.loss_mask: 0.4812, decode.d0.loss_dice: 0.7266, decode.d1.loss_cls: 0.2303, decode.d1.loss_mask: 0.4552, decode.d1.loss_dice: 0.6933, decode.d2.loss_cls: 0.2042, decode.d2.loss_mask: 0.4465, decode.d2.loss_dice: 0.6713, decode.d3.loss_cls: 0.1948, decode.d3.loss_mask: 0.4441, decode.d3.loss_dice: 0.6612, decode.d4.loss_cls: 0.1842, decode.d4.loss_mask: 0.4443, decode.d4.loss_dice: 0.6609, decode.d5.loss_cls: 0.1751, decode.d5.loss_mask: 0.4435, decode.d5.loss_dice: 0.6617, decode.d6.loss_cls: 0.1749, decode.d6.loss_mask: 0.4412, decode.d6.loss_dice: 0.6571, decode.d7.loss_cls: 0.1689, decode.d7.loss_mask: 0.4417, decode.d7.loss_dice: 0.6614, decode.d8.loss_cls: 0.1667, decode.d8.loss_mask: 0.4420, decode.d8.loss_dice: 0.6627, loss: 13.9726, grad_norm: 58.4623 2023-12-26 13:25:50,012 - mmseg - INFO - Iter [145800/160000] lr: 8.876e-06, eta: 1:58:33, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1555, decode.loss_mask: 0.4290, decode.loss_dice: 0.6509, decode.d0.loss_cls: 1.1626, decode.d0.loss_mask: 0.4678, decode.d0.loss_dice: 0.7239, decode.d1.loss_cls: 0.2315, decode.d1.loss_mask: 0.4422, decode.d1.loss_dice: 0.6855, decode.d2.loss_cls: 0.1991, decode.d2.loss_mask: 0.4346, decode.d2.loss_dice: 0.6681, decode.d3.loss_cls: 0.1822, decode.d3.loss_mask: 0.4333, decode.d3.loss_dice: 0.6627, decode.d4.loss_cls: 0.1774, decode.d4.loss_mask: 0.4324, decode.d4.loss_dice: 0.6587, decode.d5.loss_cls: 0.1691, decode.d5.loss_mask: 0.4312, decode.d5.loss_dice: 0.6597, decode.d6.loss_cls: 0.1638, decode.d6.loss_mask: 0.4302, decode.d6.loss_dice: 0.6535, decode.d7.loss_cls: 0.1587, decode.d7.loss_mask: 0.4298, decode.d7.loss_dice: 0.6524, decode.d8.loss_cls: 0.1622, decode.d8.loss_mask: 0.4293, decode.d8.loss_dice: 0.6533, loss: 13.7909, grad_norm: 60.4794 2023-12-26 13:26:14,547 - mmseg - INFO - Iter [145850/160000] lr: 8.844e-06, eta: 1:58:08, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1669, decode.loss_mask: 0.4304, decode.loss_dice: 0.6546, decode.d0.loss_cls: 1.1676, decode.d0.loss_mask: 0.4705, decode.d0.loss_dice: 0.7297, decode.d1.loss_cls: 0.2409, decode.d1.loss_mask: 0.4438, decode.d1.loss_dice: 0.6905, decode.d2.loss_cls: 0.2031, decode.d2.loss_mask: 0.4371, decode.d2.loss_dice: 0.6696, decode.d3.loss_cls: 0.1903, decode.d3.loss_mask: 0.4338, decode.d3.loss_dice: 0.6577, decode.d4.loss_cls: 0.1749, decode.d4.loss_mask: 0.4320, decode.d4.loss_dice: 0.6563, decode.d5.loss_cls: 0.1752, decode.d5.loss_mask: 0.4339, decode.d5.loss_dice: 0.6546, decode.d6.loss_cls: 0.1715, decode.d6.loss_mask: 0.4321, decode.d6.loss_dice: 0.6558, decode.d7.loss_cls: 0.1725, decode.d7.loss_mask: 0.4316, decode.d7.loss_dice: 0.6519, decode.d8.loss_cls: 0.1665, decode.d8.loss_mask: 0.4313, decode.d8.loss_dice: 0.6512, loss: 13.8777, grad_norm: 60.5776 2023-12-26 13:26:39,118 - mmseg - INFO - Iter [145900/160000] lr: 8.813e-06, eta: 1:57:43, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1592, decode.loss_mask: 0.4352, decode.loss_dice: 0.6566, decode.d0.loss_cls: 1.1363, decode.d0.loss_mask: 0.4697, decode.d0.loss_dice: 0.7263, decode.d1.loss_cls: 0.2319, decode.d1.loss_mask: 0.4468, decode.d1.loss_dice: 0.6891, decode.d2.loss_cls: 0.2020, decode.d2.loss_mask: 0.4409, decode.d2.loss_dice: 0.6699, decode.d3.loss_cls: 0.1866, decode.d3.loss_mask: 0.4382, decode.d3.loss_dice: 0.6647, decode.d4.loss_cls: 0.1760, decode.d4.loss_mask: 0.4392, decode.d4.loss_dice: 0.6598, decode.d5.loss_cls: 0.1657, decode.d5.loss_mask: 0.4372, decode.d5.loss_dice: 0.6594, decode.d6.loss_cls: 0.1659, decode.d6.loss_mask: 0.4358, decode.d6.loss_dice: 0.6556, decode.d7.loss_cls: 0.1621, decode.d7.loss_mask: 0.4349, decode.d7.loss_dice: 0.6565, decode.d8.loss_cls: 0.1630, decode.d8.loss_mask: 0.4351, decode.d8.loss_dice: 0.6570, loss: 13.8564, grad_norm: 62.4153 2023-12-26 13:27:03,992 - mmseg - INFO - Iter [145950/160000] lr: 8.782e-06, eta: 1:57:18, time: 0.497, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1518, decode.loss_mask: 0.4243, decode.loss_dice: 0.6530, decode.d0.loss_cls: 1.1428, decode.d0.loss_mask: 0.4562, decode.d0.loss_dice: 0.7237, decode.d1.loss_cls: 0.2235, decode.d1.loss_mask: 0.4359, decode.d1.loss_dice: 0.6843, decode.d2.loss_cls: 0.1996, decode.d2.loss_mask: 0.4308, decode.d2.loss_dice: 0.6705, decode.d3.loss_cls: 0.1837, decode.d3.loss_mask: 0.4254, decode.d3.loss_dice: 0.6587, decode.d4.loss_cls: 0.1732, decode.d4.loss_mask: 0.4234, decode.d4.loss_dice: 0.6559, decode.d5.loss_cls: 0.1673, decode.d5.loss_mask: 0.4244, decode.d5.loss_dice: 0.6570, decode.d6.loss_cls: 0.1600, decode.d6.loss_mask: 0.4244, decode.d6.loss_dice: 0.6563, decode.d7.loss_cls: 0.1559, decode.d7.loss_mask: 0.4246, decode.d7.loss_dice: 0.6551, decode.d8.loss_cls: 0.1576, decode.d8.loss_mask: 0.4243, decode.d8.loss_dice: 0.6524, loss: 13.6762, grad_norm: 57.6337 2023-12-26 13:27:28,518 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 13:27:28,518 - mmseg - INFO - Iter [146000/160000] lr: 8.751e-06, eta: 1:56:53, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1663, decode.loss_mask: 0.4354, decode.loss_dice: 0.6560, decode.d0.loss_cls: 1.1448, decode.d0.loss_mask: 0.4773, decode.d0.loss_dice: 0.7219, decode.d1.loss_cls: 0.2370, decode.d1.loss_mask: 0.4517, decode.d1.loss_dice: 0.6901, decode.d2.loss_cls: 0.2056, decode.d2.loss_mask: 0.4429, decode.d2.loss_dice: 0.6700, decode.d3.loss_cls: 0.1918, decode.d3.loss_mask: 0.4406, decode.d3.loss_dice: 0.6589, decode.d4.loss_cls: 0.1823, decode.d4.loss_mask: 0.4389, decode.d4.loss_dice: 0.6590, decode.d5.loss_cls: 0.1761, decode.d5.loss_mask: 0.4365, decode.d5.loss_dice: 0.6560, decode.d6.loss_cls: 0.1702, decode.d6.loss_mask: 0.4362, decode.d6.loss_dice: 0.6492, decode.d7.loss_cls: 0.1670, decode.d7.loss_mask: 0.4352, decode.d7.loss_dice: 0.6528, decode.d8.loss_cls: 0.1664, decode.d8.loss_mask: 0.4351, decode.d8.loss_dice: 0.6576, loss: 13.9087, grad_norm: 55.6457 2023-12-26 13:27:52,771 - mmseg - INFO - Iter [146050/160000] lr: 8.719e-06, eta: 1:56:28, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1637, decode.loss_mask: 0.4166, decode.loss_dice: 0.6416, decode.d0.loss_cls: 1.1332, decode.d0.loss_mask: 0.4500, decode.d0.loss_dice: 0.7081, decode.d1.loss_cls: 0.2329, decode.d1.loss_mask: 0.4320, decode.d1.loss_dice: 0.6741, decode.d2.loss_cls: 0.2019, decode.d2.loss_mask: 0.4255, decode.d2.loss_dice: 0.6585, decode.d3.loss_cls: 0.1923, decode.d3.loss_mask: 0.4197, decode.d3.loss_dice: 0.6492, decode.d4.loss_cls: 0.1801, decode.d4.loss_mask: 0.4184, decode.d4.loss_dice: 0.6465, decode.d5.loss_cls: 0.1747, decode.d5.loss_mask: 0.4183, decode.d5.loss_dice: 0.6478, decode.d6.loss_cls: 0.1729, decode.d6.loss_mask: 0.4155, decode.d6.loss_dice: 0.6428, decode.d7.loss_cls: 0.1698, decode.d7.loss_mask: 0.4156, decode.d7.loss_dice: 0.6427, decode.d8.loss_cls: 0.1665, decode.d8.loss_mask: 0.4152, decode.d8.loss_dice: 0.6418, loss: 13.5679, grad_norm: 59.9089 2023-12-26 13:28:17,121 - mmseg - INFO - Iter [146100/160000] lr: 8.688e-06, eta: 1:56:02, time: 0.487, data_time: 0.014, memory: 40245, decode.loss_cls: 0.1576, decode.loss_mask: 0.4315, decode.loss_dice: 0.6505, decode.d0.loss_cls: 1.1230, decode.d0.loss_mask: 0.4663, decode.d0.loss_dice: 0.7135, decode.d1.loss_cls: 0.2232, decode.d1.loss_mask: 0.4423, decode.d1.loss_dice: 0.6814, decode.d2.loss_cls: 0.1926, decode.d2.loss_mask: 0.4361, decode.d2.loss_dice: 0.6660, decode.d3.loss_cls: 0.1839, decode.d3.loss_mask: 0.4337, decode.d3.loss_dice: 0.6550, decode.d4.loss_cls: 0.1719, decode.d4.loss_mask: 0.4324, decode.d4.loss_dice: 0.6553, decode.d5.loss_cls: 0.1648, decode.d5.loss_mask: 0.4321, decode.d5.loss_dice: 0.6545, decode.d6.loss_cls: 0.1656, decode.d6.loss_mask: 0.4324, decode.d6.loss_dice: 0.6536, decode.d7.loss_cls: 0.1675, decode.d7.loss_mask: 0.4306, decode.d7.loss_dice: 0.6525, decode.d8.loss_cls: 0.1624, decode.d8.loss_mask: 0.4295, decode.d8.loss_dice: 0.6525, loss: 13.7144, grad_norm: 68.0408 2023-12-26 13:28:41,357 - mmseg - INFO - Iter [146150/160000] lr: 8.657e-06, eta: 1:55:37, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1824, decode.loss_mask: 0.4354, decode.loss_dice: 0.6641, decode.d0.loss_cls: 1.1759, decode.d0.loss_mask: 0.4780, decode.d0.loss_dice: 0.7357, decode.d1.loss_cls: 0.2511, decode.d1.loss_mask: 0.4549, decode.d1.loss_dice: 0.6973, decode.d2.loss_cls: 0.2187, decode.d2.loss_mask: 0.4453, decode.d2.loss_dice: 0.6802, decode.d3.loss_cls: 0.2086, decode.d3.loss_mask: 0.4410, decode.d3.loss_dice: 0.6719, decode.d4.loss_cls: 0.1972, decode.d4.loss_mask: 0.4410, decode.d4.loss_dice: 0.6667, decode.d5.loss_cls: 0.1930, decode.d5.loss_mask: 0.4388, decode.d5.loss_dice: 0.6647, decode.d6.loss_cls: 0.1880, decode.d6.loss_mask: 0.4371, decode.d6.loss_dice: 0.6625, decode.d7.loss_cls: 0.1890, decode.d7.loss_mask: 0.4363, decode.d7.loss_dice: 0.6623, decode.d8.loss_cls: 0.1849, decode.d8.loss_mask: 0.4354, decode.d8.loss_dice: 0.6607, loss: 14.1981, grad_norm: 59.7320 2023-12-26 13:29:05,731 - mmseg - INFO - Iter [146200/160000] lr: 8.626e-06, eta: 1:55:12, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1707, decode.loss_mask: 0.4377, decode.loss_dice: 0.6559, decode.d0.loss_cls: 1.1672, decode.d0.loss_mask: 0.4769, decode.d0.loss_dice: 0.7277, decode.d1.loss_cls: 0.2487, decode.d1.loss_mask: 0.4580, decode.d1.loss_dice: 0.6935, decode.d2.loss_cls: 0.2160, decode.d2.loss_mask: 0.4488, decode.d2.loss_dice: 0.6801, decode.d3.loss_cls: 0.2057, decode.d3.loss_mask: 0.4436, decode.d3.loss_dice: 0.6638, decode.d4.loss_cls: 0.1926, decode.d4.loss_mask: 0.4419, decode.d4.loss_dice: 0.6601, decode.d5.loss_cls: 0.1873, decode.d5.loss_mask: 0.4411, decode.d5.loss_dice: 0.6615, decode.d6.loss_cls: 0.1830, decode.d6.loss_mask: 0.4391, decode.d6.loss_dice: 0.6580, decode.d7.loss_cls: 0.1790, decode.d7.loss_mask: 0.4387, decode.d7.loss_dice: 0.6578, decode.d8.loss_cls: 0.1751, decode.d8.loss_mask: 0.4379, decode.d8.loss_dice: 0.6565, loss: 14.1040, grad_norm: 65.5965 2023-12-26 13:29:29,873 - mmseg - INFO - Iter [146250/160000] lr: 8.594e-06, eta: 1:54:47, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1771, decode.loss_mask: 0.4386, decode.loss_dice: 0.6857, decode.d0.loss_cls: 1.1716, decode.d0.loss_mask: 0.4721, decode.d0.loss_dice: 0.7605, decode.d1.loss_cls: 0.2589, decode.d1.loss_mask: 0.4503, decode.d1.loss_dice: 0.7170, decode.d2.loss_cls: 0.2237, decode.d2.loss_mask: 0.4426, decode.d2.loss_dice: 0.7008, decode.d3.loss_cls: 0.2040, decode.d3.loss_mask: 0.4412, decode.d3.loss_dice: 0.6900, decode.d4.loss_cls: 0.1952, decode.d4.loss_mask: 0.4418, decode.d4.loss_dice: 0.6904, decode.d5.loss_cls: 0.1895, decode.d5.loss_mask: 0.4397, decode.d5.loss_dice: 0.6873, decode.d6.loss_cls: 0.1853, decode.d6.loss_mask: 0.4391, decode.d6.loss_dice: 0.6859, decode.d7.loss_cls: 0.1829, decode.d7.loss_mask: 0.4388, decode.d7.loss_dice: 0.6840, decode.d8.loss_cls: 0.1784, decode.d8.loss_mask: 0.4387, decode.d8.loss_dice: 0.6872, loss: 14.3979, grad_norm: 57.8294 2023-12-26 13:29:53,962 - mmseg - INFO - Iter [146300/160000] lr: 8.563e-06, eta: 1:54:22, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1704, decode.loss_mask: 0.4303, decode.loss_dice: 0.6716, decode.d0.loss_cls: 1.1692, decode.d0.loss_mask: 0.4649, decode.d0.loss_dice: 0.7385, decode.d1.loss_cls: 0.2432, decode.d1.loss_mask: 0.4444, decode.d1.loss_dice: 0.6921, decode.d2.loss_cls: 0.2105, decode.d2.loss_mask: 0.4362, decode.d2.loss_dice: 0.6810, decode.d3.loss_cls: 0.1966, decode.d3.loss_mask: 0.4333, decode.d3.loss_dice: 0.6749, decode.d4.loss_cls: 0.1898, decode.d4.loss_mask: 0.4320, decode.d4.loss_dice: 0.6718, decode.d5.loss_cls: 0.1838, decode.d5.loss_mask: 0.4306, decode.d5.loss_dice: 0.6705, decode.d6.loss_cls: 0.1805, decode.d6.loss_mask: 0.4311, decode.d6.loss_dice: 0.6707, decode.d7.loss_cls: 0.1716, decode.d7.loss_mask: 0.4304, decode.d7.loss_dice: 0.6682, decode.d8.loss_cls: 0.1692, decode.d8.loss_mask: 0.4302, decode.d8.loss_dice: 0.6700, loss: 14.0573, grad_norm: 66.2663 2023-12-26 13:30:18,381 - mmseg - INFO - Iter [146350/160000] lr: 8.532e-06, eta: 1:53:57, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1502, decode.loss_mask: 0.4101, decode.loss_dice: 0.6394, decode.d0.loss_cls: 1.1364, decode.d0.loss_mask: 0.4480, decode.d0.loss_dice: 0.7009, decode.d1.loss_cls: 0.2219, decode.d1.loss_mask: 0.4246, decode.d1.loss_dice: 0.6713, decode.d2.loss_cls: 0.1908, decode.d2.loss_mask: 0.4189, decode.d2.loss_dice: 0.6524, decode.d3.loss_cls: 0.1746, decode.d3.loss_mask: 0.4146, decode.d3.loss_dice: 0.6418, decode.d4.loss_cls: 0.1686, decode.d4.loss_mask: 0.4122, decode.d4.loss_dice: 0.6399, decode.d5.loss_cls: 0.1682, decode.d5.loss_mask: 0.4128, decode.d5.loss_dice: 0.6391, decode.d6.loss_cls: 0.1549, decode.d6.loss_mask: 0.4111, decode.d6.loss_dice: 0.6377, decode.d7.loss_cls: 0.1519, decode.d7.loss_mask: 0.4110, decode.d7.loss_dice: 0.6434, decode.d8.loss_cls: 0.1542, decode.d8.loss_mask: 0.4104, decode.d8.loss_dice: 0.6378, loss: 13.3492, grad_norm: 62.2754 2023-12-26 13:30:42,422 - mmseg - INFO - Iter [146400/160000] lr: 8.501e-06, eta: 1:53:32, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1633, decode.loss_mask: 0.4331, decode.loss_dice: 0.6465, decode.d0.loss_cls: 1.1584, decode.d0.loss_mask: 0.4741, decode.d0.loss_dice: 0.7106, decode.d1.loss_cls: 0.2383, decode.d1.loss_mask: 0.4478, decode.d1.loss_dice: 0.6734, decode.d2.loss_cls: 0.2040, decode.d2.loss_mask: 0.4401, decode.d2.loss_dice: 0.6610, decode.d3.loss_cls: 0.1886, decode.d3.loss_mask: 0.4335, decode.d3.loss_dice: 0.6463, decode.d4.loss_cls: 0.1799, decode.d4.loss_mask: 0.4350, decode.d4.loss_dice: 0.6496, decode.d5.loss_cls: 0.1771, decode.d5.loss_mask: 0.4333, decode.d5.loss_dice: 0.6452, decode.d6.loss_cls: 0.1716, decode.d6.loss_mask: 0.4323, decode.d6.loss_dice: 0.6438, decode.d7.loss_cls: 0.1670, decode.d7.loss_mask: 0.4320, decode.d7.loss_dice: 0.6453, decode.d8.loss_cls: 0.1654, decode.d8.loss_mask: 0.4332, decode.d8.loss_dice: 0.6469, loss: 13.7764, grad_norm: 63.6021 2023-12-26 13:31:09,229 - mmseg - INFO - Iter [146450/160000] lr: 8.469e-06, eta: 1:53:07, time: 0.536, data_time: 0.059, memory: 40245, decode.loss_cls: 0.1657, decode.loss_mask: 0.4469, decode.loss_dice: 0.6722, decode.d0.loss_cls: 1.1507, decode.d0.loss_mask: 0.4828, decode.d0.loss_dice: 0.7439, decode.d1.loss_cls: 0.2466, decode.d1.loss_mask: 0.4586, decode.d1.loss_dice: 0.7056, decode.d2.loss_cls: 0.2117, decode.d2.loss_mask: 0.4493, decode.d2.loss_dice: 0.6885, decode.d3.loss_cls: 0.1960, decode.d3.loss_mask: 0.4478, decode.d3.loss_dice: 0.6782, decode.d4.loss_cls: 0.1836, decode.d4.loss_mask: 0.4480, decode.d4.loss_dice: 0.6746, decode.d5.loss_cls: 0.1825, decode.d5.loss_mask: 0.4468, decode.d5.loss_dice: 0.6767, decode.d6.loss_cls: 0.1783, decode.d6.loss_mask: 0.4474, decode.d6.loss_dice: 0.6754, decode.d7.loss_cls: 0.1751, decode.d7.loss_mask: 0.4468, decode.d7.loss_dice: 0.6721, decode.d8.loss_cls: 0.1697, decode.d8.loss_mask: 0.4467, decode.d8.loss_dice: 0.6744, loss: 14.2425, grad_norm: 61.0155 2023-12-26 13:31:33,292 - mmseg - INFO - Iter [146500/160000] lr: 8.438e-06, eta: 1:52:42, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1588, decode.loss_mask: 0.4295, decode.loss_dice: 0.6545, decode.d0.loss_cls: 1.1474, decode.d0.loss_mask: 0.4691, decode.d0.loss_dice: 0.7199, decode.d1.loss_cls: 0.2371, decode.d1.loss_mask: 0.4506, decode.d1.loss_dice: 0.6902, decode.d2.loss_cls: 0.1938, decode.d2.loss_mask: 0.4407, decode.d2.loss_dice: 0.6714, decode.d3.loss_cls: 0.1858, decode.d3.loss_mask: 0.4353, decode.d3.loss_dice: 0.6620, decode.d4.loss_cls: 0.1759, decode.d4.loss_mask: 0.4335, decode.d4.loss_dice: 0.6566, decode.d5.loss_cls: 0.1710, decode.d5.loss_mask: 0.4324, decode.d5.loss_dice: 0.6606, decode.d6.loss_cls: 0.1680, decode.d6.loss_mask: 0.4317, decode.d6.loss_dice: 0.6552, decode.d7.loss_cls: 0.1635, decode.d7.loss_mask: 0.4306, decode.d7.loss_dice: 0.6550, decode.d8.loss_cls: 0.1610, decode.d8.loss_mask: 0.4297, decode.d8.loss_dice: 0.6517, loss: 13.8229, grad_norm: 58.4759 2023-12-26 13:31:57,537 - mmseg - INFO - Iter [146550/160000] lr: 8.407e-06, eta: 1:52:17, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1676, decode.loss_mask: 0.4208, decode.loss_dice: 0.6539, decode.d0.loss_cls: 1.1534, decode.d0.loss_mask: 0.4551, decode.d0.loss_dice: 0.7228, decode.d1.loss_cls: 0.2433, decode.d1.loss_mask: 0.4391, decode.d1.loss_dice: 0.6869, decode.d2.loss_cls: 0.2031, decode.d2.loss_mask: 0.4280, decode.d2.loss_dice: 0.6718, decode.d3.loss_cls: 0.1944, decode.d3.loss_mask: 0.4239, decode.d3.loss_dice: 0.6577, decode.d4.loss_cls: 0.1809, decode.d4.loss_mask: 0.4246, decode.d4.loss_dice: 0.6611, decode.d5.loss_cls: 0.1772, decode.d5.loss_mask: 0.4221, decode.d5.loss_dice: 0.6574, decode.d6.loss_cls: 0.1773, decode.d6.loss_mask: 0.4216, decode.d6.loss_dice: 0.6561, decode.d7.loss_cls: 0.1735, decode.d7.loss_mask: 0.4214, decode.d7.loss_dice: 0.6550, decode.d8.loss_cls: 0.1711, decode.d8.loss_mask: 0.4217, decode.d8.loss_dice: 0.6551, loss: 13.7977, grad_norm: 65.5788 2023-12-26 13:32:21,872 - mmseg - INFO - Iter [146600/160000] lr: 8.376e-06, eta: 1:51:51, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1681, decode.loss_mask: 0.4372, decode.loss_dice: 0.6587, decode.d0.loss_cls: 1.1780, decode.d0.loss_mask: 0.4722, decode.d0.loss_dice: 0.7301, decode.d1.loss_cls: 0.2472, decode.d1.loss_mask: 0.4510, decode.d1.loss_dice: 0.6916, decode.d2.loss_cls: 0.2093, decode.d2.loss_mask: 0.4424, decode.d2.loss_dice: 0.6745, decode.d3.loss_cls: 0.2019, decode.d3.loss_mask: 0.4392, decode.d3.loss_dice: 0.6626, decode.d4.loss_cls: 0.1904, decode.d4.loss_mask: 0.4410, decode.d4.loss_dice: 0.6604, decode.d5.loss_cls: 0.1808, decode.d5.loss_mask: 0.4402, decode.d5.loss_dice: 0.6643, decode.d6.loss_cls: 0.1753, decode.d6.loss_mask: 0.4390, decode.d6.loss_dice: 0.6611, decode.d7.loss_cls: 0.1757, decode.d7.loss_mask: 0.4379, decode.d7.loss_dice: 0.6595, decode.d8.loss_cls: 0.1709, decode.d8.loss_mask: 0.4380, decode.d8.loss_dice: 0.6584, loss: 14.0570, grad_norm: 60.3220 2023-12-26 13:32:46,113 - mmseg - INFO - Iter [146650/160000] lr: 8.344e-06, eta: 1:51:26, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1457, decode.loss_mask: 0.4174, decode.loss_dice: 0.6275, decode.d0.loss_cls: 1.1432, decode.d0.loss_mask: 0.4548, decode.d0.loss_dice: 0.6935, decode.d1.loss_cls: 0.2127, decode.d1.loss_mask: 0.4332, decode.d1.loss_dice: 0.6597, decode.d2.loss_cls: 0.1800, decode.d2.loss_mask: 0.4240, decode.d2.loss_dice: 0.6404, decode.d3.loss_cls: 0.1704, decode.d3.loss_mask: 0.4220, decode.d3.loss_dice: 0.6331, decode.d4.loss_cls: 0.1616, decode.d4.loss_mask: 0.4198, decode.d4.loss_dice: 0.6331, decode.d5.loss_cls: 0.1581, decode.d5.loss_mask: 0.4194, decode.d5.loss_dice: 0.6285, decode.d6.loss_cls: 0.1541, decode.d6.loss_mask: 0.4185, decode.d6.loss_dice: 0.6273, decode.d7.loss_cls: 0.1495, decode.d7.loss_mask: 0.4171, decode.d7.loss_dice: 0.6275, decode.d8.loss_cls: 0.1442, decode.d8.loss_mask: 0.4173, decode.d8.loss_dice: 0.6276, loss: 13.2608, grad_norm: 71.2484 2023-12-26 13:33:10,491 - mmseg - INFO - Iter [146700/160000] lr: 8.313e-06, eta: 1:51:01, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1674, decode.loss_mask: 0.4364, decode.loss_dice: 0.6647, decode.d0.loss_cls: 1.1538, decode.d0.loss_mask: 0.4756, decode.d0.loss_dice: 0.7298, decode.d1.loss_cls: 0.2399, decode.d1.loss_mask: 0.4527, decode.d1.loss_dice: 0.6950, decode.d2.loss_cls: 0.2046, decode.d2.loss_mask: 0.4421, decode.d2.loss_dice: 0.6841, decode.d3.loss_cls: 0.1884, decode.d3.loss_mask: 0.4392, decode.d3.loss_dice: 0.6737, decode.d4.loss_cls: 0.1787, decode.d4.loss_mask: 0.4379, decode.d4.loss_dice: 0.6712, decode.d5.loss_cls: 0.1781, decode.d5.loss_mask: 0.4376, decode.d5.loss_dice: 0.6705, decode.d6.loss_cls: 0.1703, decode.d6.loss_mask: 0.4362, decode.d6.loss_dice: 0.6674, decode.d7.loss_cls: 0.1700, decode.d7.loss_mask: 0.4366, decode.d7.loss_dice: 0.6643, decode.d8.loss_cls: 0.1669, decode.d8.loss_mask: 0.4359, decode.d8.loss_dice: 0.6661, loss: 14.0353, grad_norm: 58.2821 2023-12-26 13:33:34,607 - mmseg - INFO - Iter [146750/160000] lr: 8.282e-06, eta: 1:50:36, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1682, decode.loss_mask: 0.4222, decode.loss_dice: 0.6711, decode.d0.loss_cls: 1.1316, decode.d0.loss_mask: 0.4583, decode.d0.loss_dice: 0.7407, decode.d1.loss_cls: 0.2477, decode.d1.loss_mask: 0.4359, decode.d1.loss_dice: 0.7035, decode.d2.loss_cls: 0.2120, decode.d2.loss_mask: 0.4258, decode.d2.loss_dice: 0.6830, decode.d3.loss_cls: 0.1986, decode.d3.loss_mask: 0.4241, decode.d3.loss_dice: 0.6757, decode.d4.loss_cls: 0.1864, decode.d4.loss_mask: 0.4248, decode.d4.loss_dice: 0.6768, decode.d5.loss_cls: 0.1762, decode.d5.loss_mask: 0.4249, decode.d5.loss_dice: 0.6728, decode.d6.loss_cls: 0.1771, decode.d6.loss_mask: 0.4229, decode.d6.loss_dice: 0.6716, decode.d7.loss_cls: 0.1697, decode.d7.loss_mask: 0.4221, decode.d7.loss_dice: 0.6712, decode.d8.loss_cls: 0.1712, decode.d8.loss_mask: 0.4217, decode.d8.loss_dice: 0.6693, loss: 13.9571, grad_norm: 55.1024 2023-12-26 13:33:58,758 - mmseg - INFO - Iter [146800/160000] lr: 8.251e-06, eta: 1:50:11, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1569, decode.loss_mask: 0.4146, decode.loss_dice: 0.6430, decode.d0.loss_cls: 1.1518, decode.d0.loss_mask: 0.4482, decode.d0.loss_dice: 0.7129, decode.d1.loss_cls: 0.2308, decode.d1.loss_mask: 0.4302, decode.d1.loss_dice: 0.6797, decode.d2.loss_cls: 0.1984, decode.d2.loss_mask: 0.4196, decode.d2.loss_dice: 0.6617, decode.d3.loss_cls: 0.1875, decode.d3.loss_mask: 0.4174, decode.d3.loss_dice: 0.6492, decode.d4.loss_cls: 0.1745, decode.d4.loss_mask: 0.4171, decode.d4.loss_dice: 0.6498, decode.d5.loss_cls: 0.1652, decode.d5.loss_mask: 0.4185, decode.d5.loss_dice: 0.6477, decode.d6.loss_cls: 0.1629, decode.d6.loss_mask: 0.4161, decode.d6.loss_dice: 0.6460, decode.d7.loss_cls: 0.1634, decode.d7.loss_mask: 0.4153, decode.d7.loss_dice: 0.6465, decode.d8.loss_cls: 0.1585, decode.d8.loss_mask: 0.4141, decode.d8.loss_dice: 0.6461, loss: 13.5439, grad_norm: 63.5217 2023-12-26 13:34:23,070 - mmseg - INFO - Iter [146850/160000] lr: 8.219e-06, eta: 1:49:46, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1342, decode.loss_mask: 0.4383, decode.loss_dice: 0.6400, decode.d0.loss_cls: 1.0822, decode.d0.loss_mask: 0.4739, decode.d0.loss_dice: 0.7072, decode.d1.loss_cls: 0.2096, decode.d1.loss_mask: 0.4541, decode.d1.loss_dice: 0.6806, decode.d2.loss_cls: 0.1729, decode.d2.loss_mask: 0.4438, decode.d2.loss_dice: 0.6564, decode.d3.loss_cls: 0.1637, decode.d3.loss_mask: 0.4424, decode.d3.loss_dice: 0.6500, decode.d4.loss_cls: 0.1519, decode.d4.loss_mask: 0.4424, decode.d4.loss_dice: 0.6480, decode.d5.loss_cls: 0.1437, decode.d5.loss_mask: 0.4402, decode.d5.loss_dice: 0.6435, decode.d6.loss_cls: 0.1403, decode.d6.loss_mask: 0.4394, decode.d6.loss_dice: 0.6400, decode.d7.loss_cls: 0.1328, decode.d7.loss_mask: 0.4386, decode.d7.loss_dice: 0.6441, decode.d8.loss_cls: 0.1397, decode.d8.loss_mask: 0.4385, decode.d8.loss_dice: 0.6427, loss: 13.4750, grad_norm: 63.2951 2023-12-26 13:34:47,330 - mmseg - INFO - Iter [146900/160000] lr: 8.188e-06, eta: 1:49:21, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1535, decode.loss_mask: 0.4331, decode.loss_dice: 0.6589, decode.d0.loss_cls: 1.1317, decode.d0.loss_mask: 0.4705, decode.d0.loss_dice: 0.7192, decode.d1.loss_cls: 0.2250, decode.d1.loss_mask: 0.4453, decode.d1.loss_dice: 0.6870, decode.d2.loss_cls: 0.1949, decode.d2.loss_mask: 0.4379, decode.d2.loss_dice: 0.6715, decode.d3.loss_cls: 0.1805, decode.d3.loss_mask: 0.4355, decode.d3.loss_dice: 0.6626, decode.d4.loss_cls: 0.1708, decode.d4.loss_mask: 0.4362, decode.d4.loss_dice: 0.6631, decode.d5.loss_cls: 0.1635, decode.d5.loss_mask: 0.4359, decode.d5.loss_dice: 0.6624, decode.d6.loss_cls: 0.1593, decode.d6.loss_mask: 0.4339, decode.d6.loss_dice: 0.6637, decode.d7.loss_cls: 0.1547, decode.d7.loss_mask: 0.4327, decode.d7.loss_dice: 0.6622, decode.d8.loss_cls: 0.1532, decode.d8.loss_mask: 0.4327, decode.d8.loss_dice: 0.6607, loss: 13.7922, grad_norm: 59.9349 2023-12-26 13:35:11,654 - mmseg - INFO - Iter [146950/160000] lr: 8.157e-06, eta: 1:48:56, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1668, decode.loss_mask: 0.4320, decode.loss_dice: 0.6612, decode.d0.loss_cls: 1.1426, decode.d0.loss_mask: 0.4683, decode.d0.loss_dice: 0.7271, decode.d1.loss_cls: 0.2400, decode.d1.loss_mask: 0.4446, decode.d1.loss_dice: 0.6951, decode.d2.loss_cls: 0.2065, decode.d2.loss_mask: 0.4397, decode.d2.loss_dice: 0.6800, decode.d3.loss_cls: 0.1964, decode.d3.loss_mask: 0.4351, decode.d3.loss_dice: 0.6672, decode.d4.loss_cls: 0.1822, decode.d4.loss_mask: 0.4354, decode.d4.loss_dice: 0.6647, decode.d5.loss_cls: 0.1770, decode.d5.loss_mask: 0.4330, decode.d5.loss_dice: 0.6583, decode.d6.loss_cls: 0.1693, decode.d6.loss_mask: 0.4340, decode.d6.loss_dice: 0.6626, decode.d7.loss_cls: 0.1683, decode.d7.loss_mask: 0.4331, decode.d7.loss_dice: 0.6616, decode.d8.loss_cls: 0.1654, decode.d8.loss_mask: 0.4337, decode.d8.loss_dice: 0.6576, loss: 13.9388, grad_norm: 62.4506 2023-12-26 13:35:35,784 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 13:35:35,785 - mmseg - INFO - Iter [147000/160000] lr: 8.126e-06, eta: 1:48:30, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1614, decode.loss_mask: 0.4397, decode.loss_dice: 0.6575, decode.d0.loss_cls: 1.1390, decode.d0.loss_mask: 0.4830, decode.d0.loss_dice: 0.7225, decode.d1.loss_cls: 0.2372, decode.d1.loss_mask: 0.4546, decode.d1.loss_dice: 0.6940, decode.d2.loss_cls: 0.2047, decode.d2.loss_mask: 0.4487, decode.d2.loss_dice: 0.6800, decode.d3.loss_cls: 0.1835, decode.d3.loss_mask: 0.4460, decode.d3.loss_dice: 0.6645, decode.d4.loss_cls: 0.1798, decode.d4.loss_mask: 0.4435, decode.d4.loss_dice: 0.6659, decode.d5.loss_cls: 0.1697, decode.d5.loss_mask: 0.4428, decode.d5.loss_dice: 0.6628, decode.d6.loss_cls: 0.1769, decode.d6.loss_mask: 0.4406, decode.d6.loss_dice: 0.6557, decode.d7.loss_cls: 0.1691, decode.d7.loss_mask: 0.4396, decode.d7.loss_dice: 0.6590, decode.d8.loss_cls: 0.1676, decode.d8.loss_mask: 0.4412, decode.d8.loss_dice: 0.6596, loss: 13.9903, grad_norm: 66.3550 2023-12-26 13:36:00,045 - mmseg - INFO - Iter [147050/160000] lr: 8.094e-06, eta: 1:48:05, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1637, decode.loss_mask: 0.4116, decode.loss_dice: 0.6478, decode.d0.loss_cls: 1.1418, decode.d0.loss_mask: 0.4479, decode.d0.loss_dice: 0.7153, decode.d1.loss_cls: 0.2336, decode.d1.loss_mask: 0.4255, decode.d1.loss_dice: 0.6812, decode.d2.loss_cls: 0.2052, decode.d2.loss_mask: 0.4170, decode.d2.loss_dice: 0.6644, decode.d3.loss_cls: 0.1880, decode.d3.loss_mask: 0.4163, decode.d3.loss_dice: 0.6565, decode.d4.loss_cls: 0.1838, decode.d4.loss_mask: 0.4165, decode.d4.loss_dice: 0.6558, decode.d5.loss_cls: 0.1777, decode.d5.loss_mask: 0.4154, decode.d5.loss_dice: 0.6528, decode.d6.loss_cls: 0.1678, decode.d6.loss_mask: 0.4152, decode.d6.loss_dice: 0.6499, decode.d7.loss_cls: 0.1663, decode.d7.loss_mask: 0.4132, decode.d7.loss_dice: 0.6510, decode.d8.loss_cls: 0.1655, decode.d8.loss_mask: 0.4123, decode.d8.loss_dice: 0.6489, loss: 13.6079, grad_norm: 61.4688 2023-12-26 13:36:24,255 - mmseg - INFO - Iter [147100/160000] lr: 8.063e-06, eta: 1:47:40, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1494, decode.loss_mask: 0.4308, decode.loss_dice: 0.6349, decode.d0.loss_cls: 1.1041, decode.d0.loss_mask: 0.4689, decode.d0.loss_dice: 0.7031, decode.d1.loss_cls: 0.2143, decode.d1.loss_mask: 0.4461, decode.d1.loss_dice: 0.6646, decode.d2.loss_cls: 0.1823, decode.d2.loss_mask: 0.4362, decode.d2.loss_dice: 0.6551, decode.d3.loss_cls: 0.1666, decode.d3.loss_mask: 0.4328, decode.d3.loss_dice: 0.6452, decode.d4.loss_cls: 0.1613, decode.d4.loss_mask: 0.4328, decode.d4.loss_dice: 0.6424, decode.d5.loss_cls: 0.1539, decode.d5.loss_mask: 0.4328, decode.d5.loss_dice: 0.6403, decode.d6.loss_cls: 0.1508, decode.d6.loss_mask: 0.4321, decode.d6.loss_dice: 0.6378, decode.d7.loss_cls: 0.1493, decode.d7.loss_mask: 0.4307, decode.d7.loss_dice: 0.6356, decode.d8.loss_cls: 0.1470, decode.d8.loss_mask: 0.4315, decode.d8.loss_dice: 0.6385, loss: 13.4513, grad_norm: 59.8716 2023-12-26 13:36:48,627 - mmseg - INFO - Iter [147150/160000] lr: 8.032e-06, eta: 1:47:15, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1573, decode.loss_mask: 0.4412, decode.loss_dice: 0.6589, decode.d0.loss_cls: 1.1312, decode.d0.loss_mask: 0.4774, decode.d0.loss_dice: 0.7338, decode.d1.loss_cls: 0.2311, decode.d1.loss_mask: 0.4553, decode.d1.loss_dice: 0.6899, decode.d2.loss_cls: 0.1938, decode.d2.loss_mask: 0.4479, decode.d2.loss_dice: 0.6755, decode.d3.loss_cls: 0.1832, decode.d3.loss_mask: 0.4427, decode.d3.loss_dice: 0.6648, decode.d4.loss_cls: 0.1756, decode.d4.loss_mask: 0.4430, decode.d4.loss_dice: 0.6598, decode.d5.loss_cls: 0.1681, decode.d5.loss_mask: 0.4420, decode.d5.loss_dice: 0.6597, decode.d6.loss_cls: 0.1624, decode.d6.loss_mask: 0.4411, decode.d6.loss_dice: 0.6555, decode.d7.loss_cls: 0.1605, decode.d7.loss_mask: 0.4407, decode.d7.loss_dice: 0.6581, decode.d8.loss_cls: 0.1588, decode.d8.loss_mask: 0.4409, decode.d8.loss_dice: 0.6584, loss: 13.9088, grad_norm: 58.8627 2023-12-26 13:37:13,254 - mmseg - INFO - Iter [147200/160000] lr: 8.001e-06, eta: 1:46:50, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1645, decode.loss_mask: 0.4379, decode.loss_dice: 0.6465, decode.d0.loss_cls: 1.1306, decode.d0.loss_mask: 0.4754, decode.d0.loss_dice: 0.7155, decode.d1.loss_cls: 0.2260, decode.d1.loss_mask: 0.4542, decode.d1.loss_dice: 0.6790, decode.d2.loss_cls: 0.1981, decode.d2.loss_mask: 0.4454, decode.d2.loss_dice: 0.6597, decode.d3.loss_cls: 0.1876, decode.d3.loss_mask: 0.4408, decode.d3.loss_dice: 0.6523, decode.d4.loss_cls: 0.1812, decode.d4.loss_mask: 0.4399, decode.d4.loss_dice: 0.6471, decode.d5.loss_cls: 0.1747, decode.d5.loss_mask: 0.4390, decode.d5.loss_dice: 0.6530, decode.d6.loss_cls: 0.1709, decode.d6.loss_mask: 0.4365, decode.d6.loss_dice: 0.6446, decode.d7.loss_cls: 0.1649, decode.d7.loss_mask: 0.4367, decode.d7.loss_dice: 0.6442, decode.d8.loss_cls: 0.1626, decode.d8.loss_mask: 0.4375, decode.d8.loss_dice: 0.6481, loss: 13.7943, grad_norm: 61.9235 2023-12-26 13:37:38,404 - mmseg - INFO - Iter [147250/160000] lr: 7.969e-06, eta: 1:46:25, time: 0.503, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1678, decode.loss_mask: 0.4308, decode.loss_dice: 0.6545, decode.d0.loss_cls: 1.1691, decode.d0.loss_mask: 0.4696, decode.d0.loss_dice: 0.7246, decode.d1.loss_cls: 0.2451, decode.d1.loss_mask: 0.4479, decode.d1.loss_dice: 0.6893, decode.d2.loss_cls: 0.2058, decode.d2.loss_mask: 0.4397, decode.d2.loss_dice: 0.6714, decode.d3.loss_cls: 0.1935, decode.d3.loss_mask: 0.4371, decode.d3.loss_dice: 0.6600, decode.d4.loss_cls: 0.1846, decode.d4.loss_mask: 0.4350, decode.d4.loss_dice: 0.6611, decode.d5.loss_cls: 0.1787, decode.d5.loss_mask: 0.4340, decode.d5.loss_dice: 0.6622, decode.d6.loss_cls: 0.1765, decode.d6.loss_mask: 0.4305, decode.d6.loss_dice: 0.6528, decode.d7.loss_cls: 0.1712, decode.d7.loss_mask: 0.4309, decode.d7.loss_dice: 0.6554, decode.d8.loss_cls: 0.1671, decode.d8.loss_mask: 0.4303, decode.d8.loss_dice: 0.6526, loss: 13.9291, grad_norm: 60.6254 2023-12-26 13:38:02,776 - mmseg - INFO - Iter [147300/160000] lr: 7.938e-06, eta: 1:46:00, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1613, decode.loss_mask: 0.4317, decode.loss_dice: 0.6555, decode.d0.loss_cls: 1.1652, decode.d0.loss_mask: 0.4682, decode.d0.loss_dice: 0.7260, decode.d1.loss_cls: 0.2335, decode.d1.loss_mask: 0.4476, decode.d1.loss_dice: 0.6938, decode.d2.loss_cls: 0.2035, decode.d2.loss_mask: 0.4358, decode.d2.loss_dice: 0.6750, decode.d3.loss_cls: 0.1868, decode.d3.loss_mask: 0.4353, decode.d3.loss_dice: 0.6618, decode.d4.loss_cls: 0.1815, decode.d4.loss_mask: 0.4340, decode.d4.loss_dice: 0.6635, decode.d5.loss_cls: 0.1776, decode.d5.loss_mask: 0.4324, decode.d5.loss_dice: 0.6623, decode.d6.loss_cls: 0.1716, decode.d6.loss_mask: 0.4320, decode.d6.loss_dice: 0.6581, decode.d7.loss_cls: 0.1659, decode.d7.loss_mask: 0.4313, decode.d7.loss_dice: 0.6588, decode.d8.loss_cls: 0.1631, decode.d8.loss_mask: 0.4312, decode.d8.loss_dice: 0.6557, loss: 13.8998, grad_norm: 56.8245 2023-12-26 13:38:26,954 - mmseg - INFO - Iter [147350/160000] lr: 7.907e-06, eta: 1:45:35, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1592, decode.loss_mask: 0.4339, decode.loss_dice: 0.6388, decode.d0.loss_cls: 1.1593, decode.d0.loss_mask: 0.4718, decode.d0.loss_dice: 0.7107, decode.d1.loss_cls: 0.2440, decode.d1.loss_mask: 0.4470, decode.d1.loss_dice: 0.6743, decode.d2.loss_cls: 0.2083, decode.d2.loss_mask: 0.4396, decode.d2.loss_dice: 0.6569, decode.d3.loss_cls: 0.1899, decode.d3.loss_mask: 0.4379, decode.d3.loss_dice: 0.6474, decode.d4.loss_cls: 0.1785, decode.d4.loss_mask: 0.4363, decode.d4.loss_dice: 0.6501, decode.d5.loss_cls: 0.1733, decode.d5.loss_mask: 0.4362, decode.d5.loss_dice: 0.6467, decode.d6.loss_cls: 0.1705, decode.d6.loss_mask: 0.4351, decode.d6.loss_dice: 0.6453, decode.d7.loss_cls: 0.1605, decode.d7.loss_mask: 0.4356, decode.d7.loss_dice: 0.6419, decode.d8.loss_cls: 0.1598, decode.d8.loss_mask: 0.4352, decode.d8.loss_dice: 0.6416, loss: 13.7655, grad_norm: 61.2584 2023-12-26 13:38:51,226 - mmseg - INFO - Iter [147400/160000] lr: 7.876e-06, eta: 1:45:10, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1702, decode.loss_mask: 0.4337, decode.loss_dice: 0.6679, decode.d0.loss_cls: 1.1573, decode.d0.loss_mask: 0.4784, decode.d0.loss_dice: 0.7401, decode.d1.loss_cls: 0.2376, decode.d1.loss_mask: 0.4516, decode.d1.loss_dice: 0.7007, decode.d2.loss_cls: 0.2147, decode.d2.loss_mask: 0.4424, decode.d2.loss_dice: 0.6844, decode.d3.loss_cls: 0.2055, decode.d3.loss_mask: 0.4377, decode.d3.loss_dice: 0.6717, decode.d4.loss_cls: 0.1921, decode.d4.loss_mask: 0.4363, decode.d4.loss_dice: 0.6704, decode.d5.loss_cls: 0.1814, decode.d5.loss_mask: 0.4364, decode.d5.loss_dice: 0.6741, decode.d6.loss_cls: 0.1748, decode.d6.loss_mask: 0.4357, decode.d6.loss_dice: 0.6683, decode.d7.loss_cls: 0.1751, decode.d7.loss_mask: 0.4335, decode.d7.loss_dice: 0.6674, decode.d8.loss_cls: 0.1752, decode.d8.loss_mask: 0.4334, decode.d8.loss_dice: 0.6656, loss: 14.1137, grad_norm: 68.2075 2023-12-26 13:39:16,093 - mmseg - INFO - Iter [147450/160000] lr: 7.844e-06, eta: 1:44:45, time: 0.497, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1755, decode.loss_mask: 0.4365, decode.loss_dice: 0.6693, decode.d0.loss_cls: 1.1542, decode.d0.loss_mask: 0.4735, decode.d0.loss_dice: 0.7434, decode.d1.loss_cls: 0.2600, decode.d1.loss_mask: 0.4494, decode.d1.loss_dice: 0.6991, decode.d2.loss_cls: 0.2200, decode.d2.loss_mask: 0.4410, decode.d2.loss_dice: 0.6855, decode.d3.loss_cls: 0.2074, decode.d3.loss_mask: 0.4387, decode.d3.loss_dice: 0.6719, decode.d4.loss_cls: 0.1987, decode.d4.loss_mask: 0.4386, decode.d4.loss_dice: 0.6733, decode.d5.loss_cls: 0.1882, decode.d5.loss_mask: 0.4376, decode.d5.loss_dice: 0.6712, decode.d6.loss_cls: 0.1799, decode.d6.loss_mask: 0.4370, decode.d6.loss_dice: 0.6699, decode.d7.loss_cls: 0.1813, decode.d7.loss_mask: 0.4368, decode.d7.loss_dice: 0.6690, decode.d8.loss_cls: 0.1787, decode.d8.loss_mask: 0.4374, decode.d8.loss_dice: 0.6678, loss: 14.1909, grad_norm: 64.5747 2023-12-26 13:39:41,201 - mmseg - INFO - Iter [147500/160000] lr: 7.813e-06, eta: 1:44:20, time: 0.502, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1591, decode.loss_mask: 0.4529, decode.loss_dice: 0.6716, decode.d0.loss_cls: 1.1210, decode.d0.loss_mask: 0.4885, decode.d0.loss_dice: 0.7332, decode.d1.loss_cls: 0.2322, decode.d1.loss_mask: 0.4664, decode.d1.loss_dice: 0.7072, decode.d2.loss_cls: 0.1992, decode.d2.loss_mask: 0.4564, decode.d2.loss_dice: 0.6927, decode.d3.loss_cls: 0.1889, decode.d3.loss_mask: 0.4536, decode.d3.loss_dice: 0.6794, decode.d4.loss_cls: 0.1722, decode.d4.loss_mask: 0.4528, decode.d4.loss_dice: 0.6821, decode.d5.loss_cls: 0.1739, decode.d5.loss_mask: 0.4541, decode.d5.loss_dice: 0.6787, decode.d6.loss_cls: 0.1660, decode.d6.loss_mask: 0.4542, decode.d6.loss_dice: 0.6740, decode.d7.loss_cls: 0.1605, decode.d7.loss_mask: 0.4527, decode.d7.loss_dice: 0.6773, decode.d8.loss_cls: 0.1588, decode.d8.loss_mask: 0.4537, decode.d8.loss_dice: 0.6736, loss: 14.1870, grad_norm: 57.6869 2023-12-26 13:40:05,769 - mmseg - INFO - Iter [147550/160000] lr: 7.782e-06, eta: 1:43:54, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1687, decode.loss_mask: 0.4343, decode.loss_dice: 0.6467, decode.d0.loss_cls: 1.1742, decode.d0.loss_mask: 0.4707, decode.d0.loss_dice: 0.7112, decode.d1.loss_cls: 0.2446, decode.d1.loss_mask: 0.4483, decode.d1.loss_dice: 0.6774, decode.d2.loss_cls: 0.2027, decode.d2.loss_mask: 0.4418, decode.d2.loss_dice: 0.6615, decode.d3.loss_cls: 0.1927, decode.d3.loss_mask: 0.4372, decode.d3.loss_dice: 0.6569, decode.d4.loss_cls: 0.1878, decode.d4.loss_mask: 0.4358, decode.d4.loss_dice: 0.6516, decode.d5.loss_cls: 0.1753, decode.d5.loss_mask: 0.4360, decode.d5.loss_dice: 0.6524, decode.d6.loss_cls: 0.1758, decode.d6.loss_mask: 0.4357, decode.d6.loss_dice: 0.6515, decode.d7.loss_cls: 0.1684, decode.d7.loss_mask: 0.4346, decode.d7.loss_dice: 0.6453, decode.d8.loss_cls: 0.1702, decode.d8.loss_mask: 0.4341, decode.d8.loss_dice: 0.6468, loss: 13.8703, grad_norm: 55.3804 2023-12-26 13:40:29,979 - mmseg - INFO - Iter [147600/160000] lr: 7.751e-06, eta: 1:43:29, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1605, decode.loss_mask: 0.4403, decode.loss_dice: 0.6554, decode.d0.loss_cls: 1.1356, decode.d0.loss_mask: 0.4729, decode.d0.loss_dice: 0.7123, decode.d1.loss_cls: 0.2350, decode.d1.loss_mask: 0.4556, decode.d1.loss_dice: 0.6860, decode.d2.loss_cls: 0.1971, decode.d2.loss_mask: 0.4478, decode.d2.loss_dice: 0.6697, decode.d3.loss_cls: 0.1858, decode.d3.loss_mask: 0.4440, decode.d3.loss_dice: 0.6572, decode.d4.loss_cls: 0.1755, decode.d4.loss_mask: 0.4430, decode.d4.loss_dice: 0.6594, decode.d5.loss_cls: 0.1741, decode.d5.loss_mask: 0.4403, decode.d5.loss_dice: 0.6561, decode.d6.loss_cls: 0.1701, decode.d6.loss_mask: 0.4401, decode.d6.loss_dice: 0.6590, decode.d7.loss_cls: 0.1640, decode.d7.loss_mask: 0.4408, decode.d7.loss_dice: 0.6553, decode.d8.loss_cls: 0.1633, decode.d8.loss_mask: 0.4401, decode.d8.loss_dice: 0.6550, loss: 13.8914, grad_norm: 56.9866 2023-12-26 13:40:54,104 - mmseg - INFO - Iter [147650/160000] lr: 7.719e-06, eta: 1:43:04, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1607, decode.loss_mask: 0.4146, decode.loss_dice: 0.6552, decode.d0.loss_cls: 1.1305, decode.d0.loss_mask: 0.4526, decode.d0.loss_dice: 0.7262, decode.d1.loss_cls: 0.2305, decode.d1.loss_mask: 0.4267, decode.d1.loss_dice: 0.6866, decode.d2.loss_cls: 0.1995, decode.d2.loss_mask: 0.4206, decode.d2.loss_dice: 0.6692, decode.d3.loss_cls: 0.1827, decode.d3.loss_mask: 0.4186, decode.d3.loss_dice: 0.6581, decode.d4.loss_cls: 0.1766, decode.d4.loss_mask: 0.4174, decode.d4.loss_dice: 0.6594, decode.d5.loss_cls: 0.1679, decode.d5.loss_mask: 0.4154, decode.d5.loss_dice: 0.6602, decode.d6.loss_cls: 0.1639, decode.d6.loss_mask: 0.4158, decode.d6.loss_dice: 0.6555, decode.d7.loss_cls: 0.1613, decode.d7.loss_mask: 0.4159, decode.d7.loss_dice: 0.6544, decode.d8.loss_cls: 0.1611, decode.d8.loss_mask: 0.4154, decode.d8.loss_dice: 0.6540, loss: 13.6265, grad_norm: 54.2464 2023-12-26 13:41:20,697 - mmseg - INFO - Iter [147700/160000] lr: 7.688e-06, eta: 1:42:39, time: 0.532, data_time: 0.058, memory: 40245, decode.loss_cls: 0.1605, decode.loss_mask: 0.4251, decode.loss_dice: 0.6589, decode.d0.loss_cls: 1.1653, decode.d0.loss_mask: 0.4629, decode.d0.loss_dice: 0.7326, decode.d1.loss_cls: 0.2297, decode.d1.loss_mask: 0.4359, decode.d1.loss_dice: 0.6889, decode.d2.loss_cls: 0.1988, decode.d2.loss_mask: 0.4306, decode.d2.loss_dice: 0.6745, decode.d3.loss_cls: 0.1840, decode.d3.loss_mask: 0.4284, decode.d3.loss_dice: 0.6648, decode.d4.loss_cls: 0.1704, decode.d4.loss_mask: 0.4281, decode.d4.loss_dice: 0.6622, decode.d5.loss_cls: 0.1701, decode.d5.loss_mask: 0.4274, decode.d5.loss_dice: 0.6649, decode.d6.loss_cls: 0.1687, decode.d6.loss_mask: 0.4269, decode.d6.loss_dice: 0.6572, decode.d7.loss_cls: 0.1624, decode.d7.loss_mask: 0.4273, decode.d7.loss_dice: 0.6638, decode.d8.loss_cls: 0.1593, decode.d8.loss_mask: 0.4258, decode.d8.loss_dice: 0.6632, loss: 13.8183, grad_norm: 74.0847 2023-12-26 13:41:44,937 - mmseg - INFO - Iter [147750/160000] lr: 7.657e-06, eta: 1:42:14, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1711, decode.loss_mask: 0.4150, decode.loss_dice: 0.6554, decode.d0.loss_cls: 1.1540, decode.d0.loss_mask: 0.4478, decode.d0.loss_dice: 0.7192, decode.d1.loss_cls: 0.2390, decode.d1.loss_mask: 0.4310, decode.d1.loss_dice: 0.6842, decode.d2.loss_cls: 0.2065, decode.d2.loss_mask: 0.4249, decode.d2.loss_dice: 0.6736, decode.d3.loss_cls: 0.1953, decode.d3.loss_mask: 0.4232, decode.d3.loss_dice: 0.6641, decode.d4.loss_cls: 0.1874, decode.d4.loss_mask: 0.4197, decode.d4.loss_dice: 0.6594, decode.d5.loss_cls: 0.1817, decode.d5.loss_mask: 0.4166, decode.d5.loss_dice: 0.6580, decode.d6.loss_cls: 0.1815, decode.d6.loss_mask: 0.4172, decode.d6.loss_dice: 0.6562, decode.d7.loss_cls: 0.1734, decode.d7.loss_mask: 0.4176, decode.d7.loss_dice: 0.6563, decode.d8.loss_cls: 0.1754, decode.d8.loss_mask: 0.4163, decode.d8.loss_dice: 0.6561, loss: 13.7768, grad_norm: 59.6180 2023-12-26 13:42:09,164 - mmseg - INFO - Iter [147800/160000] lr: 7.626e-06, eta: 1:41:49, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1462, decode.loss_mask: 0.4438, decode.loss_dice: 0.6450, decode.d0.loss_cls: 1.1033, decode.d0.loss_mask: 0.4864, decode.d0.loss_dice: 0.7163, decode.d1.loss_cls: 0.2135, decode.d1.loss_mask: 0.4601, decode.d1.loss_dice: 0.6773, decode.d2.loss_cls: 0.1817, decode.d2.loss_mask: 0.4520, decode.d2.loss_dice: 0.6592, decode.d3.loss_cls: 0.1672, decode.d3.loss_mask: 0.4506, decode.d3.loss_dice: 0.6537, decode.d4.loss_cls: 0.1597, decode.d4.loss_mask: 0.4487, decode.d4.loss_dice: 0.6533, decode.d5.loss_cls: 0.1532, decode.d5.loss_mask: 0.4474, decode.d5.loss_dice: 0.6502, decode.d6.loss_cls: 0.1525, decode.d6.loss_mask: 0.4459, decode.d6.loss_dice: 0.6470, decode.d7.loss_cls: 0.1525, decode.d7.loss_mask: 0.4465, decode.d7.loss_dice: 0.6490, decode.d8.loss_cls: 0.1478, decode.d8.loss_mask: 0.4446, decode.d8.loss_dice: 0.6429, loss: 13.6973, grad_norm: 63.9184 2023-12-26 13:42:33,251 - mmseg - INFO - Iter [147850/160000] lr: 7.594e-06, eta: 1:41:24, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1534, decode.loss_mask: 0.4239, decode.loss_dice: 0.6421, decode.d0.loss_cls: 1.0943, decode.d0.loss_mask: 0.4605, decode.d0.loss_dice: 0.7077, decode.d1.loss_cls: 0.2317, decode.d1.loss_mask: 0.4365, decode.d1.loss_dice: 0.6806, decode.d2.loss_cls: 0.1945, decode.d2.loss_mask: 0.4312, decode.d2.loss_dice: 0.6616, decode.d3.loss_cls: 0.1806, decode.d3.loss_mask: 0.4261, decode.d3.loss_dice: 0.6482, decode.d4.loss_cls: 0.1678, decode.d4.loss_mask: 0.4257, decode.d4.loss_dice: 0.6489, decode.d5.loss_cls: 0.1674, decode.d5.loss_mask: 0.4246, decode.d5.loss_dice: 0.6474, decode.d6.loss_cls: 0.1623, decode.d6.loss_mask: 0.4244, decode.d6.loss_dice: 0.6454, decode.d7.loss_cls: 0.1592, decode.d7.loss_mask: 0.4244, decode.d7.loss_dice: 0.6444, decode.d8.loss_cls: 0.1573, decode.d8.loss_mask: 0.4241, decode.d8.loss_dice: 0.6450, loss: 13.5413, grad_norm: 61.9460 2023-12-26 13:42:57,600 - mmseg - INFO - Iter [147900/160000] lr: 7.563e-06, eta: 1:40:59, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1697, decode.loss_mask: 0.4415, decode.loss_dice: 0.6720, decode.d0.loss_cls: 1.1458, decode.d0.loss_mask: 0.4745, decode.d0.loss_dice: 0.7362, decode.d1.loss_cls: 0.2396, decode.d1.loss_mask: 0.4524, decode.d1.loss_dice: 0.7052, decode.d2.loss_cls: 0.2047, decode.d2.loss_mask: 0.4473, decode.d2.loss_dice: 0.6872, decode.d3.loss_cls: 0.1946, decode.d3.loss_mask: 0.4454, decode.d3.loss_dice: 0.6753, decode.d4.loss_cls: 0.1835, decode.d4.loss_mask: 0.4434, decode.d4.loss_dice: 0.6747, decode.d5.loss_cls: 0.1817, decode.d5.loss_mask: 0.4426, decode.d5.loss_dice: 0.6740, decode.d6.loss_cls: 0.1722, decode.d6.loss_mask: 0.4428, decode.d6.loss_dice: 0.6723, decode.d7.loss_cls: 0.1720, decode.d7.loss_mask: 0.4419, decode.d7.loss_dice: 0.6692, decode.d8.loss_cls: 0.1693, decode.d8.loss_mask: 0.4428, decode.d8.loss_dice: 0.6739, loss: 14.1478, grad_norm: 58.7238 2023-12-26 13:43:21,721 - mmseg - INFO - Iter [147950/160000] lr: 7.532e-06, eta: 1:40:34, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1783, decode.loss_mask: 0.4234, decode.loss_dice: 0.6648, decode.d0.loss_cls: 1.1689, decode.d0.loss_mask: 0.4609, decode.d0.loss_dice: 0.7349, decode.d1.loss_cls: 0.2454, decode.d1.loss_mask: 0.4385, decode.d1.loss_dice: 0.6960, decode.d2.loss_cls: 0.2185, decode.d2.loss_mask: 0.4300, decode.d2.loss_dice: 0.6765, decode.d3.loss_cls: 0.1993, decode.d3.loss_mask: 0.4284, decode.d3.loss_dice: 0.6666, decode.d4.loss_cls: 0.1938, decode.d4.loss_mask: 0.4267, decode.d4.loss_dice: 0.6675, decode.d5.loss_cls: 0.1879, decode.d5.loss_mask: 0.4250, decode.d5.loss_dice: 0.6653, decode.d6.loss_cls: 0.1849, decode.d6.loss_mask: 0.4257, decode.d6.loss_dice: 0.6646, decode.d7.loss_cls: 0.1766, decode.d7.loss_mask: 0.4248, decode.d7.loss_dice: 0.6618, decode.d8.loss_cls: 0.1768, decode.d8.loss_mask: 0.4248, decode.d8.loss_dice: 0.6624, loss: 13.9993, grad_norm: 53.1686 2023-12-26 13:43:45,885 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 13:43:45,885 - mmseg - INFO - Iter [148000/160000] lr: 7.501e-06, eta: 1:40:09, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1720, decode.loss_mask: 0.4236, decode.loss_dice: 0.6637, decode.d0.loss_cls: 1.1734, decode.d0.loss_mask: 0.4586, decode.d0.loss_dice: 0.7323, decode.d1.loss_cls: 0.2479, decode.d1.loss_mask: 0.4326, decode.d1.loss_dice: 0.6986, decode.d2.loss_cls: 0.2135, decode.d2.loss_mask: 0.4289, decode.d2.loss_dice: 0.6836, decode.d3.loss_cls: 0.1971, decode.d3.loss_mask: 0.4256, decode.d3.loss_dice: 0.6701, decode.d4.loss_cls: 0.1851, decode.d4.loss_mask: 0.4247, decode.d4.loss_dice: 0.6714, decode.d5.loss_cls: 0.1786, decode.d5.loss_mask: 0.4253, decode.d5.loss_dice: 0.6709, decode.d6.loss_cls: 0.1738, decode.d6.loss_mask: 0.4239, decode.d6.loss_dice: 0.6658, decode.d7.loss_cls: 0.1691, decode.d7.loss_mask: 0.4241, decode.d7.loss_dice: 0.6685, decode.d8.loss_cls: 0.1667, decode.d8.loss_mask: 0.4233, decode.d8.loss_dice: 0.6720, loss: 13.9650, grad_norm: 59.1665 2023-12-26 13:44:10,073 - mmseg - INFO - Iter [148050/160000] lr: 7.469e-06, eta: 1:39:44, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1623, decode.loss_mask: 0.4234, decode.loss_dice: 0.6362, decode.d0.loss_cls: 1.1324, decode.d0.loss_mask: 0.4615, decode.d0.loss_dice: 0.7049, decode.d1.loss_cls: 0.2321, decode.d1.loss_mask: 0.4358, decode.d1.loss_dice: 0.6711, decode.d2.loss_cls: 0.2007, decode.d2.loss_mask: 0.4305, decode.d2.loss_dice: 0.6495, decode.d3.loss_cls: 0.1863, decode.d3.loss_mask: 0.4279, decode.d3.loss_dice: 0.6431, decode.d4.loss_cls: 0.1734, decode.d4.loss_mask: 0.4266, decode.d4.loss_dice: 0.6397, decode.d5.loss_cls: 0.1739, decode.d5.loss_mask: 0.4248, decode.d5.loss_dice: 0.6398, decode.d6.loss_cls: 0.1699, decode.d6.loss_mask: 0.4243, decode.d6.loss_dice: 0.6377, decode.d7.loss_cls: 0.1672, decode.d7.loss_mask: 0.4238, decode.d7.loss_dice: 0.6364, decode.d8.loss_cls: 0.1610, decode.d8.loss_mask: 0.4241, decode.d8.loss_dice: 0.6382, loss: 13.5588, grad_norm: 62.4817 2023-12-26 13:44:34,210 - mmseg - INFO - Iter [148100/160000] lr: 7.438e-06, eta: 1:39:18, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1617, decode.loss_mask: 0.4198, decode.loss_dice: 0.6336, decode.d0.loss_cls: 1.1260, decode.d0.loss_mask: 0.4561, decode.d0.loss_dice: 0.7042, decode.d1.loss_cls: 0.2348, decode.d1.loss_mask: 0.4347, decode.d1.loss_dice: 0.6769, decode.d2.loss_cls: 0.2008, decode.d2.loss_mask: 0.4255, decode.d2.loss_dice: 0.6515, decode.d3.loss_cls: 0.1894, decode.d3.loss_mask: 0.4229, decode.d3.loss_dice: 0.6447, decode.d4.loss_cls: 0.1803, decode.d4.loss_mask: 0.4217, decode.d4.loss_dice: 0.6406, decode.d5.loss_cls: 0.1762, decode.d5.loss_mask: 0.4199, decode.d5.loss_dice: 0.6364, decode.d6.loss_cls: 0.1678, decode.d6.loss_mask: 0.4204, decode.d6.loss_dice: 0.6330, decode.d7.loss_cls: 0.1658, decode.d7.loss_mask: 0.4208, decode.d7.loss_dice: 0.6391, decode.d8.loss_cls: 0.1595, decode.d8.loss_mask: 0.4204, decode.d8.loss_dice: 0.6392, loss: 13.5239, grad_norm: 63.5607 2023-12-26 13:44:58,228 - mmseg - INFO - Iter [148150/160000] lr: 7.407e-06, eta: 1:38:53, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1619, decode.loss_mask: 0.4380, decode.loss_dice: 0.6605, decode.d0.loss_cls: 1.1622, decode.d0.loss_mask: 0.4750, decode.d0.loss_dice: 0.7335, decode.d1.loss_cls: 0.2348, decode.d1.loss_mask: 0.4541, decode.d1.loss_dice: 0.6974, decode.d2.loss_cls: 0.2033, decode.d2.loss_mask: 0.4450, decode.d2.loss_dice: 0.6808, decode.d3.loss_cls: 0.1878, decode.d3.loss_mask: 0.4426, decode.d3.loss_dice: 0.6700, decode.d4.loss_cls: 0.1748, decode.d4.loss_mask: 0.4405, decode.d4.loss_dice: 0.6706, decode.d5.loss_cls: 0.1689, decode.d5.loss_mask: 0.4401, decode.d5.loss_dice: 0.6714, decode.d6.loss_cls: 0.1701, decode.d6.loss_mask: 0.4388, decode.d6.loss_dice: 0.6605, decode.d7.loss_cls: 0.1630, decode.d7.loss_mask: 0.4378, decode.d7.loss_dice: 0.6637, decode.d8.loss_cls: 0.1641, decode.d8.loss_mask: 0.4377, decode.d8.loss_dice: 0.6638, loss: 14.0126, grad_norm: 60.6864 2023-12-26 13:45:22,605 - mmseg - INFO - Iter [148200/160000] lr: 7.376e-06, eta: 1:38:28, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1722, decode.loss_mask: 0.4342, decode.loss_dice: 0.6646, decode.d0.loss_cls: 1.1686, decode.d0.loss_mask: 0.4722, decode.d0.loss_dice: 0.7295, decode.d1.loss_cls: 0.2479, decode.d1.loss_mask: 0.4502, decode.d1.loss_dice: 0.7015, decode.d2.loss_cls: 0.2101, decode.d2.loss_mask: 0.4430, decode.d2.loss_dice: 0.6857, decode.d3.loss_cls: 0.1980, decode.d3.loss_mask: 0.4381, decode.d3.loss_dice: 0.6768, decode.d4.loss_cls: 0.1898, decode.d4.loss_mask: 0.4377, decode.d4.loss_dice: 0.6740, decode.d5.loss_cls: 0.1842, decode.d5.loss_mask: 0.4359, decode.d5.loss_dice: 0.6704, decode.d6.loss_cls: 0.1833, decode.d6.loss_mask: 0.4351, decode.d6.loss_dice: 0.6677, decode.d7.loss_cls: 0.1748, decode.d7.loss_mask: 0.4345, decode.d7.loss_dice: 0.6681, decode.d8.loss_cls: 0.1771, decode.d8.loss_mask: 0.4344, decode.d8.loss_dice: 0.6674, loss: 14.1270, grad_norm: 63.2934 2023-12-26 13:45:46,746 - mmseg - INFO - Iter [148250/160000] lr: 7.344e-06, eta: 1:38:03, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1552, decode.loss_mask: 0.4275, decode.loss_dice: 0.6475, decode.d0.loss_cls: 1.1616, decode.d0.loss_mask: 0.4644, decode.d0.loss_dice: 0.7143, decode.d1.loss_cls: 0.2344, decode.d1.loss_mask: 0.4401, decode.d1.loss_dice: 0.6801, decode.d2.loss_cls: 0.1938, decode.d2.loss_mask: 0.4365, decode.d2.loss_dice: 0.6663, decode.d3.loss_cls: 0.1844, decode.d3.loss_mask: 0.4321, decode.d3.loss_dice: 0.6517, decode.d4.loss_cls: 0.1744, decode.d4.loss_mask: 0.4299, decode.d4.loss_dice: 0.6516, decode.d5.loss_cls: 0.1729, decode.d5.loss_mask: 0.4289, decode.d5.loss_dice: 0.6476, decode.d6.loss_cls: 0.1659, decode.d6.loss_mask: 0.4269, decode.d6.loss_dice: 0.6452, decode.d7.loss_cls: 0.1570, decode.d7.loss_mask: 0.4276, decode.d7.loss_dice: 0.6462, decode.d8.loss_cls: 0.1582, decode.d8.loss_mask: 0.4278, decode.d8.loss_dice: 0.6467, loss: 13.6967, grad_norm: 59.3304 2023-12-26 13:46:11,145 - mmseg - INFO - Iter [148300/160000] lr: 7.313e-06, eta: 1:37:38, time: 0.488, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1631, decode.loss_mask: 0.4460, decode.loss_dice: 0.6506, decode.d0.loss_cls: 1.1202, decode.d0.loss_mask: 0.4853, decode.d0.loss_dice: 0.7158, decode.d1.loss_cls: 0.2314, decode.d1.loss_mask: 0.4623, decode.d1.loss_dice: 0.6824, decode.d2.loss_cls: 0.2009, decode.d2.loss_mask: 0.4551, decode.d2.loss_dice: 0.6647, decode.d3.loss_cls: 0.1856, decode.d3.loss_mask: 0.4491, decode.d3.loss_dice: 0.6548, decode.d4.loss_cls: 0.1752, decode.d4.loss_mask: 0.4490, decode.d4.loss_dice: 0.6579, decode.d5.loss_cls: 0.1748, decode.d5.loss_mask: 0.4464, decode.d5.loss_dice: 0.6513, decode.d6.loss_cls: 0.1723, decode.d6.loss_mask: 0.4458, decode.d6.loss_dice: 0.6482, decode.d7.loss_cls: 0.1666, decode.d7.loss_mask: 0.4465, decode.d7.loss_dice: 0.6471, decode.d8.loss_cls: 0.1674, decode.d8.loss_mask: 0.4463, decode.d8.loss_dice: 0.6519, loss: 13.9142, grad_norm: 64.4967 2023-12-26 13:46:35,195 - mmseg - INFO - Iter [148350/160000] lr: 7.282e-06, eta: 1:37:13, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1634, decode.loss_mask: 0.4306, decode.loss_dice: 0.6606, decode.d0.loss_cls: 1.1140, decode.d0.loss_mask: 0.4667, decode.d0.loss_dice: 0.7240, decode.d1.loss_cls: 0.2285, decode.d1.loss_mask: 0.4433, decode.d1.loss_dice: 0.6928, decode.d2.loss_cls: 0.2059, decode.d2.loss_mask: 0.4368, decode.d2.loss_dice: 0.6708, decode.d3.loss_cls: 0.1907, decode.d3.loss_mask: 0.4316, decode.d3.loss_dice: 0.6641, decode.d4.loss_cls: 0.1787, decode.d4.loss_mask: 0.4321, decode.d4.loss_dice: 0.6611, decode.d5.loss_cls: 0.1734, decode.d5.loss_mask: 0.4322, decode.d5.loss_dice: 0.6615, decode.d6.loss_cls: 0.1681, decode.d6.loss_mask: 0.4319, decode.d6.loss_dice: 0.6601, decode.d7.loss_cls: 0.1627, decode.d7.loss_mask: 0.4311, decode.d7.loss_dice: 0.6602, decode.d8.loss_cls: 0.1683, decode.d8.loss_mask: 0.4306, decode.d8.loss_dice: 0.6618, loss: 13.8376, grad_norm: 59.8424 2023-12-26 13:46:59,378 - mmseg - INFO - Iter [148400/160000] lr: 7.251e-06, eta: 1:36:48, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1634, decode.loss_mask: 0.4312, decode.loss_dice: 0.6456, decode.d0.loss_cls: 1.1546, decode.d0.loss_mask: 0.4699, decode.d0.loss_dice: 0.7202, decode.d1.loss_cls: 0.2402, decode.d1.loss_mask: 0.4456, decode.d1.loss_dice: 0.6796, decode.d2.loss_cls: 0.2001, decode.d2.loss_mask: 0.4386, decode.d2.loss_dice: 0.6638, decode.d3.loss_cls: 0.1873, decode.d3.loss_mask: 0.4347, decode.d3.loss_dice: 0.6520, decode.d4.loss_cls: 0.1765, decode.d4.loss_mask: 0.4334, decode.d4.loss_dice: 0.6506, decode.d5.loss_cls: 0.1742, decode.d5.loss_mask: 0.4310, decode.d5.loss_dice: 0.6458, decode.d6.loss_cls: 0.1691, decode.d6.loss_mask: 0.4320, decode.d6.loss_dice: 0.6468, decode.d7.loss_cls: 0.1642, decode.d7.loss_mask: 0.4311, decode.d7.loss_dice: 0.6455, decode.d8.loss_cls: 0.1651, decode.d8.loss_mask: 0.4308, decode.d8.loss_dice: 0.6471, loss: 13.7697, grad_norm: 59.8002 2023-12-26 13:47:23,357 - mmseg - INFO - Iter [148450/160000] lr: 7.219e-06, eta: 1:36:23, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1586, decode.loss_mask: 0.4395, decode.loss_dice: 0.6407, decode.d0.loss_cls: 1.1206, decode.d0.loss_mask: 0.4749, decode.d0.loss_dice: 0.7070, decode.d1.loss_cls: 0.2282, decode.d1.loss_mask: 0.4481, decode.d1.loss_dice: 0.6702, decode.d2.loss_cls: 0.1941, decode.d2.loss_mask: 0.4443, decode.d2.loss_dice: 0.6500, decode.d3.loss_cls: 0.1803, decode.d3.loss_mask: 0.4432, decode.d3.loss_dice: 0.6435, decode.d4.loss_cls: 0.1707, decode.d4.loss_mask: 0.4422, decode.d4.loss_dice: 0.6474, decode.d5.loss_cls: 0.1698, decode.d5.loss_mask: 0.4418, decode.d5.loss_dice: 0.6479, decode.d6.loss_cls: 0.1617, decode.d6.loss_mask: 0.4416, decode.d6.loss_dice: 0.6446, decode.d7.loss_cls: 0.1599, decode.d7.loss_mask: 0.4410, decode.d7.loss_dice: 0.6457, decode.d8.loss_cls: 0.1579, decode.d8.loss_mask: 0.4399, decode.d8.loss_dice: 0.6444, loss: 13.6997, grad_norm: 58.5627 2023-12-26 13:47:47,369 - mmseg - INFO - Iter [148500/160000] lr: 7.188e-06, eta: 1:35:58, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1655, decode.loss_mask: 0.4390, decode.loss_dice: 0.6674, decode.d0.loss_cls: 1.1421, decode.d0.loss_mask: 0.4788, decode.d0.loss_dice: 0.7433, decode.d1.loss_cls: 0.2441, decode.d1.loss_mask: 0.4566, decode.d1.loss_dice: 0.7054, decode.d2.loss_cls: 0.2071, decode.d2.loss_mask: 0.4461, decode.d2.loss_dice: 0.6870, decode.d3.loss_cls: 0.1936, decode.d3.loss_mask: 0.4428, decode.d3.loss_dice: 0.6765, decode.d4.loss_cls: 0.1813, decode.d4.loss_mask: 0.4420, decode.d4.loss_dice: 0.6744, decode.d5.loss_cls: 0.1775, decode.d5.loss_mask: 0.4392, decode.d5.loss_dice: 0.6721, decode.d6.loss_cls: 0.1732, decode.d6.loss_mask: 0.4389, decode.d6.loss_dice: 0.6679, decode.d7.loss_cls: 0.1692, decode.d7.loss_mask: 0.4383, decode.d7.loss_dice: 0.6687, decode.d8.loss_cls: 0.1671, decode.d8.loss_mask: 0.4384, decode.d8.loss_dice: 0.6693, loss: 14.1129, grad_norm: 60.4761 2023-12-26 13:48:11,622 - mmseg - INFO - Iter [148550/160000] lr: 7.157e-06, eta: 1:35:32, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1539, decode.loss_mask: 0.4356, decode.loss_dice: 0.6633, decode.d0.loss_cls: 1.1427, decode.d0.loss_mask: 0.4711, decode.d0.loss_dice: 0.7251, decode.d1.loss_cls: 0.2219, decode.d1.loss_mask: 0.4518, decode.d1.loss_dice: 0.6936, decode.d2.loss_cls: 0.1887, decode.d2.loss_mask: 0.4449, decode.d2.loss_dice: 0.6755, decode.d3.loss_cls: 0.1767, decode.d3.loss_mask: 0.4376, decode.d3.loss_dice: 0.6672, decode.d4.loss_cls: 0.1731, decode.d4.loss_mask: 0.4368, decode.d4.loss_dice: 0.6676, decode.d5.loss_cls: 0.1656, decode.d5.loss_mask: 0.4363, decode.d5.loss_dice: 0.6661, decode.d6.loss_cls: 0.1655, decode.d6.loss_mask: 0.4356, decode.d6.loss_dice: 0.6630, decode.d7.loss_cls: 0.1588, decode.d7.loss_mask: 0.4356, decode.d7.loss_dice: 0.6622, decode.d8.loss_cls: 0.1558, decode.d8.loss_mask: 0.4353, decode.d8.loss_dice: 0.6612, loss: 13.8681, grad_norm: 56.9018 2023-12-26 13:48:35,786 - mmseg - INFO - Iter [148600/160000] lr: 7.126e-06, eta: 1:35:07, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1756, decode.loss_mask: 0.4374, decode.loss_dice: 0.6746, decode.d0.loss_cls: 1.1663, decode.d0.loss_mask: 0.4703, decode.d0.loss_dice: 0.7402, decode.d1.loss_cls: 0.2469, decode.d1.loss_mask: 0.4517, decode.d1.loss_dice: 0.7064, decode.d2.loss_cls: 0.2184, decode.d2.loss_mask: 0.4437, decode.d2.loss_dice: 0.6931, decode.d3.loss_cls: 0.1976, decode.d3.loss_mask: 0.4396, decode.d3.loss_dice: 0.6838, decode.d4.loss_cls: 0.1876, decode.d4.loss_mask: 0.4398, decode.d4.loss_dice: 0.6836, decode.d5.loss_cls: 0.1856, decode.d5.loss_mask: 0.4373, decode.d5.loss_dice: 0.6812, decode.d6.loss_cls: 0.1822, decode.d6.loss_mask: 0.4380, decode.d6.loss_dice: 0.6758, decode.d7.loss_cls: 0.1795, decode.d7.loss_mask: 0.4371, decode.d7.loss_dice: 0.6742, decode.d8.loss_cls: 0.1778, decode.d8.loss_mask: 0.4369, decode.d8.loss_dice: 0.6806, loss: 14.2430, grad_norm: 61.9480 2023-12-26 13:48:59,995 - mmseg - INFO - Iter [148650/160000] lr: 7.094e-06, eta: 1:34:42, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1513, decode.loss_mask: 0.4212, decode.loss_dice: 0.6530, decode.d0.loss_cls: 1.1445, decode.d0.loss_mask: 0.4579, decode.d0.loss_dice: 0.7248, decode.d1.loss_cls: 0.2322, decode.d1.loss_mask: 0.4385, decode.d1.loss_dice: 0.6873, decode.d2.loss_cls: 0.1996, decode.d2.loss_mask: 0.4290, decode.d2.loss_dice: 0.6688, decode.d3.loss_cls: 0.1848, decode.d3.loss_mask: 0.4265, decode.d3.loss_dice: 0.6619, decode.d4.loss_cls: 0.1692, decode.d4.loss_mask: 0.4249, decode.d4.loss_dice: 0.6631, decode.d5.loss_cls: 0.1652, decode.d5.loss_mask: 0.4220, decode.d5.loss_dice: 0.6577, decode.d6.loss_cls: 0.1576, decode.d6.loss_mask: 0.4217, decode.d6.loss_dice: 0.6518, decode.d7.loss_cls: 0.1548, decode.d7.loss_mask: 0.4216, decode.d7.loss_dice: 0.6554, decode.d8.loss_cls: 0.1537, decode.d8.loss_mask: 0.4213, decode.d8.loss_dice: 0.6575, loss: 13.6790, grad_norm: 52.8033 2023-12-26 13:49:24,426 - mmseg - INFO - Iter [148700/160000] lr: 7.063e-06, eta: 1:34:17, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1622, decode.loss_mask: 0.4398, decode.loss_dice: 0.6642, decode.d0.loss_cls: 1.1413, decode.d0.loss_mask: 0.4742, decode.d0.loss_dice: 0.7337, decode.d1.loss_cls: 0.2449, decode.d1.loss_mask: 0.4512, decode.d1.loss_dice: 0.6948, decode.d2.loss_cls: 0.2003, decode.d2.loss_mask: 0.4465, decode.d2.loss_dice: 0.6854, decode.d3.loss_cls: 0.1908, decode.d3.loss_mask: 0.4446, decode.d3.loss_dice: 0.6706, decode.d4.loss_cls: 0.1822, decode.d4.loss_mask: 0.4420, decode.d4.loss_dice: 0.6713, decode.d5.loss_cls: 0.1717, decode.d5.loss_mask: 0.4415, decode.d5.loss_dice: 0.6697, decode.d6.loss_cls: 0.1667, decode.d6.loss_mask: 0.4397, decode.d6.loss_dice: 0.6635, decode.d7.loss_cls: 0.1658, decode.d7.loss_mask: 0.4405, decode.d7.loss_dice: 0.6639, decode.d8.loss_cls: 0.1632, decode.d8.loss_mask: 0.4385, decode.d8.loss_dice: 0.6656, loss: 14.0305, grad_norm: 62.2050 2023-12-26 13:49:48,589 - mmseg - INFO - Iter [148750/160000] lr: 7.032e-06, eta: 1:33:52, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1620, decode.loss_mask: 0.4532, decode.loss_dice: 0.6734, decode.d0.loss_cls: 1.1264, decode.d0.loss_mask: 0.4928, decode.d0.loss_dice: 0.7363, decode.d1.loss_cls: 0.2401, decode.d1.loss_mask: 0.4680, decode.d1.loss_dice: 0.7029, decode.d2.loss_cls: 0.2060, decode.d2.loss_mask: 0.4607, decode.d2.loss_dice: 0.6854, decode.d3.loss_cls: 0.1919, decode.d3.loss_mask: 0.4587, decode.d3.loss_dice: 0.6774, decode.d4.loss_cls: 0.1807, decode.d4.loss_mask: 0.4575, decode.d4.loss_dice: 0.6749, decode.d5.loss_cls: 0.1726, decode.d5.loss_mask: 0.4542, decode.d5.loss_dice: 0.6762, decode.d6.loss_cls: 0.1704, decode.d6.loss_mask: 0.4553, decode.d6.loss_dice: 0.6715, decode.d7.loss_cls: 0.1600, decode.d7.loss_mask: 0.4549, decode.d7.loss_dice: 0.6750, decode.d8.loss_cls: 0.1657, decode.d8.loss_mask: 0.4551, decode.d8.loss_dice: 0.6741, loss: 14.2332, grad_norm: 59.3934 2023-12-26 13:50:13,253 - mmseg - INFO - Iter [148800/160000] lr: 7.001e-06, eta: 1:33:27, time: 0.493, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1498, decode.loss_mask: 0.4294, decode.loss_dice: 0.6605, decode.d0.loss_cls: 1.1278, decode.d0.loss_mask: 0.4654, decode.d0.loss_dice: 0.7320, decode.d1.loss_cls: 0.2174, decode.d1.loss_mask: 0.4441, decode.d1.loss_dice: 0.7009, decode.d2.loss_cls: 0.1838, decode.d2.loss_mask: 0.4359, decode.d2.loss_dice: 0.6802, decode.d3.loss_cls: 0.1719, decode.d3.loss_mask: 0.4348, decode.d3.loss_dice: 0.6708, decode.d4.loss_cls: 0.1598, decode.d4.loss_mask: 0.4329, decode.d4.loss_dice: 0.6671, decode.d5.loss_cls: 0.1558, decode.d5.loss_mask: 0.4325, decode.d5.loss_dice: 0.6708, decode.d6.loss_cls: 0.1494, decode.d6.loss_mask: 0.4321, decode.d6.loss_dice: 0.6638, decode.d7.loss_cls: 0.1496, decode.d7.loss_mask: 0.4313, decode.d7.loss_dice: 0.6648, decode.d8.loss_cls: 0.1486, decode.d8.loss_mask: 0.4300, decode.d8.loss_dice: 0.6615, loss: 13.7545, grad_norm: 61.6505 2023-12-26 13:50:37,369 - mmseg - INFO - Iter [148850/160000] lr: 6.969e-06, eta: 1:33:02, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1609, decode.loss_mask: 0.4409, decode.loss_dice: 0.6444, decode.d0.loss_cls: 1.1572, decode.d0.loss_mask: 0.4781, decode.d0.loss_dice: 0.7088, decode.d1.loss_cls: 0.2302, decode.d1.loss_mask: 0.4532, decode.d1.loss_dice: 0.6720, decode.d2.loss_cls: 0.2051, decode.d2.loss_mask: 0.4458, decode.d2.loss_dice: 0.6602, decode.d3.loss_cls: 0.1837, decode.d3.loss_mask: 0.4440, decode.d3.loss_dice: 0.6512, decode.d4.loss_cls: 0.1791, decode.d4.loss_mask: 0.4441, decode.d4.loss_dice: 0.6529, decode.d5.loss_cls: 0.1684, decode.d5.loss_mask: 0.4423, decode.d5.loss_dice: 0.6484, decode.d6.loss_cls: 0.1664, decode.d6.loss_mask: 0.4424, decode.d6.loss_dice: 0.6466, decode.d7.loss_cls: 0.1601, decode.d7.loss_mask: 0.4408, decode.d7.loss_dice: 0.6463, decode.d8.loss_cls: 0.1606, decode.d8.loss_mask: 0.4399, decode.d8.loss_dice: 0.6451, loss: 13.8190, grad_norm: 64.5032 2023-12-26 13:51:01,811 - mmseg - INFO - Iter [148900/160000] lr: 6.938e-06, eta: 1:32:37, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1574, decode.loss_mask: 0.4227, decode.loss_dice: 0.6518, decode.d0.loss_cls: 1.1357, decode.d0.loss_mask: 0.4602, decode.d0.loss_dice: 0.7205, decode.d1.loss_cls: 0.2331, decode.d1.loss_mask: 0.4324, decode.d1.loss_dice: 0.6833, decode.d2.loss_cls: 0.1987, decode.d2.loss_mask: 0.4294, decode.d2.loss_dice: 0.6689, decode.d3.loss_cls: 0.1789, decode.d3.loss_mask: 0.4267, decode.d3.loss_dice: 0.6625, decode.d4.loss_cls: 0.1777, decode.d4.loss_mask: 0.4234, decode.d4.loss_dice: 0.6596, decode.d5.loss_cls: 0.1705, decode.d5.loss_mask: 0.4245, decode.d5.loss_dice: 0.6554, decode.d6.loss_cls: 0.1682, decode.d6.loss_mask: 0.4240, decode.d6.loss_dice: 0.6533, decode.d7.loss_cls: 0.1628, decode.d7.loss_mask: 0.4235, decode.d7.loss_dice: 0.6537, decode.d8.loss_cls: 0.1607, decode.d8.loss_mask: 0.4233, decode.d8.loss_dice: 0.6521, loss: 13.6949, grad_norm: 56.8977 2023-12-26 13:51:28,490 - mmseg - INFO - Iter [148950/160000] lr: 6.907e-06, eta: 1:32:12, time: 0.534, data_time: 0.057, memory: 40245, decode.loss_cls: 0.1702, decode.loss_mask: 0.4204, decode.loss_dice: 0.6328, decode.d0.loss_cls: 1.1488, decode.d0.loss_mask: 0.4552, decode.d0.loss_dice: 0.7070, decode.d1.loss_cls: 0.2389, decode.d1.loss_mask: 0.4334, decode.d1.loss_dice: 0.6699, decode.d2.loss_cls: 0.2123, decode.d2.loss_mask: 0.4264, decode.d2.loss_dice: 0.6499, decode.d3.loss_cls: 0.1948, decode.d3.loss_mask: 0.4236, decode.d3.loss_dice: 0.6448, decode.d4.loss_cls: 0.1827, decode.d4.loss_mask: 0.4206, decode.d4.loss_dice: 0.6439, decode.d5.loss_cls: 0.1800, decode.d5.loss_mask: 0.4204, decode.d5.loss_dice: 0.6354, decode.d6.loss_cls: 0.1774, decode.d6.loss_mask: 0.4214, decode.d6.loss_dice: 0.6361, decode.d7.loss_cls: 0.1750, decode.d7.loss_mask: 0.4201, decode.d7.loss_dice: 0.6377, decode.d8.loss_cls: 0.1702, decode.d8.loss_mask: 0.4201, decode.d8.loss_dice: 0.6381, loss: 13.6076, grad_norm: 57.8480 2023-12-26 13:51:52,683 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 13:51:52,683 - mmseg - INFO - Iter [149000/160000] lr: 6.876e-06, eta: 1:31:47, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1618, decode.loss_mask: 0.4476, decode.loss_dice: 0.6632, decode.d0.loss_cls: 1.1385, decode.d0.loss_mask: 0.4862, decode.d0.loss_dice: 0.7296, decode.d1.loss_cls: 0.2273, decode.d1.loss_mask: 0.4627, decode.d1.loss_dice: 0.6912, decode.d2.loss_cls: 0.1972, decode.d2.loss_mask: 0.4548, decode.d2.loss_dice: 0.6716, decode.d3.loss_cls: 0.1883, decode.d3.loss_mask: 0.4491, decode.d3.loss_dice: 0.6640, decode.d4.loss_cls: 0.1774, decode.d4.loss_mask: 0.4496, decode.d4.loss_dice: 0.6631, decode.d5.loss_cls: 0.1752, decode.d5.loss_mask: 0.4487, decode.d5.loss_dice: 0.6607, decode.d6.loss_cls: 0.1673, decode.d6.loss_mask: 0.4480, decode.d6.loss_dice: 0.6606, decode.d7.loss_cls: 0.1629, decode.d7.loss_mask: 0.4464, decode.d7.loss_dice: 0.6617, decode.d8.loss_cls: 0.1594, decode.d8.loss_mask: 0.4469, decode.d8.loss_dice: 0.6593, loss: 14.0203, grad_norm: 64.4281 2023-12-26 13:52:16,974 - mmseg - INFO - Iter [149050/160000] lr: 6.844e-06, eta: 1:31:22, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1535, decode.loss_mask: 0.4286, decode.loss_dice: 0.6396, decode.d0.loss_cls: 1.1265, decode.d0.loss_mask: 0.4696, decode.d0.loss_dice: 0.7090, decode.d1.loss_cls: 0.2247, decode.d1.loss_mask: 0.4428, decode.d1.loss_dice: 0.6690, decode.d2.loss_cls: 0.1921, decode.d2.loss_mask: 0.4331, decode.d2.loss_dice: 0.6588, decode.d3.loss_cls: 0.1806, decode.d3.loss_mask: 0.4299, decode.d3.loss_dice: 0.6477, decode.d4.loss_cls: 0.1659, decode.d4.loss_mask: 0.4282, decode.d4.loss_dice: 0.6436, decode.d5.loss_cls: 0.1589, decode.d5.loss_mask: 0.4299, decode.d5.loss_dice: 0.6475, decode.d6.loss_cls: 0.1587, decode.d6.loss_mask: 0.4290, decode.d6.loss_dice: 0.6382, decode.d7.loss_cls: 0.1546, decode.d7.loss_mask: 0.4278, decode.d7.loss_dice: 0.6428, decode.d8.loss_cls: 0.1560, decode.d8.loss_mask: 0.4280, decode.d8.loss_dice: 0.6410, loss: 13.5557, grad_norm: 56.2382 2023-12-26 13:52:41,245 - mmseg - INFO - Iter [149100/160000] lr: 6.813e-06, eta: 1:30:57, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1654, decode.loss_mask: 0.4243, decode.loss_dice: 0.6468, decode.d0.loss_cls: 1.1680, decode.d0.loss_mask: 0.4585, decode.d0.loss_dice: 0.7165, decode.d1.loss_cls: 0.2383, decode.d1.loss_mask: 0.4376, decode.d1.loss_dice: 0.6845, decode.d2.loss_cls: 0.2004, decode.d2.loss_mask: 0.4295, decode.d2.loss_dice: 0.6649, decode.d3.loss_cls: 0.1869, decode.d3.loss_mask: 0.4234, decode.d3.loss_dice: 0.6532, decode.d4.loss_cls: 0.1812, decode.d4.loss_mask: 0.4238, decode.d4.loss_dice: 0.6517, decode.d5.loss_cls: 0.1731, decode.d5.loss_mask: 0.4241, decode.d5.loss_dice: 0.6493, decode.d6.loss_cls: 0.1681, decode.d6.loss_mask: 0.4219, decode.d6.loss_dice: 0.6487, decode.d7.loss_cls: 0.1656, decode.d7.loss_mask: 0.4223, decode.d7.loss_dice: 0.6460, decode.d8.loss_cls: 0.1628, decode.d8.loss_mask: 0.4243, decode.d8.loss_dice: 0.6454, loss: 13.7066, grad_norm: 68.9864 2023-12-26 13:53:05,394 - mmseg - INFO - Iter [149150/160000] lr: 6.782e-06, eta: 1:30:32, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1524, decode.loss_mask: 0.4266, decode.loss_dice: 0.6508, decode.d0.loss_cls: 1.1268, decode.d0.loss_mask: 0.4607, decode.d0.loss_dice: 0.7209, decode.d1.loss_cls: 0.2266, decode.d1.loss_mask: 0.4391, decode.d1.loss_dice: 0.6851, decode.d2.loss_cls: 0.1955, decode.d2.loss_mask: 0.4333, decode.d2.loss_dice: 0.6716, decode.d3.loss_cls: 0.1810, decode.d3.loss_mask: 0.4266, decode.d3.loss_dice: 0.6558, decode.d4.loss_cls: 0.1689, decode.d4.loss_mask: 0.4278, decode.d4.loss_dice: 0.6585, decode.d5.loss_cls: 0.1616, decode.d5.loss_mask: 0.4277, decode.d5.loss_dice: 0.6544, decode.d6.loss_cls: 0.1600, decode.d6.loss_mask: 0.4280, decode.d6.loss_dice: 0.6513, decode.d7.loss_cls: 0.1554, decode.d7.loss_mask: 0.4272, decode.d7.loss_dice: 0.6523, decode.d8.loss_cls: 0.1502, decode.d8.loss_mask: 0.4263, decode.d8.loss_dice: 0.6535, loss: 13.6560, grad_norm: 61.6738 2023-12-26 13:53:29,567 - mmseg - INFO - Iter [149200/160000] lr: 6.751e-06, eta: 1:30:06, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1562, decode.loss_mask: 0.4273, decode.loss_dice: 0.6432, decode.d0.loss_cls: 1.1188, decode.d0.loss_mask: 0.4623, decode.d0.loss_dice: 0.7064, decode.d1.loss_cls: 0.2243, decode.d1.loss_mask: 0.4394, decode.d1.loss_dice: 0.6744, decode.d2.loss_cls: 0.1916, decode.d2.loss_mask: 0.4333, decode.d2.loss_dice: 0.6586, decode.d3.loss_cls: 0.1795, decode.d3.loss_mask: 0.4305, decode.d3.loss_dice: 0.6534, decode.d4.loss_cls: 0.1741, decode.d4.loss_mask: 0.4298, decode.d4.loss_dice: 0.6488, decode.d5.loss_cls: 0.1707, decode.d5.loss_mask: 0.4280, decode.d5.loss_dice: 0.6468, decode.d6.loss_cls: 0.1656, decode.d6.loss_mask: 0.4272, decode.d6.loss_dice: 0.6429, decode.d7.loss_cls: 0.1654, decode.d7.loss_mask: 0.4257, decode.d7.loss_dice: 0.6474, decode.d8.loss_cls: 0.1584, decode.d8.loss_mask: 0.4263, decode.d8.loss_dice: 0.6447, loss: 13.6012, grad_norm: 60.3721 2023-12-26 13:53:53,794 - mmseg - INFO - Iter [149250/160000] lr: 6.719e-06, eta: 1:29:41, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1722, decode.loss_mask: 0.4488, decode.loss_dice: 0.6660, decode.d0.loss_cls: 1.1548, decode.d0.loss_mask: 0.4861, decode.d0.loss_dice: 0.7378, decode.d1.loss_cls: 0.2510, decode.d1.loss_mask: 0.4658, decode.d1.loss_dice: 0.7022, decode.d2.loss_cls: 0.2193, decode.d2.loss_mask: 0.4555, decode.d2.loss_dice: 0.6857, decode.d3.loss_cls: 0.2005, decode.d3.loss_mask: 0.4524, decode.d3.loss_dice: 0.6756, decode.d4.loss_cls: 0.1945, decode.d4.loss_mask: 0.4522, decode.d4.loss_dice: 0.6731, decode.d5.loss_cls: 0.1857, decode.d5.loss_mask: 0.4511, decode.d5.loss_dice: 0.6704, decode.d6.loss_cls: 0.1832, decode.d6.loss_mask: 0.4496, decode.d6.loss_dice: 0.6660, decode.d7.loss_cls: 0.1824, decode.d7.loss_mask: 0.4489, decode.d7.loss_dice: 0.6692, decode.d8.loss_cls: 0.1750, decode.d8.loss_mask: 0.4490, decode.d8.loss_dice: 0.6695, loss: 14.2937, grad_norm: 65.1453 2023-12-26 13:54:18,236 - mmseg - INFO - Iter [149300/160000] lr: 6.688e-06, eta: 1:29:16, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1553, decode.loss_mask: 0.3981, decode.loss_dice: 0.6479, decode.d0.loss_cls: 1.1454, decode.d0.loss_mask: 0.4360, decode.d0.loss_dice: 0.7307, decode.d1.loss_cls: 0.2359, decode.d1.loss_mask: 0.4128, decode.d1.loss_dice: 0.6864, decode.d2.loss_cls: 0.1920, decode.d2.loss_mask: 0.4060, decode.d2.loss_dice: 0.6670, decode.d3.loss_cls: 0.1756, decode.d3.loss_mask: 0.4014, decode.d3.loss_dice: 0.6525, decode.d4.loss_cls: 0.1665, decode.d4.loss_mask: 0.4008, decode.d4.loss_dice: 0.6518, decode.d5.loss_cls: 0.1621, decode.d5.loss_mask: 0.4006, decode.d5.loss_dice: 0.6529, decode.d6.loss_cls: 0.1606, decode.d6.loss_mask: 0.3993, decode.d6.loss_dice: 0.6495, decode.d7.loss_cls: 0.1568, decode.d7.loss_mask: 0.3987, decode.d7.loss_dice: 0.6481, decode.d8.loss_cls: 0.1523, decode.d8.loss_mask: 0.3984, decode.d8.loss_dice: 0.6517, loss: 13.3933, grad_norm: 60.2097 2023-12-26 13:54:42,225 - mmseg - INFO - Iter [149350/160000] lr: 6.657e-06, eta: 1:28:51, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1677, decode.loss_mask: 0.4156, decode.loss_dice: 0.6518, decode.d0.loss_cls: 1.1316, decode.d0.loss_mask: 0.4486, decode.d0.loss_dice: 0.7211, decode.d1.loss_cls: 0.2359, decode.d1.loss_mask: 0.4279, decode.d1.loss_dice: 0.6817, decode.d2.loss_cls: 0.2096, decode.d2.loss_mask: 0.4195, decode.d2.loss_dice: 0.6637, decode.d3.loss_cls: 0.1945, decode.d3.loss_mask: 0.4197, decode.d3.loss_dice: 0.6548, decode.d4.loss_cls: 0.1821, decode.d4.loss_mask: 0.4201, decode.d4.loss_dice: 0.6550, decode.d5.loss_cls: 0.1785, decode.d5.loss_mask: 0.4185, decode.d5.loss_dice: 0.6548, decode.d6.loss_cls: 0.1706, decode.d6.loss_mask: 0.4184, decode.d6.loss_dice: 0.6488, decode.d7.loss_cls: 0.1704, decode.d7.loss_mask: 0.4174, decode.d7.loss_dice: 0.6505, decode.d8.loss_cls: 0.1702, decode.d8.loss_mask: 0.4164, decode.d8.loss_dice: 0.6483, loss: 13.6636, grad_norm: 60.5183 2023-12-26 13:55:06,490 - mmseg - INFO - Iter [149400/160000] lr: 6.626e-06, eta: 1:28:26, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1615, decode.loss_mask: 0.4380, decode.loss_dice: 0.6524, decode.d0.loss_cls: 1.1242, decode.d0.loss_mask: 0.4746, decode.d0.loss_dice: 0.7114, decode.d1.loss_cls: 0.2309, decode.d1.loss_mask: 0.4548, decode.d1.loss_dice: 0.6812, decode.d2.loss_cls: 0.2001, decode.d2.loss_mask: 0.4466, decode.d2.loss_dice: 0.6657, decode.d3.loss_cls: 0.1842, decode.d3.loss_mask: 0.4441, decode.d3.loss_dice: 0.6563, decode.d4.loss_cls: 0.1748, decode.d4.loss_mask: 0.4420, decode.d4.loss_dice: 0.6541, decode.d5.loss_cls: 0.1781, decode.d5.loss_mask: 0.4397, decode.d5.loss_dice: 0.6495, decode.d6.loss_cls: 0.1687, decode.d6.loss_mask: 0.4400, decode.d6.loss_dice: 0.6493, decode.d7.loss_cls: 0.1634, decode.d7.loss_mask: 0.4389, decode.d7.loss_dice: 0.6506, decode.d8.loss_cls: 0.1629, decode.d8.loss_mask: 0.4402, decode.d8.loss_dice: 0.6519, loss: 13.8303, grad_norm: 59.0636 2023-12-26 13:55:30,632 - mmseg - INFO - Iter [149450/160000] lr: 6.594e-06, eta: 1:28:01, time: 0.483, data_time: 0.014, memory: 40245, decode.loss_cls: 0.1578, decode.loss_mask: 0.4248, decode.loss_dice: 0.6592, decode.d0.loss_cls: 1.1558, decode.d0.loss_mask: 0.4637, decode.d0.loss_dice: 0.7249, decode.d1.loss_cls: 0.2325, decode.d1.loss_mask: 0.4402, decode.d1.loss_dice: 0.6912, decode.d2.loss_cls: 0.1949, decode.d2.loss_mask: 0.4327, decode.d2.loss_dice: 0.6726, decode.d3.loss_cls: 0.1885, decode.d3.loss_mask: 0.4302, decode.d3.loss_dice: 0.6645, decode.d4.loss_cls: 0.1762, decode.d4.loss_mask: 0.4272, decode.d4.loss_dice: 0.6610, decode.d5.loss_cls: 0.1667, decode.d5.loss_mask: 0.4255, decode.d5.loss_dice: 0.6581, decode.d6.loss_cls: 0.1686, decode.d6.loss_mask: 0.4221, decode.d6.loss_dice: 0.6584, decode.d7.loss_cls: 0.1628, decode.d7.loss_mask: 0.4226, decode.d7.loss_dice: 0.6588, decode.d8.loss_cls: 0.1597, decode.d8.loss_mask: 0.4226, decode.d8.loss_dice: 0.6579, loss: 13.7817, grad_norm: 72.6858 2023-12-26 13:55:54,634 - mmseg - INFO - Iter [149500/160000] lr: 6.563e-06, eta: 1:27:36, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1725, decode.loss_mask: 0.4360, decode.loss_dice: 0.6596, decode.d0.loss_cls: 1.1430, decode.d0.loss_mask: 0.4724, decode.d0.loss_dice: 0.7303, decode.d1.loss_cls: 0.2316, decode.d1.loss_mask: 0.4510, decode.d1.loss_dice: 0.6938, decode.d2.loss_cls: 0.2003, decode.d2.loss_mask: 0.4424, decode.d2.loss_dice: 0.6733, decode.d3.loss_cls: 0.1975, decode.d3.loss_mask: 0.4376, decode.d3.loss_dice: 0.6645, decode.d4.loss_cls: 0.1880, decode.d4.loss_mask: 0.4375, decode.d4.loss_dice: 0.6635, decode.d5.loss_cls: 0.1793, decode.d5.loss_mask: 0.4368, decode.d5.loss_dice: 0.6622, decode.d6.loss_cls: 0.1766, decode.d6.loss_mask: 0.4362, decode.d6.loss_dice: 0.6623, decode.d7.loss_cls: 0.1743, decode.d7.loss_mask: 0.4369, decode.d7.loss_dice: 0.6628, decode.d8.loss_cls: 0.1695, decode.d8.loss_mask: 0.4372, decode.d8.loss_dice: 0.6618, loss: 13.9903, grad_norm: 63.4168 2023-12-26 13:56:18,921 - mmseg - INFO - Iter [149550/160000] lr: 6.532e-06, eta: 1:27:11, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1609, decode.loss_mask: 0.4369, decode.loss_dice: 0.6620, decode.d0.loss_cls: 1.1099, decode.d0.loss_mask: 0.4728, decode.d0.loss_dice: 0.7182, decode.d1.loss_cls: 0.2250, decode.d1.loss_mask: 0.4499, decode.d1.loss_dice: 0.6850, decode.d2.loss_cls: 0.1953, decode.d2.loss_mask: 0.4434, decode.d2.loss_dice: 0.6695, decode.d3.loss_cls: 0.1848, decode.d3.loss_mask: 0.4405, decode.d3.loss_dice: 0.6662, decode.d4.loss_cls: 0.1775, decode.d4.loss_mask: 0.4384, decode.d4.loss_dice: 0.6659, decode.d5.loss_cls: 0.1724, decode.d5.loss_mask: 0.4383, decode.d5.loss_dice: 0.6641, decode.d6.loss_cls: 0.1706, decode.d6.loss_mask: 0.4376, decode.d6.loss_dice: 0.6587, decode.d7.loss_cls: 0.1638, decode.d7.loss_mask: 0.4377, decode.d7.loss_dice: 0.6611, decode.d8.loss_cls: 0.1626, decode.d8.loss_mask: 0.4365, decode.d8.loss_dice: 0.6605, loss: 13.8660, grad_norm: 66.9773 2023-12-26 13:56:43,150 - mmseg - INFO - Iter [149600/160000] lr: 6.501e-06, eta: 1:26:46, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1593, decode.loss_mask: 0.4269, decode.loss_dice: 0.6529, decode.d0.loss_cls: 1.1413, decode.d0.loss_mask: 0.4593, decode.d0.loss_dice: 0.7170, decode.d1.loss_cls: 0.2277, decode.d1.loss_mask: 0.4391, decode.d1.loss_dice: 0.6869, decode.d2.loss_cls: 0.1989, decode.d2.loss_mask: 0.4310, decode.d2.loss_dice: 0.6604, decode.d3.loss_cls: 0.1922, decode.d3.loss_mask: 0.4296, decode.d3.loss_dice: 0.6578, decode.d4.loss_cls: 0.1807, decode.d4.loss_mask: 0.4280, decode.d4.loss_dice: 0.6549, decode.d5.loss_cls: 0.1701, decode.d5.loss_mask: 0.4283, decode.d5.loss_dice: 0.6554, decode.d6.loss_cls: 0.1681, decode.d6.loss_mask: 0.4264, decode.d6.loss_dice: 0.6514, decode.d7.loss_cls: 0.1690, decode.d7.loss_mask: 0.4257, decode.d7.loss_dice: 0.6510, decode.d8.loss_cls: 0.1636, decode.d8.loss_mask: 0.4262, decode.d8.loss_dice: 0.6525, loss: 13.7318, grad_norm: 60.5473 2023-12-26 13:57:07,269 - mmseg - INFO - Iter [149650/160000] lr: 6.469e-06, eta: 1:26:21, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1700, decode.loss_mask: 0.4385, decode.loss_dice: 0.6588, decode.d0.loss_cls: 1.1642, decode.d0.loss_mask: 0.4789, decode.d0.loss_dice: 0.7284, decode.d1.loss_cls: 0.2460, decode.d1.loss_mask: 0.4583, decode.d1.loss_dice: 0.6971, decode.d2.loss_cls: 0.2135, decode.d2.loss_mask: 0.4492, decode.d2.loss_dice: 0.6728, decode.d3.loss_cls: 0.1969, decode.d3.loss_mask: 0.4444, decode.d3.loss_dice: 0.6657, decode.d4.loss_cls: 0.1861, decode.d4.loss_mask: 0.4419, decode.d4.loss_dice: 0.6636, decode.d5.loss_cls: 0.1845, decode.d5.loss_mask: 0.4402, decode.d5.loss_dice: 0.6628, decode.d6.loss_cls: 0.1784, decode.d6.loss_mask: 0.4384, decode.d6.loss_dice: 0.6525, decode.d7.loss_cls: 0.1764, decode.d7.loss_mask: 0.4374, decode.d7.loss_dice: 0.6560, decode.d8.loss_cls: 0.1747, decode.d8.loss_mask: 0.4384, decode.d8.loss_dice: 0.6557, loss: 14.0697, grad_norm: 63.5524 2023-12-26 13:57:31,392 - mmseg - INFO - Iter [149700/160000] lr: 6.438e-06, eta: 1:25:55, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1554, decode.loss_mask: 0.4434, decode.loss_dice: 0.6593, decode.d0.loss_cls: 1.1278, decode.d0.loss_mask: 0.4803, decode.d0.loss_dice: 0.7304, decode.d1.loss_cls: 0.2285, decode.d1.loss_mask: 0.4601, decode.d1.loss_dice: 0.6990, decode.d2.loss_cls: 0.2012, decode.d2.loss_mask: 0.4491, decode.d2.loss_dice: 0.6795, decode.d3.loss_cls: 0.1884, decode.d3.loss_mask: 0.4437, decode.d3.loss_dice: 0.6654, decode.d4.loss_cls: 0.1766, decode.d4.loss_mask: 0.4449, decode.d4.loss_dice: 0.6697, decode.d5.loss_cls: 0.1734, decode.d5.loss_mask: 0.4441, decode.d5.loss_dice: 0.6638, decode.d6.loss_cls: 0.1633, decode.d6.loss_mask: 0.4432, decode.d6.loss_dice: 0.6625, decode.d7.loss_cls: 0.1565, decode.d7.loss_mask: 0.4430, decode.d7.loss_dice: 0.6610, decode.d8.loss_cls: 0.1588, decode.d8.loss_mask: 0.4426, decode.d8.loss_dice: 0.6585, loss: 13.9735, grad_norm: 59.7332 2023-12-26 13:57:55,791 - mmseg - INFO - Iter [149750/160000] lr: 6.407e-06, eta: 1:25:30, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1760, decode.loss_mask: 0.4377, decode.loss_dice: 0.6622, decode.d0.loss_cls: 1.1711, decode.d0.loss_mask: 0.4714, decode.d0.loss_dice: 0.7348, decode.d1.loss_cls: 0.2518, decode.d1.loss_mask: 0.4516, decode.d1.loss_dice: 0.7026, decode.d2.loss_cls: 0.2180, decode.d2.loss_mask: 0.4472, decode.d2.loss_dice: 0.6839, decode.d3.loss_cls: 0.2084, decode.d3.loss_mask: 0.4416, decode.d3.loss_dice: 0.6698, decode.d4.loss_cls: 0.1983, decode.d4.loss_mask: 0.4395, decode.d4.loss_dice: 0.6716, decode.d5.loss_cls: 0.1933, decode.d5.loss_mask: 0.4412, decode.d5.loss_dice: 0.6696, decode.d6.loss_cls: 0.1887, decode.d6.loss_mask: 0.4395, decode.d6.loss_dice: 0.6657, decode.d7.loss_cls: 0.1802, decode.d7.loss_mask: 0.4391, decode.d7.loss_dice: 0.6659, decode.d8.loss_cls: 0.1788, decode.d8.loss_mask: 0.4402, decode.d8.loss_dice: 0.6681, loss: 14.2076, grad_norm: 62.9821 2023-12-26 13:58:20,253 - mmseg - INFO - Iter [149800/160000] lr: 6.376e-06, eta: 1:25:05, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1760, decode.loss_mask: 0.4300, decode.loss_dice: 0.6692, decode.d0.loss_cls: 1.1591, decode.d0.loss_mask: 0.4642, decode.d0.loss_dice: 0.7417, decode.d1.loss_cls: 0.2459, decode.d1.loss_mask: 0.4410, decode.d1.loss_dice: 0.7028, decode.d2.loss_cls: 0.2141, decode.d2.loss_mask: 0.4350, decode.d2.loss_dice: 0.6857, decode.d3.loss_cls: 0.2001, decode.d3.loss_mask: 0.4312, decode.d3.loss_dice: 0.6721, decode.d4.loss_cls: 0.1906, decode.d4.loss_mask: 0.4319, decode.d4.loss_dice: 0.6721, decode.d5.loss_cls: 0.1875, decode.d5.loss_mask: 0.4314, decode.d5.loss_dice: 0.6748, decode.d6.loss_cls: 0.1798, decode.d6.loss_mask: 0.4307, decode.d6.loss_dice: 0.6708, decode.d7.loss_cls: 0.1757, decode.d7.loss_mask: 0.4307, decode.d7.loss_dice: 0.6693, decode.d8.loss_cls: 0.1768, decode.d8.loss_mask: 0.4312, decode.d8.loss_dice: 0.6704, loss: 14.0920, grad_norm: 56.9701 2023-12-26 13:58:44,363 - mmseg - INFO - Iter [149850/160000] lr: 6.344e-06, eta: 1:24:40, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1434, decode.loss_mask: 0.4105, decode.loss_dice: 0.6374, decode.d0.loss_cls: 1.1247, decode.d0.loss_mask: 0.4509, decode.d0.loss_dice: 0.7045, decode.d1.loss_cls: 0.2218, decode.d1.loss_mask: 0.4234, decode.d1.loss_dice: 0.6699, decode.d2.loss_cls: 0.1865, decode.d2.loss_mask: 0.4185, decode.d2.loss_dice: 0.6549, decode.d3.loss_cls: 0.1706, decode.d3.loss_mask: 0.4159, decode.d3.loss_dice: 0.6430, decode.d4.loss_cls: 0.1652, decode.d4.loss_mask: 0.4153, decode.d4.loss_dice: 0.6425, decode.d5.loss_cls: 0.1556, decode.d5.loss_mask: 0.4131, decode.d5.loss_dice: 0.6425, decode.d6.loss_cls: 0.1518, decode.d6.loss_mask: 0.4114, decode.d6.loss_dice: 0.6385, decode.d7.loss_cls: 0.1482, decode.d7.loss_mask: 0.4114, decode.d7.loss_dice: 0.6407, decode.d8.loss_cls: 0.1473, decode.d8.loss_mask: 0.4110, decode.d8.loss_dice: 0.6388, loss: 13.3095, grad_norm: 60.8897 2023-12-26 13:59:08,856 - mmseg - INFO - Iter [149900/160000] lr: 6.313e-06, eta: 1:24:15, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1828, decode.loss_mask: 0.4292, decode.loss_dice: 0.6818, decode.d0.loss_cls: 1.1744, decode.d0.loss_mask: 0.4631, decode.d0.loss_dice: 0.7508, decode.d1.loss_cls: 0.2546, decode.d1.loss_mask: 0.4432, decode.d1.loss_dice: 0.7201, decode.d2.loss_cls: 0.2197, decode.d2.loss_mask: 0.4343, decode.d2.loss_dice: 0.6953, decode.d3.loss_cls: 0.2087, decode.d3.loss_mask: 0.4309, decode.d3.loss_dice: 0.6890, decode.d4.loss_cls: 0.1977, decode.d4.loss_mask: 0.4306, decode.d4.loss_dice: 0.6869, decode.d5.loss_cls: 0.1916, decode.d5.loss_mask: 0.4289, decode.d5.loss_dice: 0.6867, decode.d6.loss_cls: 0.1900, decode.d6.loss_mask: 0.4298, decode.d6.loss_dice: 0.6809, decode.d7.loss_cls: 0.1886, decode.d7.loss_mask: 0.4287, decode.d7.loss_dice: 0.6811, decode.d8.loss_cls: 0.1877, decode.d8.loss_mask: 0.4285, decode.d8.loss_dice: 0.6800, loss: 14.2952, grad_norm: 68.0937 2023-12-26 13:59:33,058 - mmseg - INFO - Iter [149950/160000] lr: 6.282e-06, eta: 1:23:50, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1494, decode.loss_mask: 0.4281, decode.loss_dice: 0.6440, decode.d0.loss_cls: 1.1439, decode.d0.loss_mask: 0.4602, decode.d0.loss_dice: 0.7089, decode.d1.loss_cls: 0.2243, decode.d1.loss_mask: 0.4360, decode.d1.loss_dice: 0.6730, decode.d2.loss_cls: 0.1905, decode.d2.loss_mask: 0.4316, decode.d2.loss_dice: 0.6558, decode.d3.loss_cls: 0.1724, decode.d3.loss_mask: 0.4287, decode.d3.loss_dice: 0.6531, decode.d4.loss_cls: 0.1665, decode.d4.loss_mask: 0.4283, decode.d4.loss_dice: 0.6467, decode.d5.loss_cls: 0.1626, decode.d5.loss_mask: 0.4274, decode.d5.loss_dice: 0.6467, decode.d6.loss_cls: 0.1579, decode.d6.loss_mask: 0.4275, decode.d6.loss_dice: 0.6436, decode.d7.loss_cls: 0.1544, decode.d7.loss_mask: 0.4262, decode.d7.loss_dice: 0.6453, decode.d8.loss_cls: 0.1511, decode.d8.loss_mask: 0.4277, decode.d8.loss_dice: 0.6479, loss: 13.5595, grad_norm: 66.2028 2023-12-26 13:59:57,261 - mmseg - INFO - Saving checkpoint at 150000 iterations 2023-12-26 13:59:59,787 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 13:59:59,787 - mmseg - INFO - Iter [150000/160000] lr: 6.251e-06, eta: 1:23:25, time: 0.535, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1744, decode.loss_mask: 0.4183, decode.loss_dice: 0.6494, decode.d0.loss_cls: 1.1921, decode.d0.loss_mask: 0.4635, decode.d0.loss_dice: 0.7229, decode.d1.loss_cls: 0.2561, decode.d1.loss_mask: 0.4336, decode.d1.loss_dice: 0.6795, decode.d2.loss_cls: 0.2187, decode.d2.loss_mask: 0.4276, decode.d2.loss_dice: 0.6663, decode.d3.loss_cls: 0.2037, decode.d3.loss_mask: 0.4244, decode.d3.loss_dice: 0.6554, decode.d4.loss_cls: 0.1949, decode.d4.loss_mask: 0.4225, decode.d4.loss_dice: 0.6565, decode.d5.loss_cls: 0.1894, decode.d5.loss_mask: 0.4206, decode.d5.loss_dice: 0.6537, decode.d6.loss_cls: 0.1849, decode.d6.loss_mask: 0.4200, decode.d6.loss_dice: 0.6513, decode.d7.loss_cls: 0.1779, decode.d7.loss_mask: 0.4190, decode.d7.loss_dice: 0.6553, decode.d8.loss_cls: 0.1783, decode.d8.loss_mask: 0.4192, decode.d8.loss_dice: 0.6533, loss: 13.8827, grad_norm: 61.8619 2023-12-26 14:00:21,515 - mmseg - INFO - per class results: 2023-12-26 14:00:21,521 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.8 | 87.95 | | building | 83.44 | 92.29 | | sky | 94.6 | 97.53 | | floor | 83.02 | 90.61 | | tree | 75.27 | 87.73 | | ceiling | 85.16 | 91.56 | | road | 85.3 | 90.57 | | bed | 91.08 | 96.0 | | windowpane | 63.06 | 80.99 | | grass | 69.54 | 81.23 | | cabinet | 57.76 | 71.82 | | sidewalk | 68.92 | 82.57 | | person | 84.16 | 93.27 | | earth | 38.89 | 55.88 | | door | 54.27 | 72.48 | | table | 65.03 | 81.27 | | mountain | 62.98 | 74.21 | | plant | 52.02 | 67.62 | | curtain | 74.12 | 84.85 | | chair | 64.46 | 78.46 | | car | 86.95 | 93.27 | | water | 53.02 | 63.93 | | painting | 73.51 | 87.26 | | sofa | 69.83 | 83.91 | | shelf | 45.16 | 60.54 | | house | 40.47 | 61.51 | | sea | 59.28 | 90.29 | | mirror | 74.92 | 82.68 | | rug | 65.8 | 77.81 | | field | 30.98 | 44.8 | | armchair | 44.78 | 63.18 | | seat | 61.48 | 85.57 | | fence | 52.97 | 68.73 | | desk | 52.68 | 76.91 | | rock | 49.67 | 74.08 | | wardrobe | 46.41 | 70.49 | | lamp | 71.69 | 82.61 | | bathtub | 82.31 | 85.83 | | railing | 36.11 | 51.27 | | cushion | 61.85 | 74.88 | | base | 44.82 | 62.04 | | box | 29.27 | 39.47 | | column | 52.93 | 65.44 | | signboard | 39.39 | 58.12 | | chest of drawers | 36.11 | 62.39 | | counter | 40.38 | 47.21 | | sand | 47.89 | 68.93 | | sink | 75.92 | 85.61 | | skyscraper | 34.6 | 42.06 | | fireplace | 75.88 | 88.69 | | refrigerator | 77.91 | 86.44 | | grandstand | 50.3 | 79.82 | | path | 20.25 | 34.49 | | stairs | 32.8 | 41.56 | | runway | 75.69 | 96.75 | | case | 42.03 | 61.61 | | pool table | 94.72 | 96.89 | | pillow | 60.16 | 71.49 | | screen door | 57.04 | 68.39 | | stairway | 32.6 | 41.81 | | river | 13.31 | 22.72 | | bridge | 80.59 | 91.2 | | bookcase | 38.55 | 52.17 | | blind | 45.78 | 51.12 | | coffee table | 66.63 | 83.35 | | toilet | 87.24 | 92.02 | | flower | 39.8 | 57.31 | | book | 51.93 | 69.22 | | hill | 13.69 | 27.13 | | bench | 50.23 | 56.49 | | countertop | 58.23 | 73.01 | | stove | 84.51 | 92.07 | | palm | 56.9 | 77.46 | | kitchen island | 56.31 | 87.94 | | computer | 62.28 | 67.16 | | swivel chair | 46.4 | 60.8 | | boat | 35.89 | 54.75 | | bar | 30.36 | 40.95 | | arcade machine | 83.88 | 92.96 | | hovel | 33.25 | 49.22 | | bus | 91.87 | 97.02 | | towel | 67.97 | 78.51 | | light | 62.63 | 77.1 | | truck | 42.7 | 54.59 | | tower | 51.92 | 73.65 | | chandelier | 70.34 | 85.97 | | awning | 34.4 | 41.43 | | streetlight | 40.18 | 55.39 | | booth | 59.1 | 76.67 | | television receiver | 76.71 | 84.53 | | airplane | 58.33 | 74.8 | | dirt track | 18.08 | 36.49 | | apparel | 44.96 | 71.05 | | pole | 33.33 | 54.58 | | land | 2.95 | 5.15 | | bannister | 22.47 | 41.31 | | escalator | 24.79 | 25.45 | | ottoman | 50.61 | 67.18 | | bottle | 28.16 | 35.03 | | buffet | 44.55 | 54.84 | | poster | 19.36 | 30.47 | | stage | 13.19 | 27.63 | | van | 43.18 | 61.46 | | ship | 6.71 | 10.63 | | fountain | 20.87 | 21.62 | | conveyer belt | 81.59 | 91.48 | | canopy | 12.38 | 21.24 | | washer | 72.66 | 74.88 | | plaything | 21.78 | 36.46 | | swimming pool | 55.56 | 64.48 | | stool | 45.03 | 71.39 | | barrel | 63.06 | 74.72 | | basket | 36.75 | 47.03 | | waterfall | 41.17 | 55.62 | | tent | 89.59 | 98.59 | | bag | 26.35 | 35.16 | | minibike | 68.84 | 89.29 | | cradle | 85.97 | 97.7 | | oven | 27.47 | 70.66 | | ball | 48.0 | 55.85 | | food | 66.06 | 79.16 | | step | 18.27 | 30.22 | | tank | 51.73 | 53.91 | | trade name | 25.49 | 32.13 | | microwave | 46.08 | 51.13 | | pot | 56.85 | 68.24 | | animal | 54.31 | 55.15 | | bicycle | 62.04 | 82.4 | | lake | 49.68 | 72.22 | | dishwasher | 68.41 | 73.71 | | screen | 63.72 | 92.21 | | blanket | 26.36 | 29.66 | | sculpture | 59.49 | 86.32 | | hood | 86.56 | 93.79 | | sconce | 55.48 | 72.69 | | vase | 51.13 | 69.21 | | traffic light | 44.24 | 67.8 | | tray | 25.2 | 34.06 | | ashcan | 51.58 | 75.29 | | fan | 68.94 | 85.03 | | pier | 37.13 | 43.03 | | crt screen | 2.25 | 8.74 | | plate | 60.57 | 76.28 | | monitor | 16.24 | 22.72 | | bulletin board | 48.8 | 76.44 | | shower | 3.31 | 21.32 | | radiator | 71.71 | 83.95 | | glass | 21.81 | 23.99 | | clock | 53.99 | 66.7 | | flag | 37.51 | 42.8 | +---------------------+-------+-------+ 2023-12-26 14:00:21,521 - mmseg - INFO - Summary: 2023-12-26 14:00:21,521 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 84.07 | 52.26 | 65.56 | +-------+-------+-------+ 2023-12-26 14:00:21,522 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 14:00:21,522 - mmseg - INFO - Iter(val) [250] aAcc: 0.8407, mIoU: 0.5226, mAcc: 0.6556, IoU.wall: 0.7980, IoU.building: 0.8344, IoU.sky: 0.9460, IoU.floor: 0.8302, IoU.tree: 0.7527, IoU.ceiling: 0.8516, IoU.road: 0.8530, IoU.bed : 0.9108, IoU.windowpane: 0.6306, IoU.grass: 0.6954, IoU.cabinet: 0.5776, IoU.sidewalk: 0.6892, IoU.person: 0.8416, IoU.earth: 0.3889, IoU.door: 0.5427, IoU.table: 0.6503, IoU.mountain: 0.6298, IoU.plant: 0.5202, IoU.curtain: 0.7412, IoU.chair: 0.6446, IoU.car: 0.8695, IoU.water: 0.5302, IoU.painting: 0.7351, IoU.sofa: 0.6983, IoU.shelf: 0.4516, IoU.house: 0.4047, IoU.sea: 0.5928, IoU.mirror: 0.7492, IoU.rug: 0.6580, IoU.field: 0.3098, IoU.armchair: 0.4478, IoU.seat: 0.6148, IoU.fence: 0.5297, IoU.desk: 0.5268, IoU.rock: 0.4967, IoU.wardrobe: 0.4641, IoU.lamp: 0.7169, IoU.bathtub: 0.8231, IoU.railing: 0.3611, IoU.cushion: 0.6185, IoU.base: 0.4482, IoU.box: 0.2927, IoU.column: 0.5293, IoU.signboard: 0.3939, IoU.chest of drawers: 0.3611, IoU.counter: 0.4038, IoU.sand: 0.4789, IoU.sink: 0.7592, IoU.skyscraper: 0.3460, IoU.fireplace: 0.7588, IoU.refrigerator: 0.7791, IoU.grandstand: 0.5030, IoU.path: 0.2025, IoU.stairs: 0.3280, IoU.runway: 0.7569, IoU.case: 0.4203, IoU.pool table: 0.9472, IoU.pillow: 0.6016, IoU.screen door: 0.5704, IoU.stairway: 0.3260, IoU.river: 0.1331, IoU.bridge: 0.8059, IoU.bookcase: 0.3855, IoU.blind: 0.4578, IoU.coffee table: 0.6663, IoU.toilet: 0.8724, IoU.flower: 0.3980, IoU.book: 0.5193, IoU.hill: 0.1369, IoU.bench: 0.5023, IoU.countertop: 0.5823, IoU.stove: 0.8451, IoU.palm: 0.5690, IoU.kitchen island: 0.5631, IoU.computer: 0.6228, IoU.swivel chair: 0.4640, IoU.boat: 0.3589, IoU.bar: 0.3036, IoU.arcade machine: 0.8388, IoU.hovel: 0.3325, IoU.bus: 0.9187, IoU.towel: 0.6797, IoU.light: 0.6263, IoU.truck: 0.4270, IoU.tower: 0.5192, IoU.chandelier: 0.7034, IoU.awning: 0.3440, IoU.streetlight: 0.4018, IoU.booth: 0.5910, IoU.television receiver: 0.7671, IoU.airplane: 0.5833, IoU.dirt track: 0.1808, IoU.apparel: 0.4496, IoU.pole: 0.3333, IoU.land: 0.0295, IoU.bannister: 0.2247, IoU.escalator: 0.2479, IoU.ottoman: 0.5061, IoU.bottle: 0.2816, IoU.buffet: 0.4455, IoU.poster: 0.1936, IoU.stage: 0.1319, IoU.van: 0.4318, IoU.ship: 0.0671, IoU.fountain: 0.2087, IoU.conveyer belt: 0.8159, IoU.canopy: 0.1238, IoU.washer: 0.7266, IoU.plaything: 0.2178, IoU.swimming pool: 0.5556, IoU.stool: 0.4503, IoU.barrel: 0.6306, IoU.basket: 0.3675, IoU.waterfall: 0.4117, IoU.tent: 0.8959, IoU.bag: 0.2635, IoU.minibike: 0.6884, IoU.cradle: 0.8597, IoU.oven: 0.2747, IoU.ball: 0.4800, IoU.food: 0.6606, IoU.step: 0.1827, IoU.tank: 0.5173, IoU.trade name: 0.2549, IoU.microwave: 0.4608, IoU.pot: 0.5685, IoU.animal: 0.5431, IoU.bicycle: 0.6204, IoU.lake: 0.4968, IoU.dishwasher: 0.6841, IoU.screen: 0.6372, IoU.blanket: 0.2636, IoU.sculpture: 0.5949, IoU.hood: 0.8656, IoU.sconce: 0.5548, IoU.vase: 0.5113, IoU.traffic light: 0.4424, IoU.tray: 0.2520, IoU.ashcan: 0.5158, IoU.fan: 0.6894, IoU.pier: 0.3713, IoU.crt screen: 0.0225, IoU.plate: 0.6057, IoU.monitor: 0.1624, IoU.bulletin board: 0.4880, IoU.shower: 0.0331, IoU.radiator: 0.7171, IoU.glass: 0.2181, IoU.clock: 0.5399, IoU.flag: 0.3751, Acc.wall: 0.8795, Acc.building: 0.9229, Acc.sky: 0.9753, Acc.floor: 0.9061, Acc.tree: 0.8773, Acc.ceiling: 0.9156, Acc.road: 0.9057, Acc.bed : 0.9600, Acc.windowpane: 0.8099, Acc.grass: 0.8123, Acc.cabinet: 0.7182, Acc.sidewalk: 0.8257, Acc.person: 0.9327, Acc.earth: 0.5588, Acc.door: 0.7248, Acc.table: 0.8127, Acc.mountain: 0.7421, Acc.plant: 0.6762, Acc.curtain: 0.8485, Acc.chair: 0.7846, Acc.car: 0.9327, Acc.water: 0.6393, Acc.painting: 0.8726, Acc.sofa: 0.8391, Acc.shelf: 0.6054, Acc.house: 0.6151, Acc.sea: 0.9029, Acc.mirror: 0.8268, Acc.rug: 0.7781, Acc.field: 0.4480, Acc.armchair: 0.6318, Acc.seat: 0.8557, Acc.fence: 0.6873, Acc.desk: 0.7691, Acc.rock: 0.7408, Acc.wardrobe: 0.7049, Acc.lamp: 0.8261, Acc.bathtub: 0.8583, Acc.railing: 0.5127, Acc.cushion: 0.7488, Acc.base: 0.6204, Acc.box: 0.3947, Acc.column: 0.6544, Acc.signboard: 0.5812, Acc.chest of drawers: 0.6239, Acc.counter: 0.4721, Acc.sand: 0.6893, Acc.sink: 0.8561, Acc.skyscraper: 0.4206, Acc.fireplace: 0.8869, Acc.refrigerator: 0.8644, Acc.grandstand: 0.7982, Acc.path: 0.3449, Acc.stairs: 0.4156, Acc.runway: 0.9675, Acc.case: 0.6161, Acc.pool table: 0.9689, Acc.pillow: 0.7149, Acc.screen door: 0.6839, Acc.stairway: 0.4181, Acc.river: 0.2272, Acc.bridge: 0.9120, Acc.bookcase: 0.5217, Acc.blind: 0.5112, Acc.coffee table: 0.8335, Acc.toilet: 0.9202, Acc.flower: 0.5731, Acc.book: 0.6922, Acc.hill: 0.2713, Acc.bench: 0.5649, Acc.countertop: 0.7301, Acc.stove: 0.9207, Acc.palm: 0.7746, Acc.kitchen island: 0.8794, Acc.computer: 0.6716, Acc.swivel chair: 0.6080, Acc.boat: 0.5475, Acc.bar: 0.4095, Acc.arcade machine: 0.9296, Acc.hovel: 0.4922, Acc.bus: 0.9702, Acc.towel: 0.7851, Acc.light: 0.7710, Acc.truck: 0.5459, Acc.tower: 0.7365, Acc.chandelier: 0.8597, Acc.awning: 0.4143, Acc.streetlight: 0.5539, Acc.booth: 0.7667, Acc.television receiver: 0.8453, Acc.airplane: 0.7480, Acc.dirt track: 0.3649, Acc.apparel: 0.7105, Acc.pole: 0.5458, Acc.land: 0.0515, Acc.bannister: 0.4131, Acc.escalator: 0.2545, Acc.ottoman: 0.6718, Acc.bottle: 0.3503, Acc.buffet: 0.5484, Acc.poster: 0.3047, Acc.stage: 0.2763, Acc.van: 0.6146, Acc.ship: 0.1063, Acc.fountain: 0.2162, Acc.conveyer belt: 0.9148, Acc.canopy: 0.2124, Acc.washer: 0.7488, Acc.plaything: 0.3646, Acc.swimming pool: 0.6448, Acc.stool: 0.7139, Acc.barrel: 0.7472, Acc.basket: 0.4703, Acc.waterfall: 0.5562, Acc.tent: 0.9859, Acc.bag: 0.3516, Acc.minibike: 0.8929, Acc.cradle: 0.9770, Acc.oven: 0.7066, Acc.ball: 0.5585, Acc.food: 0.7916, Acc.step: 0.3022, Acc.tank: 0.5391, Acc.trade name: 0.3213, Acc.microwave: 0.5113, Acc.pot: 0.6824, Acc.animal: 0.5515, Acc.bicycle: 0.8240, Acc.lake: 0.7222, Acc.dishwasher: 0.7371, Acc.screen: 0.9221, Acc.blanket: 0.2966, Acc.sculpture: 0.8632, Acc.hood: 0.9379, Acc.sconce: 0.7269, Acc.vase: 0.6921, Acc.traffic light: 0.6780, Acc.tray: 0.3406, Acc.ashcan: 0.7529, Acc.fan: 0.8503, Acc.pier: 0.4303, Acc.crt screen: 0.0874, Acc.plate: 0.7628, Acc.monitor: 0.2272, Acc.bulletin board: 0.7644, Acc.shower: 0.2132, Acc.radiator: 0.8395, Acc.glass: 0.2399, Acc.clock: 0.6670, Acc.flag: 0.4280 2023-12-26 14:00:45,705 - mmseg - INFO - Iter [150050/160000] lr: 6.219e-06, eta: 1:23:02, time: 0.918, data_time: 0.447, memory: 40245, decode.loss_cls: 0.1396, decode.loss_mask: 0.4405, decode.loss_dice: 0.6595, decode.d0.loss_cls: 1.1203, decode.d0.loss_mask: 0.4782, decode.d0.loss_dice: 0.7239, decode.d1.loss_cls: 0.2138, decode.d1.loss_mask: 0.4549, decode.d1.loss_dice: 0.6963, decode.d2.loss_cls: 0.1770, decode.d2.loss_mask: 0.4458, decode.d2.loss_dice: 0.6734, decode.d3.loss_cls: 0.1631, decode.d3.loss_mask: 0.4429, decode.d3.loss_dice: 0.6637, decode.d4.loss_cls: 0.1572, decode.d4.loss_mask: 0.4400, decode.d4.loss_dice: 0.6636, decode.d5.loss_cls: 0.1481, decode.d5.loss_mask: 0.4410, decode.d5.loss_dice: 0.6647, decode.d6.loss_cls: 0.1469, decode.d6.loss_mask: 0.4408, decode.d6.loss_dice: 0.6600, decode.d7.loss_cls: 0.1425, decode.d7.loss_mask: 0.4390, decode.d7.loss_dice: 0.6626, decode.d8.loss_cls: 0.1406, decode.d8.loss_mask: 0.4399, decode.d8.loss_dice: 0.6588, loss: 13.7387, grad_norm: 66.3486 2023-12-26 14:01:10,113 - mmseg - INFO - Iter [150100/160000] lr: 6.188e-06, eta: 1:22:37, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1658, decode.loss_mask: 0.4295, decode.loss_dice: 0.6538, decode.d0.loss_cls: 1.1289, decode.d0.loss_mask: 0.4662, decode.d0.loss_dice: 0.7188, decode.d1.loss_cls: 0.2311, decode.d1.loss_mask: 0.4435, decode.d1.loss_dice: 0.6951, decode.d2.loss_cls: 0.2056, decode.d2.loss_mask: 0.4364, decode.d2.loss_dice: 0.6723, decode.d3.loss_cls: 0.1910, decode.d3.loss_mask: 0.4357, decode.d3.loss_dice: 0.6642, decode.d4.loss_cls: 0.1779, decode.d4.loss_mask: 0.4343, decode.d4.loss_dice: 0.6596, decode.d5.loss_cls: 0.1742, decode.d5.loss_mask: 0.4332, decode.d5.loss_dice: 0.6613, decode.d6.loss_cls: 0.1733, decode.d6.loss_mask: 0.4303, decode.d6.loss_dice: 0.6595, decode.d7.loss_cls: 0.1720, decode.d7.loss_mask: 0.4312, decode.d7.loss_dice: 0.6562, decode.d8.loss_cls: 0.1682, decode.d8.loss_mask: 0.4304, decode.d8.loss_dice: 0.6574, loss: 13.8571, grad_norm: 59.0246 2023-12-26 14:01:34,377 - mmseg - INFO - Iter [150150/160000] lr: 6.157e-06, eta: 1:22:11, time: 0.485, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1670, decode.loss_mask: 0.4303, decode.loss_dice: 0.6580, decode.d0.loss_cls: 1.1483, decode.d0.loss_mask: 0.4708, decode.d0.loss_dice: 0.7222, decode.d1.loss_cls: 0.2433, decode.d1.loss_mask: 0.4440, decode.d1.loss_dice: 0.6880, decode.d2.loss_cls: 0.2015, decode.d2.loss_mask: 0.4365, decode.d2.loss_dice: 0.6712, decode.d3.loss_cls: 0.1852, decode.d3.loss_mask: 0.4346, decode.d3.loss_dice: 0.6623, decode.d4.loss_cls: 0.1777, decode.d4.loss_mask: 0.4335, decode.d4.loss_dice: 0.6615, decode.d5.loss_cls: 0.1748, decode.d5.loss_mask: 0.4327, decode.d5.loss_dice: 0.6598, decode.d6.loss_cls: 0.1719, decode.d6.loss_mask: 0.4318, decode.d6.loss_dice: 0.6585, decode.d7.loss_cls: 0.1685, decode.d7.loss_mask: 0.4310, decode.d7.loss_dice: 0.6562, decode.d8.loss_cls: 0.1678, decode.d8.loss_mask: 0.4309, decode.d8.loss_dice: 0.6580, loss: 13.8780, grad_norm: 56.9892 2023-12-26 14:02:01,021 - mmseg - INFO - Iter [150200/160000] lr: 6.126e-06, eta: 1:21:47, time: 0.533, data_time: 0.060, memory: 40245, decode.loss_cls: 0.1563, decode.loss_mask: 0.4295, decode.loss_dice: 0.6592, decode.d0.loss_cls: 1.1484, decode.d0.loss_mask: 0.4669, decode.d0.loss_dice: 0.7232, decode.d1.loss_cls: 0.2321, decode.d1.loss_mask: 0.4465, decode.d1.loss_dice: 0.6916, decode.d2.loss_cls: 0.1887, decode.d2.loss_mask: 0.4386, decode.d2.loss_dice: 0.6812, decode.d3.loss_cls: 0.1822, decode.d3.loss_mask: 0.4330, decode.d3.loss_dice: 0.6687, decode.d4.loss_cls: 0.1692, decode.d4.loss_mask: 0.4342, decode.d4.loss_dice: 0.6695, decode.d5.loss_cls: 0.1613, decode.d5.loss_mask: 0.4321, decode.d5.loss_dice: 0.6688, decode.d6.loss_cls: 0.1646, decode.d6.loss_mask: 0.4322, decode.d6.loss_dice: 0.6624, decode.d7.loss_cls: 0.1590, decode.d7.loss_mask: 0.4304, decode.d7.loss_dice: 0.6594, decode.d8.loss_cls: 0.1552, decode.d8.loss_mask: 0.4307, decode.d8.loss_dice: 0.6616, loss: 13.8370, grad_norm: 60.8041 2023-12-26 14:02:25,487 - mmseg - INFO - Iter [150250/160000] lr: 6.094e-06, eta: 1:21:21, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1410, decode.loss_mask: 0.4210, decode.loss_dice: 0.6438, decode.d0.loss_cls: 1.1250, decode.d0.loss_mask: 0.4572, decode.d0.loss_dice: 0.7089, decode.d1.loss_cls: 0.2141, decode.d1.loss_mask: 0.4351, decode.d1.loss_dice: 0.6774, decode.d2.loss_cls: 0.1808, decode.d2.loss_mask: 0.4294, decode.d2.loss_dice: 0.6620, decode.d3.loss_cls: 0.1698, decode.d3.loss_mask: 0.4236, decode.d3.loss_dice: 0.6487, decode.d4.loss_cls: 0.1581, decode.d4.loss_mask: 0.4233, decode.d4.loss_dice: 0.6499, decode.d5.loss_cls: 0.1535, decode.d5.loss_mask: 0.4234, decode.d5.loss_dice: 0.6483, decode.d6.loss_cls: 0.1509, decode.d6.loss_mask: 0.4209, decode.d6.loss_dice: 0.6461, decode.d7.loss_cls: 0.1457, decode.d7.loss_mask: 0.4206, decode.d7.loss_dice: 0.6441, decode.d8.loss_cls: 0.1416, decode.d8.loss_mask: 0.4214, decode.d8.loss_dice: 0.6469, loss: 13.4326, grad_norm: 57.0777 2023-12-26 14:02:49,738 - mmseg - INFO - Iter [150300/160000] lr: 6.063e-06, eta: 1:20:56, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1488, decode.loss_mask: 0.4258, decode.loss_dice: 0.6527, decode.d0.loss_cls: 1.1247, decode.d0.loss_mask: 0.4623, decode.d0.loss_dice: 0.7202, decode.d1.loss_cls: 0.2205, decode.d1.loss_mask: 0.4385, decode.d1.loss_dice: 0.6847, decode.d2.loss_cls: 0.1853, decode.d2.loss_mask: 0.4324, decode.d2.loss_dice: 0.6687, decode.d3.loss_cls: 0.1704, decode.d3.loss_mask: 0.4282, decode.d3.loss_dice: 0.6619, decode.d4.loss_cls: 0.1681, decode.d4.loss_mask: 0.4282, decode.d4.loss_dice: 0.6605, decode.d5.loss_cls: 0.1639, decode.d5.loss_mask: 0.4277, decode.d5.loss_dice: 0.6546, decode.d6.loss_cls: 0.1574, decode.d6.loss_mask: 0.4269, decode.d6.loss_dice: 0.6559, decode.d7.loss_cls: 0.1561, decode.d7.loss_mask: 0.4273, decode.d7.loss_dice: 0.6546, decode.d8.loss_cls: 0.1547, decode.d8.loss_mask: 0.4261, decode.d8.loss_dice: 0.6523, loss: 13.6393, grad_norm: 52.1902 2023-12-26 14:03:14,428 - mmseg - INFO - Iter [150350/160000] lr: 6.032e-06, eta: 1:20:31, time: 0.494, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1549, decode.loss_mask: 0.4251, decode.loss_dice: 0.6540, decode.d0.loss_cls: 1.1305, decode.d0.loss_mask: 0.4570, decode.d0.loss_dice: 0.7196, decode.d1.loss_cls: 0.2340, decode.d1.loss_mask: 0.4336, decode.d1.loss_dice: 0.6843, decode.d2.loss_cls: 0.2027, decode.d2.loss_mask: 0.4294, decode.d2.loss_dice: 0.6735, decode.d3.loss_cls: 0.1807, decode.d3.loss_mask: 0.4286, decode.d3.loss_dice: 0.6618, decode.d4.loss_cls: 0.1702, decode.d4.loss_mask: 0.4269, decode.d4.loss_dice: 0.6604, decode.d5.loss_cls: 0.1621, decode.d5.loss_mask: 0.4266, decode.d5.loss_dice: 0.6619, decode.d6.loss_cls: 0.1651, decode.d6.loss_mask: 0.4260, decode.d6.loss_dice: 0.6538, decode.d7.loss_cls: 0.1532, decode.d7.loss_mask: 0.4256, decode.d7.loss_dice: 0.6543, decode.d8.loss_cls: 0.1542, decode.d8.loss_mask: 0.4252, decode.d8.loss_dice: 0.6586, loss: 13.6940, grad_norm: 57.4186 2023-12-26 14:03:38,585 - mmseg - INFO - Iter [150400/160000] lr: 6.001e-06, eta: 1:20:06, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1537, decode.loss_mask: 0.4318, decode.loss_dice: 0.6459, decode.d0.loss_cls: 1.1457, decode.d0.loss_mask: 0.4662, decode.d0.loss_dice: 0.7067, decode.d1.loss_cls: 0.2280, decode.d1.loss_mask: 0.4427, decode.d1.loss_dice: 0.6755, decode.d2.loss_cls: 0.1925, decode.d2.loss_mask: 0.4367, decode.d2.loss_dice: 0.6608, decode.d3.loss_cls: 0.1798, decode.d3.loss_mask: 0.4355, decode.d3.loss_dice: 0.6506, decode.d4.loss_cls: 0.1686, decode.d4.loss_mask: 0.4343, decode.d4.loss_dice: 0.6465, decode.d5.loss_cls: 0.1657, decode.d5.loss_mask: 0.4330, decode.d5.loss_dice: 0.6484, decode.d6.loss_cls: 0.1602, decode.d6.loss_mask: 0.4320, decode.d6.loss_dice: 0.6449, decode.d7.loss_cls: 0.1591, decode.d7.loss_mask: 0.4309, decode.d7.loss_dice: 0.6405, decode.d8.loss_cls: 0.1562, decode.d8.loss_mask: 0.4297, decode.d8.loss_dice: 0.6435, loss: 13.6454, grad_norm: 57.9680 2023-12-26 14:04:02,973 - mmseg - INFO - Iter [150450/160000] lr: 5.969e-06, eta: 1:19:41, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1468, decode.loss_mask: 0.4223, decode.loss_dice: 0.6259, decode.d0.loss_cls: 1.1082, decode.d0.loss_mask: 0.4575, decode.d0.loss_dice: 0.6908, decode.d1.loss_cls: 0.2132, decode.d1.loss_mask: 0.4363, decode.d1.loss_dice: 0.6567, decode.d2.loss_cls: 0.1775, decode.d2.loss_mask: 0.4288, decode.d2.loss_dice: 0.6384, decode.d3.loss_cls: 0.1712, decode.d3.loss_mask: 0.4248, decode.d3.loss_dice: 0.6307, decode.d4.loss_cls: 0.1643, decode.d4.loss_mask: 0.4240, decode.d4.loss_dice: 0.6302, decode.d5.loss_cls: 0.1573, decode.d5.loss_mask: 0.4227, decode.d5.loss_dice: 0.6272, decode.d6.loss_cls: 0.1513, decode.d6.loss_mask: 0.4225, decode.d6.loss_dice: 0.6249, decode.d7.loss_cls: 0.1517, decode.d7.loss_mask: 0.4227, decode.d7.loss_dice: 0.6234, decode.d8.loss_cls: 0.1449, decode.d8.loss_mask: 0.4226, decode.d8.loss_dice: 0.6258, loss: 13.2443, grad_norm: 64.2882 2023-12-26 14:04:27,146 - mmseg - INFO - Iter [150500/160000] lr: 5.938e-06, eta: 1:19:16, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1644, decode.loss_mask: 0.4425, decode.loss_dice: 0.6616, decode.d0.loss_cls: 1.1529, decode.d0.loss_mask: 0.4806, decode.d0.loss_dice: 0.7240, decode.d1.loss_cls: 0.2356, decode.d1.loss_mask: 0.4559, decode.d1.loss_dice: 0.6979, decode.d2.loss_cls: 0.2025, decode.d2.loss_mask: 0.4501, decode.d2.loss_dice: 0.6824, decode.d3.loss_cls: 0.1877, decode.d3.loss_mask: 0.4444, decode.d3.loss_dice: 0.6707, decode.d4.loss_cls: 0.1827, decode.d4.loss_mask: 0.4440, decode.d4.loss_dice: 0.6660, decode.d5.loss_cls: 0.1760, decode.d5.loss_mask: 0.4446, decode.d5.loss_dice: 0.6678, decode.d6.loss_cls: 0.1683, decode.d6.loss_mask: 0.4431, decode.d6.loss_dice: 0.6637, decode.d7.loss_cls: 0.1685, decode.d7.loss_mask: 0.4429, decode.d7.loss_dice: 0.6656, decode.d8.loss_cls: 0.1655, decode.d8.loss_mask: 0.4437, decode.d8.loss_dice: 0.6628, loss: 14.0585, grad_norm: 61.3437 2023-12-26 14:04:51,424 - mmseg - INFO - Iter [150550/160000] lr: 5.907e-06, eta: 1:18:51, time: 0.486, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1558, decode.loss_mask: 0.4333, decode.loss_dice: 0.6665, decode.d0.loss_cls: 1.1356, decode.d0.loss_mask: 0.4711, decode.d0.loss_dice: 0.7371, decode.d1.loss_cls: 0.2221, decode.d1.loss_mask: 0.4477, decode.d1.loss_dice: 0.7023, decode.d2.loss_cls: 0.1856, decode.d2.loss_mask: 0.4426, decode.d2.loss_dice: 0.6854, decode.d3.loss_cls: 0.1793, decode.d3.loss_mask: 0.4389, decode.d3.loss_dice: 0.6711, decode.d4.loss_cls: 0.1712, decode.d4.loss_mask: 0.4369, decode.d4.loss_dice: 0.6729, decode.d5.loss_cls: 0.1706, decode.d5.loss_mask: 0.4347, decode.d5.loss_dice: 0.6715, decode.d6.loss_cls: 0.1674, decode.d6.loss_mask: 0.4354, decode.d6.loss_dice: 0.6673, decode.d7.loss_cls: 0.1575, decode.d7.loss_mask: 0.4337, decode.d7.loss_dice: 0.6680, decode.d8.loss_cls: 0.1579, decode.d8.loss_mask: 0.4343, decode.d8.loss_dice: 0.6644, loss: 13.9181, grad_norm: 60.1900 2023-12-26 14:05:15,617 - mmseg - INFO - Iter [150600/160000] lr: 5.876e-06, eta: 1:18:26, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1512, decode.loss_mask: 0.4321, decode.loss_dice: 0.6353, decode.d0.loss_cls: 1.1313, decode.d0.loss_mask: 0.4708, decode.d0.loss_dice: 0.6980, decode.d1.loss_cls: 0.2163, decode.d1.loss_mask: 0.4489, decode.d1.loss_dice: 0.6724, decode.d2.loss_cls: 0.1833, decode.d2.loss_mask: 0.4392, decode.d2.loss_dice: 0.6548, decode.d3.loss_cls: 0.1728, decode.d3.loss_mask: 0.4369, decode.d3.loss_dice: 0.6444, decode.d4.loss_cls: 0.1683, decode.d4.loss_mask: 0.4341, decode.d4.loss_dice: 0.6427, decode.d5.loss_cls: 0.1551, decode.d5.loss_mask: 0.4344, decode.d5.loss_dice: 0.6393, decode.d6.loss_cls: 0.1508, decode.d6.loss_mask: 0.4328, decode.d6.loss_dice: 0.6369, decode.d7.loss_cls: 0.1502, decode.d7.loss_mask: 0.4326, decode.d7.loss_dice: 0.6370, decode.d8.loss_cls: 0.1491, decode.d8.loss_mask: 0.4311, decode.d8.loss_dice: 0.6346, loss: 13.5168, grad_norm: 63.1673 2023-12-26 14:05:39,765 - mmseg - INFO - Iter [150650/160000] lr: 5.844e-06, eta: 1:18:01, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1556, decode.loss_mask: 0.4216, decode.loss_dice: 0.6495, decode.d0.loss_cls: 1.1486, decode.d0.loss_mask: 0.4530, decode.d0.loss_dice: 0.7189, decode.d1.loss_cls: 0.2366, decode.d1.loss_mask: 0.4338, decode.d1.loss_dice: 0.6845, decode.d2.loss_cls: 0.2015, decode.d2.loss_mask: 0.4275, decode.d2.loss_dice: 0.6644, decode.d3.loss_cls: 0.1869, decode.d3.loss_mask: 0.4236, decode.d3.loss_dice: 0.6534, decode.d4.loss_cls: 0.1711, decode.d4.loss_mask: 0.4235, decode.d4.loss_dice: 0.6537, decode.d5.loss_cls: 0.1652, decode.d5.loss_mask: 0.4212, decode.d5.loss_dice: 0.6574, decode.d6.loss_cls: 0.1606, decode.d6.loss_mask: 0.4219, decode.d6.loss_dice: 0.6478, decode.d7.loss_cls: 0.1558, decode.d7.loss_mask: 0.4215, decode.d7.loss_dice: 0.6502, decode.d8.loss_cls: 0.1523, decode.d8.loss_mask: 0.4207, decode.d8.loss_dice: 0.6491, loss: 13.6311, grad_norm: 65.5036 2023-12-26 14:06:04,111 - mmseg - INFO - Iter [150700/160000] lr: 5.813e-06, eta: 1:17:36, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1764, decode.loss_mask: 0.4466, decode.loss_dice: 0.6586, decode.d0.loss_cls: 1.1314, decode.d0.loss_mask: 0.4853, decode.d0.loss_dice: 0.7218, decode.d1.loss_cls: 0.2359, decode.d1.loss_mask: 0.4618, decode.d1.loss_dice: 0.6961, decode.d2.loss_cls: 0.2118, decode.d2.loss_mask: 0.4537, decode.d2.loss_dice: 0.6712, decode.d3.loss_cls: 0.1965, decode.d3.loss_mask: 0.4499, decode.d3.loss_dice: 0.6650, decode.d4.loss_cls: 0.1910, decode.d4.loss_mask: 0.4499, decode.d4.loss_dice: 0.6632, decode.d5.loss_cls: 0.1837, decode.d5.loss_mask: 0.4489, decode.d5.loss_dice: 0.6608, decode.d6.loss_cls: 0.1779, decode.d6.loss_mask: 0.4479, decode.d6.loss_dice: 0.6601, decode.d7.loss_cls: 0.1774, decode.d7.loss_mask: 0.4471, decode.d7.loss_dice: 0.6581, decode.d8.loss_cls: 0.1746, decode.d8.loss_mask: 0.4470, decode.d8.loss_dice: 0.6573, loss: 14.1066, grad_norm: 65.8072 2023-12-26 14:06:28,334 - mmseg - INFO - Iter [150750/160000] lr: 5.782e-06, eta: 1:17:11, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1583, decode.loss_mask: 0.4212, decode.loss_dice: 0.6343, decode.d0.loss_cls: 1.1277, decode.d0.loss_mask: 0.4600, decode.d0.loss_dice: 0.7040, decode.d1.loss_cls: 0.2331, decode.d1.loss_mask: 0.4348, decode.d1.loss_dice: 0.6668, decode.d2.loss_cls: 0.1956, decode.d2.loss_mask: 0.4266, decode.d2.loss_dice: 0.6459, decode.d3.loss_cls: 0.1874, decode.d3.loss_mask: 0.4235, decode.d3.loss_dice: 0.6407, decode.d4.loss_cls: 0.1740, decode.d4.loss_mask: 0.4225, decode.d4.loss_dice: 0.6392, decode.d5.loss_cls: 0.1695, decode.d5.loss_mask: 0.4221, decode.d5.loss_dice: 0.6372, decode.d6.loss_cls: 0.1671, decode.d6.loss_mask: 0.4209, decode.d6.loss_dice: 0.6364, decode.d7.loss_cls: 0.1596, decode.d7.loss_mask: 0.4215, decode.d7.loss_dice: 0.6334, decode.d8.loss_cls: 0.1628, decode.d8.loss_mask: 0.4212, decode.d8.loss_dice: 0.6336, loss: 13.4810, grad_norm: 60.0715 2023-12-26 14:06:52,420 - mmseg - INFO - Iter [150800/160000] lr: 5.751e-06, eta: 1:16:46, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1725, decode.loss_mask: 0.4361, decode.loss_dice: 0.6616, decode.d0.loss_cls: 1.1499, decode.d0.loss_mask: 0.4757, decode.d0.loss_dice: 0.7318, decode.d1.loss_cls: 0.2414, decode.d1.loss_mask: 0.4504, decode.d1.loss_dice: 0.6978, decode.d2.loss_cls: 0.2168, decode.d2.loss_mask: 0.4411, decode.d2.loss_dice: 0.6753, decode.d3.loss_cls: 0.1978, decode.d3.loss_mask: 0.4401, decode.d3.loss_dice: 0.6684, decode.d4.loss_cls: 0.1871, decode.d4.loss_mask: 0.4385, decode.d4.loss_dice: 0.6663, decode.d5.loss_cls: 0.1848, decode.d5.loss_mask: 0.4386, decode.d5.loss_dice: 0.6635, decode.d6.loss_cls: 0.1790, decode.d6.loss_mask: 0.4376, decode.d6.loss_dice: 0.6588, decode.d7.loss_cls: 0.1747, decode.d7.loss_mask: 0.4361, decode.d7.loss_dice: 0.6595, decode.d8.loss_cls: 0.1730, decode.d8.loss_mask: 0.4354, decode.d8.loss_dice: 0.6611, loss: 14.0508, grad_norm: 60.2925 2023-12-26 14:07:16,648 - mmseg - INFO - Iter [150850/160000] lr: 5.719e-06, eta: 1:16:20, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1564, decode.loss_mask: 0.4466, decode.loss_dice: 0.6611, decode.d0.loss_cls: 1.1372, decode.d0.loss_mask: 0.4881, decode.d0.loss_dice: 0.7387, decode.d1.loss_cls: 0.2265, decode.d1.loss_mask: 0.4632, decode.d1.loss_dice: 0.6967, decode.d2.loss_cls: 0.1923, decode.d2.loss_mask: 0.4559, decode.d2.loss_dice: 0.6819, decode.d3.loss_cls: 0.1800, decode.d3.loss_mask: 0.4518, decode.d3.loss_dice: 0.6687, decode.d4.loss_cls: 0.1742, decode.d4.loss_mask: 0.4512, decode.d4.loss_dice: 0.6696, decode.d5.loss_cls: 0.1669, decode.d5.loss_mask: 0.4499, decode.d5.loss_dice: 0.6674, decode.d6.loss_cls: 0.1664, decode.d6.loss_mask: 0.4502, decode.d6.loss_dice: 0.6657, decode.d7.loss_cls: 0.1637, decode.d7.loss_mask: 0.4485, decode.d7.loss_dice: 0.6631, decode.d8.loss_cls: 0.1567, decode.d8.loss_mask: 0.4468, decode.d8.loss_dice: 0.6644, loss: 14.0498, grad_norm: 64.7277 2023-12-26 14:07:40,757 - mmseg - INFO - Iter [150900/160000] lr: 5.688e-06, eta: 1:15:55, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1667, decode.loss_mask: 0.4375, decode.loss_dice: 0.6528, decode.d0.loss_cls: 1.1382, decode.d0.loss_mask: 0.4779, decode.d0.loss_dice: 0.7196, decode.d1.loss_cls: 0.2364, decode.d1.loss_mask: 0.4534, decode.d1.loss_dice: 0.6851, decode.d2.loss_cls: 0.2015, decode.d2.loss_mask: 0.4467, decode.d2.loss_dice: 0.6714, decode.d3.loss_cls: 0.1891, decode.d3.loss_mask: 0.4423, decode.d3.loss_dice: 0.6568, decode.d4.loss_cls: 0.1814, decode.d4.loss_mask: 0.4431, decode.d4.loss_dice: 0.6546, decode.d5.loss_cls: 0.1746, decode.d5.loss_mask: 0.4413, decode.d5.loss_dice: 0.6560, decode.d6.loss_cls: 0.1698, decode.d6.loss_mask: 0.4400, decode.d6.loss_dice: 0.6512, decode.d7.loss_cls: 0.1682, decode.d7.loss_mask: 0.4386, decode.d7.loss_dice: 0.6552, decode.d8.loss_cls: 0.1679, decode.d8.loss_mask: 0.4374, decode.d8.loss_dice: 0.6526, loss: 13.9074, grad_norm: 60.0614 2023-12-26 14:08:04,898 - mmseg - INFO - Iter [150950/160000] lr: 5.657e-06, eta: 1:15:30, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1516, decode.loss_mask: 0.4225, decode.loss_dice: 0.6199, decode.d0.loss_cls: 1.1251, decode.d0.loss_mask: 0.4612, decode.d0.loss_dice: 0.6859, decode.d1.loss_cls: 0.2169, decode.d1.loss_mask: 0.4365, decode.d1.loss_dice: 0.6536, decode.d2.loss_cls: 0.1892, decode.d2.loss_mask: 0.4302, decode.d2.loss_dice: 0.6355, decode.d3.loss_cls: 0.1766, decode.d3.loss_mask: 0.4277, decode.d3.loss_dice: 0.6243, decode.d4.loss_cls: 0.1674, decode.d4.loss_mask: 0.4263, decode.d4.loss_dice: 0.6212, decode.d5.loss_cls: 0.1645, decode.d5.loss_mask: 0.4242, decode.d5.loss_dice: 0.6223, decode.d6.loss_cls: 0.1550, decode.d6.loss_mask: 0.4263, decode.d6.loss_dice: 0.6200, decode.d7.loss_cls: 0.1566, decode.d7.loss_mask: 0.4261, decode.d7.loss_dice: 0.6193, decode.d8.loss_cls: 0.1515, decode.d8.loss_mask: 0.4247, decode.d8.loss_dice: 0.6156, loss: 13.2780, grad_norm: 59.4806 2023-12-26 14:08:28,970 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 14:08:28,970 - mmseg - INFO - Iter [151000/160000] lr: 5.626e-06, eta: 1:15:05, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1508, decode.loss_mask: 0.4107, decode.loss_dice: 0.6553, decode.d0.loss_cls: 1.1317, decode.d0.loss_mask: 0.4468, decode.d0.loss_dice: 0.7234, decode.d1.loss_cls: 0.2313, decode.d1.loss_mask: 0.4263, decode.d1.loss_dice: 0.6845, decode.d2.loss_cls: 0.1936, decode.d2.loss_mask: 0.4179, decode.d2.loss_dice: 0.6691, decode.d3.loss_cls: 0.1803, decode.d3.loss_mask: 0.4147, decode.d3.loss_dice: 0.6615, decode.d4.loss_cls: 0.1744, decode.d4.loss_mask: 0.4130, decode.d4.loss_dice: 0.6569, decode.d5.loss_cls: 0.1638, decode.d5.loss_mask: 0.4122, decode.d5.loss_dice: 0.6554, decode.d6.loss_cls: 0.1589, decode.d6.loss_mask: 0.4105, decode.d6.loss_dice: 0.6505, decode.d7.loss_cls: 0.1586, decode.d7.loss_mask: 0.4113, decode.d7.loss_dice: 0.6549, decode.d8.loss_cls: 0.1582, decode.d8.loss_mask: 0.4108, decode.d8.loss_dice: 0.6548, loss: 13.5422, grad_norm: 53.7032 2023-12-26 14:08:53,353 - mmseg - INFO - Iter [151050/160000] lr: 5.594e-06, eta: 1:14:40, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1650, decode.loss_mask: 0.4355, decode.loss_dice: 0.6530, decode.d0.loss_cls: 1.1207, decode.d0.loss_mask: 0.4755, decode.d0.loss_dice: 0.7214, decode.d1.loss_cls: 0.2332, decode.d1.loss_mask: 0.4504, decode.d1.loss_dice: 0.6818, decode.d2.loss_cls: 0.2064, decode.d2.loss_mask: 0.4423, decode.d2.loss_dice: 0.6684, decode.d3.loss_cls: 0.1945, decode.d3.loss_mask: 0.4377, decode.d3.loss_dice: 0.6594, decode.d4.loss_cls: 0.1798, decode.d4.loss_mask: 0.4366, decode.d4.loss_dice: 0.6600, decode.d5.loss_cls: 0.1712, decode.d5.loss_mask: 0.4368, decode.d5.loss_dice: 0.6561, decode.d6.loss_cls: 0.1701, decode.d6.loss_mask: 0.4366, decode.d6.loss_dice: 0.6554, decode.d7.loss_cls: 0.1661, decode.d7.loss_mask: 0.4367, decode.d7.loss_dice: 0.6572, decode.d8.loss_cls: 0.1686, decode.d8.loss_mask: 0.4357, decode.d8.loss_dice: 0.6542, loss: 13.8661, grad_norm: 57.6718 2023-12-26 14:09:17,481 - mmseg - INFO - Iter [151100/160000] lr: 5.563e-06, eta: 1:14:15, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1627, decode.loss_mask: 0.4415, decode.loss_dice: 0.6449, decode.d0.loss_cls: 1.1533, decode.d0.loss_mask: 0.4849, decode.d0.loss_dice: 0.7083, decode.d1.loss_cls: 0.2326, decode.d1.loss_mask: 0.4597, decode.d1.loss_dice: 0.6740, decode.d2.loss_cls: 0.2027, decode.d2.loss_mask: 0.4497, decode.d2.loss_dice: 0.6603, decode.d3.loss_cls: 0.1838, decode.d3.loss_mask: 0.4465, decode.d3.loss_dice: 0.6515, decode.d4.loss_cls: 0.1761, decode.d4.loss_mask: 0.4451, decode.d4.loss_dice: 0.6514, decode.d5.loss_cls: 0.1663, decode.d5.loss_mask: 0.4441, decode.d5.loss_dice: 0.6488, decode.d6.loss_cls: 0.1672, decode.d6.loss_mask: 0.4424, decode.d6.loss_dice: 0.6460, decode.d7.loss_cls: 0.1597, decode.d7.loss_mask: 0.4423, decode.d7.loss_dice: 0.6460, decode.d8.loss_cls: 0.1642, decode.d8.loss_mask: 0.4416, decode.d8.loss_dice: 0.6446, loss: 13.8422, grad_norm: 59.8509 2023-12-26 14:09:41,798 - mmseg - INFO - Iter [151150/160000] lr: 5.532e-06, eta: 1:13:50, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1645, decode.loss_mask: 0.4125, decode.loss_dice: 0.6531, decode.d0.loss_cls: 1.1345, decode.d0.loss_mask: 0.4477, decode.d0.loss_dice: 0.7213, decode.d1.loss_cls: 0.2420, decode.d1.loss_mask: 0.4252, decode.d1.loss_dice: 0.6809, decode.d2.loss_cls: 0.2084, decode.d2.loss_mask: 0.4192, decode.d2.loss_dice: 0.6668, decode.d3.loss_cls: 0.1883, decode.d3.loss_mask: 0.4154, decode.d3.loss_dice: 0.6587, decode.d4.loss_cls: 0.1838, decode.d4.loss_mask: 0.4151, decode.d4.loss_dice: 0.6614, decode.d5.loss_cls: 0.1749, decode.d5.loss_mask: 0.4147, decode.d5.loss_dice: 0.6579, decode.d6.loss_cls: 0.1721, decode.d6.loss_mask: 0.4137, decode.d6.loss_dice: 0.6540, decode.d7.loss_cls: 0.1696, decode.d7.loss_mask: 0.4122, decode.d7.loss_dice: 0.6534, decode.d8.loss_cls: 0.1662, decode.d8.loss_mask: 0.4124, decode.d8.loss_dice: 0.6524, loss: 13.6524, grad_norm: 62.9031 2023-12-26 14:10:05,938 - mmseg - INFO - Iter [151200/160000] lr: 5.501e-06, eta: 1:13:25, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1651, decode.loss_mask: 0.4247, decode.loss_dice: 0.6659, decode.d0.loss_cls: 1.1673, decode.d0.loss_mask: 0.4579, decode.d0.loss_dice: 0.7385, decode.d1.loss_cls: 0.2472, decode.d1.loss_mask: 0.4360, decode.d1.loss_dice: 0.7005, decode.d2.loss_cls: 0.2082, decode.d2.loss_mask: 0.4287, decode.d2.loss_dice: 0.6798, decode.d3.loss_cls: 0.1938, decode.d3.loss_mask: 0.4264, decode.d3.loss_dice: 0.6701, decode.d4.loss_cls: 0.1806, decode.d4.loss_mask: 0.4245, decode.d4.loss_dice: 0.6658, decode.d5.loss_cls: 0.1776, decode.d5.loss_mask: 0.4252, decode.d5.loss_dice: 0.6732, decode.d6.loss_cls: 0.1749, decode.d6.loss_mask: 0.4247, decode.d6.loss_dice: 0.6652, decode.d7.loss_cls: 0.1727, decode.d7.loss_mask: 0.4243, decode.d7.loss_dice: 0.6674, decode.d8.loss_cls: 0.1663, decode.d8.loss_mask: 0.4244, decode.d8.loss_dice: 0.6675, loss: 13.9444, grad_norm: 61.2810 2023-12-26 14:10:30,360 - mmseg - INFO - Iter [151250/160000] lr: 5.469e-06, eta: 1:13:00, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1481, decode.loss_mask: 0.4251, decode.loss_dice: 0.6553, decode.d0.loss_cls: 1.1403, decode.d0.loss_mask: 0.4579, decode.d0.loss_dice: 0.7194, decode.d1.loss_cls: 0.2212, decode.d1.loss_mask: 0.4388, decode.d1.loss_dice: 0.6827, decode.d2.loss_cls: 0.1853, decode.d2.loss_mask: 0.4298, decode.d2.loss_dice: 0.6620, decode.d3.loss_cls: 0.1767, decode.d3.loss_mask: 0.4279, decode.d3.loss_dice: 0.6603, decode.d4.loss_cls: 0.1631, decode.d4.loss_mask: 0.4280, decode.d4.loss_dice: 0.6572, decode.d5.loss_cls: 0.1532, decode.d5.loss_mask: 0.4268, decode.d5.loss_dice: 0.6555, decode.d6.loss_cls: 0.1544, decode.d6.loss_mask: 0.4266, decode.d6.loss_dice: 0.6546, decode.d7.loss_cls: 0.1536, decode.d7.loss_mask: 0.4261, decode.d7.loss_dice: 0.6527, decode.d8.loss_cls: 0.1522, decode.d8.loss_mask: 0.4247, decode.d8.loss_dice: 0.6538, loss: 13.6133, grad_norm: 65.8262 2023-12-26 14:10:54,717 - mmseg - INFO - Iter [151300/160000] lr: 5.438e-06, eta: 1:12:35, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1569, decode.loss_mask: 0.4344, decode.loss_dice: 0.6352, decode.d0.loss_cls: 1.1351, decode.d0.loss_mask: 0.4725, decode.d0.loss_dice: 0.7054, decode.d1.loss_cls: 0.2321, decode.d1.loss_mask: 0.4507, decode.d1.loss_dice: 0.6731, decode.d2.loss_cls: 0.1985, decode.d2.loss_mask: 0.4421, decode.d2.loss_dice: 0.6571, decode.d3.loss_cls: 0.1838, decode.d3.loss_mask: 0.4387, decode.d3.loss_dice: 0.6455, decode.d4.loss_cls: 0.1730, decode.d4.loss_mask: 0.4382, decode.d4.loss_dice: 0.6443, decode.d5.loss_cls: 0.1713, decode.d5.loss_mask: 0.4361, decode.d5.loss_dice: 0.6401, decode.d6.loss_cls: 0.1641, decode.d6.loss_mask: 0.4361, decode.d6.loss_dice: 0.6375, decode.d7.loss_cls: 0.1611, decode.d7.loss_mask: 0.4346, decode.d7.loss_dice: 0.6373, decode.d8.loss_cls: 0.1590, decode.d8.loss_mask: 0.4343, decode.d8.loss_dice: 0.6401, loss: 13.6683, grad_norm: 56.2017 2023-12-26 14:11:19,079 - mmseg - INFO - Iter [151350/160000] lr: 5.407e-06, eta: 1:12:10, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1758, decode.loss_mask: 0.4346, decode.loss_dice: 0.6555, decode.d0.loss_cls: 1.1470, decode.d0.loss_mask: 0.4723, decode.d0.loss_dice: 0.7228, decode.d1.loss_cls: 0.2474, decode.d1.loss_mask: 0.4455, decode.d1.loss_dice: 0.6892, decode.d2.loss_cls: 0.2171, decode.d2.loss_mask: 0.4395, decode.d2.loss_dice: 0.6719, decode.d3.loss_cls: 0.2053, decode.d3.loss_mask: 0.4371, decode.d3.loss_dice: 0.6678, decode.d4.loss_cls: 0.1950, decode.d4.loss_mask: 0.4367, decode.d4.loss_dice: 0.6644, decode.d5.loss_cls: 0.1884, decode.d5.loss_mask: 0.4368, decode.d5.loss_dice: 0.6628, decode.d6.loss_cls: 0.1801, decode.d6.loss_mask: 0.4355, decode.d6.loss_dice: 0.6575, decode.d7.loss_cls: 0.1798, decode.d7.loss_mask: 0.4348, decode.d7.loss_dice: 0.6579, decode.d8.loss_cls: 0.1739, decode.d8.loss_mask: 0.4354, decode.d8.loss_dice: 0.6598, loss: 14.0275, grad_norm: 62.4779 2023-12-26 14:11:43,360 - mmseg - INFO - Iter [151400/160000] lr: 5.376e-06, eta: 1:11:45, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1663, decode.loss_mask: 0.4358, decode.loss_dice: 0.6442, decode.d0.loss_cls: 1.1640, decode.d0.loss_mask: 0.4727, decode.d0.loss_dice: 0.7093, decode.d1.loss_cls: 0.2395, decode.d1.loss_mask: 0.4534, decode.d1.loss_dice: 0.6806, decode.d2.loss_cls: 0.2094, decode.d2.loss_mask: 0.4444, decode.d2.loss_dice: 0.6617, decode.d3.loss_cls: 0.1891, decode.d3.loss_mask: 0.4411, decode.d3.loss_dice: 0.6518, decode.d4.loss_cls: 0.1846, decode.d4.loss_mask: 0.4391, decode.d4.loss_dice: 0.6513, decode.d5.loss_cls: 0.1768, decode.d5.loss_mask: 0.4379, decode.d5.loss_dice: 0.6505, decode.d6.loss_cls: 0.1736, decode.d6.loss_mask: 0.4375, decode.d6.loss_dice: 0.6425, decode.d7.loss_cls: 0.1704, decode.d7.loss_mask: 0.4376, decode.d7.loss_dice: 0.6457, decode.d8.loss_cls: 0.1676, decode.d8.loss_mask: 0.4371, decode.d8.loss_dice: 0.6481, loss: 13.8635, grad_norm: 59.7328 2023-12-26 14:12:07,620 - mmseg - INFO - Iter [151450/160000] lr: 5.344e-06, eta: 1:11:19, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1700, decode.loss_mask: 0.4355, decode.loss_dice: 0.6596, decode.d0.loss_cls: 1.1403, decode.d0.loss_mask: 0.4717, decode.d0.loss_dice: 0.7280, decode.d1.loss_cls: 0.2418, decode.d1.loss_mask: 0.4511, decode.d1.loss_dice: 0.6900, decode.d2.loss_cls: 0.2121, decode.d2.loss_mask: 0.4411, decode.d2.loss_dice: 0.6760, decode.d3.loss_cls: 0.1954, decode.d3.loss_mask: 0.4406, decode.d3.loss_dice: 0.6654, decode.d4.loss_cls: 0.1808, decode.d4.loss_mask: 0.4398, decode.d4.loss_dice: 0.6645, decode.d5.loss_cls: 0.1790, decode.d5.loss_mask: 0.4372, decode.d5.loss_dice: 0.6635, decode.d6.loss_cls: 0.1755, decode.d6.loss_mask: 0.4373, decode.d6.loss_dice: 0.6624, decode.d7.loss_cls: 0.1713, decode.d7.loss_mask: 0.4371, decode.d7.loss_dice: 0.6610, decode.d8.loss_cls: 0.1692, decode.d8.loss_mask: 0.4358, decode.d8.loss_dice: 0.6651, loss: 13.9980, grad_norm: 63.6142 2023-12-26 14:12:34,242 - mmseg - INFO - Iter [151500/160000] lr: 5.313e-06, eta: 1:10:55, time: 0.532, data_time: 0.059, memory: 40245, decode.loss_cls: 0.1648, decode.loss_mask: 0.4427, decode.loss_dice: 0.6592, decode.d0.loss_cls: 1.1366, decode.d0.loss_mask: 0.4792, decode.d0.loss_dice: 0.7220, decode.d1.loss_cls: 0.2381, decode.d1.loss_mask: 0.4552, decode.d1.loss_dice: 0.6874, decode.d2.loss_cls: 0.2070, decode.d2.loss_mask: 0.4494, decode.d2.loss_dice: 0.6690, decode.d3.loss_cls: 0.1895, decode.d3.loss_mask: 0.4473, decode.d3.loss_dice: 0.6649, decode.d4.loss_cls: 0.1840, decode.d4.loss_mask: 0.4440, decode.d4.loss_dice: 0.6587, decode.d5.loss_cls: 0.1779, decode.d5.loss_mask: 0.4450, decode.d5.loss_dice: 0.6604, decode.d6.loss_cls: 0.1738, decode.d6.loss_mask: 0.4439, decode.d6.loss_dice: 0.6539, decode.d7.loss_cls: 0.1696, decode.d7.loss_mask: 0.4417, decode.d7.loss_dice: 0.6555, decode.d8.loss_cls: 0.1665, decode.d8.loss_mask: 0.4413, decode.d8.loss_dice: 0.6577, loss: 13.9862, grad_norm: 66.8090 2023-12-26 14:12:58,675 - mmseg - INFO - Iter [151550/160000] lr: 5.282e-06, eta: 1:10:29, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1605, decode.loss_mask: 0.4460, decode.loss_dice: 0.6722, decode.d0.loss_cls: 1.1370, decode.d0.loss_mask: 0.4854, decode.d0.loss_dice: 0.7437, decode.d1.loss_cls: 0.2287, decode.d1.loss_mask: 0.4613, decode.d1.loss_dice: 0.7137, decode.d2.loss_cls: 0.1956, decode.d2.loss_mask: 0.4518, decode.d2.loss_dice: 0.6924, decode.d3.loss_cls: 0.1901, decode.d3.loss_mask: 0.4494, decode.d3.loss_dice: 0.6803, decode.d4.loss_cls: 0.1755, decode.d4.loss_mask: 0.4479, decode.d4.loss_dice: 0.6779, decode.d5.loss_cls: 0.1712, decode.d5.loss_mask: 0.4469, decode.d5.loss_dice: 0.6753, decode.d6.loss_cls: 0.1685, decode.d6.loss_mask: 0.4480, decode.d6.loss_dice: 0.6722, decode.d7.loss_cls: 0.1619, decode.d7.loss_mask: 0.4465, decode.d7.loss_dice: 0.6745, decode.d8.loss_cls: 0.1609, decode.d8.loss_mask: 0.4460, decode.d8.loss_dice: 0.6732, loss: 14.1544, grad_norm: 64.6036 2023-12-26 14:13:22,839 - mmseg - INFO - Iter [151600/160000] lr: 5.251e-06, eta: 1:10:04, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1538, decode.loss_mask: 0.4308, decode.loss_dice: 0.6513, decode.d0.loss_cls: 1.1332, decode.d0.loss_mask: 0.4662, decode.d0.loss_dice: 0.7204, decode.d1.loss_cls: 0.2251, decode.d1.loss_mask: 0.4465, decode.d1.loss_dice: 0.6862, decode.d2.loss_cls: 0.1921, decode.d2.loss_mask: 0.4396, decode.d2.loss_dice: 0.6701, decode.d3.loss_cls: 0.1744, decode.d3.loss_mask: 0.4352, decode.d3.loss_dice: 0.6603, decode.d4.loss_cls: 0.1696, decode.d4.loss_mask: 0.4332, decode.d4.loss_dice: 0.6582, decode.d5.loss_cls: 0.1598, decode.d5.loss_mask: 0.4329, decode.d5.loss_dice: 0.6559, decode.d6.loss_cls: 0.1613, decode.d6.loss_mask: 0.4328, decode.d6.loss_dice: 0.6515, decode.d7.loss_cls: 0.1538, decode.d7.loss_mask: 0.4315, decode.d7.loss_dice: 0.6520, decode.d8.loss_cls: 0.1559, decode.d8.loss_mask: 0.4317, decode.d8.loss_dice: 0.6471, loss: 13.7126, grad_norm: 61.6439 2023-12-26 14:13:47,162 - mmseg - INFO - Iter [151650/160000] lr: 5.219e-06, eta: 1:09:39, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1720, decode.loss_mask: 0.4319, decode.loss_dice: 0.6616, decode.d0.loss_cls: 1.1520, decode.d0.loss_mask: 0.4713, decode.d0.loss_dice: 0.7353, decode.d1.loss_cls: 0.2460, decode.d1.loss_mask: 0.4471, decode.d1.loss_dice: 0.6894, decode.d2.loss_cls: 0.2110, decode.d2.loss_mask: 0.4393, decode.d2.loss_dice: 0.6779, decode.d3.loss_cls: 0.1965, decode.d3.loss_mask: 0.4363, decode.d3.loss_dice: 0.6647, decode.d4.loss_cls: 0.1900, decode.d4.loss_mask: 0.4349, decode.d4.loss_dice: 0.6627, decode.d5.loss_cls: 0.1786, decode.d5.loss_mask: 0.4342, decode.d5.loss_dice: 0.6640, decode.d6.loss_cls: 0.1774, decode.d6.loss_mask: 0.4331, decode.d6.loss_dice: 0.6616, decode.d7.loss_cls: 0.1728, decode.d7.loss_mask: 0.4328, decode.d7.loss_dice: 0.6627, decode.d8.loss_cls: 0.1731, decode.d8.loss_mask: 0.4324, decode.d8.loss_dice: 0.6584, loss: 14.0009, grad_norm: 60.1835 2023-12-26 14:14:11,373 - mmseg - INFO - Iter [151700/160000] lr: 5.188e-06, eta: 1:09:14, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1733, decode.loss_mask: 0.4380, decode.loss_dice: 0.6697, decode.d0.loss_cls: 1.1545, decode.d0.loss_mask: 0.4736, decode.d0.loss_dice: 0.7445, decode.d1.loss_cls: 0.2427, decode.d1.loss_mask: 0.4508, decode.d1.loss_dice: 0.7045, decode.d2.loss_cls: 0.2092, decode.d2.loss_mask: 0.4440, decode.d2.loss_dice: 0.6889, decode.d3.loss_cls: 0.1903, decode.d3.loss_mask: 0.4411, decode.d3.loss_dice: 0.6769, decode.d4.loss_cls: 0.1853, decode.d4.loss_mask: 0.4407, decode.d4.loss_dice: 0.6777, decode.d5.loss_cls: 0.1807, decode.d5.loss_mask: 0.4408, decode.d5.loss_dice: 0.6753, decode.d6.loss_cls: 0.1709, decode.d6.loss_mask: 0.4396, decode.d6.loss_dice: 0.6721, decode.d7.loss_cls: 0.1722, decode.d7.loss_mask: 0.4387, decode.d7.loss_dice: 0.6710, decode.d8.loss_cls: 0.1719, decode.d8.loss_mask: 0.4387, decode.d8.loss_dice: 0.6720, loss: 14.1495, grad_norm: 62.5323 2023-12-26 14:14:35,807 - mmseg - INFO - Iter [151750/160000] lr: 5.157e-06, eta: 1:08:49, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1600, decode.loss_mask: 0.4162, decode.loss_dice: 0.6442, decode.d0.loss_cls: 1.1368, decode.d0.loss_mask: 0.4575, decode.d0.loss_dice: 0.7136, decode.d1.loss_cls: 0.2260, decode.d1.loss_mask: 0.4328, decode.d1.loss_dice: 0.6829, decode.d2.loss_cls: 0.1963, decode.d2.loss_mask: 0.4237, decode.d2.loss_dice: 0.6594, decode.d3.loss_cls: 0.1842, decode.d3.loss_mask: 0.4220, decode.d3.loss_dice: 0.6525, decode.d4.loss_cls: 0.1730, decode.d4.loss_mask: 0.4200, decode.d4.loss_dice: 0.6487, decode.d5.loss_cls: 0.1694, decode.d5.loss_mask: 0.4186, decode.d5.loss_dice: 0.6502, decode.d6.loss_cls: 0.1616, decode.d6.loss_mask: 0.4178, decode.d6.loss_dice: 0.6473, decode.d7.loss_cls: 0.1622, decode.d7.loss_mask: 0.4171, decode.d7.loss_dice: 0.6478, decode.d8.loss_cls: 0.1584, decode.d8.loss_mask: 0.4174, decode.d8.loss_dice: 0.6464, loss: 13.5641, grad_norm: 62.8965 2023-12-26 14:15:00,375 - mmseg - INFO - Iter [151800/160000] lr: 5.126e-06, eta: 1:08:24, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1490, decode.loss_mask: 0.4222, decode.loss_dice: 0.6424, decode.d0.loss_cls: 1.1263, decode.d0.loss_mask: 0.4595, decode.d0.loss_dice: 0.7064, decode.d1.loss_cls: 0.2140, decode.d1.loss_mask: 0.4378, decode.d1.loss_dice: 0.6771, decode.d2.loss_cls: 0.1842, decode.d2.loss_mask: 0.4287, decode.d2.loss_dice: 0.6596, decode.d3.loss_cls: 0.1675, decode.d3.loss_mask: 0.4260, decode.d3.loss_dice: 0.6488, decode.d4.loss_cls: 0.1638, decode.d4.loss_mask: 0.4261, decode.d4.loss_dice: 0.6503, decode.d5.loss_cls: 0.1561, decode.d5.loss_mask: 0.4242, decode.d5.loss_dice: 0.6466, decode.d6.loss_cls: 0.1550, decode.d6.loss_mask: 0.4229, decode.d6.loss_dice: 0.6421, decode.d7.loss_cls: 0.1481, decode.d7.loss_mask: 0.4234, decode.d7.loss_dice: 0.6421, decode.d8.loss_cls: 0.1461, decode.d8.loss_mask: 0.4232, decode.d8.loss_dice: 0.6430, loss: 13.4627, grad_norm: 61.6170 2023-12-26 14:15:24,706 - mmseg - INFO - Iter [151850/160000] lr: 5.094e-06, eta: 1:07:59, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1449, decode.loss_mask: 0.4267, decode.loss_dice: 0.6426, decode.d0.loss_cls: 1.1426, decode.d0.loss_mask: 0.4626, decode.d0.loss_dice: 0.7090, decode.d1.loss_cls: 0.2223, decode.d1.loss_mask: 0.4423, decode.d1.loss_dice: 0.6782, decode.d2.loss_cls: 0.1884, decode.d2.loss_mask: 0.4333, decode.d2.loss_dice: 0.6570, decode.d3.loss_cls: 0.1683, decode.d3.loss_mask: 0.4310, decode.d3.loss_dice: 0.6492, decode.d4.loss_cls: 0.1583, decode.d4.loss_mask: 0.4287, decode.d4.loss_dice: 0.6484, decode.d5.loss_cls: 0.1528, decode.d5.loss_mask: 0.4274, decode.d5.loss_dice: 0.6467, decode.d6.loss_cls: 0.1531, decode.d6.loss_mask: 0.4284, decode.d6.loss_dice: 0.6431, decode.d7.loss_cls: 0.1465, decode.d7.loss_mask: 0.4275, decode.d7.loss_dice: 0.6433, decode.d8.loss_cls: 0.1444, decode.d8.loss_mask: 0.4279, decode.d8.loss_dice: 0.6443, loss: 13.5192, grad_norm: 61.6944 2023-12-26 14:15:49,051 - mmseg - INFO - Iter [151900/160000] lr: 5.063e-06, eta: 1:07:34, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1608, decode.loss_mask: 0.4312, decode.loss_dice: 0.6592, decode.d0.loss_cls: 1.1429, decode.d0.loss_mask: 0.4688, decode.d0.loss_dice: 0.7373, decode.d1.loss_cls: 0.2357, decode.d1.loss_mask: 0.4486, decode.d1.loss_dice: 0.7040, decode.d2.loss_cls: 0.2075, decode.d2.loss_mask: 0.4393, decode.d2.loss_dice: 0.6759, decode.d3.loss_cls: 0.1880, decode.d3.loss_mask: 0.4325, decode.d3.loss_dice: 0.6650, decode.d4.loss_cls: 0.1804, decode.d4.loss_mask: 0.4335, decode.d4.loss_dice: 0.6666, decode.d5.loss_cls: 0.1723, decode.d5.loss_mask: 0.4342, decode.d5.loss_dice: 0.6666, decode.d6.loss_cls: 0.1720, decode.d6.loss_mask: 0.4322, decode.d6.loss_dice: 0.6572, decode.d7.loss_cls: 0.1667, decode.d7.loss_mask: 0.4325, decode.d7.loss_dice: 0.6611, decode.d8.loss_cls: 0.1665, decode.d8.loss_mask: 0.4322, decode.d8.loss_dice: 0.6634, loss: 13.9338, grad_norm: 63.7133 2023-12-26 14:16:13,267 - mmseg - INFO - Iter [151950/160000] lr: 5.032e-06, eta: 1:07:09, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1617, decode.loss_mask: 0.4186, decode.loss_dice: 0.6415, decode.d0.loss_cls: 1.1440, decode.d0.loss_mask: 0.4615, decode.d0.loss_dice: 0.7106, decode.d1.loss_cls: 0.2236, decode.d1.loss_mask: 0.4351, decode.d1.loss_dice: 0.6765, decode.d2.loss_cls: 0.1991, decode.d2.loss_mask: 0.4265, decode.d2.loss_dice: 0.6565, decode.d3.loss_cls: 0.1851, decode.d3.loss_mask: 0.4222, decode.d3.loss_dice: 0.6474, decode.d4.loss_cls: 0.1768, decode.d4.loss_mask: 0.4205, decode.d4.loss_dice: 0.6507, decode.d5.loss_cls: 0.1664, decode.d5.loss_mask: 0.4210, decode.d5.loss_dice: 0.6465, decode.d6.loss_cls: 0.1700, decode.d6.loss_mask: 0.4200, decode.d6.loss_dice: 0.6424, decode.d7.loss_cls: 0.1606, decode.d7.loss_mask: 0.4180, decode.d7.loss_dice: 0.6417, decode.d8.loss_cls: 0.1603, decode.d8.loss_mask: 0.4189, decode.d8.loss_dice: 0.6392, loss: 13.5631, grad_norm: 59.9759 2023-12-26 14:16:37,678 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 14:16:37,678 - mmseg - INFO - Iter [152000/160000] lr: 5.001e-06, eta: 1:06:44, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1715, decode.loss_mask: 0.4199, decode.loss_dice: 0.6696, decode.d0.loss_cls: 1.1871, decode.d0.loss_mask: 0.4574, decode.d0.loss_dice: 0.7370, decode.d1.loss_cls: 0.2367, decode.d1.loss_mask: 0.4352, decode.d1.loss_dice: 0.7044, decode.d2.loss_cls: 0.2078, decode.d2.loss_mask: 0.4284, decode.d2.loss_dice: 0.6846, decode.d3.loss_cls: 0.1988, decode.d3.loss_mask: 0.4237, decode.d3.loss_dice: 0.6730, decode.d4.loss_cls: 0.1878, decode.d4.loss_mask: 0.4229, decode.d4.loss_dice: 0.6732, decode.d5.loss_cls: 0.1804, decode.d5.loss_mask: 0.4223, decode.d5.loss_dice: 0.6731, decode.d6.loss_cls: 0.1795, decode.d6.loss_mask: 0.4209, decode.d6.loss_dice: 0.6681, decode.d7.loss_cls: 0.1735, decode.d7.loss_mask: 0.4202, decode.d7.loss_dice: 0.6678, decode.d8.loss_cls: 0.1722, decode.d8.loss_mask: 0.4204, decode.d8.loss_dice: 0.6680, loss: 13.9852, grad_norm: 58.9135 2023-12-26 14:17:01,976 - mmseg - INFO - Iter [152050/160000] lr: 4.969e-06, eta: 1:06:19, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1534, decode.loss_mask: 0.4390, decode.loss_dice: 0.6690, decode.d0.loss_cls: 1.1440, decode.d0.loss_mask: 0.4762, decode.d0.loss_dice: 0.7388, decode.d1.loss_cls: 0.2388, decode.d1.loss_mask: 0.4520, decode.d1.loss_dice: 0.7018, decode.d2.loss_cls: 0.1911, decode.d2.loss_mask: 0.4469, decode.d2.loss_dice: 0.6881, decode.d3.loss_cls: 0.1880, decode.d3.loss_mask: 0.4419, decode.d3.loss_dice: 0.6769, decode.d4.loss_cls: 0.1754, decode.d4.loss_mask: 0.4416, decode.d4.loss_dice: 0.6716, decode.d5.loss_cls: 0.1709, decode.d5.loss_mask: 0.4388, decode.d5.loss_dice: 0.6720, decode.d6.loss_cls: 0.1622, decode.d6.loss_mask: 0.4390, decode.d6.loss_dice: 0.6708, decode.d7.loss_cls: 0.1598, decode.d7.loss_mask: 0.4392, decode.d7.loss_dice: 0.6719, decode.d8.loss_cls: 0.1570, decode.d8.loss_mask: 0.4388, decode.d8.loss_dice: 0.6720, loss: 14.0269, grad_norm: 59.6857 2023-12-26 14:17:26,244 - mmseg - INFO - Iter [152100/160000] lr: 4.938e-06, eta: 1:05:54, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1515, decode.loss_mask: 0.4216, decode.loss_dice: 0.6530, decode.d0.loss_cls: 1.1424, decode.d0.loss_mask: 0.4634, decode.d0.loss_dice: 0.7270, decode.d1.loss_cls: 0.2204, decode.d1.loss_mask: 0.4364, decode.d1.loss_dice: 0.6929, decode.d2.loss_cls: 0.1857, decode.d2.loss_mask: 0.4278, decode.d2.loss_dice: 0.6735, decode.d3.loss_cls: 0.1769, decode.d3.loss_mask: 0.4265, decode.d3.loss_dice: 0.6641, decode.d4.loss_cls: 0.1679, decode.d4.loss_mask: 0.4241, decode.d4.loss_dice: 0.6624, decode.d5.loss_cls: 0.1659, decode.d5.loss_mask: 0.4225, decode.d5.loss_dice: 0.6612, decode.d6.loss_cls: 0.1586, decode.d6.loss_mask: 0.4225, decode.d6.loss_dice: 0.6571, decode.d7.loss_cls: 0.1538, decode.d7.loss_mask: 0.4211, decode.d7.loss_dice: 0.6572, decode.d8.loss_cls: 0.1539, decode.d8.loss_mask: 0.4211, decode.d8.loss_dice: 0.6599, loss: 13.6725, grad_norm: 57.4346 2023-12-26 14:17:50,441 - mmseg - INFO - Iter [152150/160000] lr: 4.907e-06, eta: 1:05:29, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1626, decode.loss_mask: 0.4253, decode.loss_dice: 0.6574, decode.d0.loss_cls: 1.1334, decode.d0.loss_mask: 0.4641, decode.d0.loss_dice: 0.7247, decode.d1.loss_cls: 0.2328, decode.d1.loss_mask: 0.4360, decode.d1.loss_dice: 0.6851, decode.d2.loss_cls: 0.1918, decode.d2.loss_mask: 0.4327, decode.d2.loss_dice: 0.6677, decode.d3.loss_cls: 0.1796, decode.d3.loss_mask: 0.4294, decode.d3.loss_dice: 0.6595, decode.d4.loss_cls: 0.1759, decode.d4.loss_mask: 0.4284, decode.d4.loss_dice: 0.6587, decode.d5.loss_cls: 0.1760, decode.d5.loss_mask: 0.4268, decode.d5.loss_dice: 0.6564, decode.d6.loss_cls: 0.1693, decode.d6.loss_mask: 0.4253, decode.d6.loss_dice: 0.6537, decode.d7.loss_cls: 0.1665, decode.d7.loss_mask: 0.4247, decode.d7.loss_dice: 0.6525, decode.d8.loss_cls: 0.1659, decode.d8.loss_mask: 0.4256, decode.d8.loss_dice: 0.6551, loss: 13.7429, grad_norm: 60.8057 2023-12-26 14:18:14,747 - mmseg - INFO - Iter [152200/160000] lr: 4.876e-06, eta: 1:05:04, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1666, decode.loss_mask: 0.4113, decode.loss_dice: 0.6282, decode.d0.loss_cls: 1.1352, decode.d0.loss_mask: 0.4464, decode.d0.loss_dice: 0.6944, decode.d1.loss_cls: 0.2420, decode.d1.loss_mask: 0.4241, decode.d1.loss_dice: 0.6556, decode.d2.loss_cls: 0.2074, decode.d2.loss_mask: 0.4173, decode.d2.loss_dice: 0.6414, decode.d3.loss_cls: 0.1912, decode.d3.loss_mask: 0.4154, decode.d3.loss_dice: 0.6333, decode.d4.loss_cls: 0.1837, decode.d4.loss_mask: 0.4129, decode.d4.loss_dice: 0.6327, decode.d5.loss_cls: 0.1786, decode.d5.loss_mask: 0.4133, decode.d5.loss_dice: 0.6301, decode.d6.loss_cls: 0.1725, decode.d6.loss_mask: 0.4126, decode.d6.loss_dice: 0.6322, decode.d7.loss_cls: 0.1695, decode.d7.loss_mask: 0.4121, decode.d7.loss_dice: 0.6289, decode.d8.loss_cls: 0.1650, decode.d8.loss_mask: 0.4123, decode.d8.loss_dice: 0.6321, loss: 13.3982, grad_norm: 58.4265 2023-12-26 14:18:39,001 - mmseg - INFO - Iter [152250/160000] lr: 4.844e-06, eta: 1:04:39, time: 0.487, data_time: 0.015, memory: 40245, decode.loss_cls: 0.1384, decode.loss_mask: 0.4397, decode.loss_dice: 0.6492, decode.d0.loss_cls: 1.1102, decode.d0.loss_mask: 0.4752, decode.d0.loss_dice: 0.7063, decode.d1.loss_cls: 0.2103, decode.d1.loss_mask: 0.4505, decode.d1.loss_dice: 0.6823, decode.d2.loss_cls: 0.1755, decode.d2.loss_mask: 0.4440, decode.d2.loss_dice: 0.6648, decode.d3.loss_cls: 0.1584, decode.d3.loss_mask: 0.4411, decode.d3.loss_dice: 0.6557, decode.d4.loss_cls: 0.1485, decode.d4.loss_mask: 0.4404, decode.d4.loss_dice: 0.6574, decode.d5.loss_cls: 0.1491, decode.d5.loss_mask: 0.4377, decode.d5.loss_dice: 0.6507, decode.d6.loss_cls: 0.1425, decode.d6.loss_mask: 0.4390, decode.d6.loss_dice: 0.6485, decode.d7.loss_cls: 0.1418, decode.d7.loss_mask: 0.4392, decode.d7.loss_dice: 0.6477, decode.d8.loss_cls: 0.1416, decode.d8.loss_mask: 0.4389, decode.d8.loss_dice: 0.6512, loss: 13.5758, grad_norm: 66.9280 2023-12-26 14:19:03,162 - mmseg - INFO - Iter [152300/160000] lr: 4.813e-06, eta: 1:04:13, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1635, decode.loss_mask: 0.4287, decode.loss_dice: 0.6468, decode.d0.loss_cls: 1.1355, decode.d0.loss_mask: 0.4642, decode.d0.loss_dice: 0.7080, decode.d1.loss_cls: 0.2347, decode.d1.loss_mask: 0.4431, decode.d1.loss_dice: 0.6782, decode.d2.loss_cls: 0.2082, decode.d2.loss_mask: 0.4310, decode.d2.loss_dice: 0.6595, decode.d3.loss_cls: 0.1920, decode.d3.loss_mask: 0.4283, decode.d3.loss_dice: 0.6463, decode.d4.loss_cls: 0.1862, decode.d4.loss_mask: 0.4304, decode.d4.loss_dice: 0.6476, decode.d5.loss_cls: 0.1771, decode.d5.loss_mask: 0.4279, decode.d5.loss_dice: 0.6487, decode.d6.loss_cls: 0.1716, decode.d6.loss_mask: 0.4292, decode.d6.loss_dice: 0.6477, decode.d7.loss_cls: 0.1674, decode.d7.loss_mask: 0.4290, decode.d7.loss_dice: 0.6414, decode.d8.loss_cls: 0.1704, decode.d8.loss_mask: 0.4279, decode.d8.loss_dice: 0.6416, loss: 13.7124, grad_norm: 61.6299 2023-12-26 14:19:27,603 - mmseg - INFO - Iter [152350/160000] lr: 4.782e-06, eta: 1:03:48, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1519, decode.loss_mask: 0.4306, decode.loss_dice: 0.6719, decode.d0.loss_cls: 1.1473, decode.d0.loss_mask: 0.4630, decode.d0.loss_dice: 0.7377, decode.d1.loss_cls: 0.2281, decode.d1.loss_mask: 0.4403, decode.d1.loss_dice: 0.6947, decode.d2.loss_cls: 0.1942, decode.d2.loss_mask: 0.4341, decode.d2.loss_dice: 0.6819, decode.d3.loss_cls: 0.1779, decode.d3.loss_mask: 0.4344, decode.d3.loss_dice: 0.6790, decode.d4.loss_cls: 0.1710, decode.d4.loss_mask: 0.4327, decode.d4.loss_dice: 0.6744, decode.d5.loss_cls: 0.1644, decode.d5.loss_mask: 0.4311, decode.d5.loss_dice: 0.6700, decode.d6.loss_cls: 0.1621, decode.d6.loss_mask: 0.4304, decode.d6.loss_dice: 0.6687, decode.d7.loss_cls: 0.1577, decode.d7.loss_mask: 0.4293, decode.d7.loss_dice: 0.6692, decode.d8.loss_cls: 0.1585, decode.d8.loss_mask: 0.4288, decode.d8.loss_dice: 0.6685, loss: 13.8838, grad_norm: 56.5764 2023-12-26 14:19:51,942 - mmseg - INFO - Iter [152400/160000] lr: 4.751e-06, eta: 1:03:23, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1774, decode.loss_mask: 0.4152, decode.loss_dice: 0.6370, decode.d0.loss_cls: 1.1430, decode.d0.loss_mask: 0.4503, decode.d0.loss_dice: 0.6941, decode.d1.loss_cls: 0.2440, decode.d1.loss_mask: 0.4297, decode.d1.loss_dice: 0.6694, decode.d2.loss_cls: 0.2175, decode.d2.loss_mask: 0.4229, decode.d2.loss_dice: 0.6523, decode.d3.loss_cls: 0.2041, decode.d3.loss_mask: 0.4201, decode.d3.loss_dice: 0.6416, decode.d4.loss_cls: 0.1940, decode.d4.loss_mask: 0.4191, decode.d4.loss_dice: 0.6419, decode.d5.loss_cls: 0.1878, decode.d5.loss_mask: 0.4177, decode.d5.loss_dice: 0.6408, decode.d6.loss_cls: 0.1847, decode.d6.loss_mask: 0.4167, decode.d6.loss_dice: 0.6376, decode.d7.loss_cls: 0.1827, decode.d7.loss_mask: 0.4159, decode.d7.loss_dice: 0.6344, decode.d8.loss_cls: 0.1790, decode.d8.loss_mask: 0.4159, decode.d8.loss_dice: 0.6374, loss: 13.6240, grad_norm: 55.1222 2023-12-26 14:20:16,185 - mmseg - INFO - Iter [152450/160000] lr: 4.719e-06, eta: 1:02:58, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1417, decode.loss_mask: 0.4215, decode.loss_dice: 0.6360, decode.d0.loss_cls: 1.1375, decode.d0.loss_mask: 0.4594, decode.d0.loss_dice: 0.7018, decode.d1.loss_cls: 0.2225, decode.d1.loss_mask: 0.4343, decode.d1.loss_dice: 0.6664, decode.d2.loss_cls: 0.1820, decode.d2.loss_mask: 0.4260, decode.d2.loss_dice: 0.6477, decode.d3.loss_cls: 0.1661, decode.d3.loss_mask: 0.4240, decode.d3.loss_dice: 0.6394, decode.d4.loss_cls: 0.1565, decode.d4.loss_mask: 0.4240, decode.d4.loss_dice: 0.6416, decode.d5.loss_cls: 0.1541, decode.d5.loss_mask: 0.4224, decode.d5.loss_dice: 0.6398, decode.d6.loss_cls: 0.1446, decode.d6.loss_mask: 0.4220, decode.d6.loss_dice: 0.6377, decode.d7.loss_cls: 0.1424, decode.d7.loss_mask: 0.4223, decode.d7.loss_dice: 0.6371, decode.d8.loss_cls: 0.1439, decode.d8.loss_mask: 0.4206, decode.d8.loss_dice: 0.6368, loss: 13.3519, grad_norm: 62.6028 2023-12-26 14:20:40,795 - mmseg - INFO - Iter [152500/160000] lr: 4.688e-06, eta: 1:02:33, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1716, decode.loss_mask: 0.4128, decode.loss_dice: 0.6514, decode.d0.loss_cls: 1.1734, decode.d0.loss_mask: 0.4471, decode.d0.loss_dice: 0.7124, decode.d1.loss_cls: 0.2403, decode.d1.loss_mask: 0.4269, decode.d1.loss_dice: 0.6832, decode.d2.loss_cls: 0.2112, decode.d2.loss_mask: 0.4177, decode.d2.loss_dice: 0.6600, decode.d3.loss_cls: 0.1963, decode.d3.loss_mask: 0.4136, decode.d3.loss_dice: 0.6507, decode.d4.loss_cls: 0.1879, decode.d4.loss_mask: 0.4131, decode.d4.loss_dice: 0.6514, decode.d5.loss_cls: 0.1839, decode.d5.loss_mask: 0.4132, decode.d5.loss_dice: 0.6526, decode.d6.loss_cls: 0.1783, decode.d6.loss_mask: 0.4125, decode.d6.loss_dice: 0.6491, decode.d7.loss_cls: 0.1753, decode.d7.loss_mask: 0.4127, decode.d7.loss_dice: 0.6505, decode.d8.loss_cls: 0.1707, decode.d8.loss_mask: 0.4128, decode.d8.loss_dice: 0.6502, loss: 13.6828, grad_norm: 60.3193 2023-12-26 14:21:05,063 - mmseg - INFO - Iter [152550/160000] lr: 4.657e-06, eta: 1:02:08, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1541, decode.loss_mask: 0.4408, decode.loss_dice: 0.6386, decode.d0.loss_cls: 1.1205, decode.d0.loss_mask: 0.4748, decode.d0.loss_dice: 0.7047, decode.d1.loss_cls: 0.2228, decode.d1.loss_mask: 0.4516, decode.d1.loss_dice: 0.6711, decode.d2.loss_cls: 0.1948, decode.d2.loss_mask: 0.4447, decode.d2.loss_dice: 0.6531, decode.d3.loss_cls: 0.1775, decode.d3.loss_mask: 0.4428, decode.d3.loss_dice: 0.6482, decode.d4.loss_cls: 0.1709, decode.d4.loss_mask: 0.4424, decode.d4.loss_dice: 0.6464, decode.d5.loss_cls: 0.1658, decode.d5.loss_mask: 0.4402, decode.d5.loss_dice: 0.6441, decode.d6.loss_cls: 0.1614, decode.d6.loss_mask: 0.4397, decode.d6.loss_dice: 0.6405, decode.d7.loss_cls: 0.1550, decode.d7.loss_mask: 0.4409, decode.d7.loss_dice: 0.6431, decode.d8.loss_cls: 0.1553, decode.d8.loss_mask: 0.4398, decode.d8.loss_dice: 0.6446, loss: 13.6701, grad_norm: 62.1245 2023-12-26 14:21:29,414 - mmseg - INFO - Iter [152600/160000] lr: 4.626e-06, eta: 1:01:43, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1605, decode.loss_mask: 0.4394, decode.loss_dice: 0.6488, decode.d0.loss_cls: 1.1403, decode.d0.loss_mask: 0.4818, decode.d0.loss_dice: 0.7158, decode.d1.loss_cls: 0.2306, decode.d1.loss_mask: 0.4547, decode.d1.loss_dice: 0.6795, decode.d2.loss_cls: 0.2038, decode.d2.loss_mask: 0.4455, decode.d2.loss_dice: 0.6611, decode.d3.loss_cls: 0.1862, decode.d3.loss_mask: 0.4447, decode.d3.loss_dice: 0.6522, decode.d4.loss_cls: 0.1749, decode.d4.loss_mask: 0.4433, decode.d4.loss_dice: 0.6525, decode.d5.loss_cls: 0.1747, decode.d5.loss_mask: 0.4423, decode.d5.loss_dice: 0.6521, decode.d6.loss_cls: 0.1676, decode.d6.loss_mask: 0.4401, decode.d6.loss_dice: 0.6476, decode.d7.loss_cls: 0.1632, decode.d7.loss_mask: 0.4393, decode.d7.loss_dice: 0.6484, decode.d8.loss_cls: 0.1627, decode.d8.loss_mask: 0.4393, decode.d8.loss_dice: 0.6471, loss: 13.8399, grad_norm: 70.6755 2023-12-26 14:21:53,778 - mmseg - INFO - Iter [152650/160000] lr: 4.594e-06, eta: 1:01:18, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1624, decode.loss_mask: 0.4229, decode.loss_dice: 0.6450, decode.d0.loss_cls: 1.1093, decode.d0.loss_mask: 0.4597, decode.d0.loss_dice: 0.7084, decode.d1.loss_cls: 0.2217, decode.d1.loss_mask: 0.4369, decode.d1.loss_dice: 0.6808, decode.d2.loss_cls: 0.1944, decode.d2.loss_mask: 0.4304, decode.d2.loss_dice: 0.6655, decode.d3.loss_cls: 0.1854, decode.d3.loss_mask: 0.4269, decode.d3.loss_dice: 0.6500, decode.d4.loss_cls: 0.1749, decode.d4.loss_mask: 0.4255, decode.d4.loss_dice: 0.6505, decode.d5.loss_cls: 0.1673, decode.d5.loss_mask: 0.4253, decode.d5.loss_dice: 0.6533, decode.d6.loss_cls: 0.1664, decode.d6.loss_mask: 0.4240, decode.d6.loss_dice: 0.6443, decode.d7.loss_cls: 0.1627, decode.d7.loss_mask: 0.4250, decode.d7.loss_dice: 0.6447, decode.d8.loss_cls: 0.1611, decode.d8.loss_mask: 0.4231, decode.d8.loss_dice: 0.6462, loss: 13.5941, grad_norm: 66.8610 2023-12-26 14:22:18,084 - mmseg - INFO - Iter [152700/160000] lr: 4.563e-06, eta: 1:00:53, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1532, decode.loss_mask: 0.4234, decode.loss_dice: 0.6380, decode.d0.loss_cls: 1.1010, decode.d0.loss_mask: 0.4603, decode.d0.loss_dice: 0.6925, decode.d1.loss_cls: 0.2175, decode.d1.loss_mask: 0.4410, decode.d1.loss_dice: 0.6715, decode.d2.loss_cls: 0.1843, decode.d2.loss_mask: 0.4319, decode.d2.loss_dice: 0.6544, decode.d3.loss_cls: 0.1778, decode.d3.loss_mask: 0.4272, decode.d3.loss_dice: 0.6430, decode.d4.loss_cls: 0.1653, decode.d4.loss_mask: 0.4265, decode.d4.loss_dice: 0.6441, decode.d5.loss_cls: 0.1609, decode.d5.loss_mask: 0.4260, decode.d5.loss_dice: 0.6397, decode.d6.loss_cls: 0.1602, decode.d6.loss_mask: 0.4245, decode.d6.loss_dice: 0.6370, decode.d7.loss_cls: 0.1553, decode.d7.loss_mask: 0.4249, decode.d7.loss_dice: 0.6346, decode.d8.loss_cls: 0.1539, decode.d8.loss_mask: 0.4232, decode.d8.loss_dice: 0.6330, loss: 13.4258, grad_norm: 53.5282 2023-12-26 14:22:44,759 - mmseg - INFO - Iter [152750/160000] lr: 4.532e-06, eta: 1:00:28, time: 0.534, data_time: 0.057, memory: 40245, decode.loss_cls: 0.1775, decode.loss_mask: 0.4224, decode.loss_dice: 0.6427, decode.d0.loss_cls: 1.1295, decode.d0.loss_mask: 0.4615, decode.d0.loss_dice: 0.7147, decode.d1.loss_cls: 0.2469, decode.d1.loss_mask: 0.4381, decode.d1.loss_dice: 0.6768, decode.d2.loss_cls: 0.2124, decode.d2.loss_mask: 0.4295, decode.d2.loss_dice: 0.6601, decode.d3.loss_cls: 0.2007, decode.d3.loss_mask: 0.4292, decode.d3.loss_dice: 0.6503, decode.d4.loss_cls: 0.1883, decode.d4.loss_mask: 0.4269, decode.d4.loss_dice: 0.6509, decode.d5.loss_cls: 0.1809, decode.d5.loss_mask: 0.4264, decode.d5.loss_dice: 0.6467, decode.d6.loss_cls: 0.1810, decode.d6.loss_mask: 0.4248, decode.d6.loss_dice: 0.6456, decode.d7.loss_cls: 0.1772, decode.d7.loss_mask: 0.4238, decode.d7.loss_dice: 0.6450, decode.d8.loss_cls: 0.1777, decode.d8.loss_mask: 0.4224, decode.d8.loss_dice: 0.6407, loss: 13.7507, grad_norm: 63.5809 2023-12-26 14:23:09,038 - mmseg - INFO - Iter [152800/160000] lr: 4.501e-06, eta: 1:00:03, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1481, decode.loss_mask: 0.4202, decode.loss_dice: 0.6597, decode.d0.loss_cls: 1.1471, decode.d0.loss_mask: 0.4601, decode.d0.loss_dice: 0.7297, decode.d1.loss_cls: 0.2269, decode.d1.loss_mask: 0.4354, decode.d1.loss_dice: 0.6920, decode.d2.loss_cls: 0.1947, decode.d2.loss_mask: 0.4263, decode.d2.loss_dice: 0.6680, decode.d3.loss_cls: 0.1755, decode.d3.loss_mask: 0.4233, decode.d3.loss_dice: 0.6599, decode.d4.loss_cls: 0.1671, decode.d4.loss_mask: 0.4242, decode.d4.loss_dice: 0.6611, decode.d5.loss_cls: 0.1628, decode.d5.loss_mask: 0.4245, decode.d5.loss_dice: 0.6600, decode.d6.loss_cls: 0.1545, decode.d6.loss_mask: 0.4224, decode.d6.loss_dice: 0.6598, decode.d7.loss_cls: 0.1523, decode.d7.loss_mask: 0.4204, decode.d7.loss_dice: 0.6564, decode.d8.loss_cls: 0.1512, decode.d8.loss_mask: 0.4198, decode.d8.loss_dice: 0.6576, loss: 13.6609, grad_norm: 63.4622 2023-12-26 14:23:33,346 - mmseg - INFO - Iter [152850/160000] lr: 4.469e-06, eta: 0:59:38, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1555, decode.loss_mask: 0.4378, decode.loss_dice: 0.6419, decode.d0.loss_cls: 1.1315, decode.d0.loss_mask: 0.4801, decode.d0.loss_dice: 0.7079, decode.d1.loss_cls: 0.2259, decode.d1.loss_mask: 0.4538, decode.d1.loss_dice: 0.6773, decode.d2.loss_cls: 0.1929, decode.d2.loss_mask: 0.4445, decode.d2.loss_dice: 0.6601, decode.d3.loss_cls: 0.1795, decode.d3.loss_mask: 0.4418, decode.d3.loss_dice: 0.6477, decode.d4.loss_cls: 0.1738, decode.d4.loss_mask: 0.4410, decode.d4.loss_dice: 0.6459, decode.d5.loss_cls: 0.1664, decode.d5.loss_mask: 0.4408, decode.d5.loss_dice: 0.6472, decode.d6.loss_cls: 0.1640, decode.d6.loss_mask: 0.4392, decode.d6.loss_dice: 0.6415, decode.d7.loss_cls: 0.1577, decode.d7.loss_mask: 0.4388, decode.d7.loss_dice: 0.6437, decode.d8.loss_cls: 0.1587, decode.d8.loss_mask: 0.4394, decode.d8.loss_dice: 0.6440, loss: 13.7204, grad_norm: 61.8097 2023-12-26 14:23:57,589 - mmseg - INFO - Iter [152900/160000] lr: 4.438e-06, eta: 0:59:13, time: 0.485, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1542, decode.loss_mask: 0.4304, decode.loss_dice: 0.6295, decode.d0.loss_cls: 1.1227, decode.d0.loss_mask: 0.4650, decode.d0.loss_dice: 0.6962, decode.d1.loss_cls: 0.2220, decode.d1.loss_mask: 0.4448, decode.d1.loss_dice: 0.6606, decode.d2.loss_cls: 0.1927, decode.d2.loss_mask: 0.4360, decode.d2.loss_dice: 0.6465, decode.d3.loss_cls: 0.1779, decode.d3.loss_mask: 0.4325, decode.d3.loss_dice: 0.6347, decode.d4.loss_cls: 0.1681, decode.d4.loss_mask: 0.4314, decode.d4.loss_dice: 0.6352, decode.d5.loss_cls: 0.1598, decode.d5.loss_mask: 0.4329, decode.d5.loss_dice: 0.6331, decode.d6.loss_cls: 0.1584, decode.d6.loss_mask: 0.4324, decode.d6.loss_dice: 0.6319, decode.d7.loss_cls: 0.1566, decode.d7.loss_mask: 0.4309, decode.d7.loss_dice: 0.6303, decode.d8.loss_cls: 0.1545, decode.d8.loss_mask: 0.4318, decode.d8.loss_dice: 0.6358, loss: 13.4687, grad_norm: 60.0241 2023-12-26 14:24:21,772 - mmseg - INFO - Iter [152950/160000] lr: 4.407e-06, eta: 0:58:48, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1797, decode.loss_mask: 0.4334, decode.loss_dice: 0.6595, decode.d0.loss_cls: 1.1602, decode.d0.loss_mask: 0.4721, decode.d0.loss_dice: 0.7268, decode.d1.loss_cls: 0.2487, decode.d1.loss_mask: 0.4484, decode.d1.loss_dice: 0.6888, decode.d2.loss_cls: 0.2241, decode.d2.loss_mask: 0.4411, decode.d2.loss_dice: 0.6756, decode.d3.loss_cls: 0.2070, decode.d3.loss_mask: 0.4379, decode.d3.loss_dice: 0.6662, decode.d4.loss_cls: 0.1987, decode.d4.loss_mask: 0.4354, decode.d4.loss_dice: 0.6630, decode.d5.loss_cls: 0.1897, decode.d5.loss_mask: 0.4344, decode.d5.loss_dice: 0.6646, decode.d6.loss_cls: 0.1865, decode.d6.loss_mask: 0.4363, decode.d6.loss_dice: 0.6646, decode.d7.loss_cls: 0.1841, decode.d7.loss_mask: 0.4335, decode.d7.loss_dice: 0.6586, decode.d8.loss_cls: 0.1805, decode.d8.loss_mask: 0.4336, decode.d8.loss_dice: 0.6582, loss: 14.0911, grad_norm: 56.6835 2023-12-26 14:24:46,288 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 14:24:46,289 - mmseg - INFO - Iter [153000/160000] lr: 4.376e-06, eta: 0:58:23, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1440, decode.loss_mask: 0.4294, decode.loss_dice: 0.6383, decode.d0.loss_cls: 1.1178, decode.d0.loss_mask: 0.4724, decode.d0.loss_dice: 0.7061, decode.d1.loss_cls: 0.2222, decode.d1.loss_mask: 0.4450, decode.d1.loss_dice: 0.6673, decode.d2.loss_cls: 0.1802, decode.d2.loss_mask: 0.4372, decode.d2.loss_dice: 0.6526, decode.d3.loss_cls: 0.1704, decode.d3.loss_mask: 0.4334, decode.d3.loss_dice: 0.6441, decode.d4.loss_cls: 0.1649, decode.d4.loss_mask: 0.4308, decode.d4.loss_dice: 0.6386, decode.d5.loss_cls: 0.1568, decode.d5.loss_mask: 0.4312, decode.d5.loss_dice: 0.6448, decode.d6.loss_cls: 0.1541, decode.d6.loss_mask: 0.4304, decode.d6.loss_dice: 0.6376, decode.d7.loss_cls: 0.1503, decode.d7.loss_mask: 0.4298, decode.d7.loss_dice: 0.6394, decode.d8.loss_cls: 0.1515, decode.d8.loss_mask: 0.4295, decode.d8.loss_dice: 0.6364, loss: 13.4863, grad_norm: 58.1831 2023-12-26 14:25:10,339 - mmseg - INFO - Iter [153050/160000] lr: 4.344e-06, eta: 0:57:58, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1466, decode.loss_mask: 0.4415, decode.loss_dice: 0.6547, decode.d0.loss_cls: 1.1510, decode.d0.loss_mask: 0.4738, decode.d0.loss_dice: 0.7146, decode.d1.loss_cls: 0.2290, decode.d1.loss_mask: 0.4535, decode.d1.loss_dice: 0.6786, decode.d2.loss_cls: 0.1950, decode.d2.loss_mask: 0.4477, decode.d2.loss_dice: 0.6670, decode.d3.loss_cls: 0.1794, decode.d3.loss_mask: 0.4457, decode.d3.loss_dice: 0.6595, decode.d4.loss_cls: 0.1630, decode.d4.loss_mask: 0.4447, decode.d4.loss_dice: 0.6566, decode.d5.loss_cls: 0.1613, decode.d5.loss_mask: 0.4423, decode.d5.loss_dice: 0.6572, decode.d6.loss_cls: 0.1542, decode.d6.loss_mask: 0.4433, decode.d6.loss_dice: 0.6531, decode.d7.loss_cls: 0.1496, decode.d7.loss_mask: 0.4429, decode.d7.loss_dice: 0.6534, decode.d8.loss_cls: 0.1496, decode.d8.loss_mask: 0.4411, decode.d8.loss_dice: 0.6527, loss: 13.8023, grad_norm: 58.4387 2023-12-26 14:25:34,374 - mmseg - INFO - Iter [153100/160000] lr: 4.313e-06, eta: 0:57:33, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1533, decode.loss_mask: 0.4255, decode.loss_dice: 0.6388, decode.d0.loss_cls: 1.1544, decode.d0.loss_mask: 0.4629, decode.d0.loss_dice: 0.7053, decode.d1.loss_cls: 0.2280, decode.d1.loss_mask: 0.4414, decode.d1.loss_dice: 0.6698, decode.d2.loss_cls: 0.1925, decode.d2.loss_mask: 0.4333, decode.d2.loss_dice: 0.6528, decode.d3.loss_cls: 0.1760, decode.d3.loss_mask: 0.4297, decode.d3.loss_dice: 0.6415, decode.d4.loss_cls: 0.1680, decode.d4.loss_mask: 0.4290, decode.d4.loss_dice: 0.6457, decode.d5.loss_cls: 0.1673, decode.d5.loss_mask: 0.4273, decode.d5.loss_dice: 0.6402, decode.d6.loss_cls: 0.1605, decode.d6.loss_mask: 0.4265, decode.d6.loss_dice: 0.6380, decode.d7.loss_cls: 0.1566, decode.d7.loss_mask: 0.4263, decode.d7.loss_dice: 0.6378, decode.d8.loss_cls: 0.1526, decode.d8.loss_mask: 0.4260, decode.d8.loss_dice: 0.6401, loss: 13.5471, grad_norm: 55.1676 2023-12-26 14:25:58,580 - mmseg - INFO - Iter [153150/160000] lr: 4.282e-06, eta: 0:57:08, time: 0.484, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1595, decode.loss_mask: 0.4393, decode.loss_dice: 0.6514, decode.d0.loss_cls: 1.1557, decode.d0.loss_mask: 0.4770, decode.d0.loss_dice: 0.7170, decode.d1.loss_cls: 0.2412, decode.d1.loss_mask: 0.4542, decode.d1.loss_dice: 0.6804, decode.d2.loss_cls: 0.2006, decode.d2.loss_mask: 0.4457, decode.d2.loss_dice: 0.6600, decode.d3.loss_cls: 0.1932, decode.d3.loss_mask: 0.4407, decode.d3.loss_dice: 0.6538, decode.d4.loss_cls: 0.1799, decode.d4.loss_mask: 0.4401, decode.d4.loss_dice: 0.6525, decode.d5.loss_cls: 0.1730, decode.d5.loss_mask: 0.4417, decode.d5.loss_dice: 0.6530, decode.d6.loss_cls: 0.1725, decode.d6.loss_mask: 0.4394, decode.d6.loss_dice: 0.6492, decode.d7.loss_cls: 0.1675, decode.d7.loss_mask: 0.4399, decode.d7.loss_dice: 0.6493, decode.d8.loss_cls: 0.1639, decode.d8.loss_mask: 0.4390, decode.d8.loss_dice: 0.6480, loss: 13.8791, grad_norm: 62.3873 2023-12-26 14:26:23,031 - mmseg - INFO - Iter [153200/160000] lr: 4.251e-06, eta: 0:56:42, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1447, decode.loss_mask: 0.4163, decode.loss_dice: 0.6519, decode.d0.loss_cls: 1.1475, decode.d0.loss_mask: 0.4461, decode.d0.loss_dice: 0.7184, decode.d1.loss_cls: 0.2216, decode.d1.loss_mask: 0.4256, decode.d1.loss_dice: 0.6782, decode.d2.loss_cls: 0.1875, decode.d2.loss_mask: 0.4199, decode.d2.loss_dice: 0.6636, decode.d3.loss_cls: 0.1704, decode.d3.loss_mask: 0.4194, decode.d3.loss_dice: 0.6553, decode.d4.loss_cls: 0.1609, decode.d4.loss_mask: 0.4176, decode.d4.loss_dice: 0.6522, decode.d5.loss_cls: 0.1578, decode.d5.loss_mask: 0.4176, decode.d5.loss_dice: 0.6554, decode.d6.loss_cls: 0.1525, decode.d6.loss_mask: 0.4182, decode.d6.loss_dice: 0.6538, decode.d7.loss_cls: 0.1484, decode.d7.loss_mask: 0.4163, decode.d7.loss_dice: 0.6538, decode.d8.loss_cls: 0.1485, decode.d8.loss_mask: 0.4153, decode.d8.loss_dice: 0.6494, loss: 13.4839, grad_norm: 69.3465 2023-12-26 14:26:47,321 - mmseg - INFO - Iter [153250/160000] lr: 4.219e-06, eta: 0:56:17, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1660, decode.loss_mask: 0.4173, decode.loss_dice: 0.6449, decode.d0.loss_cls: 1.1415, decode.d0.loss_mask: 0.4518, decode.d0.loss_dice: 0.7080, decode.d1.loss_cls: 0.2474, decode.d1.loss_mask: 0.4299, decode.d1.loss_dice: 0.6753, decode.d2.loss_cls: 0.2093, decode.d2.loss_mask: 0.4202, decode.d2.loss_dice: 0.6607, decode.d3.loss_cls: 0.1957, decode.d3.loss_mask: 0.4193, decode.d3.loss_dice: 0.6506, decode.d4.loss_cls: 0.1886, decode.d4.loss_mask: 0.4190, decode.d4.loss_dice: 0.6459, decode.d5.loss_cls: 0.1803, decode.d5.loss_mask: 0.4196, decode.d5.loss_dice: 0.6497, decode.d6.loss_cls: 0.1772, decode.d6.loss_mask: 0.4192, decode.d6.loss_dice: 0.6427, decode.d7.loss_cls: 0.1711, decode.d7.loss_mask: 0.4185, decode.d7.loss_dice: 0.6445, decode.d8.loss_cls: 0.1666, decode.d8.loss_mask: 0.4187, decode.d8.loss_dice: 0.6471, loss: 13.6467, grad_norm: 57.5046 2023-12-26 14:27:11,538 - mmseg - INFO - Iter [153300/160000] lr: 4.188e-06, eta: 0:55:52, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1702, decode.loss_mask: 0.4511, decode.loss_dice: 0.6645, decode.d0.loss_cls: 1.1508, decode.d0.loss_mask: 0.4852, decode.d0.loss_dice: 0.7275, decode.d1.loss_cls: 0.2327, decode.d1.loss_mask: 0.4671, decode.d1.loss_dice: 0.6996, decode.d2.loss_cls: 0.2002, decode.d2.loss_mask: 0.4586, decode.d2.loss_dice: 0.6832, decode.d3.loss_cls: 0.1847, decode.d3.loss_mask: 0.4560, decode.d3.loss_dice: 0.6719, decode.d4.loss_cls: 0.1800, decode.d4.loss_mask: 0.4537, decode.d4.loss_dice: 0.6721, decode.d5.loss_cls: 0.1717, decode.d5.loss_mask: 0.4544, decode.d5.loss_dice: 0.6663, decode.d6.loss_cls: 0.1733, decode.d6.loss_mask: 0.4515, decode.d6.loss_dice: 0.6626, decode.d7.loss_cls: 0.1714, decode.d7.loss_mask: 0.4513, decode.d7.loss_dice: 0.6655, decode.d8.loss_cls: 0.1671, decode.d8.loss_mask: 0.4509, decode.d8.loss_dice: 0.6668, loss: 14.1620, grad_norm: 60.4910 2023-12-26 14:27:35,563 - mmseg - INFO - Iter [153350/160000] lr: 4.157e-06, eta: 0:55:27, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1740, decode.loss_mask: 0.4493, decode.loss_dice: 0.6620, decode.d0.loss_cls: 1.1421, decode.d0.loss_mask: 0.4903, decode.d0.loss_dice: 0.7251, decode.d1.loss_cls: 0.2450, decode.d1.loss_mask: 0.4638, decode.d1.loss_dice: 0.6961, decode.d2.loss_cls: 0.2114, decode.d2.loss_mask: 0.4583, decode.d2.loss_dice: 0.6794, decode.d3.loss_cls: 0.2034, decode.d3.loss_mask: 0.4535, decode.d3.loss_dice: 0.6667, decode.d4.loss_cls: 0.1945, decode.d4.loss_mask: 0.4533, decode.d4.loss_dice: 0.6677, decode.d5.loss_cls: 0.1847, decode.d5.loss_mask: 0.4535, decode.d5.loss_dice: 0.6646, decode.d6.loss_cls: 0.1818, decode.d6.loss_mask: 0.4521, decode.d6.loss_dice: 0.6611, decode.d7.loss_cls: 0.1766, decode.d7.loss_mask: 0.4507, decode.d7.loss_dice: 0.6599, decode.d8.loss_cls: 0.1757, decode.d8.loss_mask: 0.4515, decode.d8.loss_dice: 0.6600, loss: 14.2083, grad_norm: 66.5807 2023-12-26 14:27:59,566 - mmseg - INFO - Iter [153400/160000] lr: 4.126e-06, eta: 0:55:02, time: 0.480, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1509, decode.loss_mask: 0.4405, decode.loss_dice: 0.6480, decode.d0.loss_cls: 1.1118, decode.d0.loss_mask: 0.4789, decode.d0.loss_dice: 0.7119, decode.d1.loss_cls: 0.2136, decode.d1.loss_mask: 0.4552, decode.d1.loss_dice: 0.6832, decode.d2.loss_cls: 0.1900, decode.d2.loss_mask: 0.4457, decode.d2.loss_dice: 0.6654, decode.d3.loss_cls: 0.1728, decode.d3.loss_mask: 0.4432, decode.d3.loss_dice: 0.6565, decode.d4.loss_cls: 0.1644, decode.d4.loss_mask: 0.4422, decode.d4.loss_dice: 0.6542, decode.d5.loss_cls: 0.1577, decode.d5.loss_mask: 0.4421, decode.d5.loss_dice: 0.6547, decode.d6.loss_cls: 0.1596, decode.d6.loss_mask: 0.4409, decode.d6.loss_dice: 0.6481, decode.d7.loss_cls: 0.1534, decode.d7.loss_mask: 0.4405, decode.d7.loss_dice: 0.6505, decode.d8.loss_cls: 0.1513, decode.d8.loss_mask: 0.4414, decode.d8.loss_dice: 0.6493, loss: 13.7179, grad_norm: 57.9518 2023-12-26 14:28:23,812 - mmseg - INFO - Iter [153450/160000] lr: 4.094e-06, eta: 0:54:37, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1632, decode.loss_mask: 0.4149, decode.loss_dice: 0.6427, decode.d0.loss_cls: 1.1437, decode.d0.loss_mask: 0.4522, decode.d0.loss_dice: 0.7066, decode.d1.loss_cls: 0.2321, decode.d1.loss_mask: 0.4283, decode.d1.loss_dice: 0.6726, decode.d2.loss_cls: 0.1975, decode.d2.loss_mask: 0.4214, decode.d2.loss_dice: 0.6544, decode.d3.loss_cls: 0.1826, decode.d3.loss_mask: 0.4173, decode.d3.loss_dice: 0.6479, decode.d4.loss_cls: 0.1733, decode.d4.loss_mask: 0.4181, decode.d4.loss_dice: 0.6451, decode.d5.loss_cls: 0.1670, decode.d5.loss_mask: 0.4185, decode.d5.loss_dice: 0.6471, decode.d6.loss_cls: 0.1639, decode.d6.loss_mask: 0.4164, decode.d6.loss_dice: 0.6433, decode.d7.loss_cls: 0.1602, decode.d7.loss_mask: 0.4152, decode.d7.loss_dice: 0.6427, decode.d8.loss_cls: 0.1580, decode.d8.loss_mask: 0.4161, decode.d8.loss_dice: 0.6437, loss: 13.5059, grad_norm: 60.1092 2023-12-26 14:28:47,981 - mmseg - INFO - Iter [153500/160000] lr: 4.063e-06, eta: 0:54:12, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1590, decode.loss_mask: 0.4270, decode.loss_dice: 0.6625, decode.d0.loss_cls: 1.1547, decode.d0.loss_mask: 0.4646, decode.d0.loss_dice: 0.7349, decode.d1.loss_cls: 0.2313, decode.d1.loss_mask: 0.4400, decode.d1.loss_dice: 0.6979, decode.d2.loss_cls: 0.2004, decode.d2.loss_mask: 0.4320, decode.d2.loss_dice: 0.6765, decode.d3.loss_cls: 0.1860, decode.d3.loss_mask: 0.4296, decode.d3.loss_dice: 0.6691, decode.d4.loss_cls: 0.1776, decode.d4.loss_mask: 0.4293, decode.d4.loss_dice: 0.6700, decode.d5.loss_cls: 0.1694, decode.d5.loss_mask: 0.4291, decode.d5.loss_dice: 0.6692, decode.d6.loss_cls: 0.1676, decode.d6.loss_mask: 0.4274, decode.d6.loss_dice: 0.6603, decode.d7.loss_cls: 0.1636, decode.d7.loss_mask: 0.4268, decode.d7.loss_dice: 0.6636, decode.d8.loss_cls: 0.1618, decode.d8.loss_mask: 0.4271, decode.d8.loss_dice: 0.6643, loss: 13.8724, grad_norm: 58.9356 2023-12-26 14:29:12,293 - mmseg - INFO - Iter [153550/160000] lr: 4.032e-06, eta: 0:53:47, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1539, decode.loss_mask: 0.4247, decode.loss_dice: 0.6428, decode.d0.loss_cls: 1.1297, decode.d0.loss_mask: 0.4572, decode.d0.loss_dice: 0.7086, decode.d1.loss_cls: 0.2186, decode.d1.loss_mask: 0.4378, decode.d1.loss_dice: 0.6756, decode.d2.loss_cls: 0.1905, decode.d2.loss_mask: 0.4296, decode.d2.loss_dice: 0.6601, decode.d3.loss_cls: 0.1779, decode.d3.loss_mask: 0.4277, decode.d3.loss_dice: 0.6547, decode.d4.loss_cls: 0.1647, decode.d4.loss_mask: 0.4258, decode.d4.loss_dice: 0.6503, decode.d5.loss_cls: 0.1633, decode.d5.loss_mask: 0.4271, decode.d5.loss_dice: 0.6496, decode.d6.loss_cls: 0.1590, decode.d6.loss_mask: 0.4258, decode.d6.loss_dice: 0.6458, decode.d7.loss_cls: 0.1584, decode.d7.loss_mask: 0.4256, decode.d7.loss_dice: 0.6431, decode.d8.loss_cls: 0.1555, decode.d8.loss_mask: 0.4252, decode.d8.loss_dice: 0.6448, loss: 13.5533, grad_norm: 57.8768 2023-12-26 14:29:36,620 - mmseg - INFO - Iter [153600/160000] lr: 4.001e-06, eta: 0:53:22, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1712, decode.loss_mask: 0.4277, decode.loss_dice: 0.6674, decode.d0.loss_cls: 1.1365, decode.d0.loss_mask: 0.4642, decode.d0.loss_dice: 0.7419, decode.d1.loss_cls: 0.2450, decode.d1.loss_mask: 0.4420, decode.d1.loss_dice: 0.7028, decode.d2.loss_cls: 0.2194, decode.d2.loss_mask: 0.4326, decode.d2.loss_dice: 0.6818, decode.d3.loss_cls: 0.2002, decode.d3.loss_mask: 0.4301, decode.d3.loss_dice: 0.6737, decode.d4.loss_cls: 0.1924, decode.d4.loss_mask: 0.4297, decode.d4.loss_dice: 0.6717, decode.d5.loss_cls: 0.1842, decode.d5.loss_mask: 0.4282, decode.d5.loss_dice: 0.6687, decode.d6.loss_cls: 0.1864, decode.d6.loss_mask: 0.4271, decode.d6.loss_dice: 0.6648, decode.d7.loss_cls: 0.1749, decode.d7.loss_mask: 0.4276, decode.d7.loss_dice: 0.6649, decode.d8.loss_cls: 0.1709, decode.d8.loss_mask: 0.4278, decode.d8.loss_dice: 0.6676, loss: 14.0232, grad_norm: 58.6726 2023-12-26 14:30:00,737 - mmseg - INFO - Iter [153650/160000] lr: 3.969e-06, eta: 0:52:57, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1625, decode.loss_mask: 0.4341, decode.loss_dice: 0.6384, decode.d0.loss_cls: 1.1222, decode.d0.loss_mask: 0.4643, decode.d0.loss_dice: 0.6966, decode.d1.loss_cls: 0.2281, decode.d1.loss_mask: 0.4426, decode.d1.loss_dice: 0.6667, decode.d2.loss_cls: 0.1956, decode.d2.loss_mask: 0.4384, decode.d2.loss_dice: 0.6551, decode.d3.loss_cls: 0.1784, decode.d3.loss_mask: 0.4362, decode.d3.loss_dice: 0.6446, decode.d4.loss_cls: 0.1689, decode.d4.loss_mask: 0.4350, decode.d4.loss_dice: 0.6436, decode.d5.loss_cls: 0.1682, decode.d5.loss_mask: 0.4357, decode.d5.loss_dice: 0.6418, decode.d6.loss_cls: 0.1601, decode.d6.loss_mask: 0.4343, decode.d6.loss_dice: 0.6388, decode.d7.loss_cls: 0.1592, decode.d7.loss_mask: 0.4349, decode.d7.loss_dice: 0.6393, decode.d8.loss_cls: 0.1612, decode.d8.loss_mask: 0.4340, decode.d8.loss_dice: 0.6386, loss: 13.5975, grad_norm: 63.6112 2023-12-26 14:30:24,821 - mmseg - INFO - Iter [153700/160000] lr: 3.938e-06, eta: 0:52:32, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1689, decode.loss_mask: 0.4392, decode.loss_dice: 0.6530, decode.d0.loss_cls: 1.1604, decode.d0.loss_mask: 0.4717, decode.d0.loss_dice: 0.7233, decode.d1.loss_cls: 0.2430, decode.d1.loss_mask: 0.4518, decode.d1.loss_dice: 0.6880, decode.d2.loss_cls: 0.2136, decode.d2.loss_mask: 0.4438, decode.d2.loss_dice: 0.6694, decode.d3.loss_cls: 0.1904, decode.d3.loss_mask: 0.4429, decode.d3.loss_dice: 0.6619, decode.d4.loss_cls: 0.1834, decode.d4.loss_mask: 0.4405, decode.d4.loss_dice: 0.6565, decode.d5.loss_cls: 0.1771, decode.d5.loss_mask: 0.4394, decode.d5.loss_dice: 0.6552, decode.d6.loss_cls: 0.1798, decode.d6.loss_mask: 0.4393, decode.d6.loss_dice: 0.6569, decode.d7.loss_cls: 0.1712, decode.d7.loss_mask: 0.4383, decode.d7.loss_dice: 0.6560, decode.d8.loss_cls: 0.1699, decode.d8.loss_mask: 0.4398, decode.d8.loss_dice: 0.6568, loss: 13.9815, grad_norm: 65.8744 2023-12-26 14:30:49,139 - mmseg - INFO - Iter [153750/160000] lr: 3.907e-06, eta: 0:52:07, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1626, decode.loss_mask: 0.4231, decode.loss_dice: 0.6584, decode.d0.loss_cls: 1.1532, decode.d0.loss_mask: 0.4575, decode.d0.loss_dice: 0.7315, decode.d1.loss_cls: 0.2351, decode.d1.loss_mask: 0.4332, decode.d1.loss_dice: 0.6893, decode.d2.loss_cls: 0.2002, decode.d2.loss_mask: 0.4284, decode.d2.loss_dice: 0.6715, decode.d3.loss_cls: 0.1867, decode.d3.loss_mask: 0.4253, decode.d3.loss_dice: 0.6660, decode.d4.loss_cls: 0.1770, decode.d4.loss_mask: 0.4259, decode.d4.loss_dice: 0.6673, decode.d5.loss_cls: 0.1728, decode.d5.loss_mask: 0.4247, decode.d5.loss_dice: 0.6612, decode.d6.loss_cls: 0.1669, decode.d6.loss_mask: 0.4245, decode.d6.loss_dice: 0.6591, decode.d7.loss_cls: 0.1618, decode.d7.loss_mask: 0.4228, decode.d7.loss_dice: 0.6587, decode.d8.loss_cls: 0.1622, decode.d8.loss_mask: 0.4228, decode.d8.loss_dice: 0.6600, loss: 13.7897, grad_norm: 62.4752 2023-12-26 14:31:13,500 - mmseg - INFO - Iter [153800/160000] lr: 3.876e-06, eta: 0:51:42, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1496, decode.loss_mask: 0.4398, decode.loss_dice: 0.6448, decode.d0.loss_cls: 1.1022, decode.d0.loss_mask: 0.4754, decode.d0.loss_dice: 0.7107, decode.d1.loss_cls: 0.2258, decode.d1.loss_mask: 0.4538, decode.d1.loss_dice: 0.6760, decode.d2.loss_cls: 0.1903, decode.d2.loss_mask: 0.4463, decode.d2.loss_dice: 0.6573, decode.d3.loss_cls: 0.1770, decode.d3.loss_mask: 0.4417, decode.d3.loss_dice: 0.6499, decode.d4.loss_cls: 0.1693, decode.d4.loss_mask: 0.4416, decode.d4.loss_dice: 0.6483, decode.d5.loss_cls: 0.1635, decode.d5.loss_mask: 0.4406, decode.d5.loss_dice: 0.6461, decode.d6.loss_cls: 0.1580, decode.d6.loss_mask: 0.4394, decode.d6.loss_dice: 0.6409, decode.d7.loss_cls: 0.1541, decode.d7.loss_mask: 0.4385, decode.d7.loss_dice: 0.6429, decode.d8.loss_cls: 0.1537, decode.d8.loss_mask: 0.4397, decode.d8.loss_dice: 0.6464, loss: 13.6633, grad_norm: 61.4327 2023-12-26 14:31:37,890 - mmseg - INFO - Iter [153850/160000] lr: 3.844e-06, eta: 0:51:17, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1581, decode.loss_mask: 0.4344, decode.loss_dice: 0.6573, decode.d0.loss_cls: 1.1072, decode.d0.loss_mask: 0.4735, decode.d0.loss_dice: 0.7194, decode.d1.loss_cls: 0.2293, decode.d1.loss_mask: 0.4505, decode.d1.loss_dice: 0.6844, decode.d2.loss_cls: 0.2000, decode.d2.loss_mask: 0.4421, decode.d2.loss_dice: 0.6655, decode.d3.loss_cls: 0.1801, decode.d3.loss_mask: 0.4381, decode.d3.loss_dice: 0.6606, decode.d4.loss_cls: 0.1743, decode.d4.loss_mask: 0.4368, decode.d4.loss_dice: 0.6590, decode.d5.loss_cls: 0.1685, decode.d5.loss_mask: 0.4350, decode.d5.loss_dice: 0.6546, decode.d6.loss_cls: 0.1652, decode.d6.loss_mask: 0.4327, decode.d6.loss_dice: 0.6519, decode.d7.loss_cls: 0.1616, decode.d7.loss_mask: 0.4346, decode.d7.loss_dice: 0.6539, decode.d8.loss_cls: 0.1611, decode.d8.loss_mask: 0.4337, decode.d8.loss_dice: 0.6540, loss: 13.7774, grad_norm: 62.3509 2023-12-26 14:32:02,455 - mmseg - INFO - Iter [153900/160000] lr: 3.813e-06, eta: 0:50:52, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1569, decode.loss_mask: 0.4131, decode.loss_dice: 0.6585, decode.d0.loss_cls: 1.1699, decode.d0.loss_mask: 0.4499, decode.d0.loss_dice: 0.7233, decode.d1.loss_cls: 0.2430, decode.d1.loss_mask: 0.4262, decode.d1.loss_dice: 0.6875, decode.d2.loss_cls: 0.2069, decode.d2.loss_mask: 0.4183, decode.d2.loss_dice: 0.6700, decode.d3.loss_cls: 0.1858, decode.d3.loss_mask: 0.4158, decode.d3.loss_dice: 0.6624, decode.d4.loss_cls: 0.1713, decode.d4.loss_mask: 0.4145, decode.d4.loss_dice: 0.6627, decode.d5.loss_cls: 0.1693, decode.d5.loss_mask: 0.4135, decode.d5.loss_dice: 0.6576, decode.d6.loss_cls: 0.1636, decode.d6.loss_mask: 0.4134, decode.d6.loss_dice: 0.6579, decode.d7.loss_cls: 0.1627, decode.d7.loss_mask: 0.4124, decode.d7.loss_dice: 0.6568, decode.d8.loss_cls: 0.1598, decode.d8.loss_mask: 0.4137, decode.d8.loss_dice: 0.6601, loss: 13.6768, grad_norm: 54.9193 2023-12-26 14:32:26,960 - mmseg - INFO - Iter [153950/160000] lr: 3.782e-06, eta: 0:50:27, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1440, decode.loss_mask: 0.4228, decode.loss_dice: 0.6354, decode.d0.loss_cls: 1.1029, decode.d0.loss_mask: 0.4587, decode.d0.loss_dice: 0.6968, decode.d1.loss_cls: 0.2111, decode.d1.loss_mask: 0.4348, decode.d1.loss_dice: 0.6640, decode.d2.loss_cls: 0.1767, decode.d2.loss_mask: 0.4270, decode.d2.loss_dice: 0.6447, decode.d3.loss_cls: 0.1678, decode.d3.loss_mask: 0.4251, decode.d3.loss_dice: 0.6366, decode.d4.loss_cls: 0.1610, decode.d4.loss_mask: 0.4244, decode.d4.loss_dice: 0.6382, decode.d5.loss_cls: 0.1495, decode.d5.loss_mask: 0.4236, decode.d5.loss_dice: 0.6346, decode.d6.loss_cls: 0.1496, decode.d6.loss_mask: 0.4223, decode.d6.loss_dice: 0.6343, decode.d7.loss_cls: 0.1478, decode.d7.loss_mask: 0.4219, decode.d7.loss_dice: 0.6353, decode.d8.loss_cls: 0.1439, decode.d8.loss_mask: 0.4222, decode.d8.loss_dice: 0.6336, loss: 13.2907, grad_norm: 56.4699 2023-12-26 14:32:53,550 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 14:32:53,550 - mmseg - INFO - Iter [154000/160000] lr: 3.751e-06, eta: 0:50:02, time: 0.532, data_time: 0.058, memory: 40245, decode.loss_cls: 0.1622, decode.loss_mask: 0.4348, decode.loss_dice: 0.6672, decode.d0.loss_cls: 1.1601, decode.d0.loss_mask: 0.4732, decode.d0.loss_dice: 0.7369, decode.d1.loss_cls: 0.2274, decode.d1.loss_mask: 0.4492, decode.d1.loss_dice: 0.7050, decode.d2.loss_cls: 0.1953, decode.d2.loss_mask: 0.4405, decode.d2.loss_dice: 0.6855, decode.d3.loss_cls: 0.1848, decode.d3.loss_mask: 0.4375, decode.d3.loss_dice: 0.6726, decode.d4.loss_cls: 0.1719, decode.d4.loss_mask: 0.4374, decode.d4.loss_dice: 0.6728, decode.d5.loss_cls: 0.1665, decode.d5.loss_mask: 0.4380, decode.d5.loss_dice: 0.6738, decode.d6.loss_cls: 0.1631, decode.d6.loss_mask: 0.4372, decode.d6.loss_dice: 0.6677, decode.d7.loss_cls: 0.1579, decode.d7.loss_mask: 0.4370, decode.d7.loss_dice: 0.6676, decode.d8.loss_cls: 0.1592, decode.d8.loss_mask: 0.4370, decode.d8.loss_dice: 0.6689, loss: 13.9882, grad_norm: 64.3600 2023-12-26 14:33:17,813 - mmseg - INFO - Iter [154050/160000] lr: 3.719e-06, eta: 0:49:37, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1575, decode.loss_mask: 0.4248, decode.loss_dice: 0.6542, decode.d0.loss_cls: 1.1371, decode.d0.loss_mask: 0.4548, decode.d0.loss_dice: 0.7143, decode.d1.loss_cls: 0.2308, decode.d1.loss_mask: 0.4362, decode.d1.loss_dice: 0.6826, decode.d2.loss_cls: 0.1921, decode.d2.loss_mask: 0.4307, decode.d2.loss_dice: 0.6662, decode.d3.loss_cls: 0.1811, decode.d3.loss_mask: 0.4286, decode.d3.loss_dice: 0.6586, decode.d4.loss_cls: 0.1696, decode.d4.loss_mask: 0.4259, decode.d4.loss_dice: 0.6608, decode.d5.loss_cls: 0.1634, decode.d5.loss_mask: 0.4262, decode.d5.loss_dice: 0.6580, decode.d6.loss_cls: 0.1657, decode.d6.loss_mask: 0.4262, decode.d6.loss_dice: 0.6573, decode.d7.loss_cls: 0.1589, decode.d7.loss_mask: 0.4243, decode.d7.loss_dice: 0.6513, decode.d8.loss_cls: 0.1579, decode.d8.loss_mask: 0.4242, decode.d8.loss_dice: 0.6536, loss: 13.6727, grad_norm: 56.1247 2023-12-26 14:33:42,370 - mmseg - INFO - Iter [154100/160000] lr: 3.688e-06, eta: 0:49:12, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1488, decode.loss_mask: 0.4148, decode.loss_dice: 0.6377, decode.d0.loss_cls: 1.1083, decode.d0.loss_mask: 0.4481, decode.d0.loss_dice: 0.7070, decode.d1.loss_cls: 0.2150, decode.d1.loss_mask: 0.4305, decode.d1.loss_dice: 0.6739, decode.d2.loss_cls: 0.1878, decode.d2.loss_mask: 0.4218, decode.d2.loss_dice: 0.6535, decode.d3.loss_cls: 0.1704, decode.d3.loss_mask: 0.4210, decode.d3.loss_dice: 0.6491, decode.d4.loss_cls: 0.1618, decode.d4.loss_mask: 0.4173, decode.d4.loss_dice: 0.6483, decode.d5.loss_cls: 0.1553, decode.d5.loss_mask: 0.4172, decode.d5.loss_dice: 0.6436, decode.d6.loss_cls: 0.1533, decode.d6.loss_mask: 0.4167, decode.d6.loss_dice: 0.6422, decode.d7.loss_cls: 0.1520, decode.d7.loss_mask: 0.4161, decode.d7.loss_dice: 0.6386, decode.d8.loss_cls: 0.1501, decode.d8.loss_mask: 0.4150, decode.d8.loss_dice: 0.6396, loss: 13.3549, grad_norm: 56.0474 2023-12-26 14:34:06,938 - mmseg - INFO - Iter [154150/160000] lr: 3.657e-06, eta: 0:48:47, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1433, decode.loss_mask: 0.4304, decode.loss_dice: 0.6366, decode.d0.loss_cls: 1.1111, decode.d0.loss_mask: 0.4624, decode.d0.loss_dice: 0.6966, decode.d1.loss_cls: 0.2133, decode.d1.loss_mask: 0.4417, decode.d1.loss_dice: 0.6701, decode.d2.loss_cls: 0.1826, decode.d2.loss_mask: 0.4361, decode.d2.loss_dice: 0.6529, decode.d3.loss_cls: 0.1697, decode.d3.loss_mask: 0.4315, decode.d3.loss_dice: 0.6449, decode.d4.loss_cls: 0.1576, decode.d4.loss_mask: 0.4343, decode.d4.loss_dice: 0.6475, decode.d5.loss_cls: 0.1517, decode.d5.loss_mask: 0.4320, decode.d5.loss_dice: 0.6464, decode.d6.loss_cls: 0.1511, decode.d6.loss_mask: 0.4321, decode.d6.loss_dice: 0.6425, decode.d7.loss_cls: 0.1507, decode.d7.loss_mask: 0.4302, decode.d7.loss_dice: 0.6395, decode.d8.loss_cls: 0.1458, decode.d8.loss_mask: 0.4307, decode.d8.loss_dice: 0.6397, loss: 13.4551, grad_norm: 58.4099 2023-12-26 14:34:31,455 - mmseg - INFO - Iter [154200/160000] lr: 3.626e-06, eta: 0:48:22, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1551, decode.loss_mask: 0.4158, decode.loss_dice: 0.6273, decode.d0.loss_cls: 1.1324, decode.d0.loss_mask: 0.4468, decode.d0.loss_dice: 0.6929, decode.d1.loss_cls: 0.2297, decode.d1.loss_mask: 0.4298, decode.d1.loss_dice: 0.6580, decode.d2.loss_cls: 0.1972, decode.d2.loss_mask: 0.4206, decode.d2.loss_dice: 0.6407, decode.d3.loss_cls: 0.1743, decode.d3.loss_mask: 0.4185, decode.d3.loss_dice: 0.6334, decode.d4.loss_cls: 0.1731, decode.d4.loss_mask: 0.4175, decode.d4.loss_dice: 0.6299, decode.d5.loss_cls: 0.1700, decode.d5.loss_mask: 0.4170, decode.d5.loss_dice: 0.6309, decode.d6.loss_cls: 0.1612, decode.d6.loss_mask: 0.4159, decode.d6.loss_dice: 0.6263, decode.d7.loss_cls: 0.1585, decode.d7.loss_mask: 0.4158, decode.d7.loss_dice: 0.6275, decode.d8.loss_cls: 0.1563, decode.d8.loss_mask: 0.4151, decode.d8.loss_dice: 0.6270, loss: 13.3143, grad_norm: 57.1913 2023-12-26 14:34:55,791 - mmseg - INFO - Iter [154250/160000] lr: 3.594e-06, eta: 0:47:57, time: 0.487, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1406, decode.loss_mask: 0.4140, decode.loss_dice: 0.6424, decode.d0.loss_cls: 1.1419, decode.d0.loss_mask: 0.4501, decode.d0.loss_dice: 0.7026, decode.d1.loss_cls: 0.2198, decode.d1.loss_mask: 0.4274, decode.d1.loss_dice: 0.6684, decode.d2.loss_cls: 0.1828, decode.d2.loss_mask: 0.4214, decode.d2.loss_dice: 0.6585, decode.d3.loss_cls: 0.1685, decode.d3.loss_mask: 0.4172, decode.d3.loss_dice: 0.6502, decode.d4.loss_cls: 0.1600, decode.d4.loss_mask: 0.4160, decode.d4.loss_dice: 0.6438, decode.d5.loss_cls: 0.1509, decode.d5.loss_mask: 0.4163, decode.d5.loss_dice: 0.6459, decode.d6.loss_cls: 0.1536, decode.d6.loss_mask: 0.4147, decode.d6.loss_dice: 0.6414, decode.d7.loss_cls: 0.1469, decode.d7.loss_mask: 0.4143, decode.d7.loss_dice: 0.6396, decode.d8.loss_cls: 0.1453, decode.d8.loss_mask: 0.4137, decode.d8.loss_dice: 0.6428, loss: 13.3511, grad_norm: 55.9447 2023-12-26 14:35:20,037 - mmseg - INFO - Iter [154300/160000] lr: 3.563e-06, eta: 0:47:31, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1415, decode.loss_mask: 0.4266, decode.loss_dice: 0.6407, decode.d0.loss_cls: 1.1555, decode.d0.loss_mask: 0.4575, decode.d0.loss_dice: 0.6978, decode.d1.loss_cls: 0.2208, decode.d1.loss_mask: 0.4394, decode.d1.loss_dice: 0.6712, decode.d2.loss_cls: 0.1856, decode.d2.loss_mask: 0.4317, decode.d2.loss_dice: 0.6554, decode.d3.loss_cls: 0.1739, decode.d3.loss_mask: 0.4307, decode.d3.loss_dice: 0.6485, decode.d4.loss_cls: 0.1641, decode.d4.loss_mask: 0.4285, decode.d4.loss_dice: 0.6443, decode.d5.loss_cls: 0.1563, decode.d5.loss_mask: 0.4292, decode.d5.loss_dice: 0.6451, decode.d6.loss_cls: 0.1486, decode.d6.loss_mask: 0.4287, decode.d6.loss_dice: 0.6424, decode.d7.loss_cls: 0.1490, decode.d7.loss_mask: 0.4272, decode.d7.loss_dice: 0.6441, decode.d8.loss_cls: 0.1454, decode.d8.loss_mask: 0.4273, decode.d8.loss_dice: 0.6397, loss: 13.4968, grad_norm: 56.5253 2023-12-26 14:35:44,101 - mmseg - INFO - Iter [154350/160000] lr: 3.532e-06, eta: 0:47:06, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1484, decode.loss_mask: 0.4246, decode.loss_dice: 0.6457, decode.d0.loss_cls: 1.1381, decode.d0.loss_mask: 0.4637, decode.d0.loss_dice: 0.7053, decode.d1.loss_cls: 0.2341, decode.d1.loss_mask: 0.4432, decode.d1.loss_dice: 0.6737, decode.d2.loss_cls: 0.1952, decode.d2.loss_mask: 0.4319, decode.d2.loss_dice: 0.6576, decode.d3.loss_cls: 0.1799, decode.d3.loss_mask: 0.4287, decode.d3.loss_dice: 0.6443, decode.d4.loss_cls: 0.1726, decode.d4.loss_mask: 0.4284, decode.d4.loss_dice: 0.6459, decode.d5.loss_cls: 0.1684, decode.d5.loss_mask: 0.4271, decode.d5.loss_dice: 0.6476, decode.d6.loss_cls: 0.1603, decode.d6.loss_mask: 0.4258, decode.d6.loss_dice: 0.6432, decode.d7.loss_cls: 0.1569, decode.d7.loss_mask: 0.4260, decode.d7.loss_dice: 0.6474, decode.d8.loss_cls: 0.1562, decode.d8.loss_mask: 0.4259, decode.d8.loss_dice: 0.6453, loss: 13.5914, grad_norm: 63.3409 2023-12-26 14:36:08,352 - mmseg - INFO - Iter [154400/160000] lr: 3.501e-06, eta: 0:46:41, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1613, decode.loss_mask: 0.4322, decode.loss_dice: 0.6615, decode.d0.loss_cls: 1.1557, decode.d0.loss_mask: 0.4653, decode.d0.loss_dice: 0.7182, decode.d1.loss_cls: 0.2312, decode.d1.loss_mask: 0.4467, decode.d1.loss_dice: 0.6923, decode.d2.loss_cls: 0.1974, decode.d2.loss_mask: 0.4405, decode.d2.loss_dice: 0.6738, decode.d3.loss_cls: 0.1861, decode.d3.loss_mask: 0.4373, decode.d3.loss_dice: 0.6644, decode.d4.loss_cls: 0.1760, decode.d4.loss_mask: 0.4348, decode.d4.loss_dice: 0.6652, decode.d5.loss_cls: 0.1703, decode.d5.loss_mask: 0.4345, decode.d5.loss_dice: 0.6623, decode.d6.loss_cls: 0.1693, decode.d6.loss_mask: 0.4330, decode.d6.loss_dice: 0.6576, decode.d7.loss_cls: 0.1655, decode.d7.loss_mask: 0.4329, decode.d7.loss_dice: 0.6598, decode.d8.loss_cls: 0.1642, decode.d8.loss_mask: 0.4332, decode.d8.loss_dice: 0.6593, loss: 13.8819, grad_norm: 58.5020 2023-12-26 14:36:32,530 - mmseg - INFO - Iter [154450/160000] lr: 3.469e-06, eta: 0:46:16, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1456, decode.loss_mask: 0.4238, decode.loss_dice: 0.6318, decode.d0.loss_cls: 1.1092, decode.d0.loss_mask: 0.4575, decode.d0.loss_dice: 0.6943, decode.d1.loss_cls: 0.2118, decode.d1.loss_mask: 0.4373, decode.d1.loss_dice: 0.6564, decode.d2.loss_cls: 0.1859, decode.d2.loss_mask: 0.4304, decode.d2.loss_dice: 0.6431, decode.d3.loss_cls: 0.1727, decode.d3.loss_mask: 0.4272, decode.d3.loss_dice: 0.6357, decode.d4.loss_cls: 0.1622, decode.d4.loss_mask: 0.4261, decode.d4.loss_dice: 0.6341, decode.d5.loss_cls: 0.1586, decode.d5.loss_mask: 0.4247, decode.d5.loss_dice: 0.6366, decode.d6.loss_cls: 0.1571, decode.d6.loss_mask: 0.4253, decode.d6.loss_dice: 0.6345, decode.d7.loss_cls: 0.1518, decode.d7.loss_mask: 0.4231, decode.d7.loss_dice: 0.6317, decode.d8.loss_cls: 0.1512, decode.d8.loss_mask: 0.4234, decode.d8.loss_dice: 0.6320, loss: 13.3351, grad_norm: 57.8494 2023-12-26 14:36:56,688 - mmseg - INFO - Iter [154500/160000] lr: 3.438e-06, eta: 0:45:51, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1541, decode.loss_mask: 0.4316, decode.loss_dice: 0.6356, decode.d0.loss_cls: 1.1306, decode.d0.loss_mask: 0.4720, decode.d0.loss_dice: 0.7012, decode.d1.loss_cls: 0.2188, decode.d1.loss_mask: 0.4462, decode.d1.loss_dice: 0.6645, decode.d2.loss_cls: 0.1899, decode.d2.loss_mask: 0.4380, decode.d2.loss_dice: 0.6491, decode.d3.loss_cls: 0.1724, decode.d3.loss_mask: 0.4358, decode.d3.loss_dice: 0.6390, decode.d4.loss_cls: 0.1683, decode.d4.loss_mask: 0.4339, decode.d4.loss_dice: 0.6364, decode.d5.loss_cls: 0.1645, decode.d5.loss_mask: 0.4340, decode.d5.loss_dice: 0.6379, decode.d6.loss_cls: 0.1565, decode.d6.loss_mask: 0.4333, decode.d6.loss_dice: 0.6331, decode.d7.loss_cls: 0.1544, decode.d7.loss_mask: 0.4323, decode.d7.loss_dice: 0.6376, decode.d8.loss_cls: 0.1546, decode.d8.loss_mask: 0.4321, decode.d8.loss_dice: 0.6320, loss: 13.5197, grad_norm: 57.0940 2023-12-26 14:37:20,981 - mmseg - INFO - Iter [154550/160000] lr: 3.407e-06, eta: 0:45:26, time: 0.486, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1667, decode.loss_mask: 0.4370, decode.loss_dice: 0.6559, decode.d0.loss_cls: 1.1217, decode.d0.loss_mask: 0.4786, decode.d0.loss_dice: 0.7248, decode.d1.loss_cls: 0.2373, decode.d1.loss_mask: 0.4556, decode.d1.loss_dice: 0.6909, decode.d2.loss_cls: 0.2060, decode.d2.loss_mask: 0.4468, decode.d2.loss_dice: 0.6783, decode.d3.loss_cls: 0.1922, decode.d3.loss_mask: 0.4443, decode.d3.loss_dice: 0.6635, decode.d4.loss_cls: 0.1815, decode.d4.loss_mask: 0.4424, decode.d4.loss_dice: 0.6643, decode.d5.loss_cls: 0.1763, decode.d5.loss_mask: 0.4397, decode.d5.loss_dice: 0.6629, decode.d6.loss_cls: 0.1726, decode.d6.loss_mask: 0.4395, decode.d6.loss_dice: 0.6612, decode.d7.loss_cls: 0.1680, decode.d7.loss_mask: 0.4393, decode.d7.loss_dice: 0.6563, decode.d8.loss_cls: 0.1664, decode.d8.loss_mask: 0.4372, decode.d8.loss_dice: 0.6595, loss: 13.9667, grad_norm: 62.9630 2023-12-26 14:37:45,410 - mmseg - INFO - Iter [154600/160000] lr: 3.376e-06, eta: 0:45:01, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1614, decode.loss_mask: 0.4272, decode.loss_dice: 0.6533, decode.d0.loss_cls: 1.1543, decode.d0.loss_mask: 0.4642, decode.d0.loss_dice: 0.7340, decode.d1.loss_cls: 0.2358, decode.d1.loss_mask: 0.4434, decode.d1.loss_dice: 0.6857, decode.d2.loss_cls: 0.2066, decode.d2.loss_mask: 0.4354, decode.d2.loss_dice: 0.6726, decode.d3.loss_cls: 0.1876, decode.d3.loss_mask: 0.4323, decode.d3.loss_dice: 0.6620, decode.d4.loss_cls: 0.1764, decode.d4.loss_mask: 0.4294, decode.d4.loss_dice: 0.6613, decode.d5.loss_cls: 0.1715, decode.d5.loss_mask: 0.4286, decode.d5.loss_dice: 0.6596, decode.d6.loss_cls: 0.1696, decode.d6.loss_mask: 0.4280, decode.d6.loss_dice: 0.6555, decode.d7.loss_cls: 0.1679, decode.d7.loss_mask: 0.4267, decode.d7.loss_dice: 0.6545, decode.d8.loss_cls: 0.1626, decode.d8.loss_mask: 0.4273, decode.d8.loss_dice: 0.6586, loss: 13.8334, grad_norm: 61.6253 2023-12-26 14:38:10,114 - mmseg - INFO - Iter [154650/160000] lr: 3.344e-06, eta: 0:44:36, time: 0.494, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1619, decode.loss_mask: 0.4361, decode.loss_dice: 0.6492, decode.d0.loss_cls: 1.1470, decode.d0.loss_mask: 0.4775, decode.d0.loss_dice: 0.7085, decode.d1.loss_cls: 0.2281, decode.d1.loss_mask: 0.4527, decode.d1.loss_dice: 0.6757, decode.d2.loss_cls: 0.2002, decode.d2.loss_mask: 0.4428, decode.d2.loss_dice: 0.6611, decode.d3.loss_cls: 0.1871, decode.d3.loss_mask: 0.4389, decode.d3.loss_dice: 0.6544, decode.d4.loss_cls: 0.1791, decode.d4.loss_mask: 0.4385, decode.d4.loss_dice: 0.6533, decode.d5.loss_cls: 0.1703, decode.d5.loss_mask: 0.4386, decode.d5.loss_dice: 0.6516, decode.d6.loss_cls: 0.1701, decode.d6.loss_mask: 0.4378, decode.d6.loss_dice: 0.6460, decode.d7.loss_cls: 0.1615, decode.d7.loss_mask: 0.4384, decode.d7.loss_dice: 0.6491, decode.d8.loss_cls: 0.1605, decode.d8.loss_mask: 0.4378, decode.d8.loss_dice: 0.6486, loss: 13.8023, grad_norm: 53.0883 2023-12-26 14:38:34,850 - mmseg - INFO - Iter [154700/160000] lr: 3.313e-06, eta: 0:44:11, time: 0.495, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1590, decode.loss_mask: 0.4080, decode.loss_dice: 0.6367, decode.d0.loss_cls: 1.1556, decode.d0.loss_mask: 0.4439, decode.d0.loss_dice: 0.7014, decode.d1.loss_cls: 0.2417, decode.d1.loss_mask: 0.4220, decode.d1.loss_dice: 0.6660, decode.d2.loss_cls: 0.2047, decode.d2.loss_mask: 0.4141, decode.d2.loss_dice: 0.6504, decode.d3.loss_cls: 0.1852, decode.d3.loss_mask: 0.4124, decode.d3.loss_dice: 0.6437, decode.d4.loss_cls: 0.1753, decode.d4.loss_mask: 0.4111, decode.d4.loss_dice: 0.6442, decode.d5.loss_cls: 0.1726, decode.d5.loss_mask: 0.4103, decode.d5.loss_dice: 0.6427, decode.d6.loss_cls: 0.1707, decode.d6.loss_mask: 0.4103, decode.d6.loss_dice: 0.6353, decode.d7.loss_cls: 0.1606, decode.d7.loss_mask: 0.4099, decode.d7.loss_dice: 0.6374, decode.d8.loss_cls: 0.1593, decode.d8.loss_mask: 0.4091, decode.d8.loss_dice: 0.6300, loss: 13.4238, grad_norm: 60.8819 2023-12-26 14:38:59,252 - mmseg - INFO - Iter [154750/160000] lr: 3.282e-06, eta: 0:43:46, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1528, decode.loss_mask: 0.4172, decode.loss_dice: 0.6329, decode.d0.loss_cls: 1.1445, decode.d0.loss_mask: 0.4538, decode.d0.loss_dice: 0.6978, decode.d1.loss_cls: 0.2275, decode.d1.loss_mask: 0.4363, decode.d1.loss_dice: 0.6634, decode.d2.loss_cls: 0.1919, decode.d2.loss_mask: 0.4248, decode.d2.loss_dice: 0.6445, decode.d3.loss_cls: 0.1811, decode.d3.loss_mask: 0.4189, decode.d3.loss_dice: 0.6329, decode.d4.loss_cls: 0.1672, decode.d4.loss_mask: 0.4185, decode.d4.loss_dice: 0.6379, decode.d5.loss_cls: 0.1646, decode.d5.loss_mask: 0.4194, decode.d5.loss_dice: 0.6354, decode.d6.loss_cls: 0.1633, decode.d6.loss_mask: 0.4167, decode.d6.loss_dice: 0.6307, decode.d7.loss_cls: 0.1583, decode.d7.loss_mask: 0.4165, decode.d7.loss_dice: 0.6341, decode.d8.loss_cls: 0.1540, decode.d8.loss_mask: 0.4176, decode.d8.loss_dice: 0.6367, loss: 13.3909, grad_norm: 64.2968 2023-12-26 14:39:23,600 - mmseg - INFO - Iter [154800/160000] lr: 3.251e-06, eta: 0:43:21, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1619, decode.loss_mask: 0.4418, decode.loss_dice: 0.6531, decode.d0.loss_cls: 1.1248, decode.d0.loss_mask: 0.4789, decode.d0.loss_dice: 0.7251, decode.d1.loss_cls: 0.2309, decode.d1.loss_mask: 0.4567, decode.d1.loss_dice: 0.6847, decode.d2.loss_cls: 0.2058, decode.d2.loss_mask: 0.4489, decode.d2.loss_dice: 0.6675, decode.d3.loss_cls: 0.1881, decode.d3.loss_mask: 0.4440, decode.d3.loss_dice: 0.6582, decode.d4.loss_cls: 0.1767, decode.d4.loss_mask: 0.4430, decode.d4.loss_dice: 0.6599, decode.d5.loss_cls: 0.1711, decode.d5.loss_mask: 0.4425, decode.d5.loss_dice: 0.6541, decode.d6.loss_cls: 0.1653, decode.d6.loss_mask: 0.4417, decode.d6.loss_dice: 0.6565, decode.d7.loss_cls: 0.1659, decode.d7.loss_mask: 0.4406, decode.d7.loss_dice: 0.6535, decode.d8.loss_cls: 0.1638, decode.d8.loss_mask: 0.4410, decode.d8.loss_dice: 0.6543, loss: 13.9001, grad_norm: 64.1830 2023-12-26 14:39:48,142 - mmseg - INFO - Iter [154850/160000] lr: 3.219e-06, eta: 0:42:56, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1582, decode.loss_mask: 0.4368, decode.loss_dice: 0.6782, decode.d0.loss_cls: 1.1311, decode.d0.loss_mask: 0.4747, decode.d0.loss_dice: 0.7393, decode.d1.loss_cls: 0.2249, decode.d1.loss_mask: 0.4496, decode.d1.loss_dice: 0.7115, decode.d2.loss_cls: 0.1937, decode.d2.loss_mask: 0.4435, decode.d2.loss_dice: 0.6907, decode.d3.loss_cls: 0.1864, decode.d3.loss_mask: 0.4394, decode.d3.loss_dice: 0.6816, decode.d4.loss_cls: 0.1760, decode.d4.loss_mask: 0.4405, decode.d4.loss_dice: 0.6840, decode.d5.loss_cls: 0.1714, decode.d5.loss_mask: 0.4389, decode.d5.loss_dice: 0.6817, decode.d6.loss_cls: 0.1672, decode.d6.loss_mask: 0.4382, decode.d6.loss_dice: 0.6778, decode.d7.loss_cls: 0.1666, decode.d7.loss_mask: 0.4374, decode.d7.loss_dice: 0.6779, decode.d8.loss_cls: 0.1630, decode.d8.loss_mask: 0.4367, decode.d8.loss_dice: 0.6781, loss: 14.0750, grad_norm: 62.2790 2023-12-26 14:40:13,256 - mmseg - INFO - Iter [154900/160000] lr: 3.188e-06, eta: 0:42:31, time: 0.503, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1663, decode.loss_mask: 0.4166, decode.loss_dice: 0.6597, decode.d0.loss_cls: 1.1581, decode.d0.loss_mask: 0.4509, decode.d0.loss_dice: 0.7315, decode.d1.loss_cls: 0.2447, decode.d1.loss_mask: 0.4284, decode.d1.loss_dice: 0.6958, decode.d2.loss_cls: 0.2097, decode.d2.loss_mask: 0.4190, decode.d2.loss_dice: 0.6775, decode.d3.loss_cls: 0.1934, decode.d3.loss_mask: 0.4185, decode.d3.loss_dice: 0.6630, decode.d4.loss_cls: 0.1827, decode.d4.loss_mask: 0.4186, decode.d4.loss_dice: 0.6671, decode.d5.loss_cls: 0.1762, decode.d5.loss_mask: 0.4179, decode.d5.loss_dice: 0.6635, decode.d6.loss_cls: 0.1709, decode.d6.loss_mask: 0.4170, decode.d6.loss_dice: 0.6598, decode.d7.loss_cls: 0.1723, decode.d7.loss_mask: 0.4163, decode.d7.loss_dice: 0.6599, decode.d8.loss_cls: 0.1684, decode.d8.loss_mask: 0.4152, decode.d8.loss_dice: 0.6604, loss: 13.7991, grad_norm: 61.0628 2023-12-26 14:40:38,042 - mmseg - INFO - Iter [154950/160000] lr: 3.157e-06, eta: 0:42:06, time: 0.496, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1577, decode.loss_mask: 0.4308, decode.loss_dice: 0.6483, decode.d0.loss_cls: 1.1435, decode.d0.loss_mask: 0.4665, decode.d0.loss_dice: 0.7065, decode.d1.loss_cls: 0.2350, decode.d1.loss_mask: 0.4449, decode.d1.loss_dice: 0.6756, decode.d2.loss_cls: 0.1940, decode.d2.loss_mask: 0.4380, decode.d2.loss_dice: 0.6611, decode.d3.loss_cls: 0.1767, decode.d3.loss_mask: 0.4347, decode.d3.loss_dice: 0.6526, decode.d4.loss_cls: 0.1717, decode.d4.loss_mask: 0.4346, decode.d4.loss_dice: 0.6545, decode.d5.loss_cls: 0.1684, decode.d5.loss_mask: 0.4336, decode.d5.loss_dice: 0.6553, decode.d6.loss_cls: 0.1622, decode.d6.loss_mask: 0.4324, decode.d6.loss_dice: 0.6473, decode.d7.loss_cls: 0.1620, decode.d7.loss_mask: 0.4309, decode.d7.loss_dice: 0.6469, decode.d8.loss_cls: 0.1573, decode.d8.loss_mask: 0.4318, decode.d8.loss_dice: 0.6457, loss: 13.7005, grad_norm: 74.9729 2023-12-26 14:41:02,614 - mmseg - INFO - Saving checkpoint at 155000 iterations 2023-12-26 14:41:05,120 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 14:41:05,121 - mmseg - INFO - Iter [155000/160000] lr: 3.126e-06, eta: 0:41:41, time: 0.542, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1474, decode.loss_mask: 0.4378, decode.loss_dice: 0.6362, decode.d0.loss_cls: 1.0834, decode.d0.loss_mask: 0.4753, decode.d0.loss_dice: 0.6931, decode.d1.loss_cls: 0.2117, decode.d1.loss_mask: 0.4516, decode.d1.loss_dice: 0.6626, decode.d2.loss_cls: 0.1832, decode.d2.loss_mask: 0.4432, decode.d2.loss_dice: 0.6501, decode.d3.loss_cls: 0.1740, decode.d3.loss_mask: 0.4400, decode.d3.loss_dice: 0.6420, decode.d4.loss_cls: 0.1617, decode.d4.loss_mask: 0.4404, decode.d4.loss_dice: 0.6396, decode.d5.loss_cls: 0.1519, decode.d5.loss_mask: 0.4400, decode.d5.loss_dice: 0.6419, decode.d6.loss_cls: 0.1566, decode.d6.loss_mask: 0.4387, decode.d6.loss_dice: 0.6373, decode.d7.loss_cls: 0.1497, decode.d7.loss_mask: 0.4388, decode.d7.loss_dice: 0.6362, decode.d8.loss_cls: 0.1507, decode.d8.loss_mask: 0.4385, decode.d8.loss_dice: 0.6372, loss: 13.4907, grad_norm: 56.3640 2023-12-26 14:41:26,589 - mmseg - INFO - per class results: 2023-12-26 14:41:26,594 - mmseg - INFO - +---------------------+-------+-------+ | Class | IoU | Acc | +---------------------+-------+-------+ | wall | 79.71 | 87.85 | | building | 83.47 | 92.66 | | sky | 94.48 | 97.4 | | floor | 83.74 | 91.11 | | tree | 75.05 | 87.56 | | ceiling | 85.23 | 91.97 | | road | 85.16 | 90.38 | | bed | 91.25 | 95.87 | | windowpane | 63.52 | 80.27 | | grass | 68.6 | 81.91 | | cabinet | 59.17 | 73.48 | | sidewalk | 69.01 | 84.45 | | person | 84.3 | 93.0 | | earth | 40.44 | 54.39 | | door | 54.98 | 73.04 | | table | 64.99 | 82.06 | | mountain | 60.07 | 70.49 | | plant | 51.63 | 66.17 | | curtain | 76.01 | 86.15 | | chair | 63.5 | 77.68 | | car | 87.46 | 93.84 | | water | 52.46 | 65.34 | | painting | 73.42 | 85.96 | | sofa | 72.2 | 85.49 | | shelf | 45.4 | 59.61 | | house | 39.9 | 61.34 | | sea | 59.16 | 90.38 | | mirror | 73.8 | 80.89 | | rug | 67.51 | 79.72 | | field | 28.78 | 45.5 | | armchair | 45.95 | 65.95 | | seat | 64.74 | 85.13 | | fence | 51.48 | 69.06 | | desk | 53.03 | 76.34 | | rock | 46.8 | 70.86 | | wardrobe | 45.16 | 70.42 | | lamp | 71.06 | 81.52 | | bathtub | 82.38 | 85.9 | | railing | 34.05 | 49.08 | | cushion | 63.88 | 77.38 | | base | 40.5 | 59.03 | | box | 30.21 | 40.08 | | column | 53.39 | 66.26 | | signboard | 38.67 | 56.31 | | chest of drawers | 37.2 | 61.57 | | counter | 48.03 | 56.45 | | sand | 38.19 | 54.27 | | sink | 77.21 | 85.63 | | skyscraper | 34.84 | 42.11 | | fireplace | 76.51 | 88.6 | | refrigerator | 77.86 | 86.39 | | grandstand | 52.17 | 75.81 | | path | 22.34 | 37.1 | | stairs | 34.56 | 42.99 | | runway | 75.85 | 97.21 | | case | 42.81 | 61.51 | | pool table | 94.76 | 96.87 | | pillow | 62.43 | 73.91 | | screen door | 68.65 | 80.95 | | stairway | 33.0 | 41.34 | | river | 13.41 | 22.51 | | bridge | 82.74 | 90.61 | | bookcase | 39.01 | 51.49 | | blind | 45.93 | 52.04 | | coffee table | 65.54 | 81.94 | | toilet | 86.43 | 91.92 | | flower | 39.27 | 56.33 | | book | 51.36 | 68.95 | | hill | 12.27 | 27.28 | | bench | 48.66 | 55.22 | | countertop | 57.31 | 73.49 | | stove | 84.65 | 91.94 | | palm | 57.34 | 76.42 | | kitchen island | 61.65 | 86.07 | | computer | 61.74 | 69.16 | | swivel chair | 46.19 | 60.9 | | boat | 34.09 | 54.98 | | bar | 34.66 | 42.31 | | arcade machine | 86.6 | 91.0 | | hovel | 28.75 | 41.55 | | bus | 91.8 | 96.71 | | towel | 68.34 | 79.38 | | light | 62.21 | 75.34 | | truck | 42.36 | 54.67 | | tower | 53.32 | 75.57 | | chandelier | 68.86 | 84.78 | | awning | 36.39 | 43.56 | | streetlight | 40.0 | 55.19 | | booth | 48.94 | 75.08 | | television receiver | 77.19 | 84.65 | | airplane | 60.39 | 71.86 | | dirt track | 18.39 | 36.15 | | apparel | 41.94 | 70.97 | | pole | 33.5 | 53.91 | | land | 1.98 | 4.47 | | bannister | 21.59 | 41.17 | | escalator | 25.31 | 26.23 | | ottoman | 50.97 | 69.07 | | bottle | 27.25 | 33.9 | | buffet | 45.23 | 54.8 | | poster | 21.79 | 35.46 | | stage | 19.0 | 28.02 | | van | 42.18 | 58.02 | | ship | 7.25 | 15.55 | | fountain | 21.23 | 21.56 | | conveyer belt | 73.0 | 91.39 | | canopy | 11.37 | 22.49 | | washer | 73.05 | 74.81 | | plaything | 21.01 | 35.17 | | swimming pool | 52.78 | 62.84 | | stool | 46.33 | 70.45 | | barrel | 55.1 | 74.7 | | basket | 40.09 | 49.13 | | waterfall | 39.05 | 50.27 | | tent | 91.68 | 98.55 | | bag | 26.93 | 35.45 | | minibike | 68.09 | 89.11 | | cradle | 85.92 | 97.68 | | oven | 27.41 | 69.44 | | ball | 47.91 | 54.56 | | food | 65.01 | 77.39 | | step | 15.8 | 30.79 | | tank | 48.08 | 54.34 | | trade name | 25.79 | 32.03 | | microwave | 45.61 | 50.31 | | pot | 55.25 | 67.94 | | animal | 54.38 | 55.26 | | bicycle | 60.81 | 81.19 | | lake | 62.65 | 63.55 | | dishwasher | 65.44 | 73.65 | | screen | 62.87 | 91.93 | | blanket | 25.8 | 29.35 | | sculpture | 59.93 | 87.77 | | hood | 86.51 | 93.62 | | sconce | 55.12 | 71.76 | | vase | 51.51 | 69.21 | | traffic light | 44.28 | 69.16 | | tray | 23.18 | 32.14 | | ashcan | 52.24 | 75.01 | | fan | 69.94 | 84.67 | | pier | 13.62 | 17.48 | | crt screen | 2.34 | 8.98 | | plate | 60.01 | 74.39 | | monitor | 15.18 | 20.82 | | bulletin board | 59.85 | 77.21 | | shower | 6.38 | 20.77 | | radiator | 68.44 | 80.23 | | glass | 22.57 | 25.18 | | clock | 47.97 | 61.36 | | flag | 37.44 | 42.7 | +---------------------+-------+-------+ 2023-12-26 14:41:26,594 - mmseg - INFO - Summary: 2023-12-26 14:41:26,594 - mmseg - INFO - +-------+-------+-------+ | aAcc | mIoU | mAcc | +-------+-------+-------+ | 84.11 | 52.14 | 65.14 | +-------+-------+-------+ 2023-12-26 14:41:26,595 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 14:41:26,595 - mmseg - INFO - Iter(val) [250] aAcc: 0.8411, mIoU: 0.5214, mAcc: 0.6514, IoU.wall: 0.7971, IoU.building: 0.8347, IoU.sky: 0.9448, IoU.floor: 0.8374, IoU.tree: 0.7505, IoU.ceiling: 0.8523, IoU.road: 0.8516, IoU.bed : 0.9125, IoU.windowpane: 0.6352, IoU.grass: 0.6860, IoU.cabinet: 0.5917, IoU.sidewalk: 0.6901, IoU.person: 0.8430, IoU.earth: 0.4044, IoU.door: 0.5498, IoU.table: 0.6499, IoU.mountain: 0.6007, IoU.plant: 0.5163, IoU.curtain: 0.7601, IoU.chair: 0.6350, IoU.car: 0.8746, IoU.water: 0.5246, IoU.painting: 0.7342, IoU.sofa: 0.7220, IoU.shelf: 0.4540, IoU.house: 0.3990, IoU.sea: 0.5916, IoU.mirror: 0.7380, IoU.rug: 0.6751, IoU.field: 0.2878, IoU.armchair: 0.4595, IoU.seat: 0.6474, IoU.fence: 0.5148, IoU.desk: 0.5303, IoU.rock: 0.4680, IoU.wardrobe: 0.4516, IoU.lamp: 0.7106, IoU.bathtub: 0.8238, IoU.railing: 0.3405, IoU.cushion: 0.6388, IoU.base: 0.4050, IoU.box: 0.3021, IoU.column: 0.5339, IoU.signboard: 0.3867, IoU.chest of drawers: 0.3720, IoU.counter: 0.4803, IoU.sand: 0.3819, IoU.sink: 0.7721, IoU.skyscraper: 0.3484, IoU.fireplace: 0.7651, IoU.refrigerator: 0.7786, IoU.grandstand: 0.5217, IoU.path: 0.2234, IoU.stairs: 0.3456, IoU.runway: 0.7585, IoU.case: 0.4281, IoU.pool table: 0.9476, IoU.pillow: 0.6243, IoU.screen door: 0.6865, IoU.stairway: 0.3300, IoU.river: 0.1341, IoU.bridge: 0.8274, IoU.bookcase: 0.3901, IoU.blind: 0.4593, IoU.coffee table: 0.6554, IoU.toilet: 0.8643, IoU.flower: 0.3927, IoU.book: 0.5136, IoU.hill: 0.1227, IoU.bench: 0.4866, IoU.countertop: 0.5731, IoU.stove: 0.8465, IoU.palm: 0.5734, IoU.kitchen island: 0.6165, IoU.computer: 0.6174, IoU.swivel chair: 0.4619, IoU.boat: 0.3409, IoU.bar: 0.3466, IoU.arcade machine: 0.8660, IoU.hovel: 0.2875, IoU.bus: 0.9180, IoU.towel: 0.6834, IoU.light: 0.6221, IoU.truck: 0.4236, IoU.tower: 0.5332, IoU.chandelier: 0.6886, IoU.awning: 0.3639, IoU.streetlight: 0.4000, IoU.booth: 0.4894, IoU.television receiver: 0.7719, IoU.airplane: 0.6039, IoU.dirt track: 0.1839, IoU.apparel: 0.4194, IoU.pole: 0.3350, IoU.land: 0.0198, IoU.bannister: 0.2159, IoU.escalator: 0.2531, IoU.ottoman: 0.5097, IoU.bottle: 0.2725, IoU.buffet: 0.4523, IoU.poster: 0.2179, IoU.stage: 0.1900, IoU.van: 0.4218, IoU.ship: 0.0725, IoU.fountain: 0.2123, IoU.conveyer belt: 0.7300, IoU.canopy: 0.1137, IoU.washer: 0.7305, IoU.plaything: 0.2101, IoU.swimming pool: 0.5278, IoU.stool: 0.4633, IoU.barrel: 0.5510, IoU.basket: 0.4009, IoU.waterfall: 0.3905, IoU.tent: 0.9168, IoU.bag: 0.2693, IoU.minibike: 0.6809, IoU.cradle: 0.8592, IoU.oven: 0.2741, IoU.ball: 0.4791, IoU.food: 0.6501, IoU.step: 0.1580, IoU.tank: 0.4808, IoU.trade name: 0.2579, IoU.microwave: 0.4561, IoU.pot: 0.5525, IoU.animal: 0.5438, IoU.bicycle: 0.6081, IoU.lake: 0.6265, IoU.dishwasher: 0.6544, IoU.screen: 0.6287, IoU.blanket: 0.2580, IoU.sculpture: 0.5993, IoU.hood: 0.8651, IoU.sconce: 0.5512, IoU.vase: 0.5151, IoU.traffic light: 0.4428, IoU.tray: 0.2318, IoU.ashcan: 0.5224, IoU.fan: 0.6994, IoU.pier: 0.1362, IoU.crt screen: 0.0234, IoU.plate: 0.6001, IoU.monitor: 0.1518, IoU.bulletin board: 0.5985, IoU.shower: 0.0638, IoU.radiator: 0.6844, IoU.glass: 0.2257, IoU.clock: 0.4797, IoU.flag: 0.3744, Acc.wall: 0.8785, Acc.building: 0.9266, Acc.sky: 0.9740, Acc.floor: 0.9111, Acc.tree: 0.8756, Acc.ceiling: 0.9197, Acc.road: 0.9038, Acc.bed : 0.9587, Acc.windowpane: 0.8027, Acc.grass: 0.8191, Acc.cabinet: 0.7348, Acc.sidewalk: 0.8445, Acc.person: 0.9300, Acc.earth: 0.5439, Acc.door: 0.7304, Acc.table: 0.8206, Acc.mountain: 0.7049, Acc.plant: 0.6617, Acc.curtain: 0.8615, Acc.chair: 0.7768, Acc.car: 0.9384, Acc.water: 0.6534, Acc.painting: 0.8596, Acc.sofa: 0.8549, Acc.shelf: 0.5961, Acc.house: 0.6134, Acc.sea: 0.9038, Acc.mirror: 0.8089, Acc.rug: 0.7972, Acc.field: 0.4550, Acc.armchair: 0.6595, Acc.seat: 0.8513, Acc.fence: 0.6906, Acc.desk: 0.7634, Acc.rock: 0.7086, Acc.wardrobe: 0.7042, Acc.lamp: 0.8152, Acc.bathtub: 0.8590, Acc.railing: 0.4908, Acc.cushion: 0.7738, Acc.base: 0.5903, Acc.box: 0.4008, Acc.column: 0.6626, Acc.signboard: 0.5631, Acc.chest of drawers: 0.6157, Acc.counter: 0.5645, Acc.sand: 0.5427, Acc.sink: 0.8563, Acc.skyscraper: 0.4211, Acc.fireplace: 0.8860, Acc.refrigerator: 0.8639, Acc.grandstand: 0.7581, Acc.path: 0.3710, Acc.stairs: 0.4299, Acc.runway: 0.9721, Acc.case: 0.6151, Acc.pool table: 0.9687, Acc.pillow: 0.7391, Acc.screen door: 0.8095, Acc.stairway: 0.4134, Acc.river: 0.2251, Acc.bridge: 0.9061, Acc.bookcase: 0.5149, Acc.blind: 0.5204, Acc.coffee table: 0.8194, Acc.toilet: 0.9192, Acc.flower: 0.5633, Acc.book: 0.6895, Acc.hill: 0.2728, Acc.bench: 0.5522, Acc.countertop: 0.7349, Acc.stove: 0.9194, Acc.palm: 0.7642, Acc.kitchen island: 0.8607, Acc.computer: 0.6916, Acc.swivel chair: 0.6090, Acc.boat: 0.5498, Acc.bar: 0.4231, Acc.arcade machine: 0.9100, Acc.hovel: 0.4155, Acc.bus: 0.9671, Acc.towel: 0.7938, Acc.light: 0.7534, Acc.truck: 0.5467, Acc.tower: 0.7557, Acc.chandelier: 0.8478, Acc.awning: 0.4356, Acc.streetlight: 0.5519, Acc.booth: 0.7508, Acc.television receiver: 0.8465, Acc.airplane: 0.7186, Acc.dirt track: 0.3615, Acc.apparel: 0.7097, Acc.pole: 0.5391, Acc.land: 0.0447, Acc.bannister: 0.4117, Acc.escalator: 0.2623, Acc.ottoman: 0.6907, Acc.bottle: 0.3390, Acc.buffet: 0.5480, Acc.poster: 0.3546, Acc.stage: 0.2802, Acc.van: 0.5802, Acc.ship: 0.1555, Acc.fountain: 0.2156, Acc.conveyer belt: 0.9139, Acc.canopy: 0.2249, Acc.washer: 0.7481, Acc.plaything: 0.3517, Acc.swimming pool: 0.6284, Acc.stool: 0.7045, Acc.barrel: 0.7470, Acc.basket: 0.4913, Acc.waterfall: 0.5027, Acc.tent: 0.9855, Acc.bag: 0.3545, Acc.minibike: 0.8911, Acc.cradle: 0.9768, Acc.oven: 0.6944, Acc.ball: 0.5456, Acc.food: 0.7739, Acc.step: 0.3079, Acc.tank: 0.5434, Acc.trade name: 0.3203, Acc.microwave: 0.5031, Acc.pot: 0.6794, Acc.animal: 0.5526, Acc.bicycle: 0.8119, Acc.lake: 0.6355, Acc.dishwasher: 0.7365, Acc.screen: 0.9193, Acc.blanket: 0.2935, Acc.sculpture: 0.8777, Acc.hood: 0.9362, Acc.sconce: 0.7176, Acc.vase: 0.6921, Acc.traffic light: 0.6916, Acc.tray: 0.3214, Acc.ashcan: 0.7501, Acc.fan: 0.8467, Acc.pier: 0.1748, Acc.crt screen: 0.0898, Acc.plate: 0.7439, Acc.monitor: 0.2082, Acc.bulletin board: 0.7721, Acc.shower: 0.2077, Acc.radiator: 0.8023, Acc.glass: 0.2518, Acc.clock: 0.6136, Acc.flag: 0.4270 2023-12-26 14:41:51,193 - mmseg - INFO - Iter [155050/160000] lr: 3.094e-06, eta: 0:41:17, time: 0.921, data_time: 0.442, memory: 40245, decode.loss_cls: 0.1515, decode.loss_mask: 0.4459, decode.loss_dice: 0.6682, decode.d0.loss_cls: 1.1209, decode.d0.loss_mask: 0.4850, decode.d0.loss_dice: 0.7382, decode.d1.loss_cls: 0.2270, decode.d1.loss_mask: 0.4593, decode.d1.loss_dice: 0.7012, decode.d2.loss_cls: 0.1926, decode.d2.loss_mask: 0.4509, decode.d2.loss_dice: 0.6846, decode.d3.loss_cls: 0.1787, decode.d3.loss_mask: 0.4470, decode.d3.loss_dice: 0.6705, decode.d4.loss_cls: 0.1680, decode.d4.loss_mask: 0.4467, decode.d4.loss_dice: 0.6783, decode.d5.loss_cls: 0.1624, decode.d5.loss_mask: 0.4457, decode.d5.loss_dice: 0.6754, decode.d6.loss_cls: 0.1574, decode.d6.loss_mask: 0.4450, decode.d6.loss_dice: 0.6664, decode.d7.loss_cls: 0.1550, decode.d7.loss_mask: 0.4446, decode.d7.loss_dice: 0.6694, decode.d8.loss_cls: 0.1534, decode.d8.loss_mask: 0.4456, decode.d8.loss_dice: 0.6663, loss: 14.0010, grad_norm: 65.6219 2023-12-26 14:42:15,785 - mmseg - INFO - Iter [155100/160000] lr: 3.063e-06, eta: 0:40:52, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1557, decode.loss_mask: 0.4260, decode.loss_dice: 0.6488, decode.d0.loss_cls: 1.1444, decode.d0.loss_mask: 0.4591, decode.d0.loss_dice: 0.7100, decode.d1.loss_cls: 0.2309, decode.d1.loss_mask: 0.4403, decode.d1.loss_dice: 0.6812, decode.d2.loss_cls: 0.1981, decode.d2.loss_mask: 0.4309, decode.d2.loss_dice: 0.6626, decode.d3.loss_cls: 0.1816, decode.d3.loss_mask: 0.4288, decode.d3.loss_dice: 0.6537, decode.d4.loss_cls: 0.1764, decode.d4.loss_mask: 0.4267, decode.d4.loss_dice: 0.6579, decode.d5.loss_cls: 0.1690, decode.d5.loss_mask: 0.4268, decode.d5.loss_dice: 0.6528, decode.d6.loss_cls: 0.1635, decode.d6.loss_mask: 0.4269, decode.d6.loss_dice: 0.6535, decode.d7.loss_cls: 0.1566, decode.d7.loss_mask: 0.4262, decode.d7.loss_dice: 0.6518, decode.d8.loss_cls: 0.1591, decode.d8.loss_mask: 0.4250, decode.d8.loss_dice: 0.6515, loss: 13.6759, grad_norm: 56.1397 2023-12-26 14:42:40,404 - mmseg - INFO - Iter [155150/160000] lr: 3.032e-06, eta: 0:40:27, time: 0.492, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1457, decode.loss_mask: 0.4162, decode.loss_dice: 0.6411, decode.d0.loss_cls: 1.1294, decode.d0.loss_mask: 0.4542, decode.d0.loss_dice: 0.7075, decode.d1.loss_cls: 0.2085, decode.d1.loss_mask: 0.4340, decode.d1.loss_dice: 0.6763, decode.d2.loss_cls: 0.1843, decode.d2.loss_mask: 0.4237, decode.d2.loss_dice: 0.6565, decode.d3.loss_cls: 0.1703, decode.d3.loss_mask: 0.4201, decode.d3.loss_dice: 0.6494, decode.d4.loss_cls: 0.1586, decode.d4.loss_mask: 0.4187, decode.d4.loss_dice: 0.6475, decode.d5.loss_cls: 0.1558, decode.d5.loss_mask: 0.4195, decode.d5.loss_dice: 0.6454, decode.d6.loss_cls: 0.1538, decode.d6.loss_mask: 0.4167, decode.d6.loss_dice: 0.6434, decode.d7.loss_cls: 0.1482, decode.d7.loss_mask: 0.4161, decode.d7.loss_dice: 0.6430, decode.d8.loss_cls: 0.1463, decode.d8.loss_mask: 0.4181, decode.d8.loss_dice: 0.6468, loss: 13.3949, grad_norm: 57.3823 2023-12-26 14:43:04,838 - mmseg - INFO - Iter [155200/160000] lr: 3.001e-06, eta: 0:40:02, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1351, decode.loss_mask: 0.4325, decode.loss_dice: 0.6513, decode.d0.loss_cls: 1.1109, decode.d0.loss_mask: 0.4659, decode.d0.loss_dice: 0.7171, decode.d1.loss_cls: 0.2024, decode.d1.loss_mask: 0.4431, decode.d1.loss_dice: 0.6814, decode.d2.loss_cls: 0.1720, decode.d2.loss_mask: 0.4341, decode.d2.loss_dice: 0.6654, decode.d3.loss_cls: 0.1650, decode.d3.loss_mask: 0.4334, decode.d3.loss_dice: 0.6525, decode.d4.loss_cls: 0.1538, decode.d4.loss_mask: 0.4324, decode.d4.loss_dice: 0.6518, decode.d5.loss_cls: 0.1473, decode.d5.loss_mask: 0.4334, decode.d5.loss_dice: 0.6520, decode.d6.loss_cls: 0.1441, decode.d6.loss_mask: 0.4318, decode.d6.loss_dice: 0.6469, decode.d7.loss_cls: 0.1395, decode.d7.loss_mask: 0.4318, decode.d7.loss_dice: 0.6496, decode.d8.loss_cls: 0.1380, decode.d8.loss_mask: 0.4318, decode.d8.loss_dice: 0.6516, loss: 13.4976, grad_norm: 61.9691 2023-12-26 14:43:31,696 - mmseg - INFO - Iter [155250/160000] lr: 2.969e-06, eta: 0:39:37, time: 0.537, data_time: 0.057, memory: 40245, decode.loss_cls: 0.1472, decode.loss_mask: 0.4508, decode.loss_dice: 0.6510, decode.d0.loss_cls: 1.1452, decode.d0.loss_mask: 0.4944, decode.d0.loss_dice: 0.7236, decode.d1.loss_cls: 0.2224, decode.d1.loss_mask: 0.4666, decode.d1.loss_dice: 0.6869, decode.d2.loss_cls: 0.1890, decode.d2.loss_mask: 0.4582, decode.d2.loss_dice: 0.6669, decode.d3.loss_cls: 0.1744, decode.d3.loss_mask: 0.4551, decode.d3.loss_dice: 0.6603, decode.d4.loss_cls: 0.1614, decode.d4.loss_mask: 0.4533, decode.d4.loss_dice: 0.6579, decode.d5.loss_cls: 0.1583, decode.d5.loss_mask: 0.4522, decode.d5.loss_dice: 0.6562, decode.d6.loss_cls: 0.1529, decode.d6.loss_mask: 0.4529, decode.d6.loss_dice: 0.6545, decode.d7.loss_cls: 0.1536, decode.d7.loss_mask: 0.4527, decode.d7.loss_dice: 0.6552, decode.d8.loss_cls: 0.1505, decode.d8.loss_mask: 0.4512, decode.d8.loss_dice: 0.6527, loss: 13.9076, grad_norm: 66.0378 2023-12-26 14:43:56,213 - mmseg - INFO - Iter [155300/160000] lr: 2.938e-06, eta: 0:39:12, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1494, decode.loss_mask: 0.4101, decode.loss_dice: 0.6479, decode.d0.loss_cls: 1.1528, decode.d0.loss_mask: 0.4474, decode.d0.loss_dice: 0.7121, decode.d1.loss_cls: 0.2214, decode.d1.loss_mask: 0.4222, decode.d1.loss_dice: 0.6766, decode.d2.loss_cls: 0.1922, decode.d2.loss_mask: 0.4178, decode.d2.loss_dice: 0.6594, decode.d3.loss_cls: 0.1735, decode.d3.loss_mask: 0.4154, decode.d3.loss_dice: 0.6490, decode.d4.loss_cls: 0.1650, decode.d4.loss_mask: 0.4147, decode.d4.loss_dice: 0.6520, decode.d5.loss_cls: 0.1617, decode.d5.loss_mask: 0.4122, decode.d5.loss_dice: 0.6451, decode.d6.loss_cls: 0.1578, decode.d6.loss_mask: 0.4099, decode.d6.loss_dice: 0.6427, decode.d7.loss_cls: 0.1553, decode.d7.loss_mask: 0.4097, decode.d7.loss_dice: 0.6466, decode.d8.loss_cls: 0.1529, decode.d8.loss_mask: 0.4099, decode.d8.loss_dice: 0.6448, loss: 13.4278, grad_norm: 59.8234 2023-12-26 14:44:20,459 - mmseg - INFO - Iter [155350/160000] lr: 2.907e-06, eta: 0:38:47, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1499, decode.loss_mask: 0.4105, decode.loss_dice: 0.6505, decode.d0.loss_cls: 1.1476, decode.d0.loss_mask: 0.4418, decode.d0.loss_dice: 0.7185, decode.d1.loss_cls: 0.2363, decode.d1.loss_mask: 0.4246, decode.d1.loss_dice: 0.6810, decode.d2.loss_cls: 0.1969, decode.d2.loss_mask: 0.4159, decode.d2.loss_dice: 0.6646, decode.d3.loss_cls: 0.1780, decode.d3.loss_mask: 0.4152, decode.d3.loss_dice: 0.6540, decode.d4.loss_cls: 0.1691, decode.d4.loss_mask: 0.4125, decode.d4.loss_dice: 0.6532, decode.d5.loss_cls: 0.1663, decode.d5.loss_mask: 0.4122, decode.d5.loss_dice: 0.6506, decode.d6.loss_cls: 0.1626, decode.d6.loss_mask: 0.4114, decode.d6.loss_dice: 0.6451, decode.d7.loss_cls: 0.1566, decode.d7.loss_mask: 0.4113, decode.d7.loss_dice: 0.6507, decode.d8.loss_cls: 0.1585, decode.d8.loss_mask: 0.4104, decode.d8.loss_dice: 0.6484, loss: 13.5040, grad_norm: 55.9061 2023-12-26 14:44:44,888 - mmseg - INFO - Iter [155400/160000] lr: 2.876e-06, eta: 0:38:22, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1578, decode.loss_mask: 0.4254, decode.loss_dice: 0.6637, decode.d0.loss_cls: 1.1284, decode.d0.loss_mask: 0.4593, decode.d0.loss_dice: 0.7290, decode.d1.loss_cls: 0.2263, decode.d1.loss_mask: 0.4410, decode.d1.loss_dice: 0.6975, decode.d2.loss_cls: 0.1935, decode.d2.loss_mask: 0.4328, decode.d2.loss_dice: 0.6784, decode.d3.loss_cls: 0.1821, decode.d3.loss_mask: 0.4288, decode.d3.loss_dice: 0.6670, decode.d4.loss_cls: 0.1703, decode.d4.loss_mask: 0.4268, decode.d4.loss_dice: 0.6676, decode.d5.loss_cls: 0.1693, decode.d5.loss_mask: 0.4275, decode.d5.loss_dice: 0.6637, decode.d6.loss_cls: 0.1682, decode.d6.loss_mask: 0.4266, decode.d6.loss_dice: 0.6603, decode.d7.loss_cls: 0.1592, decode.d7.loss_mask: 0.4264, decode.d7.loss_dice: 0.6644, decode.d8.loss_cls: 0.1573, decode.d8.loss_mask: 0.4250, decode.d8.loss_dice: 0.6616, loss: 13.7852, grad_norm: 55.1443 2023-12-26 14:45:09,406 - mmseg - INFO - Iter [155450/160000] lr: 2.844e-06, eta: 0:37:56, time: 0.490, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1545, decode.loss_mask: 0.4164, decode.loss_dice: 0.6294, decode.d0.loss_cls: 1.1326, decode.d0.loss_mask: 0.4520, decode.d0.loss_dice: 0.6959, decode.d1.loss_cls: 0.2315, decode.d1.loss_mask: 0.4273, decode.d1.loss_dice: 0.6618, decode.d2.loss_cls: 0.1972, decode.d2.loss_mask: 0.4216, decode.d2.loss_dice: 0.6424, decode.d3.loss_cls: 0.1788, decode.d3.loss_mask: 0.4189, decode.d3.loss_dice: 0.6356, decode.d4.loss_cls: 0.1692, decode.d4.loss_mask: 0.4204, decode.d4.loss_dice: 0.6375, decode.d5.loss_cls: 0.1619, decode.d5.loss_mask: 0.4177, decode.d5.loss_dice: 0.6333, decode.d6.loss_cls: 0.1611, decode.d6.loss_mask: 0.4171, decode.d6.loss_dice: 0.6308, decode.d7.loss_cls: 0.1595, decode.d7.loss_mask: 0.4165, decode.d7.loss_dice: 0.6307, decode.d8.loss_cls: 0.1551, decode.d8.loss_mask: 0.4179, decode.d8.loss_dice: 0.6311, loss: 13.3559, grad_norm: 59.8619 2023-12-26 14:45:33,577 - mmseg - INFO - Iter [155500/160000] lr: 2.813e-06, eta: 0:37:31, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1564, decode.loss_mask: 0.4439, decode.loss_dice: 0.6478, decode.d0.loss_cls: 1.1172, decode.d0.loss_mask: 0.4797, decode.d0.loss_dice: 0.7156, decode.d1.loss_cls: 0.2213, decode.d1.loss_mask: 0.4580, decode.d1.loss_dice: 0.6816, decode.d2.loss_cls: 0.1912, decode.d2.loss_mask: 0.4487, decode.d2.loss_dice: 0.6623, decode.d3.loss_cls: 0.1792, decode.d3.loss_mask: 0.4432, decode.d3.loss_dice: 0.6548, decode.d4.loss_cls: 0.1692, decode.d4.loss_mask: 0.4449, decode.d4.loss_dice: 0.6542, decode.d5.loss_cls: 0.1658, decode.d5.loss_mask: 0.4437, decode.d5.loss_dice: 0.6538, decode.d6.loss_cls: 0.1614, decode.d6.loss_mask: 0.4449, decode.d6.loss_dice: 0.6483, decode.d7.loss_cls: 0.1539, decode.d7.loss_mask: 0.4444, decode.d7.loss_dice: 0.6552, decode.d8.loss_cls: 0.1572, decode.d8.loss_mask: 0.4445, decode.d8.loss_dice: 0.6532, loss: 13.7955, grad_norm: 60.7245 2023-12-26 14:45:58,127 - mmseg - INFO - Iter [155550/160000] lr: 2.782e-06, eta: 0:37:06, time: 0.491, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1683, decode.loss_mask: 0.4404, decode.loss_dice: 0.6617, decode.d0.loss_cls: 1.1558, decode.d0.loss_mask: 0.4778, decode.d0.loss_dice: 0.7416, decode.d1.loss_cls: 0.2447, decode.d1.loss_mask: 0.4524, decode.d1.loss_dice: 0.6995, decode.d2.loss_cls: 0.2102, decode.d2.loss_mask: 0.4449, decode.d2.loss_dice: 0.6773, decode.d3.loss_cls: 0.1996, decode.d3.loss_mask: 0.4436, decode.d3.loss_dice: 0.6691, decode.d4.loss_cls: 0.1913, decode.d4.loss_mask: 0.4419, decode.d4.loss_dice: 0.6716, decode.d5.loss_cls: 0.1842, decode.d5.loss_mask: 0.4412, decode.d5.loss_dice: 0.6631, decode.d6.loss_cls: 0.1781, decode.d6.loss_mask: 0.4415, decode.d6.loss_dice: 0.6671, decode.d7.loss_cls: 0.1767, decode.d7.loss_mask: 0.4404, decode.d7.loss_dice: 0.6612, decode.d8.loss_cls: 0.1729, decode.d8.loss_mask: 0.4406, decode.d8.loss_dice: 0.6633, loss: 14.1219, grad_norm: 60.5057 2023-12-26 14:46:22,593 - mmseg - INFO - Iter [155600/160000] lr: 2.751e-06, eta: 0:36:41, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1543, decode.loss_mask: 0.4397, decode.loss_dice: 0.6452, decode.d0.loss_cls: 1.1342, decode.d0.loss_mask: 0.4826, decode.d0.loss_dice: 0.7203, decode.d1.loss_cls: 0.2280, decode.d1.loss_mask: 0.4523, decode.d1.loss_dice: 0.6813, decode.d2.loss_cls: 0.1947, decode.d2.loss_mask: 0.4450, decode.d2.loss_dice: 0.6654, decode.d3.loss_cls: 0.1776, decode.d3.loss_mask: 0.4443, decode.d3.loss_dice: 0.6550, decode.d4.loss_cls: 0.1693, decode.d4.loss_mask: 0.4417, decode.d4.loss_dice: 0.6510, decode.d5.loss_cls: 0.1645, decode.d5.loss_mask: 0.4416, decode.d5.loss_dice: 0.6521, decode.d6.loss_cls: 0.1601, decode.d6.loss_mask: 0.4405, decode.d6.loss_dice: 0.6465, decode.d7.loss_cls: 0.1546, decode.d7.loss_mask: 0.4405, decode.d7.loss_dice: 0.6509, decode.d8.loss_cls: 0.1571, decode.d8.loss_mask: 0.4395, decode.d8.loss_dice: 0.6485, loss: 13.7782, grad_norm: 61.4905 2023-12-26 14:46:46,893 - mmseg - INFO - Iter [155650/160000] lr: 2.719e-06, eta: 0:36:16, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1596, decode.loss_mask: 0.4175, decode.loss_dice: 0.6450, decode.d0.loss_cls: 1.1334, decode.d0.loss_mask: 0.4504, decode.d0.loss_dice: 0.7060, decode.d1.loss_cls: 0.2336, decode.d1.loss_mask: 0.4284, decode.d1.loss_dice: 0.6748, decode.d2.loss_cls: 0.1978, decode.d2.loss_mask: 0.4253, decode.d2.loss_dice: 0.6582, decode.d3.loss_cls: 0.1907, decode.d3.loss_mask: 0.4208, decode.d3.loss_dice: 0.6453, decode.d4.loss_cls: 0.1747, decode.d4.loss_mask: 0.4217, decode.d4.loss_dice: 0.6483, decode.d5.loss_cls: 0.1721, decode.d5.loss_mask: 0.4204, decode.d5.loss_dice: 0.6447, decode.d6.loss_cls: 0.1712, decode.d6.loss_mask: 0.4186, decode.d6.loss_dice: 0.6391, decode.d7.loss_cls: 0.1630, decode.d7.loss_mask: 0.4188, decode.d7.loss_dice: 0.6426, decode.d8.loss_cls: 0.1608, decode.d8.loss_mask: 0.4185, decode.d8.loss_dice: 0.6444, loss: 13.5456, grad_norm: 54.1296 2023-12-26 14:47:11,249 - mmseg - INFO - Iter [155700/160000] lr: 2.688e-06, eta: 0:35:51, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1543, decode.loss_mask: 0.4171, decode.loss_dice: 0.6458, decode.d0.loss_cls: 1.1338, decode.d0.loss_mask: 0.4544, decode.d0.loss_dice: 0.7180, decode.d1.loss_cls: 0.2224, decode.d1.loss_mask: 0.4299, decode.d1.loss_dice: 0.6747, decode.d2.loss_cls: 0.1948, decode.d2.loss_mask: 0.4214, decode.d2.loss_dice: 0.6586, decode.d3.loss_cls: 0.1806, decode.d3.loss_mask: 0.4191, decode.d3.loss_dice: 0.6498, decode.d4.loss_cls: 0.1735, decode.d4.loss_mask: 0.4183, decode.d4.loss_dice: 0.6473, decode.d5.loss_cls: 0.1672, decode.d5.loss_mask: 0.4176, decode.d5.loss_dice: 0.6448, decode.d6.loss_cls: 0.1650, decode.d6.loss_mask: 0.4169, decode.d6.loss_dice: 0.6439, decode.d7.loss_cls: 0.1620, decode.d7.loss_mask: 0.4171, decode.d7.loss_dice: 0.6452, decode.d8.loss_cls: 0.1537, decode.d8.loss_mask: 0.4161, decode.d8.loss_dice: 0.6459, loss: 13.5091, grad_norm: 55.1179 2023-12-26 14:47:35,689 - mmseg - INFO - Iter [155750/160000] lr: 2.657e-06, eta: 0:35:26, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1644, decode.loss_mask: 0.4311, decode.loss_dice: 0.6523, decode.d0.loss_cls: 1.1331, decode.d0.loss_mask: 0.4648, decode.d0.loss_dice: 0.7293, decode.d1.loss_cls: 0.2380, decode.d1.loss_mask: 0.4428, decode.d1.loss_dice: 0.6865, decode.d2.loss_cls: 0.2056, decode.d2.loss_mask: 0.4368, decode.d2.loss_dice: 0.6712, decode.d3.loss_cls: 0.1924, decode.d3.loss_mask: 0.4345, decode.d3.loss_dice: 0.6597, decode.d4.loss_cls: 0.1806, decode.d4.loss_mask: 0.4332, decode.d4.loss_dice: 0.6581, decode.d5.loss_cls: 0.1723, decode.d5.loss_mask: 0.4335, decode.d5.loss_dice: 0.6602, decode.d6.loss_cls: 0.1659, decode.d6.loss_mask: 0.4320, decode.d6.loss_dice: 0.6574, decode.d7.loss_cls: 0.1656, decode.d7.loss_mask: 0.4309, decode.d7.loss_dice: 0.6572, decode.d8.loss_cls: 0.1623, decode.d8.loss_mask: 0.4312, decode.d8.loss_dice: 0.6573, loss: 13.8400, grad_norm: 63.4667 2023-12-26 14:47:59,869 - mmseg - INFO - Iter [155800/160000] lr: 2.626e-06, eta: 0:35:01, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1471, decode.loss_mask: 0.4224, decode.loss_dice: 0.6562, decode.d0.loss_cls: 1.1208, decode.d0.loss_mask: 0.4594, decode.d0.loss_dice: 0.7213, decode.d1.loss_cls: 0.2196, decode.d1.loss_mask: 0.4352, decode.d1.loss_dice: 0.6862, decode.d2.loss_cls: 0.1836, decode.d2.loss_mask: 0.4296, decode.d2.loss_dice: 0.6714, decode.d3.loss_cls: 0.1740, decode.d3.loss_mask: 0.4264, decode.d3.loss_dice: 0.6631, decode.d4.loss_cls: 0.1601, decode.d4.loss_mask: 0.4248, decode.d4.loss_dice: 0.6614, decode.d5.loss_cls: 0.1567, decode.d5.loss_mask: 0.4242, decode.d5.loss_dice: 0.6582, decode.d6.loss_cls: 0.1579, decode.d6.loss_mask: 0.4231, decode.d6.loss_dice: 0.6529, decode.d7.loss_cls: 0.1480, decode.d7.loss_mask: 0.4240, decode.d7.loss_dice: 0.6570, decode.d8.loss_cls: 0.1494, decode.d8.loss_mask: 0.4235, decode.d8.loss_dice: 0.6600, loss: 13.5974, grad_norm: 59.0816 2023-12-26 14:48:24,332 - mmseg - INFO - Iter [155850/160000] lr: 2.594e-06, eta: 0:34:36, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1577, decode.loss_mask: 0.4436, decode.loss_dice: 0.6621, decode.d0.loss_cls: 1.1529, decode.d0.loss_mask: 0.4818, decode.d0.loss_dice: 0.7313, decode.d1.loss_cls: 0.2292, decode.d1.loss_mask: 0.4585, decode.d1.loss_dice: 0.6975, decode.d2.loss_cls: 0.1984, decode.d2.loss_mask: 0.4492, decode.d2.loss_dice: 0.6746, decode.d3.loss_cls: 0.1835, decode.d3.loss_mask: 0.4458, decode.d3.loss_dice: 0.6668, decode.d4.loss_cls: 0.1733, decode.d4.loss_mask: 0.4442, decode.d4.loss_dice: 0.6662, decode.d5.loss_cls: 0.1683, decode.d5.loss_mask: 0.4448, decode.d5.loss_dice: 0.6669, decode.d6.loss_cls: 0.1637, decode.d6.loss_mask: 0.4446, decode.d6.loss_dice: 0.6587, decode.d7.loss_cls: 0.1606, decode.d7.loss_mask: 0.4423, decode.d7.loss_dice: 0.6615, decode.d8.loss_cls: 0.1549, decode.d8.loss_mask: 0.4440, decode.d8.loss_dice: 0.6640, loss: 13.9909, grad_norm: 59.0192 2023-12-26 14:48:49,131 - mmseg - INFO - Iter [155900/160000] lr: 2.563e-06, eta: 0:34:11, time: 0.496, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1812, decode.loss_mask: 0.4254, decode.loss_dice: 0.6560, decode.d0.loss_cls: 1.1689, decode.d0.loss_mask: 0.4605, decode.d0.loss_dice: 0.7312, decode.d1.loss_cls: 0.2567, decode.d1.loss_mask: 0.4378, decode.d1.loss_dice: 0.6962, decode.d2.loss_cls: 0.2170, decode.d2.loss_mask: 0.4317, decode.d2.loss_dice: 0.6763, decode.d3.loss_cls: 0.2070, decode.d3.loss_mask: 0.4277, decode.d3.loss_dice: 0.6646, decode.d4.loss_cls: 0.1980, decode.d4.loss_mask: 0.4269, decode.d4.loss_dice: 0.6665, decode.d5.loss_cls: 0.1914, decode.d5.loss_mask: 0.4260, decode.d5.loss_dice: 0.6638, decode.d6.loss_cls: 0.1871, decode.d6.loss_mask: 0.4242, decode.d6.loss_dice: 0.6570, decode.d7.loss_cls: 0.1824, decode.d7.loss_mask: 0.4237, decode.d7.loss_dice: 0.6570, decode.d8.loss_cls: 0.1818, decode.d8.loss_mask: 0.4246, decode.d8.loss_dice: 0.6615, loss: 14.0102, grad_norm: 63.6076 2023-12-26 14:49:13,462 - mmseg - INFO - Iter [155950/160000] lr: 2.532e-06, eta: 0:33:46, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1486, decode.loss_mask: 0.4194, decode.loss_dice: 0.6215, decode.d0.loss_cls: 1.0971, decode.d0.loss_mask: 0.4568, decode.d0.loss_dice: 0.6938, decode.d1.loss_cls: 0.2257, decode.d1.loss_mask: 0.4303, decode.d1.loss_dice: 0.6520, decode.d2.loss_cls: 0.1877, decode.d2.loss_mask: 0.4242, decode.d2.loss_dice: 0.6398, decode.d3.loss_cls: 0.1745, decode.d3.loss_mask: 0.4213, decode.d3.loss_dice: 0.6328, decode.d4.loss_cls: 0.1664, decode.d4.loss_mask: 0.4209, decode.d4.loss_dice: 0.6296, decode.d5.loss_cls: 0.1607, decode.d5.loss_mask: 0.4192, decode.d5.loss_dice: 0.6250, decode.d6.loss_cls: 0.1531, decode.d6.loss_mask: 0.4197, decode.d6.loss_dice: 0.6210, decode.d7.loss_cls: 0.1527, decode.d7.loss_mask: 0.4195, decode.d7.loss_dice: 0.6255, decode.d8.loss_cls: 0.1521, decode.d8.loss_mask: 0.4189, decode.d8.loss_dice: 0.6231, loss: 13.2327, grad_norm: 56.7831 2023-12-26 14:49:37,663 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 14:49:37,663 - mmseg - INFO - Iter [156000/160000] lr: 2.501e-06, eta: 0:33:21, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1585, decode.loss_mask: 0.4265, decode.loss_dice: 0.6477, decode.d0.loss_cls: 1.1390, decode.d0.loss_mask: 0.4630, decode.d0.loss_dice: 0.7198, decode.d1.loss_cls: 0.2344, decode.d1.loss_mask: 0.4398, decode.d1.loss_dice: 0.6807, decode.d2.loss_cls: 0.1926, decode.d2.loss_mask: 0.4355, decode.d2.loss_dice: 0.6646, decode.d3.loss_cls: 0.1841, decode.d3.loss_mask: 0.4309, decode.d3.loss_dice: 0.6546, decode.d4.loss_cls: 0.1760, decode.d4.loss_mask: 0.4293, decode.d4.loss_dice: 0.6526, decode.d5.loss_cls: 0.1695, decode.d5.loss_mask: 0.4296, decode.d5.loss_dice: 0.6544, decode.d6.loss_cls: 0.1693, decode.d6.loss_mask: 0.4277, decode.d6.loss_dice: 0.6476, decode.d7.loss_cls: 0.1631, decode.d7.loss_mask: 0.4273, decode.d7.loss_dice: 0.6481, decode.d8.loss_cls: 0.1630, decode.d8.loss_mask: 0.4270, decode.d8.loss_dice: 0.6537, loss: 13.7097, grad_norm: 59.7342 2023-12-26 14:50:01,955 - mmseg - INFO - Iter [156050/160000] lr: 2.469e-06, eta: 0:32:56, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1485, decode.loss_mask: 0.4447, decode.loss_dice: 0.6432, decode.d0.loss_cls: 1.1194, decode.d0.loss_mask: 0.4850, decode.d0.loss_dice: 0.7036, decode.d1.loss_cls: 0.2238, decode.d1.loss_mask: 0.4606, decode.d1.loss_dice: 0.6734, decode.d2.loss_cls: 0.1950, decode.d2.loss_mask: 0.4520, decode.d2.loss_dice: 0.6559, decode.d3.loss_cls: 0.1762, decode.d3.loss_mask: 0.4480, decode.d3.loss_dice: 0.6474, decode.d4.loss_cls: 0.1694, decode.d4.loss_mask: 0.4479, decode.d4.loss_dice: 0.6443, decode.d5.loss_cls: 0.1601, decode.d5.loss_mask: 0.4450, decode.d5.loss_dice: 0.6450, decode.d6.loss_cls: 0.1563, decode.d6.loss_mask: 0.4462, decode.d6.loss_dice: 0.6421, decode.d7.loss_cls: 0.1531, decode.d7.loss_mask: 0.4451, decode.d7.loss_dice: 0.6417, decode.d8.loss_cls: 0.1538, decode.d8.loss_mask: 0.4448, decode.d8.loss_dice: 0.6372, loss: 13.7089, grad_norm: 65.4829 2023-12-26 14:50:26,174 - mmseg - INFO - Iter [156100/160000] lr: 2.438e-06, eta: 0:32:31, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1564, decode.loss_mask: 0.4423, decode.loss_dice: 0.6480, decode.d0.loss_cls: 1.1237, decode.d0.loss_mask: 0.4807, decode.d0.loss_dice: 0.7149, decode.d1.loss_cls: 0.2258, decode.d1.loss_mask: 0.4554, decode.d1.loss_dice: 0.6827, decode.d2.loss_cls: 0.1959, decode.d2.loss_mask: 0.4467, decode.d2.loss_dice: 0.6651, decode.d3.loss_cls: 0.1822, decode.d3.loss_mask: 0.4451, decode.d3.loss_dice: 0.6597, decode.d4.loss_cls: 0.1690, decode.d4.loss_mask: 0.4443, decode.d4.loss_dice: 0.6580, decode.d5.loss_cls: 0.1641, decode.d5.loss_mask: 0.4429, decode.d5.loss_dice: 0.6568, decode.d6.loss_cls: 0.1597, decode.d6.loss_mask: 0.4426, decode.d6.loss_dice: 0.6504, decode.d7.loss_cls: 0.1562, decode.d7.loss_mask: 0.4426, decode.d7.loss_dice: 0.6543, decode.d8.loss_cls: 0.1540, decode.d8.loss_mask: 0.4422, decode.d8.loss_dice: 0.6520, loss: 13.8137, grad_norm: 67.6722 2023-12-26 14:50:50,271 - mmseg - INFO - Iter [156150/160000] lr: 2.407e-06, eta: 0:32:06, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1510, decode.loss_mask: 0.4243, decode.loss_dice: 0.6324, decode.d0.loss_cls: 1.1203, decode.d0.loss_mask: 0.4660, decode.d0.loss_dice: 0.7037, decode.d1.loss_cls: 0.2165, decode.d1.loss_mask: 0.4407, decode.d1.loss_dice: 0.6689, decode.d2.loss_cls: 0.1934, decode.d2.loss_mask: 0.4313, decode.d2.loss_dice: 0.6491, decode.d3.loss_cls: 0.1778, decode.d3.loss_mask: 0.4291, decode.d3.loss_dice: 0.6378, decode.d4.loss_cls: 0.1688, decode.d4.loss_mask: 0.4253, decode.d4.loss_dice: 0.6410, decode.d5.loss_cls: 0.1602, decode.d5.loss_mask: 0.4245, decode.d5.loss_dice: 0.6352, decode.d6.loss_cls: 0.1540, decode.d6.loss_mask: 0.4249, decode.d6.loss_dice: 0.6362, decode.d7.loss_cls: 0.1571, decode.d7.loss_mask: 0.4248, decode.d7.loss_dice: 0.6359, decode.d8.loss_cls: 0.1506, decode.d8.loss_mask: 0.4242, decode.d8.loss_dice: 0.6334, loss: 13.4383, grad_norm: 57.2409 2023-12-26 14:51:14,391 - mmseg - INFO - Iter [156200/160000] lr: 2.376e-06, eta: 0:31:41, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1517, decode.loss_mask: 0.4138, decode.loss_dice: 0.6382, decode.d0.loss_cls: 1.1476, decode.d0.loss_mask: 0.4457, decode.d0.loss_dice: 0.6990, decode.d1.loss_cls: 0.2240, decode.d1.loss_mask: 0.4254, decode.d1.loss_dice: 0.6741, decode.d2.loss_cls: 0.1929, decode.d2.loss_mask: 0.4167, decode.d2.loss_dice: 0.6554, decode.d3.loss_cls: 0.1827, decode.d3.loss_mask: 0.4154, decode.d3.loss_dice: 0.6450, decode.d4.loss_cls: 0.1705, decode.d4.loss_mask: 0.4151, decode.d4.loss_dice: 0.6455, decode.d5.loss_cls: 0.1647, decode.d5.loss_mask: 0.4140, decode.d5.loss_dice: 0.6450, decode.d6.loss_cls: 0.1610, decode.d6.loss_mask: 0.4133, decode.d6.loss_dice: 0.6411, decode.d7.loss_cls: 0.1549, decode.d7.loss_mask: 0.4125, decode.d7.loss_dice: 0.6427, decode.d8.loss_cls: 0.1557, decode.d8.loss_mask: 0.4126, decode.d8.loss_dice: 0.6360, loss: 13.4122, grad_norm: 49.9578 2023-12-26 14:51:39,014 - mmseg - INFO - Iter [156250/160000] lr: 2.344e-06, eta: 0:31:16, time: 0.492, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1584, decode.loss_mask: 0.4362, decode.loss_dice: 0.6532, decode.d0.loss_cls: 1.1218, decode.d0.loss_mask: 0.4760, decode.d0.loss_dice: 0.7243, decode.d1.loss_cls: 0.2356, decode.d1.loss_mask: 0.4498, decode.d1.loss_dice: 0.6833, decode.d2.loss_cls: 0.1957, decode.d2.loss_mask: 0.4430, decode.d2.loss_dice: 0.6691, decode.d3.loss_cls: 0.1793, decode.d3.loss_mask: 0.4420, decode.d3.loss_dice: 0.6563, decode.d4.loss_cls: 0.1692, decode.d4.loss_mask: 0.4408, decode.d4.loss_dice: 0.6598, decode.d5.loss_cls: 0.1658, decode.d5.loss_mask: 0.4385, decode.d5.loss_dice: 0.6561, decode.d6.loss_cls: 0.1614, decode.d6.loss_mask: 0.4365, decode.d6.loss_dice: 0.6514, decode.d7.loss_cls: 0.1596, decode.d7.loss_mask: 0.4371, decode.d7.loss_dice: 0.6539, decode.d8.loss_cls: 0.1592, decode.d8.loss_mask: 0.4364, decode.d8.loss_dice: 0.6503, loss: 13.8000, grad_norm: 61.8649 2023-12-26 14:52:03,555 - mmseg - INFO - Iter [156300/160000] lr: 2.313e-06, eta: 0:30:51, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1566, decode.loss_mask: 0.4200, decode.loss_dice: 0.6436, decode.d0.loss_cls: 1.1396, decode.d0.loss_mask: 0.4582, decode.d0.loss_dice: 0.7176, decode.d1.loss_cls: 0.2281, decode.d1.loss_mask: 0.4345, decode.d1.loss_dice: 0.6829, decode.d2.loss_cls: 0.1997, decode.d2.loss_mask: 0.4272, decode.d2.loss_dice: 0.6661, decode.d3.loss_cls: 0.1856, decode.d3.loss_mask: 0.4242, decode.d3.loss_dice: 0.6531, decode.d4.loss_cls: 0.1729, decode.d4.loss_mask: 0.4230, decode.d4.loss_dice: 0.6529, decode.d5.loss_cls: 0.1665, decode.d5.loss_mask: 0.4222, decode.d5.loss_dice: 0.6494, decode.d6.loss_cls: 0.1644, decode.d6.loss_mask: 0.4208, decode.d6.loss_dice: 0.6481, decode.d7.loss_cls: 0.1565, decode.d7.loss_mask: 0.4208, decode.d7.loss_dice: 0.6473, decode.d8.loss_cls: 0.1554, decode.d8.loss_mask: 0.4211, decode.d8.loss_dice: 0.6456, loss: 13.6038, grad_norm: 62.1977 2023-12-26 14:52:27,935 - mmseg - INFO - Iter [156350/160000] lr: 2.282e-06, eta: 0:30:26, time: 0.488, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1635, decode.loss_mask: 0.4334, decode.loss_dice: 0.6497, decode.d0.loss_cls: 1.1404, decode.d0.loss_mask: 0.4684, decode.d0.loss_dice: 0.7147, decode.d1.loss_cls: 0.2371, decode.d1.loss_mask: 0.4498, decode.d1.loss_dice: 0.6826, decode.d2.loss_cls: 0.2060, decode.d2.loss_mask: 0.4399, decode.d2.loss_dice: 0.6637, decode.d3.loss_cls: 0.1888, decode.d3.loss_mask: 0.4389, decode.d3.loss_dice: 0.6551, decode.d4.loss_cls: 0.1787, decode.d4.loss_mask: 0.4380, decode.d4.loss_dice: 0.6570, decode.d5.loss_cls: 0.1725, decode.d5.loss_mask: 0.4364, decode.d5.loss_dice: 0.6527, decode.d6.loss_cls: 0.1697, decode.d6.loss_mask: 0.4344, decode.d6.loss_dice: 0.6470, decode.d7.loss_cls: 0.1679, decode.d7.loss_mask: 0.4347, decode.d7.loss_dice: 0.6506, decode.d8.loss_cls: 0.1669, decode.d8.loss_mask: 0.4334, decode.d8.loss_dice: 0.6504, loss: 13.8221, grad_norm: 62.3031 2023-12-26 14:52:52,098 - mmseg - INFO - Iter [156400/160000] lr: 2.251e-06, eta: 0:30:01, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1492, decode.loss_mask: 0.4199, decode.loss_dice: 0.6392, decode.d0.loss_cls: 1.1193, decode.d0.loss_mask: 0.4582, decode.d0.loss_dice: 0.7015, decode.d1.loss_cls: 0.2221, decode.d1.loss_mask: 0.4336, decode.d1.loss_dice: 0.6669, decode.d2.loss_cls: 0.1896, decode.d2.loss_mask: 0.4240, decode.d2.loss_dice: 0.6511, decode.d3.loss_cls: 0.1738, decode.d3.loss_mask: 0.4237, decode.d3.loss_dice: 0.6440, decode.d4.loss_cls: 0.1669, decode.d4.loss_mask: 0.4224, decode.d4.loss_dice: 0.6422, decode.d5.loss_cls: 0.1576, decode.d5.loss_mask: 0.4216, decode.d5.loss_dice: 0.6409, decode.d6.loss_cls: 0.1580, decode.d6.loss_mask: 0.4213, decode.d6.loss_dice: 0.6386, decode.d7.loss_cls: 0.1515, decode.d7.loss_mask: 0.4196, decode.d7.loss_dice: 0.6370, decode.d8.loss_cls: 0.1535, decode.d8.loss_mask: 0.4187, decode.d8.loss_dice: 0.6327, loss: 13.3982, grad_norm: 59.7865 2023-12-26 14:53:16,296 - mmseg - INFO - Iter [156450/160000] lr: 2.219e-06, eta: 0:29:36, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1574, decode.loss_mask: 0.4331, decode.loss_dice: 0.6489, decode.d0.loss_cls: 1.1633, decode.d0.loss_mask: 0.4666, decode.d0.loss_dice: 0.7177, decode.d1.loss_cls: 0.2298, decode.d1.loss_mask: 0.4472, decode.d1.loss_dice: 0.6795, decode.d2.loss_cls: 0.1930, decode.d2.loss_mask: 0.4375, decode.d2.loss_dice: 0.6643, decode.d3.loss_cls: 0.1832, decode.d3.loss_mask: 0.4357, decode.d3.loss_dice: 0.6516, decode.d4.loss_cls: 0.1729, decode.d4.loss_mask: 0.4335, decode.d4.loss_dice: 0.6500, decode.d5.loss_cls: 0.1660, decode.d5.loss_mask: 0.4328, decode.d5.loss_dice: 0.6545, decode.d6.loss_cls: 0.1636, decode.d6.loss_mask: 0.4336, decode.d6.loss_dice: 0.6475, decode.d7.loss_cls: 0.1624, decode.d7.loss_mask: 0.4323, decode.d7.loss_dice: 0.6474, decode.d8.loss_cls: 0.1603, decode.d8.loss_mask: 0.4319, decode.d8.loss_dice: 0.6524, loss: 13.7496, grad_norm: 62.8140 2023-12-26 14:53:40,370 - mmseg - INFO - Iter [156500/160000] lr: 2.188e-06, eta: 0:29:11, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1440, decode.loss_mask: 0.4003, decode.loss_dice: 0.6139, decode.d0.loss_cls: 1.1080, decode.d0.loss_mask: 0.4358, decode.d0.loss_dice: 0.6711, decode.d1.loss_cls: 0.2155, decode.d1.loss_mask: 0.4155, decode.d1.loss_dice: 0.6461, decode.d2.loss_cls: 0.1838, decode.d2.loss_mask: 0.4068, decode.d2.loss_dice: 0.6248, decode.d3.loss_cls: 0.1664, decode.d3.loss_mask: 0.4059, decode.d3.loss_dice: 0.6191, decode.d4.loss_cls: 0.1619, decode.d4.loss_mask: 0.4027, decode.d4.loss_dice: 0.6130, decode.d5.loss_cls: 0.1549, decode.d5.loss_mask: 0.4022, decode.d5.loss_dice: 0.6143, decode.d6.loss_cls: 0.1513, decode.d6.loss_mask: 0.4023, decode.d6.loss_dice: 0.6139, decode.d7.loss_cls: 0.1515, decode.d7.loss_mask: 0.4015, decode.d7.loss_dice: 0.6082, decode.d8.loss_cls: 0.1500, decode.d8.loss_mask: 0.4007, decode.d8.loss_dice: 0.6128, loss: 12.8983, grad_norm: 63.8543 2023-12-26 14:54:07,281 - mmseg - INFO - Iter [156550/160000] lr: 2.157e-06, eta: 0:28:46, time: 0.538, data_time: 0.060, memory: 40245, decode.loss_cls: 0.1522, decode.loss_mask: 0.4156, decode.loss_dice: 0.6288, decode.d0.loss_cls: 1.1022, decode.d0.loss_mask: 0.4522, decode.d0.loss_dice: 0.6926, decode.d1.loss_cls: 0.2164, decode.d1.loss_mask: 0.4304, decode.d1.loss_dice: 0.6631, decode.d2.loss_cls: 0.1865, decode.d2.loss_mask: 0.4220, decode.d2.loss_dice: 0.6454, decode.d3.loss_cls: 0.1760, decode.d3.loss_mask: 0.4195, decode.d3.loss_dice: 0.6377, decode.d4.loss_cls: 0.1648, decode.d4.loss_mask: 0.4195, decode.d4.loss_dice: 0.6370, decode.d5.loss_cls: 0.1607, decode.d5.loss_mask: 0.4175, decode.d5.loss_dice: 0.6344, decode.d6.loss_cls: 0.1556, decode.d6.loss_mask: 0.4168, decode.d6.loss_dice: 0.6325, decode.d7.loss_cls: 0.1557, decode.d7.loss_mask: 0.4153, decode.d7.loss_dice: 0.6287, decode.d8.loss_cls: 0.1524, decode.d8.loss_mask: 0.4149, decode.d8.loss_dice: 0.6339, loss: 13.2803, grad_norm: 55.9921 2023-12-26 14:54:31,514 - mmseg - INFO - Iter [156600/160000] lr: 2.126e-06, eta: 0:28:21, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1501, decode.loss_mask: 0.4318, decode.loss_dice: 0.6321, decode.d0.loss_cls: 1.1412, decode.d0.loss_mask: 0.4718, decode.d0.loss_dice: 0.7037, decode.d1.loss_cls: 0.2195, decode.d1.loss_mask: 0.4474, decode.d1.loss_dice: 0.6679, decode.d2.loss_cls: 0.1845, decode.d2.loss_mask: 0.4409, decode.d2.loss_dice: 0.6523, decode.d3.loss_cls: 0.1733, decode.d3.loss_mask: 0.4359, decode.d3.loss_dice: 0.6397, decode.d4.loss_cls: 0.1608, decode.d4.loss_mask: 0.4344, decode.d4.loss_dice: 0.6365, decode.d5.loss_cls: 0.1552, decode.d5.loss_mask: 0.4337, decode.d5.loss_dice: 0.6386, decode.d6.loss_cls: 0.1541, decode.d6.loss_mask: 0.4320, decode.d6.loss_dice: 0.6324, decode.d7.loss_cls: 0.1551, decode.d7.loss_mask: 0.4320, decode.d7.loss_dice: 0.6294, decode.d8.loss_cls: 0.1515, decode.d8.loss_mask: 0.4325, decode.d8.loss_dice: 0.6343, loss: 13.5046, grad_norm: 61.0926 2023-12-26 14:54:55,565 - mmseg - INFO - Iter [156650/160000] lr: 2.094e-06, eta: 0:27:56, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1527, decode.loss_mask: 0.4266, decode.loss_dice: 0.6533, decode.d0.loss_cls: 1.1245, decode.d0.loss_mask: 0.4588, decode.d0.loss_dice: 0.7156, decode.d1.loss_cls: 0.2285, decode.d1.loss_mask: 0.4409, decode.d1.loss_dice: 0.6861, decode.d2.loss_cls: 0.1984, decode.d2.loss_mask: 0.4343, decode.d2.loss_dice: 0.6660, decode.d3.loss_cls: 0.1814, decode.d3.loss_mask: 0.4315, decode.d3.loss_dice: 0.6562, decode.d4.loss_cls: 0.1706, decode.d4.loss_mask: 0.4305, decode.d4.loss_dice: 0.6563, decode.d5.loss_cls: 0.1668, decode.d5.loss_mask: 0.4290, decode.d5.loss_dice: 0.6560, decode.d6.loss_cls: 0.1619, decode.d6.loss_mask: 0.4296, decode.d6.loss_dice: 0.6529, decode.d7.loss_cls: 0.1578, decode.d7.loss_mask: 0.4281, decode.d7.loss_dice: 0.6493, decode.d8.loss_cls: 0.1565, decode.d8.loss_mask: 0.4280, decode.d8.loss_dice: 0.6503, loss: 13.6781, grad_norm: 60.6418 2023-12-26 14:55:20,020 - mmseg - INFO - Iter [156700/160000] lr: 2.063e-06, eta: 0:27:31, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1646, decode.loss_mask: 0.4152, decode.loss_dice: 0.6419, decode.d0.loss_cls: 1.1665, decode.d0.loss_mask: 0.4501, decode.d0.loss_dice: 0.7099, decode.d1.loss_cls: 0.2379, decode.d1.loss_mask: 0.4273, decode.d1.loss_dice: 0.6733, decode.d2.loss_cls: 0.2035, decode.d2.loss_mask: 0.4193, decode.d2.loss_dice: 0.6544, decode.d3.loss_cls: 0.1871, decode.d3.loss_mask: 0.4171, decode.d3.loss_dice: 0.6445, decode.d4.loss_cls: 0.1751, decode.d4.loss_mask: 0.4169, decode.d4.loss_dice: 0.6447, decode.d5.loss_cls: 0.1728, decode.d5.loss_mask: 0.4160, decode.d5.loss_dice: 0.6409, decode.d6.loss_cls: 0.1685, decode.d6.loss_mask: 0.4158, decode.d6.loss_dice: 0.6437, decode.d7.loss_cls: 0.1632, decode.d7.loss_mask: 0.4156, decode.d7.loss_dice: 0.6393, decode.d8.loss_cls: 0.1648, decode.d8.loss_mask: 0.4153, decode.d8.loss_dice: 0.6428, loss: 13.5482, grad_norm: 57.0332 2023-12-26 14:55:44,357 - mmseg - INFO - Iter [156750/160000] lr: 2.032e-06, eta: 0:27:06, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1654, decode.loss_mask: 0.4177, decode.loss_dice: 0.6379, decode.d0.loss_cls: 1.1302, decode.d0.loss_mask: 0.4574, decode.d0.loss_dice: 0.7067, decode.d1.loss_cls: 0.2320, decode.d1.loss_mask: 0.4333, decode.d1.loss_dice: 0.6717, decode.d2.loss_cls: 0.2004, decode.d2.loss_mask: 0.4237, decode.d2.loss_dice: 0.6547, decode.d3.loss_cls: 0.1815, decode.d3.loss_mask: 0.4216, decode.d3.loss_dice: 0.6484, decode.d4.loss_cls: 0.1774, decode.d4.loss_mask: 0.4207, decode.d4.loss_dice: 0.6419, decode.d5.loss_cls: 0.1702, decode.d5.loss_mask: 0.4194, decode.d5.loss_dice: 0.6432, decode.d6.loss_cls: 0.1644, decode.d6.loss_mask: 0.4180, decode.d6.loss_dice: 0.6412, decode.d7.loss_cls: 0.1638, decode.d7.loss_mask: 0.4180, decode.d7.loss_dice: 0.6400, decode.d8.loss_cls: 0.1644, decode.d8.loss_mask: 0.4180, decode.d8.loss_dice: 0.6418, loss: 13.5250, grad_norm: 55.7988 2023-12-26 14:56:08,514 - mmseg - INFO - Iter [156800/160000] lr: 2.001e-06, eta: 0:26:41, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1516, decode.loss_mask: 0.4321, decode.loss_dice: 0.6502, decode.d0.loss_cls: 1.1433, decode.d0.loss_mask: 0.4660, decode.d0.loss_dice: 0.7143, decode.d1.loss_cls: 0.2277, decode.d1.loss_mask: 0.4448, decode.d1.loss_dice: 0.6810, decode.d2.loss_cls: 0.1938, decode.d2.loss_mask: 0.4376, decode.d2.loss_dice: 0.6656, decode.d3.loss_cls: 0.1846, decode.d3.loss_mask: 0.4359, decode.d3.loss_dice: 0.6584, decode.d4.loss_cls: 0.1735, decode.d4.loss_mask: 0.4331, decode.d4.loss_dice: 0.6609, decode.d5.loss_cls: 0.1695, decode.d5.loss_mask: 0.4322, decode.d5.loss_dice: 0.6573, decode.d6.loss_cls: 0.1622, decode.d6.loss_mask: 0.4313, decode.d6.loss_dice: 0.6508, decode.d7.loss_cls: 0.1580, decode.d7.loss_mask: 0.4312, decode.d7.loss_dice: 0.6546, decode.d8.loss_cls: 0.1568, decode.d8.loss_mask: 0.4305, decode.d8.loss_dice: 0.6546, loss: 13.7432, grad_norm: 64.0724 2023-12-26 14:56:32,650 - mmseg - INFO - Iter [156850/160000] lr: 1.969e-06, eta: 0:26:16, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1510, decode.loss_mask: 0.4318, decode.loss_dice: 0.6300, decode.d0.loss_cls: 1.1279, decode.d0.loss_mask: 0.4662, decode.d0.loss_dice: 0.6882, decode.d1.loss_cls: 0.2224, decode.d1.loss_mask: 0.4413, decode.d1.loss_dice: 0.6566, decode.d2.loss_cls: 0.1940, decode.d2.loss_mask: 0.4355, decode.d2.loss_dice: 0.6405, decode.d3.loss_cls: 0.1769, decode.d3.loss_mask: 0.4332, decode.d3.loss_dice: 0.6356, decode.d4.loss_cls: 0.1637, decode.d4.loss_mask: 0.4333, decode.d4.loss_dice: 0.6315, decode.d5.loss_cls: 0.1594, decode.d5.loss_mask: 0.4326, decode.d5.loss_dice: 0.6289, decode.d6.loss_cls: 0.1565, decode.d6.loss_mask: 0.4329, decode.d6.loss_dice: 0.6300, decode.d7.loss_cls: 0.1540, decode.d7.loss_mask: 0.4309, decode.d7.loss_dice: 0.6300, decode.d8.loss_cls: 0.1530, decode.d8.loss_mask: 0.4315, decode.d8.loss_dice: 0.6300, loss: 13.4293, grad_norm: 58.4912 2023-12-26 14:56:56,747 - mmseg - INFO - Iter [156900/160000] lr: 1.938e-06, eta: 0:25:50, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1646, decode.loss_mask: 0.4476, decode.loss_dice: 0.6519, decode.d0.loss_cls: 1.1251, decode.d0.loss_mask: 0.4900, decode.d0.loss_dice: 0.7228, decode.d1.loss_cls: 0.2240, decode.d1.loss_mask: 0.4614, decode.d1.loss_dice: 0.6941, decode.d2.loss_cls: 0.1951, decode.d2.loss_mask: 0.4527, decode.d2.loss_dice: 0.6725, decode.d3.loss_cls: 0.1849, decode.d3.loss_mask: 0.4502, decode.d3.loss_dice: 0.6629, decode.d4.loss_cls: 0.1726, decode.d4.loss_mask: 0.4495, decode.d4.loss_dice: 0.6586, decode.d5.loss_cls: 0.1686, decode.d5.loss_mask: 0.4478, decode.d5.loss_dice: 0.6564, decode.d6.loss_cls: 0.1656, decode.d6.loss_mask: 0.4489, decode.d6.loss_dice: 0.6546, decode.d7.loss_cls: 0.1659, decode.d7.loss_mask: 0.4469, decode.d7.loss_dice: 0.6524, decode.d8.loss_cls: 0.1673, decode.d8.loss_mask: 0.4469, decode.d8.loss_dice: 0.6537, loss: 13.9555, grad_norm: 66.9874 2023-12-26 14:57:20,984 - mmseg - INFO - Iter [156950/160000] lr: 1.907e-06, eta: 0:25:25, time: 0.485, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1606, decode.loss_mask: 0.4245, decode.loss_dice: 0.6579, decode.d0.loss_cls: 1.1774, decode.d0.loss_mask: 0.4633, decode.d0.loss_dice: 0.7296, decode.d1.loss_cls: 0.2410, decode.d1.loss_mask: 0.4416, decode.d1.loss_dice: 0.6948, decode.d2.loss_cls: 0.2061, decode.d2.loss_mask: 0.4343, decode.d2.loss_dice: 0.6782, decode.d3.loss_cls: 0.1860, decode.d3.loss_mask: 0.4304, decode.d3.loss_dice: 0.6604, decode.d4.loss_cls: 0.1774, decode.d4.loss_mask: 0.4277, decode.d4.loss_dice: 0.6605, decode.d5.loss_cls: 0.1679, decode.d5.loss_mask: 0.4272, decode.d5.loss_dice: 0.6597, decode.d6.loss_cls: 0.1663, decode.d6.loss_mask: 0.4272, decode.d6.loss_dice: 0.6538, decode.d7.loss_cls: 0.1650, decode.d7.loss_mask: 0.4241, decode.d7.loss_dice: 0.6529, decode.d8.loss_cls: 0.1628, decode.d8.loss_mask: 0.4252, decode.d8.loss_dice: 0.6558, loss: 13.8396, grad_norm: 61.2612 2023-12-26 14:57:45,098 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 14:57:45,098 - mmseg - INFO - Iter [157000/160000] lr: 1.876e-06, eta: 0:25:00, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1521, decode.loss_mask: 0.4241, decode.loss_dice: 0.6364, decode.d0.loss_cls: 1.1289, decode.d0.loss_mask: 0.4605, decode.d0.loss_dice: 0.7003, decode.d1.loss_cls: 0.2192, decode.d1.loss_mask: 0.4371, decode.d1.loss_dice: 0.6691, decode.d2.loss_cls: 0.1903, decode.d2.loss_mask: 0.4300, decode.d2.loss_dice: 0.6509, decode.d3.loss_cls: 0.1828, decode.d3.loss_mask: 0.4262, decode.d3.loss_dice: 0.6418, decode.d4.loss_cls: 0.1757, decode.d4.loss_mask: 0.4257, decode.d4.loss_dice: 0.6407, decode.d5.loss_cls: 0.1628, decode.d5.loss_mask: 0.4248, decode.d5.loss_dice: 0.6405, decode.d6.loss_cls: 0.1597, decode.d6.loss_mask: 0.4230, decode.d6.loss_dice: 0.6347, decode.d7.loss_cls: 0.1569, decode.d7.loss_mask: 0.4223, decode.d7.loss_dice: 0.6418, decode.d8.loss_cls: 0.1560, decode.d8.loss_mask: 0.4231, decode.d8.loss_dice: 0.6348, loss: 13.4720, grad_norm: 56.2463 2023-12-26 14:58:09,237 - mmseg - INFO - Iter [157050/160000] lr: 1.844e-06, eta: 0:24:35, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1662, decode.loss_mask: 0.4108, decode.loss_dice: 0.6457, decode.d0.loss_cls: 1.1365, decode.d0.loss_mask: 0.4514, decode.d0.loss_dice: 0.7160, decode.d1.loss_cls: 0.2394, decode.d1.loss_mask: 0.4255, decode.d1.loss_dice: 0.6825, decode.d2.loss_cls: 0.2034, decode.d2.loss_mask: 0.4199, decode.d2.loss_dice: 0.6687, decode.d3.loss_cls: 0.1929, decode.d3.loss_mask: 0.4152, decode.d3.loss_dice: 0.6569, decode.d4.loss_cls: 0.1877, decode.d4.loss_mask: 0.4149, decode.d4.loss_dice: 0.6565, decode.d5.loss_cls: 0.1792, decode.d5.loss_mask: 0.4132, decode.d5.loss_dice: 0.6548, decode.d6.loss_cls: 0.1696, decode.d6.loss_mask: 0.4118, decode.d6.loss_dice: 0.6496, decode.d7.loss_cls: 0.1700, decode.d7.loss_mask: 0.4114, decode.d7.loss_dice: 0.6504, decode.d8.loss_cls: 0.1663, decode.d8.loss_mask: 0.4114, decode.d8.loss_dice: 0.6520, loss: 13.6299, grad_norm: 58.6882 2023-12-26 14:58:33,432 - mmseg - INFO - Iter [157100/160000] lr: 1.813e-06, eta: 0:24:10, time: 0.484, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1643, decode.loss_mask: 0.4199, decode.loss_dice: 0.6308, decode.d0.loss_cls: 1.1377, decode.d0.loss_mask: 0.4559, decode.d0.loss_dice: 0.6980, decode.d1.loss_cls: 0.2234, decode.d1.loss_mask: 0.4319, decode.d1.loss_dice: 0.6665, decode.d2.loss_cls: 0.1950, decode.d2.loss_mask: 0.4244, decode.d2.loss_dice: 0.6472, decode.d3.loss_cls: 0.1837, decode.d3.loss_mask: 0.4238, decode.d3.loss_dice: 0.6391, decode.d4.loss_cls: 0.1756, decode.d4.loss_mask: 0.4236, decode.d4.loss_dice: 0.6368, decode.d5.loss_cls: 0.1685, decode.d5.loss_mask: 0.4228, decode.d5.loss_dice: 0.6370, decode.d6.loss_cls: 0.1641, decode.d6.loss_mask: 0.4206, decode.d6.loss_dice: 0.6312, decode.d7.loss_cls: 0.1609, decode.d7.loss_mask: 0.4215, decode.d7.loss_dice: 0.6335, decode.d8.loss_cls: 0.1609, decode.d8.loss_mask: 0.4206, decode.d8.loss_dice: 0.6319, loss: 13.4511, grad_norm: 56.1498 2023-12-26 14:58:57,529 - mmseg - INFO - Iter [157150/160000] lr: 1.782e-06, eta: 0:23:45, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1485, decode.loss_mask: 0.4203, decode.loss_dice: 0.6224, decode.d0.loss_cls: 1.1245, decode.d0.loss_mask: 0.4577, decode.d0.loss_dice: 0.6918, decode.d1.loss_cls: 0.2179, decode.d1.loss_mask: 0.4319, decode.d1.loss_dice: 0.6559, decode.d2.loss_cls: 0.1883, decode.d2.loss_mask: 0.4235, decode.d2.loss_dice: 0.6372, decode.d3.loss_cls: 0.1706, decode.d3.loss_mask: 0.4226, decode.d3.loss_dice: 0.6313, decode.d4.loss_cls: 0.1669, decode.d4.loss_mask: 0.4226, decode.d4.loss_dice: 0.6285, decode.d5.loss_cls: 0.1567, decode.d5.loss_mask: 0.4207, decode.d5.loss_dice: 0.6293, decode.d6.loss_cls: 0.1524, decode.d6.loss_mask: 0.4214, decode.d6.loss_dice: 0.6229, decode.d7.loss_cls: 0.1535, decode.d7.loss_mask: 0.4203, decode.d7.loss_dice: 0.6232, decode.d8.loss_cls: 0.1490, decode.d8.loss_mask: 0.4205, decode.d8.loss_dice: 0.6266, loss: 13.2590, grad_norm: 61.8312 2023-12-26 14:59:21,741 - mmseg - INFO - Iter [157200/160000] lr: 1.751e-06, eta: 0:23:20, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1604, decode.loss_mask: 0.4243, decode.loss_dice: 0.6402, decode.d0.loss_cls: 1.1294, decode.d0.loss_mask: 0.4633, decode.d0.loss_dice: 0.7014, decode.d1.loss_cls: 0.2322, decode.d1.loss_mask: 0.4384, decode.d1.loss_dice: 0.6744, decode.d2.loss_cls: 0.2007, decode.d2.loss_mask: 0.4304, decode.d2.loss_dice: 0.6525, decode.d3.loss_cls: 0.1880, decode.d3.loss_mask: 0.4286, decode.d3.loss_dice: 0.6461, decode.d4.loss_cls: 0.1759, decode.d4.loss_mask: 0.4271, decode.d4.loss_dice: 0.6452, decode.d5.loss_cls: 0.1757, decode.d5.loss_mask: 0.4257, decode.d5.loss_dice: 0.6443, decode.d6.loss_cls: 0.1671, decode.d6.loss_mask: 0.4256, decode.d6.loss_dice: 0.6416, decode.d7.loss_cls: 0.1672, decode.d7.loss_mask: 0.4234, decode.d7.loss_dice: 0.6432, decode.d8.loss_cls: 0.1634, decode.d8.loss_mask: 0.4243, decode.d8.loss_dice: 0.6436, loss: 13.6035, grad_norm: 57.0524 2023-12-26 14:59:45,885 - mmseg - INFO - Iter [157250/160000] lr: 1.719e-06, eta: 0:22:55, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1556, decode.loss_mask: 0.4329, decode.loss_dice: 0.6640, decode.d0.loss_cls: 1.1221, decode.d0.loss_mask: 0.4674, decode.d0.loss_dice: 0.7399, decode.d1.loss_cls: 0.2278, decode.d1.loss_mask: 0.4468, decode.d1.loss_dice: 0.7001, decode.d2.loss_cls: 0.1993, decode.d2.loss_mask: 0.4389, decode.d2.loss_dice: 0.6789, decode.d3.loss_cls: 0.1780, decode.d3.loss_mask: 0.4371, decode.d3.loss_dice: 0.6676, decode.d4.loss_cls: 0.1704, decode.d4.loss_mask: 0.4366, decode.d4.loss_dice: 0.6666, decode.d5.loss_cls: 0.1671, decode.d5.loss_mask: 0.4358, decode.d5.loss_dice: 0.6670, decode.d6.loss_cls: 0.1657, decode.d6.loss_mask: 0.4353, decode.d6.loss_dice: 0.6643, decode.d7.loss_cls: 0.1624, decode.d7.loss_mask: 0.4331, decode.d7.loss_dice: 0.6640, decode.d8.loss_cls: 0.1548, decode.d8.loss_mask: 0.4344, decode.d8.loss_dice: 0.6666, loss: 13.8805, grad_norm: 67.0413 2023-12-26 15:00:09,944 - mmseg - INFO - Iter [157300/160000] lr: 1.688e-06, eta: 0:22:30, time: 0.481, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1558, decode.loss_mask: 0.4170, decode.loss_dice: 0.6487, decode.d0.loss_cls: 1.1502, decode.d0.loss_mask: 0.4554, decode.d0.loss_dice: 0.7170, decode.d1.loss_cls: 0.2240, decode.d1.loss_mask: 0.4291, decode.d1.loss_dice: 0.6785, decode.d2.loss_cls: 0.1943, decode.d2.loss_mask: 0.4211, decode.d2.loss_dice: 0.6617, decode.d3.loss_cls: 0.1845, decode.d3.loss_mask: 0.4182, decode.d3.loss_dice: 0.6507, decode.d4.loss_cls: 0.1776, decode.d4.loss_mask: 0.4184, decode.d4.loss_dice: 0.6512, decode.d5.loss_cls: 0.1670, decode.d5.loss_mask: 0.4170, decode.d5.loss_dice: 0.6510, decode.d6.loss_cls: 0.1690, decode.d6.loss_mask: 0.4152, decode.d6.loss_dice: 0.6434, decode.d7.loss_cls: 0.1638, decode.d7.loss_mask: 0.4156, decode.d7.loss_dice: 0.6461, decode.d8.loss_cls: 0.1576, decode.d8.loss_mask: 0.4162, decode.d8.loss_dice: 0.6464, loss: 13.5620, grad_norm: 58.7906 2023-12-26 15:00:34,041 - mmseg - INFO - Iter [157350/160000] lr: 1.657e-06, eta: 0:22:05, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1643, decode.loss_mask: 0.4348, decode.loss_dice: 0.6567, decode.d0.loss_cls: 1.1429, decode.d0.loss_mask: 0.4754, decode.d0.loss_dice: 0.7304, decode.d1.loss_cls: 0.2279, decode.d1.loss_mask: 0.4504, decode.d1.loss_dice: 0.6928, decode.d2.loss_cls: 0.2001, decode.d2.loss_mask: 0.4396, decode.d2.loss_dice: 0.6750, decode.d3.loss_cls: 0.1875, decode.d3.loss_mask: 0.4388, decode.d3.loss_dice: 0.6615, decode.d4.loss_cls: 0.1737, decode.d4.loss_mask: 0.4376, decode.d4.loss_dice: 0.6631, decode.d5.loss_cls: 0.1722, decode.d5.loss_mask: 0.4356, decode.d5.loss_dice: 0.6591, decode.d6.loss_cls: 0.1682, decode.d6.loss_mask: 0.4361, decode.d6.loss_dice: 0.6555, decode.d7.loss_cls: 0.1646, decode.d7.loss_mask: 0.4357, decode.d7.loss_dice: 0.6564, decode.d8.loss_cls: 0.1594, decode.d8.loss_mask: 0.4361, decode.d8.loss_dice: 0.6568, loss: 13.8881, grad_norm: 70.5607 2023-12-26 15:00:58,297 - mmseg - INFO - Iter [157400/160000] lr: 1.626e-06, eta: 0:21:40, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1479, decode.loss_mask: 0.4171, decode.loss_dice: 0.6300, decode.d0.loss_cls: 1.1147, decode.d0.loss_mask: 0.4518, decode.d0.loss_dice: 0.6871, decode.d1.loss_cls: 0.2139, decode.d1.loss_mask: 0.4318, decode.d1.loss_dice: 0.6594, decode.d2.loss_cls: 0.1853, decode.d2.loss_mask: 0.4253, decode.d2.loss_dice: 0.6449, decode.d3.loss_cls: 0.1740, decode.d3.loss_mask: 0.4217, decode.d3.loss_dice: 0.6333, decode.d4.loss_cls: 0.1685, decode.d4.loss_mask: 0.4201, decode.d4.loss_dice: 0.6317, decode.d5.loss_cls: 0.1591, decode.d5.loss_mask: 0.4187, decode.d5.loss_dice: 0.6302, decode.d6.loss_cls: 0.1576, decode.d6.loss_mask: 0.4180, decode.d6.loss_dice: 0.6291, decode.d7.loss_cls: 0.1502, decode.d7.loss_mask: 0.4180, decode.d7.loss_dice: 0.6258, decode.d8.loss_cls: 0.1506, decode.d8.loss_mask: 0.4165, decode.d8.loss_dice: 0.6269, loss: 13.2591, grad_norm: 58.6426 2023-12-26 15:01:22,581 - mmseg - INFO - Iter [157450/160000] lr: 1.594e-06, eta: 0:21:15, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1550, decode.loss_mask: 0.4357, decode.loss_dice: 0.6535, decode.d0.loss_cls: 1.0941, decode.d0.loss_mask: 0.4725, decode.d0.loss_dice: 0.7169, decode.d1.loss_cls: 0.2199, decode.d1.loss_mask: 0.4499, decode.d1.loss_dice: 0.6842, decode.d2.loss_cls: 0.1892, decode.d2.loss_mask: 0.4440, decode.d2.loss_dice: 0.6709, decode.d3.loss_cls: 0.1826, decode.d3.loss_mask: 0.4402, decode.d3.loss_dice: 0.6538, decode.d4.loss_cls: 0.1754, decode.d4.loss_mask: 0.4388, decode.d4.loss_dice: 0.6560, decode.d5.loss_cls: 0.1685, decode.d5.loss_mask: 0.4382, decode.d5.loss_dice: 0.6549, decode.d6.loss_cls: 0.1653, decode.d6.loss_mask: 0.4377, decode.d6.loss_dice: 0.6503, decode.d7.loss_cls: 0.1600, decode.d7.loss_mask: 0.4370, decode.d7.loss_dice: 0.6517, decode.d8.loss_cls: 0.1572, decode.d8.loss_mask: 0.4362, decode.d8.loss_dice: 0.6532, loss: 13.7426, grad_norm: 57.6773 2023-12-26 15:01:46,619 - mmseg - INFO - Iter [157500/160000] lr: 1.563e-06, eta: 0:20:50, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1422, decode.loss_mask: 0.4193, decode.loss_dice: 0.6162, decode.d0.loss_cls: 1.1206, decode.d0.loss_mask: 0.4560, decode.d0.loss_dice: 0.6826, decode.d1.loss_cls: 0.2168, decode.d1.loss_mask: 0.4341, decode.d1.loss_dice: 0.6527, decode.d2.loss_cls: 0.1808, decode.d2.loss_mask: 0.4252, decode.d2.loss_dice: 0.6323, decode.d3.loss_cls: 0.1722, decode.d3.loss_mask: 0.4236, decode.d3.loss_dice: 0.6243, decode.d4.loss_cls: 0.1585, decode.d4.loss_mask: 0.4222, decode.d4.loss_dice: 0.6229, decode.d5.loss_cls: 0.1576, decode.d5.loss_mask: 0.4193, decode.d5.loss_dice: 0.6191, decode.d6.loss_cls: 0.1521, decode.d6.loss_mask: 0.4196, decode.d6.loss_dice: 0.6163, decode.d7.loss_cls: 0.1504, decode.d7.loss_mask: 0.4189, decode.d7.loss_dice: 0.6200, decode.d8.loss_cls: 0.1456, decode.d8.loss_mask: 0.4190, decode.d8.loss_dice: 0.6181, loss: 13.1585, grad_norm: 55.6899 2023-12-26 15:02:10,982 - mmseg - INFO - Iter [157550/160000] lr: 1.532e-06, eta: 0:20:25, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1698, decode.loss_mask: 0.4319, decode.loss_dice: 0.6483, decode.d0.loss_cls: 1.1162, decode.d0.loss_mask: 0.4691, decode.d0.loss_dice: 0.7229, decode.d1.loss_cls: 0.2331, decode.d1.loss_mask: 0.4447, decode.d1.loss_dice: 0.6787, decode.d2.loss_cls: 0.2020, decode.d2.loss_mask: 0.4382, decode.d2.loss_dice: 0.6663, decode.d3.loss_cls: 0.1925, decode.d3.loss_mask: 0.4335, decode.d3.loss_dice: 0.6548, decode.d4.loss_cls: 0.1830, decode.d4.loss_mask: 0.4336, decode.d4.loss_dice: 0.6531, decode.d5.loss_cls: 0.1754, decode.d5.loss_mask: 0.4338, decode.d5.loss_dice: 0.6543, decode.d6.loss_cls: 0.1750, decode.d6.loss_mask: 0.4316, decode.d6.loss_dice: 0.6461, decode.d7.loss_cls: 0.1688, decode.d7.loss_mask: 0.4317, decode.d7.loss_dice: 0.6479, decode.d8.loss_cls: 0.1681, decode.d8.loss_mask: 0.4320, decode.d8.loss_dice: 0.6458, loss: 13.7820, grad_norm: 59.4167 2023-12-26 15:02:35,219 - mmseg - INFO - Iter [157600/160000] lr: 1.501e-06, eta: 0:20:00, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1583, decode.loss_mask: 0.4173, decode.loss_dice: 0.6367, decode.d0.loss_cls: 1.1374, decode.d0.loss_mask: 0.4528, decode.d0.loss_dice: 0.7038, decode.d1.loss_cls: 0.2246, decode.d1.loss_mask: 0.4316, decode.d1.loss_dice: 0.6694, decode.d2.loss_cls: 0.1983, decode.d2.loss_mask: 0.4258, decode.d2.loss_dice: 0.6552, decode.d3.loss_cls: 0.1826, decode.d3.loss_mask: 0.4227, decode.d3.loss_dice: 0.6443, decode.d4.loss_cls: 0.1692, decode.d4.loss_mask: 0.4195, decode.d4.loss_dice: 0.6459, decode.d5.loss_cls: 0.1689, decode.d5.loss_mask: 0.4192, decode.d5.loss_dice: 0.6438, decode.d6.loss_cls: 0.1718, decode.d6.loss_mask: 0.4173, decode.d6.loss_dice: 0.6378, decode.d7.loss_cls: 0.1611, decode.d7.loss_mask: 0.4172, decode.d7.loss_dice: 0.6381, decode.d8.loss_cls: 0.1597, decode.d8.loss_mask: 0.4172, decode.d8.loss_dice: 0.6397, loss: 13.4870, grad_norm: 66.2965 2023-12-26 15:02:59,403 - mmseg - INFO - Iter [157650/160000] lr: 1.469e-06, eta: 0:19:35, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1470, decode.loss_mask: 0.4196, decode.loss_dice: 0.6193, decode.d0.loss_cls: 1.1252, decode.d0.loss_mask: 0.4579, decode.d0.loss_dice: 0.6838, decode.d1.loss_cls: 0.2125, decode.d1.loss_mask: 0.4324, decode.d1.loss_dice: 0.6432, decode.d2.loss_cls: 0.1819, decode.d2.loss_mask: 0.4267, decode.d2.loss_dice: 0.6334, decode.d3.loss_cls: 0.1679, decode.d3.loss_mask: 0.4231, decode.d3.loss_dice: 0.6289, decode.d4.loss_cls: 0.1660, decode.d4.loss_mask: 0.4220, decode.d4.loss_dice: 0.6251, decode.d5.loss_cls: 0.1561, decode.d5.loss_mask: 0.4215, decode.d5.loss_dice: 0.6233, decode.d6.loss_cls: 0.1533, decode.d6.loss_mask: 0.4201, decode.d6.loss_dice: 0.6228, decode.d7.loss_cls: 0.1500, decode.d7.loss_mask: 0.4211, decode.d7.loss_dice: 0.6213, decode.d8.loss_cls: 0.1481, decode.d8.loss_mask: 0.4201, decode.d8.loss_dice: 0.6191, loss: 13.1928, grad_norm: 60.1312 2023-12-26 15:03:23,665 - mmseg - INFO - Iter [157700/160000] lr: 1.438e-06, eta: 0:19:10, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1567, decode.loss_mask: 0.4270, decode.loss_dice: 0.6627, decode.d0.loss_cls: 1.1601, decode.d0.loss_mask: 0.4649, decode.d0.loss_dice: 0.7289, decode.d1.loss_cls: 0.2331, decode.d1.loss_mask: 0.4416, decode.d1.loss_dice: 0.6981, decode.d2.loss_cls: 0.2060, decode.d2.loss_mask: 0.4339, decode.d2.loss_dice: 0.6843, decode.d3.loss_cls: 0.1910, decode.d3.loss_mask: 0.4318, decode.d3.loss_dice: 0.6688, decode.d4.loss_cls: 0.1761, decode.d4.loss_mask: 0.4304, decode.d4.loss_dice: 0.6695, decode.d5.loss_cls: 0.1680, decode.d5.loss_mask: 0.4293, decode.d5.loss_dice: 0.6655, decode.d6.loss_cls: 0.1667, decode.d6.loss_mask: 0.4287, decode.d6.loss_dice: 0.6619, decode.d7.loss_cls: 0.1606, decode.d7.loss_mask: 0.4278, decode.d7.loss_dice: 0.6611, decode.d8.loss_cls: 0.1599, decode.d8.loss_mask: 0.4281, decode.d8.loss_dice: 0.6620, loss: 13.8843, grad_norm: 59.3153 2023-12-26 15:03:47,837 - mmseg - INFO - Iter [157750/160000] lr: 1.407e-06, eta: 0:18:45, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1695, decode.loss_mask: 0.4460, decode.loss_dice: 0.6868, decode.d0.loss_cls: 1.1554, decode.d0.loss_mask: 0.4808, decode.d0.loss_dice: 0.7540, decode.d1.loss_cls: 0.2430, decode.d1.loss_mask: 0.4577, decode.d1.loss_dice: 0.7185, decode.d2.loss_cls: 0.2070, decode.d2.loss_mask: 0.4497, decode.d2.loss_dice: 0.7025, decode.d3.loss_cls: 0.1973, decode.d3.loss_mask: 0.4466, decode.d3.loss_dice: 0.6871, decode.d4.loss_cls: 0.1897, decode.d4.loss_mask: 0.4458, decode.d4.loss_dice: 0.6917, decode.d5.loss_cls: 0.1813, decode.d5.loss_mask: 0.4454, decode.d5.loss_dice: 0.6876, decode.d6.loss_cls: 0.1715, decode.d6.loss_mask: 0.4481, decode.d6.loss_dice: 0.6843, decode.d7.loss_cls: 0.1724, decode.d7.loss_mask: 0.4456, decode.d7.loss_dice: 0.6856, decode.d8.loss_cls: 0.1692, decode.d8.loss_mask: 0.4451, decode.d8.loss_dice: 0.6844, loss: 14.3497, grad_norm: 61.9543 2023-12-26 15:04:14,101 - mmseg - INFO - Iter [157800/160000] lr: 1.376e-06, eta: 0:18:20, time: 0.525, data_time: 0.058, memory: 40245, decode.loss_cls: 0.1525, decode.loss_mask: 0.4320, decode.loss_dice: 0.6398, decode.d0.loss_cls: 1.1118, decode.d0.loss_mask: 0.4663, decode.d0.loss_dice: 0.7029, decode.d1.loss_cls: 0.2263, decode.d1.loss_mask: 0.4429, decode.d1.loss_dice: 0.6703, decode.d2.loss_cls: 0.1903, decode.d2.loss_mask: 0.4359, decode.d2.loss_dice: 0.6565, decode.d3.loss_cls: 0.1753, decode.d3.loss_mask: 0.4348, decode.d3.loss_dice: 0.6504, decode.d4.loss_cls: 0.1613, decode.d4.loss_mask: 0.4342, decode.d4.loss_dice: 0.6484, decode.d5.loss_cls: 0.1633, decode.d5.loss_mask: 0.4337, decode.d5.loss_dice: 0.6461, decode.d6.loss_cls: 0.1559, decode.d6.loss_mask: 0.4339, decode.d6.loss_dice: 0.6439, decode.d7.loss_cls: 0.1541, decode.d7.loss_mask: 0.4325, decode.d7.loss_dice: 0.6414, decode.d8.loss_cls: 0.1553, decode.d8.loss_mask: 0.4321, decode.d8.loss_dice: 0.6424, loss: 13.5664, grad_norm: 58.3210 2023-12-26 15:04:38,207 - mmseg - INFO - Iter [157850/160000] lr: 1.344e-06, eta: 0:17:55, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1551, decode.loss_mask: 0.4203, decode.loss_dice: 0.6415, decode.d0.loss_cls: 1.1353, decode.d0.loss_mask: 0.4577, decode.d0.loss_dice: 0.7045, decode.d1.loss_cls: 0.2256, decode.d1.loss_mask: 0.4361, decode.d1.loss_dice: 0.6699, decode.d2.loss_cls: 0.1984, decode.d2.loss_mask: 0.4266, decode.d2.loss_dice: 0.6536, decode.d3.loss_cls: 0.1853, decode.d3.loss_mask: 0.4218, decode.d3.loss_dice: 0.6427, decode.d4.loss_cls: 0.1719, decode.d4.loss_mask: 0.4215, decode.d4.loss_dice: 0.6452, decode.d5.loss_cls: 0.1676, decode.d5.loss_mask: 0.4206, decode.d5.loss_dice: 0.6426, decode.d6.loss_cls: 0.1626, decode.d6.loss_mask: 0.4205, decode.d6.loss_dice: 0.6401, decode.d7.loss_cls: 0.1606, decode.d7.loss_mask: 0.4207, decode.d7.loss_dice: 0.6417, decode.d8.loss_cls: 0.1586, decode.d8.loss_mask: 0.4199, decode.d8.loss_dice: 0.6394, loss: 13.5081, grad_norm: 62.2094 2023-12-26 15:05:02,524 - mmseg - INFO - Iter [157900/160000] lr: 1.313e-06, eta: 0:17:30, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1580, decode.loss_mask: 0.4157, decode.loss_dice: 0.6335, decode.d0.loss_cls: 1.1454, decode.d0.loss_mask: 0.4526, decode.d0.loss_dice: 0.7050, decode.d1.loss_cls: 0.2264, decode.d1.loss_mask: 0.4299, decode.d1.loss_dice: 0.6653, decode.d2.loss_cls: 0.1993, decode.d2.loss_mask: 0.4209, decode.d2.loss_dice: 0.6490, decode.d3.loss_cls: 0.1774, decode.d3.loss_mask: 0.4193, decode.d3.loss_dice: 0.6413, decode.d4.loss_cls: 0.1696, decode.d4.loss_mask: 0.4175, decode.d4.loss_dice: 0.6365, decode.d5.loss_cls: 0.1667, decode.d5.loss_mask: 0.4161, decode.d5.loss_dice: 0.6406, decode.d6.loss_cls: 0.1593, decode.d6.loss_mask: 0.4169, decode.d6.loss_dice: 0.6346, decode.d7.loss_cls: 0.1590, decode.d7.loss_mask: 0.4151, decode.d7.loss_dice: 0.6333, decode.d8.loss_cls: 0.1593, decode.d8.loss_mask: 0.4161, decode.d8.loss_dice: 0.6332, loss: 13.4127, grad_norm: 60.7990 2023-12-26 15:05:26,821 - mmseg - INFO - Iter [157950/160000] lr: 1.282e-06, eta: 0:17:05, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1498, decode.loss_mask: 0.4219, decode.loss_dice: 0.6411, decode.d0.loss_cls: 1.1333, decode.d0.loss_mask: 0.4559, decode.d0.loss_dice: 0.7101, decode.d1.loss_cls: 0.2192, decode.d1.loss_mask: 0.4355, decode.d1.loss_dice: 0.6788, decode.d2.loss_cls: 0.1901, decode.d2.loss_mask: 0.4283, decode.d2.loss_dice: 0.6614, decode.d3.loss_cls: 0.1789, decode.d3.loss_mask: 0.4249, decode.d3.loss_dice: 0.6525, decode.d4.loss_cls: 0.1702, decode.d4.loss_mask: 0.4244, decode.d4.loss_dice: 0.6519, decode.d5.loss_cls: 0.1638, decode.d5.loss_mask: 0.4244, decode.d5.loss_dice: 0.6489, decode.d6.loss_cls: 0.1566, decode.d6.loss_mask: 0.4222, decode.d6.loss_dice: 0.6466, decode.d7.loss_cls: 0.1540, decode.d7.loss_mask: 0.4214, decode.d7.loss_dice: 0.6433, decode.d8.loss_cls: 0.1518, decode.d8.loss_mask: 0.4215, decode.d8.loss_dice: 0.6448, loss: 13.5276, grad_norm: 57.3641 2023-12-26 15:05:50,884 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 15:05:50,884 - mmseg - INFO - Iter [158000/160000] lr: 1.251e-06, eta: 0:16:40, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1574, decode.loss_mask: 0.4138, decode.loss_dice: 0.6443, decode.d0.loss_cls: 1.1585, decode.d0.loss_mask: 0.4491, decode.d0.loss_dice: 0.7067, decode.d1.loss_cls: 0.2280, decode.d1.loss_mask: 0.4283, decode.d1.loss_dice: 0.6774, decode.d2.loss_cls: 0.2006, decode.d2.loss_mask: 0.4208, decode.d2.loss_dice: 0.6542, decode.d3.loss_cls: 0.1878, decode.d3.loss_mask: 0.4172, decode.d3.loss_dice: 0.6473, decode.d4.loss_cls: 0.1760, decode.d4.loss_mask: 0.4156, decode.d4.loss_dice: 0.6502, decode.d5.loss_cls: 0.1723, decode.d5.loss_mask: 0.4154, decode.d5.loss_dice: 0.6475, decode.d6.loss_cls: 0.1654, decode.d6.loss_mask: 0.4142, decode.d6.loss_dice: 0.6414, decode.d7.loss_cls: 0.1622, decode.d7.loss_mask: 0.4143, decode.d7.loss_dice: 0.6397, decode.d8.loss_cls: 0.1621, decode.d8.loss_mask: 0.4142, decode.d8.loss_dice: 0.6457, loss: 13.5277, grad_norm: 56.7739 2023-12-26 15:06:15,435 - mmseg - INFO - Iter [158050/160000] lr: 1.219e-06, eta: 0:16:15, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1646, decode.loss_mask: 0.4096, decode.loss_dice: 0.6460, decode.d0.loss_cls: 1.1648, decode.d0.loss_mask: 0.4422, decode.d0.loss_dice: 0.7144, decode.d1.loss_cls: 0.2358, decode.d1.loss_mask: 0.4231, decode.d1.loss_dice: 0.6766, decode.d2.loss_cls: 0.1992, decode.d2.loss_mask: 0.4142, decode.d2.loss_dice: 0.6637, decode.d3.loss_cls: 0.1862, decode.d3.loss_mask: 0.4130, decode.d3.loss_dice: 0.6525, decode.d4.loss_cls: 0.1777, decode.d4.loss_mask: 0.4111, decode.d4.loss_dice: 0.6521, decode.d5.loss_cls: 0.1753, decode.d5.loss_mask: 0.4096, decode.d5.loss_dice: 0.6487, decode.d6.loss_cls: 0.1717, decode.d6.loss_mask: 0.4105, decode.d6.loss_dice: 0.6472, decode.d7.loss_cls: 0.1673, decode.d7.loss_mask: 0.4091, decode.d7.loss_dice: 0.6483, decode.d8.loss_cls: 0.1653, decode.d8.loss_mask: 0.4092, decode.d8.loss_dice: 0.6443, loss: 13.5534, grad_norm: 62.0200 2023-12-26 15:06:39,833 - mmseg - INFO - Iter [158100/160000] lr: 1.188e-06, eta: 0:15:50, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1538, decode.loss_mask: 0.4194, decode.loss_dice: 0.6346, decode.d0.loss_cls: 1.1203, decode.d0.loss_mask: 0.4592, decode.d0.loss_dice: 0.7014, decode.d1.loss_cls: 0.2161, decode.d1.loss_mask: 0.4379, decode.d1.loss_dice: 0.6691, decode.d2.loss_cls: 0.1943, decode.d2.loss_mask: 0.4263, decode.d2.loss_dice: 0.6505, decode.d3.loss_cls: 0.1810, decode.d3.loss_mask: 0.4245, decode.d3.loss_dice: 0.6408, decode.d4.loss_cls: 0.1663, decode.d4.loss_mask: 0.4240, decode.d4.loss_dice: 0.6440, decode.d5.loss_cls: 0.1656, decode.d5.loss_mask: 0.4213, decode.d5.loss_dice: 0.6374, decode.d6.loss_cls: 0.1624, decode.d6.loss_mask: 0.4193, decode.d6.loss_dice: 0.6346, decode.d7.loss_cls: 0.1569, decode.d7.loss_mask: 0.4185, decode.d7.loss_dice: 0.6363, decode.d8.loss_cls: 0.1565, decode.d8.loss_mask: 0.4192, decode.d8.loss_dice: 0.6358, loss: 13.4271, grad_norm: 63.3188 2023-12-26 15:07:04,162 - mmseg - INFO - Iter [158150/160000] lr: 1.157e-06, eta: 0:15:25, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1511, decode.loss_mask: 0.4129, decode.loss_dice: 0.6505, decode.d0.loss_cls: 1.1186, decode.d0.loss_mask: 0.4495, decode.d0.loss_dice: 0.7156, decode.d1.loss_cls: 0.2194, decode.d1.loss_mask: 0.4236, decode.d1.loss_dice: 0.6779, decode.d2.loss_cls: 0.1938, decode.d2.loss_mask: 0.4155, decode.d2.loss_dice: 0.6668, decode.d3.loss_cls: 0.1797, decode.d3.loss_mask: 0.4159, decode.d3.loss_dice: 0.6539, decode.d4.loss_cls: 0.1683, decode.d4.loss_mask: 0.4142, decode.d4.loss_dice: 0.6523, decode.d5.loss_cls: 0.1589, decode.d5.loss_mask: 0.4139, decode.d5.loss_dice: 0.6558, decode.d6.loss_cls: 0.1577, decode.d6.loss_mask: 0.4143, decode.d6.loss_dice: 0.6523, decode.d7.loss_cls: 0.1523, decode.d7.loss_mask: 0.4139, decode.d7.loss_dice: 0.6482, decode.d8.loss_cls: 0.1526, decode.d8.loss_mask: 0.4133, decode.d8.loss_dice: 0.6522, loss: 13.4650, grad_norm: 54.3500 2023-12-26 15:07:28,666 - mmseg - INFO - Iter [158200/160000] lr: 1.126e-06, eta: 0:15:00, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1568, decode.loss_mask: 0.4203, decode.loss_dice: 0.6415, decode.d0.loss_cls: 1.1254, decode.d0.loss_mask: 0.4512, decode.d0.loss_dice: 0.7030, decode.d1.loss_cls: 0.2304, decode.d1.loss_mask: 0.4302, decode.d1.loss_dice: 0.6711, decode.d2.loss_cls: 0.1962, decode.d2.loss_mask: 0.4241, decode.d2.loss_dice: 0.6541, decode.d3.loss_cls: 0.1834, decode.d3.loss_mask: 0.4233, decode.d3.loss_dice: 0.6456, decode.d4.loss_cls: 0.1729, decode.d4.loss_mask: 0.4222, decode.d4.loss_dice: 0.6473, decode.d5.loss_cls: 0.1713, decode.d5.loss_mask: 0.4207, decode.d5.loss_dice: 0.6446, decode.d6.loss_cls: 0.1642, decode.d6.loss_mask: 0.4215, decode.d6.loss_dice: 0.6444, decode.d7.loss_cls: 0.1609, decode.d7.loss_mask: 0.4207, decode.d7.loss_dice: 0.6453, decode.d8.loss_cls: 0.1570, decode.d8.loss_mask: 0.4217, decode.d8.loss_dice: 0.6435, loss: 13.5148, grad_norm: 56.7302 2023-12-26 15:07:53,125 - mmseg - INFO - Iter [158250/160000] lr: 1.094e-06, eta: 0:14:35, time: 0.489, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1547, decode.loss_mask: 0.4447, decode.loss_dice: 0.6586, decode.d0.loss_cls: 1.1194, decode.d0.loss_mask: 0.4807, decode.d0.loss_dice: 0.7200, decode.d1.loss_cls: 0.2214, decode.d1.loss_mask: 0.4586, decode.d1.loss_dice: 0.6832, decode.d2.loss_cls: 0.1878, decode.d2.loss_mask: 0.4495, decode.d2.loss_dice: 0.6719, decode.d3.loss_cls: 0.1768, decode.d3.loss_mask: 0.4474, decode.d3.loss_dice: 0.6640, decode.d4.loss_cls: 0.1709, decode.d4.loss_mask: 0.4455, decode.d4.loss_dice: 0.6593, decode.d5.loss_cls: 0.1605, decode.d5.loss_mask: 0.4459, decode.d5.loss_dice: 0.6591, decode.d6.loss_cls: 0.1654, decode.d6.loss_mask: 0.4450, decode.d6.loss_dice: 0.6541, decode.d7.loss_cls: 0.1573, decode.d7.loss_mask: 0.4446, decode.d7.loss_dice: 0.6560, decode.d8.loss_cls: 0.1556, decode.d8.loss_mask: 0.4444, decode.d8.loss_dice: 0.6564, loss: 13.8587, grad_norm: 63.8522 2023-12-26 15:08:17,365 - mmseg - INFO - Iter [158300/160000] lr: 1.063e-06, eta: 0:14:10, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1595, decode.loss_mask: 0.4249, decode.loss_dice: 0.6429, decode.d0.loss_cls: 1.1747, decode.d0.loss_mask: 0.4605, decode.d0.loss_dice: 0.7117, decode.d1.loss_cls: 0.2254, decode.d1.loss_mask: 0.4394, decode.d1.loss_dice: 0.6767, decode.d2.loss_cls: 0.1934, decode.d2.loss_mask: 0.4320, decode.d2.loss_dice: 0.6607, decode.d3.loss_cls: 0.1753, decode.d3.loss_mask: 0.4290, decode.d3.loss_dice: 0.6509, decode.d4.loss_cls: 0.1671, decode.d4.loss_mask: 0.4291, decode.d4.loss_dice: 0.6494, decode.d5.loss_cls: 0.1654, decode.d5.loss_mask: 0.4267, decode.d5.loss_dice: 0.6489, decode.d6.loss_cls: 0.1650, decode.d6.loss_mask: 0.4253, decode.d6.loss_dice: 0.6440, decode.d7.loss_cls: 0.1560, decode.d7.loss_mask: 0.4251, decode.d7.loss_dice: 0.6483, decode.d8.loss_cls: 0.1552, decode.d8.loss_mask: 0.4246, decode.d8.loss_dice: 0.6445, loss: 13.6315, grad_norm: 56.1389 2023-12-26 15:08:41,417 - mmseg - INFO - Iter [158350/160000] lr: 1.032e-06, eta: 0:13:45, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1638, decode.loss_mask: 0.4249, decode.loss_dice: 0.6350, decode.d0.loss_cls: 1.1532, decode.d0.loss_mask: 0.4632, decode.d0.loss_dice: 0.7054, decode.d1.loss_cls: 0.2303, decode.d1.loss_mask: 0.4406, decode.d1.loss_dice: 0.6707, decode.d2.loss_cls: 0.1986, decode.d2.loss_mask: 0.4329, decode.d2.loss_dice: 0.6555, decode.d3.loss_cls: 0.1955, decode.d3.loss_mask: 0.4290, decode.d3.loss_dice: 0.6393, decode.d4.loss_cls: 0.1790, decode.d4.loss_mask: 0.4293, decode.d4.loss_dice: 0.6478, decode.d5.loss_cls: 0.1747, decode.d5.loss_mask: 0.4275, decode.d5.loss_dice: 0.6447, decode.d6.loss_cls: 0.1697, decode.d6.loss_mask: 0.4265, decode.d6.loss_dice: 0.6407, decode.d7.loss_cls: 0.1628, decode.d7.loss_mask: 0.4270, decode.d7.loss_dice: 0.6402, decode.d8.loss_cls: 0.1630, decode.d8.loss_mask: 0.4265, decode.d8.loss_dice: 0.6398, loss: 13.6373, grad_norm: 66.2368 2023-12-26 15:09:05,589 - mmseg - INFO - Iter [158400/160000] lr: 1.001e-06, eta: 0:13:20, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1476, decode.loss_mask: 0.4008, decode.loss_dice: 0.6367, decode.d0.loss_cls: 1.1358, decode.d0.loss_mask: 0.4335, decode.d0.loss_dice: 0.6990, decode.d1.loss_cls: 0.2273, decode.d1.loss_mask: 0.4145, decode.d1.loss_dice: 0.6724, decode.d2.loss_cls: 0.1911, decode.d2.loss_mask: 0.4063, decode.d2.loss_dice: 0.6514, decode.d3.loss_cls: 0.1745, decode.d3.loss_mask: 0.4034, decode.d3.loss_dice: 0.6433, decode.d4.loss_cls: 0.1631, decode.d4.loss_mask: 0.4027, decode.d4.loss_dice: 0.6430, decode.d5.loss_cls: 0.1576, decode.d5.loss_mask: 0.4017, decode.d5.loss_dice: 0.6414, decode.d6.loss_cls: 0.1520, decode.d6.loss_mask: 0.4013, decode.d6.loss_dice: 0.6392, decode.d7.loss_cls: 0.1517, decode.d7.loss_mask: 0.4007, decode.d7.loss_dice: 0.6370, decode.d8.loss_cls: 0.1508, decode.d8.loss_mask: 0.4005, decode.d8.loss_dice: 0.6341, loss: 13.2144, grad_norm: 53.5708 2023-12-26 15:09:29,917 - mmseg - INFO - Iter [158450/160000] lr: 9.694e-07, eta: 0:12:55, time: 0.487, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1462, decode.loss_mask: 0.4286, decode.loss_dice: 0.6420, decode.d0.loss_cls: 1.1336, decode.d0.loss_mask: 0.4605, decode.d0.loss_dice: 0.7039, decode.d1.loss_cls: 0.2155, decode.d1.loss_mask: 0.4424, decode.d1.loss_dice: 0.6715, decode.d2.loss_cls: 0.1839, decode.d2.loss_mask: 0.4373, decode.d2.loss_dice: 0.6541, decode.d3.loss_cls: 0.1694, decode.d3.loss_mask: 0.4327, decode.d3.loss_dice: 0.6448, decode.d4.loss_cls: 0.1640, decode.d4.loss_mask: 0.4304, decode.d4.loss_dice: 0.6464, decode.d5.loss_cls: 0.1608, decode.d5.loss_mask: 0.4297, decode.d5.loss_dice: 0.6454, decode.d6.loss_cls: 0.1583, decode.d6.loss_mask: 0.4286, decode.d6.loss_dice: 0.6438, decode.d7.loss_cls: 0.1531, decode.d7.loss_mask: 0.4285, decode.d7.loss_dice: 0.6402, decode.d8.loss_cls: 0.1482, decode.d8.loss_mask: 0.4288, decode.d8.loss_dice: 0.6414, loss: 13.5137, grad_norm: 58.6406 2023-12-26 15:09:54,017 - mmseg - INFO - Iter [158500/160000] lr: 9.381e-07, eta: 0:12:30, time: 0.482, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1611, decode.loss_mask: 0.4355, decode.loss_dice: 0.6499, decode.d0.loss_cls: 1.1473, decode.d0.loss_mask: 0.4730, decode.d0.loss_dice: 0.7194, decode.d1.loss_cls: 0.2294, decode.d1.loss_mask: 0.4494, decode.d1.loss_dice: 0.6912, decode.d2.loss_cls: 0.1984, decode.d2.loss_mask: 0.4420, decode.d2.loss_dice: 0.6689, decode.d3.loss_cls: 0.1899, decode.d3.loss_mask: 0.4377, decode.d3.loss_dice: 0.6601, decode.d4.loss_cls: 0.1769, decode.d4.loss_mask: 0.4371, decode.d4.loss_dice: 0.6594, decode.d5.loss_cls: 0.1731, decode.d5.loss_mask: 0.4350, decode.d5.loss_dice: 0.6574, decode.d6.loss_cls: 0.1683, decode.d6.loss_mask: 0.4356, decode.d6.loss_dice: 0.6538, decode.d7.loss_cls: 0.1655, decode.d7.loss_mask: 0.4344, decode.d7.loss_dice: 0.6511, decode.d8.loss_cls: 0.1624, decode.d8.loss_mask: 0.4351, decode.d8.loss_dice: 0.6507, loss: 13.8492, grad_norm: 60.9114 2023-12-26 15:10:18,249 - mmseg - INFO - Iter [158550/160000] lr: 9.069e-07, eta: 0:12:05, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1596, decode.loss_mask: 0.4439, decode.loss_dice: 0.6505, decode.d0.loss_cls: 1.0980, decode.d0.loss_mask: 0.4874, decode.d0.loss_dice: 0.7181, decode.d1.loss_cls: 0.2249, decode.d1.loss_mask: 0.4586, decode.d1.loss_dice: 0.6824, decode.d2.loss_cls: 0.1999, decode.d2.loss_mask: 0.4502, decode.d2.loss_dice: 0.6646, decode.d3.loss_cls: 0.1870, decode.d3.loss_mask: 0.4476, decode.d3.loss_dice: 0.6516, decode.d4.loss_cls: 0.1789, decode.d4.loss_mask: 0.4459, decode.d4.loss_dice: 0.6531, decode.d5.loss_cls: 0.1706, decode.d5.loss_mask: 0.4471, decode.d5.loss_dice: 0.6535, decode.d6.loss_cls: 0.1666, decode.d6.loss_mask: 0.4450, decode.d6.loss_dice: 0.6495, decode.d7.loss_cls: 0.1646, decode.d7.loss_mask: 0.4444, decode.d7.loss_dice: 0.6478, decode.d8.loss_cls: 0.1628, decode.d8.loss_mask: 0.4447, decode.d8.loss_dice: 0.6485, loss: 13.8474, grad_norm: 62.2563 2023-12-26 15:10:42,655 - mmseg - INFO - Iter [158600/160000] lr: 8.756e-07, eta: 0:11:40, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1480, decode.loss_mask: 0.4014, decode.loss_dice: 0.6274, decode.d0.loss_cls: 1.1126, decode.d0.loss_mask: 0.4394, decode.d0.loss_dice: 0.6961, decode.d1.loss_cls: 0.2248, decode.d1.loss_mask: 0.4159, decode.d1.loss_dice: 0.6619, decode.d2.loss_cls: 0.1887, decode.d2.loss_mask: 0.4101, decode.d2.loss_dice: 0.6466, decode.d3.loss_cls: 0.1748, decode.d3.loss_mask: 0.4053, decode.d3.loss_dice: 0.6371, decode.d4.loss_cls: 0.1657, decode.d4.loss_mask: 0.4052, decode.d4.loss_dice: 0.6345, decode.d5.loss_cls: 0.1612, decode.d5.loss_mask: 0.4040, decode.d5.loss_dice: 0.6360, decode.d6.loss_cls: 0.1569, decode.d6.loss_mask: 0.4020, decode.d6.loss_dice: 0.6297, decode.d7.loss_cls: 0.1512, decode.d7.loss_mask: 0.4029, decode.d7.loss_dice: 0.6316, decode.d8.loss_cls: 0.1509, decode.d8.loss_mask: 0.4024, decode.d8.loss_dice: 0.6278, loss: 13.1524, grad_norm: 54.1763 2023-12-26 15:11:06,811 - mmseg - INFO - Iter [158650/160000] lr: 8.444e-07, eta: 0:11:15, time: 0.483, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1673, decode.loss_mask: 0.4195, decode.loss_dice: 0.6387, decode.d0.loss_cls: 1.1349, decode.d0.loss_mask: 0.4617, decode.d0.loss_dice: 0.7059, decode.d1.loss_cls: 0.2372, decode.d1.loss_mask: 0.4327, decode.d1.loss_dice: 0.6757, decode.d2.loss_cls: 0.2133, decode.d2.loss_mask: 0.4249, decode.d2.loss_dice: 0.6517, decode.d3.loss_cls: 0.1856, decode.d3.loss_mask: 0.4240, decode.d3.loss_dice: 0.6444, decode.d4.loss_cls: 0.1807, decode.d4.loss_mask: 0.4226, decode.d4.loss_dice: 0.6428, decode.d5.loss_cls: 0.1750, decode.d5.loss_mask: 0.4221, decode.d5.loss_dice: 0.6413, decode.d6.loss_cls: 0.1689, decode.d6.loss_mask: 0.4203, decode.d6.loss_dice: 0.6386, decode.d7.loss_cls: 0.1648, decode.d7.loss_mask: 0.4212, decode.d7.loss_dice: 0.6414, decode.d8.loss_cls: 0.1661, decode.d8.loss_mask: 0.4196, decode.d8.loss_dice: 0.6364, loss: 13.5795, grad_norm: 61.1063 2023-12-26 15:11:31,335 - mmseg - INFO - Iter [158700/160000] lr: 8.131e-07, eta: 0:10:50, time: 0.491, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1492, decode.loss_mask: 0.4211, decode.loss_dice: 0.6427, decode.d0.loss_cls: 1.1190, decode.d0.loss_mask: 0.4581, decode.d0.loss_dice: 0.7140, decode.d1.loss_cls: 0.2179, decode.d1.loss_mask: 0.4348, decode.d1.loss_dice: 0.6746, decode.d2.loss_cls: 0.1899, decode.d2.loss_mask: 0.4276, decode.d2.loss_dice: 0.6582, decode.d3.loss_cls: 0.1702, decode.d3.loss_mask: 0.4244, decode.d3.loss_dice: 0.6481, decode.d4.loss_cls: 0.1654, decode.d4.loss_mask: 0.4245, decode.d4.loss_dice: 0.6469, decode.d5.loss_cls: 0.1554, decode.d5.loss_mask: 0.4234, decode.d5.loss_dice: 0.6469, decode.d6.loss_cls: 0.1519, decode.d6.loss_mask: 0.4227, decode.d6.loss_dice: 0.6408, decode.d7.loss_cls: 0.1507, decode.d7.loss_mask: 0.4223, decode.d7.loss_dice: 0.6421, decode.d8.loss_cls: 0.1523, decode.d8.loss_mask: 0.4221, decode.d8.loss_dice: 0.6387, loss: 13.4561, grad_norm: 61.2781 2023-12-26 15:11:55,607 - mmseg - INFO - Iter [158750/160000] lr: 7.819e-07, eta: 0:10:25, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1558, decode.loss_mask: 0.4257, decode.loss_dice: 0.6506, decode.d0.loss_cls: 1.1367, decode.d0.loss_mask: 0.4621, decode.d0.loss_dice: 0.7170, decode.d1.loss_cls: 0.2346, decode.d1.loss_mask: 0.4378, decode.d1.loss_dice: 0.6917, decode.d2.loss_cls: 0.2029, decode.d2.loss_mask: 0.4318, decode.d2.loss_dice: 0.6695, decode.d3.loss_cls: 0.1830, decode.d3.loss_mask: 0.4281, decode.d3.loss_dice: 0.6545, decode.d4.loss_cls: 0.1736, decode.d4.loss_mask: 0.4277, decode.d4.loss_dice: 0.6535, decode.d5.loss_cls: 0.1658, decode.d5.loss_mask: 0.4264, decode.d5.loss_dice: 0.6529, decode.d6.loss_cls: 0.1652, decode.d6.loss_mask: 0.4261, decode.d6.loss_dice: 0.6525, decode.d7.loss_cls: 0.1616, decode.d7.loss_mask: 0.4255, decode.d7.loss_dice: 0.6525, decode.d8.loss_cls: 0.1589, decode.d8.loss_mask: 0.4256, decode.d8.loss_dice: 0.6499, loss: 13.6995, grad_norm: 63.0875 2023-12-26 15:12:19,693 - mmseg - INFO - Iter [158800/160000] lr: 7.506e-07, eta: 0:10:00, time: 0.482, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1513, decode.loss_mask: 0.4349, decode.loss_dice: 0.6412, decode.d0.loss_cls: 1.1071, decode.d0.loss_mask: 0.4721, decode.d0.loss_dice: 0.7110, decode.d1.loss_cls: 0.2262, decode.d1.loss_mask: 0.4497, decode.d1.loss_dice: 0.6796, decode.d2.loss_cls: 0.1888, decode.d2.loss_mask: 0.4411, decode.d2.loss_dice: 0.6593, decode.d3.loss_cls: 0.1708, decode.d3.loss_mask: 0.4380, decode.d3.loss_dice: 0.6549, decode.d4.loss_cls: 0.1634, decode.d4.loss_mask: 0.4383, decode.d4.loss_dice: 0.6490, decode.d5.loss_cls: 0.1593, decode.d5.loss_mask: 0.4375, decode.d5.loss_dice: 0.6477, decode.d6.loss_cls: 0.1583, decode.d6.loss_mask: 0.4354, decode.d6.loss_dice: 0.6424, decode.d7.loss_cls: 0.1532, decode.d7.loss_mask: 0.4354, decode.d7.loss_dice: 0.6452, decode.d8.loss_cls: 0.1491, decode.d8.loss_mask: 0.4357, decode.d8.loss_dice: 0.6445, loss: 13.6204, grad_norm: 58.7156 2023-12-26 15:12:43,872 - mmseg - INFO - Iter [158850/160000] lr: 7.194e-07, eta: 0:09:35, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1599, decode.loss_mask: 0.4415, decode.loss_dice: 0.6548, decode.d0.loss_cls: 1.1272, decode.d0.loss_mask: 0.4805, decode.d0.loss_dice: 0.7130, decode.d1.loss_cls: 0.2234, decode.d1.loss_mask: 0.4579, decode.d1.loss_dice: 0.6851, decode.d2.loss_cls: 0.1998, decode.d2.loss_mask: 0.4479, decode.d2.loss_dice: 0.6654, decode.d3.loss_cls: 0.1851, decode.d3.loss_mask: 0.4465, decode.d3.loss_dice: 0.6587, decode.d4.loss_cls: 0.1740, decode.d4.loss_mask: 0.4458, decode.d4.loss_dice: 0.6581, decode.d5.loss_cls: 0.1685, decode.d5.loss_mask: 0.4445, decode.d5.loss_dice: 0.6585, decode.d6.loss_cls: 0.1654, decode.d6.loss_mask: 0.4437, decode.d6.loss_dice: 0.6541, decode.d7.loss_cls: 0.1617, decode.d7.loss_mask: 0.4437, decode.d7.loss_dice: 0.6568, decode.d8.loss_cls: 0.1590, decode.d8.loss_mask: 0.4427, decode.d8.loss_dice: 0.6556, loss: 13.8786, grad_norm: 58.2809 2023-12-26 15:13:08,005 - mmseg - INFO - Iter [158900/160000] lr: 6.881e-07, eta: 0:09:10, time: 0.483, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1507, decode.loss_mask: 0.4492, decode.loss_dice: 0.6786, decode.d0.loss_cls: 1.1351, decode.d0.loss_mask: 0.4818, decode.d0.loss_dice: 0.7387, decode.d1.loss_cls: 0.2246, decode.d1.loss_mask: 0.4598, decode.d1.loss_dice: 0.7147, decode.d2.loss_cls: 0.1929, decode.d2.loss_mask: 0.4503, decode.d2.loss_dice: 0.6921, decode.d3.loss_cls: 0.1781, decode.d3.loss_mask: 0.4514, decode.d3.loss_dice: 0.6846, decode.d4.loss_cls: 0.1722, decode.d4.loss_mask: 0.4493, decode.d4.loss_dice: 0.6810, decode.d5.loss_cls: 0.1662, decode.d5.loss_mask: 0.4484, decode.d5.loss_dice: 0.6798, decode.d6.loss_cls: 0.1585, decode.d6.loss_mask: 0.4489, decode.d6.loss_dice: 0.6775, decode.d7.loss_cls: 0.1534, decode.d7.loss_mask: 0.4506, decode.d7.loss_dice: 0.6792, decode.d8.loss_cls: 0.1513, decode.d8.loss_mask: 0.4495, decode.d8.loss_dice: 0.6790, loss: 14.1276, grad_norm: 64.0621 2023-12-26 15:13:32,426 - mmseg - INFO - Iter [158950/160000] lr: 6.569e-07, eta: 0:08:45, time: 0.488, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1567, decode.loss_mask: 0.4221, decode.loss_dice: 0.6463, decode.d0.loss_cls: 1.1196, decode.d0.loss_mask: 0.4575, decode.d0.loss_dice: 0.7106, decode.d1.loss_cls: 0.2265, decode.d1.loss_mask: 0.4353, decode.d1.loss_dice: 0.6832, decode.d2.loss_cls: 0.1945, decode.d2.loss_mask: 0.4272, decode.d2.loss_dice: 0.6627, decode.d3.loss_cls: 0.1818, decode.d3.loss_mask: 0.4261, decode.d3.loss_dice: 0.6574, decode.d4.loss_cls: 0.1704, decode.d4.loss_mask: 0.4252, decode.d4.loss_dice: 0.6574, decode.d5.loss_cls: 0.1676, decode.d5.loss_mask: 0.4237, decode.d5.loss_dice: 0.6511, decode.d6.loss_cls: 0.1616, decode.d6.loss_mask: 0.4229, decode.d6.loss_dice: 0.6494, decode.d7.loss_cls: 0.1585, decode.d7.loss_mask: 0.4225, decode.d7.loss_dice: 0.6508, decode.d8.loss_cls: 0.1575, decode.d8.loss_mask: 0.4223, decode.d8.loss_dice: 0.6531, loss: 13.6015, grad_norm: 59.0743 2023-12-26 15:13:56,643 - mmseg - INFO - Exp name: mask2former_flash_internimage_s_640_160k_ade20k_ss.py 2023-12-26 15:13:56,643 - mmseg - INFO - Iter [159000/160000] lr: 6.256e-07, eta: 0:08:20, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1680, decode.loss_mask: 0.4171, decode.loss_dice: 0.6505, decode.d0.loss_cls: 1.1540, decode.d0.loss_mask: 0.4551, decode.d0.loss_dice: 0.7154, decode.d1.loss_cls: 0.2287, decode.d1.loss_mask: 0.4341, decode.d1.loss_dice: 0.6866, decode.d2.loss_cls: 0.2074, decode.d2.loss_mask: 0.4233, decode.d2.loss_dice: 0.6645, decode.d3.loss_cls: 0.1963, decode.d3.loss_mask: 0.4198, decode.d3.loss_dice: 0.6569, decode.d4.loss_cls: 0.1821, decode.d4.loss_mask: 0.4196, decode.d4.loss_dice: 0.6555, decode.d5.loss_cls: 0.1766, decode.d5.loss_mask: 0.4177, decode.d5.loss_dice: 0.6548, decode.d6.loss_cls: 0.1752, decode.d6.loss_mask: 0.4170, decode.d6.loss_dice: 0.6477, decode.d7.loss_cls: 0.1689, decode.d7.loss_mask: 0.4173, decode.d7.loss_dice: 0.6476, decode.d8.loss_cls: 0.1677, decode.d8.loss_mask: 0.4170, decode.d8.loss_dice: 0.6501, loss: 13.6924, grad_norm: 58.9694 2023-12-26 15:14:23,495 - mmseg - INFO - Iter [159050/160000] lr: 5.944e-07, eta: 0:07:55, time: 0.537, data_time: 0.061, memory: 40245, decode.loss_cls: 0.1582, decode.loss_mask: 0.4376, decode.loss_dice: 0.6587, decode.d0.loss_cls: 1.1514, decode.d0.loss_mask: 0.4756, decode.d0.loss_dice: 0.7260, decode.d1.loss_cls: 0.2265, decode.d1.loss_mask: 0.4498, decode.d1.loss_dice: 0.6875, decode.d2.loss_cls: 0.1910, decode.d2.loss_mask: 0.4443, decode.d2.loss_dice: 0.6754, decode.d3.loss_cls: 0.1790, decode.d3.loss_mask: 0.4417, decode.d3.loss_dice: 0.6657, decode.d4.loss_cls: 0.1703, decode.d4.loss_mask: 0.4411, decode.d4.loss_dice: 0.6659, decode.d5.loss_cls: 0.1653, decode.d5.loss_mask: 0.4385, decode.d5.loss_dice: 0.6610, decode.d6.loss_cls: 0.1634, decode.d6.loss_mask: 0.4385, decode.d6.loss_dice: 0.6586, decode.d7.loss_cls: 0.1620, decode.d7.loss_mask: 0.4385, decode.d7.loss_dice: 0.6587, decode.d8.loss_cls: 0.1598, decode.d8.loss_mask: 0.4375, decode.d8.loss_dice: 0.6584, loss: 13.8860, grad_norm: 55.9420 2023-12-26 15:14:47,567 - mmseg - INFO - Iter [159100/160000] lr: 5.631e-07, eta: 0:07:30, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1643, decode.loss_mask: 0.4174, decode.loss_dice: 0.6341, decode.d0.loss_cls: 1.1226, decode.d0.loss_mask: 0.4531, decode.d0.loss_dice: 0.7038, decode.d1.loss_cls: 0.2346, decode.d1.loss_mask: 0.4320, decode.d1.loss_dice: 0.6674, decode.d2.loss_cls: 0.2032, decode.d2.loss_mask: 0.4223, decode.d2.loss_dice: 0.6474, decode.d3.loss_cls: 0.1926, decode.d3.loss_mask: 0.4196, decode.d3.loss_dice: 0.6352, decode.d4.loss_cls: 0.1838, decode.d4.loss_mask: 0.4198, decode.d4.loss_dice: 0.6357, decode.d5.loss_cls: 0.1792, decode.d5.loss_mask: 0.4193, decode.d5.loss_dice: 0.6339, decode.d6.loss_cls: 0.1715, decode.d6.loss_mask: 0.4182, decode.d6.loss_dice: 0.6317, decode.d7.loss_cls: 0.1660, decode.d7.loss_mask: 0.4180, decode.d7.loss_dice: 0.6307, decode.d8.loss_cls: 0.1666, decode.d8.loss_mask: 0.4185, decode.d8.loss_dice: 0.6295, loss: 13.4720, grad_norm: 64.6784 2023-12-26 15:15:11,703 - mmseg - INFO - Iter [159150/160000] lr: 5.319e-07, eta: 0:07:05, time: 0.483, data_time: 0.011, memory: 40245, decode.loss_cls: 0.1571, decode.loss_mask: 0.4392, decode.loss_dice: 0.6470, decode.d0.loss_cls: 1.1321, decode.d0.loss_mask: 0.4786, decode.d0.loss_dice: 0.7148, decode.d1.loss_cls: 0.2247, decode.d1.loss_mask: 0.4540, decode.d1.loss_dice: 0.6807, decode.d2.loss_cls: 0.1910, decode.d2.loss_mask: 0.4471, decode.d2.loss_dice: 0.6644, decode.d3.loss_cls: 0.1787, decode.d3.loss_mask: 0.4428, decode.d3.loss_dice: 0.6536, decode.d4.loss_cls: 0.1721, decode.d4.loss_mask: 0.4417, decode.d4.loss_dice: 0.6545, decode.d5.loss_cls: 0.1655, decode.d5.loss_mask: 0.4412, decode.d5.loss_dice: 0.6544, decode.d6.loss_cls: 0.1612, decode.d6.loss_mask: 0.4406, decode.d6.loss_dice: 0.6477, decode.d7.loss_cls: 0.1592, decode.d7.loss_mask: 0.4396, decode.d7.loss_dice: 0.6484, decode.d8.loss_cls: 0.1556, decode.d8.loss_mask: 0.4400, decode.d8.loss_dice: 0.6477, loss: 13.7751, grad_norm: 57.3169 2023-12-26 15:15:36,026 - mmseg - INFO - Iter [159200/160000] lr: 5.006e-07, eta: 0:06:40, time: 0.486, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1419, decode.loss_mask: 0.4154, decode.loss_dice: 0.6321, decode.d0.loss_cls: 1.1207, decode.d0.loss_mask: 0.4501, decode.d0.loss_dice: 0.6930, decode.d1.loss_cls: 0.2017, decode.d1.loss_mask: 0.4293, decode.d1.loss_dice: 0.6639, decode.d2.loss_cls: 0.1816, decode.d2.loss_mask: 0.4226, decode.d2.loss_dice: 0.6464, decode.d3.loss_cls: 0.1671, decode.d3.loss_mask: 0.4200, decode.d3.loss_dice: 0.6381, decode.d4.loss_cls: 0.1577, decode.d4.loss_mask: 0.4190, decode.d4.loss_dice: 0.6392, decode.d5.loss_cls: 0.1513, decode.d5.loss_mask: 0.4176, decode.d5.loss_dice: 0.6368, decode.d6.loss_cls: 0.1484, decode.d6.loss_mask: 0.4168, decode.d6.loss_dice: 0.6374, decode.d7.loss_cls: 0.1465, decode.d7.loss_mask: 0.4164, decode.d7.loss_dice: 0.6305, decode.d8.loss_cls: 0.1434, decode.d8.loss_mask: 0.4170, decode.d8.loss_dice: 0.6336, loss: 13.2357, grad_norm: 65.0354 2023-12-26 15:16:00,279 - mmseg - INFO - Iter [159250/160000] lr: 4.694e-07, eta: 0:06:15, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1532, decode.loss_mask: 0.4153, decode.loss_dice: 0.6380, decode.d0.loss_cls: 1.1399, decode.d0.loss_mask: 0.4478, decode.d0.loss_dice: 0.7000, decode.d1.loss_cls: 0.2301, decode.d1.loss_mask: 0.4295, decode.d1.loss_dice: 0.6713, decode.d2.loss_cls: 0.1915, decode.d2.loss_mask: 0.4224, decode.d2.loss_dice: 0.6525, decode.d3.loss_cls: 0.1800, decode.d3.loss_mask: 0.4191, decode.d3.loss_dice: 0.6437, decode.d4.loss_cls: 0.1698, decode.d4.loss_mask: 0.4174, decode.d4.loss_dice: 0.6416, decode.d5.loss_cls: 0.1615, decode.d5.loss_mask: 0.4170, decode.d5.loss_dice: 0.6449, decode.d6.loss_cls: 0.1574, decode.d6.loss_mask: 0.4159, decode.d6.loss_dice: 0.6414, decode.d7.loss_cls: 0.1584, decode.d7.loss_mask: 0.4162, decode.d7.loss_dice: 0.6384, decode.d8.loss_cls: 0.1547, decode.d8.loss_mask: 0.4156, decode.d8.loss_dice: 0.6378, loss: 13.4221, grad_norm: 57.4951 2023-12-26 15:16:24,463 - mmseg - INFO - Iter [159300/160000] lr: 4.381e-07, eta: 0:05:50, time: 0.484, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1632, decode.loss_mask: 0.4447, decode.loss_dice: 0.6660, decode.d0.loss_cls: 1.1160, decode.d0.loss_mask: 0.4785, decode.d0.loss_dice: 0.7299, decode.d1.loss_cls: 0.2341, decode.d1.loss_mask: 0.4591, decode.d1.loss_dice: 0.6970, decode.d2.loss_cls: 0.1962, decode.d2.loss_mask: 0.4506, decode.d2.loss_dice: 0.6814, decode.d3.loss_cls: 0.1908, decode.d3.loss_mask: 0.4457, decode.d3.loss_dice: 0.6630, decode.d4.loss_cls: 0.1794, decode.d4.loss_mask: 0.4458, decode.d4.loss_dice: 0.6681, decode.d5.loss_cls: 0.1759, decode.d5.loss_mask: 0.4450, decode.d5.loss_dice: 0.6673, decode.d6.loss_cls: 0.1716, decode.d6.loss_mask: 0.4452, decode.d6.loss_dice: 0.6654, decode.d7.loss_cls: 0.1643, decode.d7.loss_mask: 0.4444, decode.d7.loss_dice: 0.6693, decode.d8.loss_cls: 0.1662, decode.d8.loss_mask: 0.4451, decode.d8.loss_dice: 0.6634, loss: 14.0328, grad_norm: 60.0460 2023-12-26 15:16:48,529 - mmseg - INFO - Iter [159350/160000] lr: 4.069e-07, eta: 0:05:25, time: 0.481, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1519, decode.loss_mask: 0.4201, decode.loss_dice: 0.6379, decode.d0.loss_cls: 1.1280, decode.d0.loss_mask: 0.4618, decode.d0.loss_dice: 0.7156, decode.d1.loss_cls: 0.2216, decode.d1.loss_mask: 0.4346, decode.d1.loss_dice: 0.6746, decode.d2.loss_cls: 0.1859, decode.d2.loss_mask: 0.4271, decode.d2.loss_dice: 0.6523, decode.d3.loss_cls: 0.1776, decode.d3.loss_mask: 0.4229, decode.d3.loss_dice: 0.6435, decode.d4.loss_cls: 0.1688, decode.d4.loss_mask: 0.4232, decode.d4.loss_dice: 0.6448, decode.d5.loss_cls: 0.1617, decode.d5.loss_mask: 0.4220, decode.d5.loss_dice: 0.6452, decode.d6.loss_cls: 0.1593, decode.d6.loss_mask: 0.4208, decode.d6.loss_dice: 0.6362, decode.d7.loss_cls: 0.1561, decode.d7.loss_mask: 0.4212, decode.d7.loss_dice: 0.6383, decode.d8.loss_cls: 0.1494, decode.d8.loss_mask: 0.4204, decode.d8.loss_dice: 0.6384, loss: 13.4613, grad_norm: 60.9968 2023-12-26 15:17:12,762 - mmseg - INFO - Iter [159400/160000] lr: 3.756e-07, eta: 0:05:00, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1537, decode.loss_mask: 0.4258, decode.loss_dice: 0.6257, decode.d0.loss_cls: 1.0929, decode.d0.loss_mask: 0.4589, decode.d0.loss_dice: 0.6949, decode.d1.loss_cls: 0.2106, decode.d1.loss_mask: 0.4356, decode.d1.loss_dice: 0.6604, decode.d2.loss_cls: 0.1862, decode.d2.loss_mask: 0.4307, decode.d2.loss_dice: 0.6471, decode.d3.loss_cls: 0.1713, decode.d3.loss_mask: 0.4268, decode.d3.loss_dice: 0.6380, decode.d4.loss_cls: 0.1643, decode.d4.loss_mask: 0.4275, decode.d4.loss_dice: 0.6333, decode.d5.loss_cls: 0.1615, decode.d5.loss_mask: 0.4253, decode.d5.loss_dice: 0.6346, decode.d6.loss_cls: 0.1612, decode.d6.loss_mask: 0.4240, decode.d6.loss_dice: 0.6298, decode.d7.loss_cls: 0.1599, decode.d7.loss_mask: 0.4240, decode.d7.loss_dice: 0.6321, decode.d8.loss_cls: 0.1536, decode.d8.loss_mask: 0.4251, decode.d8.loss_dice: 0.6331, loss: 13.3476, grad_norm: 60.0713 2023-12-26 15:17:37,191 - mmseg - INFO - Iter [159450/160000] lr: 3.444e-07, eta: 0:04:35, time: 0.489, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1456, decode.loss_mask: 0.4315, decode.loss_dice: 0.6393, decode.d0.loss_cls: 1.1193, decode.d0.loss_mask: 0.4690, decode.d0.loss_dice: 0.7063, decode.d1.loss_cls: 0.2210, decode.d1.loss_mask: 0.4452, decode.d1.loss_dice: 0.6690, decode.d2.loss_cls: 0.1822, decode.d2.loss_mask: 0.4383, decode.d2.loss_dice: 0.6567, decode.d3.loss_cls: 0.1649, decode.d3.loss_mask: 0.4331, decode.d3.loss_dice: 0.6452, decode.d4.loss_cls: 0.1543, decode.d4.loss_mask: 0.4309, decode.d4.loss_dice: 0.6446, decode.d5.loss_cls: 0.1542, decode.d5.loss_mask: 0.4318, decode.d5.loss_dice: 0.6440, decode.d6.loss_cls: 0.1483, decode.d6.loss_mask: 0.4324, decode.d6.loss_dice: 0.6405, decode.d7.loss_cls: 0.1475, decode.d7.loss_mask: 0.4314, decode.d7.loss_dice: 0.6405, decode.d8.loss_cls: 0.1476, decode.d8.loss_mask: 0.4318, decode.d8.loss_dice: 0.6437, loss: 13.4903, grad_norm: 61.8295 2023-12-26 15:18:01,445 - mmseg - INFO - Iter [159500/160000] lr: 3.131e-07, eta: 0:04:10, time: 0.485, data_time: 0.012, memory: 40245, decode.loss_cls: 0.1540, decode.loss_mask: 0.4259, decode.loss_dice: 0.6452, decode.d0.loss_cls: 1.1195, decode.d0.loss_mask: 0.4611, decode.d0.loss_dice: 0.7123, decode.d1.loss_cls: 0.2259, decode.d1.loss_mask: 0.4384, decode.d1.loss_dice: 0.6789, decode.d2.loss_cls: 0.1983, decode.d2.loss_mask: 0.4303, decode.d2.loss_dice: 0.6580, decode.d3.loss_cls: 0.1793, decode.d3.loss_mask: 0.4269, decode.d3.loss_dice: 0.6506, decode.d4.loss_cls: 0.1693, decode.d4.loss_mask: 0.4271, decode.d4.loss_dice: 0.6506, decode.d5.loss_cls: 0.1636, decode.d5.loss_mask: 0.4264, decode.d5.loss_dice: 0.6482, decode.d6.loss_cls: 0.1586, decode.d6.loss_mask: 0.4269, decode.d6.loss_dice: 0.6456, decode.d7.loss_cls: 0.1574, decode.d7.loss_mask: 0.4256, decode.d7.loss_dice: 0.6464, decode.d8.loss_cls: 0.1542, decode.d8.loss_mask: 0.4255, decode.d8.loss_dice: 0.6460, loss: 13.5760, grad_norm: 58.2830 2023-12-26 15:18:25,958 - mmseg - INFO - Iter [159550/160000] lr: 2.819e-07, eta: 0:03:45, time: 0.490, data_time: 0.013, memory: 40245, decode.loss_cls: 0.1715, decode.loss_mask: 0.4314, decode.loss_dice: 0.6434, decode.d0.loss_cls: 1.1492, decode.d0.loss_mask: 0.4683, decode.d0.loss_dice: 0.7157, decode.d1.loss_cls: 0.2466, decode.d1.loss_mask: 0.4454, decode.d1.loss_dice: 0.6811, decode.d2.loss_cls: 0.2176, decode.d2.loss_mask: 0.4388, decode.d2.loss_dice: 0.6620, decode.d3.loss_cls: 0.2002, decode.d3.loss_mask: 0.4373, decode.d3.loss_dice: 0.6537, decode.d4.loss_cls: 0.1915, decode.d4.loss_mask: 0.4351, decode.d4.loss_dice: 0.6506, decode.d5.loss_cls: 0.1796, decode.d5.loss_mask: 0.4361, decode.d5.loss_dice: 0.6533, decode.d6.loss_cls: 0.1789, decode.d6.loss_mask: 0.4345, decode.d6.loss_dice: 0.6466, decode.d7.loss_cls: 0.1737, decode.d7.loss_mask: 0.4337, decode.d7.loss_dice: 0.6478, decode.d8.loss_cls: 0.1758, decode.d8.loss_mask: 0.4326, decode.d8.loss_dice: 0.6454, loss: 13.8776, grad_norm: 61.7740